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Ch6 Assignments/Logistic Regression Assignment/Harass.txt

Age	MarStat	FemIdeol	FreqBeh	OffensBeh	Report
13	1	102	2	4	0
45	2	101	3	6	0
19	2	102	2	7	1
42	2	102	1	2	1
27	1	77	1	1	0
19	1	98	0	6	1
37	1	96	1	6	0
22	1	92	1	2	0
23	1	104	2	3	1
36	2	82	3	4	1
32	1	87	2	5	1
38	2	91	2	4	1
32	1	101	2	3	0
35	2	94	3	4	0
39	2	92	2	3	1
30	1	85	2	5	1
27	1	99	2	6	1
44	2	80	2	3	0
33	1	101	2	2	0
23	1	85	3	3	0
24	1	90	3	3	0
26	1	90	2	3	1
31	2	99	2	3	1
30	1	108	1	4	1
42	1	88	2	5	0
55	2	80	3	4	1
46	2	81	3	4	0
22	1	102	2	5	1
48	1	86	2	1	0
28	1	90	1	4	0
44	1	94	3	3	1
49	1	77	2	3	0
28	2	98	3	3	1
29	2	84	2	2	0
36	2	105	3	5	0
40	1	91	2	3	1
36	2	78	2	3	0
25	2	85	1	3	1
35	2	87	3	4	1
31	2	95	2	4	0
48	2	91	2	5	1
36	1	103	2	3	0
36	2	99	1	5	0
43	1	86	2	3	1
22	1	83	2	6	0
38	2	97	2	6	1
27	1	90	2	4	1
32	2	99	3	3	0
26	1	98	3	6	1
28	2	107	2	6	1
32	2	82	3	3	0
26	1	95	3	5	0
38	1	88	3	3	1
48	2	73	1	3	0
43	1	88	2	5	1
51	1	87	2	4	0
41	2	83	2	4	0
32	2	104	2	2	1
27	1	92	2	7	1
46	2	75	3	5	1
33	2	96	2	3	1
21	2	107	3	5	0
49	2	83	3	5	0
51	2	82	1	3	1
34	1	90	2	6	1
36	2	105	3	5	0
41	2	100	1	4	0
41	2	86	2	4	0
28	1	84	0	3	1
45	1	81	1	3	0
38	1	88	2	3	1
45	2	85	2	3	0
36	1	91	2	0	0
43	1	90	2	4	1
33	2	102	2	5	0
40	1	94	2	3	0
39	1	83	2	2	1
40	1	90	2	5	0
33	2	91	2	4	1
52	1	91	3	3	0
32	2	87	1	2	1
30	1	94	2	4	0
34	2	101	1	6	1
41	1	75	3	1	0
37	1	92	3	5	1
31	1	97	3	2	0
21	2	97	1	5	0
32	1	92	2	5	0
40	2	89	2	3	0
47	2	91	2	4	1
48	2	85	3	5	0
60	2	96	2	5	0
33	1	94	2	6	1
21	1	88	2	4	0
37	2	92	3	3	1
49	2	82	2	5	1
53	2	68	3	4	0
33	1	87	2	1	0
16	1	93	1	3	1
50	2	91	2	5	0
30	2	98	3	3	1
40	2	74	1	1	0
23	2	89	2	3	1
43	2	81	2	4	0
28	2	94	1	5	0
38	2	89	2	4	1
43	2	87	1	4	1
26	1	89	2	3	1
38	1	94	2	2	0
42	2	99	3	4	1
33	1	92	0	3	1
26	1	93	1	4	0
41	1	95	2	2	0
52	2	101	4	6	1
46	2	97	2	4	0
33	2	96	1	2	1
29	1	97	2	4	0
38	1	98	2	5	1
22	2	96	1	2	0
33	1	92	2	3	1
48	1	100	2	3	0
52	2	74	2	4	0
32	2	99	4	2	0
33	1	82	2	3	0
32	1	101	3	4	0
40	2	94	2	2	0
55	1	103	2	2	0
27	2	92	1	3	1
43	1	95	2	2	0
69	1	85	3	5	0
23	1	80	2	2	0
31	2	98	3	4	0
43	2	86	3	4	0
24	1	90	3	4	1
57	2	88	2	4	0
34	1	88	2	3	1
19	1	96	1	5	1
47	1	100	2	5	1
47	1	77	1	4	1
32	1	90	2	3	0
22	1	99	2	5	1
29	1	102	0	5	0
34	2	93	2	3	1
29	2	90	2	6	1
43	1	91	2	2	0
42	1	81	2	1	0
49	2	91	3	6	0
33	1	82	3	2	0
26	2	82	1	4	0
31	2	89	2	4	1
26	1	88	1	2	1
47	2	94	3	4	0
44	2	93	2	2	0
49	2	95	1	5	1
40	2	108	2	5	1
28	2	91	2	3	1
46	2	83	2	6	1
49	2	95	2	4	1
24	2	98	1	2	0
31	2	94	1	4	1
41	1	92	3	3	1
29	1	87	2	3	0
40	1	99	3	3	0
26	1	88	1	5	1
46	1	98	1	3	1
36	2	90	2	4	0
49	1	68	3	4	1
42	2	90	2	3	1
33	2	97	2	5	1
42	1	91	2	3	1
26	2	91	1	4	0
38	2	98	4	9	1
31	2	106	2	3	1
41	2	86	2	4	0
37	2	101	2	5	0
46	1	82	2	2	0
27	1	95	3	4	0
31	2	96	2	2	0
33	2	95	1	3	1
29	1	97	3	4	1
22	2	87	1	1	0
30	2	97	2	3	0
24	1	103	2	3	0
45	2	101	2	5	0
28	1	80	2	2	0
29	2	98	2	4	1
56	2	102	3	3	0
46	2	91	3	6	1
44	2	91	2	3	1
49	2	96	2	3	0
41	2	83	3	4	1
29	1	92	2	6	1
42	2	92	1	2	0
29	1	75	3	2	0
39	1	101	2	4	1
44	2	77	1	4	0
40	1	89	3	3	0
49	2	87	3	6	1
43	2	99	3	3	0
39	2	101	3	4	0
28	2	96	1	3	0
55	2	89	3	4	1
25	2	92	2	4	0
29	2	101	2	4	1
31	2	91	2	3	0
37	2	95	3	4	0
38	2	88	1	4	0
29	2	103	3	5	1
42	2	94	3	5	1
48	2	79	2	1	0
47	1	100	2	4	1
42	2	89	1	2	0
37	2	84	2	2	0
30	1	88	3	6	1
46	1	96	4	4	0
34	1	101	3	4	1
37	1	102	3	4	0
36	1	100	3	3	0
37	2	78	1	3	0
39	1	91	3	5	0
35	1	83	2	3	1
44	2	88	2	4	1
18	2	95	4	4	1
35	1	89	2	4	1
39	2	82	2	3	1
20	1	108	1	5	1
42	2	98	3	4	0
43	2	93	2	4	1
39	2	100	2	2	1
22	1	73	1	2	0
52	2	101	2	2	0
24	1	76	2	3	0
34	1	92	3	5	0
34	1	88	1	1	0
44	2	116	1	5	1
44	1	99	3	5	0
31	2	98	2	3	0
44	2	94	3	2	1
52	1	87	1	3	0
51	2	85	2	4	0
31	1	88	2	3	1
37	2	84	2	3	0
37	2	78	1	2	0
25	2	91	2	1	1
46	1	92	2	3	0
46	1	97	1	3	0
44	2	103	2	3	0
36	1	95	2	5	1
29	1	83	2	4	0
25	1	79	2	3	0
29	2	99	2	3	1
28	1	102	2	5	0
39	1	95	0	2	0
38	1	74	2	4	0
30	1	75	2	1	0
50	1	83	4	6	1
51	1	77	2	3	0
24	1	71	2	3	0
25	1	91	2	2	1
36	1	89	2	3	0
42	2	85	2	5	1
47	1	84	3	5	1
41	2	80	2	2	1
52	1	90	2	4	1
25	1	75	2	5	1
38	1	77	1	3	0
47	2	85	2	1	1
45	1	79	1	2	1
25	2	93	2	6	1
30	2	84	2	0	0
48	1	71	1	4	1
40	1	90	2	4	0
35	1	94	1	4	1
27	2	86	2	3	0
57	2	91	1	3	0
27	1	86	3	3	1
47	1	77	3	2	1
43	2	99	2	4	0
41	2	95	2	5	1
47	1	92	3	2	0
30	2	86	2	3	1
24	1	88	1	4	1
48	2	89	3	4	0
33	2	93	3	6	1
46	2	94	4	4	1
26	2	93	2	4	1
34	2	90	2	2	1
42	1	91	2	3	1
42	2	85	2	2	1
33	2	89	3	4	1
35	1	97	3	2	0
39	1	77	2	4	0
35	1	95	2	3	1
28	1	84	1	1	0
51	2	95	2	5	1
28	1	90	2	2	1
31	1	111	2	7	1
44	1	105	2	3	1
44	1	88	3	5	1
53	1	96	3	5	1
47	1	91	1	3	1
40	1	98	3	5	1
41	2	90	3	3	1
29	1	76	2	3	1
41	2	97	1	3	0
50	2	93	4	6	1
50	1	88	3	5	1
33	1	94	2	3	1
36	1	84	1	5	1
29	1	99	1	5	1
19	1	86	2	6	1
38	2	88	2	1	0
46	2	86	1	1	0
44	2	88	2	5	0
28	2	94	2	1	0
21	1	78	1	2	0
34	2	88	1	3	1
42	2	92	3	5	1
33	1	84	2	3	1
48	2	94	2	4	1
39	2	84	2	1	0
49	2	88	2	3	0
41	1	105	2	2	0
32	1	90	2	1	0
44	2	102	3	7	1
19	1	92	1	4	0
39	2	87	2	3	0
53	2	103	2	4	1
25	1	109	2	6	1
29	2	91	2	2	0
23	2	90	2	3	0
50	2	94	2	4	0
33	1	98	1	4	0
32	1	87	2	4	1
45	1	85	3	4	0
44	2	96	1	4	1
34	2	103	1	4	0
18	1	110	1	5	1
37	2	98	0	5	0
34	2	100	3	4	1
25	1	79	2	5	1
38	1	87	0	3	1
47	1	83	1	5	1

Ch6 Assignments/Logistic Regression Assignment/Logistic Regression Assignment Instruction.txt

The data set Harass.dat contains slightty modified data on 343 cases created to replicate the results of a study of sexual harassment. The dependent variable is whether or not the subjects reported incidents of sexual harassment, and the independent variables are, in order, Age, Marital status (1 = married, 2 : single), Feminist Ideology, Frequency of the behavior, Offensiveness of the behavior, and whether or not it was reported (0 : no, 1 : yes). (For each variable, higher numbers represent more of the property. Using logistic regression examine the likelihood that a subject will report sexual harassment on the basis of the independent variables.

Ch6 Assignments/Multiple Regression Assignment/Multiple Regression Assignment 1/Crime.txt

Population	over65	cities	doctors	beds	hs_grads	civilian	income	crimes	region
9387	12.3	78.1	25627	69678	50.1	4083.9	72100	709234	1
7031	10	44	15389	39699	62	3353.6	52737	499813	4
7017	9.4	43.9	13326	43292	53.9	3305.9	54542	393162	2
4794	10.7	37.4	9724	33731	50.6	2066.3	33216	198102	1
4370	8.8	29.9	6402	24167	52.2	1966.7	32906	294466	2
3182	10.5	31.5	8502	16751	66.1	1514.5	26573	255162	4
3033	6.7	23.1	7340	16941	68.3	1541.9	25663	177355	3
2688	8.8	0	5255	22137	62.9	1213.3	21524	127567	1
2673	8.2	46.3	4047	14347	53.6	1321.2	18350	193125	3
2512	6.3	60.1	4562	14333	51.7	1272.7	18221	162976	3
2380	11	21.8	4071	17752	47.8	1061.2	16120	137479	2
2294	12.1	19.5	4005	21149	53.4	967.5	15826	69989	1
2147	9.3	38.6	5141	16485	44.6	966.8	14246	138214	3
2037	9.2	31.5	3916	12815	65.1	1032.2	14542	112642	2
1969	10.3	16.6	4006	16704	55.9	935.5	15953	106646	1
1950	10.5	31.8	4094	12545	54.6	906	14684	102816	2
1832	7.3	23.6	3064	9976	50.4	867.2	12107	106482	3
1801	7.8	28.4	3119	8656	70.5	915.2	12591	113821	4
1683	9.7	48.6	3396	7552	65.3	644.3	10392	112359	4
1464	7.7	38.8	3380	8517	67.4	729.2	10375	116861	4
1441	16.5	24.5	4071	10039	51.9	681.7	10166	116304	3
1427	9.8	38.1	3285	5392	67.8	699.8	10918	91399	4
1427	10.4	46.7	2484	8555	56.8	710.4	10104	63695	2
1380	21.4	37.2	1949	8863	50.7	543.2	7989	89257	3
1375	10.6	29.8	2530	8354	48.4	617.6	9037	68319	2
1313	10.9	30.1	2296	9988	50.4	565.7	8411	67965	1
1306	12.3	25.3	2018	6323	57.4	510.6	7399	99293	4
1293	10.1	35.8	2289	7593	59.9	656.3	9106	81510	2
1254	11.1	53.8	2280	6450	60.1	575.2	7766	107370	4
1217	6.8	47.6	2794	4989	69	610.8	9215	76570	4
1144	9.3	68	2181	7497	56	549.6	7736	61381	2
1133	8.8	51.1	2520	8467	45.8	460.5	7038	69285	3
1121	11.1	34.6	2358	6224	62.9	539.3	7792	77316	4
1087	8.4	49.6	1874	7706	59.9	510.7	6658	62603	2
1025	8.4	78.7	1760	7664	46.5	391.1	5582	62694	3
970	10.3	26.9	2053	6604	56.3	450.4	6966	54854	1
929	8.3	28.9	1844	3215	65.1	422.6	5909	72410	4
883	9.8	37.2	1579	6087	46.5	396.8	5705	45642	3
886	9	76.2	1644	7673	48.2	394.6	5185	52094	3
864	20.6	31.7	1396	6158	55.4	352.8	5879	68109	3
833	8.8	24	1062	5315	56.2	367.5	5489	52606	2
822	7.3	29.7	1604	3485	67.6	349.3	4655	49111	4
805	11.3	35.1	1649	5512	44.9	359.1	4941	42786	3
794	12.2	30.4	1532	4730	55.2	356.5	5094	30771	1
777	10.2	47	1098	4342	51.9	355.4	5142	46213	2
774	9.4	47.7	1285	3459	40.3	401.7	4924	34941	3
769	9.7	48.5	1496	5620	59.6	362.3	4798	44513	3
773	9.9	59.6	1597	7496	47.3	380.9	4600	33936	3
723	6	100	1260	2819	66	319.9	5181	46984	4
694	8.7	80.6	983	4749	50.8	292.4	4127	43010	3
661	9.6	37.3	948	4064	55.6	293.3	4102	34725	2
647	9.9	27.8	1250	2870	57.8	286.8	3860	30829	1
644	7.4	48.1	614	3016	50	280.9	4177	35106	2
629	14.5	28.4	696	4843	47.9	271.5	3667	14868	1
624	11.9	33.1	827	3818	47.4	300.2	4144	19090	1
610	10.5	55.8	760	3883	56.2	292	4035	32146	3
597	8.3	55.7	751	3234	44.9	318.5	3777	37070	3
593	10.2	19.2	798	3135	55.4	274.1	3489	44442	3
594	7.5	19.5	769	2463	55	298.7	4352	29100	1
581	8.7	63.8	1234	5160	62.7	272.6	3725	32271	2
576	9.5	32.6	833	2950	54	280.8	3553	26645	2
564	11.9	41.9	745	3352	36.3	258.9	3915	29157	1
541	10	35.1	639	3144	52.1	234.1	3437	22111	2
526	9.1	19.9	676	2296	38.8	253.3	2962	30684	3
514	7.4	32.4	518	2515	52.4	216.8	3627	35201	2
516	8.6	14.5	746	4277	54.4	237.1	3724	31358	3
492	10.9	8.9	787	2778	60.1	218.4	3603	24787	1
487	8	50	2207	4931	52	257.2	2991	24269	3
477	21.8	22.1	752	2317	55.7	194.2	3283	36418	3
474	7.7	67.9	679	3873	56.3	224	2598	29967	3
472	9.6	39.5	737	1907	52.7	246.6	3007	38205	4
468	7.7	50.4	674	2989	63.8	194.8	2747	25159	4
462	10.8	60.5	617	1789	44.1	212.6	3158	27161	1
455	10.3	67	1123	2347	63.1	183.6	2598	41649	4
455	7.5	39.5	512	1788	61.9	221.1	2853	20053	2
449	10.7	41.9	724	4395	50	198	2445	17596	3
435	6.9	71	518	2031	54.1	197.9	2617	31539	3
435	6.1	90.7	479	2551	51.1	163.4	2012	25650	3
429	11	13.4	832	2938	55.4	207.8	2885	16985	1
423	9.2	36.6	505	3297	60.7	156.3	2689	24266	4
425	9.3	48.5	540	2694	42.3	172.8	2162	22374	3
408	10.7	24.9	427	2864	39.1	169.1	1987	10425	3
402	7.3	72.4	873	2236	64.9	185.2	2353	28171	4
401	10.6	24.9	427	3192	52.2	174.7	2446	15981	2
403	10.3	41.2	520	2539	45.2	183.1	2308	16240	3
395	9.6	68.4	681	2864	63.2	207.4	2651	25149	2
385	6.1	31.7	836	2159	48	145.6	1992	25046	3
374	6.8	30.3	598	6456	50.6	164.7	2201	26428	3
375	10.5	52.1	379	2491	55.6	173.2	2662	18599	2
370	9.7	49.3	446	3472	58.2	176.5	2439	16529	2
369	9.5	58.8	911	5720	56.5	175.1	2264	26032	3
363	9.1	22.3	405	1254	51.7	165.6	2257	28351	4
364	9.7	57.3	356	2167	45.5	165.9	2331	19138	3
360	6.9	44.4	398	1365	65.2	174.2	2410	33687	4
364	6.6	75.2	425	3879	51.6	163	2088	15623	3
362	10.4	35.3	483	2137	53.7	168.9	2666	16405	2
356	10.6	53.1	565	2717	49.3	146.4	1996	19212	3
352	11.7	13.4	342	1076	44.7	156.8	2165	11273	1
348	11.1	16.4	366	1455	43.9	163.8	2178	8116	1
333	9.7	58.6	448	2630	68.1	171.4	2396	20465	2
327	12.2	39	365	5430	49.9	136.9	1862	9325	1
317	10.2	31.1	667	3179	52.8	156.5	2264	19410	1
310	11.5	56.8	565	2081	65.3	131.2	1939	17379	4
313	8	55.1	1171	3877	71.2	172.3	2038	18676	2
311	11.3	39.2	436	1837	49.4	154.2	2098	25714	4
306	11.3	19.9	470	2531	58.9	133.1	1782	11161	1
302	13.4	26.3	423	1929	43.3	145.5	2010	7699	1
303	7.7	71.7	413	1636	47.1	125.8	1692	20038	3
297	11.6	33.2	296	2652	45.3	114.4	1641	12467	3
296	8.9	64.6	774	5431	56.1	136.9	1724	14468	3
294	8.9	64.8	863	3289	53.7	154.7	1787	15871	3
294	9.5	59.8	471	4633	62.9	116.1	1851	18651	4
288	6.2	63.7	357	1277	72.8	110.9	1639	18173	4
291	12.6	46.5	405	2896	51.5	133.8	1853	12787	2
291	7.8	49.8	283	1306	53.2	126.9	1553	12315	3
289	10	38.5	299	1766	56.2	138.6	1776	11715	2
287	10.5	45	602	1462	71.3	131.4	1980	18208	4
287	8	18.8	739	3381	45.9	120.4	1616	14534	3
277	11.5	41.2	307	1309	54.2	131.9	1762	13722	2
277	13.7	24.3	354	1562	46.3	116.9	1507	19133	3
275	8.4	49.7	373	929	62.5	120.5	1918	14776	4
274	7.2	23.8	338	1610	51	105.9	1354	19317	3
272	9.8	46	293	1693	58.4	119.9	1688	10402	1
267	12.5	47.3	355	2042	56.2	113.7	1654	12273	2
268	9.4	43.7	450	2070	57.5	129.4	1719	16226	2
268	9.8	52.6	392	1425	52.2	129.6	1816	13230	2
268	12.2	14.8	285	2804	44.1	106.7	1537	4205	1
264	7.8	50.7	220	1177	52.6	119.5	1661	8398	2
261	10.7	26	458	1646	51.6	113	1725	10208	3
589	11.1	45.3	891	5790	54	277	3510	29237	1
643	12	37.6	1087	4900	51.4	319.6	3982	29058	1
254	9.7	61.7	273	1484	50.9	106.7	1412	14446	3
250	6.1	42.4	1411	3659	67.5	131	1790	16228	2
251	8.6	46.3	219	1128	47.8	105.3	1458	13474	2
249	9.1	54.4	329	719	61.9	118	1386	15596	4
242	8	50.8	290	1271	45.7	104.4	1351	10391	3
236	10.7	38.7	348	1093	50.4	127.2	1452	16676	4
232	8.1	39.6	159	481	30.3	80.6	769	8436	3
233	10.5	37.8	264	964	70.7	93.2	1337	14018	3
232	10.9	13.4	371	4355	58	97	1589	8428	1
231	3.9	28.8	140	1296	55.1	66.9	1148	15884	3

Ch6 Assignments/Multiple Regression Assignment/Multiple Regression Assignment 1/Multiple Regression Assignment1 Instruction.docx

The data files crimes.txt include data about crimes in a state. Please provide all the R codes and screen shots of the results with each of the answers. Make sure your answers look professional and easy to read.

1. Run a correlation test and describe which variables are likely to predict crimes in the state based on the correlation between Crime (DV) and all the other predictors

2. From looking at the results of your correlation test, are there predictor variables that are highly correlated with each other? List the predictor variables and the correlation that are highly corelated with each other.

3. To detect multicollinearity in the data run a VIF test and list the variables that have VIF more than 3.0.

4. Run the original model with all the predictor variables in the data set. List the significant predictors of crimes. What is the R-Squared in the original model? Do you think (based on your common sense) the significant predictors in this model are good predictors of crimes? Why or why not.

5. Run the following codes that transform your data

pop.log = log(Crime$Population)

docs.per = Crime$doctors/Crime$Population

beds.per = Crime$beds/Crime$Population

civ.per = Crime$civilian/Crime$Population

inc.per = Crime$income/Crime$Population

inc.hs_grads = Crime$hs_grads/Crime$Population

6. Once you have made the transformation in your data run a VIF test again to detect multicollinearity. Check the VIF among the predictor variable and list them. Did the transformation reduce multicollinearity?

7. Run the model with the transformed data and list the significant predictors and their level of significance. What is the R-Squared for the modified model?

8. Interpret the results of the significant coefficients.

9. Between the original model and the model based on the transformed data which model has the higher R-Squared? If you were to make a public announcement based on these two models which model would you base your decision on? What would you say the predictors of crime in the state are?

Ch6 Assignments/Multiple Regression Assignment/Multiple Regression Assignment 2/Mireault.txt

ID	Group	Gender	YearColl	College	GPA	LostPGen	AgeAtLos	SomT	ObsessT	SensitT	DepressT	AnxT	HostT	PhobT	ParT	PsyT	GSIT	PVTotal	PVLoss	SuppTotl
002	2	1	1	4	2	999	999	42	53	59	57	49	57	47	51	46	51	112	24	66
007	1	2	1	2	999	1	18	65	80	64	71	72	73	63	67	67	72	100	23	73
008	2	2	1	1	4	999	999	52	67	60	62	65	78	60	65	58	65	118	28	64
009	1	2	999	999	2	2	15	59	53	74	65	65	64	61	63	68	65	76	19	80
011	2	2	999	999	3	999	999	41	58	63	60	52	51	45	43	46	52	82	17	74
012	2	2	999	999	3	999	999	41	50	41	49	45	51	45	43	58	44	56	15	72
014	2	1	1	4	999	999	999	59	69	63	76	74	57	61	51	68	69	56	16	69
017	2	2	1	4	3	999	999	52	61	49	42	58	51	45	43	64	53	64	12	81
018	1	2	1	1	2	1	15	49	56	41	65	45	62	45	63	64	59	113	32	59
019	2	2	999	999	3	999	999	56	65	70	65	62	70	67	74	64	69	107	24	63
020	2	2	999	999	2	999	999	62	61	68	70	70	62	67	61	75	68	123	26	80
022	3	1	1	4	3	999	999	73	64	60	68	76	80	68	77	70	80	109	23	52
023	2	1	1	3	3	999	999	55	80	80	73	72	51	70	63	74	73	107	24	61
024	2	2	1	5	3	999	999	49	58	64	61	52	59	56	55	64	58	69	14	80
025	2	2	4	4	3	999	999	56	58	71	60	63	67	63	65	71	65	88	22	59
026	2	2	999	999	3	999	999	49	63	60	60	63	55	56	55	58	59	54	9	82
028	2	2	999	999	3	999	999	52	69	49	54	52	59	56	55	64	59	84	20	74
029	2	2	2	4	3	999	999	70	72	80	75	70	74	80	74	80	80	108	32	73
033	2	1	2	4	4	999	999	42	53	59	44	59	51	47	51	62	53	110	22	81
034	2	1	2	4	3	999	999	59	61	54	44	55	40	47	42	46	53	73	22	52
035	2	2	2	4	3	999	999	67	65	71	70	66	70	68	74	74	71	96	25	72
036	2	1	2	4	3	999	999	51	72	63	65	68	60	61	59	70	66	86	19	56
037	3	1	1	1	2	999	999	42	47	54	71	49	40	61	64	62	59	66	13	73
038	1	1	1	1	2	1	18	65	60	44	54	55	40	47	42	59	58	83	17	51
039	3	2	2	1	3	999	999	52	56	49	49	63	51	45	55	64	59	66	15	65
040	2	1	4	1	3	999	999	59	69	68	71	59	57	70	56	66	67	88	18	67
041	2	2	3	1	3	999	999	999	999	999	999	999	999	999	999	999	999	37	9	84
042	2	2	3	3	3	999	999	62	74	63	68	65	62	45	61	62	66	85	18	64
043	1	2	2	1	2	2	6	56	66	41	60	69	39	60	43	46	61	63	15	79
044	2	2	1	3	3	999	999	41	58	63	61	55	55	45	43	58	56	71	18	61
046	1	2	999	999	3	2	1	52	68	64	68	71	78	63	70	75	71	106	23	62
047	1	2	999	999	3	2	12	999	999	999	999	999	999	999	999	999	999	68	26	74
048	1	2	2	5	4	2	10	41	48	41	51	52	65	45	43	46	45	75	17	61
049	1	2	3	1	3	1	10	56	78	76	70	63	55	67	65	75	71	118	34	54
050	3	2	2	1	2	999	999	56	65	41	61	58	62	56	52	59	60	90	16	54
052	2	1	2	1	3	999	999	73	68	80	80	76	71	73	80	78	80	138	30	69
054	3	2	2	1	3	999	999	41	53	60	62	65	51	45	43	64	58	57	13	59
055	2	2	2	4	3	999	999	49	76	68	54	62	51	64	52	64	64	62	15	62
056	3	2	4	1	3	999	999	52	53	55	54	60	59	45	52	58	56	79	14	76
057	2	2	999	999	3	999	999	60	53	60	57	60	59	60	63	65	61	48	11	66
058	2	2	1	2	3	999	999	66	74	71	71	69	67	63	71	78	71	100	26	56
060	3	2	1	4	4	999	999	68	56	64	62	66	67	63	61	65	66	96	24	73
062	2	2	1	2	3	999	999	58	66	80	71	69	62	65	63	67	71	76	18	47
063	2	2	999	999	3	999	999	62	66	69	71	71	71	45	64	78	71	58	14	67
065	2	2	999	999	999	999	999	52	65	60	54	65	59	45	64	65	61	76	12	72
067	2	2	999	999	3	999	999	52	53	41	54	52	55	56	52	58	52	94	20	79
071	1	1	1	1	3	2	15	51	70	59	70	62	57	47	56	46	64	110	19	75
072	2	1	1	3	2	999	999	59	61	63	63	55	57	64	51	62	61	80	18	59
073	1	1	1	1	2	2	1	51	55	71	80	68	64	64	77	77	72	89	29	65
077	1	1	999	999	3	1	9	42	64	54	60	49	71	47	56	70	62	79	15	58
078	3	2	2	1	3	999	999	41	38	41	42	38	56	45	43	46	34	72	10	73
079	1	1	2	1	3	2	16	78	70	66	80	68	57	47	67	68	72	118	34	71
080	2	2	999	999	2	999	999	52	56	41	57	58	62	45	52	58	55	117	24	76
082	1	1	3	3	2	2	11	76	80	80	71	76	73	73	67	66	80	102	24	75
085	2	1	1	1	3	999	999	64	71	66	73	72	51	68	74	80	74	129	20	74
089	3	2	2	2	2	999	999	41	38	41	42	38	56	45	43	46	34	73	16	79
090	2	1	1	3	999	999	999	76	71	71	76	76	71	71	69	78	80	121	21	64
093	1	1	1	1	2	2	14	42	53	44	44	41	40	47	51	46	45	61	15	56
094	2	2	1	1	3	999	999	70	80	68	70	70	67	64	73	80	76	121	30	61
095	1	2	3	5	3	2	17	49	53	41	57	58	51	45	43	58	51	47	15	80
096	2	1	1	4	3	999	999	64	72	66	80	74	71	64	53	77	80	51	10	70
097	2	1	1	4	3	999	999	69	72	66	60	59	64	61	75	62	72	75	16	64
101	1	1	3	1	2	1	17	73	80	80	76	78	64	80	77	78	80	91	17	46
102	2	2	1	1	3	999	999	52	61	68	57	52	51	45	70	62	61	77	19	68
103	2	1	999	999	3	999	999	67	70	66	63	62	66	61	64	66	69	77	17	57
104	2	2	2	5	3	999	999	41	53	49	60	62	71	45	64	64	59	104	37	79
105	1	1	2	4	2	1	11	59	74	80	70	65	60	61	63	70	72	81	16	59
106	2	2	1	4	2	999	999	41	53	60	60	62	51	64	70	65	61	115	22	76
108	1	2	999	999	3	2	13	49	58	63	60	52	51	45	55	58	57	64	15	81
110	1	2	999	999	3	1	14	52	63	68	57	62	55	64	61	65	63	87	21	54
111	2	1	999	999	999	999	999	67	71	59	60	78	73	47	63	46	71	86	15	62
114	1	1	1	5	2	2	9	73	77	71	71	72	76	73	75	77	80	83	23	70
115	1	1	1	1	3	2	13	42	68	59	57	76	60	47	59	58	64	117	23	78
116	1	1	999	999	2	1	12	42	55	54	60	41	57	47	51	58	51	61	15	61
117	1	2	999	999	3	1	13	63	66	63	62	60	68	56	63	74	66	137	37	84
118	1	2	1	1	3	2	17	41	45	60	49	45	51	45	52	58	48	91	25	75
119	3	2	1	1	3	999	999	49	65	63	70	60	65	45	61	75	64	67	21	60
120	1	2	1	4	3	2	1	49	76	49	54	55	39	56	64	65	61	85	20	78
121	2	2	1	1	3	999	999	41	56	60	62	58	55	56	65	65	61	93	25	71
123	2	2	4	1	3	999	999	66	63	70	70	60	68	64	63	64	68	81	17	68
131	1	1	999	999	3	2	17	59	61	63	63	59	57	61	67	66	64	131	31	60
134	2	1	3	1	4	999	999	59	77	74	80	62	51	64	63	80	78	82	23	67
135	1	2	1	1	3	2	13	66	70	80	69	70	80	71	71	75	77	91	19	67
136	1	2	999	999	3	1	16	62	69	76	70	70	62	67	70	77	71	80	25	76
137	3	2	1	5	2	999	999	56	58	55	54	45	51	56	64	46	55	82	17	73
138	1	2	999	999	3	2	8	52	63	68	68	68	78	64	43	74	67	104	30	77
139	3	2	999	999	2	999	999	74	67	71	69	73	70	73	71	74	73	127	28	77
144	2	1	1	1	3	999	999	51	58	66	57	49	51	61	56	68	59	62	11	60
145	2	1	1	1	3	999	999	59	61	59	60	59	51	61	63	70	63	78	20	53
146	2	1	2	3	2	999	999	55	61	44	44	41	64	47	42	46	52	63	12	60
147	3	2	999	999	2	999	999	41	55	57	56	52	39	45	53	64	54	60	16	75
148	1	2	3	1	3	2	16	62	70	64	70	71	51	60	73	67	71	147	30	70
150	1	2	1	1	4	2	15	52	66	66	70	52	71	60	74	71	67	92	29	74
151	2	1	1	4	2	999	999	61	64	80	80	80	80	61	75	78	80	94	23	33
152	1	1	2	1	3	2	13	55	64	68	63	55	60	68	51	62	62	60	13	66
153	2	2	2	1	3	999	999	52	68	66	64	63	51	65	67	67	66	108	26	65
154	3	2	1	1	3	999	999	52	66	49	60	55	59	60	64	46	59	126	30	84
155	1	2	1	1	3	2	8	41	65	64	65	60	39	61	63	67	63	107	27	54
156	2	1	1	1	4	999	999	76	68	66	80	55	40	64	51	80	72	72	18	66
157	2	1	2	1	3	999	999	76	80	71	65	80	70	70	74	46	80	96	20	83
158	3	1	2	1	3	999	999	67	68	71	68	65	62	71	74	80	74	64	12	57
159	1	2	1	1	4	2	9	60	66	70	61	68	72	56	65	67	69	117	29	69
166	1	1	1	1	4	2	18	42	53	66	63	49	40	47	64	70	62	47	12	74
169	3	1	1	1	3	999	999	61	69	68	63	72	57	68	73	74	72	88	10	33
170	1	1	999	999	2	1	15	51	64	66	63	74	62	61	59	66	65	76	25	61
171	1	2	999	999	3	2	12	63	68	66	61	69	51	45	70	64	66	148	37	75
172	1	2	2	1	4	1	8	49	53	60	54	60	55	45	70	74	62	92	30	53
173	2	2	999	999	3	999	999	52	50	63	57	55	59	56	52	58	56	92	21	83
176	2	2	2	2	3	999	999	58	53	63	64	65	51	60	52	62	61	108	26	69
179	2	1	2	3	2	999	999	55	64	68	76	55	80	47	63	80	72	97	27	64
180	3	1	2	1	3	999	999	55	64	63	44	65	64	47	42	62	60	80	11	80
181	3	1	2	4	2	999	999	42	58	54	44	49	51	47	56	46	52	49	7	80
184	1	2	999	999	3	1	12	41	53	55	54	52	51	60	55	62	53	77	24	74
185	2	1	1	1	2	999	999	55	61	71	63	62	62	64	63	62	65	69	13	63
186	2	1	2	3	1	999	999	78	80	80	80	80	80	80	80	80	80	112	27	56
189	3	2	3	2	3	999	999	68	65	60	42	60	65	56	43	46	61	109	20	60
190	1	2	999	999	3	2	15	41	38	41	42	45	39	45	43	46	36	64	16	73
192	2	1	2	1	2	999	999	42	53	68	71	59	57	47	69	78	65	81	18	63
193	1	2	3	1	3	2	7	58	50	41	49	58	51	45	43	46	53	79	15	69
196	2	2	2	1	4	999	999	65	67	73	62	65	65	64	65	64	67	80	24	67
197	2	2	4	1	3	999	999	52	63	60	49	55	39	45	52	46	54	90	16	66
198	3	2	3	4	3	999	999	41	66	76	70	52	67	63	67	67	66	104	30	41
199	2	2	999	999	3	999	999	41	63	66	65	55	51	60	61	67	61	81	19	56
200	2	1	2	3	3	999	999	42	61	44	52	55	57	61	51	46	53	71	12	58
201	2	1	2	1	3	999	999	42	69	74	78	76	64	47	63	80	77	80	21	44
202	2	2	3	2	3	999	999	41	45	49	42	55	51	45	43	46	44	54	8	80
203	2	2	2	1	2	999	999	41	45	64	49	52	67	45	64	62	55	47	10	74
206	1	2	999	999	3	1	10	41	56	73	64	52	59	63	63	74	63	95	27	46
207	1	2	1	1	2	1	16	65	78	64	69	66	65	63	64	65	70	106	31	61
208	2	2	2	2	3	999	999	62	65	55	67	70	65	60	64	64	66	107	16	75
209	1	1	1	1	3	1	19	51	69	74	70	49	57	68	59	80	68	92	32	80
210	1	1	2	1	3	1	17	59	68	71	68	65	62	68	63	68	72	76	20	59
213	3	2	2	1	3	999	999	49	65	60	57	62	51	45	55	62	59	89	26	69
214	3	2	1	3	0	999	999	49	65	73	69	68	65	56	65	71	67	62	11	81
215	3	2	999	999	4	999	999	58	38	41	42	52	55	45	43	46	46	63	13	69
216	1	2	999	999	3	2	13	52	53	41	57	38	55	45	43	62	52	99	23	83
219	3	2	2	1	3	999	999	41	53	55	49	52	51	45	64	58	50	67	16	77
221	2	2	2	4	3	999	999	58	58	49	54	58	39	45	55	62	56	75	12	72
222	1	1	3	1	3	2	16	55	53	54	44	68	40	47	42	66	53	91	30	76
223	1	2	2	4	1	2	16	49	66	60	49	60	55	60	64	71	61	106	38	82
224	1	2	2	1	3	2	15	41	63	55	60	52	55	45	55	62	57	97	26	78
225	1	2	999	999	2	2	15	49	58	41	54	45	51	45	55	46	49	94	27	76
227	3	1	2	1	4	999	999	65	80	68	65	68	80	61	74	46	73	99	18	71
230	1	1	2	4	3	1	12	59	80	63	60	62	64	47	59	58	65	120	26	62
233	2	2	2	5	2	999	999	49	61	63	60	52	51	56	55	64	57	94	17	60
234	2	2	2	1	3	999	999	62	72	73	71	69	71	64	71	77	72	141	33	67
236	2	1	999	999	3	999	999	42	61	44	60	49	51	47	51	58	53	57	16	68
237	1	1	999	999	2	2	11	59	61	59	71	49	51	47	59	74	64	71	20	60
246	3	1	999	999	2	999	999	42	55	80	80	72	66	71	80	78	80	91	22	47
247	1	1	1	4	3	2	18	51	58	80	68	55	80	68	63	70	72	144	27	59
250	2	2	2	4	3	999	999	52	50	63	61	45	62	56	61	58	59	52	10	80
251	2	2	4	1	3	999	999	41	56	63	61	52	51	56	52	64	56	96	15	69
252	1	2	1	3	3	1	15	41	63	63	60	52	55	45	61	62	59	67	18	63
255	1	1	2	1	3	2	15	51	53	44	57	49	51	47	42	46	49	60	16	68
256	3	1	999	999	2	999	999	61	77	59	65	78	57	68	59	68	71	79	19	53
257	1	1	1	1	4	1	16	51	80	63	80	72	76	47	64	74	78	93	25	58
259	2	2	2	1	3	999	999	49	53	64	60	62	59	60	63	58	60	87	23	63
260	2	2	2	1	2	999	999	58	66	69	68	66	62	63	65	67	66	73	15	81
263	1	1	999	999	3	2	6	42	61	54	65	55	62	47	67	66	61	55	15	74
264	2	2	999	999	3	999	999	52	45	41	60	45	65	45	55	46	52	83	16	54
265	2	2	999	999	3	999	999	41	53	55	42	52	39	45	61	46	50	80	14	81
268	2	2	999	999	3	999	999	67	68	76	70	69	73	64	63	75	71	106	22	57
269	2	1	1	1	3	999	999	78	70	80	80	80	80	68	80	80	80	97	20	40
271	3	1	999	999	2	999	999	80	80	80	80	80	80	70	74	80	80	107	19	79
272	2	1	1	1	3	999	999	67	72	80	80	76	73	68	73	68	80	136	26	61
273	2	2	999	999	3	999	999	49	63	63	62	58	59	60	55	64	61	64	11	62
274	1	1	1	1	3	2	5	51	69	54	60	65	62	61	63	66	64	91	21	71
276	2	2	2	4	3	999	999	49	56	60	49	60	55	45	55	58	54	104	16	84
277	2	2	2	4	3	999	999	58	67	76	69	62	72	56	80	75	71	120	29	77
279	2	1	2	1	3	999	999	73	74	71	78	80	71	80	77	80	80	60	19	73
280	2	1	2	4	2	999	999	64	58	63	60	59	57	61	56	68	63	75	14	66
284	3	2	2	1	2	999	999	66	70	71	71	63	65	60	70	75	71	119	20	56
286	2	2	999	999	2	999	999	41	50	63	65	60	55	60	64	65	59	69	19	83
287	2	2	999	999	3	999	999	52	53	63	54	60	55	56	70	65	60	101	20	60
294	1	1	999	999	3	1	4	51	68	63	68	59	64	61	74	66	68	101	23	57
295	1	1	1	5	2	2	10	59	58	59	52	59	40	61	51	62	58	74	17	68
296	1	2	2	5	3	1	13	62	68	55	67	62	62	56	64	65	64	111	26	45
298	2	1	2	1	2	999	999	51	58	44	63	55	60	47	51	58	56	62	15	63
299	1	1	1	3	3	2	14	42	80	59	63	62	66	47	42	66	64	80	16	82
300	1	1	2	5	3	2	13	42	47	44	57	62	57	47	42	58	50	54	13	82
328	1	2	4	1	3	2	20	69	69	76	49	71	51	64	55	64	68	114	27	73
329	2	2	3	1	2	999	999	54	61	57	56	38	69	57	53	59	58	49	11	71
331	2	2	3	1	3	999	999	41	50	49	54	55	51	45	43	67	54	82	21	70
337	2	2	4	1	4	999	999	57	66	63	66	62	65	45	59	59	64	104	20	80
338	2	2	4	3	3	999	999	41	50	63	49	55	51	45	65	62	55	112	26	58
341	1	2	999	999	2	1	14	52	66	71	71	71	80	67	71	75	71	90	26	63
342	3	1	3	1	3	999	999	51	58	59	60	62	51	61	63	66	61	89	12	74
343	1	2	999	999	3	2	2	66	76	60	71	68	78	63	71	78	72	128	34	49
347	3	1	4	1	3	999	999	64	58	71	60	65	66	47	74	62	67	54	17	59
348	2	1	3	1	3	999	999	42	69	54	60	65	57	47	67	58	62	92	24	50
349	3	1	3	1	3	999	999	42	58	54	63	65	57	47	56	68	60	79	13	76
350	2	2	4	5	3	999	999	65	56	55	42	38	67	45	43	46	55	77	15	76
352	1	2	4	4	3	2	16	58	69	49	42	62	55	45	43	46	57	93	21	84
353	2	1	4	3	2	999	999	51	58	59	68	55	64	47	51	58	60	61	10	59
354	2	2	4	1	3	999	999	49	53	60	49	52	62	45	55	46	52	80	14	70
355	1	2	999	999	3	1	14	999	999	999	999	999	999	999	999	999	999	76	15	73
360	2	2	4	1	4	999	999	58	56	63	60	58	65	65	64	64	63	80	18	68
362	2	2	3	1	3	999	999	56	61	60	57	70	51	60	61	64	62	89	21	66
363	1	2	999	999	3	1	11	49	53	55	42	52	51	64	55	64	56	73	13	63
365	1	1	4	4	3	2	3	51	53	59	57	55	51	47	51	58	53	69	15	61
366	1	2	3	1	2	1	15	50	58	54	62	38	69	45	71	64	63	80	21	55
367	3	2	4	1	3	999	999	49	58	64	54	52	55	45	64	58	55	63	11	70
372	2	2	3	1	4	999	999	63	68	63	54	58	75	60	63	64	66	73	17	65
374	1	1	4	1	3	1	15	51	39	44	52	49	40	47	42	46	41	40	11	69
376	2	2	999	999	3	999	999	60	78	55	62	69	62	45	73	65	67	117	27	76
380	3	2	3	1	2	999	999	52	74	69	67	68	70	64	65	62	69	102	23	80
384	2	1	999	999	999	999	999	76	71	54	70	62	71	47	63	68	72	111	25	63
385	1	2	3	1	2	2	4	63	68	68	70	62	71	64	71	80	71	100	26	55
386	3	1	4	1	3	999	999	78	69	80	68	80	60	78	67	78	80	109	19	74
387	1	2	3	1	3	2	8	41	65	55	57	45	51	45	55	62	56	32	8	49
389	3	2	4	4	3	999	999	65	56	49	54	58	55	45	52	58	57	81	14	77
390	1	2	4	4	3	2	8	58	53	60	57	60	59	45	61	58	58	81	24	84
392	1	2	2	1	3	2	4	62	78	80	75	73	62	45	80	78	78	131	26	58
393	1	2	3	5	2	2	17	60	78	73	71	69	65	65	65	75	71	101	33	60
394	2	2	999	1	3	999	999	60	53	55	57	58	51	45	43	46	55	46	11	84
397	1	2	4	1	3	1	14	60	53	64	54	58	67	60	43	46	59	76	16	60
399	1	2	4	3	3	2	17	80	78	64	75	71	73	71	67	78	80	105	33	81
402	1	2	4	1	2	2	7	65	72	70	69	63	67	56	63	75	71	86	25	61
403	2	1	4	4	3	999	999	51	58	54	63	62	66	47	51	62	61	77	15	68
404	2	1	4	4	3	999	999	42	55	66	60	49	51	47	59	66	58	51	13	52
405	2	2	3	1	3	999	999	56	67	64	68	69	65	56	55	67	66	113	27	65
409	3	2	4	2	3	999	999	49	58	60	68	65	67	45	52	46	62	90	15	62
410	2	2	999	999	2	999	999	49	53	49	64	52	51	56	55	58	55	94	19	71
411	1	2	4	1	3	2	5	41	63	66	57	45	51	60	52	58	56	71	16	55
412	2	2	4	1	3	999	999	41	63	49	57	60	59	45	52	62	56	110	21	67
413	2	1	4	4	3	999	999	42	55	44	44	55	57	47	42	46	47	39	9	83
415	2	2	3	1	4	999	999	52	38	64	60	52	62	45	52	58	55	60	10	84
417	1	2	3	1	4	2	15	41	58	66	61	58	55	45	64	67	59	101	24	52
418	1	2	4	5	3	1	12	49	69	64	49	65	62	45	52	46	61	79	18	66
419	2	1	2	1	3	999	999	61	64	71	68	49	60	47	63	62	65	86	16	61
420	2	1	3	4	3	999	999	42	69	66	62	55	64	47	64	70	64	82	21	66
421	1	1	2	3	3	1	17	42	39	44	44	55	60	47	42	46	45	46	12	66
423	1	1	4	4	999	2	18	42	64	71	60	62	57	61	51	46	60	58	14	62
424	3	1	4	4	3	999	999	51	55	44	44	55	57	61	42	46	49	55	13	82
428	1	2	3	5	2	2	6	63	67	68	61	68	62	67	61	67	66	81	21	53
432	3	2	3	1	4	999	999	41	38	41	54	52	39	45	43	46	41	79	18	82
434	1	2	3	4	3	2	12	52	69	70	71	71	70	65	74	62	71	137	32	70
436	2	2	3	4	4	999	999	41	50	49	49	52	59	45	52	62	49	74	16	81
437	2	2	4	5	3	999	999	52	45	63	61	55	39	45	52	62	56	88	22	84
438	2	1	3	1	3	999	999	55	53	80	65	59	57	47	64	58	64	74	16	82
441	2	1	4	1	4	999	999	61	53	44	70	62	66	47	63	74	66	68	17	42
442	1	2	4	1	3	1	14	41	45	68	62	58	55	60	65	62	61	95	24	54
443	2	1	3	4	3	999	999	64	61	59	70	62	40	47	57	78	65	65	12	68
444	1	2	4	2	3	2	13	52	69	66	65	65	59	65	67	71	69	129	29	67
447	2	2	4	1	3	999	999	56	56	68	61	60	68	63	67	65	63	100	25	68
450	1	2	3	2	3	2	13	52	65	63	57	52	39	45	55	62	57	94	21	74
454	2	2	4	4	999	999	999	79	72	76	70	80	59	67	67	77	75	93	22	73
455	3	2	3	1	3	999	999	58	76	64	71	70	74	65	65	71	71	112	19	77
456	1	1	2	1	3	2	1	42	53	44	57	41	60	47	42	58	49	79	21	58
457	2	2	3	1	4	999	999	60	53	49	54	60	55	45	63	58	59	82	15	59
460	3	1	4	3	2	999	999	51	70	54	52	41	51	47	64	66	60	100	19	62
461	3	2	4	4	3	999	999	52	68	70	70	70	68	56	74	78	71	66	19	56
463	2	2	4	1	3	999	999	56	63	63	57	58	65	56	61	62	61	89	19	72
467	2	2	3	1	3	999	999	60	45	49	42	52	51	45	43	46	48	73	13	79
473	2	2	4	1	3	999	999	49	38	66	54	38	39	56	64	62	54	91	19	56
476	3	2	4	1	2	999	999	56	65	70	68	62	55	67	61	71	66	84	20	71
478	2	1	4	4	3	999	999	42	58	63	52	41	62	64	56	58	57	56	11	75
480	3	2	3	2	4	999	999	56	63	68	71	63	51	45	55	65	66	125	25	57
481	3	1	3	3	4	999	999	61	64	54	65	68	70	47	67	78	68	66	14	45
482	2	2	4	1	3	999	999	60	63	49	57	60	39	45	64	62	59	66	16	83
483	2	2	4	1	3	999	999	56	58	66	64	60	59	63	61	64	63	62	16	79
484	1	1	4	1	3	2	8	55	69	54	63	72	57	64	56	62	63	73	16	55
485	2	1	3	1	3	999	999	42	47	54	44	49	40	47	42	58	46	53	12	67
487	2	1	3	5	3	999	999	64	74	80	80	80	80	70	77	80	80	122	23	64
488	1	1	4	1	4	2	15	55	61	54	65	65	51	61	63	62	62	53	15	52
489	3	1	3	4	4	999	999	51	39	44	52	49	57	47	42	46	45	41	10	75
490	1	2	3	1	3	2	8	68	65	55	57	69	70	45	61	62	66	106	15	12
491	1	1	4	1	3	2	14	51	68	74	70	72	60	68	69	70	71	90	26	54
494	2	2	4	4	2	999	999	68	68	55	68	69	55	67	43	64	67	66	17	73
496	1	1	2	1	3	1	16	999	999	999	999	999	999	999	999	999	999	78	24	39
497	2	2	3	4	2	999	999	60	53	60	60	55	51	45	71	64	60	96	23	84
499	3	1	999	999	2	999	999	42	53	44	44	49	51	47	42	46	43	36	6	75
500	1	1	4	1	3	2	11	42	58	63	57	55	40	47	63	78	60	68	15	57
501	2	2	4	2	2	999	999	49	66	63	54	58	59	45	52	46	58	67	16	79
505	2	1	4	1	3	999	999	51	47	44	44	49	60	47	67	46	52	61	15	74
507	2	1	4	1	3	999	999	53	50	57	54	55	64	47	60	70	59	43	12	68
510	2	2	3	5	3	999	999	58	56	41	42	52	59	45	43	46	51	49	8	80
511	3	1	3	3	3	999	999	42	58	66	52	49	62	47	56	58	57	75	14	69
513	1	2	2	1	3	1	13	68	65	41	42	58	55	45	43	46	58	81	16	73
515	2	1	4	1	3	999	999	61	53	54	63	59	60	47	42	58	59	68	16	65
516	1	1	4	4	3	2	11	55	71	66	70	74	66	71	67	70	72	112	24	57
518	2	2	4	1	3	999	999	49	63	49	57	55	62	45	43	58	55	105	21	72
519	3	2	4	4	3	999	999	41	45	60	57	52	55	45	61	64	54	82	16	74
521	1	2	4	4	2	1	8	58	56	49	49	58	51	45	52	46	54	66	13	75
522	2	2	999	999	3	999	999	52	50	49	49	38	51	45	43	58	46	92	14	82
523	2	2	4	4	3	999	999	52	58	63	69	55	67	45	55	71	63	87	16	69
525	2	2	999	999	4	999	999	41	67	80	70	65	72	56	73	75	71	77	23	67
527	2	2	999	999	3	999	999	68	45	60	57	60	51	60	64	62	59	77	16	82
528	1	2	4	1	3	2	8	68	70	64	62	66	71	64	61	62	69	89	22	57
530	1	2	3	2	3	1	12	52	56	49	49	65	55	45	55	46	57	103	24	82
531	2	1	4	1	3	999	999	55	68	59	70	55	62	61	63	77	68	71	21	70
532	1	2	3	4	3	2	15	52	61	41	54	60	55	45	55	58	58	71	19	13
533	1	2	4	4	3	2	13	41	38	41	42	45	39	45	43	46	36	78	14	84
534	1	1	999	999	3	2	9	999	999	999	999	999	999	999	999	999	999	110	35	108
535	2	1	4	3	2	999	999	42	55	74	73	65	60	64	64	74	66	54	13	40
536	2	1	3	1	3	999	999	42	39	44	44	55	57	47	42	46	43	57	12	72
540	2	2	999	999	3	999	999	56	63	64	64	45	59	60	55	65	61	83	14	68
541	2	2	4	1	4	999	999	50	61	63	56	62	56	45	66	46	59	85	21	74
542	2	2	3	1	2	999	999	56	66	55	60	58	65	45	55	58	61	78	15	79
543	2	2	4	1	3	999	999	52	69	60	54	55	59	45	61	58	60	81	12	73
544	1	2	4	4	4	1	9	41	58	41	49	52	51	45	43	46	49	114	26	73
546	1	1	3	1	2	2	6	67	72	68	80	62	73	74	73	80	80	72	24	31
548	2	2	4	4	2	999	999	63	63	66	57	62	65	56	70	65	66	77	19	72
549	2	1	4	3	3	999	999	51	55	59	52	49	62	47	51	46	55	85	18	64
550	2	2	999	999	3	999	999	63	70	76	72	70	67	67	63	75	71	116	22	34
551	2	2	4	5	3	999	999	66	56	70	60	70	59	65	75	64	69	87	12	73
552	1	2	4	1	3	2	6	63	68	71	69	69	71	67	71	65	71	114	28	79
553	2	2	4	1	2	999	999	49	56	55	60	55	59	45	52	46	54	81	18	72
554	1	2	999	999	3	2	7	63	65	69	65	63	62	63	70	65	68	97	23	65
556	2	2	1	1	3	999	999	56	56	41	64	55	55	45	55	64	57	108	18	66
557	1	2	3	4	3	2	8	67	58	64	60	65	55	56	67	74	66	95	21	108
558	2	1	3	1	2	999	999	61	64	44	76	59	70	47	67	68	66	56	8	58
559	2	2	999	999	3	999	999	49	68	66	64	69	73	45	65	71	66	76	17	79
561	1	2	4	1	3	2	14	62	78	60	70	71	62	68	52	46	69	78	19	84
562	1	1	3	4	3	2	5	999	999	999	999	999	999	999	999	999	999	82	21	50
564	2	2	999	999	3	999	999	56	50	64	60	65	62	56	64	62	63	108	30	81
567	2	1	4	4	4	999	999	78	58	63	44	78	60	47	67	46	68	128	24	84
569	1	2	3	5	3	2	15	79	80	80	79	80	78	67	80	74	80	90	26	66
570	1	2	3	2	3	2	12	52	50	60	54	52	59	45	43	46	52	67	17	80
571	1	2	4	4	3	2	1	62	66	55	54	60	55	56	63	58	62	59	12	80
572	3	1	4	3	2	999	999	59	58	63	52	62	51	47	56	46	58	85	11	66
573	2	2	3	1	999	999	999	58	66	76	70	68	55	63	55	62	67	59	15	79
574	1	2	999	999	4	1	10	63	66	69	60	66	71	69	61	65	69	100	25	76
575	1	1	999	1	2	1	9	51	58	66	71	65	57	47	63	68	64	100	24	58
576	2	2	3	5	3	999	999	49	63	55	54	55	55	60	61	62	59	81	18	66
578	2	1	3	1	4	999	999	61	58	54	60	41	51	47	42	46	53	46	10	72
580	1	2	4	1	3	1	19	41	50	49	54	58	55	45	52	58	51	61	20	64
583	2	1	3	4	3	999	999	61	47	54	52	65	64	47	59	62	60	69	13	65
584	2	1	999	999	999	999	999	42	68	54	57	41	73	64	51	58	60	63	11	51
585	1	2	3	1	3	2	14	41	50	60	54	45	51	45	55	62	52	69	17	72
587	3	2	2	1	4	999	999	56	38	41	42	38	51	45	43	46	44	72	13	81
588	2	2	4	4	3	999	999	80	74	73	80	69	78	70	74	80	80	84	23	18
589	2	1	4	4	3	999	999	59	68	63	68	80	64	64	63	58	70	53	15	69
590	2	2	3	2	4	999	999	58	65	49	57	62	55	45	52	71	60	88	22	66
597	1	2	4	1	2	2	10	49	61	64	60	60	62	45	63	58	60	82	23	84
598	1	2	3	1	999	2	8	49	65	55	57	55	55	63	65	65	60	71	17	60
600	1	1	3	4	3	2	10	42	39	44	52	41	40	47	42	46	35	54	18	72
601	1	2	999	999	3	2	20	80	80	80	80	80	74	80	80	80	80	136	42	65
602	1	2	999	999	3	2	16	41	56	49	60	62	51	63	52	62	56	128	28	65
604	3	2	4	4	3	999	999	79	53	55	62	71	51	60	52	75	66	91	23	52
605	2	2	4	1	3	999	999	41	50	41	57	45	55	45	43	58	48	48	10	70
607	3	1	2	1	3	999	999	61	53	54	44	49	51	47	63	46	54	54	11	63
610	1	1	4	1	2	2	13	42	70	44	73	74	57	47	64	68	66	51	20	47
611	2	1	4	4	2	999	999	59	39	54	60	62	60	47	51	46	56	62	11	68
612	2	1	4	1	4	999	999	42	55	54	63	68	60	68	64	68	62	70	19	83
613	1	2	4	2	3	2	13	56	56	60	57	62	65	45	64	65	60	82	16	62
615	1	1	3	1	3	1	15	64	69	66	60	72	66	61	63	70	70	96	19	71
619	1	1	2	1	3	1	17	51	64	54	65	59	66	47	56	74	64	107	26	60
621	1	2	999	999	3	1	12	56	63	41	60	62	55	45	43	46	57	79	27	58
622	2	2	4	4	3	999	999	79	38	41	42	58	62	45	43	46	59	54	10	12
623	2	2	999	999	3	999	999	41	58	68	62	52	55	63	52	58	59	102	19	75
624	3	2	4	2	4	999	999	56	56	49	60	63	55	60	63	62	60	97	23	65
625	2	1	3	1	3	999	999	55	58	66	60	59	51	47	67	46	59	70	16	74
629	1	2	3	1	3	2	8	80	78	69	67	75	72	60	70	75	74	94	27	70
630	3	1	3	4	3	999	999	61	70	66	60	59	70	47	63	58	65	74	17	50
632	2	1	1	4	3	999	999	42	47	54	52	55	40	47	51	58	49	41	10	84
635	2	1	4	4	3	999	999	59	64	80	70	65	76	61	73	74	72	63	11	69
636	1	1	1	1	3	1	10	42	39	44	52	41	57	47	42	46	41	40	7	63
641	2	2	3	4	2	999	999	49	66	68	64	69	55	45	61	71	64	77	13	57
646	3	2	999	999	3	999	999	41	70	63	60	52	51	45	52	46	59	90	18	77
647	1	2	999	999	3	2	6	41	67	49	49	62	62	63	63	58	60	78	23	73
648	2	2	3	1	2	999	999	49	45	60	61	45	51	60	52	46	52	46	9	82
649	2	1	999	999	3	999	999	59	69	63	63	62	71	64	59	46	65	60	14	60
651	1	2	2	1	2	2	10	60	61	69	69	70	71	63	63	71	69	88	29	56
653	1	2	4	1	3	2	17	58	70	69	70	63	67	56	63	74	69	122	27	54
658	2	2	1	4	3	999	999	56	63	68	71	70	78	63	70	75	71	56	11	63
659	3	2	999	999	4	999	999	52	66	64	54	62	51	60	67	64	62	87	13	77
661	1	1	1	3	3	2	15	59	58	59	60	57	40	47	51	46	56	99	18	69
663	2	2	999	999	3	999	999	49	63	64	49	60	62	45	65	58	60	70	12	64
668	1	2	999	999	3	2	16	58	70	80	75	66	75	64	76	80	75	114	27	59
673	3	2	3	1	3	999	999	41	53	55	54	45	51	45	52	58	50	72	13	59
674	2	2	999	999	3	999	999	49	63	64	62	60	51	56	55	58	61	71	16	66
679	2	2	999	999	4	999	999	56	50	60	54	52	62	56	64	65	57	68	17	68
685	2	2	4	1	4	999	999	60	58	41	42	55	55	45	43	46	52	64	11	62
689	2	2	2	2	4	999	999	41	53	55	57	58	55	45	52	62	55	79	18	79
690	1	2	3	1	2	2	14	52	65	63	61	66	62	60	73	65	64	79	18	37
691	3	2	4	2	3	999	999	60	63	60	54	69	67	45	55	58	62	102	17	64
692	2	1	3	4	3	999	999	59	55	59	63	62	60	61	59	58	62	87	16	58
694	1	2	4	2	3	1	17	52	50	64	57	52	59	45	55	65	56	111	22	78
696	2	2	999	999	999	999	999	66	68	80	71	78	72	70	74	80	78	112	27	75
700	1	1	4	1	4	2	10	51	64	59	76	74	64	47	42	62	65	45	11	64

Ch6 Assignments/Multiple Regression Assignment/Multiple Regression Assignment 2/Multiple Regression Assignment 2 Data File Description Page 1.JPG

Ch6 Assignments/Multiple Regression Assignment/Multiple Regression Assignment 2/Multiple Regression Assignment 2 Data File Description Page 2.JPG

Ch6 Assignments/Multiple Regression Assignment/Multiple Regression Assignment 2/Multiple Regression Assignment 2 Instruction.txt

Use the data set Mireault.dat to examine the relationshi between current levels of depression and other variables. A reasonable model might propose that depression (DepressT) is a function of (1) the person's current perceived level of vulnerability to additional loss (PVLoss), (2) the person's level of social support (SuppTotl), and (3) the age at which the person lost a parent during childhood (AgeAtLos). Evaluate the model. (Because only subjects in Group 1 lost a parent to death during childhood, your analysis will be restricted to that group.) In the last model derpression was a function of perceived vulnerability, social support, and age at loss. An alternative view might be that vulnerability itself is a funtion of social support and age at loss. (If you lost a parent when you were very young and you have little social support, then you might feel particularly vulnerable to future loss.) a. Set up the regression problem for this question and run the appropriate analysis. (Use PVLoss, SuppTotl, and AgeAtLos.) b. Interpret your results.