Lecture 21

We will discuss two-way and higher MANOVA modeling using the following data sets. The first involves rice varieties and come from http://www.stat.psu.edu/~rathbun/stat505/ The second involves cholesterol and diet and comes from D. Johnson: Applied Multivariate Methods for Data Analysis.

block	variety	height	tillers
1	a	58	4
1	b	49	7
1	c	54	6
1	d	58	4
2	a	62	6
2	b	55	6
2	c	52	6
2	d	55	4
3	a	60	7
3	b	48	4
3	c	51	7
3	d	51	5
4	a	54	6
4	b	52	4
4	c	58	5
4	d	49	6
5	a	58	6
5	b	49	7
5	c	61	6
5	d	52	4



Rat	CHOL	FIBER	Block	Total_Liver_Lipids	Total_Liver_Cholesterol	Plasma_Cholesterol	HDL	Percent_Dry_Matter
A1	1	1	1	53.54	1.16	56.49	48.41	79.6782
A2	1	1	2	47.01	2.12	66.06	28.52	74.6070
A3	1	1	3	48.35	2.52	62.92	24.91	73.6120
A4	1	1	4	41.30	1.65	76.91	59.80	83.0698
A5	1	1	5	43.70	0.94	73.54	54.09	87.6766
A6	1	1	6	51.09	1.44	66.03	54.45	65.5570
A7	1	1	7	42.90	1.96	102.13	28.06	89.0863
A8	1	1	8	44.02	0.96	79.22	19.64	88.1979
A9	1	1	9	48.37	2.18	67.86	20.15	83.9571
B1	2	1	1	59.52	5.10	79.04	24.99	67.8646
B2	2	1	2	61.96	8.63	92.72	29.92	85.1869
B3	2	1	3	53.26	5.75	65.72	35.02	86.6071
B4	2	1	4	74.73	7.25	67.50	41.65	83.0164
B5	2	1	5	68.48	6.30	103.91	63.16	83.1006
B6	2	1	6	49.19	3.37	69.10	38.04	88.5445
B7	2	1	7	73.93	7.21	93.43	26.61	88.6631
B8	2	1	8	53.81	3.18	78.51	20.70	80.9957
B9	2	1	9	78.81	6.90	73.18	13.22	78.5185
C1	1	2	1	44.57	1.28	73.54	50.37	83.3915
C2	1	2	2	44.84	2.03	39.43	16.02	80.5000
C3	1	2	3	45.11	1.02	59.51	32.94	85.7453
C4	1	2	4	44.03	1.94	49.05	23.29	79.7797
C5	1	2	5	39.40	1.83	70.69	57.08	79.3296
C6	1	2	6	42.94	1.20	58.08	37.23	80.8010
C7	1	2	7	35.13	1.56	76.38	18.75	81.9524
C8	1	2	8	60.33	1.79	81.89	16.75	56.2547
C9	1	2	9	44.02	1.87	72.83	20.53	73.8789
D1	2	2	1	41.31	2.47	80.64	35.74	73.8142
D2	2	2	2	39.40	0.95	47.07	14.28	87.7888
D3	2	2	3	38.32	1.90	63.77	33.37	76.5250
D4	2	2	4	42.07	1.25	65.37	51.34	76.8590
D5	2	2	5	41.03	2.22	55.06	46.28	83.4076
D6	2	2	6	39.40	2.31	57.73	45.39	76.6460
D7	2	2	7	39.68	2.50	49.92	26.48	75.8586
D8	2	2	8	53.81	1.51	89.70	22.87	74.0351
D9	2	2	9	46.47	2.62	65.90	17.89	82.2788
E1	1	3	1	48.92	1.44	79.40	42.63	49.8678
E2	1	3	2	40.76	1.91	50.80	31.54	58.4488
E3	1	3	3	45.93	1.25	61.28	52.87	59.0308
E4	1	3	4	41.30	1.76	79.76	36.85	54.1306
E5	1	3	5	43.48	1.12	62.70	55.64	57.8256
E6	1	3	6	41.04	1.90	106.93	29.96	52.2205
E7	1	3	7	42.39	2.43	91.66	59.55	55.1452
E8	1	3	8	46.97	2.05	82.95	18.32	76.2484
E9	1	3	9	47.29	1.52	78.69	14.20	57.5236
F1	2	3	1	49.45	4.09	95.74	17.85	59.0332
F2	2	3	2	51.09	2.04	52.22	38.21	74.5079
F3	2	3	3	48.10	2.88	70.88	44.75	72.3275
F4	2	3	4	42.67	1.52	75.84	31.07	54.1629
F5	2	3	5	45.92	2.38	103.55	77.78	51.6682
F6	2	3	6	45.93	1.65	78.86	53.13	53.6631
F7	2	3	7	47.28	2.91	74.25	61.46	38.2585
F8	2	3	8	44.84	2.75	73.18	19.55	73.0333
F9	2	3	9	48.64	3.01	98.58	17.98	49.9407
G1	1	4	1	57.33	1.92	78.16	51.25	68.3817
G2	1	4	2	41.28	1.75	52.04	49.52	81.6667
G3	1	4	3	44.84	1.33	84.19	74.43	77.0245
G4	1	4	4	43.75	1.96	71.05	37.79	62.9181
G5	1	4	5	42.93	0.94	72.12	64.64	73.7219
G6	1	4	6	44.30	1.67	98.76	27.37	82.1272
G7	1	4	7	50.28	1.11	65.19	50.19	81.3776
G8	1	4	8	37.39	1.74	85.44	29.54	86.6592
G9	1	4	9	49.19	2.25	101.42	24.65	69.7500
H1	2	4	1	48.10	4.44	93.61	47.30	81.0921
H2	2	4	2	64.13	5.38	52.58	25.08	77.0755
H3	2	4	3	40.22	2.55	60.75	20.62	76.8467
H4	2	4	4	52.44	2.40	117.23	43.99	79.8458
H5	2	4	5	49.46	4.04	78.51	54.70	80.9242
H6	2	4	6	50.27	2.35	76.38	58.82	78.9888
H7	2	4	7	59.79	4.04	81.88	54.87	76.9829
H8	2	4	8	59.51	2.79	70.87	16.66	77.2710
H9	2	4	9	67.94	6.25	134.64	22.10	83.1203