DA: Applied Neuropsychology Child - Lack of voluntary interest and difficulty making eye contact are the most discriminative behaviors of the ASQ:SE and might suggest delays: results from a large-scale assessment

Last modification: Oct 25, 2022

Data Analysis

Load data

First study

Tableone

New table one requested by the reviewer

	M (N=543)	F (N=498)	Total (N=1041)	p value
sum				0.713
Mean (SD)	24.92 (21.47)	24.44 (20.48)	24.69 (20.99)
Range	0.00 - 120.00	0.00 - 110.00	0.00 - 120.00

	M (N=2980)	F (N=2747)	Total (N=5727)	p value
score				< 0.001
Mean (SD)	27.53 (21.81)	24.95 (20.34)	26.29 (21.15)
Range	0.00 - 165.00	0.00 - 145.00	0.00 - 165.00

	1 (N=4020)	2 (N=3640)	Total (N=7660)	p value
score				< 0.001
Mean (SD)	26.14 (22.37)	22.92 (20.78)	24.61 (21.69)
Range	0.00 - 160.00	0.00 - 190.00	0.00 - 190.00

	M (N=5939)	F (N=5252)	Total (N=11191)	p value
score				< 0.001
Mean (SD)	32.56 (28.54)	26.83 (23.55)	29.87 (26.47)
Range	0.00 - 190.00	0.00 - 190.00	0.00 - 190.00

	M (N=9867)	F (N=9042)	Total (N=18909)	p value
score				< 0.001
Mean (SD)	32.87 (29.91)	25.30 (24.11)	29.25 (27.55)
Range	0.00 - 220.00	0.00 - 220.00	0.00 - 220.00

	M (N=6495)	F (N=5978)	Total (N=12473)	p value
score				< 0.001
Mean (SD)	37.38 (33.10)	29.08 (27.55)	33.40 (30.85)
Range	0.00 - 240.00	0.00 - 230.00	0.00 - 240.00

	1 (N=11291)	2 (N=11040)	Total (N=22331)	p value
score				< 0.001
Mean (SD)	44.82 (36.66)	34.02 (30.44)	39.48 (34.16)
Range	0.00 - 275.00	0.00 - 290.00	0.00 - 290.00

NA

Cohen's d |        95% CI
-------------------------
0.02      | [-0.10, 0.14]

- Estimated using pooled SD.Cohen's d |       95% CI
------------------------
0.12      | [0.07, 0.17]

- Estimated using pooled SD.Cohen's d |       95% CI
------------------------
0.15      | [0.10, 0.19]

- Estimated using pooled SD.Cohen's d |       95% CI
------------------------
0.22      | [0.18, 0.26]

- Estimated using pooled SD.Cohen's d |       95% CI
------------------------
0.28      | [0.25, 0.31]

- Estimated using pooled SD.Cohen's d |       95% CI
------------------------
0.27      | [0.24, 0.31]

- Estimated using pooled SD.Cohen's d |       95% CI
------------------------
0.32      | [0.29, 0.35]

- Estimated using pooled SD.

--------Summary descriptives table by 'age'---------

__________________________________________________________________________________________________________ 
          12           18           24           30           36           48           60       p.overall 
        N=1041       N=5727       N=7660      N=11191      N=18909      N=12473       N=22331              
¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯ 
score 24.7 (21.0) 26.3 (21.2)  24.6 (21.7)  29.9 (26.5)  29.3 (27.6)  33.4 (30.8)   39.5 (34.2)    0.000   
sex:                                                                                               0.001   
    F 498 (47.8%) 2747 (48.0%) 3640 (47.5%) 5252 (46.9%) 9042 (47.8%) 5978 (47.9%) 11040 (49.4%)           
    M 543 (52.2%) 2980 (52.0%) 4020 (52.5%) 5939 (53.1%) 9867 (52.2%) 6495 (52.1%) 11291 (50.6%)           
¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯ 

    Chi-squared test for given probabilities

data:  .$n
X-squared = 108.81, df = 1, p-value < 2.2e-16

IRT

[1] 50000
           used  (Mb) gc trigger  (Mb) max used  (Mb)
Ncells  3329787 177.9    5817398 310.7  5817398 310.7
Vcells 10669816  81.5   23261041 177.5 23261041 177.5

Reliability of the data

12 Months

(1) Specify

(2) Run

"q_1" re-mapped to ensure all categories have a distance of 1
"q_2" re-mapped to ensure all categories have a distance of 1
"q_3" re-mapped to ensure all categories have a distance of 1
"q_4" re-mapped to ensure all categories have a distance of 1
"q_5" re-mapped to ensure all categories have a distance of 1
"q_6" re-mapped to ensure all categories have a distance of 1
"q_7" re-mapped to ensure all categories have a distance of 1
"q_8" re-mapped to ensure all categories have a distance of 1
"q_9" re-mapped to ensure all categories have a distance of 1
"q_10" re-mapped to ensure all categories have a distance of 1
"q_11" re-mapped to ensure all categories have a distance of 1
"q_12" re-mapped to ensure all categories have a distance of 1
"q_13" re-mapped to ensure all categories have a distance of 1
"q_14" re-mapped to ensure all categories have a distance of 1
"q_15" re-mapped to ensure all categories have a distance of 1
"q_16" re-mapped to ensure all categories have a distance of 1
"q_17" re-mapped to ensure all categories have a distance of 1
"q_18" re-mapped to ensure all categories have a distance of 1
"q_19" re-mapped to ensure all categories have a distance of 1
"q_20" re-mapped to ensure all categories have a distance of 1
"q_21" re-mapped to ensure all categories have a distance of 1

Stage 1 = 1, LL = -13940.2, AR(1.18) = [0.48], Max-Change = 0.2000
Stage 1 = 2, LL = -13584.4, AR(1.18) = [0.48], Max-Change = 0.2000
Stage 1 = 3, LL = -13294.3, AR(1.18) = [0.52], Max-Change = 0.2000
Stage 1 = 4, LL = -13093.3, AR(1.18) = [0.54], Max-Change = 0.2000
Stage 1 = 5, LL = -12875.8, AR(1.18) = [0.52], Max-Change = 0.2000
Stage 1 = 6, LL = -12687.0, AR(1.18) = [0.53], Max-Change = 0.2000
Stage 1 = 7, LL = -12583.2, AR(1.18) = [0.55], Max-Change = 0.2000
Stage 1 = 8, LL = -12462.6, AR(1.18) = [0.50], Max-Change = 0.2000
Stage 1 = 9, LL = -12331.9, AR(1.18) = [0.52], Max-Change = 0.2000
Stage 1 = 10, LL = -12319.7, AR(1.18) = [0.49], Max-Change = 0.2000
Stage 1 = 11, LL = -12245.0, AR(1.18) = [0.54], Max-Change = 0.2000
Stage 1 = 12, LL = -12180.1, AR(1.18) = [0.52], Max-Change = 0.2000
Stage 1 = 13, LL = -12191.7, AR(1.18) = [0.53], Max-Change = 0.1421
Stage 1 = 14, LL = -12136.8, AR(1.18) = [0.52], Max-Change = 0.2000
Stage 1 = 15, LL = -12117.0, AR(1.18) = [0.53], Max-Change = 0.2000
Stage 1 = 16, LL = -12054.7, AR(1.18) = [0.50], Max-Change = 0.2000
Stage 1 = 17, LL = -12069.1, AR(1.18) = [0.53], Max-Change = 0.2000
Stage 1 = 18, LL = -12055.6, AR(1.18) = [0.52], Max-Change = 0.1909
Stage 1 = 19, LL = -12065.7, AR(1.18) = [0.52], Max-Change = 0.1769
Stage 1 = 20, LL = -12050.2, AR(1.18) = [0.51], Max-Change = 0.1439
Stage 1 = 21, LL = -12055.4, AR(1.18) = [0.54], Max-Change = 0.1418
Stage 1 = 22, LL = -12043.2, AR(1.18) = [0.53], Max-Change = 0.1063
Stage 1 = 23, LL = -12041.7, AR(1.18) = [0.54], Max-Change = 0.2000
Stage 1 = 24, LL = -12034.7, AR(1.18) = [0.54], Max-Change = 0.2000
Stage 1 = 25, LL = -12015.1, AR(1.18) = [0.51], Max-Change = 0.0997
Stage 1 = 26, LL = -12073.9, AR(1.18) = [0.53], Max-Change = 0.1017
Stage 1 = 27, LL = -12054.5, AR(1.18) = [0.49], Max-Change = 0.0668
Stage 1 = 28, LL = -12011.5, AR(1.18) = [0.50], Max-Change = 0.1657
Stage 1 = 29, LL = -11998.5, AR(1.18) = [0.53], Max-Change = 0.1268
Stage 1 = 30, LL = -12062.8, AR(1.18) = [0.52], Max-Change = 0.0570
Stage 1 = 31, LL = -12012.4, AR(1.18) = [0.51], Max-Change = 0.1033
Stage 1 = 32, LL = -11982.5, AR(1.18) = [0.51], Max-Change = 0.1192
Stage 1 = 33, LL = -11969.4, AR(1.18) = [0.52], Max-Change = 0.0738
Stage 1 = 34, LL = -12015.9, AR(1.18) = [0.52], Max-Change = 0.1022
Stage 1 = 35, LL = -11988.0, AR(1.18) = [0.52], Max-Change = 0.0712
Stage 1 = 36, LL = -11972.6, AR(1.18) = [0.52], Max-Change = 0.0603
Stage 1 = 37, LL = -11998.1, AR(1.18) = [0.52], Max-Change = 0.1322
Stage 1 = 38, LL = -11963.8, AR(1.18) = [0.51], Max-Change = 0.2000
Stage 1 = 39, LL = -11951.9, AR(1.18) = [0.50], Max-Change = 0.1257
Stage 1 = 40, LL = -11979.7, AR(1.18) = [0.51], Max-Change = 0.1511
Stage 1 = 41, LL = -11971.6, AR(1.18) = [0.50], Max-Change = 0.1152
Stage 1 = 42, LL = -11967.6, AR(1.18) = [0.53], Max-Change = 0.1818
Stage 1 = 43, LL = -11946.3, AR(1.18) = [0.50], Max-Change = 0.0564
Stage 1 = 44, LL = -11975.3, AR(1.18) = [0.49], Max-Change = 0.1028
Stage 1 = 45, LL = -11942.0, AR(1.18) = [0.50], Max-Change = 0.1033
Stage 1 = 46, LL = -11950.3, AR(1.18) = [0.50], Max-Change = 0.1765
Stage 1 = 47, LL = -11960.3, AR(1.18) = [0.50], Max-Change = 0.1023
Stage 1 = 48, LL = -11966.5, AR(1.18) = [0.51], Max-Change = 0.1550
Stage 1 = 49, LL = -11945.0, AR(1.18) = [0.49], Max-Change = 0.2000
Stage 1 = 50, LL = -11965.3, AR(1.18) = [0.51], Max-Change = 0.0797
Stage 1 = 51, LL = -11953.2, AR(1.18) = [0.45], Max-Change = 0.1199
Stage 1 = 52, LL = -11932.9, AR(1.18) = [0.48], Max-Change = 0.1047
Stage 1 = 53, LL = -11924.0, AR(1.18) = [0.47], Max-Change = 0.1362
Stage 1 = 54, LL = -11907.0, AR(1.18) = [0.50], Max-Change = 0.0966
Stage 1 = 55, LL = -11953.6, AR(1.18) = [0.51], Max-Change = 0.1519
Stage 1 = 56, LL = -11954.4, AR(1.18) = [0.49], Max-Change = 0.0894
Stage 1 = 57, LL = -11897.1, AR(1.18) = [0.49], Max-Change = 0.0598
Stage 1 = 58, LL = -11914.5, AR(1.18) = [0.49], Max-Change = 0.1563
Stage 1 = 59, LL = -11954.5, AR(1.18) = [0.48], Max-Change = 0.1357
Stage 1 = 60, LL = -11942.2, AR(1.18) = [0.49], Max-Change = 0.1264
Stage 1 = 61, LL = -11907.5, AR(1.18) = [0.49], Max-Change = 0.1263
Stage 1 = 62, LL = -11949.2, AR(1.18) = [0.48], Max-Change = 0.1967
Stage 1 = 63, LL = -11930.5, AR(1.18) = [0.50], Max-Change = 0.1139
Stage 1 = 64, LL = -11892.7, AR(1.18) = [0.50], Max-Change = 0.2000
Stage 1 = 65, LL = -11926.2, AR(1.18) = [0.51], Max-Change = 0.2000
Stage 1 = 66, LL = -11914.4, AR(1.18) = [0.49], Max-Change = 0.2000
Stage 1 = 67, LL = -11911.5, AR(1.18) = [0.50], Max-Change = 0.2000
Stage 1 = 68, LL = -11947.1, AR(1.18) = [0.49], Max-Change = 0.1606
Stage 1 = 69, LL = -11930.5, AR(1.18) = [0.49], Max-Change = 0.1799
Stage 1 = 70, LL = -11932.7, AR(1.18) = [0.50], Max-Change = 0.2000
Stage 1 = 71, LL = -11929.3, AR(1.18) = [0.51], Max-Change = 0.0557
Stage 1 = 72, LL = -11904.9, AR(1.18) = [0.48], Max-Change = 0.0795
Stage 1 = 73, LL = -11914.8, AR(1.18) = [0.50], Max-Change = 0.1150
Stage 1 = 74, LL = -11933.8, AR(1.18) = [0.50], Max-Change = 0.1695
Stage 1 = 75, LL = -11887.7, AR(1.18) = [0.47], Max-Change = 0.2000
Stage 1 = 76, LL = -11882.4, AR(1.18) = [0.48], Max-Change = 0.0619
Stage 1 = 77, LL = -11926.7, AR(1.18) = [0.47], Max-Change = 0.0917
Stage 1 = 78, LL = -11911.0, AR(1.18) = [0.51], Max-Change = 0.1870
Stage 1 = 79, LL = -11898.6, AR(1.18) = [0.51], Max-Change = 0.1470
Stage 1 = 80, LL = -11925.7, AR(1.18) = [0.50], Max-Change = 0.1119
Stage 1 = 81, LL = -11925.6, AR(1.18) = [0.49], Max-Change = 0.0501
Stage 1 = 82, LL = -11905.9, AR(1.18) = [0.48], Max-Change = 0.1794
Stage 1 = 83, LL = -11914.1, AR(1.18) = [0.51], Max-Change = 0.1772
Stage 1 = 84, LL = -11888.7, AR(1.18) = [0.47], Max-Change = 0.2000
Stage 1 = 85, LL = -11911.2, AR(1.18) = [0.51], Max-Change = 0.1127
Stage 1 = 86, LL = -11926.7, AR(1.18) = [0.51], Max-Change = 0.2000
Stage 1 = 87, LL = -11916.6, AR(1.18) = [0.48], Max-Change = 0.1157
Stage 1 = 88, LL = -11940.6, AR(1.18) = [0.48], Max-Change = 0.2000
Stage 1 = 89, LL = -11912.4, AR(1.18) = [0.48], Max-Change = 0.1847
Stage 1 = 90, LL = -11888.7, AR(1.18) = [0.46], Max-Change = 0.0925
Stage 1 = 91, LL = -11905.3, AR(1.18) = [0.50], Max-Change = 0.0797
Stage 1 = 92, LL = -11861.2, AR(1.18) = [0.52], Max-Change = 0.1054
Stage 1 = 93, LL = -11907.9, AR(1.18) = [0.49], Max-Change = 0.0671
Stage 1 = 94, LL = -11862.8, AR(1.18) = [0.50], Max-Change = 0.0707
Stage 1 = 95, LL = -11883.1, AR(1.18) = [0.51], Max-Change = 0.1083
Stage 1 = 96, LL = -11901.7, AR(1.18) = [0.48], Max-Change = 0.0742
Stage 1 = 97, LL = -11917.2, AR(1.18) = [0.47], Max-Change = 0.1928
Stage 1 = 98, LL = -11907.8, AR(1.18) = [0.50], Max-Change = 0.1495
Stage 1 = 99, LL = -11854.1, AR(1.18) = [0.49], Max-Change = 0.0746
Stage 1 = 100, LL = -11905.5, AR(1.18) = [0.48], Max-Change = 0.0509
Stage 1 = 101, LL = -11859.2, AR(1.18) = [0.50], Max-Change = 0.0573
Stage 1 = 102, LL = -11876.6, AR(1.18) = [0.49], Max-Change = 0.0962
Stage 1 = 103, LL = -11925.2, AR(1.18) = [0.49], Max-Change = 0.2000
Stage 1 = 104, LL = -11899.4, AR(1.18) = [0.47], Max-Change = 0.0973
Stage 1 = 105, LL = -11861.3, AR(1.18) = [0.50], Max-Change = 0.0931
Stage 1 = 106, LL = -11862.5, AR(1.18) = [0.47], Max-Change = 0.2000
Stage 1 = 107, LL = -11894.5, AR(1.18) = [0.47], Max-Change = 0.1341
Stage 1 = 108, LL = -11876.4, AR(1.18) = [0.47], Max-Change = 0.2000
Stage 1 = 109, LL = -11909.0, AR(1.18) = [0.49], Max-Change = 0.1223
Stage 1 = 110, LL = -11880.4, AR(1.18) = [0.46], Max-Change = 0.0987
Stage 1 = 111, LL = -11871.1, AR(1.18) = [0.47], Max-Change = 0.1363
Stage 1 = 112, LL = -11863.0, AR(1.18) = [0.50], Max-Change = 0.0887
Stage 1 = 113, LL = -11887.2, AR(1.18) = [0.48], Max-Change = 0.1961
Stage 1 = 114, LL = -11902.6, AR(1.18) = [0.46], Max-Change = 0.0892
Stage 1 = 115, LL = -11912.6, AR(1.18) = [0.48], Max-Change = 0.1187
Stage 1 = 116, LL = -11899.0, AR(1.18) = [0.49], Max-Change = 0.0821
Stage 1 = 117, LL = -11894.1, AR(1.18) = [0.51], Max-Change = 0.0761
Stage 1 = 118, LL = -11886.3, AR(1.18) = [0.48], Max-Change = 0.0583
Stage 1 = 119, LL = -11882.4, AR(1.18) = [0.48], Max-Change = 0.2000
Stage 1 = 120, LL = -11903.6, AR(1.18) = [0.49], Max-Change = 0.0922
Stage 1 = 121, LL = -11868.1, AR(1.18) = [0.46], Max-Change = 0.2000
Stage 1 = 122, LL = -11911.4, AR(1.18) = [0.50], Max-Change = 0.2000
Stage 1 = 123, LL = -11878.0, AR(1.18) = [0.48], Max-Change = 0.1926
Stage 1 = 124, LL = -11835.2, AR(1.18) = [0.48], Max-Change = 0.2000
Stage 1 = 125, LL = -11865.0, AR(1.18) = [0.52], Max-Change = 0.1289
Stage 1 = 126, LL = -11933.2, AR(1.18) = [0.49], Max-Change = 0.2000
Stage 1 = 127, LL = -11893.9, AR(1.18) = [0.48], Max-Change = 0.2000
Stage 1 = 128, LL = -11882.6, AR(1.18) = [0.48], Max-Change = 0.1894
Stage 1 = 129, LL = -11884.8, AR(1.18) = [0.49], Max-Change = 0.0525
Stage 1 = 130, LL = -11883.7, AR(1.18) = [0.46], Max-Change = 0.0960
Stage 1 = 131, LL = -11877.2, AR(1.18) = [0.47], Max-Change = 0.1447
Stage 1 = 132, LL = -11880.4, AR(1.18) = [0.48], Max-Change = 0.1056
Stage 1 = 133, LL = -11867.1, AR(1.18) = [0.48], Max-Change = 0.0788
Stage 1 = 134, LL = -11849.9, AR(1.18) = [0.47], Max-Change = 0.1379
Stage 1 = 135, LL = -11869.7, AR(1.18) = [0.49], Max-Change = 0.1741
Stage 1 = 136, LL = -11895.1, AR(1.18) = [0.47], Max-Change = 0.1902
Stage 1 = 137, LL = -11878.3, AR(1.18) = [0.48], Max-Change = 0.2000
Stage 1 = 138, LL = -11895.4, AR(1.18) = [0.48], Max-Change = 0.0988
Stage 1 = 139, LL = -11892.5, AR(1.18) = [0.47], Max-Change = 0.1073
Stage 1 = 140, LL = -11903.4, AR(1.18) = [0.49], Max-Change = 0.1330
Stage 1 = 141, LL = -11904.7, AR(1.18) = [0.47], Max-Change = 0.1359
Stage 1 = 142, LL = -11862.0, AR(1.18) = [0.48], Max-Change = 0.1367
Stage 1 = 143, LL = -11863.7, AR(1.18) = [0.49], Max-Change = 0.1606
Stage 1 = 144, LL = -11884.9, AR(1.18) = [0.51], Max-Change = 0.2000
Stage 1 = 145, LL = -11930.5, AR(1.18) = [0.48], Max-Change = 0.1198
Stage 1 = 146, LL = -11842.5, AR(1.18) = [0.48], Max-Change = 0.1667
Stage 1 = 147, LL = -11849.0, AR(1.18) = [0.49], Max-Change = 0.2000
Stage 1 = 148, LL = -11902.5, AR(1.18) = [0.48], Max-Change = 0.1623
Stage 1 = 149, LL = -11883.3, AR(1.18) = [0.49], Max-Change = 0.1076
Stage 1 = 150, LL = -11860.0, AR(2.04) = [0.40], Max-Change = 0.0415
Stage 2 = 1, LL = -11868.0, AR(2.04) = [0.41], Max-Change = 0.2000
Stage 2 = 2, LL = -11868.5, AR(2.04) = [0.39], Max-Change = 0.1041
Stage 2 = 3, LL = -11853.1, AR(2.04) = [0.41], Max-Change = 0.0854
Stage 2 = 4, LL = -11868.1, AR(2.04) = [0.42], Max-Change = 0.0859
Stage 2 = 5, LL = -11945.4, AR(2.04) = [0.41], Max-Change = 0.1413
Stage 2 = 6, LL = -11898.2, AR(2.04) = [0.40], Max-Change = 0.0520
Stage 2 = 7, LL = -11884.1, AR(2.04) = [0.39], Max-Change = 0.2000
Stage 2 = 8, LL = -11863.0, AR(2.04) = [0.38], Max-Change = 0.1810
Stage 2 = 9, LL = -11859.8, AR(2.04) = [0.39], Max-Change = 0.1065
Stage 2 = 10, LL = -11844.3, AR(2.04) = [0.40], Max-Change = 0.1276
Stage 2 = 11, LL = -11857.3, AR(2.04) = [0.42], Max-Change = 0.1597
Stage 2 = 12, LL = -11862.3, AR(2.04) = [0.40], Max-Change = 0.2000
Stage 2 = 13, LL = -11839.5, AR(2.04) = [0.40], Max-Change = 0.1472
Stage 2 = 14, LL = -11851.0, AR(2.04) = [0.40], Max-Change = 0.1038
Stage 2 = 15, LL = -11886.6, AR(2.04) = [0.41], Max-Change = 0.1252
Stage 2 = 16, LL = -11851.9, AR(2.04) = [0.42], Max-Change = 0.0650
Stage 2 = 17, LL = -11866.0, AR(2.04) = [0.40], Max-Change = 0.0862
Stage 2 = 18, LL = -11862.7, AR(2.04) = [0.40], Max-Change = 0.1688
Stage 2 = 19, LL = -11845.4, AR(2.04) = [0.43], Max-Change = 0.2000
Stage 2 = 20, LL = -11884.8, AR(2.04) = [0.41], Max-Change = 0.2000
Stage 2 = 21, LL = -11843.5, AR(2.04) = [0.39], Max-Change = 0.0897
Stage 2 = 22, LL = -11865.5, AR(2.04) = [0.42], Max-Change = 0.0901
Stage 2 = 23, LL = -11854.6, AR(2.04) = [0.41], Max-Change = 0.0587
Stage 2 = 24, LL = -11887.0, AR(2.04) = [0.37], Max-Change = 0.1145
Stage 2 = 25, LL = -11870.1, AR(2.04) = [0.37], Max-Change = 0.1360
Stage 2 = 26, LL = -11860.3, AR(2.04) = [0.40], Max-Change = 0.1087
Stage 2 = 27, LL = -11893.5, AR(2.04) = [0.39], Max-Change = 0.1741
Stage 2 = 28, LL = -11894.8, AR(2.04) = [0.41], Max-Change = 0.0399
Stage 2 = 29, LL = -11851.8, AR(2.04) = [0.41], Max-Change = 0.1237
Stage 2 = 30, LL = -11879.9, AR(2.04) = [0.41], Max-Change = 0.1169
Stage 2 = 31, LL = -11899.9, AR(2.04) = [0.40], Max-Change = 0.0657
Stage 2 = 32, LL = -11915.2, AR(2.04) = [0.38], Max-Change = 0.1229
Stage 2 = 33, LL = -11875.1, AR(2.04) = [0.37], Max-Change = 0.0629
Stage 2 = 34, LL = -11873.5, AR(2.04) = [0.39], Max-Change = 0.0625
Stage 2 = 35, LL = -11909.7, AR(2.04) = [0.42], Max-Change = 0.1313
Stage 2 = 36, LL = -11874.7, AR(2.04) = [0.39], Max-Change = 0.1222
Stage 2 = 37, LL = -11888.1, AR(2.04) = [0.43], Max-Change = 0.1271
Stage 2 = 38, LL = -11895.9, AR(2.04) = [0.37], Max-Change = 0.0393
Stage 2 = 39, LL = -11878.9, AR(2.04) = [0.38], Max-Change = 0.1129
Stage 2 = 40, LL = -11927.1, AR(2.04) = [0.39], Max-Change = 0.2000
Stage 2 = 41, LL = -11932.6, AR(2.04) = [0.40], Max-Change = 0.1246
Stage 2 = 42, LL = -11911.2, AR(2.04) = [0.41], Max-Change = 0.1330
Stage 2 = 43, LL = -11899.3, AR(2.04) = [0.40], Max-Change = 0.2000
Stage 2 = 44, LL = -11953.2, AR(2.04) = [0.42], Max-Change = 0.0926
Stage 2 = 45, LL = -11919.5, AR(2.04) = [0.40], Max-Change = 0.0694
Stage 2 = 46, LL = -11932.4, AR(2.04) = [0.45], Max-Change = 0.0546
Stage 2 = 47, LL = -11919.7, AR(2.04) = [0.39], Max-Change = 0.2000
Stage 2 = 48, LL = -11865.0, AR(2.04) = [0.36], Max-Change = 0.0959
Stage 2 = 49, LL = -11846.7, AR(2.04) = [0.39], Max-Change = 0.0925
Stage 2 = 50, LL = -11872.1, AR(2.04) = [0.40], Max-Change = 0.2000
Stage 2 = 51, LL = -11844.4, AR(2.04) = [0.41], Max-Change = 0.0499
Stage 2 = 52, LL = -11884.1, AR(2.04) = [0.39], Max-Change = 0.1121
Stage 2 = 53, LL = -11868.0, AR(2.04) = [0.39], Max-Change = 0.1088
Stage 2 = 54, LL = -11886.5, AR(2.04) = [0.41], Max-Change = 0.0587
Stage 2 = 55, LL = -11898.5, AR(2.04) = [0.38], Max-Change = 0.1505
Stage 2 = 56, LL = -11836.7, AR(2.04) = [0.37], Max-Change = 0.0936
Stage 2 = 57, LL = -11863.3, AR(2.04) = [0.41], Max-Change = 0.0714
Stage 2 = 58, LL = -11892.5, AR(2.04) = [0.40], Max-Change = 0.0601
Stage 2 = 59, LL = -11859.8, AR(2.04) = [0.40], Max-Change = 0.1452
Stage 2 = 60, LL = -11845.1, AR(2.04) = [0.39], Max-Change = 0.1163
Stage 2 = 61, LL = -11834.3, AR(2.04) = [0.42], Max-Change = 0.2000
Stage 2 = 62, LL = -11843.3, AR(2.04) = [0.36], Max-Change = 0.1257
Stage 2 = 63, LL = -11882.1, AR(2.04) = [0.41], Max-Change = 0.1230
Stage 2 = 64, LL = -11909.1, AR(2.04) = [0.38], Max-Change = 0.1347
Stage 2 = 65, LL = -11873.9, AR(2.04) = [0.39], Max-Change = 0.0320
Stage 2 = 66, LL = -11887.9, AR(2.04) = [0.39], Max-Change = 0.1789
Stage 2 = 67, LL = -11871.0, AR(2.04) = [0.39], Max-Change = 0.1081
Stage 2 = 68, LL = -11877.7, AR(2.04) = [0.44], Max-Change = 0.0953
Stage 2 = 69, LL = -11894.0, AR(2.04) = [0.39], Max-Change = 0.0438
Stage 2 = 70, LL = -11879.7, AR(2.04) = [0.39], Max-Change = 0.2000
Stage 2 = 71, LL = -11896.0, AR(2.04) = [0.40], Max-Change = 0.1319
Stage 2 = 72, LL = -11874.2, AR(2.04) = [0.40], Max-Change = 0.1300
Stage 2 = 73, LL = -11893.0, AR(2.04) = [0.39], Max-Change = 0.0758
Stage 2 = 74, LL = -11887.5, AR(2.04) = [0.38], Max-Change = 0.1346
Stage 2 = 75, LL = -11899.2, AR(2.04) = [0.39], Max-Change = 0.0986
Stage 2 = 76, LL = -11904.3, AR(2.04) = [0.39], Max-Change = 0.1451
Stage 2 = 77, LL = -11851.9, AR(2.04) = [0.37], Max-Change = 0.0917
Stage 2 = 78, LL = -11846.1, AR(2.04) = [0.41], Max-Change = 0.0640
Stage 2 = 79, LL = -11871.9, AR(2.04) = [0.39], Max-Change = 0.1536
Stage 2 = 80, LL = -11852.5, AR(2.04) = [0.40], Max-Change = 0.2000
Stage 2 = 81, LL = -11854.3, AR(2.04) = [0.40], Max-Change = 0.1286
Stage 2 = 82, LL = -11861.1, AR(2.04) = [0.42], Max-Change = 0.1744
Stage 2 = 83, LL = -11905.4, AR(2.04) = [0.39], Max-Change = 0.0456
Stage 2 = 84, LL = -11904.7, AR(2.04) = [0.40], Max-Change = 0.1289
Stage 2 = 85, LL = -11922.8, AR(2.04) = [0.41], Max-Change = 0.1769
Stage 2 = 86, LL = -11868.1, AR(2.04) = [0.42], Max-Change = 0.2000
Stage 2 = 87, LL = -11879.3, AR(2.04) = [0.41], Max-Change = 0.2000
Stage 2 = 88, LL = -11883.3, AR(2.04) = [0.40], Max-Change = 0.0883
Stage 2 = 89, LL = -11859.8, AR(2.04) = [0.40], Max-Change = 0.1133
Stage 2 = 90, LL = -11868.1, AR(2.04) = [0.41], Max-Change = 0.1459
Stage 2 = 91, LL = -11858.1, AR(2.04) = [0.41], Max-Change = 0.2000
Stage 2 = 92, LL = -11848.6, AR(2.04) = [0.40], Max-Change = 0.1378
Stage 2 = 93, LL = -11855.1, AR(2.04) = [0.38], Max-Change = 0.1362
Stage 2 = 94, LL = -11879.5, AR(2.04) = [0.42], Max-Change = 0.1580
Stage 2 = 95, LL = -11874.4, AR(2.04) = [0.42], Max-Change = 0.1795
Stage 2 = 96, LL = -11883.5, AR(2.04) = [0.39], Max-Change = 0.1421
Stage 2 = 97, LL = -11872.4, AR(2.04) = [0.42], Max-Change = 0.0468
Stage 2 = 98, LL = -11894.4, AR(2.04) = [0.40], Max-Change = 0.0878
Stage 2 = 99, LL = -11909.5, AR(2.04) = [0.41], Max-Change = 0.2000
Stage 2 = 100, LL = -11882.7, AR(2.04) = [0.41], Max-Change = 0.0464
Stage 3 = 1, LL = -11849.7, AR(2.04) = [0.39], gam = 0.0000, Max-Change = 0.0000
Stage 3 = 2, LL = -11887.3, AR(2.04) = [0.41], gam = 0.1778, Max-Change = 0.1638
Stage 3 = 3, LL = -11876.1, AR(2.04) = [0.40], gam = 0.1057, Max-Change = 0.1045
Stage 3 = 4, LL = -11900.3, AR(2.04) = [0.42], gam = 0.0780, Max-Change = 0.0389
Stage 3 = 5, LL = -11915.6, AR(2.04) = [0.41], gam = 0.0629, Max-Change = 0.0416
Stage 3 = 6, LL = -11864.3, AR(2.04) = [0.39], gam = 0.0532, Max-Change = 0.0156
Stage 3 = 7, LL = -11880.7, AR(2.04) = [0.42], gam = 0.0464, Max-Change = 0.0327
Stage 3 = 8, LL = -11889.5, AR(2.04) = [0.41], gam = 0.0413, Max-Change = 0.0604
Stage 3 = 9, LL = -11888.8, AR(2.04) = [0.41], gam = 0.0374, Max-Change = 0.0199
Stage 3 = 10, LL = -11924.0, AR(2.04) = [0.41], gam = 0.0342, Max-Change = 0.0137
Stage 3 = 11, LL = -11908.6, AR(2.04) = [0.40], gam = 0.0316, Max-Change = 0.0115
Stage 3 = 12, LL = -11934.0, AR(2.04) = [0.37], gam = 0.0294, Max-Change = 0.0134
Stage 3 = 13, LL = -11898.6, AR(2.04) = [0.40], gam = 0.0276, Max-Change = 0.0163
Stage 3 = 14, LL = -11886.0, AR(2.04) = [0.40], gam = 0.0260, Max-Change = 0.0252
Stage 3 = 15, LL = -11859.1, AR(2.04) = [0.39], gam = 0.0246, Max-Change = 0.0138
Stage 3 = 16, LL = -11899.9, AR(2.04) = [0.41], gam = 0.0233, Max-Change = 0.0177
Stage 3 = 17, LL = -11875.8, AR(2.04) = [0.37], gam = 0.0222, Max-Change = 0.0193
Stage 3 = 18, LL = -11889.9, AR(2.04) = [0.39], gam = 0.0212, Max-Change = 0.0108
Stage 3 = 19, LL = -11870.4, AR(2.04) = [0.38], gam = 0.0203, Max-Change = 0.0202
Stage 3 = 20, LL = -11888.7, AR(2.04) = [0.43], gam = 0.0195, Max-Change = 0.0152
Stage 3 = 21, LL = -11873.3, AR(2.04) = [0.38], gam = 0.0188, Max-Change = 0.0066
Stage 3 = 22, LL = -11877.2, AR(2.04) = [0.40], gam = 0.0181, Max-Change = 0.0092
Stage 3 = 23, LL = -11865.8, AR(2.04) = [0.40], gam = 0.0175, Max-Change = 0.0101
Stage 3 = 24, LL = -11877.9, AR(2.04) = [0.38], gam = 0.0169, Max-Change = 0.0077
Stage 3 = 25, LL = -11901.3, AR(2.04) = [0.39], gam = 0.0164, Max-Change = 0.0071
Stage 3 = 26, LL = -11876.9, AR(2.04) = [0.39], gam = 0.0159, Max-Change = 0.0102
Stage 3 = 27, LL = -11888.7, AR(2.04) = [0.39], gam = 0.0154, Max-Change = 0.0023
Stage 3 = 28, LL = -11903.8, AR(2.04) = [0.39], gam = 0.0150, Max-Change = 0.0075
Stage 3 = 29, LL = -11891.6, AR(2.04) = [0.42], gam = 0.0146, Max-Change = 0.0145
Stage 3 = 30, LL = -11877.0, AR(2.04) = [0.42], gam = 0.0142, Max-Change = 0.0091
Stage 3 = 31, LL = -11899.4, AR(2.04) = [0.41], gam = 0.0139, Max-Change = 0.0077
Stage 3 = 32, LL = -11835.9, AR(2.04) = [0.39], gam = 0.0135, Max-Change = 0.0069
Stage 3 = 33, LL = -11924.3, AR(2.04) = [0.42], gam = 0.0132, Max-Change = 0.0109
Stage 3 = 34, LL = -11880.8, AR(2.04) = [0.39], gam = 0.0129, Max-Change = 0.0042
Stage 3 = 35, LL = -11895.2, AR(2.04) = [0.40], gam = 0.0126, Max-Change = 0.0064
Stage 3 = 36, LL = -11865.0, AR(2.04) = [0.42], gam = 0.0124, Max-Change = 0.0196
Stage 3 = 37, LL = -11874.5, AR(2.04) = [0.39], gam = 0.0121, Max-Change = 0.0078
Stage 3 = 38, LL = -11890.3, AR(2.04) = [0.39], gam = 0.0119, Max-Change = 0.0127
Stage 3 = 39, LL = -11919.3, AR(2.04) = [0.40], gam = 0.0116, Max-Change = 0.0054
Stage 3 = 40, LL = -11874.8, AR(2.04) = [0.40], gam = 0.0114, Max-Change = 0.0046
Stage 3 = 41, LL = -11890.6, AR(2.04) = [0.40], gam = 0.0112, Max-Change = 0.0167
Stage 3 = 42, LL = -11910.6, AR(2.04) = [0.40], gam = 0.0110, Max-Change = 0.0061
Stage 3 = 43, LL = -11852.5, AR(2.04) = [0.40], gam = 0.0108, Max-Change = 0.0045
Stage 3 = 44, LL = -11893.2, AR(2.04) = [0.41], gam = 0.0106, Max-Change = 0.0027
Stage 3 = 45, LL = -11927.6, AR(2.04) = [0.41], gam = 0.0104, Max-Change = 0.0164
Stage 3 = 46, LL = -11908.7, AR(2.04) = [0.41], gam = 0.0102, Max-Change = 0.0092
Stage 3 = 47, LL = -11889.8, AR(2.04) = [0.42], gam = 0.0101, Max-Change = 0.0088
Stage 3 = 48, LL = -11919.6, AR(2.04) = [0.41], gam = 0.0099, Max-Change = 0.0046
Stage 3 = 49, LL = -11877.3, AR(2.04) = [0.39], gam = 0.0098, Max-Change = 0.0053
Stage 3 = 50, LL = -11891.2, AR(2.04) = [0.43], gam = 0.0096, Max-Change = 0.0098
Stage 3 = 51, LL = -11923.2, AR(2.04) = [0.42], gam = 0.0095, Max-Change = 0.0038
Stage 3 = 52, LL = -11896.5, AR(2.04) = [0.42], gam = 0.0093, Max-Change = 0.0045
Stage 3 = 53, LL = -11889.1, AR(2.04) = [0.39], gam = 0.0092, Max-Change = 0.0109
Stage 3 = 54, LL = -11889.4, AR(2.04) = [0.41], gam = 0.0091, Max-Change = 0.0072
Stage 3 = 55, LL = -11893.5, AR(2.04) = [0.41], gam = 0.0089, Max-Change = 0.0069
Stage 3 = 56, LL = -11840.8, AR(2.04) = [0.40], gam = 0.0088, Max-Change = 0.0033
Stage 3 = 57, LL = -11866.4, AR(2.04) = [0.38], gam = 0.0087, Max-Change = 0.0050
Stage 3 = 58, LL = -11865.5, AR(2.04) = [0.39], gam = 0.0086, Max-Change = 0.0021
Stage 3 = 59, LL = -11852.0, AR(2.04) = [0.38], gam = 0.0085, Max-Change = 0.0073
Stage 3 = 60, LL = -11841.0, AR(2.04) = [0.41], gam = 0.0084, Max-Change = 0.0038
Stage 3 = 61, LL = -11874.5, AR(2.04) = [0.39], gam = 0.0082, Max-Change = 0.0042
Stage 3 = 62, LL = -11887.1, AR(2.04) = [0.40], gam = 0.0081, Max-Change = 0.0043
Stage 3 = 63, LL = -11894.0, AR(2.04) = [0.40], gam = 0.0080, Max-Change = 0.0058
Stage 3 = 64, LL = -11873.4, AR(2.04) = [0.41], gam = 0.0080, Max-Change = 0.0034
Stage 3 = 65, LL = -11867.1, AR(2.04) = [0.39], gam = 0.0079, Max-Change = 0.0083
Stage 3 = 66, LL = -11893.1, AR(2.04) = [0.39], gam = 0.0078, Max-Change = 0.0045
Stage 3 = 67, LL = -11869.8, AR(2.04) = [0.40], gam = 0.0077, Max-Change = 0.0065
Stage 3 = 68, LL = -11838.4, AR(2.04) = [0.41], gam = 0.0076, Max-Change = 0.0036
Stage 3 = 69, LL = -11863.2, AR(2.04) = [0.41], gam = 0.0075, Max-Change = 0.0043
Stage 3 = 70, LL = -11883.2, AR(2.04) = [0.41], gam = 0.0074, Max-Change = 0.0092
Stage 3 = 71, LL = -11901.6, AR(2.04) = [0.38], gam = 0.0073, Max-Change = 0.0030
Stage 3 = 72, LL = -11899.4, AR(2.04) = [0.41], gam = 0.0073, Max-Change = 0.0034
Stage 3 = 73, LL = -11901.9, AR(2.04) = [0.42], gam = 0.0072, Max-Change = 0.0048
Stage 3 = 74, LL = -11872.2, AR(2.04) = [0.38], gam = 0.0071, Max-Change = 0.0075
Stage 3 = 75, LL = -11872.6, AR(2.04) = [0.38], gam = 0.0070, Max-Change = 0.0060
Stage 3 = 76, LL = -11880.1, AR(2.04) = [0.38], gam = 0.0070, Max-Change = 0.0082
Stage 3 = 77, LL = -11878.9, AR(2.04) = [0.42], gam = 0.0069, Max-Change = 0.0063
Stage 3 = 78, LL = -11889.7, AR(2.04) = [0.38], gam = 0.0068, Max-Change = 0.0061
Stage 3 = 79, LL = -11918.0, AR(2.04) = [0.39], gam = 0.0068, Max-Change = 0.0030
Stage 3 = 80, LL = -11927.0, AR(2.04) = [0.39], gam = 0.0067, Max-Change = 0.0032
Stage 3 = 81, LL = -11836.2, AR(2.04) = [0.41], gam = 0.0066, Max-Change = 0.0040
Stage 3 = 82, LL = -11867.4, AR(2.04) = [0.39], gam = 0.0066, Max-Change = 0.0034
Stage 3 = 83, LL = -11854.3, AR(2.04) = [0.43], gam = 0.0065, Max-Change = 0.0032
Stage 3 = 84, LL = -11866.1, AR(2.04) = [0.39], gam = 0.0065, Max-Change = 0.0026
Stage 3 = 85, LL = -11891.2, AR(2.04) = [0.41], gam = 0.0064, Max-Change = 0.0038
Stage 3 = 86, LL = -11862.1, AR(2.04) = [0.43], gam = 0.0064, Max-Change = 0.0027
Stage 3 = 87, LL = -11886.6, AR(2.04) = [0.41], gam = 0.0063, Max-Change = 0.0040
Stage 3 = 88, LL = -11859.6, AR(2.04) = [0.40], gam = 0.0062, Max-Change = 0.0066
Stage 3 = 89, LL = -11910.2, AR(2.04) = [0.41], gam = 0.0062, Max-Change = 0.0060
Stage 3 = 90, LL = -11920.4, AR(2.04) = [0.41], gam = 0.0061, Max-Change = 0.0027
Stage 3 = 91, LL = -11895.7, AR(2.04) = [0.41], gam = 0.0061, Max-Change = 0.0032
Stage 3 = 92, LL = -11888.3, AR(2.04) = [0.39], gam = 0.0060, Max-Change = 0.0037
Stage 3 = 93, LL = -11890.6, AR(2.04) = [0.40], gam = 0.0060, Max-Change = 0.0023
Stage 3 = 94, LL = -11883.6, AR(2.04) = [0.41], gam = 0.0059, Max-Change = 0.0033
Stage 3 = 95, LL = -11879.2, AR(2.04) = [0.40], gam = 0.0059, Max-Change = 0.0032
Stage 3 = 96, LL = -11890.1, AR(2.04) = [0.39], gam = 0.0058, Max-Change = 0.0055
Stage 3 = 97, LL = -11916.4, AR(2.04) = [0.41], gam = 0.0058, Max-Change = 0.0029
Stage 3 = 98, LL = -11913.3, AR(2.04) = [0.42], gam = 0.0058, Max-Change = 0.0033
Stage 3 = 99, LL = -11869.8, AR(2.04) = [0.42], gam = 0.0057, Max-Change = 0.0035
Stage 3 = 100, LL = -11891.6, AR(2.04) = [0.39], gam = 0.0057, Max-Change = 0.0015
Stage 3 = 101, LL = -11854.4, AR(2.04) = [0.40], gam = 0.0056, Max-Change = 0.0021
Stage 3 = 102, LL = -11880.5, AR(2.04) = [0.39], gam = 0.0056, Max-Change = 0.0042
Stage 3 = 103, LL = -11899.7, AR(2.04) = [0.41], gam = 0.0055, Max-Change = 0.0023
Stage 3 = 104, LL = -11874.3, AR(2.04) = [0.42], gam = 0.0055, Max-Change = 0.0038
Stage 3 = 105, LL = -11884.9, AR(2.04) = [0.41], gam = 0.0055, Max-Change = 0.0017
Stage 3 = 106, LL = -11887.3, AR(2.04) = [0.40], gam = 0.0054, Max-Change = 0.0023
Stage 3 = 107, LL = -11912.8, AR(2.04) = [0.41], gam = 0.0054, Max-Change = 0.0049
Stage 3 = 108, LL = -11876.7, AR(2.04) = [0.43], gam = 0.0053, Max-Change = 0.0022
Stage 3 = 109, LL = -11860.3, AR(2.04) = [0.40], gam = 0.0053, Max-Change = 0.0033
Stage 3 = 110, LL = -11871.6, AR(2.04) = [0.40], gam = 0.0053, Max-Change = 0.0082
Stage 3 = 111, LL = -11902.5, AR(2.04) = [0.41], gam = 0.0052, Max-Change = 0.0026
Stage 3 = 112, LL = -11887.6, AR(2.04) = [0.39], gam = 0.0052, Max-Change = 0.0063
Stage 3 = 113, LL = -11847.6, AR(2.04) = [0.37], gam = 0.0052, Max-Change = 0.0020
Stage 3 = 114, LL = -11920.8, AR(2.04) = [0.41], gam = 0.0051, Max-Change = 0.0027
Stage 3 = 115, LL = -11905.9, AR(2.04) = [0.38], gam = 0.0051, Max-Change = 0.0025
Stage 3 = 116, LL = -11896.8, AR(2.04) = [0.39], gam = 0.0051, Max-Change = 0.0039
Stage 3 = 117, LL = -11859.4, AR(2.04) = [0.42], gam = 0.0050, Max-Change = 0.0018
Stage 3 = 118, LL = -11854.6, AR(2.04) = [0.37], gam = 0.0050, Max-Change = 0.0093
Stage 3 = 119, LL = -11891.1, AR(2.04) = [0.42], gam = 0.0050, Max-Change = 0.0080
Stage 3 = 120, LL = -11872.8, AR(2.04) = [0.42], gam = 0.0049, Max-Change = 0.0060
Stage 3 = 121, LL = -11889.3, AR(2.04) = [0.38], gam = 0.0049, Max-Change = 0.0037
Stage 3 = 122, LL = -11872.8, AR(2.04) = [0.39], gam = 0.0049, Max-Change = 0.0026
Stage 3 = 123, LL = -11857.0, AR(2.04) = [0.39], gam = 0.0048, Max-Change = 0.0036
Stage 3 = 124, LL = -11847.0, AR(2.04) = [0.39], gam = 0.0048, Max-Change = 0.0024
Stage 3 = 125, LL = -11891.8, AR(2.04) = [0.42], gam = 0.0048, Max-Change = 0.0026
Stage 3 = 126, LL = -11872.2, AR(2.04) = [0.41], gam = 0.0048, Max-Change = 0.0037
Stage 3 = 127, LL = -11878.1, AR(2.04) = [0.38], gam = 0.0047, Max-Change = 0.0018
Stage 3 = 128, LL = -11915.2, AR(2.04) = [0.43], gam = 0.0047, Max-Change = 0.0063
Stage 3 = 129, LL = -11846.8, AR(2.04) = [0.43], gam = 0.0047, Max-Change = 0.0023
Stage 3 = 130, LL = -11845.7, AR(2.04) = [0.40], gam = 0.0046, Max-Change = 0.0026
Stage 3 = 131, LL = -11906.5, AR(2.04) = [0.42], gam = 0.0046, Max-Change = 0.0030
Stage 3 = 132, LL = -11884.4, AR(2.04) = [0.39], gam = 0.0046, Max-Change = 0.0021
Stage 3 = 133, LL = -11888.5, AR(2.04) = [0.40], gam = 0.0046, Max-Change = 0.0043
Stage 3 = 134, LL = -11920.3, AR(2.04) = [0.42], gam = 0.0045, Max-Change = 0.0013
Stage 3 = 135, LL = -11915.5, AR(2.04) = [0.42], gam = 0.0045, Max-Change = 0.0060
Stage 3 = 136, LL = -11891.6, AR(2.04) = [0.39], gam = 0.0045, Max-Change = 0.0014
Stage 3 = 137, LL = -11866.8, AR(2.04) = [0.40], gam = 0.0045, Max-Change = 0.0011
Stage 3 = 138, LL = -11898.6, AR(2.04) = [0.39], gam = 0.0044, Max-Change = 0.0054
Stage 3 = 139, LL = -11901.7, AR(2.04) = [0.38], gam = 0.0044, Max-Change = 0.0045
Stage 3 = 140, LL = -11884.9, AR(2.04) = [0.39], gam = 0.0044, Max-Change = 0.0017
Stage 3 = 141, LL = -11908.2, AR(2.04) = [0.38], gam = 0.0044, Max-Change = 0.0028
Stage 3 = 142, LL = -11884.1, AR(2.04) = [0.40], gam = 0.0043, Max-Change = 0.0011
Stage 3 = 143, LL = -11914.9, AR(2.04) = [0.42], gam = 0.0043, Max-Change = 0.0025
Stage 3 = 144, LL = -11877.2, AR(2.04) = [0.38], gam = 0.0043, Max-Change = 0.0008
Stage 3 = 145, LL = -11897.8, AR(2.04) = [0.38], gam = 0.0043, Max-Change = 0.0018
Stage 3 = 146, LL = -11891.6, AR(2.04) = [0.41], gam = 0.0043, Max-Change = 0.0024
Stage 3 = 147, LL = -11910.3, AR(2.04) = [0.40], gam = 0.0042, Max-Change = 0.0045
Stage 3 = 148, LL = -11881.0, AR(2.04) = [0.41], gam = 0.0042, Max-Change = 0.0017
Stage 3 = 149, LL = -11895.0, AR(2.04) = [0.40], gam = 0.0042, Max-Change = 0.0030
Stage 3 = 150, LL = -11889.0, AR(2.04) = [0.41], gam = 0.0042, Max-Change = 0.0026
Stage 3 = 151, LL = -11903.1, AR(2.04) = [0.40], gam = 0.0041, Max-Change = 0.0015
Stage 3 = 152, LL = -11901.8, AR(2.04) = [0.38], gam = 0.0041, Max-Change = 0.0088
Stage 3 = 153, LL = -11876.2, AR(2.04) = [0.41], gam = 0.0041, Max-Change = 0.0035
Stage 3 = 154, LL = -11881.4, AR(2.04) = [0.40], gam = 0.0041, Max-Change = 0.0014
Stage 3 = 155, LL = -11886.2, AR(2.04) = [0.40], gam = 0.0041, Max-Change = 0.0015
Stage 3 = 156, LL = -11863.9, AR(2.04) = [0.44], gam = 0.0040, Max-Change = 0.0029
Stage 3 = 157, LL = -11879.7, AR(2.04) = [0.39], gam = 0.0040, Max-Change = 0.0057
Stage 3 = 158, LL = -11915.1, AR(2.04) = [0.39], gam = 0.0040, Max-Change = 0.0029
Stage 3 = 159, LL = -11874.3, AR(2.04) = [0.40], gam = 0.0040, Max-Change = 0.0013
Stage 3 = 160, LL = -11869.6, AR(2.04) = [0.39], gam = 0.0040, Max-Change = 0.0034
Stage 3 = 161, LL = -11896.4, AR(2.04) = [0.39], gam = 0.0040, Max-Change = 0.0051
Stage 3 = 162, LL = -11857.5, AR(2.04) = [0.39], gam = 0.0039, Max-Change = 0.0028
Stage 3 = 163, LL = -11871.0, AR(2.04) = [0.41], gam = 0.0039, Max-Change = 0.0020
Stage 3 = 164, LL = -11881.2, AR(2.04) = [0.41], gam = 0.0039, Max-Change = 0.0035
Stage 3 = 165, LL = -11851.6, AR(2.04) = [0.38], gam = 0.0039, Max-Change = 0.0022
Stage 3 = 166, LL = -11838.4, AR(2.04) = [0.42], gam = 0.0039, Max-Change = 0.0016
Stage 3 = 167, LL = -11916.6, AR(2.04) = [0.38], gam = 0.0038, Max-Change = 0.0017
Stage 3 = 168, LL = -11870.9, AR(2.04) = [0.40], gam = 0.0038, Max-Change = 0.0016
Stage 3 = 169, LL = -11865.6, AR(2.04) = [0.38], gam = 0.0038, Max-Change = 0.0021
Stage 3 = 170, LL = -11862.0, AR(2.04) = [0.41], gam = 0.0038, Max-Change = 0.0029
Stage 3 = 171, LL = -11867.7, AR(2.04) = [0.42], gam = 0.0038, Max-Change = 0.0012
Stage 3 = 172, LL = -11866.8, AR(2.04) = [0.40], gam = 0.0038, Max-Change = 0.0021
Stage 3 = 173, LL = -11871.2, AR(2.04) = [0.38], gam = 0.0037, Max-Change = 0.0038
Stage 3 = 174, LL = -11888.1, AR(2.04) = [0.39], gam = 0.0037, Max-Change = 0.0029
Stage 3 = 175, LL = -11883.0, AR(2.04) = [0.40], gam = 0.0037, Max-Change = 0.0007
Stage 3 = 176, LL = -11866.6, AR(2.04) = [0.38], gam = 0.0037, Max-Change = 0.0016
Stage 3 = 177, LL = -11863.1, AR(2.04) = [0.44], gam = 0.0037, Max-Change = 0.0019
Stage 3 = 178, LL = -11865.6, AR(2.04) = [0.37], gam = 0.0037, Max-Change = 0.0018
Stage 3 = 179, LL = -11909.0, AR(2.04) = [0.40], gam = 0.0036, Max-Change = 0.0038
Stage 3 = 180, LL = -11889.2, AR(2.04) = [0.39], gam = 0.0036, Max-Change = 0.0025
Stage 3 = 181, LL = -11887.8, AR(2.04) = [0.40], gam = 0.0036, Max-Change = 0.0015
Stage 3 = 182, LL = -11865.5, AR(2.04) = [0.39], gam = 0.0036, Max-Change = 0.0028
Stage 3 = 183, LL = -11895.3, AR(2.04) = [0.43], gam = 0.0036, Max-Change = 0.0010
Stage 3 = 184, LL = -11879.1, AR(2.04) = [0.39], gam = 0.0036, Max-Change = 0.0014
Stage 3 = 185, LL = -11911.3, AR(2.04) = [0.38], gam = 0.0036, Max-Change = 0.0031
Stage 3 = 186, LL = -11855.1, AR(2.04) = [0.39], gam = 0.0035, Max-Change = 0.0029
Stage 3 = 187, LL = -11882.0, AR(2.04) = [0.41], gam = 0.0035, Max-Change = 0.0016
Stage 3 = 188, LL = -11905.8, AR(2.04) = [0.40], gam = 0.0035, Max-Change = 0.0021
Stage 3 = 189, LL = -11929.2, AR(2.04) = [0.40], gam = 0.0035, Max-Change = 0.0036
Stage 3 = 190, LL = -11854.1, AR(2.04) = [0.40], gam = 0.0035, Max-Change = 0.0011
Stage 3 = 191, LL = -11869.4, AR(2.04) = [0.40], gam = 0.0035, Max-Change = 0.0019
Stage 3 = 192, LL = -11918.9, AR(2.04) = [0.40], gam = 0.0035, Max-Change = 0.0027
Stage 3 = 193, LL = -11905.1, AR(2.04) = [0.38], gam = 0.0034, Max-Change = 0.0016
Stage 3 = 194, LL = -11904.7, AR(2.04) = [0.40], gam = 0.0034, Max-Change = 0.0036
Stage 3 = 195, LL = -11897.1, AR(2.04) = [0.40], gam = 0.0034, Max-Change = 0.0017
Stage 3 = 196, LL = -11866.1, AR(2.04) = [0.41], gam = 0.0034, Max-Change = 0.0027
Stage 3 = 197, LL = -11873.2, AR(2.04) = [0.40], gam = 0.0034, Max-Change = 0.0026
Stage 3 = 198, LL = -11942.6, AR(2.04) = [0.42], gam = 0.0034, Max-Change = 0.0013
Stage 3 = 199, LL = -11863.6, AR(2.04) = [0.38], gam = 0.0034, Max-Change = 0.0027
Stage 3 = 200, LL = -11879.6, AR(2.04) = [0.38], gam = 0.0034, Max-Change = 0.0027
Stage 3 = 201, LL = -11871.6, AR(2.04) = [0.39], gam = 0.0033, Max-Change = 0.0026
Stage 3 = 202, LL = -11904.9, AR(2.04) = [0.41], gam = 0.0033, Max-Change = 0.0028
Stage 3 = 203, LL = -11884.1, AR(2.04) = [0.44], gam = 0.0033, Max-Change = 0.0014
Stage 3 = 204, LL = -11877.6, AR(2.04) = [0.40], gam = 0.0033, Max-Change = 0.0022
Stage 3 = 205, LL = -11924.0, AR(2.04) = [0.39], gam = 0.0033, Max-Change = 0.0018
Stage 3 = 206, LL = -11900.3, AR(2.04) = [0.40], gam = 0.0033, Max-Change = 0.0012
Stage 3 = 207, LL = -11896.0, AR(2.04) = [0.38], gam = 0.0033, Max-Change = 0.0028
Stage 3 = 208, LL = -11859.2, AR(2.04) = [0.41], gam = 0.0033, Max-Change = 0.0019
Stage 3 = 209, LL = -11863.2, AR(2.04) = [0.40], gam = 0.0032, Max-Change = 0.0021
Stage 3 = 210, LL = -11864.0, AR(2.04) = [0.39], gam = 0.0032, Max-Change = 0.0010
Stage 3 = 211, LL = -11860.1, AR(2.04) = [0.40], gam = 0.0032, Max-Change = 0.0007
Stage 3 = 212, LL = -11855.0, AR(2.04) = [0.39], gam = 0.0032, Max-Change = 0.0022
Stage 3 = 213, LL = -11871.7, AR(2.04) = [0.40], gam = 0.0032, Max-Change = 0.0010
Stage 3 = 214, LL = -11893.9, AR(2.04) = [0.41], gam = 0.0032, Max-Change = 0.0029
Stage 3 = 215, LL = -11862.1, AR(2.04) = [0.40], gam = 0.0032, Max-Change = 0.0013
Stage 3 = 216, LL = -11874.1, AR(2.04) = [0.38], gam = 0.0032, Max-Change = 0.0023
Stage 3 = 217, LL = -11901.4, AR(2.04) = [0.42], gam = 0.0032, Max-Change = 0.0023
Stage 3 = 218, LL = -11915.1, AR(2.04) = [0.41], gam = 0.0031, Max-Change = 0.0007
Stage 3 = 219, LL = -11898.2, AR(2.04) = [0.41], gam = 0.0031, Max-Change = 0.0018
Stage 3 = 220, LL = -11906.1, AR(2.04) = [0.35], gam = 0.0031, Max-Change = 0.0014
Stage 3 = 221, LL = -11862.7, AR(2.04) = [0.40], gam = 0.0031, Max-Change = 0.0013
Stage 3 = 222, LL = -11850.0, AR(2.04) = [0.39], gam = 0.0031, Max-Change = 0.0007
Stage 3 = 223, LL = -11903.1, AR(2.04) = [0.42], gam = 0.0031, Max-Change = 0.0014
Stage 3 = 224, LL = -11914.0, AR(2.04) = [0.39], gam = 0.0031, Max-Change = 0.0018
Stage 3 = 225, LL = -11896.9, AR(2.04) = [0.42], gam = 0.0031, Max-Change = 0.0030
Stage 3 = 226, LL = -11886.9, AR(2.04) = [0.40], gam = 0.0031, Max-Change = 0.0013
Stage 3 = 227, LL = -11914.7, AR(2.04) = [0.40], gam = 0.0031, Max-Change = 0.0033
Stage 3 = 228, LL = -11929.1, AR(2.04) = [0.41], gam = 0.0030, Max-Change = 0.0010
Stage 3 = 229, LL = -11909.5, AR(2.04) = [0.39], gam = 0.0030, Max-Change = 0.0020
Stage 3 = 230, LL = -11870.1, AR(2.04) = [0.40], gam = 0.0030, Max-Change = 0.0010
Stage 3 = 231, LL = -11855.8, AR(2.04) = [0.40], gam = 0.0030, Max-Change = 0.0020
Stage 3 = 232, LL = -11864.0, AR(2.04) = [0.39], gam = 0.0030, Max-Change = 0.0009
Stage 3 = 233, LL = -11874.2, AR(2.04) = [0.41], gam = 0.0030, Max-Change = 0.0008
Stage 3 = 234, LL = -11864.8, AR(2.04) = [0.39], gam = 0.0030, Max-Change = 0.0017
Stage 3 = 235, LL = -11871.0, AR(2.04) = [0.39], gam = 0.0030, Max-Change = 0.0010
Stage 3 = 236, LL = -11855.3, AR(2.04) = [0.41], gam = 0.0030, Max-Change = 0.0004
Stage 3 = 237, LL = -11900.5, AR(2.04) = [0.42], gam = 0.0030, Max-Change = 0.0010
Stage 3 = 238, LL = -11888.6, AR(2.04) = [0.43], gam = 0.0029, Max-Change = 0.0034
Stage 3 = 239, LL = -11926.0, AR(2.04) = [0.41], gam = 0.0029, Max-Change = 0.0023
Stage 3 = 240, LL = -11883.1, AR(2.04) = [0.43], gam = 0.0029, Max-Change = 0.0020
Stage 3 = 241, LL = -11862.8, AR(2.04) = [0.41], gam = 0.0029, Max-Change = 0.0037
Stage 3 = 242, LL = -11886.8, AR(2.04) = [0.39], gam = 0.0029, Max-Change = 0.0009
Stage 3 = 243, LL = -11882.8, AR(2.04) = [0.41], gam = 0.0029, Max-Change = 0.0011
Stage 3 = 244, LL = -11886.9, AR(2.04) = [0.41], gam = 0.0029, Max-Change = 0.0049
Stage 3 = 245, LL = -11879.1, AR(2.04) = [0.40], gam = 0.0029, Max-Change = 0.0006
Stage 3 = 246, LL = -11890.9, AR(2.04) = [0.41], gam = 0.0029, Max-Change = 0.0009
Stage 3 = 247, LL = -11867.1, AR(2.04) = [0.42], gam = 0.0029, Max-Change = 0.0011
Stage 3 = 248, LL = -11893.1, AR(2.04) = [0.39], gam = 0.0029, Max-Change = 0.0027
Stage 3 = 249, LL = -11910.4, AR(2.04) = [0.41], gam = 0.0028, Max-Change = 0.0011
Stage 3 = 250, LL = -11859.9, AR(2.04) = [0.40], gam = 0.0028, Max-Change = 0.0021
Stage 3 = 251, LL = -11904.5, AR(2.04) = [0.42], gam = 0.0028, Max-Change = 0.0027
Stage 3 = 252, LL = -11848.3, AR(2.04) = [0.39], gam = 0.0028, Max-Change = 0.0012
Stage 3 = 253, LL = -11865.3, AR(2.04) = [0.41], gam = 0.0028, Max-Change = 0.0028
Stage 3 = 254, LL = -11868.0, AR(2.04) = [0.39], gam = 0.0028, Max-Change = 0.0017
Stage 3 = 255, LL = -11866.4, AR(2.04) = [0.40], gam = 0.0028, Max-Change = 0.0015
Stage 3 = 256, LL = -11865.7, AR(2.04) = [0.35], gam = 0.0028, Max-Change = 0.0017
Stage 3 = 257, LL = -11922.3, AR(2.04) = [0.40], gam = 0.0028, Max-Change = 0.0010
Stage 3 = 258, LL = -11886.1, AR(2.04) = [0.39], gam = 0.0028, Max-Change = 0.0021
Stage 3 = 259, LL = -11889.3, AR(2.04) = [0.39], gam = 0.0028, Max-Change = 0.0014
Stage 3 = 260, LL = -11893.1, AR(2.04) = [0.42], gam = 0.0028, Max-Change = 0.0011
Stage 3 = 261, LL = -11895.0, AR(2.04) = [0.42], gam = 0.0027, Max-Change = 0.0012
Stage 3 = 262, LL = -11900.8, AR(2.04) = [0.40], gam = 0.0027, Max-Change = 0.0015
Stage 3 = 263, LL = -11899.7, AR(2.04) = [0.41], gam = 0.0027, Max-Change = 0.0016
Stage 3 = 264, LL = -11924.2, AR(2.04) = [0.38], gam = 0.0027, Max-Change = 0.0009
Stage 3 = 265, LL = -11906.0, AR(2.04) = [0.41], gam = 0.0027, Max-Change = 0.0038
Stage 3 = 266, LL = -11874.2, AR(2.04) = [0.41], gam = 0.0027, Max-Change = 0.0018
Stage 3 = 267, LL = -11910.5, AR(2.04) = [0.43], gam = 0.0027, Max-Change = 0.0017
Stage 3 = 268, LL = -11876.0, AR(2.04) = [0.43], gam = 0.0027, Max-Change = 0.0016
Stage 3 = 269, LL = -11853.4, AR(2.04) = [0.39], gam = 0.0027, Max-Change = 0.0035
Stage 3 = 270, LL = -11864.9, AR(2.04) = [0.42], gam = 0.0027, Max-Change = 0.0011
Stage 3 = 271, LL = -11911.3, AR(2.04) = [0.38], gam = 0.0027, Max-Change = 0.0016
Stage 3 = 272, LL = -11877.6, AR(2.04) = [0.43], gam = 0.0027, Max-Change = 0.0012
Stage 3 = 273, LL = -11915.2, AR(2.04) = [0.40], gam = 0.0027, Max-Change = 0.0008
Stage 3 = 274, LL = -11882.5, AR(2.04) = [0.43], gam = 0.0026, Max-Change = 0.0011
Stage 3 = 275, LL = -11854.4, AR(2.04) = [0.43], gam = 0.0026, Max-Change = 0.0016
Stage 3 = 276, LL = -11852.4, AR(2.04) = [0.37], gam = 0.0026, Max-Change = 0.0013
Stage 3 = 277, LL = -11872.1, AR(2.04) = [0.41], gam = 0.0026, Max-Change = 0.0011
Stage 3 = 278, LL = -11868.2, AR(2.04) = [0.37], gam = 0.0026, Max-Change = 0.0018
Stage 3 = 279, LL = -11888.1, AR(2.04) = [0.40], gam = 0.0026, Max-Change = 0.0008
Stage 3 = 280, LL = -11886.0, AR(2.04) = [0.42], gam = 0.0026, Max-Change = 0.0015
Stage 3 = 281, LL = -11877.5, AR(2.04) = [0.40], gam = 0.0026, Max-Change = 0.0009
Stage 3 = 282, LL = -11950.0, AR(2.04) = [0.39], gam = 0.0026, Max-Change = 0.0015
Stage 3 = 283, LL = -11887.0, AR(2.04) = [0.42], gam = 0.0026, Max-Change = 0.0025
Stage 3 = 284, LL = -11937.7, AR(2.04) = [0.39], gam = 0.0026, Max-Change = 0.0017
Stage 3 = 285, LL = -11853.8, AR(2.04) = [0.39], gam = 0.0026, Max-Change = 0.0010
Stage 3 = 286, LL = -11899.0, AR(2.04) = [0.39], gam = 0.0026, Max-Change = 0.0013
Stage 3 = 287, LL = -11909.8, AR(2.04) = [0.39], gam = 0.0026, Max-Change = 0.0008
Stage 3 = 288, LL = -11846.0, AR(2.04) = [0.40], gam = 0.0026, Max-Change = 0.0029
Stage 3 = 289, LL = -11872.7, AR(2.04) = [0.39], gam = 0.0025, Max-Change = 0.0019
Stage 3 = 290, LL = -11876.7, AR(2.04) = [0.38], gam = 0.0025, Max-Change = 0.0005
Stage 3 = 291, LL = -11871.3, AR(2.04) = [0.40], gam = 0.0025, Max-Change = 0.0024
Stage 3 = 292, LL = -11912.7, AR(2.04) = [0.41], gam = 0.0025, Max-Change = 0.0015
Stage 3 = 293, LL = -11878.8, AR(2.04) = [0.42], gam = 0.0025, Max-Change = 0.0011
Stage 3 = 294, LL = -11921.9, AR(2.04) = [0.41], gam = 0.0025, Max-Change = 0.0010
Stage 3 = 295, LL = -11875.2, AR(2.04) = [0.40], gam = 0.0025, Max-Change = 0.0013
Stage 3 = 296, LL = -11860.8, AR(2.04) = [0.40], gam = 0.0025, Max-Change = 0.0016
Stage 3 = 297, LL = -11901.7, AR(2.04) = [0.42], gam = 0.0025, Max-Change = 0.0017
Stage 3 = 298, LL = -11855.0, AR(2.04) = [0.38], gam = 0.0025, Max-Change = 0.0008
Stage 3 = 299, LL = -11871.4, AR(2.04) = [0.40], gam = 0.0025, Max-Change = 0.0013
Stage 3 = 300, LL = -11858.7, AR(2.04) = [0.38], gam = 0.0025, Max-Change = 0.0013
Stage 3 = 301, LL = -11846.0, AR(2.04) = [0.39], gam = 0.0025, Max-Change = 0.0013
Stage 3 = 302, LL = -11893.9, AR(2.04) = [0.41], gam = 0.0025, Max-Change = 0.0017
Stage 3 = 303, LL = -11906.8, AR(2.04) = [0.39], gam = 0.0025, Max-Change = 0.0008
Stage 3 = 304, LL = -11901.0, AR(2.04) = [0.41], gam = 0.0024, Max-Change = 0.0006
Stage 3 = 305, LL = -11911.7, AR(2.04) = [0.40], gam = 0.0024, Max-Change = 0.0016
Stage 3 = 306, LL = -11875.6, AR(2.04) = [0.41], gam = 0.0024, Max-Change = 0.0024
Stage 3 = 307, LL = -11866.2, AR(2.04) = [0.40], gam = 0.0024, Max-Change = 0.0015
Stage 3 = 308, LL = -11874.3, AR(2.04) = [0.40], gam = 0.0024, Max-Change = 0.0004
Stage 3 = 309, LL = -11902.0, AR(2.04) = [0.40], gam = 0.0024, Max-Change = 0.0012
Stage 3 = 310, LL = -11853.6, AR(2.04) = [0.38], gam = 0.0024, Max-Change = 0.0020
Stage 3 = 311, LL = -11893.2, AR(2.04) = [0.40], gam = 0.0024, Max-Change = 0.0015
Stage 3 = 312, LL = -11865.1, AR(2.04) = [0.43], gam = 0.0024, Max-Change = 0.0016
Stage 3 = 313, LL = -11879.3, AR(2.04) = [0.37], gam = 0.0024, Max-Change = 0.0006
Stage 3 = 314, LL = -11924.3, AR(2.04) = [0.41], gam = 0.0024, Max-Change = 0.0012
Stage 3 = 315, LL = -11883.2, AR(2.04) = [0.39], gam = 0.0024, Max-Change = 0.0011
Stage 3 = 316, LL = -11866.2, AR(2.04) = [0.42], gam = 0.0024, Max-Change = 0.0014
Stage 3 = 317, LL = -11878.5, AR(2.04) = [0.40], gam = 0.0024, Max-Change = 0.0011
Stage 3 = 318, LL = -11899.1, AR(2.04) = [0.41], gam = 0.0024, Max-Change = 0.0015
Stage 3 = 319, LL = -11892.1, AR(2.04) = [0.41], gam = 0.0024, Max-Change = 0.0016
Stage 3 = 320, LL = -11900.3, AR(2.04) = [0.39], gam = 0.0024, Max-Change = 0.0009
Stage 3 = 321, LL = -11877.8, AR(2.04) = [0.39], gam = 0.0024, Max-Change = 0.0009
Stage 3 = 322, LL = -11920.1, AR(2.04) = [0.42], gam = 0.0023, Max-Change = 0.0007

Calculating information matrix...

Calculating log-likelihood...

(3) Diagnostic

(4) Estimates

2.203218 with absolute error < 2.4e-14
40.8571 with absolute error < 1.6e-05

18 Months

"q_1" re-mapped to ensure all categories have a distance of 1
"q_2" re-mapped to ensure all categories have a distance of 1
"q_3" re-mapped to ensure all categories have a distance of 1
"q_4" re-mapped to ensure all categories have a distance of 1
"q_5" re-mapped to ensure all categories have a distance of 1
"q_6" re-mapped to ensure all categories have a distance of 1
"q_7" re-mapped to ensure all categories have a distance of 1
"q_8" re-mapped to ensure all categories have a distance of 1
"q_9" re-mapped to ensure all categories have a distance of 1
"q_10" re-mapped to ensure all categories have a distance of 1
"q_11" re-mapped to ensure all categories have a distance of 1
"q_12" re-mapped to ensure all categories have a distance of 1
"q_13" re-mapped to ensure all categories have a distance of 1
"q_14" re-mapped to ensure all categories have a distance of 1
"q_15" re-mapped to ensure all categories have a distance of 1
"q_16" re-mapped to ensure all categories have a distance of 1
"q_17" re-mapped to ensure all categories have a distance of 1
"q_18" re-mapped to ensure all categories have a distance of 1
"q_19" re-mapped to ensure all categories have a distance of 1
"q_20" re-mapped to ensure all categories have a distance of 1
"q_21" re-mapped to ensure all categories have a distance of 1
"q_22" re-mapped to ensure all categories have a distance of 1
"q_23" re-mapped to ensure all categories have a distance of 1
"q_24" re-mapped to ensure all categories have a distance of 1
"q_25" re-mapped to ensure all categories have a distance of 1

Stage 1 = 1, LL = -82278.3, AR(1.13) = [0.50], Max-Change = 0.2000
Stage 1 = 2, LL = -80615.7, AR(1.13) = [0.51], Max-Change = 0.2000
Stage 1 = 3, LL = -79039.6, AR(1.13) = [0.52], Max-Change = 0.2000
Stage 1 = 4, LL = -77776.8, AR(1.13) = [0.53], Max-Change = 0.2000
Stage 1 = 5, LL = -76651.9, AR(1.13) = [0.54], Max-Change = 0.2000
Stage 1 = 6, LL = -75557.5, AR(1.13) = [0.54], Max-Change = 0.2000
Stage 1 = 7, LL = -74738.3, AR(1.13) = [0.54], Max-Change = 0.2000
Stage 1 = 8, LL = -73942.6, AR(1.13) = [0.55], Max-Change = 0.2000
Stage 1 = 9, LL = -73464.6, AR(1.13) = [0.54], Max-Change = 0.2000
Stage 1 = 10, LL = -72998.4, AR(1.13) = [0.56], Max-Change = 0.2000
Stage 1 = 11, LL = -72732.4, AR(1.13) = [0.56], Max-Change = 0.2000
Stage 1 = 12, LL = -72449.3, AR(1.13) = [0.56], Max-Change = 0.1970
Stage 1 = 13, LL = -72318.0, AR(1.13) = [0.55], Max-Change = 0.1288
Stage 1 = 14, LL = -72191.6, AR(1.13) = [0.55], Max-Change = 0.1265
Stage 1 = 15, LL = -72065.2, AR(1.13) = [0.55], Max-Change = 0.1032
Stage 1 = 16, LL = -72025.2, AR(1.13) = [0.54], Max-Change = 0.1726
Stage 1 = 17, LL = -71958.4, AR(1.13) = [0.55], Max-Change = 0.0788
Stage 1 = 18, LL = -71827.2, AR(1.13) = [0.56], Max-Change = 0.0716
Stage 1 = 19, LL = -71792.2, AR(1.13) = [0.56], Max-Change = 0.1266
Stage 1 = 20, LL = -71751.7, AR(1.13) = [0.54], Max-Change = 0.0966
Stage 1 = 21, LL = -71670.8, AR(1.13) = [0.56], Max-Change = 0.0658
Stage 1 = 22, LL = -71657.5, AR(1.13) = [0.55], Max-Change = 0.0790
Stage 1 = 23, LL = -71560.6, AR(1.13) = [0.55], Max-Change = 0.0858
Stage 1 = 24, LL = -71610.3, AR(1.13) = [0.55], Max-Change = 0.0623
Stage 1 = 25, LL = -71474.2, AR(1.13) = [0.55], Max-Change = 0.0800
Stage 1 = 26, LL = -71521.0, AR(1.13) = [0.55], Max-Change = 0.0666
Stage 1 = 27, LL = -71525.7, AR(1.13) = [0.55], Max-Change = 0.0522
Stage 1 = 28, LL = -71493.4, AR(1.13) = [0.53], Max-Change = 0.0615
Stage 1 = 29, LL = -71301.1, AR(1.13) = [0.55], Max-Change = 0.0512
Stage 1 = 30, LL = -71346.9, AR(1.13) = [0.56], Max-Change = 0.0555
Stage 1 = 31, LL = -71212.3, AR(1.13) = [0.54], Max-Change = 0.0558
Stage 1 = 32, LL = -71242.5, AR(1.13) = [0.53], Max-Change = 0.0556
Stage 1 = 33, LL = -71235.4, AR(1.13) = [0.53], Max-Change = 0.0433
Stage 1 = 34, LL = -71223.2, AR(1.13) = [0.55], Max-Change = 0.0683
Stage 1 = 35, LL = -71088.5, AR(1.13) = [0.54], Max-Change = 0.0414
Stage 1 = 36, LL = -71167.8, AR(1.13) = [0.54], Max-Change = 0.0440
Stage 1 = 37, LL = -71144.1, AR(1.13) = [0.54], Max-Change = 0.0346
Stage 1 = 38, LL = -71190.5, AR(1.13) = [0.54], Max-Change = 0.0613
Stage 1 = 39, LL = -71165.9, AR(1.13) = [0.54], Max-Change = 0.0337
Stage 1 = 40, LL = -71151.2, AR(1.13) = [0.53], Max-Change = 0.0345
Stage 1 = 41, LL = -71154.8, AR(1.13) = [0.54], Max-Change = 0.0269
Stage 1 = 42, LL = -71098.9, AR(1.13) = [0.53], Max-Change = 0.0563
Stage 1 = 43, LL = -71097.2, AR(1.13) = [0.54], Max-Change = 0.0537
Stage 1 = 44, LL = -70911.9, AR(1.13) = [0.52], Max-Change = 0.0452
Stage 1 = 45, LL = -70986.3, AR(1.13) = [0.54], Max-Change = 0.0391
Stage 1 = 46, LL = -71032.9, AR(1.13) = [0.53], Max-Change = 0.0549
Stage 1 = 47, LL = -70930.7, AR(1.13) = [0.53], Max-Change = 0.0437
Stage 1 = 48, LL = -70954.6, AR(1.13) = [0.52], Max-Change = 0.0334
Stage 1 = 49, LL = -70958.4, AR(1.13) = [0.53], Max-Change = 0.0567
Stage 1 = 50, LL = -70946.4, AR(1.13) = [0.52], Max-Change = 0.0460
Stage 1 = 51, LL = -71010.1, AR(1.13) = [0.53], Max-Change = 0.0879
Stage 1 = 52, LL = -70918.2, AR(1.13) = [0.54], Max-Change = 0.0807
Stage 1 = 53, LL = -70889.1, AR(1.13) = [0.54], Max-Change = 0.0316
Stage 1 = 54, LL = -70943.9, AR(1.13) = [0.53], Max-Change = 0.0273
Stage 1 = 55, LL = -70838.9, AR(1.13) = [0.54], Max-Change = 0.0442
Stage 1 = 56, LL = -70845.9, AR(1.13) = [0.52], Max-Change = 0.0458
Stage 1 = 57, LL = -70798.8, AR(1.13) = [0.52], Max-Change = 0.0469
Stage 1 = 58, LL = -70932.5, AR(1.13) = [0.52], Max-Change = 0.0566
Stage 1 = 59, LL = -70875.2, AR(1.13) = [0.52], Max-Change = 0.0813
Stage 1 = 60, LL = -70862.9, AR(1.13) = [0.54], Max-Change = 0.0546
Stage 1 = 61, LL = -70796.8, AR(1.13) = [0.52], Max-Change = 0.0481
Stage 1 = 62, LL = -70793.4, AR(1.13) = [0.52], Max-Change = 0.0674
Stage 1 = 63, LL = -70714.4, AR(1.13) = [0.51], Max-Change = 0.0692
Stage 1 = 64, LL = -70746.8, AR(1.13) = [0.51], Max-Change = 0.0369
Stage 1 = 65, LL = -70768.6, AR(1.13) = [0.52], Max-Change = 0.0422
Stage 1 = 66, LL = -70740.7, AR(1.13) = [0.52], Max-Change = 0.0384
Stage 1 = 67, LL = -70790.2, AR(1.13) = [0.53], Max-Change = 0.0798
Stage 1 = 68, LL = -70749.7, AR(1.13) = [0.51], Max-Change = 0.0407
Stage 1 = 69, LL = -70824.3, AR(1.13) = [0.52], Max-Change = 0.0492
Stage 1 = 70, LL = -70812.6, AR(1.13) = [0.51], Max-Change = 0.0857
Stage 1 = 71, LL = -70734.4, AR(1.13) = [0.52], Max-Change = 0.0655
Stage 1 = 72, LL = -70812.1, AR(1.13) = [0.52], Max-Change = 0.0213
Stage 1 = 73, LL = -70641.6, AR(1.13) = [0.51], Max-Change = 0.0496
Stage 1 = 74, LL = -70730.6, AR(1.13) = [0.52], Max-Change = 0.0267
Stage 1 = 75, LL = -70647.8, AR(1.13) = [0.52], Max-Change = 0.0540
Stage 1 = 76, LL = -70633.7, AR(1.13) = [0.52], Max-Change = 0.0435
Stage 1 = 77, LL = -70725.7, AR(1.13) = [0.52], Max-Change = 0.0557
Stage 1 = 78, LL = -70684.3, AR(1.13) = [0.51], Max-Change = 0.0350
Stage 1 = 79, LL = -70700.6, AR(1.13) = [0.53], Max-Change = 0.0326
Stage 1 = 80, LL = -70710.5, AR(1.13) = [0.52], Max-Change = 0.0688
Stage 1 = 81, LL = -70737.4, AR(1.13) = [0.51], Max-Change = 0.0472
Stage 1 = 82, LL = -70687.8, AR(1.13) = [0.52], Max-Change = 0.0465
Stage 1 = 83, LL = -70682.4, AR(1.13) = [0.51], Max-Change = 0.0615
Stage 1 = 84, LL = -70664.2, AR(1.13) = [0.52], Max-Change = 0.0441
Stage 1 = 85, LL = -70611.0, AR(1.13) = [0.52], Max-Change = 0.0454
Stage 1 = 86, LL = -70595.8, AR(1.13) = [0.51], Max-Change = 0.0425
Stage 1 = 87, LL = -70636.6, AR(1.13) = [0.50], Max-Change = 0.0611
Stage 1 = 88, LL = -70640.6, AR(1.13) = [0.51], Max-Change = 0.0362
Stage 1 = 89, LL = -70661.5, AR(1.13) = [0.51], Max-Change = 0.0744
Stage 1 = 90, LL = -70599.5, AR(1.13) = [0.51], Max-Change = 0.0525
Stage 1 = 91, LL = -70599.1, AR(1.13) = [0.51], Max-Change = 0.0571
Stage 1 = 92, LL = -70652.9, AR(1.13) = [0.52], Max-Change = 0.0256
Stage 1 = 93, LL = -70541.5, AR(1.13) = [0.51], Max-Change = 0.0398
Stage 1 = 94, LL = -70612.7, AR(1.13) = [0.51], Max-Change = 0.0565
Stage 1 = 95, LL = -70595.5, AR(1.13) = [0.52], Max-Change = 0.0755
Stage 1 = 96, LL = -70636.8, AR(1.13) = [0.51], Max-Change = 0.0387
Stage 1 = 97, LL = -70622.8, AR(1.13) = [0.52], Max-Change = 0.0343
Stage 1 = 98, LL = -70602.6, AR(1.13) = [0.51], Max-Change = 0.0519
Stage 1 = 99, LL = -70582.8, AR(1.13) = [0.50], Max-Change = 0.0465
Stage 1 = 100, LL = -70583.6, AR(1.13) = [0.51], Max-Change = 0.0470
Stage 1 = 101, LL = -70551.6, AR(1.13) = [0.51], Max-Change = 0.0585
Stage 1 = 102, LL = -70577.6, AR(1.13) = [0.51], Max-Change = 0.0488
Stage 1 = 103, LL = -70545.1, AR(1.13) = [0.51], Max-Change = 0.0474
Stage 1 = 104, LL = -70572.1, AR(1.13) = [0.51], Max-Change = 0.0447
Stage 1 = 105, LL = -70504.0, AR(1.13) = [0.52], Max-Change = 0.0469
Stage 1 = 106, LL = -70556.1, AR(1.13) = [0.50], Max-Change = 0.0532
Stage 1 = 107, LL = -70606.7, AR(1.13) = [0.52], Max-Change = 0.0321
Stage 1 = 108, LL = -70558.2, AR(1.13) = [0.50], Max-Change = 0.0778
Stage 1 = 109, LL = -70474.3, AR(1.13) = [0.52], Max-Change = 0.0781
Stage 1 = 110, LL = -70493.0, AR(1.13) = [0.51], Max-Change = 0.0577
Stage 1 = 111, LL = -70480.2, AR(1.13) = [0.51], Max-Change = 0.0842
Stage 1 = 112, LL = -70574.1, AR(1.13) = [0.50], Max-Change = 0.0352
Stage 1 = 113, LL = -70586.3, AR(1.13) = [0.51], Max-Change = 0.0338
Stage 1 = 114, LL = -70544.0, AR(1.13) = [0.52], Max-Change = 0.0617
Stage 1 = 115, LL = -70457.4, AR(1.13) = [0.52], Max-Change = 0.0624
Stage 1 = 116, LL = -70564.5, AR(1.13) = [0.52], Max-Change = 0.0278
Stage 1 = 117, LL = -70438.7, AR(1.13) = [0.51], Max-Change = 0.0540
Stage 1 = 118, LL = -70460.0, AR(1.13) = [0.52], Max-Change = 0.0466
Stage 1 = 119, LL = -70484.8, AR(1.13) = [0.52], Max-Change = 0.0340
Stage 1 = 120, LL = -70513.1, AR(1.13) = [0.50], Max-Change = 0.0398
Stage 1 = 121, LL = -70507.6, AR(1.13) = [0.51], Max-Change = 0.0365
Stage 1 = 122, LL = -70475.6, AR(1.13) = [0.51], Max-Change = 0.0697
Stage 1 = 123, LL = -70471.7, AR(1.13) = [0.51], Max-Change = 0.0424
Stage 1 = 124, LL = -70563.3, AR(1.13) = [0.51], Max-Change = 0.1148
Stage 1 = 125, LL = -70550.0, AR(1.13) = [0.51], Max-Change = 0.0415
Stage 1 = 126, LL = -70588.7, AR(1.13) = [0.51], Max-Change = 0.0495
Stage 1 = 127, LL = -70463.9, AR(1.13) = [0.50], Max-Change = 0.0485
Stage 1 = 128, LL = -70455.1, AR(1.13) = [0.51], Max-Change = 0.0702
Stage 1 = 129, LL = -70469.0, AR(1.13) = [0.51], Max-Change = 0.0483
Stage 1 = 130, LL = -70563.3, AR(1.13) = [0.50], Max-Change = 0.0831
Stage 1 = 131, LL = -70432.4, AR(1.13) = [0.51], Max-Change = 0.0490
Stage 1 = 132, LL = -70615.7, AR(1.13) = [0.51], Max-Change = 0.0435
Stage 1 = 133, LL = -70494.2, AR(1.13) = [0.50], Max-Change = 0.0551
Stage 1 = 134, LL = -70576.8, AR(1.13) = [0.52], Max-Change = 0.0604
Stage 1 = 135, LL = -70477.8, AR(1.13) = [0.50], Max-Change = 0.0501
Stage 1 = 136, LL = -70482.4, AR(1.13) = [0.51], Max-Change = 0.0626
Stage 1 = 137, LL = -70415.3, AR(1.13) = [0.50], Max-Change = 0.0408
Stage 1 = 138, LL = -70466.6, AR(1.13) = [0.51], Max-Change = 0.0704
Stage 1 = 139, LL = -70586.9, AR(1.13) = [0.51], Max-Change = 0.0366
Stage 1 = 140, LL = -70481.6, AR(1.13) = [0.51], Max-Change = 0.0313
Stage 1 = 141, LL = -70517.2, AR(1.13) = [0.50], Max-Change = 0.0338
Stage 1 = 142, LL = -70459.5, AR(1.13) = [0.50], Max-Change = 0.0489
Stage 1 = 143, LL = -70476.7, AR(1.13) = [0.51], Max-Change = 0.0375
Stage 1 = 144, LL = -70523.1, AR(1.13) = [0.49], Max-Change = 0.0297
Stage 1 = 145, LL = -70501.0, AR(1.13) = [0.51], Max-Change = 0.0360
Stage 1 = 146, LL = -70463.9, AR(1.13) = [0.50], Max-Change = 0.0437
Stage 1 = 147, LL = -70537.6, AR(1.13) = [0.50], Max-Change = 0.0399
Stage 1 = 148, LL = -70577.1, AR(1.13) = [0.51], Max-Change = 0.0755
Stage 1 = 149, LL = -70537.1, AR(1.13) = [0.52], Max-Change = 0.0237
Stage 1 = 150, LL = -70486.2, AR(2.27) = [0.40], Max-Change = 0.0720
Stage 2 = 1, LL = -70515.4, AR(2.27) = [0.40], Max-Change = 0.0541
Stage 2 = 2, LL = -70473.4, AR(2.27) = [0.39], Max-Change = 0.0890
Stage 2 = 3, LL = -70505.2, AR(2.27) = [0.41], Max-Change = 0.0508
Stage 2 = 4, LL = -70473.1, AR(2.27) = [0.40], Max-Change = 0.0558
Stage 2 = 5, LL = -70499.4, AR(2.27) = [0.40], Max-Change = 0.0772
Stage 2 = 6, LL = -70501.0, AR(2.27) = [0.40], Max-Change = 0.0703
Stage 2 = 7, LL = -70409.5, AR(2.27) = [0.40], Max-Change = 0.0502
Stage 2 = 8, LL = -70375.8, AR(2.27) = [0.40], Max-Change = 0.0306
Stage 2 = 9, LL = -70521.9, AR(2.27) = [0.41], Max-Change = 0.0462
Stage 2 = 10, LL = -70471.8, AR(2.27) = [0.40], Max-Change = 0.0600
Stage 2 = 11, LL = -70446.4, AR(2.27) = [0.40], Max-Change = 0.0488
Stage 2 = 12, LL = -70489.3, AR(2.27) = [0.40], Max-Change = 0.0605
Stage 2 = 13, LL = -70519.0, AR(2.27) = [0.42], Max-Change = 0.0459
Stage 2 = 14, LL = -70593.1, AR(2.27) = [0.40], Max-Change = 0.0404
Stage 2 = 15, LL = -70578.6, AR(2.27) = [0.41], Max-Change = 0.0451
Stage 2 = 16, LL = -70473.0, AR(2.27) = [0.40], Max-Change = 0.0251
Stage 2 = 17, LL = -70454.9, AR(2.27) = [0.40], Max-Change = 0.0294
Stage 2 = 18, LL = -70518.5, AR(2.27) = [0.40], Max-Change = 0.0364
Stage 2 = 19, LL = -70547.3, AR(2.27) = [0.41], Max-Change = 0.0644
Stage 2 = 20, LL = -70565.4, AR(2.27) = [0.40], Max-Change = 0.0375
Stage 2 = 21, LL = -70560.9, AR(2.27) = [0.39], Max-Change = 0.0405
Stage 2 = 22, LL = -70534.1, AR(2.27) = [0.39], Max-Change = 0.0317
Stage 2 = 23, LL = -70586.2, AR(2.27) = [0.41], Max-Change = 0.0604
Stage 2 = 24, LL = -70546.5, AR(2.27) = [0.40], Max-Change = 0.0515
Stage 2 = 25, LL = -70481.5, AR(2.27) = [0.40], Max-Change = 0.0316
Stage 2 = 26, LL = -70446.6, AR(2.27) = [0.42], Max-Change = 0.0409
Stage 2 = 27, LL = -70589.3, AR(2.27) = [0.40], Max-Change = 0.0499
Stage 2 = 28, LL = -70570.8, AR(2.27) = [0.39], Max-Change = 0.0527
Stage 2 = 29, LL = -70441.1, AR(2.27) = [0.40], Max-Change = 0.0500
Stage 2 = 30, LL = -70464.4, AR(2.27) = [0.40], Max-Change = 0.0592
Stage 2 = 31, LL = -70549.0, AR(2.27) = [0.40], Max-Change = 0.0548
Stage 2 = 32, LL = -70583.5, AR(2.27) = [0.41], Max-Change = 0.0598
Stage 2 = 33, LL = -70564.5, AR(2.27) = [0.40], Max-Change = 0.0712
Stage 2 = 34, LL = -70578.9, AR(2.27) = [0.41], Max-Change = 0.0469
Stage 2 = 35, LL = -70619.6, AR(2.27) = [0.41], Max-Change = 0.0466
Stage 2 = 36, LL = -70533.7, AR(2.27) = [0.39], Max-Change = 0.0409
Stage 2 = 37, LL = -70506.3, AR(2.27) = [0.41], Max-Change = 0.0980
Stage 2 = 38, LL = -70559.1, AR(2.27) = [0.41], Max-Change = 0.0604
Stage 2 = 39, LL = -70470.1, AR(2.27) = [0.40], Max-Change = 0.0579
Stage 2 = 40, LL = -70536.9, AR(2.27) = [0.39], Max-Change = 0.0495
Stage 2 = 41, LL = -70460.4, AR(2.27) = [0.41], Max-Change = 0.0673
Stage 2 = 42, LL = -70477.7, AR(2.27) = [0.40], Max-Change = 0.0272
Stage 2 = 43, LL = -70563.9, AR(2.27) = [0.41], Max-Change = 0.0714
Stage 2 = 44, LL = -70514.8, AR(2.27) = [0.41], Max-Change = 0.0431
Stage 2 = 45, LL = -70565.3, AR(2.27) = [0.43], Max-Change = 0.0272
Stage 2 = 46, LL = -70529.7, AR(2.27) = [0.40], Max-Change = 0.0597
Stage 2 = 47, LL = -70598.4, AR(2.27) = [0.41], Max-Change = 0.0576
Stage 2 = 48, LL = -70582.2, AR(2.27) = [0.40], Max-Change = 0.0408
Stage 2 = 49, LL = -70609.5, AR(2.27) = [0.41], Max-Change = 0.0678
Stage 2 = 50, LL = -70506.9, AR(2.27) = [0.39], Max-Change = 0.0635
Stage 2 = 51, LL = -70477.6, AR(2.27) = [0.40], Max-Change = 0.0335
Stage 2 = 52, LL = -70590.7, AR(2.27) = [0.41], Max-Change = 0.0233
Stage 2 = 53, LL = -70617.4, AR(2.27) = [0.41], Max-Change = 0.0613
Stage 2 = 54, LL = -70585.4, AR(2.27) = [0.40], Max-Change = 0.0446
Stage 2 = 55, LL = -70586.5, AR(2.27) = [0.42], Max-Change = 0.0765
Stage 2 = 56, LL = -70506.9, AR(2.27) = [0.40], Max-Change = 0.0263
Stage 2 = 57, LL = -70471.8, AR(2.27) = [0.40], Max-Change = 0.0428
Stage 2 = 58, LL = -70608.8, AR(2.27) = [0.41], Max-Change = 0.0457
Stage 2 = 59, LL = -70546.6, AR(2.27) = [0.41], Max-Change = 0.0631
Stage 2 = 60, LL = -70516.6, AR(2.27) = [0.41], Max-Change = 0.0441
Stage 2 = 61, LL = -70531.4, AR(2.27) = [0.40], Max-Change = 0.0876
Stage 2 = 62, LL = -70513.2, AR(2.27) = [0.40], Max-Change = 0.0370
Stage 2 = 63, LL = -70451.3, AR(2.27) = [0.41], Max-Change = 0.0569
Stage 2 = 64, LL = -70498.7, AR(2.27) = [0.40], Max-Change = 0.0261
Stage 2 = 65, LL = -70569.7, AR(2.27) = [0.40], Max-Change = 0.0314
Stage 2 = 66, LL = -70480.9, AR(2.27) = [0.41], Max-Change = 0.0352
Stage 2 = 67, LL = -70484.0, AR(2.27) = [0.41], Max-Change = 0.0613
Stage 2 = 68, LL = -70619.9, AR(2.27) = [0.41], Max-Change = 0.0204
Stage 2 = 69, LL = -70531.9, AR(2.27) = [0.40], Max-Change = 0.0853
Stage 2 = 70, LL = -70501.3, AR(2.27) = [0.41], Max-Change = 0.0383
Stage 2 = 71, LL = -70530.1, AR(2.27) = [0.41], Max-Change = 0.0614
Stage 2 = 72, LL = -70579.3, AR(2.27) = [0.42], Max-Change = 0.0485
Stage 2 = 73, LL = -70547.6, AR(2.27) = [0.41], Max-Change = 0.0379
Stage 2 = 74, LL = -70562.4, AR(2.27) = [0.39], Max-Change = 0.0498
Stage 2 = 75, LL = -70468.3, AR(2.27) = [0.40], Max-Change = 0.0882
Stage 2 = 76, LL = -70604.4, AR(2.27) = [0.41], Max-Change = 0.0546
Stage 2 = 77, LL = -70596.0, AR(2.27) = [0.41], Max-Change = 0.0720
Stage 2 = 78, LL = -70500.6, AR(2.27) = [0.39], Max-Change = 0.0634
Stage 2 = 79, LL = -70587.6, AR(2.27) = [0.40], Max-Change = 0.0821
Stage 2 = 80, LL = -70569.3, AR(2.27) = [0.41], Max-Change = 0.0502
Stage 2 = 81, LL = -70515.2, AR(2.27) = [0.40], Max-Change = 0.0726
Stage 2 = 82, LL = -70506.0, AR(2.27) = [0.40], Max-Change = 0.0793
Stage 2 = 83, LL = -70541.5, AR(2.27) = [0.41], Max-Change = 0.0648
Stage 2 = 84, LL = -70579.2, AR(2.27) = [0.40], Max-Change = 0.0408
Stage 2 = 85, LL = -70434.0, AR(2.27) = [0.40], Max-Change = 0.0385
Stage 2 = 86, LL = -70499.9, AR(2.27) = [0.40], Max-Change = 0.0426
Stage 2 = 87, LL = -70525.0, AR(2.27) = [0.41], Max-Change = 0.0585
Stage 2 = 88, LL = -70488.7, AR(2.27) = [0.41], Max-Change = 0.0694
Stage 2 = 89, LL = -70519.3, AR(2.27) = [0.41], Max-Change = 0.0571
Stage 2 = 90, LL = -70559.5, AR(2.27) = [0.41], Max-Change = 0.0655
Stage 2 = 91, LL = -70562.7, AR(2.27) = [0.41], Max-Change = 0.0409
Stage 2 = 92, LL = -70508.2, AR(2.27) = [0.40], Max-Change = 0.0618
Stage 2 = 93, LL = -70600.5, AR(2.27) = [0.41], Max-Change = 0.0231
Stage 2 = 94, LL = -70548.2, AR(2.27) = [0.41], Max-Change = 0.0633
Stage 2 = 95, LL = -70500.9, AR(2.27) = [0.40], Max-Change = 0.0874
Stage 2 = 96, LL = -70524.8, AR(2.27) = [0.40], Max-Change = 0.1134
Stage 2 = 97, LL = -70541.6, AR(2.27) = [0.41], Max-Change = 0.0295
Stage 2 = 98, LL = -70551.0, AR(2.27) = [0.41], Max-Change = 0.0410
Stage 2 = 99, LL = -70468.2, AR(2.27) = [0.40], Max-Change = 0.0703
Stage 2 = 100, LL = -70574.5, AR(2.27) = [0.41], Max-Change = 0.0390
Stage 3 = 1, LL = -70538.5, AR(2.27) = [0.40], gam = 0.0000, Max-Change = 0.0000
Stage 3 = 2, LL = -70557.1, AR(2.27) = [0.39], gam = 0.1778, Max-Change = 0.0647
Stage 3 = 3, LL = -70508.3, AR(2.27) = [0.39], gam = 0.1057, Max-Change = 0.0326
Stage 3 = 4, LL = -70494.7, AR(2.27) = [0.42], gam = 0.0780, Max-Change = 0.0141
Stage 3 = 5, LL = -70446.4, AR(2.27) = [0.41], gam = 0.0629, Max-Change = 0.0163
Stage 3 = 6, LL = -70435.9, AR(2.27) = [0.40], gam = 0.0532, Max-Change = 0.0094
Stage 3 = 7, LL = -70535.3, AR(2.27) = [0.41], gam = 0.0464, Max-Change = 0.0149
Stage 3 = 8, LL = -70570.7, AR(2.27) = [0.41], gam = 0.0413, Max-Change = 0.0100
Stage 3 = 9, LL = -70569.8, AR(2.27) = [0.41], gam = 0.0374, Max-Change = 0.0105
Stage 3 = 10, LL = -70557.0, AR(2.27) = [0.41], gam = 0.0342, Max-Change = 0.0056
Stage 3 = 11, LL = -70538.7, AR(2.27) = [0.39], gam = 0.0316, Max-Change = 0.0108
Stage 3 = 12, LL = -70534.6, AR(2.27) = [0.40], gam = 0.0294, Max-Change = 0.0108
Stage 3 = 13, LL = -70623.1, AR(2.27) = [0.40], gam = 0.0276, Max-Change = 0.0056
Stage 3 = 14, LL = -70581.2, AR(2.27) = [0.41], gam = 0.0260, Max-Change = 0.0054
Stage 3 = 15, LL = -70459.2, AR(2.27) = [0.41], gam = 0.0246, Max-Change = 0.0063
Stage 3 = 16, LL = -70466.4, AR(2.27) = [0.41], gam = 0.0233, Max-Change = 0.0034
Stage 3 = 17, LL = -70514.6, AR(2.27) = [0.40], gam = 0.0222, Max-Change = 0.0054
Stage 3 = 18, LL = -70474.0, AR(2.27) = [0.41], gam = 0.0212, Max-Change = 0.0066
Stage 3 = 19, LL = -70472.2, AR(2.27) = [0.41], gam = 0.0203, Max-Change = 0.0050
Stage 3 = 20, LL = -70414.7, AR(2.27) = [0.42], gam = 0.0195, Max-Change = 0.0059
Stage 3 = 21, LL = -70437.4, AR(2.27) = [0.42], gam = 0.0188, Max-Change = 0.0059
Stage 3 = 22, LL = -70416.9, AR(2.27) = [0.40], gam = 0.0181, Max-Change = 0.0065
Stage 3 = 23, LL = -70556.2, AR(2.27) = [0.40], gam = 0.0175, Max-Change = 0.0019
Stage 3 = 24, LL = -70567.0, AR(2.27) = [0.41], gam = 0.0169, Max-Change = 0.0084
Stage 3 = 25, LL = -70486.3, AR(2.27) = [0.39], gam = 0.0164, Max-Change = 0.0071
Stage 3 = 26, LL = -70526.8, AR(2.27) = [0.40], gam = 0.0159, Max-Change = 0.0056
Stage 3 = 27, LL = -70504.6, AR(2.27) = [0.41], gam = 0.0154, Max-Change = 0.0027
Stage 3 = 28, LL = -70515.1, AR(2.27) = [0.40], gam = 0.0150, Max-Change = 0.0055
Stage 3 = 29, LL = -70519.4, AR(2.27) = [0.40], gam = 0.0146, Max-Change = 0.0030
Stage 3 = 30, LL = -70555.5, AR(2.27) = [0.40], gam = 0.0142, Max-Change = 0.0038
Stage 3 = 31, LL = -70609.3, AR(2.27) = [0.42], gam = 0.0139, Max-Change = 0.0024
Stage 3 = 32, LL = -70592.7, AR(2.27) = [0.40], gam = 0.0135, Max-Change = 0.0020
Stage 3 = 33, LL = -70587.0, AR(2.27) = [0.40], gam = 0.0132, Max-Change = 0.0029
Stage 3 = 34, LL = -70457.2, AR(2.27) = [0.39], gam = 0.0129, Max-Change = 0.0034
Stage 3 = 35, LL = -70539.0, AR(2.27) = [0.41], gam = 0.0126, Max-Change = 0.0027
Stage 3 = 36, LL = -70507.2, AR(2.27) = [0.41], gam = 0.0124, Max-Change = 0.0029
Stage 3 = 37, LL = -70433.0, AR(2.27) = [0.40], gam = 0.0121, Max-Change = 0.0046
Stage 3 = 38, LL = -70489.6, AR(2.27) = [0.40], gam = 0.0119, Max-Change = 0.0035
Stage 3 = 39, LL = -70459.7, AR(2.27) = [0.41], gam = 0.0116, Max-Change = 0.0034
Stage 3 = 40, LL = -70553.7, AR(2.27) = [0.40], gam = 0.0114, Max-Change = 0.0017
Stage 3 = 41, LL = -70562.1, AR(2.27) = [0.40], gam = 0.0112, Max-Change = 0.0029
Stage 3 = 42, LL = -70533.6, AR(2.27) = [0.39], gam = 0.0110, Max-Change = 0.0028
Stage 3 = 43, LL = -70543.9, AR(2.27) = [0.39], gam = 0.0108, Max-Change = 0.0032
Stage 3 = 44, LL = -70693.9, AR(2.27) = [0.41], gam = 0.0106, Max-Change = 0.0025
Stage 3 = 45, LL = -70505.2, AR(2.27) = [0.39], gam = 0.0104, Max-Change = 0.0033
Stage 3 = 46, LL = -70604.8, AR(2.27) = [0.41], gam = 0.0102, Max-Change = 0.0019
Stage 3 = 47, LL = -70628.1, AR(2.27) = [0.41], gam = 0.0101, Max-Change = 0.0027
Stage 3 = 48, LL = -70483.4, AR(2.27) = [0.41], gam = 0.0099, Max-Change = 0.0016
Stage 3 = 49, LL = -70549.4, AR(2.27) = [0.40], gam = 0.0098, Max-Change = 0.0024
Stage 3 = 50, LL = -70513.6, AR(2.27) = [0.41], gam = 0.0096, Max-Change = 0.0016
Stage 3 = 51, LL = -70538.7, AR(2.27) = [0.40], gam = 0.0095, Max-Change = 0.0041
Stage 3 = 52, LL = -70521.7, AR(2.27) = [0.40], gam = 0.0093, Max-Change = 0.0020
Stage 3 = 53, LL = -70400.5, AR(2.27) = [0.41], gam = 0.0092, Max-Change = 0.0022
Stage 3 = 54, LL = -70571.1, AR(2.27) = [0.41], gam = 0.0091, Max-Change = 0.0030
Stage 3 = 55, LL = -70445.5, AR(2.27) = [0.40], gam = 0.0089, Max-Change = 0.0016
Stage 3 = 56, LL = -70535.5, AR(2.27) = [0.40], gam = 0.0088, Max-Change = 0.0019
Stage 3 = 57, LL = -70458.6, AR(2.27) = [0.41], gam = 0.0087, Max-Change = 0.0027
Stage 3 = 58, LL = -70538.6, AR(2.27) = [0.39], gam = 0.0086, Max-Change = 0.0025
Stage 3 = 59, LL = -70517.8, AR(2.27) = [0.40], gam = 0.0085, Max-Change = 0.0037
Stage 3 = 60, LL = -70484.4, AR(2.27) = [0.41], gam = 0.0084, Max-Change = 0.0026
Stage 3 = 61, LL = -70533.9, AR(2.27) = [0.41], gam = 0.0082, Max-Change = 0.0026
Stage 3 = 62, LL = -70504.7, AR(2.27) = [0.41], gam = 0.0081, Max-Change = 0.0019
Stage 3 = 63, LL = -70465.8, AR(2.27) = [0.40], gam = 0.0080, Max-Change = 0.0022
Stage 3 = 64, LL = -70469.3, AR(2.27) = [0.40], gam = 0.0080, Max-Change = 0.0018
Stage 3 = 65, LL = -70489.0, AR(2.27) = [0.41], gam = 0.0079, Max-Change = 0.0017
Stage 3 = 66, LL = -70423.1, AR(2.27) = [0.41], gam = 0.0078, Max-Change = 0.0017
Stage 3 = 67, LL = -70493.9, AR(2.27) = [0.41], gam = 0.0077, Max-Change = 0.0015
Stage 3 = 68, LL = -70471.4, AR(2.27) = [0.40], gam = 0.0076, Max-Change = 0.0015
Stage 3 = 69, LL = -70481.3, AR(2.27) = [0.41], gam = 0.0075, Max-Change = 0.0011
Stage 3 = 70, LL = -70537.8, AR(2.27) = [0.40], gam = 0.0074, Max-Change = 0.0021
Stage 3 = 71, LL = -70553.9, AR(2.27) = [0.41], gam = 0.0073, Max-Change = 0.0018
Stage 3 = 72, LL = -70577.3, AR(2.27) = [0.40], gam = 0.0073, Max-Change = 0.0020
Stage 3 = 73, LL = -70508.0, AR(2.27) = [0.40], gam = 0.0072, Max-Change = 0.0012
Stage 3 = 74, LL = -70513.0, AR(2.27) = [0.41], gam = 0.0071, Max-Change = 0.0017
Stage 3 = 75, LL = -70430.9, AR(2.27) = [0.39], gam = 0.0070, Max-Change = 0.0014
Stage 3 = 76, LL = -70529.7, AR(2.27) = [0.39], gam = 0.0070, Max-Change = 0.0017
Stage 3 = 77, LL = -70559.5, AR(2.27) = [0.42], gam = 0.0069, Max-Change = 0.0023
Stage 3 = 78, LL = -70471.2, AR(2.27) = [0.40], gam = 0.0068, Max-Change = 0.0026
Stage 3 = 79, LL = -70500.7, AR(2.27) = [0.41], gam = 0.0068, Max-Change = 0.0021
Stage 3 = 80, LL = -70440.8, AR(2.27) = [0.41], gam = 0.0067, Max-Change = 0.0017
Stage 3 = 81, LL = -70542.1, AR(2.27) = [0.41], gam = 0.0066, Max-Change = 0.0010
Stage 3 = 82, LL = -70560.3, AR(2.27) = [0.40], gam = 0.0066, Max-Change = 0.0013
Stage 3 = 83, LL = -70469.9, AR(2.27) = [0.41], gam = 0.0065, Max-Change = 0.0010
Stage 3 = 84, LL = -70488.2, AR(2.27) = [0.40], gam = 0.0065, Max-Change = 0.0013
Stage 3 = 85, LL = -70494.7, AR(2.27) = [0.40], gam = 0.0064, Max-Change = 0.0014
Stage 3 = 86, LL = -70643.3, AR(2.27) = [0.40], gam = 0.0064, Max-Change = 0.0025
Stage 3 = 87, LL = -70596.5, AR(2.27) = [0.40], gam = 0.0063, Max-Change = 0.0018
Stage 3 = 88, LL = -70553.2, AR(2.27) = [0.40], gam = 0.0062, Max-Change = 0.0025
Stage 3 = 89, LL = -70578.3, AR(2.27) = [0.39], gam = 0.0062, Max-Change = 0.0019
Stage 3 = 90, LL = -70530.1, AR(2.27) = [0.40], gam = 0.0061, Max-Change = 0.0012
Stage 3 = 91, LL = -70508.2, AR(2.27) = [0.41], gam = 0.0061, Max-Change = 0.0008
Stage 3 = 92, LL = -70571.2, AR(2.27) = [0.40], gam = 0.0060, Max-Change = 0.0017
Stage 3 = 93, LL = -70415.4, AR(2.27) = [0.40], gam = 0.0060, Max-Change = 0.0028
Stage 3 = 94, LL = -70506.5, AR(2.27) = [0.40], gam = 0.0059, Max-Change = 0.0020
Stage 3 = 95, LL = -70507.8, AR(2.27) = [0.40], gam = 0.0059, Max-Change = 0.0014
Stage 3 = 96, LL = -70629.0, AR(2.27) = [0.41], gam = 0.0058, Max-Change = 0.0022
Stage 3 = 97, LL = -70533.0, AR(2.27) = [0.39], gam = 0.0058, Max-Change = 0.0017
Stage 3 = 98, LL = -70580.0, AR(2.27) = [0.41], gam = 0.0058, Max-Change = 0.0015
Stage 3 = 99, LL = -70539.6, AR(2.27) = [0.40], gam = 0.0057, Max-Change = 0.0016
Stage 3 = 100, LL = -70550.8, AR(2.27) = [0.40], gam = 0.0057, Max-Change = 0.0026
Stage 3 = 101, LL = -70497.2, AR(2.27) = [0.41], gam = 0.0056, Max-Change = 0.0009
Stage 3 = 102, LL = -70544.7, AR(2.27) = [0.40], gam = 0.0056, Max-Change = 0.0013
Stage 3 = 103, LL = -70546.8, AR(2.27) = [0.41], gam = 0.0055, Max-Change = 0.0013
Stage 3 = 104, LL = -70463.8, AR(2.27) = [0.40], gam = 0.0055, Max-Change = 0.0009
Stage 3 = 105, LL = -70557.2, AR(2.27) = [0.39], gam = 0.0055, Max-Change = 0.0006
Stage 3 = 106, LL = -70608.4, AR(2.27) = [0.41], gam = 0.0054, Max-Change = 0.0016
Stage 3 = 107, LL = -70623.9, AR(2.27) = [0.40], gam = 0.0054, Max-Change = 0.0024
Stage 3 = 108, LL = -70503.7, AR(2.27) = [0.39], gam = 0.0053, Max-Change = 0.0019
Stage 3 = 109, LL = -70462.8, AR(2.27) = [0.41], gam = 0.0053, Max-Change = 0.0020
Stage 3 = 110, LL = -70509.3, AR(2.27) = [0.40], gam = 0.0053, Max-Change = 0.0014
Stage 3 = 111, LL = -70477.9, AR(2.27) = [0.40], gam = 0.0052, Max-Change = 0.0011
Stage 3 = 112, LL = -70454.5, AR(2.27) = [0.41], gam = 0.0052, Max-Change = 0.0013
Stage 3 = 113, LL = -70390.2, AR(2.27) = [0.40], gam = 0.0052, Max-Change = 0.0013
Stage 3 = 114, LL = -70508.0, AR(2.27) = [0.40], gam = 0.0051, Max-Change = 0.0010
Stage 3 = 115, LL = -70500.1, AR(2.27) = [0.40], gam = 0.0051, Max-Change = 0.0017
Stage 3 = 116, LL = -70570.5, AR(2.27) = [0.40], gam = 0.0051, Max-Change = 0.0012
Stage 3 = 117, LL = -70598.7, AR(2.27) = [0.41], gam = 0.0050, Max-Change = 0.0016
Stage 3 = 118, LL = -70482.6, AR(2.27) = [0.40], gam = 0.0050, Max-Change = 0.0015
Stage 3 = 119, LL = -70486.2, AR(2.27) = [0.40], gam = 0.0050, Max-Change = 0.0011
Stage 3 = 120, LL = -70516.2, AR(2.27) = [0.41], gam = 0.0049, Max-Change = 0.0014
Stage 3 = 121, LL = -70458.0, AR(2.27) = [0.42], gam = 0.0049, Max-Change = 0.0021
Stage 3 = 122, LL = -70454.8, AR(2.27) = [0.40], gam = 0.0049, Max-Change = 0.0008
Stage 3 = 123, LL = -70456.8, AR(2.27) = [0.40], gam = 0.0048, Max-Change = 0.0017
Stage 3 = 124, LL = -70537.3, AR(2.27) = [0.40], gam = 0.0048, Max-Change = 0.0020
Stage 3 = 125, LL = -70580.0, AR(2.27) = [0.39], gam = 0.0048, Max-Change = 0.0031
Stage 3 = 126, LL = -70513.2, AR(2.27) = [0.41], gam = 0.0048, Max-Change = 0.0014
Stage 3 = 127, LL = -70641.3, AR(2.27) = [0.40], gam = 0.0047, Max-Change = 0.0012
Stage 3 = 128, LL = -70477.9, AR(2.27) = [0.40], gam = 0.0047, Max-Change = 0.0010
Stage 3 = 129, LL = -70542.3, AR(2.27) = [0.40], gam = 0.0047, Max-Change = 0.0007
Stage 3 = 130, LL = -70462.8, AR(2.27) = [0.41], gam = 0.0046, Max-Change = 0.0015
Stage 3 = 131, LL = -70567.6, AR(2.27) = [0.40], gam = 0.0046, Max-Change = 0.0007
Stage 3 = 132, LL = -70542.0, AR(2.27) = [0.39], gam = 0.0046, Max-Change = 0.0013
Stage 3 = 133, LL = -70503.7, AR(2.27) = [0.40], gam = 0.0046, Max-Change = 0.0015
Stage 3 = 134, LL = -70478.5, AR(2.27) = [0.41], gam = 0.0045, Max-Change = 0.0021
Stage 3 = 135, LL = -70602.7, AR(2.27) = [0.42], gam = 0.0045, Max-Change = 0.0008
Stage 3 = 136, LL = -70533.7, AR(2.27) = [0.41], gam = 0.0045, Max-Change = 0.0009
Stage 3 = 137, LL = -70531.2, AR(2.27) = [0.40], gam = 0.0045, Max-Change = 0.0011
Stage 3 = 138, LL = -70497.3, AR(2.27) = [0.40], gam = 0.0044, Max-Change = 0.0017
Stage 3 = 139, LL = -70516.5, AR(2.27) = [0.40], gam = 0.0044, Max-Change = 0.0010
Stage 3 = 140, LL = -70491.3, AR(2.27) = [0.40], gam = 0.0044, Max-Change = 0.0019
Stage 3 = 141, LL = -70491.0, AR(2.27) = [0.40], gam = 0.0044, Max-Change = 0.0012
Stage 3 = 142, LL = -70510.8, AR(2.27) = [0.40], gam = 0.0043, Max-Change = 0.0012
Stage 3 = 143, LL = -70540.7, AR(2.27) = [0.41], gam = 0.0043, Max-Change = 0.0014
Stage 3 = 144, LL = -70585.8, AR(2.27) = [0.40], gam = 0.0043, Max-Change = 0.0008
Stage 3 = 145, LL = -70568.7, AR(2.27) = [0.41], gam = 0.0043, Max-Change = 0.0022
Stage 3 = 146, LL = -70586.4, AR(2.27) = [0.40], gam = 0.0043, Max-Change = 0.0008
Stage 3 = 147, LL = -70512.9, AR(2.27) = [0.40], gam = 0.0042, Max-Change = 0.0016
Stage 3 = 148, LL = -70451.3, AR(2.27) = [0.40], gam = 0.0042, Max-Change = 0.0007
Stage 3 = 149, LL = -70425.8, AR(2.27) = [0.40], gam = 0.0042, Max-Change = 0.0009
Stage 3 = 150, LL = -70603.1, AR(2.27) = [0.41], gam = 0.0042, Max-Change = 0.0012
Stage 3 = 151, LL = -70542.8, AR(2.27) = [0.40], gam = 0.0041, Max-Change = 0.0015
Stage 3 = 152, LL = -70460.0, AR(2.27) = [0.40], gam = 0.0041, Max-Change = 0.0018
Stage 3 = 153, LL = -70502.1, AR(2.27) = [0.40], gam = 0.0041, Max-Change = 0.0011
Stage 3 = 154, LL = -70570.3, AR(2.27) = [0.41], gam = 0.0041, Max-Change = 0.0009
Stage 3 = 155, LL = -70608.9, AR(2.27) = [0.41], gam = 0.0041, Max-Change = 0.0010
Stage 3 = 156, LL = -70441.9, AR(2.27) = [0.40], gam = 0.0040, Max-Change = 0.0008

Calculating information matrix...

Calculating log-likelihood...

24

"q_1" re-mapped to ensure all categories have a distance of 1
"q_2" re-mapped to ensure all categories have a distance of 1
"q_3" re-mapped to ensure all categories have a distance of 1
"q_4" re-mapped to ensure all categories have a distance of 1
"q_5" re-mapped to ensure all categories have a distance of 1
"q_6" re-mapped to ensure all categories have a distance of 1
"q_7" re-mapped to ensure all categories have a distance of 1
"q_8" re-mapped to ensure all categories have a distance of 1
"q_9" re-mapped to ensure all categories have a distance of 1
"q_10" re-mapped to ensure all categories have a distance of 1
"q_11" re-mapped to ensure all categories have a distance of 1
"q_12" re-mapped to ensure all categories have a distance of 1
"q_13" re-mapped to ensure all categories have a distance of 1
"q_14" re-mapped to ensure all categories have a distance of 1
"q_15" re-mapped to ensure all categories have a distance of 1
"q_16" re-mapped to ensure all categories have a distance of 1
"q_17" re-mapped to ensure all categories have a distance of 1
"q_18" re-mapped to ensure all categories have a distance of 1
"q_19" re-mapped to ensure all categories have a distance of 1
"q_20" re-mapped to ensure all categories have a distance of 1
"q_21" re-mapped to ensure all categories have a distance of 1
"q_22" re-mapped to ensure all categories have a distance of 1
"q_23" re-mapped to ensure all categories have a distance of 1
"q_24" re-mapped to ensure all categories have a distance of 1
"q_25" re-mapped to ensure all categories have a distance of 1

Stage 1 = 1, LL = -108418.2, AR(1.15) = [0.49], Max-Change = 0.2000
Stage 1 = 2, LL = -105710.4, AR(1.15) = [0.51], Max-Change = 0.2000
Stage 1 = 3, LL = -103357.8, AR(1.15) = [0.51], Max-Change = 0.2000
Stage 1 = 4, LL = -101527.6, AR(1.15) = [0.52], Max-Change = 0.2000
Stage 1 = 5, LL = -99912.5, AR(1.15) = [0.51], Max-Change = 0.2000
Stage 1 = 6, LL = -98595.4, AR(1.15) = [0.53], Max-Change = 0.2000
Stage 1 = 7, LL = -97444.2, AR(1.15) = [0.53], Max-Change = 0.2000
Stage 1 = 8, LL = -96749.1, AR(1.15) = [0.53], Max-Change = 0.2000
Stage 1 = 9, LL = -96150.9, AR(1.15) = [0.53], Max-Change = 0.2000
Stage 1 = 10, LL = -95533.2, AR(1.15) = [0.53], Max-Change = 0.2000
Stage 1 = 11, LL = -95154.2, AR(1.15) = [0.55], Max-Change = 0.1722
Stage 1 = 12, LL = -94909.4, AR(1.15) = [0.53], Max-Change = 0.1385
Stage 1 = 13, LL = -94760.3, AR(1.15) = [0.54], Max-Change = 0.1064
Stage 1 = 14, LL = -94680.3, AR(1.15) = [0.54], Max-Change = 0.1175
Stage 1 = 15, LL = -94536.5, AR(1.15) = [0.54], Max-Change = 0.0798
Stage 1 = 16, LL = -94370.7, AR(1.15) = [0.55], Max-Change = 0.0511
Stage 1 = 17, LL = -94395.4, AR(1.15) = [0.54], Max-Change = 0.0855
Stage 1 = 18, LL = -94314.6, AR(1.15) = [0.54], Max-Change = 0.0880
Stage 1 = 19, LL = -94215.2, AR(1.15) = [0.54], Max-Change = 0.0582
Stage 1 = 20, LL = -94136.0, AR(1.15) = [0.53], Max-Change = 0.0895
Stage 1 = 21, LL = -94136.6, AR(1.15) = [0.54], Max-Change = 0.0491
Stage 1 = 22, LL = -94023.0, AR(1.15) = [0.54], Max-Change = 0.0562
Stage 1 = 23, LL = -94049.8, AR(1.15) = [0.55], Max-Change = 0.0828
Stage 1 = 24, LL = -94025.5, AR(1.15) = [0.54], Max-Change = 0.0683
Stage 1 = 25, LL = -93964.2, AR(1.15) = [0.54], Max-Change = 0.0423
Stage 1 = 26, LL = -93866.1, AR(1.15) = [0.55], Max-Change = 0.0611
Stage 1 = 27, LL = -93878.4, AR(1.15) = [0.54], Max-Change = 0.0521
Stage 1 = 28, LL = -93832.7, AR(1.15) = [0.54], Max-Change = 0.0537
Stage 1 = 29, LL = -93691.9, AR(1.15) = [0.54], Max-Change = 0.0764
Stage 1 = 30, LL = -93801.3, AR(1.15) = [0.54], Max-Change = 0.0439
Stage 1 = 31, LL = -93681.6, AR(1.15) = [0.53], Max-Change = 0.0499
Stage 1 = 32, LL = -93641.1, AR(1.15) = [0.53], Max-Change = 0.0358
Stage 1 = 33, LL = -93671.9, AR(1.15) = [0.53], Max-Change = 0.0616
Stage 1 = 34, LL = -93538.6, AR(1.15) = [0.53], Max-Change = 0.0268
Stage 1 = 35, LL = -93509.5, AR(1.15) = [0.53], Max-Change = 0.0481
Stage 1 = 36, LL = -93560.2, AR(1.15) = [0.53], Max-Change = 0.0384
Stage 1 = 37, LL = -93581.4, AR(1.15) = [0.52], Max-Change = 0.0510
Stage 1 = 38, LL = -93374.4, AR(1.15) = [0.53], Max-Change = 0.0519
Stage 1 = 39, LL = -93453.0, AR(1.15) = [0.53], Max-Change = 0.0311
Stage 1 = 40, LL = -93349.3, AR(1.15) = [0.52], Max-Change = 0.0609
Stage 1 = 41, LL = -93324.9, AR(1.15) = [0.53], Max-Change = 0.0695
Stage 1 = 42, LL = -93257.6, AR(1.15) = [0.53], Max-Change = 0.0430
Stage 1 = 43, LL = -93384.5, AR(1.15) = [0.51], Max-Change = 0.0428
Stage 1 = 44, LL = -93352.3, AR(1.15) = [0.53], Max-Change = 0.0394
Stage 1 = 45, LL = -93351.4, AR(1.15) = [0.52], Max-Change = 0.0463
Stage 1 = 46, LL = -93375.6, AR(1.15) = [0.52], Max-Change = 0.0355
Stage 1 = 47, LL = -93263.8, AR(1.15) = [0.52], Max-Change = 0.0368
Stage 1 = 48, LL = -93431.2, AR(1.15) = [0.53], Max-Change = 0.0459
Stage 1 = 49, LL = -93335.0, AR(1.15) = [0.53], Max-Change = 0.0346
Stage 1 = 50, LL = -93391.8, AR(1.15) = [0.51], Max-Change = 0.0618
Stage 1 = 51, LL = -93389.0, AR(1.15) = [0.52], Max-Change = 0.0523
Stage 1 = 52, LL = -93213.2, AR(1.15) = [0.52], Max-Change = 0.0542
Stage 1 = 53, LL = -93269.7, AR(1.15) = [0.51], Max-Change = 0.0529
Stage 1 = 54, LL = -93271.2, AR(1.15) = [0.51], Max-Change = 0.0669
Stage 1 = 55, LL = -93245.3, AR(1.15) = [0.52], Max-Change = 0.0826
Stage 1 = 56, LL = -93129.1, AR(1.15) = [0.50], Max-Change = 0.0637
Stage 1 = 57, LL = -93061.2, AR(1.15) = [0.51], Max-Change = 0.0290
Stage 1 = 58, LL = -93134.9, AR(1.15) = [0.53], Max-Change = 0.0903
Stage 1 = 59, LL = -93108.6, AR(1.15) = [0.51], Max-Change = 0.0302
Stage 1 = 60, LL = -93249.6, AR(1.15) = [0.53], Max-Change = 0.0306
Stage 1 = 61, LL = -93055.2, AR(1.15) = [0.51], Max-Change = 0.0359
Stage 1 = 62, LL = -92997.5, AR(1.15) = [0.52], Max-Change = 0.0488
Stage 1 = 63, LL = -93070.7, AR(1.15) = [0.52], Max-Change = 0.0473
Stage 1 = 64, LL = -93073.1, AR(1.15) = [0.52], Max-Change = 0.0244
Stage 1 = 65, LL = -93015.4, AR(1.15) = [0.52], Max-Change = 0.0324
Stage 1 = 66, LL = -93001.4, AR(1.15) = [0.52], Max-Change = 0.0370
Stage 1 = 67, LL = -93093.3, AR(1.15) = [0.51], Max-Change = 0.0256
Stage 1 = 68, LL = -93014.5, AR(1.15) = [0.52], Max-Change = 0.0234
Stage 1 = 69, LL = -92980.1, AR(1.15) = [0.51], Max-Change = 0.0177
Stage 1 = 70, LL = -93004.3, AR(1.15) = [0.52], Max-Change = 0.0358
Stage 1 = 71, LL = -93091.8, AR(1.15) = [0.51], Max-Change = 0.0598
Stage 1 = 72, LL = -93083.7, AR(1.15) = [0.52], Max-Change = 0.0579
Stage 1 = 73, LL = -92975.3, AR(1.15) = [0.51], Max-Change = 0.0515
Stage 1 = 74, LL = -92947.5, AR(1.15) = [0.50], Max-Change = 0.0402
Stage 1 = 75, LL = -92937.1, AR(1.15) = [0.52], Max-Change = 0.0383
Stage 1 = 76, LL = -92952.7, AR(1.15) = [0.51], Max-Change = 0.0649
Stage 1 = 77, LL = -92843.6, AR(1.15) = [0.51], Max-Change = 0.0436
Stage 1 = 78, LL = -92925.5, AR(1.15) = [0.51], Max-Change = 0.0386
Stage 1 = 79, LL = -93027.1, AR(1.15) = [0.50], Max-Change = 0.0537
Stage 1 = 80, LL = -92995.5, AR(1.15) = [0.51], Max-Change = 0.0428
Stage 1 = 81, LL = -92864.7, AR(1.15) = [0.50], Max-Change = 0.0236
Stage 1 = 82, LL = -92882.5, AR(1.15) = [0.50], Max-Change = 0.0290
Stage 1 = 83, LL = -92985.4, AR(1.15) = [0.51], Max-Change = 0.0269
Stage 1 = 84, LL = -92885.3, AR(1.15) = [0.51], Max-Change = 0.0378
Stage 1 = 85, LL = -92916.8, AR(1.15) = [0.51], Max-Change = 0.0440
Stage 1 = 86, LL = -92893.6, AR(1.15) = [0.50], Max-Change = 0.0288
Stage 1 = 87, LL = -92848.2, AR(1.15) = [0.51], Max-Change = 0.0331
Stage 1 = 88, LL = -92888.6, AR(1.15) = [0.51], Max-Change = 0.0525
Stage 1 = 89, LL = -92838.2, AR(1.15) = [0.50], Max-Change = 0.0238
Stage 1 = 90, LL = -92937.0, AR(1.15) = [0.50], Max-Change = 0.0457
Stage 1 = 91, LL = -92808.3, AR(1.15) = [0.50], Max-Change = 0.0524
Stage 1 = 92, LL = -92858.8, AR(1.15) = [0.51], Max-Change = 0.0145
Stage 1 = 93, LL = -92812.0, AR(1.15) = [0.50], Max-Change = 0.0644
Stage 1 = 94, LL = -92886.8, AR(1.15) = [0.51], Max-Change = 0.0519
Stage 1 = 95, LL = -92822.3, AR(1.15) = [0.51], Max-Change = 0.0414
Stage 1 = 96, LL = -92782.9, AR(1.15) = [0.51], Max-Change = 0.0448
Stage 1 = 97, LL = -92844.9, AR(1.15) = [0.50], Max-Change = 0.0395
Stage 1 = 98, LL = -92891.5, AR(1.15) = [0.50], Max-Change = 0.0422
Stage 1 = 99, LL = -92823.3, AR(1.15) = [0.50], Max-Change = 0.0954
Stage 1 = 100, LL = -92694.1, AR(1.15) = [0.51], Max-Change = 0.0254
Stage 1 = 101, LL = -92784.7, AR(1.15) = [0.51], Max-Change = 0.0310
Stage 1 = 102, LL = -92688.0, AR(1.15) = [0.51], Max-Change = 0.0396
Stage 1 = 103, LL = -92743.3, AR(1.15) = [0.52], Max-Change = 0.0342
Stage 1 = 104, LL = -92795.5, AR(1.15) = [0.51], Max-Change = 0.0303
Stage 1 = 105, LL = -92806.7, AR(1.15) = [0.50], Max-Change = 0.0354
Stage 1 = 106, LL = -92787.8, AR(1.15) = [0.51], Max-Change = 0.0250
Stage 1 = 107, LL = -92730.7, AR(1.15) = [0.50], Max-Change = 0.0340
Stage 1 = 108, LL = -92749.3, AR(1.15) = [0.50], Max-Change = 0.0347
Stage 1 = 109, LL = -92889.9, AR(1.15) = [0.52], Max-Change = 0.0414
Stage 1 = 110, LL = -92822.1, AR(1.15) = [0.50], Max-Change = 0.0347
Stage 1 = 111, LL = -92707.7, AR(1.15) = [0.51], Max-Change = 0.0434
Stage 1 = 112, LL = -92820.0, AR(1.15) = [0.50], Max-Change = 0.0514
Stage 1 = 113, LL = -92872.1, AR(1.15) = [0.50], Max-Change = 0.0405
Stage 1 = 114, LL = -92925.3, AR(1.15) = [0.50], Max-Change = 0.0385
Stage 1 = 115, LL = -92784.6, AR(1.15) = [0.50], Max-Change = 0.0348
Stage 1 = 116, LL = -92788.7, AR(1.15) = [0.50], Max-Change = 0.0429
Stage 1 = 117, LL = -92820.0, AR(1.15) = [0.50], Max-Change = 0.0476
Stage 1 = 118, LL = -92759.8, AR(1.15) = [0.50], Max-Change = 0.0431
Stage 1 = 119, LL = -92755.5, AR(1.15) = [0.51], Max-Change = 0.0579
Stage 1 = 120, LL = -92774.9, AR(1.15) = [0.50], Max-Change = 0.0845
Stage 1 = 121, LL = -92685.2, AR(1.15) = [0.51], Max-Change = 0.0609
Stage 1 = 122, LL = -92733.0, AR(1.15) = [0.51], Max-Change = 0.0262
Stage 1 = 123, LL = -92760.3, AR(1.15) = [0.49], Max-Change = 0.0296
Stage 1 = 124, LL = -92851.7, AR(1.15) = [0.50], Max-Change = 0.0764
Stage 1 = 125, LL = -92727.6, AR(1.15) = [0.50], Max-Change = 0.0779
Stage 1 = 126, LL = -92767.0, AR(1.15) = [0.50], Max-Change = 0.0527
Stage 1 = 127, LL = -92859.0, AR(1.15) = [0.50], Max-Change = 0.0268
Stage 1 = 128, LL = -92827.7, AR(1.15) = [0.51], Max-Change = 0.0362
Stage 1 = 129, LL = -92939.8, AR(1.15) = [0.51], Max-Change = 0.0355
Stage 1 = 130, LL = -92773.1, AR(1.15) = [0.51], Max-Change = 0.0374
Stage 1 = 131, LL = -92888.9, AR(1.15) = [0.51], Max-Change = 0.0437
Stage 1 = 132, LL = -92781.9, AR(1.15) = [0.51], Max-Change = 0.0521
Stage 1 = 133, LL = -92904.4, AR(1.15) = [0.51], Max-Change = 0.0582
Stage 1 = 134, LL = -92755.1, AR(1.15) = [0.49], Max-Change = 0.0752
Stage 1 = 135, LL = -92768.2, AR(1.15) = [0.50], Max-Change = 0.0394
Stage 1 = 136, LL = -92701.8, AR(1.15) = [0.50], Max-Change = 0.0338
Stage 1 = 137, LL = -92717.4, AR(1.15) = [0.50], Max-Change = 0.0514
Stage 1 = 138, LL = -92645.2, AR(1.15) = [0.51], Max-Change = 0.0424
Stage 1 = 139, LL = -92700.1, AR(1.15) = [0.50], Max-Change = 0.0627
Stage 1 = 140, LL = -92712.3, AR(1.15) = [0.50], Max-Change = 0.0761
Stage 1 = 141, LL = -92892.1, AR(1.15) = [0.51], Max-Change = 0.0518
Stage 1 = 142, LL = -92811.0, AR(1.15) = [0.51], Max-Change = 0.0248
Stage 1 = 143, LL = -92855.8, AR(1.15) = [0.50], Max-Change = 0.0487
Stage 1 = 144, LL = -92813.2, AR(1.15) = [0.51], Max-Change = 0.0416
Stage 1 = 145, LL = -92738.2, AR(1.15) = [0.50], Max-Change = 0.0253
Stage 1 = 146, LL = -92720.9, AR(1.15) = [0.50], Max-Change = 0.0545
Stage 1 = 147, LL = -92868.1, AR(1.15) = [0.50], Max-Change = 0.0554
Stage 1 = 148, LL = -92698.6, AR(1.15) = [0.49], Max-Change = 0.0353
Stage 1 = 149, LL = -92660.8, AR(1.15) = [0.50], Max-Change = 0.0322
Stage 1 = 150, LL = -92803.8, AR(2.20) = [0.41], Max-Change = 0.0629
Stage 2 = 1, LL = -92732.0, AR(2.20) = [0.40], Max-Change = 0.0501
Stage 2 = 2, LL = -92825.9, AR(2.20) = [0.40], Max-Change = 0.0364
Stage 2 = 3, LL = -92853.7, AR(2.20) = [0.40], Max-Change = 0.0276
Stage 2 = 4, LL = -92773.6, AR(2.20) = [0.40], Max-Change = 0.0658
Stage 2 = 5, LL = -92761.3, AR(2.20) = [0.40], Max-Change = 0.0585
Stage 2 = 6, LL = -92728.0, AR(2.20) = [0.40], Max-Change = 0.0358
Stage 2 = 7, LL = -92802.3, AR(2.20) = [0.42], Max-Change = 0.0609
Stage 2 = 8, LL = -92704.5, AR(2.20) = [0.41], Max-Change = 0.0452
Stage 2 = 9, LL = -92848.0, AR(2.20) = [0.41], Max-Change = 0.0607
Stage 2 = 10, LL = -92710.8, AR(2.20) = [0.40], Max-Change = 0.0566
Stage 2 = 11, LL = -92644.9, AR(2.20) = [0.41], Max-Change = 0.0199
Stage 2 = 12, LL = -92713.3, AR(2.20) = [0.41], Max-Change = 0.0282
Stage 2 = 13, LL = -92742.8, AR(2.20) = [0.40], Max-Change = 0.0556
Stage 2 = 14, LL = -92631.4, AR(2.20) = [0.41], Max-Change = 0.0489
Stage 2 = 15, LL = -92734.4, AR(2.20) = [0.42], Max-Change = 0.0480
Stage 2 = 16, LL = -92697.6, AR(2.20) = [0.41], Max-Change = 0.0353
Stage 2 = 17, LL = -92742.2, AR(2.20) = [0.40], Max-Change = 0.1127
Stage 2 = 18, LL = -92792.9, AR(2.20) = [0.40], Max-Change = 0.0744
Stage 2 = 19, LL = -92659.7, AR(2.20) = [0.41], Max-Change = 0.0532
Stage 2 = 20, LL = -92712.6, AR(2.20) = [0.40], Max-Change = 0.0698
Stage 2 = 21, LL = -92723.0, AR(2.20) = [0.41], Max-Change = 0.0308
Stage 2 = 22, LL = -92778.8, AR(2.20) = [0.41], Max-Change = 0.0604
Stage 2 = 23, LL = -92770.8, AR(2.20) = [0.40], Max-Change = 0.0333
Stage 2 = 24, LL = -92702.1, AR(2.20) = [0.41], Max-Change = 0.0512
Stage 2 = 25, LL = -92743.8, AR(2.20) = [0.41], Max-Change = 0.0445
Stage 2 = 26, LL = -92717.0, AR(2.20) = [0.41], Max-Change = 0.0875
Stage 2 = 27, LL = -92806.3, AR(2.20) = [0.40], Max-Change = 0.0866
Stage 2 = 28, LL = -92772.1, AR(2.20) = [0.41], Max-Change = 0.0523
Stage 2 = 29, LL = -92723.1, AR(2.20) = [0.40], Max-Change = 0.0491
Stage 2 = 30, LL = -92787.3, AR(2.20) = [0.40], Max-Change = 0.0794
Stage 2 = 31, LL = -92888.4, AR(2.20) = [0.41], Max-Change = 0.0481
Stage 2 = 32, LL = -92772.0, AR(2.20) = [0.40], Max-Change = 0.0402
Stage 2 = 33, LL = -92760.2, AR(2.20) = [0.40], Max-Change = 0.0436
Stage 2 = 34, LL = -92757.8, AR(2.20) = [0.40], Max-Change = 0.0427
Stage 2 = 35, LL = -92767.9, AR(2.20) = [0.40], Max-Change = 0.0513
Stage 2 = 36, LL = -92678.0, AR(2.20) = [0.41], Max-Change = 0.0502
Stage 2 = 37, LL = -92873.4, AR(2.20) = [0.41], Max-Change = 0.0599
Stage 2 = 38, LL = -92840.5, AR(2.20) = [0.42], Max-Change = 0.0296
Stage 2 = 39, LL = -92662.8, AR(2.20) = [0.41], Max-Change = 0.0717
Stage 2 = 40, LL = -92689.0, AR(2.20) = [0.40], Max-Change = 0.0264
Stage 2 = 41, LL = -92743.6, AR(2.20) = [0.40], Max-Change = 0.0420
Stage 2 = 42, LL = -92743.9, AR(2.20) = [0.41], Max-Change = 0.0395
Stage 2 = 43, LL = -92622.2, AR(2.20) = [0.41], Max-Change = 0.0848
Stage 2 = 44, LL = -92702.4, AR(2.20) = [0.41], Max-Change = 0.0474
Stage 2 = 45, LL = -92749.2, AR(2.20) = [0.40], Max-Change = 0.0413
Stage 2 = 46, LL = -92828.9, AR(2.20) = [0.41], Max-Change = 0.0357
Stage 2 = 47, LL = -92721.7, AR(2.20) = [0.40], Max-Change = 0.0442
Stage 2 = 48, LL = -92677.7, AR(2.20) = [0.40], Max-Change = 0.0300
Stage 2 = 49, LL = -92528.4, AR(2.20) = [0.40], Max-Change = 0.0777
Stage 2 = 50, LL = -92735.3, AR(2.20) = [0.40], Max-Change = 0.0423
Stage 2 = 51, LL = -92677.3, AR(2.20) = [0.40], Max-Change = 0.0583
Stage 2 = 52, LL = -92710.4, AR(2.20) = [0.40], Max-Change = 0.0422
Stage 2 = 53, LL = -92782.6, AR(2.20) = [0.40], Max-Change = 0.0550
Stage 2 = 54, LL = -92680.7, AR(2.20) = [0.40], Max-Change = 0.0363
Stage 2 = 55, LL = -92766.5, AR(2.20) = [0.40], Max-Change = 0.0512
Stage 2 = 56, LL = -92837.2, AR(2.20) = [0.40], Max-Change = 0.0473
Stage 2 = 57, LL = -92767.6, AR(2.20) = [0.41], Max-Change = 0.0489
Stage 2 = 58, LL = -92805.1, AR(2.20) = [0.41], Max-Change = 0.0467
Stage 2 = 59, LL = -92689.4, AR(2.20) = [0.40], Max-Change = 0.0477
Stage 2 = 60, LL = -92718.9, AR(2.20) = [0.41], Max-Change = 0.0385
Stage 2 = 61, LL = -92775.9, AR(2.20) = [0.41], Max-Change = 0.0337
Stage 2 = 62, LL = -92724.6, AR(2.20) = [0.40], Max-Change = 0.0447
Stage 2 = 63, LL = -92737.8, AR(2.20) = [0.39], Max-Change = 0.0444
Stage 2 = 64, LL = -92715.0, AR(2.20) = [0.41], Max-Change = 0.0476
Stage 2 = 65, LL = -92823.9, AR(2.20) = [0.41], Max-Change = 0.0622
Stage 2 = 66, LL = -92792.3, AR(2.20) = [0.41], Max-Change = 0.0571
Stage 2 = 67, LL = -92736.4, AR(2.20) = [0.41], Max-Change = 0.0283
Stage 2 = 68, LL = -92792.7, AR(2.20) = [0.40], Max-Change = 0.0504
Stage 2 = 69, LL = -92751.8, AR(2.20) = [0.41], Max-Change = 0.0283
Stage 2 = 70, LL = -92720.4, AR(2.20) = [0.40], Max-Change = 0.0502
Stage 2 = 71, LL = -92871.5, AR(2.20) = [0.41], Max-Change = 0.0414
Stage 2 = 72, LL = -92671.4, AR(2.20) = [0.40], Max-Change = 0.0418
Stage 2 = 73, LL = -92742.2, AR(2.20) = [0.40], Max-Change = 0.0518
Stage 2 = 74, LL = -92767.0, AR(2.20) = [0.40], Max-Change = 0.0308
Stage 2 = 75, LL = -92790.5, AR(2.20) = [0.40], Max-Change = 0.0446
Stage 2 = 76, LL = -92792.8, AR(2.20) = [0.40], Max-Change = 0.0401
Stage 2 = 77, LL = -92843.8, AR(2.20) = [0.41], Max-Change = 0.0513
Stage 2 = 78, LL = -92795.7, AR(2.20) = [0.42], Max-Change = 0.0303
Stage 2 = 79, LL = -92872.8, AR(2.20) = [0.41], Max-Change = 0.0375
Stage 2 = 80, LL = -92687.6, AR(2.20) = [0.41], Max-Change = 0.0343
Stage 2 = 81, LL = -92694.2, AR(2.20) = [0.40], Max-Change = 0.0478
Stage 2 = 82, LL = -92751.6, AR(2.20) = [0.40], Max-Change = 0.0530
Stage 2 = 83, LL = -92756.4, AR(2.20) = [0.40], Max-Change = 0.0511
Stage 2 = 84, LL = -92783.0, AR(2.20) = [0.40], Max-Change = 0.0435
Stage 2 = 85, LL = -92697.4, AR(2.20) = [0.40], Max-Change = 0.0418
Stage 2 = 86, LL = -92798.9, AR(2.20) = [0.40], Max-Change = 0.0320
Stage 2 = 87, LL = -92638.6, AR(2.20) = [0.40], Max-Change = 0.0836
Stage 2 = 88, LL = -92694.7, AR(2.20) = [0.40], Max-Change = 0.0495
Stage 2 = 89, LL = -92751.3, AR(2.20) = [0.39], Max-Change = 0.0656
Stage 2 = 90, LL = -92721.5, AR(2.20) = [0.39], Max-Change = 0.0487
Stage 2 = 91, LL = -92729.6, AR(2.20) = [0.40], Max-Change = 0.0639
Stage 2 = 92, LL = -92759.0, AR(2.20) = [0.41], Max-Change = 0.0252
Stage 2 = 93, LL = -92638.0, AR(2.20) = [0.40], Max-Change = 0.0547
Stage 2 = 94, LL = -92698.9, AR(2.20) = [0.41], Max-Change = 0.0292
Stage 2 = 95, LL = -92735.9, AR(2.20) = [0.40], Max-Change = 0.0347
Stage 2 = 96, LL = -92723.6, AR(2.20) = [0.40], Max-Change = 0.0262
Stage 2 = 97, LL = -92733.2, AR(2.20) = [0.40], Max-Change = 0.0228
Stage 2 = 98, LL = -92707.8, AR(2.20) = [0.40], Max-Change = 0.0221
Stage 2 = 99, LL = -92661.3, AR(2.20) = [0.39], Max-Change = 0.0453
Stage 2 = 100, LL = -92826.5, AR(2.20) = [0.39], Max-Change = 0.0272
Stage 3 = 1, LL = -92717.7, AR(2.20) = [0.41], gam = 0.0000, Max-Change = 0.0000
Stage 3 = 2, LL = -92703.1, AR(2.20) = [0.40], gam = 0.1778, Max-Change = 0.0563
Stage 3 = 3, LL = -92742.4, AR(2.20) = [0.40], gam = 0.1057, Max-Change = 0.0271
Stage 3 = 4, LL = -92755.2, AR(2.20) = [0.39], gam = 0.0780, Max-Change = 0.0113
Stage 3 = 5, LL = -92764.2, AR(2.20) = [0.41], gam = 0.0629, Max-Change = 0.0134
Stage 3 = 6, LL = -92642.1, AR(2.20) = [0.40], gam = 0.0532, Max-Change = 0.0194
Stage 3 = 7, LL = -92670.5, AR(2.20) = [0.40], gam = 0.0464, Max-Change = 0.0045
Stage 3 = 8, LL = -92768.6, AR(2.20) = [0.40], gam = 0.0413, Max-Change = 0.0067
Stage 3 = 9, LL = -92718.0, AR(2.20) = [0.40], gam = 0.0374, Max-Change = 0.0060
Stage 3 = 10, LL = -92724.9, AR(2.20) = [0.40], gam = 0.0342, Max-Change = 0.0075
Stage 3 = 11, LL = -92716.4, AR(2.20) = [0.41], gam = 0.0316, Max-Change = 0.0091
Stage 3 = 12, LL = -92746.5, AR(2.20) = [0.40], gam = 0.0294, Max-Change = 0.0055
Stage 3 = 13, LL = -92739.0, AR(2.20) = [0.40], gam = 0.0276, Max-Change = 0.0115
Stage 3 = 14, LL = -92569.7, AR(2.20) = [0.40], gam = 0.0260, Max-Change = 0.0059
Stage 3 = 15, LL = -92644.2, AR(2.20) = [0.41], gam = 0.0246, Max-Change = 0.0049
Stage 3 = 16, LL = -92670.3, AR(2.20) = [0.40], gam = 0.0233, Max-Change = 0.0054
Stage 3 = 17, LL = -92703.0, AR(2.20) = [0.40], gam = 0.0222, Max-Change = 0.0068
Stage 3 = 18, LL = -92796.4, AR(2.20) = [0.40], gam = 0.0212, Max-Change = 0.0036
Stage 3 = 19, LL = -92793.2, AR(2.20) = [0.40], gam = 0.0203, Max-Change = 0.0035
Stage 3 = 20, LL = -92765.6, AR(2.20) = [0.40], gam = 0.0195, Max-Change = 0.0042
Stage 3 = 21, LL = -92687.1, AR(2.20) = [0.40], gam = 0.0188, Max-Change = 0.0032
Stage 3 = 22, LL = -92704.2, AR(2.20) = [0.40], gam = 0.0181, Max-Change = 0.0040
Stage 3 = 23, LL = -92717.9, AR(2.20) = [0.40], gam = 0.0175, Max-Change = 0.0044
Stage 3 = 24, LL = -92726.3, AR(2.20) = [0.40], gam = 0.0169, Max-Change = 0.0021
Stage 3 = 25, LL = -92755.0, AR(2.20) = [0.40], gam = 0.0164, Max-Change = 0.0036
Stage 3 = 26, LL = -92727.7, AR(2.20) = [0.40], gam = 0.0159, Max-Change = 0.0026
Stage 3 = 27, LL = -92880.5, AR(2.20) = [0.40], gam = 0.0154, Max-Change = 0.0022
Stage 3 = 28, LL = -92747.4, AR(2.20) = [0.41], gam = 0.0150, Max-Change = 0.0046
Stage 3 = 29, LL = -92777.2, AR(2.20) = [0.41], gam = 0.0146, Max-Change = 0.0040
Stage 3 = 30, LL = -92814.2, AR(2.20) = [0.41], gam = 0.0142, Max-Change = 0.0049
Stage 3 = 31, LL = -92904.6, AR(2.20) = [0.41], gam = 0.0139, Max-Change = 0.0032
Stage 3 = 32, LL = -92738.8, AR(2.20) = [0.40], gam = 0.0135, Max-Change = 0.0023
Stage 3 = 33, LL = -92735.3, AR(2.20) = [0.40], gam = 0.0132, Max-Change = 0.0046
Stage 3 = 34, LL = -92754.1, AR(2.20) = [0.41], gam = 0.0129, Max-Change = 0.0070
Stage 3 = 35, LL = -92752.4, AR(2.20) = [0.40], gam = 0.0126, Max-Change = 0.0026
Stage 3 = 36, LL = -92712.1, AR(2.20) = [0.40], gam = 0.0124, Max-Change = 0.0019
Stage 3 = 37, LL = -92692.6, AR(2.20) = [0.40], gam = 0.0121, Max-Change = 0.0030
Stage 3 = 38, LL = -92719.9, AR(2.20) = [0.41], gam = 0.0119, Max-Change = 0.0013
Stage 3 = 39, LL = -92738.2, AR(2.20) = [0.41], gam = 0.0116, Max-Change = 0.0033
Stage 3 = 40, LL = -92662.6, AR(2.20) = [0.40], gam = 0.0114, Max-Change = 0.0023
Stage 3 = 41, LL = -92767.3, AR(2.20) = [0.40], gam = 0.0112, Max-Change = 0.0015
Stage 3 = 42, LL = -92824.4, AR(2.20) = [0.41], gam = 0.0110, Max-Change = 0.0040
Stage 3 = 43, LL = -92775.1, AR(2.20) = [0.40], gam = 0.0108, Max-Change = 0.0021
Stage 3 = 44, LL = -92783.5, AR(2.20) = [0.40], gam = 0.0106, Max-Change = 0.0031
Stage 3 = 45, LL = -92671.7, AR(2.20) = [0.39], gam = 0.0104, Max-Change = 0.0012
Stage 3 = 46, LL = -92767.4, AR(2.20) = [0.41], gam = 0.0102, Max-Change = 0.0017
Stage 3 = 47, LL = -92821.4, AR(2.20) = [0.41], gam = 0.0101, Max-Change = 0.0023
Stage 3 = 48, LL = -92759.6, AR(2.20) = [0.40], gam = 0.0099, Max-Change = 0.0013
Stage 3 = 49, LL = -92671.0, AR(2.20) = [0.40], gam = 0.0098, Max-Change = 0.0022
Stage 3 = 50, LL = -92574.8, AR(2.20) = [0.40], gam = 0.0096, Max-Change = 0.0022
Stage 3 = 51, LL = -92660.9, AR(2.20) = [0.39], gam = 0.0095, Max-Change = 0.0015
Stage 3 = 52, LL = -92730.2, AR(2.20) = [0.40], gam = 0.0093, Max-Change = 0.0014
Stage 3 = 53, LL = -92726.1, AR(2.20) = [0.41], gam = 0.0092, Max-Change = 0.0019
Stage 3 = 54, LL = -92769.4, AR(2.20) = [0.41], gam = 0.0091, Max-Change = 0.0014
Stage 3 = 55, LL = -92675.0, AR(2.20) = [0.40], gam = 0.0089, Max-Change = 0.0017
Stage 3 = 56, LL = -92602.4, AR(2.20) = [0.40], gam = 0.0088, Max-Change = 0.0022
Stage 3 = 57, LL = -92785.1, AR(2.20) = [0.41], gam = 0.0087, Max-Change = 0.0027
Stage 3 = 58, LL = -92611.4, AR(2.20) = [0.40], gam = 0.0086, Max-Change = 0.0013
Stage 3 = 59, LL = -92680.7, AR(2.20) = [0.40], gam = 0.0085, Max-Change = 0.0025
Stage 3 = 60, LL = -92731.6, AR(2.20) = [0.41], gam = 0.0084, Max-Change = 0.0016
Stage 3 = 61, LL = -92606.1, AR(2.20) = [0.41], gam = 0.0082, Max-Change = 0.0022
Stage 3 = 62, LL = -92665.5, AR(2.20) = [0.40], gam = 0.0081, Max-Change = 0.0024
Stage 3 = 63, LL = -92742.5, AR(2.20) = [0.40], gam = 0.0080, Max-Change = 0.0016
Stage 3 = 64, LL = -92708.4, AR(2.20) = [0.41], gam = 0.0080, Max-Change = 0.0012
Stage 3 = 65, LL = -92680.0, AR(2.20) = [0.42], gam = 0.0079, Max-Change = 0.0024
Stage 3 = 66, LL = -92625.1, AR(2.20) = [0.41], gam = 0.0078, Max-Change = 0.0009
Stage 3 = 67, LL = -92658.3, AR(2.20) = [0.40], gam = 0.0077, Max-Change = 0.0018
Stage 3 = 68, LL = -92672.2, AR(2.20) = [0.40], gam = 0.0076, Max-Change = 0.0015
Stage 3 = 69, LL = -92758.6, AR(2.20) = [0.41], gam = 0.0075, Max-Change = 0.0011
Stage 3 = 70, LL = -92661.8, AR(2.20) = [0.41], gam = 0.0074, Max-Change = 0.0014
Stage 3 = 71, LL = -92706.0, AR(2.20) = [0.40], gam = 0.0073, Max-Change = 0.0016
Stage 3 = 72, LL = -92778.4, AR(2.20) = [0.39], gam = 0.0073, Max-Change = 0.0011
Stage 3 = 73, LL = -92704.7, AR(2.20) = [0.40], gam = 0.0072, Max-Change = 0.0014
Stage 3 = 74, LL = -92635.5, AR(2.20) = [0.39], gam = 0.0071, Max-Change = 0.0015
Stage 3 = 75, LL = -92626.0, AR(2.20) = [0.40], gam = 0.0070, Max-Change = 0.0007
Stage 3 = 76, LL = -92705.8, AR(2.20) = [0.40], gam = 0.0070, Max-Change = 0.0017
Stage 3 = 77, LL = -92815.9, AR(2.20) = [0.40], gam = 0.0069, Max-Change = 0.0008
Stage 3 = 78, LL = -92713.2, AR(2.20) = [0.41], gam = 0.0068, Max-Change = 0.0014
Stage 3 = 79, LL = -92682.9, AR(2.20) = [0.41], gam = 0.0068, Max-Change = 0.0017
Stage 3 = 80, LL = -92715.5, AR(2.20) = [0.41], gam = 0.0067, Max-Change = 0.0018
Stage 3 = 81, LL = -92705.1, AR(2.20) = [0.41], gam = 0.0066, Max-Change = 0.0010
Stage 3 = 82, LL = -92672.0, AR(2.20) = [0.39], gam = 0.0066, Max-Change = 0.0017
Stage 3 = 83, LL = -92733.5, AR(2.20) = [0.40], gam = 0.0065, Max-Change = 0.0025
Stage 3 = 84, LL = -92793.9, AR(2.20) = [0.41], gam = 0.0065, Max-Change = 0.0010
Stage 3 = 85, LL = -92638.5, AR(2.20) = [0.40], gam = 0.0064, Max-Change = 0.0020
Stage 3 = 86, LL = -92684.1, AR(2.20) = [0.40], gam = 0.0064, Max-Change = 0.0022
Stage 3 = 87, LL = -92574.8, AR(2.20) = [0.40], gam = 0.0063, Max-Change = 0.0020
Stage 3 = 88, LL = -92735.0, AR(2.20) = [0.41], gam = 0.0062, Max-Change = 0.0014
Stage 3 = 89, LL = -92785.9, AR(2.20) = [0.41], gam = 0.0062, Max-Change = 0.0010
Stage 3 = 90, LL = -92761.4, AR(2.20) = [0.41], gam = 0.0061, Max-Change = 0.0013
Stage 3 = 91, LL = -92741.7, AR(2.20) = [0.40], gam = 0.0061, Max-Change = 0.0007
Stage 3 = 92, LL = -92752.9, AR(2.20) = [0.41], gam = 0.0060, Max-Change = 0.0013
Stage 3 = 93, LL = -92819.8, AR(2.20) = [0.41], gam = 0.0060, Max-Change = 0.0015
Stage 3 = 94, LL = -92752.8, AR(2.20) = [0.40], gam = 0.0059, Max-Change = 0.0009
Stage 3 = 95, LL = -92761.6, AR(2.20) = [0.40], gam = 0.0059, Max-Change = 0.0009
Stage 3 = 96, LL = -92799.4, AR(2.20) = [0.40], gam = 0.0058, Max-Change = 0.0013
Stage 3 = 97, LL = -92863.3, AR(2.20) = [0.40], gam = 0.0058, Max-Change = 0.0009
Stage 3 = 98, LL = -92776.7, AR(2.20) = [0.40], gam = 0.0058, Max-Change = 0.0013
Stage 3 = 99, LL = -92747.5, AR(2.20) = [0.41], gam = 0.0057, Max-Change = 0.0017
Stage 3 = 100, LL = -92724.2, AR(2.20) = [0.41], gam = 0.0057, Max-Change = 0.0011
Stage 3 = 101, LL = -92755.7, AR(2.20) = [0.41], gam = 0.0056, Max-Change = 0.0006
Stage 3 = 102, LL = -92685.8, AR(2.20) = [0.41], gam = 0.0056, Max-Change = 0.0019
Stage 3 = 103, LL = -92762.8, AR(2.20) = [0.40], gam = 0.0055, Max-Change = 0.0010
Stage 3 = 104, LL = -92685.2, AR(2.20) = [0.40], gam = 0.0055, Max-Change = 0.0013
Stage 3 = 105, LL = -92721.0, AR(2.20) = [0.39], gam = 0.0055, Max-Change = 0.0015
Stage 3 = 106, LL = -92728.1, AR(2.20) = [0.39], gam = 0.0054, Max-Change = 0.0014
Stage 3 = 107, LL = -92694.9, AR(2.20) = [0.41], gam = 0.0054, Max-Change = 0.0006
Stage 3 = 108, LL = -92745.2, AR(2.20) = [0.40], gam = 0.0053, Max-Change = 0.0009
Stage 3 = 109, LL = -92713.8, AR(2.20) = [0.42], gam = 0.0053, Max-Change = 0.0008

Calculating information matrix...

Calculating log-likelihood...

30

"q_1" re-mapped to ensure all categories have a distance of 1
"q_2" re-mapped to ensure all categories have a distance of 1
"q_3" re-mapped to ensure all categories have a distance of 1
"q_4" re-mapped to ensure all categories have a distance of 1
"q_5" re-mapped to ensure all categories have a distance of 1
"q_6" re-mapped to ensure all categories have a distance of 1
"q_7" re-mapped to ensure all categories have a distance of 1
"q_8" re-mapped to ensure all categories have a distance of 1
"q_9" re-mapped to ensure all categories have a distance of 1
"q_10" re-mapped to ensure all categories have a distance of 1
"q_11" re-mapped to ensure all categories have a distance of 1
"q_12" re-mapped to ensure all categories have a distance of 1
"q_13" re-mapped to ensure all categories have a distance of 1
"q_14" re-mapped to ensure all categories have a distance of 1
"q_15" re-mapped to ensure all categories have a distance of 1
"q_16" re-mapped to ensure all categories have a distance of 1
"q_17" re-mapped to ensure all categories have a distance of 1
"q_18" re-mapped to ensure all categories have a distance of 1
"q_19" re-mapped to ensure all categories have a distance of 1
"q_20" re-mapped to ensure all categories have a distance of 1
"q_21" re-mapped to ensure all categories have a distance of 1
"q_22" re-mapped to ensure all categories have a distance of 1
"q_23" re-mapped to ensure all categories have a distance of 1
"q_24" re-mapped to ensure all categories have a distance of 1
"q_25" re-mapped to ensure all categories have a distance of 1
"q_26" re-mapped to ensure all categories have a distance of 1
"q_27" re-mapped to ensure all categories have a distance of 1
"q_28" re-mapped to ensure all categories have a distance of 1

Stage 1 = 1, LL = -180881.2, AR(0.96) = [0.51], Max-Change = 0.2000
Stage 1 = 2, LL = -175364.3, AR(0.96) = [0.51], Max-Change = 0.2000
Stage 1 = 3, LL = -171166.5, AR(0.96) = [0.51], Max-Change = 0.2000
Stage 1 = 4, LL = -167866.2, AR(0.96) = [0.51], Max-Change = 0.2000
Stage 1 = 5, LL = -165443.9, AR(0.96) = [0.52], Max-Change = 0.2000
Stage 1 = 6, LL = -163162.2, AR(0.96) = [0.52], Max-Change = 0.2000
Stage 1 = 7, LL = -161356.1, AR(0.96) = [0.52], Max-Change = 0.2000
Stage 1 = 8, LL = -160155.3, AR(0.96) = [0.53], Max-Change = 0.2000
Stage 1 = 9, LL = -159077.7, AR(0.96) = [0.52], Max-Change = 0.2000
Stage 1 = 10, LL = -158414.1, AR(0.96) = [0.52], Max-Change = 0.2000
Stage 1 = 11, LL = -157609.3, AR(0.96) = [0.52], Max-Change = 0.2000
Stage 1 = 12, LL = -157022.8, AR(0.96) = [0.52], Max-Change = 0.2000
Stage 1 = 13, LL = -156754.5, AR(0.96) = [0.52], Max-Change = 0.2000
Stage 1 = 14, LL = -156517.0, AR(0.96) = [0.52], Max-Change = 0.1967
Stage 1 = 15, LL = -156270.3, AR(0.96) = [0.52], Max-Change = 0.1648
Stage 1 = 16, LL = -156101.8, AR(0.96) = [0.52], Max-Change = 0.1196
Stage 1 = 17, LL = -155828.2, AR(0.96) = [0.53], Max-Change = 0.1028
Stage 1 = 18, LL = -155799.7, AR(0.96) = [0.52], Max-Change = 0.1180
Stage 1 = 19, LL = -155709.2, AR(0.96) = [0.52], Max-Change = 0.0546
Stage 1 = 20, LL = -155707.3, AR(0.96) = [0.52], Max-Change = 0.0661
Stage 1 = 21, LL = -155518.8, AR(0.96) = [0.52], Max-Change = 0.0700
Stage 1 = 22, LL = -155564.7, AR(0.96) = [0.53], Max-Change = 0.0679
Stage 1 = 23, LL = -155459.4, AR(0.96) = [0.52], Max-Change = 0.0597
Stage 1 = 24, LL = -155326.7, AR(0.96) = [0.52], Max-Change = 0.0518
Stage 1 = 25, LL = -155169.3, AR(0.96) = [0.51], Max-Change = 0.0574
Stage 1 = 26, LL = -155232.3, AR(0.96) = [0.52], Max-Change = 0.0466
Stage 1 = 27, LL = -155246.7, AR(0.96) = [0.53], Max-Change = 0.0549
Stage 1 = 28, LL = -155162.7, AR(0.96) = [0.52], Max-Change = 0.0474
Stage 1 = 29, LL = -155024.4, AR(0.96) = [0.52], Max-Change = 0.0537
Stage 1 = 30, LL = -155086.2, AR(0.96) = [0.52], Max-Change = 0.0327
Stage 1 = 31, LL = -154918.2, AR(0.96) = [0.52], Max-Change = 0.0462
Stage 1 = 32, LL = -154880.6, AR(0.96) = [0.52], Max-Change = 0.0575
Stage 1 = 33, LL = -155025.3, AR(0.96) = [0.51], Max-Change = 0.0432
Stage 1 = 34, LL = -154953.4, AR(0.96) = [0.52], Max-Change = 0.0541
Stage 1 = 35, LL = -154753.8, AR(0.96) = [0.52], Max-Change = 0.0403
Stage 1 = 36, LL = -154797.6, AR(0.96) = [0.51], Max-Change = 0.0563
Stage 1 = 37, LL = -154801.5, AR(0.96) = [0.51], Max-Change = 0.0543
Stage 1 = 38, LL = -154883.0, AR(0.96) = [0.52], Max-Change = 0.0379
Stage 1 = 39, LL = -154686.1, AR(0.96) = [0.52], Max-Change = 0.0364
Stage 1 = 40, LL = -154611.6, AR(0.96) = [0.52], Max-Change = 0.0383
Stage 1 = 41, LL = -154536.2, AR(0.96) = [0.51], Max-Change = 0.0539
Stage 1 = 42, LL = -154554.9, AR(0.96) = [0.50], Max-Change = 0.0414
Stage 1 = 43, LL = -154519.5, AR(0.96) = [0.52], Max-Change = 0.0339
Stage 1 = 44, LL = -154484.6, AR(0.96) = [0.50], Max-Change = 0.0460
Stage 1 = 45, LL = -154477.6, AR(0.96) = [0.51], Max-Change = 0.0459
Stage 1 = 46, LL = -154478.4, AR(0.96) = [0.51], Max-Change = 0.0433
Stage 1 = 47, LL = -154257.4, AR(0.96) = [0.51], Max-Change = 0.0260
Stage 1 = 48, LL = -154266.5, AR(0.96) = [0.51], Max-Change = 0.0364
Stage 1 = 49, LL = -154320.5, AR(0.96) = [0.50], Max-Change = 0.0346
Stage 1 = 50, LL = -154337.2, AR(0.96) = [0.51], Max-Change = 0.0666
Stage 1 = 51, LL = -154214.8, AR(0.96) = [0.51], Max-Change = 0.0390
Stage 1 = 52, LL = -154307.4, AR(0.96) = [0.51], Max-Change = 0.0489
Stage 1 = 53, LL = -154095.9, AR(0.96) = [0.50], Max-Change = 0.0255
Stage 1 = 54, LL = -154173.4, AR(0.96) = [0.50], Max-Change = 0.0296
Stage 1 = 55, LL = -154210.8, AR(0.96) = [0.51], Max-Change = 0.0547
Stage 1 = 56, LL = -154141.4, AR(0.96) = [0.50], Max-Change = 0.0250
Stage 1 = 57, LL = -154144.9, AR(0.96) = [0.50], Max-Change = 0.0411
Stage 1 = 58, LL = -153932.4, AR(0.96) = [0.50], Max-Change = 0.0210
Stage 1 = 59, LL = -154081.3, AR(0.96) = [0.50], Max-Change = 0.0260
Stage 1 = 60, LL = -153944.9, AR(0.96) = [0.50], Max-Change = 0.0219
Stage 1 = 61, LL = -154088.4, AR(0.96) = [0.50], Max-Change = 0.0392
Stage 1 = 62, LL = -154046.3, AR(0.96) = [0.50], Max-Change = 0.0378
Stage 1 = 63, LL = -153989.8, AR(0.96) = [0.51], Max-Change = 0.0256
Stage 1 = 64, LL = -153925.3, AR(0.96) = [0.50], Max-Change = 0.0240
Stage 1 = 65, LL = -153901.8, AR(0.96) = [0.51], Max-Change = 0.0205
Stage 1 = 66, LL = -153883.6, AR(0.96) = [0.50], Max-Change = 0.0334
Stage 1 = 67, LL = -153844.1, AR(0.96) = [0.50], Max-Change = 0.0604
Stage 1 = 68, LL = -153904.8, AR(0.96) = [0.51], Max-Change = 0.0260
Stage 1 = 69, LL = -154032.2, AR(0.96) = [0.50], Max-Change = 0.0292
Stage 1 = 70, LL = -153894.9, AR(0.96) = [0.51], Max-Change = 0.0244
Stage 1 = 71, LL = -154039.5, AR(0.96) = [0.50], Max-Change = 0.0585
Stage 1 = 72, LL = -153765.6, AR(0.96) = [0.50], Max-Change = 0.0305
Stage 1 = 73, LL = -153879.2, AR(0.96) = [0.50], Max-Change = 0.0321
Stage 1 = 74, LL = -153781.1, AR(0.96) = [0.50], Max-Change = 0.0480
Stage 1 = 75, LL = -153744.9, AR(0.96) = [0.49], Max-Change = 0.0233
Stage 1 = 76, LL = -153850.8, AR(0.96) = [0.49], Max-Change = 0.0399
Stage 1 = 77, LL = -153798.0, AR(0.96) = [0.50], Max-Change = 0.0457
Stage 1 = 78, LL = -153730.0, AR(0.96) = [0.50], Max-Change = 0.0382
Stage 1 = 79, LL = -153731.2, AR(0.96) = [0.50], Max-Change = 0.0382
Stage 1 = 80, LL = -153790.1, AR(0.96) = [0.49], Max-Change = 0.0713
Stage 1 = 81, LL = -153576.0, AR(0.96) = [0.49], Max-Change = 0.0365
Stage 1 = 82, LL = -153705.9, AR(0.96) = [0.49], Max-Change = 0.0300
Stage 1 = 83, LL = -153728.7, AR(0.96) = [0.49], Max-Change = 0.0264
Stage 1 = 84, LL = -153766.8, AR(0.96) = [0.49], Max-Change = 0.0189
Stage 1 = 85, LL = -153813.2, AR(0.96) = [0.49], Max-Change = 0.0290
Stage 1 = 86, LL = -153627.8, AR(0.96) = [0.49], Max-Change = 0.0354
Stage 1 = 87, LL = -153865.6, AR(0.96) = [0.50], Max-Change = 0.0428
Stage 1 = 88, LL = -153887.0, AR(0.96) = [0.50], Max-Change = 0.0479
Stage 1 = 89, LL = -153761.8, AR(0.96) = [0.50], Max-Change = 0.0361
Stage 1 = 90, LL = -153767.2, AR(0.96) = [0.50], Max-Change = 0.0461
Stage 1 = 91, LL = -153729.5, AR(0.96) = [0.49], Max-Change = 0.0301
Stage 1 = 92, LL = -153663.7, AR(0.96) = [0.50], Max-Change = 0.0160
Stage 1 = 93, LL = -153718.2, AR(0.96) = [0.50], Max-Change = 0.0368
Stage 1 = 94, LL = -153878.5, AR(0.96) = [0.50], Max-Change = 0.0263
Stage 1 = 95, LL = -153677.5, AR(0.96) = [0.49], Max-Change = 0.0505
Stage 1 = 96, LL = -153770.7, AR(0.96) = [0.50], Max-Change = 0.0291
Stage 1 = 97, LL = -153696.4, AR(0.96) = [0.49], Max-Change = 0.0285
Stage 1 = 98, LL = -153578.0, AR(0.96) = [0.49], Max-Change = 0.0426
Stage 1 = 99, LL = -153674.2, AR(0.96) = [0.49], Max-Change = 0.0261
Stage 1 = 100, LL = -153693.8, AR(0.96) = [0.50], Max-Change = 0.0354
Stage 1 = 101, LL = -153727.8, AR(0.96) = [0.49], Max-Change = 0.0290
Stage 1 = 102, LL = -153616.9, AR(0.96) = [0.49], Max-Change = 0.0295
Stage 1 = 103, LL = -153714.0, AR(0.96) = [0.50], Max-Change = 0.0338
Stage 1 = 104, LL = -153638.6, AR(0.96) = [0.48], Max-Change = 0.0410
Stage 1 = 105, LL = -153528.2, AR(0.96) = [0.49], Max-Change = 0.0170
Stage 1 = 106, LL = -153372.6, AR(0.96) = [0.49], Max-Change = 0.0363
Stage 1 = 107, LL = -153640.0, AR(0.96) = [0.50], Max-Change = 0.0398
Stage 1 = 108, LL = -153656.5, AR(0.96) = [0.49], Max-Change = 0.0389
Stage 1 = 109, LL = -153557.4, AR(0.96) = [0.49], Max-Change = 0.0306
Stage 1 = 110, LL = -153617.8, AR(0.96) = [0.50], Max-Change = 0.0239
Stage 1 = 111, LL = -153634.1, AR(0.96) = [0.50], Max-Change = 0.0318
Stage 1 = 112, LL = -153674.6, AR(0.96) = [0.49], Max-Change = 0.0574
Stage 1 = 113, LL = -153541.9, AR(0.96) = [0.49], Max-Change = 0.0296
Stage 1 = 114, LL = -153484.7, AR(0.96) = [0.49], Max-Change = 0.0242
Stage 1 = 115, LL = -153554.2, AR(0.96) = [0.49], Max-Change = 0.0195
Stage 1 = 116, LL = -153532.4, AR(0.96) = [0.50], Max-Change = 0.0242
Stage 1 = 117, LL = -153660.3, AR(0.96) = [0.49], Max-Change = 0.0284
Stage 1 = 118, LL = -153581.5, AR(0.96) = [0.48], Max-Change = 0.0335
Stage 1 = 119, LL = -153594.2, AR(0.96) = [0.49], Max-Change = 0.0175
Stage 1 = 120, LL = -153509.8, AR(0.96) = [0.48], Max-Change = 0.0285
Stage 1 = 121, LL = -153454.6, AR(0.96) = [0.49], Max-Change = 0.0195
Stage 1 = 122, LL = -153399.1, AR(0.96) = [0.49], Max-Change = 0.0429
Stage 1 = 123, LL = -153406.3, AR(0.96) = [0.49], Max-Change = 0.0329
Stage 1 = 124, LL = -153463.4, AR(0.96) = [0.48], Max-Change = 0.0300
Stage 1 = 125, LL = -153532.5, AR(0.96) = [0.49], Max-Change = 0.0356
Stage 1 = 126, LL = -153503.7, AR(0.96) = [0.49], Max-Change = 0.0239
Stage 1 = 127, LL = -153342.4, AR(0.96) = [0.49], Max-Change = 0.0304
Stage 1 = 128, LL = -153411.6, AR(0.96) = [0.49], Max-Change = 0.0245
Stage 1 = 129, LL = -153441.2, AR(0.96) = [0.49], Max-Change = 0.0273
Stage 1 = 130, LL = -153415.4, AR(0.96) = [0.49], Max-Change = 0.0192
Stage 1 = 131, LL = -153577.7, AR(0.96) = [0.49], Max-Change = 0.0278
Stage 1 = 132, LL = -153506.5, AR(0.96) = [0.49], Max-Change = 0.0114
Stage 1 = 133, LL = -153590.5, AR(0.96) = [0.49], Max-Change = 0.0404
Stage 1 = 134, LL = -153474.9, AR(0.96) = [0.49], Max-Change = 0.0303
Stage 1 = 135, LL = -153662.0, AR(0.96) = [0.50], Max-Change = 0.0389
Stage 1 = 136, LL = -153530.7, AR(0.96) = [0.49], Max-Change = 0.0439
Stage 1 = 137, LL = -153363.3, AR(0.96) = [0.49], Max-Change = 0.0346
Stage 1 = 138, LL = -153312.1, AR(0.96) = [0.49], Max-Change = 0.0683
Stage 1 = 139, LL = -153347.0, AR(0.96) = [0.48], Max-Change = 0.0286
Stage 1 = 140, LL = -153450.9, AR(0.96) = [0.49], Max-Change = 0.0250
Stage 1 = 141, LL = -153414.2, AR(0.96) = [0.49], Max-Change = 0.0346
Stage 1 = 142, LL = -153534.3, AR(0.96) = [0.48], Max-Change = 0.0255
Stage 1 = 143, LL = -153338.0, AR(0.96) = [0.49], Max-Change = 0.0211
Stage 1 = 144, LL = -153419.9, AR(0.96) = [0.48], Max-Change = 0.0351
Stage 1 = 145, LL = -153501.9, AR(0.96) = [0.49], Max-Change = 0.0322
Stage 1 = 146, LL = -153534.7, AR(0.96) = [0.49], Max-Change = 0.0404
Stage 1 = 147, LL = -153478.2, AR(0.96) = [0.49], Max-Change = 0.0457
Stage 1 = 148, LL = -153442.9, AR(0.96) = [0.49], Max-Change = 0.0220
Stage 1 = 149, LL = -153496.4, AR(0.96) = [0.50], Max-Change = 0.0339
Stage 1 = 150, LL = -153503.9, AR(1.70) = [0.40], Max-Change = 0.0483
Stage 2 = 1, LL = -153612.8, AR(1.70) = [0.41], Max-Change = 0.0365
Stage 2 = 2, LL = -153527.7, AR(1.70) = [0.40], Max-Change = 0.0301
Stage 2 = 3, LL = -153368.8, AR(1.70) = [0.40], Max-Change = 0.0444
Stage 2 = 4, LL = -153492.5, AR(1.70) = [0.40], Max-Change = 0.0355
Stage 2 = 5, LL = -153416.7, AR(1.70) = [0.40], Max-Change = 0.0449
Stage 2 = 6, LL = -153370.3, AR(1.70) = [0.40], Max-Change = 0.0334
Stage 2 = 7, LL = -153457.9, AR(1.70) = [0.40], Max-Change = 0.0346
Stage 2 = 8, LL = -153412.6, AR(1.70) = [0.41], Max-Change = 0.0310
Stage 2 = 9, LL = -153384.7, AR(1.70) = [0.41], Max-Change = 0.0508
Stage 2 = 10, LL = -153488.2, AR(1.70) = [0.41], Max-Change = 0.0323
Stage 2 = 11, LL = -153430.6, AR(1.70) = [0.41], Max-Change = 0.0405
Stage 2 = 12, LL = -153392.4, AR(1.70) = [0.40], Max-Change = 0.0288
Stage 2 = 13, LL = -153332.0, AR(1.70) = [0.40], Max-Change = 0.0254
Stage 2 = 14, LL = -153292.4, AR(1.70) = [0.40], Max-Change = 0.0247
Stage 2 = 15, LL = -153341.7, AR(1.70) = [0.39], Max-Change = 0.0401
Stage 2 = 16, LL = -153265.4, AR(1.70) = [0.39], Max-Change = 0.0367
Stage 2 = 17, LL = -153300.4, AR(1.70) = [0.40], Max-Change = 0.0154
Stage 2 = 18, LL = -153321.7, AR(1.70) = [0.39], Max-Change = 0.0361
Stage 2 = 19, LL = -153355.4, AR(1.70) = [0.40], Max-Change = 0.0283
Stage 2 = 20, LL = -153297.6, AR(1.70) = [0.39], Max-Change = 0.0374
Stage 2 = 21, LL = -153382.6, AR(1.70) = [0.40], Max-Change = 0.0329
Stage 2 = 22, LL = -153368.1, AR(1.70) = [0.40], Max-Change = 0.0362
Stage 2 = 23, LL = -153224.9, AR(1.70) = [0.39], Max-Change = 0.0296
Stage 2 = 24, LL = -153314.2, AR(1.70) = [0.40], Max-Change = 0.0374
Stage 2 = 25, LL = -153314.3, AR(1.70) = [0.40], Max-Change = 0.0352
Stage 2 = 26, LL = -153289.9, AR(1.70) = [0.40], Max-Change = 0.0359
Stage 2 = 27, LL = -153335.5, AR(1.70) = [0.40], Max-Change = 0.0268
Stage 2 = 28, LL = -153232.2, AR(1.70) = [0.40], Max-Change = 0.0135
Stage 2 = 29, LL = -153243.1, AR(1.70) = [0.40], Max-Change = 0.0316
Stage 2 = 30, LL = -153333.3, AR(1.70) = [0.40], Max-Change = 0.0210
Stage 2 = 31, LL = -153279.8, AR(1.70) = [0.40], Max-Change = 0.0347
Stage 2 = 32, LL = -153256.2, AR(1.70) = [0.40], Max-Change = 0.0284
Stage 2 = 33, LL = -153178.2, AR(1.70) = [0.39], Max-Change = 0.0326
Stage 2 = 34, LL = -153369.7, AR(1.70) = [0.40], Max-Change = 0.0299
Stage 2 = 35, LL = -153207.2, AR(1.70) = [0.40], Max-Change = 0.0281
Stage 2 = 36, LL = -153189.6, AR(1.70) = [0.39], Max-Change = 0.0413
Stage 2 = 37, LL = -153354.4, AR(1.70) = [0.39], Max-Change = 0.0295
Stage 2 = 38, LL = -153292.7, AR(1.70) = [0.40], Max-Change = 0.0315
Stage 2 = 39, LL = -153137.8, AR(1.70) = [0.39], Max-Change = 0.0355
Stage 2 = 40, LL = -153226.4, AR(1.70) = [0.41], Max-Change = 0.0441
Stage 2 = 41, LL = -153132.8, AR(1.70) = [0.40], Max-Change = 0.0384
Stage 2 = 42, LL = -153180.1, AR(1.70) = [0.39], Max-Change = 0.0243
Stage 2 = 43, LL = -153258.7, AR(1.70) = [0.40], Max-Change = 0.0210
Stage 2 = 44, LL = -153184.4, AR(1.70) = [0.39], Max-Change = 0.0309
Stage 2 = 45, LL = -153259.7, AR(1.70) = [0.39], Max-Change = 0.0423
Stage 2 = 46, LL = -153118.6, AR(1.70) = [0.40], Max-Change = 0.0221
Stage 2 = 47, LL = -153188.9, AR(1.70) = [0.40], Max-Change = 0.0368
Stage 2 = 48, LL = -153232.1, AR(1.70) = [0.40], Max-Change = 0.0355
Stage 2 = 49, LL = -153298.5, AR(1.70) = [0.40], Max-Change = 0.0477
Stage 2 = 50, LL = -153033.0, AR(1.70) = [0.39], Max-Change = 0.0352
Stage 2 = 51, LL = -153223.6, AR(1.70) = [0.40], Max-Change = 0.0354
Stage 2 = 52, LL = -153264.9, AR(1.70) = [0.39], Max-Change = 0.0335
Stage 2 = 53, LL = -153245.9, AR(1.70) = [0.40], Max-Change = 0.0298
Stage 2 = 54, LL = -153234.9, AR(1.70) = [0.40], Max-Change = 0.0362
Stage 2 = 55, LL = -153195.3, AR(1.70) = [0.40], Max-Change = 0.0232
Stage 2 = 56, LL = -153042.2, AR(1.70) = [0.39], Max-Change = 0.0297
Stage 2 = 57, LL = -153145.5, AR(1.70) = [0.40], Max-Change = 0.0239
Stage 2 = 58, LL = -153237.7, AR(1.70) = [0.39], Max-Change = 0.0286
Stage 2 = 59, LL = -153232.8, AR(1.70) = [0.40], Max-Change = 0.0329
Stage 2 = 60, LL = -153299.0, AR(1.70) = [0.39], Max-Change = 0.0329
Stage 2 = 61, LL = -153200.4, AR(1.70) = [0.40], Max-Change = 0.0375
Stage 2 = 62, LL = -153110.4, AR(1.70) = [0.40], Max-Change = 0.0164
Stage 2 = 63, LL = -153173.5, AR(1.70) = [0.39], Max-Change = 0.0409
Stage 2 = 64, LL = -153174.6, AR(1.70) = [0.39], Max-Change = 0.0342
Stage 2 = 65, LL = -153250.8, AR(1.70) = [0.40], Max-Change = 0.0181
Stage 2 = 66, LL = -153074.4, AR(1.70) = [0.39], Max-Change = 0.0287
Stage 2 = 67, LL = -153098.8, AR(1.70) = [0.39], Max-Change = 0.0357
Stage 2 = 68, LL = -153172.9, AR(1.70) = [0.40], Max-Change = 0.0210
Stage 2 = 69, LL = -153186.6, AR(1.70) = [0.39], Max-Change = 0.0407
Stage 2 = 70, LL = -153306.5, AR(1.70) = [0.40], Max-Change = 0.0377
Stage 2 = 71, LL = -153192.3, AR(1.70) = [0.39], Max-Change = 0.0259
Stage 2 = 72, LL = -153277.4, AR(1.70) = [0.39], Max-Change = 0.0385
Stage 2 = 73, LL = -153263.1, AR(1.70) = [0.39], Max-Change = 0.0167
Stage 2 = 74, LL = -153215.9, AR(1.70) = [0.39], Max-Change = 0.0348
Stage 2 = 75, LL = -153113.6, AR(1.70) = [0.40], Max-Change = 0.0280
Stage 2 = 76, LL = -153065.4, AR(1.70) = [0.39], Max-Change = 0.0484
Stage 2 = 77, LL = -153135.2, AR(1.70) = [0.39], Max-Change = 0.0385
Stage 2 = 78, LL = -153083.0, AR(1.70) = [0.39], Max-Change = 0.0310
Stage 2 = 79, LL = -153095.1, AR(1.70) = [0.39], Max-Change = 0.0409
Stage 2 = 80, LL = -153054.6, AR(1.70) = [0.39], Max-Change = 0.0308
Stage 2 = 81, LL = -153120.8, AR(1.70) = [0.39], Max-Change = 0.0349
Stage 2 = 82, LL = -153044.6, AR(1.70) = [0.39], Max-Change = 0.0321
Stage 2 = 83, LL = -153114.8, AR(1.70) = [0.40], Max-Change = 0.0420
Stage 2 = 84, LL = -153010.9, AR(1.70) = [0.39], Max-Change = 0.0415
Stage 2 = 85, LL = -153142.3, AR(1.70) = [0.39], Max-Change = 0.0384
Stage 2 = 86, LL = -153160.3, AR(1.70) = [0.40], Max-Change = 0.0168
Stage 2 = 87, LL = -153197.1, AR(1.70) = [0.40], Max-Change = 0.0340
Stage 2 = 88, LL = -152995.3, AR(1.70) = [0.40], Max-Change = 0.0302
Stage 2 = 89, LL = -153163.0, AR(1.70) = [0.39], Max-Change = 0.0296
Stage 2 = 90, LL = -153117.4, AR(1.70) = [0.39], Max-Change = 0.0299
Stage 2 = 91, LL = -153084.9, AR(1.70) = [0.40], Max-Change = 0.0226
Stage 2 = 92, LL = -153182.0, AR(1.70) = [0.39], Max-Change = 0.0406
Stage 2 = 93, LL = -153190.1, AR(1.70) = [0.40], Max-Change = 0.0360
Stage 2 = 94, LL = -153167.0, AR(1.70) = [0.40], Max-Change = 0.0342
Stage 2 = 95, LL = -153125.9, AR(1.70) = [0.40], Max-Change = 0.0339
Stage 2 = 96, LL = -153286.6, AR(1.70) = [0.40], Max-Change = 0.0288
Stage 2 = 97, LL = -153025.5, AR(1.70) = [0.39], Max-Change = 0.0342
Stage 2 = 98, LL = -153039.2, AR(1.70) = [0.40], Max-Change = 0.0389
Stage 2 = 99, LL = -153044.6, AR(1.70) = [0.39], Max-Change = 0.0315
Stage 2 = 100, LL = -153147.8, AR(1.70) = [0.40], Max-Change = 0.0319
Stage 3 = 1, LL = -153280.9, AR(1.70) = [0.40], gam = 0.0000, Max-Change = 0.0000
Stage 3 = 2, LL = -153281.4, AR(1.70) = [0.40], gam = 0.1778, Max-Change = 0.0326
Stage 3 = 3, LL = -153236.2, AR(1.70) = [0.40], gam = 0.1057, Max-Change = 0.0106
Stage 3 = 4, LL = -153318.2, AR(1.70) = [0.40], gam = 0.0780, Max-Change = 0.0191
Stage 3 = 5, LL = -153283.6, AR(1.70) = [0.39], gam = 0.0629, Max-Change = 0.0116
Stage 3 = 6, LL = -153282.9, AR(1.70) = [0.40], gam = 0.0532, Max-Change = 0.0063
Stage 3 = 7, LL = -153219.1, AR(1.70) = [0.39], gam = 0.0464, Max-Change = 0.0067
Stage 3 = 8, LL = -153188.6, AR(1.70) = [0.40], gam = 0.0413, Max-Change = 0.0033
Stage 3 = 9, LL = -153218.7, AR(1.70) = [0.39], gam = 0.0374, Max-Change = 0.0037
Stage 3 = 10, LL = -153266.0, AR(1.70) = [0.39], gam = 0.0342, Max-Change = 0.0030
Stage 3 = 11, LL = -153215.9, AR(1.70) = [0.40], gam = 0.0316, Max-Change = 0.0033
Stage 3 = 12, LL = -153119.9, AR(1.70) = [0.40], gam = 0.0294, Max-Change = 0.0030
Stage 3 = 13, LL = -153153.5, AR(1.70) = [0.40], gam = 0.0276, Max-Change = 0.0039
Stage 3 = 14, LL = -153200.5, AR(1.70) = [0.39], gam = 0.0260, Max-Change = 0.0031
Stage 3 = 15, LL = -153189.8, AR(1.70) = [0.40], gam = 0.0246, Max-Change = 0.0035
Stage 3 = 16, LL = -153176.1, AR(1.70) = [0.40], gam = 0.0233, Max-Change = 0.0042
Stage 3 = 17, LL = -153249.6, AR(1.70) = [0.40], gam = 0.0222, Max-Change = 0.0026
Stage 3 = 18, LL = -153151.2, AR(1.70) = [0.40], gam = 0.0212, Max-Change = 0.0028
Stage 3 = 19, LL = -153162.8, AR(1.70) = [0.39], gam = 0.0203, Max-Change = 0.0038
Stage 3 = 20, LL = -153374.5, AR(1.70) = [0.40], gam = 0.0195, Max-Change = 0.0047
Stage 3 = 21, LL = -153277.9, AR(1.70) = [0.40], gam = 0.0188, Max-Change = 0.0034
Stage 3 = 22, LL = -153270.5, AR(1.70) = [0.39], gam = 0.0181, Max-Change = 0.0037
Stage 3 = 23, LL = -153168.6, AR(1.70) = [0.39], gam = 0.0175, Max-Change = 0.0040
Stage 3 = 24, LL = -153167.6, AR(1.70) = [0.40], gam = 0.0169, Max-Change = 0.0028
Stage 3 = 25, LL = -153277.2, AR(1.70) = [0.40], gam = 0.0164, Max-Change = 0.0038
Stage 3 = 26, LL = -153187.5, AR(1.70) = [0.40], gam = 0.0159, Max-Change = 0.0027
Stage 3 = 27, LL = -153009.9, AR(1.70) = [0.39], gam = 0.0154, Max-Change = 0.0029
Stage 3 = 28, LL = -153182.9, AR(1.70) = [0.40], gam = 0.0150, Max-Change = 0.0022
Stage 3 = 29, LL = -153243.3, AR(1.70) = [0.40], gam = 0.0146, Max-Change = 0.0020
Stage 3 = 30, LL = -153139.0, AR(1.70) = [0.39], gam = 0.0142, Max-Change = 0.0024
Stage 3 = 31, LL = -153093.9, AR(1.70) = [0.40], gam = 0.0139, Max-Change = 0.0017
Stage 3 = 32, LL = -153122.9, AR(1.70) = [0.40], gam = 0.0135, Max-Change = 0.0028
Stage 3 = 33, LL = -153112.7, AR(1.70) = [0.40], gam = 0.0132, Max-Change = 0.0018
Stage 3 = 34, LL = -153178.0, AR(1.70) = [0.40], gam = 0.0129, Max-Change = 0.0015
Stage 3 = 35, LL = -153287.1, AR(1.70) = [0.40], gam = 0.0126, Max-Change = 0.0019
Stage 3 = 36, LL = -153222.1, AR(1.70) = [0.39], gam = 0.0124, Max-Change = 0.0015
Stage 3 = 37, LL = -153120.9, AR(1.70) = [0.38], gam = 0.0121, Max-Change = 0.0022
Stage 3 = 38, LL = -153151.5, AR(1.70) = [0.40], gam = 0.0119, Max-Change = 0.0010
Stage 3 = 39, LL = -153214.2, AR(1.70) = [0.39], gam = 0.0116, Max-Change = 0.0022
Stage 3 = 40, LL = -153133.3, AR(1.70) = [0.40], gam = 0.0114, Max-Change = 0.0018
Stage 3 = 41, LL = -153215.7, AR(1.70) = [0.39], gam = 0.0112, Max-Change = 0.0014
Stage 3 = 42, LL = -153130.1, AR(1.70) = [0.39], gam = 0.0110, Max-Change = 0.0014
Stage 3 = 43, LL = -153230.9, AR(1.70) = [0.39], gam = 0.0108, Max-Change = 0.0030
Stage 3 = 44, LL = -153302.2, AR(1.70) = [0.39], gam = 0.0106, Max-Change = 0.0017
Stage 3 = 45, LL = -153078.0, AR(1.70) = [0.40], gam = 0.0104, Max-Change = 0.0016
Stage 3 = 46, LL = -153310.6, AR(1.70) = [0.39], gam = 0.0102, Max-Change = 0.0034
Stage 3 = 47, LL = -153229.9, AR(1.70) = [0.39], gam = 0.0101, Max-Change = 0.0022
Stage 3 = 48, LL = -153260.6, AR(1.70) = [0.40], gam = 0.0099, Max-Change = 0.0016
Stage 3 = 49, LL = -153163.9, AR(1.70) = [0.39], gam = 0.0098, Max-Change = 0.0013
Stage 3 = 50, LL = -153134.2, AR(1.70) = [0.39], gam = 0.0096, Max-Change = 0.0019
Stage 3 = 51, LL = -153248.9, AR(1.70) = [0.39], gam = 0.0095, Max-Change = 0.0023
Stage 3 = 52, LL = -153257.3, AR(1.70) = [0.40], gam = 0.0093, Max-Change = 0.0015
Stage 3 = 53, LL = -153252.6, AR(1.70) = [0.39], gam = 0.0092, Max-Change = 0.0014
Stage 3 = 54, LL = -153295.7, AR(1.70) = [0.40], gam = 0.0091, Max-Change = 0.0012
Stage 3 = 55, LL = -153260.6, AR(1.70) = [0.40], gam = 0.0089, Max-Change = 0.0012
Stage 3 = 56, LL = -153284.4, AR(1.70) = [0.41], gam = 0.0088, Max-Change = 0.0019
Stage 3 = 57, LL = -153258.3, AR(1.70) = [0.40], gam = 0.0087, Max-Change = 0.0014
Stage 3 = 58, LL = -153241.7, AR(1.70) = [0.40], gam = 0.0086, Max-Change = 0.0014
Stage 3 = 59, LL = -153396.1, AR(1.70) = [0.40], gam = 0.0085, Max-Change = 0.0016
Stage 3 = 60, LL = -153111.4, AR(1.70) = [0.39], gam = 0.0084, Max-Change = 0.0010
Stage 3 = 61, LL = -153116.9, AR(1.70) = [0.40], gam = 0.0082, Max-Change = 0.0012
Stage 3 = 62, LL = -153221.4, AR(1.70) = [0.39], gam = 0.0081, Max-Change = 0.0015
Stage 3 = 63, LL = -153266.1, AR(1.70) = [0.39], gam = 0.0080, Max-Change = 0.0019
Stage 3 = 64, LL = -153208.4, AR(1.70) = [0.40], gam = 0.0080, Max-Change = 0.0010
Stage 3 = 65, LL = -153231.1, AR(1.70) = [0.40], gam = 0.0079, Max-Change = 0.0012
Stage 3 = 66, LL = -153254.6, AR(1.70) = [0.40], gam = 0.0078, Max-Change = 0.0010
Stage 3 = 67, LL = -153165.4, AR(1.70) = [0.39], gam = 0.0077, Max-Change = 0.0007
Stage 3 = 68, LL = -153152.5, AR(1.70) = [0.39], gam = 0.0076, Max-Change = 0.0012
Stage 3 = 69, LL = -153141.9, AR(1.70) = [0.40], gam = 0.0075, Max-Change = 0.0014
Stage 3 = 70, LL = -153282.7, AR(1.70) = [0.40], gam = 0.0074, Max-Change = 0.0015
Stage 3 = 71, LL = -153264.8, AR(1.70) = [0.40], gam = 0.0073, Max-Change = 0.0013
Stage 3 = 72, LL = -153127.3, AR(1.70) = [0.39], gam = 0.0073, Max-Change = 0.0012
Stage 3 = 73, LL = -153218.4, AR(1.70) = [0.39], gam = 0.0072, Max-Change = 0.0014
Stage 3 = 74, LL = -153169.1, AR(1.70) = [0.40], gam = 0.0071, Max-Change = 0.0009
Stage 3 = 75, LL = -153074.3, AR(1.70) = [0.39], gam = 0.0070, Max-Change = 0.0012
Stage 3 = 76, LL = -153304.3, AR(1.70) = [0.39], gam = 0.0070, Max-Change = 0.0016
Stage 3 = 77, LL = -153275.6, AR(1.70) = [0.40], gam = 0.0069, Max-Change = 0.0006
Stage 3 = 78, LL = -153256.7, AR(1.70) = [0.40], gam = 0.0068, Max-Change = 0.0011
Stage 3 = 79, LL = -153208.8, AR(1.70) = [0.39], gam = 0.0068, Max-Change = 0.0018
Stage 3 = 80, LL = -153231.4, AR(1.70) = [0.40], gam = 0.0067, Max-Change = 0.0010
Stage 3 = 81, LL = -153127.4, AR(1.70) = [0.39], gam = 0.0066, Max-Change = 0.0010
Stage 3 = 82, LL = -153270.1, AR(1.70) = [0.39], gam = 0.0066, Max-Change = 0.0013
Stage 3 = 83, LL = -153348.9, AR(1.70) = [0.40], gam = 0.0065, Max-Change = 0.0009
Stage 3 = 84, LL = -153223.8, AR(1.70) = [0.39], gam = 0.0065, Max-Change = 0.0016
Stage 3 = 85, LL = -153207.4, AR(1.70) = [0.39], gam = 0.0064, Max-Change = 0.0008
Stage 3 = 86, LL = -153120.5, AR(1.70) = [0.39], gam = 0.0064, Max-Change = 0.0010
Stage 3 = 87, LL = -153265.0, AR(1.70) = [0.40], gam = 0.0063, Max-Change = 0.0018
Stage 3 = 88, LL = -153296.4, AR(1.70) = [0.39], gam = 0.0062, Max-Change = 0.0010
Stage 3 = 89, LL = -153319.0, AR(1.70) = [0.40], gam = 0.0062, Max-Change = 0.0007
Stage 3 = 90, LL = -153252.0, AR(1.70) = [0.39], gam = 0.0061, Max-Change = 0.0009

Calculating information matrix...

Calculating log-likelihood...

36

"q_1" re-mapped to ensure all categories have a distance of 1
"q_2" re-mapped to ensure all categories have a distance of 1
"q_3" re-mapped to ensure all categories have a distance of 1
"q_4" re-mapped to ensure all categories have a distance of 1
"q_5" re-mapped to ensure all categories have a distance of 1
"q_6" re-mapped to ensure all categories have a distance of 1
"q_7" re-mapped to ensure all categories have a distance of 1
"q_8" re-mapped to ensure all categories have a distance of 1
"q_9" re-mapped to ensure all categories have a distance of 1
"q_10" re-mapped to ensure all categories have a distance of 1
"q_11" re-mapped to ensure all categories have a distance of 1
"q_12" re-mapped to ensure all categories have a distance of 1
"q_13" re-mapped to ensure all categories have a distance of 1
"q_14" re-mapped to ensure all categories have a distance of 1
"q_15" re-mapped to ensure all categories have a distance of 1
"q_16" re-mapped to ensure all categories have a distance of 1
"q_17" re-mapped to ensure all categories have a distance of 1
"q_18" re-mapped to ensure all categories have a distance of 1
"q_19" re-mapped to ensure all categories have a distance of 1
"q_20" re-mapped to ensure all categories have a distance of 1
"q_21" re-mapped to ensure all categories have a distance of 1
"q_22" re-mapped to ensure all categories have a distance of 1
"q_23" re-mapped to ensure all categories have a distance of 1
"q_24" re-mapped to ensure all categories have a distance of 1
"q_25" re-mapped to ensure all categories have a distance of 1
"q_26" re-mapped to ensure all categories have a distance of 1
"q_27" re-mapped to ensure all categories have a distance of 1
"q_28" re-mapped to ensure all categories have a distance of 1
"q_29" re-mapped to ensure all categories have a distance of 1
"q_30" re-mapped to ensure all categories have a distance of 1

Stage 1 = 1, LL = -307897.3, AR(1.00) = [0.50], Max-Change = 0.2000
Stage 1 = 2, LL = -298020.1, AR(1.00) = [0.51], Max-Change = 0.2000
Stage 1 = 3, LL = -290477.8, AR(1.00) = [0.51], Max-Change = 0.2000
Stage 1 = 4, LL = -284671.0, AR(1.00) = [0.51], Max-Change = 0.2000
Stage 1 = 5, LL = -279684.0, AR(1.00) = [0.51], Max-Change = 0.2000
Stage 1 = 6, LL = -275907.6, AR(1.00) = [0.52], Max-Change = 0.2000
Stage 1 = 7, LL = -272617.9, AR(1.00) = [0.52], Max-Change = 0.2000
Stage 1 = 8, LL = -269696.0, AR(1.00) = [0.51], Max-Change = 0.2000
Stage 1 = 9, LL = -267794.5, AR(1.00) = [0.52], Max-Change = 0.2000
Stage 1 = 10, LL = -266015.1, AR(1.00) = [0.51], Max-Change = 0.2000
Stage 1 = 11, LL = -264748.6, AR(1.00) = [0.52], Max-Change = 0.2000
Stage 1 = 12, LL = -263592.9, AR(1.00) = [0.52], Max-Change = 0.2000
Stage 1 = 13, LL = -262929.1, AR(1.00) = [0.52], Max-Change = 0.2000
Stage 1 = 14, LL = -262408.1, AR(1.00) = [0.52], Max-Change = 0.2000
Stage 1 = 15, LL = -261797.2, AR(1.00) = [0.51], Max-Change = 0.2000
Stage 1 = 16, LL = -261615.4, AR(1.00) = [0.51], Max-Change = 0.2000
Stage 1 = 17, LL = -261312.7, AR(1.00) = [0.51], Max-Change = 0.2000
Stage 1 = 18, LL = -261144.3, AR(1.00) = [0.51], Max-Change = 0.1694
Stage 1 = 19, LL = -261061.2, AR(1.00) = [0.51], Max-Change = 0.1485
Stage 1 = 20, LL = -260744.3, AR(1.00) = [0.51], Max-Change = 0.1192
Stage 1 = 21, LL = -260693.4, AR(1.00) = [0.51], Max-Change = 0.0591
Stage 1 = 22, LL = -260219.1, AR(1.00) = [0.51], Max-Change = 0.0527
Stage 1 = 23, LL = -260211.0, AR(1.00) = [0.51], Max-Change = 0.0454
Stage 1 = 24, LL = -260071.3, AR(1.00) = [0.51], Max-Change = 0.0558
Stage 1 = 25, LL = -260170.2, AR(1.00) = [0.52], Max-Change = 0.0590
Stage 1 = 26, LL = -260087.9, AR(1.00) = [0.51], Max-Change = 0.0661
Stage 1 = 27, LL = -260148.5, AR(1.00) = [0.51], Max-Change = 0.0515
Stage 1 = 28, LL = -259925.4, AR(1.00) = [0.51], Max-Change = 0.0471
Stage 1 = 29, LL = -259837.0, AR(1.00) = [0.51], Max-Change = 0.0488
Stage 1 = 30, LL = -259769.2, AR(1.00) = [0.51], Max-Change = 0.0403
Stage 1 = 31, LL = -259683.9, AR(1.00) = [0.51], Max-Change = 0.0456
Stage 1 = 32, LL = -259676.0, AR(1.00) = [0.51], Max-Change = 0.0561
Stage 1 = 33, LL = -259485.1, AR(1.00) = [0.50], Max-Change = 0.0490
Stage 1 = 34, LL = -259511.3, AR(1.00) = [0.50], Max-Change = 0.0410
Stage 1 = 35, LL = -259304.8, AR(1.00) = [0.50], Max-Change = 0.0502
Stage 1 = 36, LL = -259352.5, AR(1.00) = [0.50], Max-Change = 0.0398
Stage 1 = 37, LL = -259145.3, AR(1.00) = [0.51], Max-Change = 0.0272
Stage 1 = 38, LL = -259172.4, AR(1.00) = [0.50], Max-Change = 0.0383
Stage 1 = 39, LL = -259107.4, AR(1.00) = [0.50], Max-Change = 0.0187
Stage 1 = 40, LL = -258787.2, AR(1.00) = [0.49], Max-Change = 0.0276
Stage 1 = 41, LL = -258892.0, AR(1.00) = [0.51], Max-Change = 0.0529
Stage 1 = 42, LL = -258809.6, AR(1.00) = [0.50], Max-Change = 0.0248
Stage 1 = 43, LL = -258754.5, AR(1.00) = [0.50], Max-Change = 0.0682
Stage 1 = 44, LL = -258804.1, AR(1.00) = [0.50], Max-Change = 0.0263
Stage 1 = 45, LL = -258690.6, AR(1.00) = [0.50], Max-Change = 0.0323
Stage 1 = 46, LL = -258653.0, AR(1.00) = [0.50], Max-Change = 0.0385
Stage 1 = 47, LL = -258424.3, AR(1.00) = [0.50], Max-Change = 0.0310
Stage 1 = 48, LL = -258485.8, AR(1.00) = [0.50], Max-Change = 0.0438
Stage 1 = 49, LL = -258588.1, AR(1.00) = [0.49], Max-Change = 0.0512
Stage 1 = 50, LL = -258578.2, AR(1.00) = [0.50], Max-Change = 0.0260
Stage 1 = 51, LL = -258578.1, AR(1.00) = [0.50], Max-Change = 0.0273
Stage 1 = 52, LL = -258538.1, AR(1.00) = [0.50], Max-Change = 0.0644
Stage 1 = 53, LL = -258203.6, AR(1.00) = [0.49], Max-Change = 0.0479
Stage 1 = 54, LL = -258282.9, AR(1.00) = [0.49], Max-Change = 0.0372
Stage 1 = 55, LL = -258238.2, AR(1.00) = [0.50], Max-Change = 0.0308
Stage 1 = 56, LL = -258127.9, AR(1.00) = [0.49], Max-Change = 0.0215
Stage 1 = 57, LL = -258138.6, AR(1.00) = [0.50], Max-Change = 0.0196
Stage 1 = 58, LL = -258147.3, AR(1.00) = [0.50], Max-Change = 0.0217
Stage 1 = 59, LL = -258105.2, AR(1.00) = [0.49], Max-Change = 0.0222
Stage 1 = 60, LL = -258047.2, AR(1.00) = [0.49], Max-Change = 0.0158
Stage 1 = 61, LL = -257932.9, AR(1.00) = [0.49], Max-Change = 0.0328
Stage 1 = 62, LL = -257900.6, AR(1.00) = [0.49], Max-Change = 0.0366
Stage 1 = 63, LL = -257878.5, AR(1.00) = [0.49], Max-Change = 0.0576
Stage 1 = 64, LL = -257771.2, AR(1.00) = [0.48], Max-Change = 0.0294
Stage 1 = 65, LL = -257772.2, AR(1.00) = [0.49], Max-Change = 0.0317
Stage 1 = 66, LL = -257677.8, AR(1.00) = [0.49], Max-Change = 0.0376
Stage 1 = 67, LL = -257546.3, AR(1.00) = [0.49], Max-Change = 0.0300
Stage 1 = 68, LL = -257782.0, AR(1.00) = [0.49], Max-Change = 0.0310
Stage 1 = 69, LL = -257775.6, AR(1.00) = [0.48], Max-Change = 0.0345
Stage 1 = 70, LL = -257597.4, AR(1.00) = [0.49], Max-Change = 0.0348
Stage 1 = 71, LL = -257547.8, AR(1.00) = [0.49], Max-Change = 0.0334
Stage 1 = 72, LL = -257661.5, AR(1.00) = [0.49], Max-Change = 0.0223
Stage 1 = 73, LL = -257676.4, AR(1.00) = [0.49], Max-Change = 0.0255
Stage 1 = 74, LL = -257538.6, AR(1.00) = [0.49], Max-Change = 0.0273
Stage 1 = 75, LL = -257533.7, AR(1.00) = [0.49], Max-Change = 0.0327
Stage 1 = 76, LL = -257535.5, AR(1.00) = [0.49], Max-Change = 0.0231
Stage 1 = 77, LL = -257469.4, AR(1.00) = [0.48], Max-Change = 0.0285
Stage 1 = 78, LL = -257511.3, AR(1.00) = [0.48], Max-Change = 0.0262
Stage 1 = 79, LL = -257452.6, AR(1.00) = [0.48], Max-Change = 0.0308
Stage 1 = 80, LL = -257458.9, AR(1.00) = [0.49], Max-Change = 0.0268
Stage 1 = 81, LL = -257232.0, AR(1.00) = [0.49], Max-Change = 0.0319
Stage 1 = 82, LL = -257344.8, AR(1.00) = [0.49], Max-Change = 0.0370
Stage 1 = 83, LL = -257326.5, AR(1.00) = [0.49], Max-Change = 0.0366
Stage 1 = 84, LL = -257108.6, AR(1.00) = [0.49], Max-Change = 0.0282
Stage 1 = 85, LL = -257158.5, AR(1.00) = [0.49], Max-Change = 0.0210
Stage 1 = 86, LL = -257141.4, AR(1.00) = [0.48], Max-Change = 0.0258
Stage 1 = 87, LL = -257271.1, AR(1.00) = [0.48], Max-Change = 0.0243
Stage 1 = 88, LL = -257256.4, AR(1.00) = [0.48], Max-Change = 0.0395
Stage 1 = 89, LL = -257209.2, AR(1.00) = [0.49], Max-Change = 0.0328
Stage 1 = 90, LL = -257174.6, AR(1.00) = [0.48], Max-Change = 0.0285
Stage 1 = 91, LL = -257068.9, AR(1.00) = [0.48], Max-Change = 0.0288
Stage 1 = 92, LL = -257061.5, AR(1.00) = [0.48], Max-Change = 0.0347
Stage 1 = 93, LL = -257028.8, AR(1.00) = [0.48], Max-Change = 0.0350
Stage 1 = 94, LL = -256981.9, AR(1.00) = [0.48], Max-Change = 0.0342
Stage 1 = 95, LL = -257003.5, AR(1.00) = [0.48], Max-Change = 0.0176
Stage 1 = 96, LL = -257103.8, AR(1.00) = [0.48], Max-Change = 0.0165
Stage 1 = 97, LL = -256987.4, AR(1.00) = [0.48], Max-Change = 0.0248
Stage 1 = 98, LL = -256917.4, AR(1.00) = [0.48], Max-Change = 0.0291
Stage 1 = 99, LL = -257111.4, AR(1.00) = [0.48], Max-Change = 0.0303
Stage 1 = 100, LL = -257016.8, AR(1.00) = [0.48], Max-Change = 0.0175
Stage 1 = 101, LL = -256959.2, AR(1.00) = [0.47], Max-Change = 0.0420
Stage 1 = 102, LL = -257236.6, AR(1.00) = [0.48], Max-Change = 0.0276
Stage 1 = 103, LL = -257043.5, AR(1.00) = [0.47], Max-Change = 0.0258
Stage 1 = 104, LL = -257011.4, AR(1.00) = [0.48], Max-Change = 0.0292
Stage 1 = 105, LL = -256969.3, AR(1.00) = [0.47], Max-Change = 0.0354
Stage 1 = 106, LL = -257041.9, AR(1.00) = [0.48], Max-Change = 0.0348
Stage 1 = 107, LL = -257031.1, AR(1.00) = [0.48], Max-Change = 0.0283
Stage 1 = 108, LL = -256908.5, AR(1.00) = [0.47], Max-Change = 0.0345
Stage 1 = 109, LL = -256748.9, AR(1.00) = [0.47], Max-Change = 0.0242
Stage 1 = 110, LL = -256857.0, AR(1.00) = [0.48], Max-Change = 0.0280
Stage 1 = 111, LL = -256958.5, AR(1.00) = [0.47], Max-Change = 0.0154
Stage 1 = 112, LL = -256858.9, AR(1.00) = [0.48], Max-Change = 0.0447
Stage 1 = 113, LL = -256895.5, AR(1.00) = [0.48], Max-Change = 0.0259
Stage 1 = 114, LL = -256652.3, AR(1.00) = [0.48], Max-Change = 0.0216
Stage 1 = 115, LL = -256715.1, AR(1.00) = [0.47], Max-Change = 0.0321
Stage 1 = 116, LL = -256953.0, AR(1.00) = [0.47], Max-Change = 0.0318
Stage 1 = 117, LL = -256762.0, AR(1.00) = [0.48], Max-Change = 0.0201
Stage 1 = 118, LL = -256789.7, AR(1.00) = [0.48], Max-Change = 0.0354
Stage 1 = 119, LL = -256641.0, AR(1.00) = [0.48], Max-Change = 0.0268
Stage 1 = 120, LL = -256794.3, AR(1.00) = [0.48], Max-Change = 0.0255
Stage 1 = 121, LL = -256916.4, AR(1.00) = [0.47], Max-Change = 0.0244
Stage 1 = 122, LL = -256627.2, AR(1.00) = [0.48], Max-Change = 0.0255
Stage 1 = 123, LL = -256656.1, AR(1.00) = [0.47], Max-Change = 0.0605
Stage 1 = 124, LL = -256652.2, AR(1.00) = [0.47], Max-Change = 0.0343
Stage 1 = 125, LL = -256772.2, AR(1.00) = [0.47], Max-Change = 0.0381
Stage 1 = 126, LL = -256779.0, AR(1.00) = [0.48], Max-Change = 0.0410
Stage 1 = 127, LL = -256632.8, AR(1.00) = [0.47], Max-Change = 0.0212
Stage 1 = 128, LL = -256661.7, AR(1.00) = [0.47], Max-Change = 0.0346
Stage 1 = 129, LL = -256641.8, AR(1.00) = [0.48], Max-Change = 0.0250
Stage 1 = 130, LL = -256588.7, AR(1.00) = [0.48], Max-Change = 0.0273
Stage 1 = 131, LL = -256500.6, AR(1.00) = [0.47], Max-Change = 0.0170
Stage 1 = 132, LL = -256421.4, AR(1.00) = [0.47], Max-Change = 0.0340
Stage 1 = 133, LL = -256600.7, AR(1.00) = [0.48], Max-Change = 0.0206
Stage 1 = 134, LL = -256658.0, AR(1.00) = [0.48], Max-Change = 0.0260
Stage 1 = 135, LL = -256917.0, AR(1.00) = [0.47], Max-Change = 0.0347
Stage 1 = 136, LL = -256698.4, AR(1.00) = [0.47], Max-Change = 0.0261
Stage 1 = 137, LL = -256560.8, AR(1.00) = [0.47], Max-Change = 0.0182
Stage 1 = 138, LL = -256510.5, AR(1.00) = [0.47], Max-Change = 0.0309
Stage 1 = 139, LL = -256561.7, AR(1.00) = [0.48], Max-Change = 0.0380
Stage 1 = 140, LL = -256764.7, AR(1.00) = [0.47], Max-Change = 0.0245
Stage 1 = 141, LL = -256492.8, AR(1.00) = [0.47], Max-Change = 0.0370
Stage 1 = 142, LL = -256455.6, AR(1.00) = [0.48], Max-Change = 0.0402
Stage 1 = 143, LL = -256731.4, AR(1.00) = [0.47], Max-Change = 0.0224
Stage 1 = 144, LL = -256601.1, AR(1.00) = [0.47], Max-Change = 0.0347
Stage 1 = 145, LL = -256537.8, AR(1.00) = [0.47], Max-Change = 0.0257
Stage 1 = 146, LL = -256719.6, AR(1.00) = [0.47], Max-Change = 0.0297
Stage 1 = 147, LL = -256543.6, AR(1.00) = [0.47], Max-Change = 0.0360
Stage 1 = 148, LL = -256543.4, AR(1.00) = [0.48], Max-Change = 0.0182
Stage 1 = 149, LL = -256574.8, AR(1.00) = [0.48], Max-Change = 0.0364
Stage 1 = 150, LL = -256727.3, AR(1.62) = [0.40], Max-Change = 0.0368
Stage 2 = 1, LL = -256674.2, AR(1.62) = [0.40], Max-Change = 0.0485
Stage 2 = 2, LL = -256601.9, AR(1.62) = [0.40], Max-Change = 0.0188
Stage 2 = 3, LL = -256633.5, AR(1.62) = [0.41], Max-Change = 0.0468
Stage 2 = 4, LL = -256596.6, AR(1.62) = [0.40], Max-Change = 0.0268
Stage 2 = 5, LL = -256406.6, AR(1.62) = [0.40], Max-Change = 0.0159
Stage 2 = 6, LL = -256605.6, AR(1.62) = [0.40], Max-Change = 0.0429
Stage 2 = 7, LL = -256528.2, AR(1.62) = [0.40], Max-Change = 0.0304
Stage 2 = 8, LL = -256645.9, AR(1.62) = [0.40], Max-Change = 0.0549
Stage 2 = 9, LL = -256530.3, AR(1.62) = [0.40], Max-Change = 0.0195
Stage 2 = 10, LL = -256302.2, AR(1.62) = [0.39], Max-Change = 0.0324
Stage 2 = 11, LL = -256400.9, AR(1.62) = [0.40], Max-Change = 0.0414
Stage 2 = 12, LL = -256414.1, AR(1.62) = [0.40], Max-Change = 0.0239
Stage 2 = 13, LL = -256289.8, AR(1.62) = [0.40], Max-Change = 0.0344
Stage 2 = 14, LL = -256189.3, AR(1.62) = [0.40], Max-Change = 0.0472
Stage 2 = 15, LL = -256201.4, AR(1.62) = [0.41], Max-Change = 0.0272
Stage 2 = 16, LL = -256315.3, AR(1.62) = [0.40], Max-Change = 0.0450
Stage 2 = 17, LL = -256358.0, AR(1.62) = [0.40], Max-Change = 0.0461
Stage 2 = 18, LL = -256300.2, AR(1.62) = [0.40], Max-Change = 0.0229
Stage 2 = 19, LL = -256328.9, AR(1.62) = [0.39], Max-Change = 0.0247
Stage 2 = 20, LL = -256427.5, AR(1.62) = [0.40], Max-Change = 0.0316
Stage 2 = 21, LL = -256510.4, AR(1.62) = [0.40], Max-Change = 0.0619
Stage 2 = 22, LL = -256337.3, AR(1.62) = [0.40], Max-Change = 0.0288
Stage 2 = 23, LL = -256324.2, AR(1.62) = [0.40], Max-Change = 0.0191
Stage 2 = 24, LL = -256361.7, AR(1.62) = [0.40], Max-Change = 0.0293
Stage 2 = 25, LL = -256462.9, AR(1.62) = [0.39], Max-Change = 0.0279
Stage 2 = 26, LL = -256394.7, AR(1.62) = [0.40], Max-Change = 0.0332
Stage 2 = 27, LL = -256317.3, AR(1.62) = [0.40], Max-Change = 0.0324
Stage 2 = 28, LL = -256219.8, AR(1.62) = [0.40], Max-Change = 0.0550
Stage 2 = 29, LL = -256364.4, AR(1.62) = [0.40], Max-Change = 0.0262
Stage 2 = 30, LL = -256405.2, AR(1.62) = [0.40], Max-Change = 0.0254
Stage 2 = 31, LL = -256255.8, AR(1.62) = [0.40], Max-Change = 0.0232
Stage 2 = 32, LL = -256248.3, AR(1.62) = [0.40], Max-Change = 0.0233
Stage 2 = 33, LL = -256250.8, AR(1.62) = [0.40], Max-Change = 0.0461
Stage 2 = 34, LL = -256292.2, AR(1.62) = [0.40], Max-Change = 0.0378
Stage 2 = 35, LL = -256354.9, AR(1.62) = [0.39], Max-Change = 0.0298
Stage 2 = 36, LL = -256301.0, AR(1.62) = [0.40], Max-Change = 0.0405
Stage 2 = 37, LL = -256234.6, AR(1.62) = [0.39], Max-Change = 0.0176
Stage 2 = 38, LL = -256287.0, AR(1.62) = [0.40], Max-Change = 0.0445
Stage 2 = 39, LL = -256417.0, AR(1.62) = [0.40], Max-Change = 0.0304
Stage 2 = 40, LL = -256226.1, AR(1.62) = [0.39], Max-Change = 0.0251
Stage 2 = 41, LL = -256445.7, AR(1.62) = [0.40], Max-Change = 0.0208
Stage 2 = 42, LL = -256394.2, AR(1.62) = [0.40], Max-Change = 0.0268
Stage 2 = 43, LL = -256465.1, AR(1.62) = [0.40], Max-Change = 0.0180
Stage 2 = 44, LL = -256206.6, AR(1.62) = [0.40], Max-Change = 0.0171
Stage 2 = 45, LL = -256119.1, AR(1.62) = [0.40], Max-Change = 0.0389
Stage 2 = 46, LL = -256213.7, AR(1.62) = [0.40], Max-Change = 0.0331
Stage 2 = 47, LL = -256092.4, AR(1.62) = [0.39], Max-Change = 0.0363
Stage 2 = 48, LL = -256197.3, AR(1.62) = [0.39], Max-Change = 0.0306
Stage 2 = 49, LL = -256117.5, AR(1.62) = [0.40], Max-Change = 0.0285
Stage 2 = 50, LL = -256136.9, AR(1.62) = [0.40], Max-Change = 0.0269
Stage 2 = 51, LL = -256270.8, AR(1.62) = [0.39], Max-Change = 0.0316
Stage 2 = 52, LL = -255978.2, AR(1.62) = [0.39], Max-Change = 0.0183
Stage 2 = 53, LL = -256120.5, AR(1.62) = [0.40], Max-Change = 0.0184
Stage 2 = 54, LL = -256350.4, AR(1.62) = [0.40], Max-Change = 0.0330
Stage 2 = 55, LL = -256285.0, AR(1.62) = [0.40], Max-Change = 0.0302
Stage 2 = 56, LL = -256114.0, AR(1.62) = [0.40], Max-Change = 0.0417
Stage 2 = 57, LL = -256037.0, AR(1.62) = [0.40], Max-Change = 0.0261
Stage 2 = 58, LL = -256103.7, AR(1.62) = [0.39], Max-Change = 0.0295
Stage 2 = 59, LL = -256298.8, AR(1.62) = [0.40], Max-Change = 0.0249
Stage 2 = 60, LL = -256198.1, AR(1.62) = [0.40], Max-Change = 0.0409
Stage 2 = 61, LL = -256019.0, AR(1.62) = [0.40], Max-Change = 0.0301
Stage 2 = 62, LL = -255989.7, AR(1.62) = [0.40], Max-Change = 0.0369
Stage 2 = 63, LL = -255931.1, AR(1.62) = [0.40], Max-Change = 0.0688
Stage 2 = 64, LL = -256246.6, AR(1.62) = [0.40], Max-Change = 0.0511
Stage 2 = 65, LL = -256140.0, AR(1.62) = [0.40], Max-Change = 0.0230
Stage 2 = 66, LL = -256138.3, AR(1.62) = [0.40], Max-Change = 0.0417
Stage 2 = 67, LL = -256205.6, AR(1.62) = [0.39], Max-Change = 0.0231
Stage 2 = 68, LL = -256232.6, AR(1.62) = [0.40], Max-Change = 0.0171
Stage 2 = 69, LL = -256108.6, AR(1.62) = [0.39], Max-Change = 0.0316
Stage 2 = 70, LL = -256265.1, AR(1.62) = [0.39], Max-Change = 0.0266
Stage 2 = 71, LL = -256274.0, AR(1.62) = [0.40], Max-Change = 0.0309
Stage 2 = 72, LL = -256047.7, AR(1.62) = [0.40], Max-Change = 0.0255
Stage 2 = 73, LL = -256055.4, AR(1.62) = [0.40], Max-Change = 0.0182
Stage 2 = 74, LL = -256131.7, AR(1.62) = [0.40], Max-Change = 0.0556
Stage 2 = 75, LL = -256131.4, AR(1.62) = [0.40], Max-Change = 0.0177
Stage 2 = 76, LL = -256207.4, AR(1.62) = [0.40], Max-Change = 0.0247
Stage 2 = 77, LL = -256145.7, AR(1.62) = [0.39], Max-Change = 0.0381
Stage 2 = 78, LL = -256116.2, AR(1.62) = [0.40], Max-Change = 0.0148
Stage 2 = 79, LL = -256125.5, AR(1.62) = [0.39], Max-Change = 0.0277
Stage 2 = 80, LL = -256005.1, AR(1.62) = [0.39], Max-Change = 0.0200
Stage 2 = 81, LL = -256062.5, AR(1.62) = [0.40], Max-Change = 0.0273
Stage 2 = 82, LL = -255982.3, AR(1.62) = [0.40], Max-Change = 0.0235
Stage 2 = 83, LL = -255924.0, AR(1.62) = [0.39], Max-Change = 0.0188
Stage 2 = 84, LL = -256115.0, AR(1.62) = [0.39], Max-Change = 0.0397
Stage 2 = 85, LL = -256064.0, AR(1.62) = [0.39], Max-Change = 0.0258
Stage 2 = 86, LL = -256088.2, AR(1.62) = [0.40], Max-Change = 0.0208
Stage 2 = 87, LL = -256133.3, AR(1.62) = [0.39], Max-Change = 0.0239
Stage 2 = 88, LL = -256057.8, AR(1.62) = [0.39], Max-Change = 0.0296
Stage 2 = 89, LL = -256037.5, AR(1.62) = [0.40], Max-Change = 0.0521
Stage 2 = 90, LL = -256151.8, AR(1.62) = [0.39], Max-Change = 0.0415
Stage 2 = 91, LL = -256120.7, AR(1.62) = [0.39], Max-Change = 0.0316
Stage 2 = 92, LL = -255984.5, AR(1.62) = [0.39], Max-Change = 0.0240
Stage 2 = 93, LL = -256151.4, AR(1.62) = [0.40], Max-Change = 0.0309
Stage 2 = 94, LL = -256076.6, AR(1.62) = [0.40], Max-Change = 0.0177
Stage 2 = 95, LL = -256002.7, AR(1.62) = [0.39], Max-Change = 0.0224
Stage 2 = 96, LL = -256043.9, AR(1.62) = [0.40], Max-Change = 0.0270
Stage 2 = 97, LL = -256154.4, AR(1.62) = [0.40], Max-Change = 0.0513
Stage 2 = 98, LL = -255995.7, AR(1.62) = [0.39], Max-Change = 0.0181
Stage 2 = 99, LL = -255979.6, AR(1.62) = [0.39], Max-Change = 0.0365
Stage 2 = 100, LL = -256018.6, AR(1.62) = [0.39], Max-Change = 0.0261
Stage 3 = 1, LL = -256175.4, AR(1.62) = [0.39], gam = 0.0000, Max-Change = 0.0000
Stage 3 = 2, LL = -256056.9, AR(1.62) = [0.40], gam = 0.1778, Max-Change = 0.0248
Stage 3 = 3, LL = -256083.7, AR(1.62) = [0.39], gam = 0.1057, Max-Change = 0.0192
Stage 3 = 4, LL = -255961.9, AR(1.62) = [0.40], gam = 0.0780, Max-Change = 0.0065
Stage 3 = 5, LL = -256169.4, AR(1.62) = [0.40], gam = 0.0629, Max-Change = 0.0052
Stage 3 = 6, LL = -256151.6, AR(1.62) = [0.39], gam = 0.0532, Max-Change = 0.0081
Stage 3 = 7, LL = -256249.2, AR(1.62) = [0.39], gam = 0.0464, Max-Change = 0.0051
Stage 3 = 8, LL = -256114.4, AR(1.62) = [0.40], gam = 0.0413, Max-Change = 0.0051
Stage 3 = 9, LL = -256141.0, AR(1.62) = [0.40], gam = 0.0374, Max-Change = 0.0058
Stage 3 = 10, LL = -256206.7, AR(1.62) = [0.40], gam = 0.0342, Max-Change = 0.0051
Stage 3 = 11, LL = -256253.1, AR(1.62) = [0.40], gam = 0.0316, Max-Change = 0.0057
Stage 3 = 12, LL = -256319.9, AR(1.62) = [0.39], gam = 0.0294, Max-Change = 0.0067
Stage 3 = 13, LL = -256238.3, AR(1.62) = [0.40], gam = 0.0276, Max-Change = 0.0047
Stage 3 = 14, LL = -256054.5, AR(1.62) = [0.39], gam = 0.0260, Max-Change = 0.0024
Stage 3 = 15, LL = -256199.5, AR(1.62) = [0.40], gam = 0.0246, Max-Change = 0.0030
Stage 3 = 16, LL = -256161.1, AR(1.62) = [0.40], gam = 0.0233, Max-Change = 0.0026
Stage 3 = 17, LL = -256191.0, AR(1.62) = [0.39], gam = 0.0222, Max-Change = 0.0035
Stage 3 = 18, LL = -256175.4, AR(1.62) = [0.39], gam = 0.0212, Max-Change = 0.0086
Stage 3 = 19, LL = -255989.9, AR(1.62) = [0.40], gam = 0.0203, Max-Change = 0.0023
Stage 3 = 20, LL = -256262.8, AR(1.62) = [0.40], gam = 0.0195, Max-Change = 0.0032
Stage 3 = 21, LL = -256110.7, AR(1.62) = [0.40], gam = 0.0188, Max-Change = 0.0063
Stage 3 = 22, LL = -256105.0, AR(1.62) = [0.40], gam = 0.0181, Max-Change = 0.0022
Stage 3 = 23, LL = -256207.2, AR(1.62) = [0.39], gam = 0.0175, Max-Change = 0.0017
Stage 3 = 24, LL = -256149.3, AR(1.62) = [0.39], gam = 0.0169, Max-Change = 0.0013
Stage 3 = 25, LL = -256286.3, AR(1.62) = [0.39], gam = 0.0164, Max-Change = 0.0030
Stage 3 = 26, LL = -256252.1, AR(1.62) = [0.40], gam = 0.0159, Max-Change = 0.0015
Stage 3 = 27, LL = -256076.2, AR(1.62) = [0.40], gam = 0.0154, Max-Change = 0.0027
Stage 3 = 28, LL = -256302.2, AR(1.62) = [0.40], gam = 0.0150, Max-Change = 0.0021
Stage 3 = 29, LL = -256169.8, AR(1.62) = [0.39], gam = 0.0146, Max-Change = 0.0022
Stage 3 = 30, LL = -256238.3, AR(1.62) = [0.40], gam = 0.0142, Max-Change = 0.0015
Stage 3 = 31, LL = -256262.2, AR(1.62) = [0.40], gam = 0.0139, Max-Change = 0.0023
Stage 3 = 32, LL = -256030.0, AR(1.62) = [0.40], gam = 0.0135, Max-Change = 0.0020
Stage 3 = 33, LL = -256035.7, AR(1.62) = [0.39], gam = 0.0132, Max-Change = 0.0015
Stage 3 = 34, LL = -256076.1, AR(1.62) = [0.39], gam = 0.0129, Max-Change = 0.0026
Stage 3 = 35, LL = -256184.6, AR(1.62) = [0.40], gam = 0.0126, Max-Change = 0.0026
Stage 3 = 36, LL = -256025.2, AR(1.62) = [0.39], gam = 0.0124, Max-Change = 0.0014
Stage 3 = 37, LL = -256435.7, AR(1.62) = [0.40], gam = 0.0121, Max-Change = 0.0014
Stage 3 = 38, LL = -256248.2, AR(1.62) = [0.40], gam = 0.0119, Max-Change = 0.0018
Stage 3 = 39, LL = -256163.3, AR(1.62) = [0.39], gam = 0.0116, Max-Change = 0.0010
Stage 3 = 40, LL = -256399.0, AR(1.62) = [0.40], gam = 0.0114, Max-Change = 0.0013
Stage 3 = 41, LL = -256201.3, AR(1.62) = [0.40], gam = 0.0112, Max-Change = 0.0015
Stage 3 = 42, LL = -256161.0, AR(1.62) = [0.39], gam = 0.0110, Max-Change = 0.0017
Stage 3 = 43, LL = -255984.0, AR(1.62) = [0.40], gam = 0.0108, Max-Change = 0.0026
Stage 3 = 44, LL = -256041.5, AR(1.62) = [0.39], gam = 0.0106, Max-Change = 0.0014
Stage 3 = 45, LL = -256230.7, AR(1.62) = [0.39], gam = 0.0104, Max-Change = 0.0012
Stage 3 = 46, LL = -256125.4, AR(1.62) = [0.40], gam = 0.0102, Max-Change = 0.0014
Stage 3 = 47, LL = -256289.1, AR(1.62) = [0.39], gam = 0.0101, Max-Change = 0.0014
Stage 3 = 48, LL = -256032.9, AR(1.62) = [0.39], gam = 0.0099, Max-Change = 0.0010
Stage 3 = 49, LL = -256112.5, AR(1.62) = [0.39], gam = 0.0098, Max-Change = 0.0010
Stage 3 = 50, LL = -256025.0, AR(1.62) = [0.39], gam = 0.0096, Max-Change = 0.0009
Stage 3 = 51, LL = -256074.9, AR(1.62) = [0.40], gam = 0.0095, Max-Change = 0.0029
Stage 3 = 52, LL = -256100.3, AR(1.62) = [0.39], gam = 0.0093, Max-Change = 0.0027
Stage 3 = 53, LL = -256024.6, AR(1.62) = [0.40], gam = 0.0092, Max-Change = 0.0013
Stage 3 = 54, LL = -256031.9, AR(1.62) = [0.39], gam = 0.0091, Max-Change = 0.0010
Stage 3 = 55, LL = -256123.0, AR(1.62) = [0.40], gam = 0.0089, Max-Change = 0.0013
Stage 3 = 56, LL = -256055.6, AR(1.62) = [0.39], gam = 0.0088, Max-Change = 0.0011
Stage 3 = 57, LL = -256157.2, AR(1.62) = [0.40], gam = 0.0087, Max-Change = 0.0009
Stage 3 = 58, LL = -256167.3, AR(1.62) = [0.39], gam = 0.0086, Max-Change = 0.0009
Stage 3 = 59, LL = -256125.7, AR(1.62) = [0.40], gam = 0.0085, Max-Change = 0.0012
Stage 3 = 60, LL = -256210.8, AR(1.62) = [0.40], gam = 0.0084, Max-Change = 0.0011
Stage 3 = 61, LL = -256201.8, AR(1.62) = [0.40], gam = 0.0082, Max-Change = 0.0009
Stage 3 = 62, LL = -256332.8, AR(1.62) = [0.40], gam = 0.0081, Max-Change = 0.0010
Stage 3 = 63, LL = -256075.8, AR(1.62) = [0.40], gam = 0.0080, Max-Change = 0.0023
Stage 3 = 64, LL = -255905.9, AR(1.62) = [0.39], gam = 0.0080, Max-Change = 0.0005
Stage 3 = 65, LL = -255992.8, AR(1.62) = [0.39], gam = 0.0079, Max-Change = 0.0010
Stage 3 = 66, LL = -256127.9, AR(1.62) = [0.40], gam = 0.0078, Max-Change = 0.0012
Stage 3 = 67, LL = -256378.2, AR(1.62) = [0.40], gam = 0.0077, Max-Change = 0.0021
Stage 3 = 68, LL = -256196.9, AR(1.62) = [0.40], gam = 0.0076, Max-Change = 0.0008
Stage 3 = 69, LL = -256063.4, AR(1.62) = [0.39], gam = 0.0075, Max-Change = 0.0016
Stage 3 = 70, LL = -256160.8, AR(1.62) = [0.40], gam = 0.0074, Max-Change = 0.0008
Stage 3 = 71, LL = -256257.5, AR(1.62) = [0.40], gam = 0.0073, Max-Change = 0.0010
Stage 3 = 72, LL = -256208.5, AR(1.62) = [0.40], gam = 0.0073, Max-Change = 0.0016
Stage 3 = 73, LL = -256013.0, AR(1.62) = [0.40], gam = 0.0072, Max-Change = 0.0009
Stage 3 = 74, LL = -256064.8, AR(1.62) = [0.39], gam = 0.0071, Max-Change = 0.0006
Stage 3 = 75, LL = -256156.6, AR(1.62) = [0.40], gam = 0.0070, Max-Change = 0.0016
Stage 3 = 76, LL = -256030.5, AR(1.62) = [0.39], gam = 0.0070, Max-Change = 0.0005
Stage 3 = 77, LL = -256226.7, AR(1.62) = [0.39], gam = 0.0069, Max-Change = 0.0012
Stage 3 = 78, LL = -256203.4, AR(1.62) = [0.39], gam = 0.0068, Max-Change = 0.0012
Stage 3 = 79, LL = -256078.2, AR(1.62) = [0.39], gam = 0.0068, Max-Change = 0.0007
Stage 3 = 80, LL = -256167.0, AR(1.62) = [0.40], gam = 0.0067, Max-Change = 0.0007
Stage 3 = 81, LL = -255956.3, AR(1.62) = [0.40], gam = 0.0066, Max-Change = 0.0007

Calculating information matrix...

Calculating log-likelihood...

48

"q_1" re-mapped to ensure all categories have a distance of 1
"q_2" re-mapped to ensure all categories have a distance of 1
"q_3" re-mapped to ensure all categories have a distance of 1
"q_4" re-mapped to ensure all categories have a distance of 1
"q_5" re-mapped to ensure all categories have a distance of 1
"q_6" re-mapped to ensure all categories have a distance of 1
"q_7" re-mapped to ensure all categories have a distance of 1
"q_8" re-mapped to ensure all categories have a distance of 1
"q_9" re-mapped to ensure all categories have a distance of 1
"q_10" re-mapped to ensure all categories have a distance of 1
"q_11" re-mapped to ensure all categories have a distance of 1
"q_12" re-mapped to ensure all categories have a distance of 1
"q_13" re-mapped to ensure all categories have a distance of 1
"q_14" re-mapped to ensure all categories have a distance of 1
"q_15" re-mapped to ensure all categories have a distance of 1
"q_16" re-mapped to ensure all categories have a distance of 1
"q_17" re-mapped to ensure all categories have a distance of 1
"q_18" re-mapped to ensure all categories have a distance of 1
"q_19" re-mapped to ensure all categories have a distance of 1
"q_20" re-mapped to ensure all categories have a distance of 1
"q_21" re-mapped to ensure all categories have a distance of 1
"q_22" re-mapped to ensure all categories have a distance of 1
"q_23" re-mapped to ensure all categories have a distance of 1
"q_24" re-mapped to ensure all categories have a distance of 1
"q_25" re-mapped to ensure all categories have a distance of 1
"q_26" re-mapped to ensure all categories have a distance of 1
"q_27" re-mapped to ensure all categories have a distance of 1
"q_28" re-mapped to ensure all categories have a distance of 1
"q_29" re-mapped to ensure all categories have a distance of 1
"q_30" re-mapped to ensure all categories have a distance of 1
"q_31" re-mapped to ensure all categories have a distance of 1
"q_32" re-mapped to ensure all categories have a distance of 1

Stage 1 = 1, LL = -225524.4, AR(0.88) = [0.51], Max-Change = 0.2000
Stage 1 = 2, LL = -219062.4, AR(0.88) = [0.51], Max-Change = 0.2000
Stage 1 = 3, LL = -213764.8, AR(0.88) = [0.51], Max-Change = 0.2000
Stage 1 = 4, LL = -209608.3, AR(0.88) = [0.51], Max-Change = 0.2000
Stage 1 = 5, LL = -206172.9, AR(0.88) = [0.51], Max-Change = 0.2000
Stage 1 = 6, LL = -203672.4, AR(0.88) = [0.51], Max-Change = 0.2000
Stage 1 = 7, LL = -201344.1, AR(0.88) = [0.52], Max-Change = 0.2000
Stage 1 = 8, LL = -199849.1, AR(0.88) = [0.51], Max-Change = 0.2000
Stage 1 = 9, LL = -198398.6, AR(0.88) = [0.52], Max-Change = 0.2000
Stage 1 = 10, LL = -197438.2, AR(0.88) = [0.51], Max-Change = 0.2000
Stage 1 = 11, LL = -196605.5, AR(0.88) = [0.51], Max-Change = 0.2000
Stage 1 = 12, LL = -195706.0, AR(0.88) = [0.50], Max-Change = 0.2000
Stage 1 = 13, LL = -195237.0, AR(0.88) = [0.51], Max-Change = 0.2000
Stage 1 = 14, LL = -194746.9, AR(0.88) = [0.51], Max-Change = 0.2000
Stage 1 = 15, LL = -194704.5, AR(0.88) = [0.50], Max-Change = 0.2000
Stage 1 = 16, LL = -194451.4, AR(0.88) = [0.52], Max-Change = 0.2000
Stage 1 = 17, LL = -194362.2, AR(0.88) = [0.51], Max-Change = 0.1687
Stage 1 = 18, LL = -194187.2, AR(0.88) = [0.51], Max-Change = 0.1540
Stage 1 = 19, LL = -193903.3, AR(0.88) = [0.51], Max-Change = 0.1383
Stage 1 = 20, LL = -193741.8, AR(0.88) = [0.51], Max-Change = 0.0975
Stage 1 = 21, LL = -193763.8, AR(0.88) = [0.51], Max-Change = 0.0909
Stage 1 = 22, LL = -193638.2, AR(0.88) = [0.51], Max-Change = 0.0692
Stage 1 = 23, LL = -193577.6, AR(0.88) = [0.50], Max-Change = 0.0626
Stage 1 = 24, LL = -193507.7, AR(0.88) = [0.51], Max-Change = 0.0610
Stage 1 = 25, LL = -193503.7, AR(0.88) = [0.51], Max-Change = 0.0544
Stage 1 = 26, LL = -193282.6, AR(0.88) = [0.50], Max-Change = 0.0480
Stage 1 = 27, LL = -193282.8, AR(0.88) = [0.51], Max-Change = 0.0482
Stage 1 = 28, LL = -193088.6, AR(0.88) = [0.50], Max-Change = 0.0408
Stage 1 = 29, LL = -193243.1, AR(0.88) = [0.50], Max-Change = 0.0644
Stage 1 = 30, LL = -193071.6, AR(0.88) = [0.51], Max-Change = 0.0798
Stage 1 = 31, LL = -192970.5, AR(0.88) = [0.50], Max-Change = 0.0620
Stage 1 = 32, LL = -192948.7, AR(0.88) = [0.50], Max-Change = 0.0636
Stage 1 = 33, LL = -192940.0, AR(0.88) = [0.50], Max-Change = 0.0441
Stage 1 = 34, LL = -192801.9, AR(0.88) = [0.51], Max-Change = 0.0327
Stage 1 = 35, LL = -192773.3, AR(0.88) = [0.50], Max-Change = 0.0533
Stage 1 = 36, LL = -192695.0, AR(0.88) = [0.50], Max-Change = 0.0338
Stage 1 = 37, LL = -192658.1, AR(0.88) = [0.50], Max-Change = 0.0450
Stage 1 = 38, LL = -192593.5, AR(0.88) = [0.50], Max-Change = 0.0247
Stage 1 = 39, LL = -192637.0, AR(0.88) = [0.50], Max-Change = 0.0424
Stage 1 = 40, LL = -192623.0, AR(0.88) = [0.49], Max-Change = 0.0525
Stage 1 = 41, LL = -192532.9, AR(0.88) = [0.50], Max-Change = 0.0375
Stage 1 = 42, LL = -192431.7, AR(0.88) = [0.49], Max-Change = 0.0445
Stage 1 = 43, LL = -192516.4, AR(0.88) = [0.50], Max-Change = 0.0412
Stage 1 = 44, LL = -192318.2, AR(0.88) = [0.49], Max-Change = 0.0264
Stage 1 = 45, LL = -192314.4, AR(0.88) = [0.50], Max-Change = 0.0328
Stage 1 = 46, LL = -192271.5, AR(0.88) = [0.49], Max-Change = 0.0388
Stage 1 = 47, LL = -192220.7, AR(0.88) = [0.49], Max-Change = 0.0431
Stage 1 = 48, LL = -192211.3, AR(0.88) = [0.49], Max-Change = 0.0218
Stage 1 = 49, LL = -192091.8, AR(0.88) = [0.49], Max-Change = 0.0282
Stage 1 = 50, LL = -192184.4, AR(0.88) = [0.50], Max-Change = 0.0270
Stage 1 = 51, LL = -192053.1, AR(0.88) = [0.49], Max-Change = 0.0254
Stage 1 = 52, LL = -192041.9, AR(0.88) = [0.49], Max-Change = 0.0218
Stage 1 = 53, LL = -192099.4, AR(0.88) = [0.48], Max-Change = 0.0343
Stage 1 = 54, LL = -192181.7, AR(0.88) = [0.49], Max-Change = 0.0395
Stage 1 = 55, LL = -192081.2, AR(0.88) = [0.50], Max-Change = 0.0606
Stage 1 = 56, LL = -192009.7, AR(0.88) = [0.48], Max-Change = 0.0147
Stage 1 = 57, LL = -192055.4, AR(0.88) = [0.49], Max-Change = 0.0308
Stage 1 = 58, LL = -191983.2, AR(0.88) = [0.49], Max-Change = 0.0438
Stage 1 = 59, LL = -191834.2, AR(0.88) = [0.49], Max-Change = 0.0337
Stage 1 = 60, LL = -191978.5, AR(0.88) = [0.49], Max-Change = 0.0359
Stage 1 = 61, LL = -191899.0, AR(0.88) = [0.49], Max-Change = 0.0275
Stage 1 = 62, LL = -191838.2, AR(0.88) = [0.49], Max-Change = 0.0192
Stage 1 = 63, LL = -191766.3, AR(0.88) = [0.48], Max-Change = 0.0343
Stage 1 = 64, LL = -191847.9, AR(0.88) = [0.49], Max-Change = 0.0304
Stage 1 = 65, LL = -191758.4, AR(0.88) = [0.49], Max-Change = 0.0320
Stage 1 = 66, LL = -191721.6, AR(0.88) = [0.48], Max-Change = 0.0221
Stage 1 = 67, LL = -191876.5, AR(0.88) = [0.49], Max-Change = 0.0120
Stage 1 = 68, LL = -191749.6, AR(0.88) = [0.50], Max-Change = 0.0272
Stage 1 = 69, LL = -191665.1, AR(0.88) = [0.48], Max-Change = 0.0280
Stage 1 = 70, LL = -191732.2, AR(0.88) = [0.49], Max-Change = 0.0292
Stage 1 = 71, LL = -191651.9, AR(0.88) = [0.49], Max-Change = 0.0201
Stage 1 = 72, LL = -191709.8, AR(0.88) = [0.49], Max-Change = 0.0476
Stage 1 = 73, LL = -191716.3, AR(0.88) = [0.48], Max-Change = 0.0379
Stage 1 = 74, LL = -191613.1, AR(0.88) = [0.48], Max-Change = 0.0431
Stage 1 = 75, LL = -191636.8, AR(0.88) = [0.49], Max-Change = 0.0165
Stage 1 = 76, LL = -191573.7, AR(0.88) = [0.48], Max-Change = 0.0213
Stage 1 = 77, LL = -191501.1, AR(0.88) = [0.48], Max-Change = 0.0304
Stage 1 = 78, LL = -191505.5, AR(0.88) = [0.48], Max-Change = 0.0224
Stage 1 = 79, LL = -191568.2, AR(0.88) = [0.47], Max-Change = 0.0224
Stage 1 = 80, LL = -191554.4, AR(0.88) = [0.47], Max-Change = 0.0294
Stage 1 = 81, LL = -191424.5, AR(0.88) = [0.48], Max-Change = 0.0349
Stage 1 = 82, LL = -191435.4, AR(0.88) = [0.48], Max-Change = 0.0210
Stage 1 = 83, LL = -191352.8, AR(0.88) = [0.48], Max-Change = 0.0395
Stage 1 = 84, LL = -191453.4, AR(0.88) = [0.48], Max-Change = 0.0214
Stage 1 = 85, LL = -191215.9, AR(0.88) = [0.48], Max-Change = 0.0208
Stage 1 = 86, LL = -191501.4, AR(0.88) = [0.48], Max-Change = 0.0229
Stage 1 = 87, LL = -191261.6, AR(0.88) = [0.48], Max-Change = 0.0315
Stage 1 = 88, LL = -191252.3, AR(0.88) = [0.48], Max-Change = 0.0291
Stage 1 = 89, LL = -191353.5, AR(0.88) = [0.48], Max-Change = 0.0336
Stage 1 = 90, LL = -191369.3, AR(0.88) = [0.48], Max-Change = 0.0269
Stage 1 = 91, LL = -191402.9, AR(0.88) = [0.48], Max-Change = 0.0182
Stage 1 = 92, LL = -191315.1, AR(0.88) = [0.49], Max-Change = 0.0378
Stage 1 = 93, LL = -191433.8, AR(0.88) = [0.47], Max-Change = 0.0302
Stage 1 = 94, LL = -191235.8, AR(0.88) = [0.48], Max-Change = 0.0159
Stage 1 = 95, LL = -191414.4, AR(0.88) = [0.48], Max-Change = 0.0268
Stage 1 = 96, LL = -191153.0, AR(0.88) = [0.48], Max-Change = 0.0258
Stage 1 = 97, LL = -191069.2, AR(0.88) = [0.48], Max-Change = 0.0233
Stage 1 = 98, LL = -191273.5, AR(0.88) = [0.48], Max-Change = 0.0306
Stage 1 = 99, LL = -191174.9, AR(0.88) = [0.47], Max-Change = 0.0558
Stage 1 = 100, LL = -191099.3, AR(0.88) = [0.48], Max-Change = 0.0265
Stage 1 = 101, LL = -191210.9, AR(0.88) = [0.47], Max-Change = 0.0238
Stage 1 = 102, LL = -191181.0, AR(0.88) = [0.48], Max-Change = 0.0171
Stage 1 = 103, LL = -191188.5, AR(0.88) = [0.48], Max-Change = 0.0238
Stage 1 = 104, LL = -191330.7, AR(0.88) = [0.47], Max-Change = 0.0296
Stage 1 = 105, LL = -191239.5, AR(0.88) = [0.48], Max-Change = 0.0279
Stage 1 = 106, LL = -191210.0, AR(0.88) = [0.47], Max-Change = 0.0222
Stage 1 = 107, LL = -191133.7, AR(0.88) = [0.48], Max-Change = 0.0159
Stage 1 = 108, LL = -191161.7, AR(0.88) = [0.48], Max-Change = 0.0171
Stage 1 = 109, LL = -191183.1, AR(0.88) = [0.47], Max-Change = 0.0382
Stage 1 = 110, LL = -191044.3, AR(0.88) = [0.47], Max-Change = 0.0141
Stage 1 = 111, LL = -191072.1, AR(0.88) = [0.47], Max-Change = 0.0288
Stage 1 = 112, LL = -191156.4, AR(0.88) = [0.48], Max-Change = 0.0177
Stage 1 = 113, LL = -191139.8, AR(0.88) = [0.47], Max-Change = 0.0339
Stage 1 = 114, LL = -191097.6, AR(0.88) = [0.47], Max-Change = 0.0234
Stage 1 = 115, LL = -191086.6, AR(0.88) = [0.47], Max-Change = 0.0291
Stage 1 = 116, LL = -190961.1, AR(0.88) = [0.47], Max-Change = 0.0245
Stage 1 = 117, LL = -190850.5, AR(0.88) = [0.47], Max-Change = 0.0184
Stage 1 = 118, LL = -191095.1, AR(0.88) = [0.48], Max-Change = 0.0312
Stage 1 = 119, LL = -191013.6, AR(0.88) = [0.47], Max-Change = 0.0253
Stage 1 = 120, LL = -190937.5, AR(0.88) = [0.47], Max-Change = 0.0398
Stage 1 = 121, LL = -190883.4, AR(0.88) = [0.47], Max-Change = 0.0278
Stage 1 = 122, LL = -190911.0, AR(0.88) = [0.48], Max-Change = 0.0363
Stage 1 = 123, LL = -190917.6, AR(0.88) = [0.48], Max-Change = 0.0315
Stage 1 = 124, LL = -191057.2, AR(0.88) = [0.47], Max-Change = 0.0319
Stage 1 = 125, LL = -190961.3, AR(0.88) = [0.46], Max-Change = 0.0245
Stage 1 = 126, LL = -190886.5, AR(0.88) = [0.47], Max-Change = 0.0247
Stage 1 = 127, LL = -190927.4, AR(0.88) = [0.47], Max-Change = 0.0159
Stage 1 = 128, LL = -190883.3, AR(0.88) = [0.47], Max-Change = 0.0364
Stage 1 = 129, LL = -190916.4, AR(0.88) = [0.47], Max-Change = 0.0292
Stage 1 = 130, LL = -191070.3, AR(0.88) = [0.48], Max-Change = 0.0293
Stage 1 = 131, LL = -190893.1, AR(0.88) = [0.47], Max-Change = 0.0218
Stage 1 = 132, LL = -190969.3, AR(0.88) = [0.47], Max-Change = 0.0223
Stage 1 = 133, LL = -191030.1, AR(0.88) = [0.47], Max-Change = 0.0203
Stage 1 = 134, LL = -190943.9, AR(0.88) = [0.47], Max-Change = 0.0116
Stage 1 = 135, LL = -190959.9, AR(0.88) = [0.46], Max-Change = 0.0208
Stage 1 = 136, LL = -191069.7, AR(0.88) = [0.47], Max-Change = 0.0201
Stage 1 = 137, LL = -190810.4, AR(0.88) = [0.46], Max-Change = 0.0335
Stage 1 = 138, LL = -190928.6, AR(0.88) = [0.47], Max-Change = 0.0168
Stage 1 = 139, LL = -190889.5, AR(0.88) = [0.48], Max-Change = 0.0226
Stage 1 = 140, LL = -190899.0, AR(0.88) = [0.47], Max-Change = 0.0265
Stage 1 = 141, LL = -190949.4, AR(0.88) = [0.47], Max-Change = 0.0249
Stage 1 = 142, LL = -190815.2, AR(0.88) = [0.48], Max-Change = 0.0263
Stage 1 = 143, LL = -190961.3, AR(0.88) = [0.47], Max-Change = 0.0181
Stage 1 = 144, LL = -190988.0, AR(0.88) = [0.47], Max-Change = 0.0210
Stage 1 = 145, LL = -190889.9, AR(0.88) = [0.47], Max-Change = 0.0205
Stage 1 = 146, LL = -190846.2, AR(0.88) = [0.47], Max-Change = 0.0210
Stage 1 = 147, LL = -190885.8, AR(0.88) = [0.47], Max-Change = 0.0391
Stage 1 = 148, LL = -190931.3, AR(0.88) = [0.47], Max-Change = 0.0363
Stage 1 = 149, LL = -190878.2, AR(0.88) = [0.47], Max-Change = 0.0219
Stage 1 = 150, LL = -190982.2, AR(1.40) = [0.40], Max-Change = 0.0266
Stage 2 = 1, LL = -190817.5, AR(1.40) = [0.40], Max-Change = 0.0235
Stage 2 = 2, LL = -190931.5, AR(1.40) = [0.40], Max-Change = 0.0182
Stage 2 = 3, LL = -190822.5, AR(1.40) = [0.39], Max-Change = 0.0234
Stage 2 = 4, LL = -190866.8, AR(1.40) = [0.40], Max-Change = 0.0265
Stage 2 = 5, LL = -190828.6, AR(1.40) = [0.40], Max-Change = 0.0130
Stage 2 = 6, LL = -190801.0, AR(1.40) = [0.40], Max-Change = 0.0380
Stage 2 = 7, LL = -190732.4, AR(1.40) = [0.40], Max-Change = 0.0278
Stage 2 = 8, LL = -190826.5, AR(1.40) = [0.39], Max-Change = 0.0427
Stage 2 = 9, LL = -190886.7, AR(1.40) = [0.40], Max-Change = 0.0282
Stage 2 = 10, LL = -190718.2, AR(1.40) = [0.40], Max-Change = 0.0262
Stage 2 = 11, LL = -190797.0, AR(1.40) = [0.40], Max-Change = 0.0176
Stage 2 = 12, LL = -190771.8, AR(1.40) = [0.39], Max-Change = 0.0213
Stage 2 = 13, LL = -190830.5, AR(1.40) = [0.40], Max-Change = 0.0273
Stage 2 = 14, LL = -190645.1, AR(1.40) = [0.40], Max-Change = 0.0303
Stage 2 = 15, LL = -190786.6, AR(1.40) = [0.40], Max-Change = 0.0158
Stage 2 = 16, LL = -190646.1, AR(1.40) = [0.39], Max-Change = 0.0252
Stage 2 = 17, LL = -190862.1, AR(1.40) = [0.40], Max-Change = 0.0291
Stage 2 = 18, LL = -190773.8, AR(1.40) = [0.40], Max-Change = 0.0446
Stage 2 = 19, LL = -190791.8, AR(1.40) = [0.40], Max-Change = 0.0167
Stage 2 = 20, LL = -190817.2, AR(1.40) = [0.40], Max-Change = 0.0286
Stage 2 = 21, LL = -190691.1, AR(1.40) = [0.39], Max-Change = 0.0228
Stage 2 = 22, LL = -190644.3, AR(1.40) = [0.40], Max-Change = 0.0258
Stage 2 = 23, LL = -190795.7, AR(1.40) = [0.40], Max-Change = 0.0210
Stage 2 = 24, LL = -190753.5, AR(1.40) = [0.40], Max-Change = 0.0223
Stage 2 = 25, LL = -190679.5, AR(1.40) = [0.40], Max-Change = 0.0273
Stage 2 = 26, LL = -190765.2, AR(1.40) = [0.39], Max-Change = 0.0253
Stage 2 = 27, LL = -190714.1, AR(1.40) = [0.40], Max-Change = 0.0207
Stage 2 = 28, LL = -190656.7, AR(1.40) = [0.41], Max-Change = 0.0190
Stage 2 = 29, LL = -190700.4, AR(1.40) = [0.40], Max-Change = 0.0398
Stage 2 = 30, LL = -190693.1, AR(1.40) = [0.41], Max-Change = 0.0227
Stage 2 = 31, LL = -190651.7, AR(1.40) = [0.40], Max-Change = 0.0175
Stage 2 = 32, LL = -190768.2, AR(1.40) = [0.40], Max-Change = 0.0353
Stage 2 = 33, LL = -190737.8, AR(1.40) = [0.39], Max-Change = 0.0324
Stage 2 = 34, LL = -190769.8, AR(1.40) = [0.40], Max-Change = 0.0217
Stage 2 = 35, LL = -190743.1, AR(1.40) = [0.39], Max-Change = 0.0271
Stage 2 = 36, LL = -190676.7, AR(1.40) = [0.39], Max-Change = 0.0357
Stage 2 = 37, LL = -190694.5, AR(1.40) = [0.40], Max-Change = 0.0179
Stage 2 = 38, LL = -190628.0, AR(1.40) = [0.39], Max-Change = 0.0211
Stage 2 = 39, LL = -190623.2, AR(1.40) = [0.39], Max-Change = 0.0150
Stage 2 = 40, LL = -190656.0, AR(1.40) = [0.39], Max-Change = 0.0244
Stage 2 = 41, LL = -190774.6, AR(1.40) = [0.40], Max-Change = 0.0240
Stage 2 = 42, LL = -190702.6, AR(1.40) = [0.39], Max-Change = 0.0156
Stage 2 = 43, LL = -190535.4, AR(1.40) = [0.40], Max-Change = 0.0445
Stage 2 = 44, LL = -190702.6, AR(1.40) = [0.39], Max-Change = 0.0262
Stage 2 = 45, LL = -190908.1, AR(1.40) = [0.40], Max-Change = 0.0529
Stage 2 = 46, LL = -190619.7, AR(1.40) = [0.39], Max-Change = 0.0194
Stage 2 = 47, LL = -190547.9, AR(1.40) = [0.41], Max-Change = 0.0221
Stage 2 = 48, LL = -190715.8, AR(1.40) = [0.40], Max-Change = 0.0256
Stage 2 = 49, LL = -190702.7, AR(1.40) = [0.40], Max-Change = 0.0276
Stage 2 = 50, LL = -190687.3, AR(1.40) = [0.40], Max-Change = 0.0401
Stage 2 = 51, LL = -190748.4, AR(1.40) = [0.39], Max-Change = 0.0284
Stage 2 = 52, LL = -190654.0, AR(1.40) = [0.39], Max-Change = 0.0262
Stage 2 = 53, LL = -190634.2, AR(1.40) = [0.40], Max-Change = 0.0317
Stage 2 = 54, LL = -190645.0, AR(1.40) = [0.41], Max-Change = 0.0217
Stage 2 = 55, LL = -190605.8, AR(1.40) = [0.40], Max-Change = 0.0228
Stage 2 = 56, LL = -190609.2, AR(1.40) = [0.40], Max-Change = 0.0397
Stage 2 = 57, LL = -190741.1, AR(1.40) = [0.40], Max-Change = 0.0178
Stage 2 = 58, LL = -190739.1, AR(1.40) = [0.39], Max-Change = 0.0387
Stage 2 = 59, LL = -190562.1, AR(1.40) = [0.39], Max-Change = 0.0272
Stage 2 = 60, LL = -190896.3, AR(1.40) = [0.40], Max-Change = 0.0254
Stage 2 = 61, LL = -190554.6, AR(1.40) = [0.39], Max-Change = 0.0269
Stage 2 = 62, LL = -190574.5, AR(1.40) = [0.39], Max-Change = 0.0184
Stage 2 = 63, LL = -190649.0, AR(1.40) = [0.39], Max-Change = 0.0177
Stage 2 = 64, LL = -190602.7, AR(1.40) = [0.40], Max-Change = 0.0287
Stage 2 = 65, LL = -190666.2, AR(1.40) = [0.40], Max-Change = 0.0565
Stage 2 = 66, LL = -190585.0, AR(1.40) = [0.39], Max-Change = 0.0257
Stage 2 = 67, LL = -190700.5, AR(1.40) = [0.40], Max-Change = 0.0509
Stage 2 = 68, LL = -190680.7, AR(1.40) = [0.39], Max-Change = 0.0204
Stage 2 = 69, LL = -190694.9, AR(1.40) = [0.40], Max-Change = 0.0245
Stage 2 = 70, LL = -190586.0, AR(1.40) = [0.40], Max-Change = 0.0183
Stage 2 = 71, LL = -190627.5, AR(1.40) = [0.40], Max-Change = 0.0151
Stage 2 = 72, LL = -190609.5, AR(1.40) = [0.39], Max-Change = 0.0165
Stage 2 = 73, LL = -190726.3, AR(1.40) = [0.40], Max-Change = 0.0216
Stage 2 = 74, LL = -190664.4, AR(1.40) = [0.40], Max-Change = 0.0206
Stage 2 = 75, LL = -190638.8, AR(1.40) = [0.40], Max-Change = 0.0157
Stage 2 = 76, LL = -190621.6, AR(1.40) = [0.40], Max-Change = 0.0293
Stage 2 = 77, LL = -190647.1, AR(1.40) = [0.39], Max-Change = 0.0248
Stage 2 = 78, LL = -190670.9, AR(1.40) = [0.39], Max-Change = 0.0143
Stage 2 = 79, LL = -190564.6, AR(1.40) = [0.40], Max-Change = 0.0144
Stage 2 = 80, LL = -190614.8, AR(1.40) = [0.40], Max-Change = 0.0286
Stage 2 = 81, LL = -190613.3, AR(1.40) = [0.40], Max-Change = 0.0316
Stage 2 = 82, LL = -190753.2, AR(1.40) = [0.40], Max-Change = 0.0196
Stage 2 = 83, LL = -190762.2, AR(1.40) = [0.39], Max-Change = 0.0296
Stage 2 = 84, LL = -190595.2, AR(1.40) = [0.39], Max-Change = 0.0187
Stage 2 = 85, LL = -190699.4, AR(1.40) = [0.39], Max-Change = 0.0672
Stage 2 = 86, LL = -190655.6, AR(1.40) = [0.40], Max-Change = 0.0198
Stage 2 = 87, LL = -190725.5, AR(1.40) = [0.39], Max-Change = 0.0164
Stage 2 = 88, LL = -190745.0, AR(1.40) = [0.40], Max-Change = 0.0238
Stage 2 = 89, LL = -190635.9, AR(1.40) = [0.40], Max-Change = 0.0194
Stage 2 = 90, LL = -190730.5, AR(1.40) = [0.40], Max-Change = 0.0241
Stage 2 = 91, LL = -190744.9, AR(1.40) = [0.40], Max-Change = 0.0248
Stage 2 = 92, LL = -190712.8, AR(1.40) = [0.40], Max-Change = 0.0235
Stage 2 = 93, LL = -190575.0, AR(1.40) = [0.40], Max-Change = 0.0167
Stage 2 = 94, LL = -190657.6, AR(1.40) = [0.39], Max-Change = 0.0151
Stage 2 = 95, LL = -190678.8, AR(1.40) = [0.39], Max-Change = 0.0215
Stage 2 = 96, LL = -190797.5, AR(1.40) = [0.40], Max-Change = 0.0373
Stage 2 = 97, LL = -190785.3, AR(1.40) = [0.39], Max-Change = 0.0245
Stage 2 = 98, LL = -190763.7, AR(1.40) = [0.39], Max-Change = 0.0237
Stage 2 = 99, LL = -190805.8, AR(1.40) = [0.40], Max-Change = 0.0336
Stage 2 = 100, LL = -190639.9, AR(1.40) = [0.40], Max-Change = 0.0175
Stage 3 = 1, LL = -190589.5, AR(1.40) = [0.40], gam = 0.0000, Max-Change = 0.0000
Stage 3 = 2, LL = -190663.3, AR(1.40) = [0.40], gam = 0.1778, Max-Change = 0.0159
Stage 3 = 3, LL = -190654.6, AR(1.40) = [0.39], gam = 0.1057, Max-Change = 0.0147
Stage 3 = 4, LL = -190676.9, AR(1.40) = [0.40], gam = 0.0780, Max-Change = 0.0105
Stage 3 = 5, LL = -190728.5, AR(1.40) = [0.40], gam = 0.0629, Max-Change = 0.0069
Stage 3 = 6, LL = -190603.5, AR(1.40) = [0.40], gam = 0.0532, Max-Change = 0.0063
Stage 3 = 7, LL = -190702.2, AR(1.40) = [0.39], gam = 0.0464, Max-Change = 0.0062
Stage 3 = 8, LL = -190902.0, AR(1.40) = [0.40], gam = 0.0413, Max-Change = 0.0056
Stage 3 = 9, LL = -190859.6, AR(1.40) = [0.39], gam = 0.0374, Max-Change = 0.0036
Stage 3 = 10, LL = -190639.8, AR(1.40) = [0.39], gam = 0.0342, Max-Change = 0.0030
Stage 3 = 11, LL = -190656.4, AR(1.40) = [0.39], gam = 0.0316, Max-Change = 0.0049
Stage 3 = 12, LL = -190617.9, AR(1.40) = [0.40], gam = 0.0294, Max-Change = 0.0040
Stage 3 = 13, LL = -190518.0, AR(1.40) = [0.40], gam = 0.0276, Max-Change = 0.0050
Stage 3 = 14, LL = -190738.1, AR(1.40) = [0.39], gam = 0.0260, Max-Change = 0.0053
Stage 3 = 15, LL = -190738.9, AR(1.40) = [0.39], gam = 0.0246, Max-Change = 0.0035
Stage 3 = 16, LL = -190838.9, AR(1.40) = [0.40], gam = 0.0233, Max-Change = 0.0022
Stage 3 = 17, LL = -190640.5, AR(1.40) = [0.39], gam = 0.0222, Max-Change = 0.0017
Stage 3 = 18, LL = -190597.4, AR(1.40) = [0.40], gam = 0.0212, Max-Change = 0.0016
Stage 3 = 19, LL = -190764.1, AR(1.40) = [0.39], gam = 0.0203, Max-Change = 0.0027
Stage 3 = 20, LL = -190493.3, AR(1.40) = [0.40], gam = 0.0195, Max-Change = 0.0027
Stage 3 = 21, LL = -190595.8, AR(1.40) = [0.40], gam = 0.0188, Max-Change = 0.0018
Stage 3 = 22, LL = -190689.9, AR(1.40) = [0.40], gam = 0.0181, Max-Change = 0.0017
Stage 3 = 23, LL = -190752.6, AR(1.40) = [0.40], gam = 0.0175, Max-Change = 0.0029
Stage 3 = 24, LL = -190677.2, AR(1.40) = [0.40], gam = 0.0169, Max-Change = 0.0021
Stage 3 = 25, LL = -190699.1, AR(1.40) = [0.39], gam = 0.0164, Max-Change = 0.0026
Stage 3 = 26, LL = -190712.9, AR(1.40) = [0.40], gam = 0.0159, Max-Change = 0.0013
Stage 3 = 27, LL = -190724.9, AR(1.40) = [0.39], gam = 0.0154, Max-Change = 0.0010
Stage 3 = 28, LL = -190629.3, AR(1.40) = [0.39], gam = 0.0150, Max-Change = 0.0022
Stage 3 = 29, LL = -190656.0, AR(1.40) = [0.39], gam = 0.0146, Max-Change = 0.0015
Stage 3 = 30, LL = -190772.3, AR(1.40) = [0.40], gam = 0.0142, Max-Change = 0.0015
Stage 3 = 31, LL = -190627.4, AR(1.40) = [0.40], gam = 0.0139, Max-Change = 0.0018
Stage 3 = 32, LL = -190812.7, AR(1.40) = [0.39], gam = 0.0135, Max-Change = 0.0015
Stage 3 = 33, LL = -190676.1, AR(1.40) = [0.40], gam = 0.0132, Max-Change = 0.0018
Stage 3 = 34, LL = -190754.4, AR(1.40) = [0.40], gam = 0.0129, Max-Change = 0.0009
Stage 3 = 35, LL = -190643.6, AR(1.40) = [0.40], gam = 0.0126, Max-Change = 0.0013
Stage 3 = 36, LL = -190707.7, AR(1.40) = [0.40], gam = 0.0124, Max-Change = 0.0013
Stage 3 = 37, LL = -190683.0, AR(1.40) = [0.39], gam = 0.0121, Max-Change = 0.0013
Stage 3 = 38, LL = -190595.7, AR(1.40) = [0.40], gam = 0.0119, Max-Change = 0.0010
Stage 3 = 39, LL = -190620.7, AR(1.40) = [0.40], gam = 0.0116, Max-Change = 0.0014
Stage 3 = 40, LL = -190610.3, AR(1.40) = [0.39], gam = 0.0114, Max-Change = 0.0019
Stage 3 = 41, LL = -190666.2, AR(1.40) = [0.40], gam = 0.0112, Max-Change = 0.0013
Stage 3 = 42, LL = -190647.9, AR(1.40) = [0.40], gam = 0.0110, Max-Change = 0.0011
Stage 3 = 43, LL = -190761.7, AR(1.40) = [0.40], gam = 0.0108, Max-Change = 0.0010
Stage 3 = 44, LL = -190689.3, AR(1.40) = [0.40], gam = 0.0106, Max-Change = 0.0011
Stage 3 = 45, LL = -190754.5, AR(1.40) = [0.40], gam = 0.0104, Max-Change = 0.0013
Stage 3 = 46, LL = -190781.1, AR(1.40) = [0.39], gam = 0.0102, Max-Change = 0.0009
Stage 3 = 47, LL = -190630.3, AR(1.40) = [0.39], gam = 0.0101, Max-Change = 0.0012
Stage 3 = 48, LL = -190751.8, AR(1.40) = [0.40], gam = 0.0099, Max-Change = 0.0014
Stage 3 = 49, LL = -190813.0, AR(1.40) = [0.39], gam = 0.0098, Max-Change = 0.0012
Stage 3 = 50, LL = -190706.5, AR(1.40) = [0.40], gam = 0.0096, Max-Change = 0.0013
Stage 3 = 51, LL = -190673.7, AR(1.40) = [0.40], gam = 0.0095, Max-Change = 0.0008
Stage 3 = 52, LL = -190627.2, AR(1.40) = [0.39], gam = 0.0093, Max-Change = 0.0011
Stage 3 = 53, LL = -190570.7, AR(1.40) = [0.40], gam = 0.0092, Max-Change = 0.0018
Stage 3 = 54, LL = -190656.0, AR(1.40) = [0.40], gam = 0.0091, Max-Change = 0.0007
Stage 3 = 55, LL = -190717.7, AR(1.40) = [0.40], gam = 0.0089, Max-Change = 0.0009
Stage 3 = 56, LL = -190681.8, AR(1.40) = [0.40], gam = 0.0088, Max-Change = 0.0008

Calculating information matrix...

Calculating log-likelihood...

60

"q_1" re-mapped to ensure all categories have a distance of 1
"q_2" re-mapped to ensure all categories have a distance of 1
"q_3" re-mapped to ensure all categories have a distance of 1
"q_4" re-mapped to ensure all categories have a distance of 1
"q_5" re-mapped to ensure all categories have a distance of 1
"q_6" re-mapped to ensure all categories have a distance of 1
"q_7" re-mapped to ensure all categories have a distance of 1
"q_8" re-mapped to ensure all categories have a distance of 1
"q_9" re-mapped to ensure all categories have a distance of 1
"q_10" re-mapped to ensure all categories have a distance of 1
"q_11" re-mapped to ensure all categories have a distance of 1
"q_12" re-mapped to ensure all categories have a distance of 1
"q_13" re-mapped to ensure all categories have a distance of 1
"q_14" re-mapped to ensure all categories have a distance of 1
"q_15" re-mapped to ensure all categories have a distance of 1
"q_16" re-mapped to ensure all categories have a distance of 1
"q_17" re-mapped to ensure all categories have a distance of 1
"q_18" re-mapped to ensure all categories have a distance of 1
"q_19" re-mapped to ensure all categories have a distance of 1
"q_20" re-mapped to ensure all categories have a distance of 1
"q_21" re-mapped to ensure all categories have a distance of 1
"q_22" re-mapped to ensure all categories have a distance of 1
"q_23" re-mapped to ensure all categories have a distance of 1
"q_24" re-mapped to ensure all categories have a distance of 1
"q_25" re-mapped to ensure all categories have a distance of 1
"q_26" re-mapped to ensure all categories have a distance of 1
"q_27" re-mapped to ensure all categories have a distance of 1
"q_28" re-mapped to ensure all categories have a distance of 1
"q_29" re-mapped to ensure all categories have a distance of 1
"q_30" re-mapped to ensure all categories have a distance of 1
"q_31" re-mapped to ensure all categories have a distance of 1
"q_32" re-mapped to ensure all categories have a distance of 1

Stage 1 = 1, LL = -435534.7, AR(0.79) = [0.50], Max-Change = 0.2000
Stage 1 = 2, LL = -423169.8, AR(0.79) = [0.51], Max-Change = 0.2000
Stage 1 = 3, LL = -413219.1, AR(0.79) = [0.51], Max-Change = 0.2000
Stage 1 = 4, LL = -405642.3, AR(0.79) = [0.50], Max-Change = 0.2000
Stage 1 = 5, LL = -399852.2, AR(0.79) = [0.50], Max-Change = 0.2000
Stage 1 = 6, LL = -394942.4, AR(0.79) = [0.51], Max-Change = 0.2000
Stage 1 = 7, LL = -391518.3, AR(0.79) = [0.50], Max-Change = 0.2000
Stage 1 = 8, LL = -388627.4, AR(0.79) = [0.51], Max-Change = 0.2000
Stage 1 = 9, LL = -386469.0, AR(0.79) = [0.50], Max-Change = 0.2000
Stage 1 = 10, LL = -384643.3, AR(0.79) = [0.50], Max-Change = 0.2000
Stage 1 = 11, LL = -383316.3, AR(0.79) = [0.49], Max-Change = 0.2000
Stage 1 = 12, LL = -382247.1, AR(0.79) = [0.50], Max-Change = 0.2000
Stage 1 = 13, LL = -381386.5, AR(0.79) = [0.50], Max-Change = 0.2000
Stage 1 = 14, LL = -380950.8, AR(0.79) = [0.50], Max-Change = 0.2000
Stage 1 = 15, LL = -380088.7, AR(0.79) = [0.50], Max-Change = 0.1978
Stage 1 = 16, LL = -379974.5, AR(0.79) = [0.50], Max-Change = 0.1445
Stage 1 = 17, LL = -379421.6, AR(0.79) = [0.49], Max-Change = 0.1336
Stage 1 = 18, LL = -379622.3, AR(0.79) = [0.49], Max-Change = 0.1104
Stage 1 = 19, LL = -379079.0, AR(0.79) = [0.49], Max-Change = 0.0931
Stage 1 = 20, LL = -378910.3, AR(0.79) = [0.50], Max-Change = 0.0592
Stage 1 = 21, LL = -378836.4, AR(0.79) = [0.49], Max-Change = 0.0570
Stage 1 = 22, LL = -378571.9, AR(0.79) = [0.49], Max-Change = 0.0591
Stage 1 = 23, LL = -378348.2, AR(0.79) = [0.49], Max-Change = 0.0661
Stage 1 = 24, LL = -378236.0, AR(0.79) = [0.49], Max-Change = 0.0453
Stage 1 = 25, LL = -378253.4, AR(0.79) = [0.49], Max-Change = 0.0468
Stage 1 = 26, LL = -378217.6, AR(0.79) = [0.49], Max-Change = 0.0358
Stage 1 = 27, LL = -378052.7, AR(0.79) = [0.49], Max-Change = 0.0315
Stage 1 = 28, LL = -378106.9, AR(0.79) = [0.49], Max-Change = 0.0351
Stage 1 = 29, LL = -377829.6, AR(0.79) = [0.48], Max-Change = 0.0403
Stage 1 = 30, LL = -377894.6, AR(0.79) = [0.49], Max-Change = 0.0334
Stage 1 = 31, LL = -377624.1, AR(0.79) = [0.49], Max-Change = 0.0314
Stage 1 = 32, LL = -377799.3, AR(0.79) = [0.49], Max-Change = 0.0389
Stage 1 = 33, LL = -377559.9, AR(0.79) = [0.49], Max-Change = 0.0334
Stage 1 = 34, LL = -377387.9, AR(0.79) = [0.49], Max-Change = 0.0378
Stage 1 = 35, LL = -377383.2, AR(0.79) = [0.49], Max-Change = 0.0393
Stage 1 = 36, LL = -377134.9, AR(0.79) = [0.48], Max-Change = 0.0371
Stage 1 = 37, LL = -377306.5, AR(0.79) = [0.49], Max-Change = 0.0461
Stage 1 = 38, LL = -377171.5, AR(0.79) = [0.49], Max-Change = 0.0295
Stage 1 = 39, LL = -376968.3, AR(0.79) = [0.49], Max-Change = 0.0483
Stage 1 = 40, LL = -377074.2, AR(0.79) = [0.49], Max-Change = 0.0328
Stage 1 = 41, LL = -377103.9, AR(0.79) = [0.48], Max-Change = 0.0605
Stage 1 = 42, LL = -376755.9, AR(0.79) = [0.48], Max-Change = 0.0384
Stage 1 = 43, LL = -376797.2, AR(0.79) = [0.49], Max-Change = 0.0267
Stage 1 = 44, LL = -376784.0, AR(0.79) = [0.49], Max-Change = 0.0329
Stage 1 = 45, LL = -376608.3, AR(0.79) = [0.48], Max-Change = 0.0228
Stage 1 = 46, LL = -376618.1, AR(0.79) = [0.48], Max-Change = 0.0268
Stage 1 = 47, LL = -376388.4, AR(0.79) = [0.48], Max-Change = 0.0352
Stage 1 = 48, LL = -376445.0, AR(0.79) = [0.48], Max-Change = 0.0344
Stage 1 = 49, LL = -376383.6, AR(0.79) = [0.48], Max-Change = 0.0271
Stage 1 = 50, LL = -376158.2, AR(0.79) = [0.48], Max-Change = 0.0203
Stage 1 = 51, LL = -376240.6, AR(0.79) = [0.49], Max-Change = 0.0234
Stage 1 = 52, LL = -376199.1, AR(0.79) = [0.48], Max-Change = 0.0488
Stage 1 = 53, LL = -376131.8, AR(0.79) = [0.48], Max-Change = 0.0231
Stage 1 = 54, LL = -376192.3, AR(0.79) = [0.49], Max-Change = 0.0252
Stage 1 = 55, LL = -376106.1, AR(0.79) = [0.48], Max-Change = 0.0194
Stage 1 = 56, LL = -375947.3, AR(0.79) = [0.48], Max-Change = 0.0167
Stage 1 = 57, LL = -375999.0, AR(0.79) = [0.48], Max-Change = 0.0235
Stage 1 = 58, LL = -375946.7, AR(0.79) = [0.47], Max-Change = 0.0277
Stage 1 = 59, LL = -375849.2, AR(0.79) = [0.47], Max-Change = 0.0220
Stage 1 = 60, LL = -375805.6, AR(0.79) = [0.48], Max-Change = 0.0279
Stage 1 = 61, LL = -375908.3, AR(0.79) = [0.48], Max-Change = 0.0166
Stage 1 = 62, LL = -375678.9, AR(0.79) = [0.47], Max-Change = 0.0213
Stage 1 = 63, LL = -375915.4, AR(0.79) = [0.48], Max-Change = 0.0373
Stage 1 = 64, LL = -375691.8, AR(0.79) = [0.47], Max-Change = 0.0206
Stage 1 = 65, LL = -375816.2, AR(0.79) = [0.48], Max-Change = 0.0307
Stage 1 = 66, LL = -375579.2, AR(0.79) = [0.47], Max-Change = 0.0211
Stage 1 = 67, LL = -375696.3, AR(0.79) = [0.47], Max-Change = 0.0250
Stage 1 = 68, LL = -375614.0, AR(0.79) = [0.47], Max-Change = 0.0123
Stage 1 = 69, LL = -375536.5, AR(0.79) = [0.47], Max-Change = 0.0292
Stage 1 = 70, LL = -375373.2, AR(0.79) = [0.47], Max-Change = 0.0306
Stage 1 = 71, LL = -375376.0, AR(0.79) = [0.47], Max-Change = 0.0224
Stage 1 = 72, LL = -375327.2, AR(0.79) = [0.47], Max-Change = 0.0246
Stage 1 = 73, LL = -375243.0, AR(0.79) = [0.47], Max-Change = 0.0281
Stage 1 = 74, LL = -375525.8, AR(0.79) = [0.47], Max-Change = 0.0290
Stage 1 = 75, LL = -375396.5, AR(0.79) = [0.47], Max-Change = 0.0212
Stage 1 = 76, LL = -375441.7, AR(0.79) = [0.47], Max-Change = 0.0324
Stage 1 = 77, LL = -375316.4, AR(0.79) = [0.47], Max-Change = 0.0215
Stage 1 = 78, LL = -375401.7, AR(0.79) = [0.47], Max-Change = 0.0199
Stage 1 = 79, LL = -375274.0, AR(0.79) = [0.47], Max-Change = 0.0195
Stage 1 = 80, LL = -375072.8, AR(0.79) = [0.47], Max-Change = 0.0354
Stage 1 = 81, LL = -375015.9, AR(0.79) = [0.47], Max-Change = 0.0127
Stage 1 = 82, LL = -375021.3, AR(0.79) = [0.47], Max-Change = 0.0147
Stage 1 = 83, LL = -375029.1, AR(0.79) = [0.47], Max-Change = 0.0181
Stage 1 = 84, LL = -374854.4, AR(0.79) = [0.47], Max-Change = 0.0093
Stage 1 = 85, LL = -375158.2, AR(0.79) = [0.47], Max-Change = 0.0162
Stage 1 = 86, LL = -374917.4, AR(0.79) = [0.47], Max-Change = 0.0204
Stage 1 = 87, LL = -374893.1, AR(0.79) = [0.46], Max-Change = 0.0177
Stage 1 = 88, LL = -374757.3, AR(0.79) = [0.47], Max-Change = 0.0091
Stage 1 = 89, LL = -374743.4, AR(0.79) = [0.46], Max-Change = 0.0119
Stage 1 = 90, LL = -375030.0, AR(0.79) = [0.47], Max-Change = 0.0179
Stage 1 = 91, LL = -374705.0, AR(0.79) = [0.47], Max-Change = 0.0173
Stage 1 = 92, LL = -374730.9, AR(0.79) = [0.47], Max-Change = 0.0099
Stage 1 = 93, LL = -374776.5, AR(0.79) = [0.47], Max-Change = 0.0219
Stage 1 = 94, LL = -374693.4, AR(0.79) = [0.47], Max-Change = 0.0263
Stage 1 = 95, LL = -374941.1, AR(0.79) = [0.46], Max-Change = 0.0263
Stage 1 = 96, LL = -374936.1, AR(0.79) = [0.47], Max-Change = 0.0288
Stage 1 = 97, LL = -374950.9, AR(0.79) = [0.47], Max-Change = 0.0209
Stage 1 = 98, LL = -374834.0, AR(0.79) = [0.46], Max-Change = 0.0185
Stage 1 = 99, LL = -374700.0, AR(0.79) = [0.47], Max-Change = 0.0223
Stage 1 = 100, LL = -374735.5, AR(0.79) = [0.47], Max-Change = 0.0172
Stage 1 = 101, LL = -374702.8, AR(0.79) = [0.47], Max-Change = 0.0199
Stage 1 = 102, LL = -374671.8, AR(0.79) = [0.47], Max-Change = 0.0192
Stage 1 = 103, LL = -374513.6, AR(0.79) = [0.47], Max-Change = 0.0092
Stage 1 = 104, LL = -374601.9, AR(0.79) = [0.46], Max-Change = 0.0131
Stage 1 = 105, LL = -374734.1, AR(0.79) = [0.47], Max-Change = 0.0188
Stage 1 = 106, LL = -374692.7, AR(0.79) = [0.47], Max-Change = 0.0153
Stage 1 = 107, LL = -374799.4, AR(0.79) = [0.46], Max-Change = 0.0162
Stage 1 = 108, LL = -374622.4, AR(0.79) = [0.46], Max-Change = 0.0137
Stage 1 = 109, LL = -374772.2, AR(0.79) = [0.46], Max-Change = 0.0234
Stage 1 = 110, LL = -374487.7, AR(0.79) = [0.47], Max-Change = 0.0174
Stage 1 = 111, LL = -374495.8, AR(0.79) = [0.46], Max-Change = 0.0117
Stage 1 = 112, LL = -374680.7, AR(0.79) = [0.47], Max-Change = 0.0180
Stage 1 = 113, LL = -374602.2, AR(0.79) = [0.46], Max-Change = 0.0211
Stage 1 = 114, LL = -374618.8, AR(0.79) = [0.47], Max-Change = 0.0224
Stage 1 = 115, LL = -374540.8, AR(0.79) = [0.46], Max-Change = 0.0181
Stage 1 = 116, LL = -374462.9, AR(0.79) = [0.46], Max-Change = 0.0192
Stage 1 = 117, LL = -374450.2, AR(0.79) = [0.46], Max-Change = 0.0142
Stage 1 = 118, LL = -374332.2, AR(0.79) = [0.47], Max-Change = 0.0201
Stage 1 = 119, LL = -374432.6, AR(0.79) = [0.46], Max-Change = 0.0219
Stage 1 = 120, LL = -374466.6, AR(0.79) = [0.47], Max-Change = 0.0203
Stage 1 = 121, LL = -374567.7, AR(0.79) = [0.46], Max-Change = 0.0272
Stage 1 = 122, LL = -374674.0, AR(0.79) = [0.46], Max-Change = 0.0174
Stage 1 = 123, LL = -374547.2, AR(0.79) = [0.46], Max-Change = 0.0170
Stage 1 = 124, LL = -374661.8, AR(0.79) = [0.46], Max-Change = 0.0171
Stage 1 = 125, LL = -374505.7, AR(0.79) = [0.47], Max-Change = 0.0147
Stage 1 = 126, LL = -374350.6, AR(0.79) = [0.46], Max-Change = 0.0106
Stage 1 = 127, LL = -374403.3, AR(0.79) = [0.47], Max-Change = 0.0145
Stage 1 = 128, LL = -374314.9, AR(0.79) = [0.46], Max-Change = 0.0160
Stage 1 = 129, LL = -374378.9, AR(0.79) = [0.46], Max-Change = 0.0255
Stage 1 = 130, LL = -374410.8, AR(0.79) = [0.47], Max-Change = 0.0117
Stage 1 = 131, LL = -374389.0, AR(0.79) = [0.46], Max-Change = 0.0133
Stage 1 = 132, LL = -374210.4, AR(0.79) = [0.46], Max-Change = 0.0145
Stage 1 = 133, LL = -374138.2, AR(0.79) = [0.46], Max-Change = 0.0090
Stage 1 = 134, LL = -374381.8, AR(0.79) = [0.46], Max-Change = 0.0226
Stage 1 = 135, LL = -374325.9, AR(0.79) = [0.46], Max-Change = 0.0105
Stage 1 = 136, LL = -374371.7, AR(0.79) = [0.47], Max-Change = 0.0145
Stage 1 = 137, LL = -374453.4, AR(0.79) = [0.46], Max-Change = 0.0344
Stage 1 = 138, LL = -374349.8, AR(0.79) = [0.46], Max-Change = 0.0184
Stage 1 = 139, LL = -374471.8, AR(0.79) = [0.46], Max-Change = 0.0121
Stage 1 = 140, LL = -374224.2, AR(0.79) = [0.46], Max-Change = 0.0129
Stage 1 = 141, LL = -374299.5, AR(0.79) = [0.46], Max-Change = 0.0272
Stage 1 = 142, LL = -374216.7, AR(0.79) = [0.47], Max-Change = 0.0122
Stage 1 = 143, LL = -374067.8, AR(0.79) = [0.46], Max-Change = 0.0160
Stage 1 = 144, LL = -374251.4, AR(0.79) = [0.46], Max-Change = 0.0202
Stage 1 = 145, LL = -373938.7, AR(0.79) = [0.46], Max-Change = 0.0092
Stage 1 = 146, LL = -374117.1, AR(0.79) = [0.46], Max-Change = 0.0126
Stage 1 = 147, LL = -374187.9, AR(0.79) = [0.46], Max-Change = 0.0116
Stage 1 = 148, LL = -374197.1, AR(0.79) = [0.46], Max-Change = 0.0154
Stage 1 = 149, LL = -373995.5, AR(0.79) = [0.46], Max-Change = 0.0201
Stage 1 = 150, LL = -374531.4, AR(1.19) = [0.39], Max-Change = 0.0129
Stage 2 = 1, LL = -374243.8, AR(1.19) = [0.39], Max-Change = 0.0197
Stage 2 = 2, LL = -374072.4, AR(1.19) = [0.40], Max-Change = 0.0174
Stage 2 = 3, LL = -374249.8, AR(1.19) = [0.40], Max-Change = 0.0245
Stage 2 = 4, LL = -374028.2, AR(1.19) = [0.40], Max-Change = 0.0214
Stage 2 = 5, LL = -374187.9, AR(1.19) = [0.40], Max-Change = 0.0206
Stage 2 = 6, LL = -374225.3, AR(1.19) = [0.40], Max-Change = 0.0110
Stage 2 = 7, LL = -374265.3, AR(1.19) = [0.39], Max-Change = 0.0170
Stage 2 = 8, LL = -374175.1, AR(1.19) = [0.40], Max-Change = 0.0128
Stage 2 = 9, LL = -374251.5, AR(1.19) = [0.40], Max-Change = 0.0234
Stage 2 = 10, LL = -374274.4, AR(1.19) = [0.40], Max-Change = 0.0153
Stage 2 = 11, LL = -374134.8, AR(1.19) = [0.40], Max-Change = 0.0098
Stage 2 = 12, LL = -373941.1, AR(1.19) = [0.39], Max-Change = 0.0140
Stage 2 = 13, LL = -373981.9, AR(1.19) = [0.40], Max-Change = 0.0110
Stage 2 = 14, LL = -374100.8, AR(1.19) = [0.40], Max-Change = 0.0231
Stage 2 = 15, LL = -374162.7, AR(1.19) = [0.40], Max-Change = 0.0187
Stage 2 = 16, LL = -374097.8, AR(1.19) = [0.39], Max-Change = 0.0150
Stage 2 = 17, LL = -374089.0, AR(1.19) = [0.39], Max-Change = 0.0130
Stage 2 = 18, LL = -374318.7, AR(1.19) = [0.40], Max-Change = 0.0168
Stage 2 = 19, LL = -374117.1, AR(1.19) = [0.39], Max-Change = 0.0316
Stage 2 = 20, LL = -374042.0, AR(1.19) = [0.40], Max-Change = 0.0094
Stage 2 = 21, LL = -374040.1, AR(1.19) = [0.40], Max-Change = 0.0168
Stage 2 = 22, LL = -373859.0, AR(1.19) = [0.39], Max-Change = 0.0081
Stage 2 = 23, LL = -373807.4, AR(1.19) = [0.39], Max-Change = 0.0132
Stage 2 = 24, LL = -373892.8, AR(1.19) = [0.39], Max-Change = 0.0115
Stage 2 = 25, LL = -374062.8, AR(1.19) = [0.40], Max-Change = 0.0179
Stage 2 = 26, LL = -374084.2, AR(1.19) = [0.40], Max-Change = 0.0187
Stage 2 = 27, LL = -373995.8, AR(1.19) = [0.40], Max-Change = 0.0197
Stage 2 = 28, LL = -373909.4, AR(1.19) = [0.39], Max-Change = 0.0184
Stage 2 = 29, LL = -374013.6, AR(1.19) = [0.40], Max-Change = 0.0150
Stage 2 = 30, LL = -373889.0, AR(1.19) = [0.39], Max-Change = 0.0084
Stage 2 = 31, LL = -373884.3, AR(1.19) = [0.39], Max-Change = 0.0081
Stage 2 = 32, LL = -373748.0, AR(1.19) = [0.39], Max-Change = 0.0106
Stage 2 = 33, LL = -373671.1, AR(1.19) = [0.40], Max-Change = 0.0153
Stage 2 = 34, LL = -373697.8, AR(1.19) = [0.40], Max-Change = 0.0132
Stage 2 = 35, LL = -373989.5, AR(1.19) = [0.39], Max-Change = 0.0163
Stage 2 = 36, LL = -373787.1, AR(1.19) = [0.39], Max-Change = 0.0153
Stage 2 = 37, LL = -373883.2, AR(1.19) = [0.39], Max-Change = 0.0208
Stage 2 = 38, LL = -373838.2, AR(1.19) = [0.39], Max-Change = 0.0150
Stage 2 = 39, LL = -373822.0, AR(1.19) = [0.40], Max-Change = 0.0315
Stage 2 = 40, LL = -373585.1, AR(1.19) = [0.39], Max-Change = 0.0195
Stage 2 = 41, LL = -373647.0, AR(1.19) = [0.39], Max-Change = 0.0135
Stage 2 = 42, LL = -373532.5, AR(1.19) = [0.39], Max-Change = 0.0190
Stage 2 = 43, LL = -373632.5, AR(1.19) = [0.40], Max-Change = 0.0164
Stage 2 = 44, LL = -373650.4, AR(1.19) = [0.39], Max-Change = 0.0116
Stage 2 = 45, LL = -373546.2, AR(1.19) = [0.39], Max-Change = 0.0199
Stage 2 = 46, LL = -373867.2, AR(1.19) = [0.39], Max-Change = 0.0146
Stage 2 = 47, LL = -373603.9, AR(1.19) = [0.39], Max-Change = 0.0102
Stage 2 = 48, LL = -373825.2, AR(1.19) = [0.39], Max-Change = 0.0156
Stage 2 = 49, LL = -373654.3, AR(1.19) = [0.39], Max-Change = 0.0122
Stage 2 = 50, LL = -373678.8, AR(1.19) = [0.39], Max-Change = 0.0107
Stage 2 = 51, LL = -373646.1, AR(1.19) = [0.39], Max-Change = 0.0115
Stage 2 = 52, LL = -373790.8, AR(1.19) = [0.39], Max-Change = 0.0156
Stage 2 = 53, LL = -373641.0, AR(1.19) = [0.39], Max-Change = 0.0136
Stage 2 = 54, LL = -373453.4, AR(1.19) = [0.39], Max-Change = 0.0172
Stage 2 = 55, LL = -373554.6, AR(1.19) = [0.39], Max-Change = 0.0119
Stage 2 = 56, LL = -373468.5, AR(1.19) = [0.39], Max-Change = 0.0141
Stage 2 = 57, LL = -373498.2, AR(1.19) = [0.39], Max-Change = 0.0208
Stage 2 = 58, LL = -373549.8, AR(1.19) = [0.39], Max-Change = 0.0183
Stage 2 = 59, LL = -373444.3, AR(1.19) = [0.39], Max-Change = 0.0135
Stage 2 = 60, LL = -373605.9, AR(1.19) = [0.40], Max-Change = 0.0104
Stage 2 = 61, LL = -373643.9, AR(1.19) = [0.39], Max-Change = 0.0226
Stage 2 = 62, LL = -373616.0, AR(1.19) = [0.39], Max-Change = 0.0158
Stage 2 = 63, LL = -373671.5, AR(1.19) = [0.40], Max-Change = 0.0161
Stage 2 = 64, LL = -373505.5, AR(1.19) = [0.39], Max-Change = 0.0163
Stage 2 = 65, LL = -373492.5, AR(1.19) = [0.39], Max-Change = 0.0114
Stage 2 = 66, LL = -373698.9, AR(1.19) = [0.40], Max-Change = 0.0170
Stage 2 = 67, LL = -373571.1, AR(1.19) = [0.39], Max-Change = 0.0187
Stage 2 = 68, LL = -373475.2, AR(1.19) = [0.39], Max-Change = 0.0162
Stage 2 = 69, LL = -373423.8, AR(1.19) = [0.40], Max-Change = 0.0117
Stage 2 = 70, LL = -373427.4, AR(1.19) = [0.39], Max-Change = 0.0182
Stage 2 = 71, LL = -373466.8, AR(1.19) = [0.39], Max-Change = 0.0178
Stage 2 = 72, LL = -373411.4, AR(1.19) = [0.39], Max-Change = 0.0246
Stage 2 = 73, LL = -373328.0, AR(1.19) = [0.39], Max-Change = 0.0176
Stage 2 = 74, LL = -373607.3, AR(1.19) = [0.40], Max-Change = 0.0261
Stage 2 = 75, LL = -373304.1, AR(1.19) = [0.39], Max-Change = 0.0145
Stage 2 = 76, LL = -373343.9, AR(1.19) = [0.39], Max-Change = 0.0201
Stage 2 = 77, LL = -373385.1, AR(1.19) = [0.39], Max-Change = 0.0105
Stage 2 = 78, LL = -373439.3, AR(1.19) = [0.39], Max-Change = 0.0160
Stage 2 = 79, LL = -373426.2, AR(1.19) = [0.39], Max-Change = 0.0137
Stage 2 = 80, LL = -373487.6, AR(1.19) = [0.39], Max-Change = 0.0082
Stage 2 = 81, LL = -373392.5, AR(1.19) = [0.39], Max-Change = 0.0183
Stage 2 = 82, LL = -373396.4, AR(1.19) = [0.39], Max-Change = 0.0084
Stage 2 = 83, LL = -373527.1, AR(1.19) = [0.39], Max-Change = 0.0151
Stage 2 = 84, LL = -373394.7, AR(1.19) = [0.39], Max-Change = 0.0116
Stage 2 = 85, LL = -373607.5, AR(1.19) = [0.40], Max-Change = 0.0081
Stage 2 = 86, LL = -373167.4, AR(1.19) = [0.39], Max-Change = 0.0229
Stage 2 = 87, LL = -373338.0, AR(1.19) = [0.39], Max-Change = 0.0104
Stage 2 = 88, LL = -373362.8, AR(1.19) = [0.39], Max-Change = 0.0144
Stage 2 = 89, LL = -373386.5, AR(1.19) = [0.39], Max-Change = 0.0137
Stage 2 = 90, LL = -373489.7, AR(1.19) = [0.39], Max-Change = 0.0091
Stage 2 = 91, LL = -373375.2, AR(1.19) = [0.39], Max-Change = 0.0086
Stage 2 = 92, LL = -373477.8, AR(1.19) = [0.39], Max-Change = 0.0204
Stage 2 = 93, LL = -373324.3, AR(1.19) = [0.39], Max-Change = 0.0117
Stage 2 = 94, LL = -373289.3, AR(1.19) = [0.39], Max-Change = 0.0121
Stage 2 = 95, LL = -373549.9, AR(1.19) = [0.39], Max-Change = 0.0111
Stage 2 = 96, LL = -373476.6, AR(1.19) = [0.39], Max-Change = 0.0128
Stage 2 = 97, LL = -373550.9, AR(1.19) = [0.38], Max-Change = 0.0124
Stage 2 = 98, LL = -373667.3, AR(1.19) = [0.39], Max-Change = 0.0153
Stage 2 = 99, LL = -373472.4, AR(1.19) = [0.39], Max-Change = 0.0119
Stage 2 = 100, LL = -373434.4, AR(1.19) = [0.40], Max-Change = 0.0130
Stage 3 = 1, LL = -373768.5, AR(1.19) = [0.39], gam = 0.0000, Max-Change = 0.0000
Stage 3 = 2, LL = -373647.3, AR(1.19) = [0.40], gam = 0.1778, Max-Change = 0.0099
Stage 3 = 3, LL = -373585.8, AR(1.19) = [0.39], gam = 0.1057, Max-Change = 0.0074
Stage 3 = 4, LL = -373792.4, AR(1.19) = [0.39], gam = 0.0780, Max-Change = 0.0041
Stage 3 = 5, LL = -373947.6, AR(1.19) = [0.40], gam = 0.0629, Max-Change = 0.0047
Stage 3 = 6, LL = -373883.1, AR(1.19) = [0.39], gam = 0.0532, Max-Change = 0.0037
Stage 3 = 7, LL = -373678.4, AR(1.19) = [0.39], gam = 0.0464, Max-Change = 0.0025
Stage 3 = 8, LL = -373617.8, AR(1.19) = [0.39], gam = 0.0413, Max-Change = 0.0025
Stage 3 = 9, LL = -373713.8, AR(1.19) = [0.39], gam = 0.0374, Max-Change = 0.0033
Stage 3 = 10, LL = -373601.3, AR(1.19) = [0.39], gam = 0.0342, Max-Change = 0.0024
Stage 3 = 11, LL = -373725.6, AR(1.19) = [0.39], gam = 0.0316, Max-Change = 0.0022
Stage 3 = 12, LL = -373641.4, AR(1.19) = [0.39], gam = 0.0294, Max-Change = 0.0029
Stage 3 = 13, LL = -373901.7, AR(1.19) = [0.40], gam = 0.0276, Max-Change = 0.0054
Stage 3 = 14, LL = -373919.7, AR(1.19) = [0.40], gam = 0.0260, Max-Change = 0.0027
Stage 3 = 15, LL = -373892.8, AR(1.19) = [0.39], gam = 0.0246, Max-Change = 0.0017
Stage 3 = 16, LL = -373674.4, AR(1.19) = [0.39], gam = 0.0233, Max-Change = 0.0012
Stage 3 = 17, LL = -373565.6, AR(1.19) = [0.39], gam = 0.0222, Max-Change = 0.0017
Stage 3 = 18, LL = -373725.9, AR(1.19) = [0.39], gam = 0.0212, Max-Change = 0.0021
Stage 3 = 19, LL = -373882.1, AR(1.19) = [0.39], gam = 0.0203, Max-Change = 0.0011
Stage 3 = 20, LL = -373574.4, AR(1.19) = [0.39], gam = 0.0195, Max-Change = 0.0013
Stage 3 = 21, LL = -373760.2, AR(1.19) = [0.39], gam = 0.0188, Max-Change = 0.0016
Stage 3 = 22, LL = -373602.6, AR(1.19) = [0.40], gam = 0.0181, Max-Change = 0.0031
Stage 3 = 23, LL = -373613.9, AR(1.19) = [0.39], gam = 0.0175, Max-Change = 0.0015
Stage 3 = 24, LL = -373520.3, AR(1.19) = [0.40], gam = 0.0169, Max-Change = 0.0017
Stage 3 = 25, LL = -373796.5, AR(1.19) = [0.40], gam = 0.0164, Max-Change = 0.0017
Stage 3 = 26, LL = -373516.2, AR(1.19) = [0.39], gam = 0.0159, Max-Change = 0.0008
Stage 3 = 27, LL = -373701.0, AR(1.19) = [0.39], gam = 0.0154, Max-Change = 0.0009
Stage 3 = 28, LL = -373578.6, AR(1.19) = [0.39], gam = 0.0150, Max-Change = 0.0010

Calculating information matrix...

Calculating log-likelihood...

Summary table

`mutate_if()` ignored the following grouping variables:
Column `age`

Fit correction

This is lavaan 0.6-9
lavaan is FREE software! Please report any bugs.

Attaching package: ‘lavaan’

The following object is masked from ‘package:psych’:

    cor2cov

lavaan 0.6-9 ended normally after 19 iterations

  Estimator                                       DWLS
  Optimization method                           NLMINB
  Number of model parameters                        63
                                                      
  Number of observations                          1041
                                                      
Model Test User Model:
                                              Standard      Robust
  Test Statistic                               656.350     838.408
  Degrees of freedom                               189         189
  P-value (Chi-square)                           0.000       0.000
  Scaling correction factor                                  0.783
       Satorra-Bentler correction                                 

Model Test Baseline Model:

  Test statistic                              5670.332    5670.332
  Degrees of freedom                               210         210
  P-value                                        0.000       0.000
  Scaling correction factor                                  1.000

User Model versus Baseline Model:

  Comparative Fit Index (CFI)                    0.914       0.881
  Tucker-Lewis Index (TLI)                       0.905       0.868
                                                                  
  Robust Comparative Fit Index (CFI)                         0.907
  Robust Tucker-Lewis Index (TLI)                            0.897

Root Mean Square Error of Approximation:

  RMSEA                                          0.049       0.057
  90 Percent confidence interval - lower         0.045       0.053
  90 Percent confidence interval - upper         0.053       0.062
  P-value RMSEA <= 0.05                          0.685       0.003
                                                                  
  Robust RMSEA                                               0.051
  90 Percent confidence interval - lower                     0.047
  90 Percent confidence interval - upper                     0.054

Standardized Root Mean Square Residual:

  SRMR                                           0.099       0.099

Parameter Estimates:

  Standard errors                           Robust.sem
  Information                                 Expected
  Information saturated (h1) model        Unstructured

Latent Variables:
                   Estimate  Std.Err  z-value  P(>|z|)
  f1 =~                                               
    q_1               1.000                           
    q_2               0.324    0.056    5.830    0.000
    q_3               0.706    0.075    9.436    0.000
    q_4               0.147    0.078    1.870    0.062
    q_5               0.913    0.056   16.417    0.000
    q_6               0.496    0.061    8.137    0.000
    q_7               0.954    0.050   19.047    0.000
    q_8               0.746    0.062   12.049    0.000
    q_9               0.860    0.050   17.156    0.000
    q_10              0.723    0.053   13.682    0.000
    q_11              1.093    0.054   20.290    0.000
    q_12              0.543    0.068    8.006    0.000
    q_13              0.654    0.070    9.321    0.000
    q_14              0.506    0.078    6.456    0.000
    q_15              0.626    0.061   10.199    0.000
    q_16              0.714    0.050   14.252    0.000
    q_17              0.549    0.067    8.233    0.000
    q_18              0.365    0.059    6.131    0.000
    q_19              0.609    0.057   10.704    0.000
    q_20              0.964    0.057   16.810    0.000
    q_21              0.224    0.065    3.414    0.001

Intercepts:
                   Estimate  Std.Err  z-value  P(>|z|)
   .q_1               0.000                           
   .q_2               0.000                           
   .q_3               0.000                           
   .q_4               0.000                           
   .q_5               0.000                           
   .q_6               0.000                           
   .q_7               0.000                           
   .q_8               0.000                           
   .q_9               0.000                           
   .q_10              0.000                           
   .q_11              0.000                           
   .q_12              0.000                           
   .q_13              0.000                           
   .q_14              0.000                           
   .q_15              0.000                           
   .q_16              0.000                           
   .q_17              0.000                           
   .q_18              0.000                           
   .q_19              0.000                           
   .q_20              0.000                           
   .q_21              0.000                           
    f1                0.000                           

Thresholds:
                   Estimate  Std.Err  z-value  P(>|z|)
    q_1|t1            1.151    0.050   23.097    0.000
    q_1|t2            2.091    0.093   22.569    0.000
    q_2|t1            0.081    0.039    2.075    0.038
    q_2|t2            0.769    0.043   17.743    0.000
    q_3|t1            1.664    0.066   25.069    0.000
    q_3|t2            2.472    0.135   18.343    0.000
    q_4|t1            1.277    0.053   24.144    0.000
    q_4|t2            2.306    0.113   20.335    0.000
    q_5|t1            1.101    0.049   22.579    0.000
    q_5|t2            1.870    0.077   24.257    0.000
    q_6|t1            0.867    0.045   19.404    0.000
    q_6|t2            1.413    0.057   24.862    0.000
    q_7|t1            1.005    0.047   21.419    0.000
    q_7|t2            1.664    0.066   25.069    0.000
    q_8|t1            1.204    0.051   23.583    0.000
    q_8|t2            1.704    0.068   24.977    0.000
    q_9|t1            0.355    0.040    8.934    0.000
    q_9|t2            1.229    0.052   23.792    0.000
    q_10|t1           0.547    0.041   13.335    0.000
    q_10|t2           1.427    0.057   24.908    0.000
    q_11|t1           1.512    0.060   25.110    0.000
    q_11|t2           2.242    0.107   21.048    0.000
    q_12|t1           1.092    0.049   22.482    0.000
    q_12|t2           1.645    0.066   25.101    0.000
    q_13|t1           1.214    0.051   23.668    0.000
    q_13|t2           1.977    0.084   23.533    0.000
    q_14|t1           1.310    0.054   24.359    0.000
    q_14|t2           1.856    0.076   24.336    0.000
    q_15|t1           0.884    0.045   19.684    0.000
    q_15|t2           1.575    0.063   25.155    0.000
    q_16|t1           0.473    0.040   11.692    0.000
    q_16|t2           1.142    0.050   23.005    0.000
    q_17|t1           1.054    0.048   22.036    0.000
    q_17|t2           1.913    0.080   23.988    0.000
    q_18|t1           0.410    0.040   10.224    0.000
    q_18|t2           1.609    0.064   25.142    0.000
    q_19|t1           0.969    0.046   20.943    0.000
    q_19|t2           1.694    0.068   25.003    0.000
    q_20|t1           1.512    0.060   25.110    0.000
    q_20|t2           2.380    0.122   19.458    0.000
    q_21|t1           0.928    0.046   20.347    0.000
    q_21|t2           1.664    0.066   25.069    0.000

Variances:
                   Estimate  Std.Err  z-value  P(>|z|)
   .q_1               0.429                           
   .q_2               0.940                           
   .q_3               0.716                           
   .q_4               0.988                           
   .q_5               0.525                           
   .q_6               0.859                           
   .q_7               0.480                           
   .q_8               0.683                           
   .q_9               0.578                           
   .q_10              0.702                           
   .q_11              0.319                           
   .q_12              0.832                           
   .q_13              0.756                           
   .q_14              0.854                           
   .q_15              0.776                           
   .q_16              0.709                           
   .q_17              0.828                           
   .q_18              0.924                           
   .q_19              0.789                           
   .q_20              0.469                           
   .q_21              0.971                           
    f1                0.571    0.042   13.578    0.000

Scales y*:
                   Estimate  Std.Err  z-value  P(>|z|)
    q_1               1.000                           
    q_2               1.000                           
    q_3               1.000                           
    q_4               1.000                           
    q_5               1.000                           
    q_6               1.000                           
    q_7               1.000                           
    q_8               1.000                           
    q_9               1.000                           
    q_10              1.000                           
    q_11              1.000                           
    q_12              1.000                           
    q_13              1.000                           
    q_14              1.000                           
    q_15              1.000                           
    q_16              1.000                           
    q_17              1.000                           
    q_18              1.000                           
    q_19              1.000                           
    q_20              1.000                           
    q_21              1.000                           

Error in chi.square <= 0 : 
  comparison (4) is possible only for atomic and list types

Second study

Discrimination across ages

Function

Remove all

Plot function

Table

Plot all functions

First plot