Solved: Choosing the right mixed model

emaneman · Posted 01-20-2024 09:33 AM

Dear community,

this is a question that is both about the right statistical model and how to program it in SAS.

I have a data set in which 41 participants (annotators) rated the intensity of emotional expression shown by characters in 409 different videos clips. Clip were extracted from 12 different movies, so there were circa 30 clips for each movie. The 12 movies are categorised into two types, A or H (variable: type). Each participant rated 51 or 52 video clips, randomly chosen from the total pool of 409.

I am interested in estimating whether intensity rating of group A and H differ - that is, a fixed effect of type.

The simplest model would be:

PROC GLM;

CLASS TYPE;

MODEL INTENSITY = TYPE;

MEANS TYPE;

However, I think it would be appropriate to account for various random/repeated effects, using PROC MIXED.

Some of these effects are nested. For instance, the specific clip (variable: clip) is nested within movie (variable: movie), and movie is nested within type --there are 6 different movies in each of the two levels of variable type, for a total of 12 different movies). An additional random factor that I think should be included is annotator (variable: annotator_id), and perhaps also their gender (variable: annotator_gender) - even though a first check to see whether gender in general affected the intensity variable, shown no effect whatsoever.

I include the data and code below. I would be grateful for any suggestions you may have.

Best to all,

Eman

data have;
input clip $ 
annotator_id $ annotator_gender $ annotator_origin $ intensity variability frame_start movie $ quartile $ face_id type$;

cards;
114305_296_newyork R_4D60W3B6wX1h9Xx Male Western__European_ 2 1 114305 SynecdocheAM q2 105 A
114305_296_newyork R_4qQMLscNluEpaap Male Western__European_ 4 2 114305 SynecdocheAM q2 105 A
114305_296_newyork R_352CHoQuTIcxeX7 Male Western__European_ 4 3 114305 SynecdocheAM q2 105 A
114305_296_newyork R_6IYHUEepiTMixB8 Male Middle-eastern 4 2 114305 SynecdocheAM q2 105 A
114305_296_newyork R_2gMZWe45lUBEG4G Female Western__European_ 5 4 114305 SynecdocheAM q2 105 A
45818_93_click R_4D60W3B6wX1h9Xx Male Western__European_ 2 2 45818 ClickHM q3 385 H
45818_93_click R_4qQMLscNluEpaap Male Western__European_ 3 3 45818 ClickHM q3 385 H
45818_93_click R_352CHoQuTIcxeX7 Male Western__European_ 3 3 45818 ClickHM q3 385 H
45818_93_click R_6IYHUEepiTMixB8 Male Middle-eastern 5 2 45818 ClickHM q3 385 H
45818_93_click R_2gMZWe45lUBEG4G Female Western__European_ 4 3 45818 ClickHM q3 385 H
43497_125_copy R_4D60W3B6wX1h9Xx Male Western__European_ 3 3 43497 CertifiedCopyAM q1 49 A
43497_125_copy R_4qQMLscNluEpaap Male Western__European_ 4 4 43497 CertifiedCopyAM q1 49 A
43497_125_copy R_352CHoQuTIcxeX7 Male Western__European_ 4 5 43497 CertifiedCopyAM q1 49 A
43497_125_copy R_6IYHUEepiTMixB8 Male Middle-eastern 2 6 43497 CertifiedCopyAM q1 49 A
43497_125_copy R_2gMZWe45lUBEG4G Female Western__European_ 3 4 43497 CertifiedCopyAM q1 49 A
23649_13_kvant R_4D60W3B6wX1h9Xx Male Western__European_ 1 1 23649 QuantumOfSolaceHM q2 11 H
23649_13_kvant R_4qQMLscNluEpaap Male Western__European_ 2 1 23649 QuantumOfSolaceHM q2 11 H
23649_13_kvant R_352CHoQuTIcxeX7 Male Western__European_ 2 2 23649 QuantumOfSolaceHM q2 11 H
23649_13_kvant R_6IYHUEepiTMixB8 Male Middle-eastern 5 1 23649 QuantumOfSolaceHM q2 11 H
23649_13_kvant R_2gMZWe45lUBEG4G Female Western__European_ 3 3 23649 QuantumOfSolaceHM q2 11 H
104993_227_click R_4D60W3B6wX1h9Xx Male Western__European_ 4 3 104993 ClickHM q3 395 H
104993_227_click R_4qQMLscNluEpaap Male Western__European_ 7 1 104993 ClickHM q3 395 H
104993_227_click R_352CHoQuTIcxeX7 Male Western__European_ 5 2 104993 ClickHM q3 395 H
104993_227_click R_6IYHUEepiTMixB8 Male Middle-eastern 5 2 104993 ClickHM q3 395 H
104993_227_click R_2gMZWe45lUBEG4G Female Western__European_ 6 3 104993 ClickHM q3 395 H
98673_218_click R_4D60W3B6wX1h9Xx Male Western__European_ 2 3 98673 ClickHM q3 378 H
98673_218_click R_4qQMLscNluEpaap Male Western__European_ 4 6 98673 ClickHM q3 378 H
98673_218_click R_352CHoQuTIcxeX7 Male Western__European_ 6 7 98673 ClickHM q3 378 H
98673_218_click R_6IYHUEepiTMixB8 Male Middle-eastern 1 6 98673 ClickHM q3 378 H
98673_218_click R_2gMZWe45lUBEG4G Female Western__European_ 4 6 98673 ClickHM q3 378 H
38348_64_bright R_4D60W3B6wX1h9Xx Male Western__European_ 1 1 38348 BrightStarAM q2 25 A
38348_64_bright R_4qQMLscNluEpaap Male Western__European_ 3 1 38348 BrightStarAM q2 25 A
38348_64_bright R_352CHoQuTIcxeX7 Male Western__European_ 3 3 38348 BrightStarAM q2 25 A
38348_64_bright R_6IYHUEepiTMixB8 Male Middle-eastern 4 1 38348 BrightStarAM q2 25 A
38348_64_bright R_2gMZWe45lUBEG4G Female Western__European_ 5 4 38348 BrightStarAM q2 25 A
24017_22_fast R_4D60W3B6wX1h9Xx Male Western__European_ 1 1 24017 FastAndFuriousHM q4 200 H
24017_22_fast R_4qQMLscNluEpaap Male Western__European_ 4 1 24017 FastAndFuriousHM q4 200 H
24017_22_fast R_352CHoQuTIcxeX7 Male Western__European_ 5 3 24017 FastAndFuriousHM q4 200 H
24017_22_fast R_6IYHUEepiTMixB8 Male Middle-eastern 5 1 24017 FastAndFuriousHM q4 200 H
24017_22_fast R_2gMZWe45lUBEG4G Female Western__European_ 5 2 24017 FastAndFuriousHM q4 200 H
90795_101_fast R_4D60W3B6wX1h9Xx Male Western__European_ 3 2 90795 FastAndFuriousHM q2 177 H
90795_101_fast R_4qQMLscNluEpaap Male Western__European_ 5 5 90795 FastAndFuriousHM q2 177 H
90795_101_fast R_352CHoQuTIcxeX7 Male Western__European_ 5 4 90795 FastAndFuriousHM q2 177 H
90795_101_fast R_6IYHUEepiTMixB8 Male Middle-eastern 7 1 90795 FastAndFuriousHM q2 177 H
90795_101_fast R_2gMZWe45lUBEG4G Female Western__European_ 5 3 90795 FastAndFuriousHM q2 177 H
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66990_95_clean R_4qQMLscNluEpaap Male Western__European_ 2 2 66990 CleanAM q2 49 A
66990_95_clean R_352CHoQuTIcxeX7 Male Western__European_ 3 3 66990 CleanAM q2 49 A
66990_95_clean R_6IYHUEepiTMixB8 Male Middle-eastern 4 3 66990 CleanAM q2 49 A
66990_95_clean R_2gMZWe45lUBEG4G Female Western__European_ 3 4 66990 CleanAM q2 49 A
141345_240_bright R_4D60W3B6wX1h9Xx Male Western__European_ 4 2 141345 BrightStarAM q4 102 A
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122353_131_kvant R_6IYHUEepiTMixB8 Male Middle-eastern 2 1 122353 QuantumOfSolaceHM q2 73 H
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70926_194_copy R_352CHoQuTIcxeX7 Male Western__European_ 3 3 70926 CertifiedCopyAM q2 83 A
70926_194_copy R_6IYHUEepiTMixB8 Male Middle-eastern 5 1 70926 CertifiedCopyAM q2 83 A
70926_194_copy R_2gMZWe45lUBEG4G Female Western__European_ 4 5 70926 CertifiedCopyAM q2 83 A
74250_62_kvant R_4D60W3B6wX1h9Xx Male Western__European_ 3 2 74250 QuantumOfSolaceHM q1 33 H
74250_62_kvant R_4qQMLscNluEpaap Male Western__European_ 2 3 74250 QuantumOfSolaceHM q1 33 H
74250_62_kvant R_352CHoQuTIcxeX7 Male Western__European_ 4 3 74250 QuantumOfSolaceHM q1 33 H
74250_62_kvant R_6IYHUEepiTMixB8 Male Middle-eastern 4 1 74250 QuantumOfSolaceHM q1 33 H
74250_62_kvant R_2gMZWe45lUBEG4G Female Western__European_ 2 3 74250 QuantumOfSolaceHM q1 33 H
39881_66_bright R_4D60W3B6wX1h9Xx Male Western__European_ 1 2 39881 BrightStarAM q2 26 A
39881_66_bright R_4qQMLscNluEpaap Male Western__European_ 4 5 39881 BrightStarAM q2 26 A
39881_66_bright R_352CHoQuTIcxeX7 Male Western__European_ 3 6 39881 BrightStarAM q2 26 A
39881_66_bright R_6IYHUEepiTMixB8 Male Middle-eastern 1 5 39881 BrightStarAM q2 26 A
39881_66_bright R_2gMZWe45lUBEG4G Female Western__European_ 4 5 39881 BrightStarAM q2 26 A
56722_117_allornothing R_4D60W3B6wX1h9Xx Male Western__European_ 2 2 56722 AllOrNothingAM q4 34 A
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56722_117_allornothing R_2gMZWe45lUBEG4G Female Western__European_ 4 3 56722 AllOrNothingAM q4 34 A
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15217_21_bright R_6IYHUEepiTMixB8 Male Middle-eastern 1 5 15217 BrightStarAM q2 6 A
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141753_335_allornothing R_4D60W3B6wX1h9Xx Male Western__European_ 4 2 141753 AllOrNothingAM q4 149 A
141753_335_allornothing R_4qQMLscNluEpaap Male Western__European_ 6 3 141753 AllOrNothingAM q4 149 A
141753_335_allornothing R_352CHoQuTIcxeX7 Male Western__European_ 6 5 141753 AllOrNothingAM q4 149 A
141753_335_allornothing R_6IYHUEepiTMixB8 Male Middle-eastern 2 6 141753 AllOrNothingAM q4 149 A
141753_335_allornothing R_2gMZWe45lUBEG4G Female Western__European_ 4 4 141753 AllOrNothingAM q4 149 A
116024_345_copy R_4D60W3B6wX1h9Xx Male Western__European_ 2 2 116024 CertifiedCopyAM q1 127 A
116024_345_copy R_4qQMLscNluEpaap Male Western__European_ 4 2 116024 CertifiedCopyAM q1 127 A
116024_345_copy R_352CHoQuTIcxeX7 Male Western__European_ 3 3 116024 CertifiedCopyAM q1 127 A
116024_345_copy R_6IYHUEepiTMixB8 Male Middle-eastern 4 2 116024 CertifiedCopyAM q1 127 A
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110721_194_spider R_4D60W3B6wX1h9Xx Male Western__European_ 1 1 110721 SpiderAM q2 94 A
110721_194_spider R_4qQMLscNluEpaap Male Western__European_ 4 1 110721 SpiderAM q2 94 A
110721_194_spider R_352CHoQuTIcxeX7 Male Western__European_ 2 2 110721 SpiderAM q2 94 A
110721_194_spider R_6IYHUEepiTMixB8 Male Middle-eastern 2 4 110721 SpiderAM q2 94 A
110721_194_spider R_2gMZWe45lUBEG4G Female Western__European_ 3 1 110721 SpiderAM q2 94 A
101065_166_bright R_4D60W3B6wX1h9Xx Male Western__European_ 2 1 101065 BrightStarAM q4 65 A
101065_166_bright R_4qQMLscNluEpaap Male Western__European_ 2 3 101065 BrightStarAM q4 65 A
101065_166_bright R_352CHoQuTIcxeX7 Male Western__European_ 3 4 101065 BrightStarAM q4 65 A
101065_166_bright R_6IYHUEepiTMixB8 Male Middle-eastern 3 4 101065 BrightStarAM q4 65 A
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41513_57_clean R_4qQMLscNluEpaap Male Western__European_ 1 1 41513 CleanAM q1 28 A
41513_57_clean R_352CHoQuTIcxeX7 Male Western__European_ 2 2 41513 CleanAM q1 28 A
41513_57_clean R_6IYHUEepiTMixB8 Male Middle-eastern 4 1 41513 CleanAM q1 28 A
41513_57_clean R_2gMZWe45lUBEG4G Female Western__European_ 3 2 41513 CleanAM q1 28 A
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74601_168_click R_4D60W3B6wX1h9Xx Male Western__European_ 5 3 74601 ClickHM q1 508 H
74601_168_click R_4qQMLscNluEpaap Male Western__European_ 6 6 74601 ClickHM q1 508 H
74601_168_click R_352CHoQuTIcxeX7 Male Western__European_ 4 5 74601 ClickHM q1 508 H
74601_168_click R_6IYHUEepiTMixB8 Male Middle-eastern 2 3 74601 ClickHM q1 508 H
74601_168_click R_2gMZWe45lUBEG4G Female Western__European_ 4 5 74601 ClickHM q1 508 H
51617_67_clean R_4D60W3B6wX1h9Xx Male Western__European_ 1 1 51617 CleanAM q1 36 A
51617_67_clean R_4qQMLscNluEpaap Male Western__European_ 2 1 51617 CleanAM q1 36 A
51617_67_clean R_352CHoQuTIcxeX7 Male Western__European_ 2 1 51617 CleanAM q1 36 A
51617_67_clean R_6IYHUEepiTMixB8 Male Middle-eastern 4 1 51617 CleanAM q1 36 A
51617_67_clean R_2gMZWe45lUBEG4G Female Western__European_ 3 2 51617 CleanAM q1 36 A
197265_273_pirates R_4D60W3B6wX1h9Xx Male Western__European_ 1 1 197265 PiratesOfCaribbeanHM q4 354 H
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197265_273_pirates R_6IYHUEepiTMixB8 Male Middle-eastern 6 1 197265 PiratesOfCaribbeanHM q4 354 H
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41772_55_spider R_352CHoQuTIcxeX7 Male Western__European_ 5 3 41772 SpiderAM q4 23 A
41772_55_spider R_6IYHUEepiTMixB8 Male Middle-eastern 3 6 41772 SpiderAM q4 23 A
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188041_308_dark_batman R_2gMZWe45lUBEG4G Female Western__European_ 6 2 188041 TheDarkKnightHM q4 105 H
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149355_244_clean R_2gMZWe45lUBEG4G Female Western__European_ 2 2 149355 CleanAM q4 157 A
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32665_66_monster R_352CHoQuTIcxeX7 Male Western__European_ 4 6 32665 MonsterInLawHM q1 38 H
32665_66_monster R_6IYHUEepiTMixB8 Male Middle-eastern 1 6 32665 MonsterInLawHM q1 38 H
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89145_239_newyork R_352CHoQuTIcxeX7 Male Western__European_ 3 3 89145 SynecdocheAM q1 85 A
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98137_172_spider R_352CHoQuTIcxeX7 Male Western__European_ 4 4 98137 SpiderAM q3 80 A
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100673_280_newyork R_2fNU6Uu5m30kv5q Male Western__European_ 4 5 100673 SynecdocheAM q3 101 A
100673_280_newyork R_2YS6VK8KYD8YiUb Female Western__European_ 2 4 100673 SynecdocheAM q3 101 A
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49429_102_click R_1QMS3pmCmj2tE9S Female Western__European_ 3 4 49429 ClickHM q4 455 H
49429_102_click R_2fNU6Uu5m30kv5q Male Western__European_ 5 3 49429 ClickHM q4 455 H
49429_102_click R_2YS6VK8KYD8YiUb Female Western__European_ 5 5 49429 ClickHM q4 455 H
49429_102_click R_32IRj0G5KtBCNjf Male Western__European_ 4 1 49429 ClickHM q4 455 H
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25586_23_fast R_1QMS3pmCmj2tE9S Female Western__European_ 2 1 25586 FastAndFuriousHM q4 208 H
25586_23_fast R_2fNU6Uu5m30kv5q Male Western__European_ 4 1 25586 FastAndFuriousHM q4 208 H
25586_23_fast R_2YS6VK8KYD8YiUb Female Western__European_ 3 1 25586 FastAndFuriousHM q4 208 H
25586_23_fast R_32IRj0G5KtBCNjf Male Western__European_ 2 1 25586 FastAndFuriousHM q4 208 H
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8150_7_allornothing R_2fNU6Uu5m30kv5q Male Western__European_ 2 1 8150 AllOrNothingAM q2 5 A
8150_7_allornothing R_2YS6VK8KYD8YiUb Female Western__European_ 2 3 8150 AllOrNothingAM q2 5 A
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45302_75_bright R_1QMS3pmCmj2tE9S Female Western__European_ 4 4 45302 BrightStarAM q2 33 A
45302_75_bright R_2fNU6Uu5m30kv5q Male Western__European_ 4 2 45302 BrightStarAM q2 33 A
45302_75_bright R_2YS6VK8KYD8YiUb Female Western__European_ 4 3 45302 BrightStarAM q2 33 A
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75847_119_bright R_2YS6VK8KYD8YiUb Female Western__European_ 2 4 75847 BrightStarAM q2 55 A
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12926_4_fast R_1QMS3pmCmj2tE9S Female Western__European_ 3 1 12926 FastAndFuriousHM q3 182 H
12926_4_fast R_2fNU6Uu5m30kv5q Male Western__European_ 2 1 12926 FastAndFuriousHM q3 182 H
12926_4_fast R_2YS6VK8KYD8YiUb Female Western__European_ 5 1 12926 FastAndFuriousHM q3 182 H
12926_4_fast R_32IRj0G5KtBCNjf Male Western__European_ 1 1 12926 FastAndFuriousHM q3 182 H
44433_56_fast R_24e0Tz3OzhRLJyS Male Western__European_ 4 1 44433 FastAndFuriousHM q2 168 H
44433_56_fast R_1QMS3pmCmj2tE9S Female Western__European_ 5 3 44433 FastAndFuriousHM q2 168 H
44433_56_fast R_2fNU6Uu5m30kv5q Male Western__European_ 4 1 44433 FastAndFuriousHM q2 168 H
44433_56_fast R_2YS6VK8KYD8YiUb Female Western__European_ 4 4 44433 FastAndFuriousHM q2 168 H
44433_56_fast R_32IRj0G5KtBCNjf Male Western__European_ 5 2 44433 FastAndFuriousHM q2 168 H
53097_102_allornothing R_24e0Tz3OzhRLJyS Male Western__European_ 4 1 53097 AllOrNothingAM q3 28 A
53097_102_allornothing R_1QMS3pmCmj2tE9S Female Western__European_ 4 2 53097 AllOrNothingAM q3 28 A
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53097_102_allornothing R_2YS6VK8KYD8YiUb Female Western__European_ 5 3 53097 AllOrNothingAM q3 28 A
53097_102_allornothing R_32IRj0G5KtBCNjf Male Western__European_ 1 2 53097 AllOrNothingAM q3 28 A
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106861_163_clean R_1QMS3pmCmj2tE9S Female Western__European_ 5 2 106861 CleanAM q4 99 A
106861_163_clean R_2fNU6Uu5m30kv5q Male Western__European_ 5 4 106861 CleanAM q4 99 A
106861_163_clean R_2YS6VK8KYD8YiUb Female Western__European_ 6 3 106861 CleanAM q4 99 A
106861_163_clean R_32IRj0G5KtBCNjf Male Western__European_ 3 4 106861 CleanAM q4 99 A
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62777_104_spider R_1QMS3pmCmj2tE9S Female Western__European_ 5 4 62777 SpiderAM q4 48 A
62777_104_spider R_2fNU6Uu5m30kv5q Male Western__European_ 5 1 62777 SpiderAM q4 48 A
62777_104_spider R_2YS6VK8KYD8YiUb Female Western__European_ 3 5 62777 SpiderAM q4 48 A
62777_104_spider R_32IRj0G5KtBCNjf Male Western__European_ 6 2 62777 SpiderAM q4 48 A
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3121_2_newyork R_2fNU6Uu5m30kv5q Male Western__European_ 5 1 3121 SynecdocheAM q1 0 A
3121_2_newyork R_2YS6VK8KYD8YiUb Female Western__European_ 2 3 3121 SynecdocheAM q1 0 A
3121_2_newyork R_32IRj0G5KtBCNjf Male Western__European_ 2 2 3121 SynecdocheAM q1 0 A
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25562_48_monster R_1QMS3pmCmj2tE9S Female Western__European_ 4 4 25562 MonsterInLawHM q3 27 H
25562_48_monster R_2fNU6Uu5m30kv5q Male Western__European_ 5 7 25562 MonsterInLawHM q3 27 H
25562_48_monster R_2YS6VK8KYD8YiUb Female Western__European_ 3 5 25562 MonsterInLawHM q3 27 H
25562_48_monster R_32IRj0G5KtBCNjf Male Western__European_ 4 3 25562 MonsterInLawHM q3 27 H
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24849_23_dark_batman R_1QMS3pmCmj2tE9S Female Western__European_ 3 3 24849 TheDarkKnightHM q2 10 H
24849_23_dark_batman R_2fNU6Uu5m30kv5q Male Western__European_ 5 1 24849 TheDarkKnightHM q2 10 H
24849_23_dark_batman R_2YS6VK8KYD8YiUb Female Western__European_ 2 2 24849 TheDarkKnightHM q2 10 H
24849_23_dark_batman R_32IRj0G5KtBCNjf Male Western__European_ 2 2 24849 TheDarkKnightHM q2 10 H
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19465_11_dark_batman R_1QMS3pmCmj2tE9S Female Western__European_ 4 1 19465 TheDarkKnightHM q4 7 H
19465_11_dark_batman R_2fNU6Uu5m30kv5q Male Western__European_ 3 2 19465 TheDarkKnightHM q4 7 H
19465_11_dark_batman R_2YS6VK8KYD8YiUb Female Western__European_ 3 2 19465 TheDarkKnightHM q4 7 H
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77561_216_newyork R_2YS6VK8KYD8YiUb Female Western__European_ 2 5 77561 SynecdocheAM q4 82 A
77561_216_newyork R_32IRj0G5KtBCNjf Male Western__European_ 4 2 77561 SynecdocheAM q4 82 A
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201473_286_pirates R_1QMS3pmCmj2tE9S Female Western__European_ 4 1 201473 PiratesOfCaribbeanHM q2 371 H
201473_286_pirates R_2fNU6Uu5m30kv5q Male Western__European_ 5 3 201473 PiratesOfCaribbeanHM q2 371 H
201473_286_pirates R_2YS6VK8KYD8YiUb Female Western__European_ 5 3 201473 PiratesOfCaribbeanHM q2 371 H
201473_286_pirates R_32IRj0G5KtBCNjf Male Western__European_ 5 1 201473 PiratesOfCaribbeanHM q2 371 H
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137958_320_allornothing R_2fNU6Uu5m30kv5q Male Western__European_ 5 1 137958 AllOrNothingAM q1 140 A
137958_320_allornothing R_2YS6VK8KYD8YiUb Female Western__European_ 5 2 137958 AllOrNothingAM q1 140 A
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68529_184_newyork R_1QMS3pmCmj2tE9S Female Western__European_ 3 3 68529 SynecdocheAM q2 73 A
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68529_184_newyork R_2YS6VK8KYD8YiUb Female Western__European_ 5 3 68529 SynecdocheAM q2 73 A
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26713_53_monster R_1QMS3pmCmj2tE9S Female Western__European_ 4 2 26713 MonsterInLawHM q2 29 H
26713_53_monster R_2fNU6Uu5m30kv5q Male Western__European_ 4 1 26713 MonsterInLawHM q2 29 H
26713_53_monster R_2YS6VK8KYD8YiUb Female Western__European_ 4 6 26713 MonsterInLawHM q2 29 H
26713_53_monster R_32IRj0G5KtBCNjf Male Western__European_ 2 4 26713 MonsterInLawHM q2 29 H
153561_229_pirates R_24e0Tz3OzhRLJyS Male Western__European_ 3 2 153561 PiratesOfCaribbeanHM q2 298 H
153561_229_pirates R_1QMS3pmCmj2tE9S Female Western__European_ 4 3 153561 PiratesOfCaribbeanHM q2 298 H
153561_229_pirates R_2fNU6Uu5m30kv5q Male Western__European_ 5 2 153561 PiratesOfCaribbeanHM q2 298 H
153561_229_pirates R_2YS6VK8KYD8YiUb Female Western__European_ 3 3 153561 PiratesOfCaribbeanHM q2 298 H
153561_229_pirates R_32IRj0G5KtBCNjf Male Western__European_ 4 3 153561 PiratesOfCaribbeanHM q2 298 H
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153281_262_bright R_1QMS3pmCmj2tE9S Female Western__European_ 2 1 153281 BrightStarAM q1 112 A
153281_262_bright R_2fNU6Uu5m30kv5q Male Western__European_ 3 1 153281 BrightStarAM q1 112 A
153281_262_bright R_2YS6VK8KYD8YiUb Female Western__European_ 3 1 153281 BrightStarAM q1 112 A
153281_262_bright R_32IRj0G5KtBCNjf Male Western__European_ 1 1 153281 BrightStarAM q1 112 A
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168793_445_newyork R_1QMS3pmCmj2tE9S Female Western__European_ 4 2 168793 SynecdocheAM q1 161 A
168793_445_newyork R_2fNU6Uu5m30kv5q Male Western__European_ 4 3 168793 SynecdocheAM q1 161 A
168793_445_newyork R_2YS6VK8KYD8YiUb Female Western__European_ 3 3 168793 SynecdocheAM q1 161 A
168793_445_newyork R_32IRj0G5KtBCNjf Male Western__European_ 3 4 168793 SynecdocheAM q1 161 A
97217_215_click R_24e0Tz3OzhRLJyS Male Western__European_ 3 1 97217 ClickHM q4 372 H
97217_215_click R_1QMS3pmCmj2tE9S Female Western__European_ 4 1 97217 ClickHM q4 372 H
97217_215_click R_2fNU6Uu5m30kv5q Male Western__European_ 5 1 97217 ClickHM q4 372 H
97217_215_click R_2YS6VK8KYD8YiUb Female Western__European_ 5 5 97217 ClickHM q4 372 H
97217_215_click R_32IRj0G5KtBCNjf Male Western__European_ 4 2 97217 ClickHM q4 372 H
134697_242_dark_batman R_24e0Tz3OzhRLJyS Male Western__European_ 4 1 134697 TheDarkKnightHM q2 78 H
134697_242_dark_batman R_1QMS3pmCmj2tE9S Female Western__European_ 4 4 134697 TheDarkKnightHM q2 78 H
134697_242_dark_batman R_2fNU6Uu5m30kv5q Male Western__European_ 5 3 134697 TheDarkKnightHM q2 78 H
134697_242_dark_batman R_2YS6VK8KYD8YiUb Female Western__European_ 3 2 134697 TheDarkKnightHM q2 78 H
134697_242_dark_batman R_32IRj0G5KtBCNjf Male Western__European_ 2 4 134697 TheDarkKnightHM q2 78 H
115570_269_allornothing R_24e0Tz3OzhRLJyS Male Western__European_ 6 1 115570 AllOrNothingAM q3 120 A
115570_269_allornothing R_1QMS3pmCmj2tE9S Female Western__European_ 4 1 115570 AllOrNothingAM q3 120 A
115570_269_allornothing R_2fNU6Uu5m30kv5q Male Western__European_ 3 1 115570 AllOrNothingAM q3 120 A
115570_269_allornothing R_2YS6VK8KYD8YiUb Female Western__European_ 2 1 115570 AllOrNothingAM q3 120 A
115570_269_allornothing R_32IRj0G5KtBCNjf Male Western__European_ 2 1 115570 AllOrNothingAM q3 120 A
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44121_80_pirates R_1QMS3pmCmj2tE9S Female Western__European_ 4 2 44121 PiratesOfCaribbeanHM q4 339 H
44121_80_pirates R_2fNU6Uu5m30kv5q Male Western__European_ 6 5 44121 PiratesOfCaribbeanHM q4 339 H
44121_80_pirates R_2YS6VK8KYD8YiUb Female Western__European_ 4 6 44121 PiratesOfCaribbeanHM q4 339 H
44121_80_pirates R_32IRj0G5KtBCNjf Male Western__European_ 3 4 44121 PiratesOfCaribbeanHM q4 339 H
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37561_70_allornothing R_2fNU6Uu5m30kv5q Male Western__European_ 4 3 37561 AllOrNothingAM q2 19 A
37561_70_allornothing R_2YS6VK8KYD8YiUb Female Western__European_ 3 2 37561 AllOrNothingAM q2 19 A
37561_70_allornothing R_32IRj0G5KtBCNjf Male Western__European_ 3 2 37561 AllOrNothingAM q2 19 A
35817_72_monster R_24e0Tz3OzhRLJyS Male Western__European_ 5 3 35817 MonsterInLawHM q1 43 H
35817_72_monster R_1QMS3pmCmj2tE9S Female Western__European_ 2 4 35817 MonsterInLawHM q1 43 H
35817_72_monster R_2fNU6Uu5m30kv5q Male Western__European_ 6 6 35817 MonsterInLawHM q1 43 H
35817_72_monster R_2YS6VK8KYD8YiUb Female Western__European_ 2 4 35817 MonsterInLawHM q1 43 H
35817_72_monster R_32IRj0G5KtBCNjf Male Western__European_ 2 4 35817 MonsterInLawHM q1 43 H
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45897_78_bright R_1QMS3pmCmj2tE9S Female Western__European_ 4 3 45897 BrightStarAM q1 36 A
45897_78_bright R_2fNU6Uu5m30kv5q Male Western__European_ 4 2 45897 BrightStarAM q1 36 A
45897_78_bright R_2YS6VK8KYD8YiUb Female Western__European_ 4 4 45897 BrightStarAM q1 36 A
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183633_249_pirates R_24e0Tz3OzhRLJyS Male Western__European_ 5 3 183633 PiratesOfCaribbeanHM q4 326 H
183633_249_pirates R_1QMS3pmCmj2tE9S Female Western__European_ 4 5 183633 PiratesOfCaribbeanHM q4 326 H
183633_249_pirates R_2fNU6Uu5m30kv5q Male Western__European_ 6 3 183633 PiratesOfCaribbeanHM q4 326 H
183633_249_pirates R_2YS6VK8KYD8YiUb Female Western__European_ 2 3 183633 PiratesOfCaribbeanHM q4 326 H
183633_249_pirates R_32IRj0G5KtBCNjf Male Western__European_ 5 4 183633 PiratesOfCaribbeanHM q4 326 H
29377_56_click R_24e0Tz3OzhRLJyS Male Western__European_ 3 2 29377 ClickHM q2 534 H
29377_56_click R_1QMS3pmCmj2tE9S Female Western__European_ 2 1 29377 ClickHM q2 534 H
29377_56_click R_2fNU6Uu5m30kv5q Male Western__European_ 4 3 29377 ClickHM q2 534 H
29377_56_click R_2YS6VK8KYD8YiUb Female Western__European_ 3 4 29377 ClickHM q2 534 H
29377_56_click R_32IRj0G5KtBCNjf Male Western__European_ 3 2 29377 ClickHM q2 534 H
171337_451_newyork R_24e0Tz3OzhRLJyS Male Western__European_ 5 3 171337 SynecdocheAM q3 164 A
171337_451_newyork R_1QMS3pmCmj2tE9S Female Western__European_ 4 1 171337 SynecdocheAM q3 164 A
171337_451_newyork R_2fNU6Uu5m30kv5q Male Western__European_ 4 2 171337 SynecdocheAM q3 164 A
171337_451_newyork R_2YS6VK8KYD8YiUb Female Western__European_ 4 2 171337 SynecdocheAM q3 164 A
171337_451_newyork R_32IRj0G5KtBCNjf Male Western__European_ 1 2 171337 SynecdocheAM q3 164 A
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104460_220_monster R_1QMS3pmCmj2tE9S Female Western__European_ 4 4 104460 MonsterInLawHM q1 118 H
104460_220_monster R_2fNU6Uu5m30kv5q Male Western__European_ 6 3 104460 MonsterInLawHM q1 118 H
104460_220_monster R_2YS6VK8KYD8YiUb Female Western__European_ 5 4 104460 MonsterInLawHM q1 118 H
104460_220_monster R_32IRj0G5KtBCNjf Male Western__European_ 3 1 104460 MonsterInLawHM q1 118 H
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131409_219_clean R_2YS6VK8KYD8YiUb Female Western__European_ 2 4 131409 CleanAM q2 139 A
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128880_232_dark_batman R_2YS6VK8KYD8YiUb Female Western__European_ 5 6 128880 TheDarkKnightHM q4 73 H
128880_232_dark_batman R_32IRj0G5KtBCNjf Male Western__European_ 5 3 128880 TheDarkKnightHM q4 73 H
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147353_234_clean R_2fNU6Uu5m30kv5q Male Western__European_ 6 7 147353 CleanAM q3 149 A
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86993_200_allornothing R_6omXbAG5QVXtdtw Male Western__European_ 4 5 86993 AllOrNothingAM q2 72 A
86993_200_allornothing R_81t8rXZiMKSqj3n Male Western__European_ 5 7 86993 AllOrNothingAM q2 72 A
54449_70_clean R_5jjJMnIAqjqNLN6 Female Western__European_ 5 2 54449 CleanAM q2 38 A
54449_70_clean R_2lxC5qdA3mJihoh Male Western__European_ 4 2 54449 CleanAM q2 38 A
54449_70_clean R_18IbHpikQyXHywx Male Middle-eastern 6 5 54449 CleanAM q2 38 A
54449_70_clean R_2f2sZb47QrEinsw Male Middle-eastern 5 3 54449 CleanAM q2 38 A
54449_70_clean R_6omXbAG5QVXtdtw Male Western__European_ 5 5 54449 CleanAM q2 38 A
54449_70_clean R_81t8rXZiMKSqj3n Male Western__European_ 4 6 54449 CleanAM q2 38 A
77665_174_click R_5jjJMnIAqjqNLN6 Female Western__European_ 6 6 77665 ClickHM q2 532 H
77665_174_click R_2lxC5qdA3mJihoh Male Western__European_ 3 3 77665 ClickHM q2 532 H
77665_174_click R_18IbHpikQyXHywx Male Middle-eastern 5 3 77665 ClickHM q2 532 H
77665_174_click R_2f2sZb47QrEinsw Male Middle-eastern 4 3 77665 ClickHM q2 532 H
77665_174_click R_6omXbAG5QVXtdtw Male Western__European_ 4 5 77665 ClickHM q2 532 H
77665_174_click R_81t8rXZiMKSqj3n Male Western__European_ 6 5 77665 ClickHM q2 532 H
117985_247_monster R_5jjJMnIAqjqNLN6 Female Western__European_ 5 2 117985 MonsterInLawHM q2 128 H
117985_247_monster R_2lxC5qdA3mJihoh Male Western__European_ 3 1 117985 MonsterInLawHM q2 128 H
117985_247_monster R_18IbHpikQyXHywx Male Middle-eastern 7 2 117985 MonsterInLawHM q2 128 H
117985_247_monster R_2f2sZb47QrEinsw Male Middle-eastern 4 2 117985 MonsterInLawHM q2 128 H
117985_247_monster R_6omXbAG5QVXtdtw Male Western__European_ 5 4 117985 MonsterInLawHM q2 128 H
117985_247_monster R_81t8rXZiMKSqj3n Male Western__European_ 5 2 117985 MonsterInLawHM q2 128 H
47244_62_clean R_5jjJMnIAqjqNLN6 Female Western__European_ 3 3 47244 CleanAM q1 33 A
47244_62_clean R_2lxC5qdA3mJihoh Male Western__European_ 2 1 47244 CleanAM q1 33 A
47244_62_clean R_18IbHpikQyXHywx Male Middle-eastern 3 2 47244 CleanAM q1 33 A
47244_62_clean R_2f2sZb47QrEinsw Male Middle-eastern 2 1 47244 CleanAM q1 33 A
47244_62_clean R_6omXbAG5QVXtdtw Male Western__European_ 3 3 47244 CleanAM q1 33 A
47244_62_clean R_81t8rXZiMKSqj3n Male Western__European_ 5 4 47244 CleanAM q1 33 A
20473_13_dark_batman R_5jjJMnIAqjqNLN6 Female Western__European_ 2 3 20473 TheDarkKnightHM q2 9 H
20473_13_dark_batman R_2lxC5qdA3mJihoh Male Western__European_ 2 3 20473 TheDarkKnightHM q2 9 H
20473_13_dark_batman R_18IbHpikQyXHywx Male Middle-eastern 4 6 20473 TheDarkKnightHM q2 9 H
20473_13_dark_batman R_2f2sZb47QrEinsw Male Middle-eastern 5 3 20473 TheDarkKnightHM q2 9 H
20473_13_dark_batman R_6omXbAG5QVXtdtw Male Western__European_ 4 4 20473 TheDarkKnightHM q2 9 H
20473_13_dark_batman R_81t8rXZiMKSqj3n Male Western__European_ 3 3 20473 TheDarkKnightHM q2 9 H
88553_159_spider R_5jjJMnIAqjqNLN6 Female Western__European_ 3 1 88553 SpiderAM q3 75 A
88553_159_spider R_2lxC5qdA3mJihoh Male Western__European_ 3 1 88553 SpiderAM q3 75 A
88553_159_spider R_18IbHpikQyXHywx Male Middle-eastern 2 1 88553 SpiderAM q3 75 A
88553_159_spider R_2f2sZb47QrEinsw Male Middle-eastern 4 1 88553 SpiderAM q3 75 A
88553_159_spider R_6omXbAG5QVXtdtw Male Western__European_ 3 2 88553 SpiderAM q3 75 A
88553_159_spider R_81t8rXZiMKSqj3n Male Western__European_ 6 2 88553 SpiderAM q3 75 A
16298_8_clean R_5jjJMnIAqjqNLN6 Female Western__European_ 5 2 16298 CleanAM q2 7 A
16298_8_clean R_2lxC5qdA3mJihoh Male Western__European_ 4 2 16298 CleanAM q2 7 A
16298_8_clean R_18IbHpikQyXHywx Male Middle-eastern 5 2 16298 CleanAM q2 7 A
16298_8_clean R_2f2sZb47QrEinsw Male Middle-eastern 5 2 16298 CleanAM q2 7 A
16298_8_clean R_6omXbAG5QVXtdtw Male Western__European_ 4 3 16298 CleanAM q2 7 A
16298_8_clean R_81t8rXZiMKSqj3n Male Western__European_ 6 4 16298 CleanAM q2 7 A
;
PROC PRINT;
PROC GLM; 

CLASS TYPE;

MODEL INTENSITY = TYPE;

MEANS TYPE;
;

StatsMan · Posted 02-02-2024 08:18 AM

Try

random int / subject=annotator_id;

instead of the REPEATED statement with HPMIXED. That will get the syntax to work, but this is still a time and memory intensive model.

View solution in original post

StatsMan · Posted 01-24-2024 08:51 AM

There is a lot going on in this data. Your response, INTENSITY, appears to be measured on a 7 point scale. If that is correct, you need to decide if you want to approach this response as multinomial or continuous. Your modeling choices are a little trickier with a multinomial response (PROC GLIMMIX can handle this) than with a continuous response. While some would argue that with an integer response that you should take a multinomial approach, others would be ok accepting a 7 point scale as continuous.

With the continuous approach, you can look at MIXED or GLIMMIX as your modeling procedure.

The next choice will be how to approach the predictors in your data. You have CLIP within MOVIE (6) within TYPE (2). It is fairly certain that you want to treat TYPE as a fixed effect. You also have GENDER as fixed effect.

If you want to generalize your results to a larger set of movies, then treat MOVIE as a random effect. With MOVIE as a random effect, CLIP within MOVIE will also be random. A statement like

random int clip / subject=movie;

will handle both of those random effects in MIXED.

You also have responses that come from the same rater id. With movies changing across the rater id's, you do not have another levels of nesting here. This makes the model a bit more memory and time intensive to estimate. A REPEATED statement like

repeated / subject=id type=cs;

is your safest, easiest approach. Since the raters do not see the same clips, fitting a CS structure would appear to make the most sense without knowing anything more about the data.

Your CLASS statement will contain TYPE, ID, CLIP, MOVIE and GENDER. Use TYPE and GENDER as fixed effects on the MODEL statement.

Hope that helps you get started!

emaneman · Posted 01-24-2024 12:08 PM

Hello, and thank you for your interest in my question, and your suggestions.

If I add the repeated statement, SAS does not make it, and I have to terminate it.

Is it possible that this is due to the fact that I use SAS Studio?

Emanuele

Mike_N · Posted 01-26-2024 10:23 AM

Can you post the code that is causing the issue?

emaneman · Posted 01-26-2024 10:43 AM

hello, certainly.

i treat the DV as a continuous variable, for this is quite customary in my field.

proc mixed;
class type clip movie annotator_id;
model intensity = type ;
lsmeans type;
random int clip / subject=movie;
repeated / subject=annotator_id type=cs;

Mike_N · Posted 01-26-2024 11:43 AM

I'm seeing the same kind of behavior. I'm not getting an error, but I stopped the command after a few minutes of run-time. I'm not sure if it would eventually converge if I let it go indefinitely, but, regardless, I think the issue is that this is just a very time and memory intensive model to fit. If I use, for example, only the random statement or only the repeated statement, the model converges reasonably quickly. Of course, convergence does not mean that the model is appropriate for the data. All of which is to say, to model your data, I would recommend trying to simplify model fitting by accounting for correlation among observations by using either the random statement (i.e., mixed effects model) or the repeated statement, but not both.

Mike_N · Posted 01-24-2024 12:18 PM

To the previous comment, I would add that, if you decide on modeling the outcome as multinomial, you could also consider proc GEE. More generally, I would suggest that if you decide on using random effects, have a specific reason for doing so. For instance, you might be interested in estimating subject-specific effects (rather than population-averaged effects), or you might be interested in analyzing the variance of the random effects, etc. If you are not specifically interested in using the random effects, you do not, in general, need to use random effects to account for correlation among the responses. You can instead use methods that allow you to directly specify the working correlation structure. In proc GEE and proc MIXED, you can do so by using the 'repeated' statement.

emaneman · Posted 01-26-2024 10:47 AM

thank you Mike.

I am not interested in the random effects but I am interested in the possibility of "generalizing" the effect of TYPE (of movie), beyond the 12 movies that are tested here.

Eman

StatsMan · Posted 01-26-2024 12:53 PM

Once the model contains random effects that are non-nested (as you have with MOVIE and ID), the model becomes much harder to estimate computationally. If all random effects are nested, then MIXED can process through the V matrix in blocks. If the random effects are not nested, it processes the entire V matrix at once.

You can try PROC HPMIXED and see if that improves performance. You can also try starting your model in MIXED late in the day and let it run overnight, if you have not done so already.

Mike_N · Posted 01-26-2024 04:31 PM

The question of whether/how the results of your analysis will generalize beyond your study is going to largely depend on how representative these movies are of the larger collections of movies in your population of interest. Which is to say - it mainly depends on how you selected the movies that you studied. It's not the case that, if you use random effects, you can generalize your results, and otherwise you can't.

emaneman · Posted 01-26-2024 10:24 PM

hello Mike,

yes of course I agree that first and foremost the 12 movies have to be well representative of the two TYPEs of movies that I intend to study. However, I thought that, in addition to that, adding MOVIE as a random factor would provide more support fo the generalizability. In fact, @StatsMan suggested: "If you want to generalize your results to a larger set of movies, then treat MOVIE as a random effect."

I will try and let the model run overnight, although I think SAS studio may log me out automatically after a while.

Eman

StatsMan · Posted 01-31-2024 08:19 AM

Any success with your overnight run? Were you able to try HPMIXED?

emaneman · Posted 02-01-2024 11:15 AM

Hello, no luck with PROC MIXED. It logged me out from SAS studio when I let it run overnight.

The same syntax did not work with HPMIXED. I believe that the repeated statement is the problem, but I need to research how to modify it.

E

StatsMan · Posted 02-02-2024 08:18 AM

Try

random int / subject=annotator_id;

instead of the REPEATED statement with HPMIXED. That will get the syntax to work, but this is still a time and memory intensive model.

emaneman · Posted 02-03-2024 04:49 AM

hello, and thanks.

I tried the two random statements, instead of one being repeated, and it worked -- very fast. Apparently it is the repeated statement that is very resource intensive.

In PROC HPMIXED I realized that i needed to add the TEST statement, to get the fixed effect significance level.

Using the two RANDOM statements also worked, and with identical results, using PROC MIXED.

Thank you very much for all the suggestions and follow ups.

Eman

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