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feat(matlab): print full native fitlme/fitglme summary in every scenario

Browse Source 
Add tdcs_model_summary as the single place that renders a fitted model
verbatim (disp(model) with the Command-Window <strong> markup stripped),
and route every report through it so all scenarios emit the complete
model-fitting output:

- tdcs_report: adds the learning-rate GLMM's full summary (count/rate
  already had theirs); localCleanDisp now delegates to the shared helper.
- tdcs_lme_report / tdcs_paper_lme: embed the full fitlme summary before
  the curated effect table.
- tdcs_phase_lme: appends each phase's full fitlme summary.

Tests: tReport asserts 3 native summaries in a GLMM report; tLme asserts
the lme_*/paper_*/phase_* reports embed 1/1/3 summaries with markup
stripped. Suite 39/39.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
This commit is contained in:
Experiments DB Dev
2026-07-20 14:21:34 -04:00
parent d59ff2b659
commit 0e9263b958
41 changed files with 4637 additions and 7 deletions
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analysis/matlab/derived/mergeA2_d0_10.csv
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subject,group,day,success,total,day_c,day_c2
Banh-mi-1,Electrode-Box-B2,0,13,84,-4.92063492063492,24.2126480221718
Banh-mi-1,Electrode-Box-B2,1,35,86,-3.92063492063492,15.371378180902
Banh-mi-1,Electrode-Box-B2,2,47,110,-2.92063492063492,8.53010833963215
Banh-mi-1,Electrode-Box-B2,3,65,140,-1.92063492063492,3.68883849836231
Banh-mi-1,Electrode-Box-B2,4,70,127,-0.920634920634921,0.847568657092467
Banh-mi-1,Electrode-Box-B2,5,102,142,0.0793650793650791,0.0062988158226253
Banh-mi-1,Electrode-Box-B2,6,90,131,1.07936507936508,1.16502897455278
Banh-mi-1,Electrode-Box-B2,7,109,148,2.07936507936508,4.32375913328294
Banh-mi-1,Electrode-Box-B2,8,104,137,3.07936507936508,9.4824892920131
Banh-mi-1,Electrode-Box-B2,9,119,150,4.07936507936508,16.6412194507433
Banh-mi-1,Electrode-Box-B2,10,121,158,5.07936507936508,25.7999496094734
Banh-mi-2,Electrode-Box-A2,0,25,97,-4.92063492063492,24.2126480221718
Banh-mi-2,Electrode-Box-A2,1,22,101,-3.92063492063492,15.371378180902
Banh-mi-2,Electrode-Box-A2,2,22,119,-2.92063492063492,8.53010833963215
Banh-mi-2,Electrode-Box-A2,3,29,118,-1.92063492063492,3.68883849836231
Banh-mi-2,Electrode-Box-A2,4,27,136,-0.920634920634921,0.847568657092467
Banh-mi-2,Electrode-Box-A2,5,43,146,0.0793650793650791,0.0062988158226253
Banh-mi-2,Electrode-Box-A2,6,74,146,1.07936507936508,1.16502897455278
Banh-mi-2,Electrode-Box-A2,7,70,148,2.07936507936508,4.32375913328294
Banh-mi-2,Electrode-Box-A2,8,65,130,3.07936507936508,9.4824892920131
Banh-mi-2,Electrode-Box-A2,9,79,151,4.07936507936508,16.6412194507433
Banh-mi-2,Electrode-Box-A2,10,93,152,5.07936507936508,25.7999496094734
Egg-tart-1,Electrode-Box-B2,0,7,56,-4.92063492063492,24.2126480221718
Egg-tart-1,Electrode-Box-B2,1,16,78,-3.92063492063492,15.371378180902
Egg-tart-1,Electrode-Box-B2,2,23,103,-2.92063492063492,8.53010833963215
Egg-tart-1,Electrode-Box-B2,3,63,120,-1.92063492063492,3.68883849836231
Egg-tart-1,Electrode-Box-B2,4,69,132,-0.920634920634921,0.847568657092467
Egg-tart-1,Electrode-Box-B2,5,83,136,0.0793650793650791,0.0062988158226253
Egg-tart-1,Electrode-Box-B2,6,71,142,1.07936507936508,1.16502897455278
Egg-tart-1,Electrode-Box-B2,7,79,138,2.07936507936508,4.32375913328294
Egg-tart-1,Electrode-Box-B2,8,98,142,3.07936507936508,9.4824892920131
Egg-tart-1,Electrode-Box-B2,9,89,139,4.07936507936508,16.6412194507433
Egg-tart-1,Electrode-Box-B2,10,96,143,5.07936507936508,25.7999496094734
Egg-tart-2,Electrode-Box-A2,0,9,32,-4.92063492063492,24.2126480221718
Egg-tart-2,Electrode-Box-A2,1,2,38,-3.92063492063492,15.371378180902
Egg-tart-2,Electrode-Box-A2,2,31,93,-2.92063492063492,8.53010833963215
Egg-tart-2,Electrode-Box-A2,3,44,101,-1.92063492063492,3.68883849836231
Egg-tart-2,Electrode-Box-A2,4,54,131,-0.920634920634921,0.847568657092467
Egg-tart-2,Electrode-Box-A2,5,84,139,0.0793650793650791,0.0062988158226253
Egg-tart-2,Electrode-Box-A2,6,85,145,1.07936507936508,1.16502897455278
Egg-tart-2,Electrode-Box-A2,7,79,143,2.07936507936508,4.32375913328294
Egg-tart-2,Electrode-Box-A2,8,76,131,3.07936507936508,9.4824892920131
Egg-tart-2,Electrode-Box-A2,9,88,149,4.07936507936508,16.6412194507433
Egg-tart-2,Electrode-Box-A2,10,81,151,5.07936507936508,25.7999496094734
Khoai-lang-1,Electrode-Box-B2,0,3,69,-4.92063492063492,24.2126480221718
Khoai-lang-1,Electrode-Box-B2,1,18,97,-3.92063492063492,15.371378180902
Khoai-lang-1,Electrode-Box-B2,2,27,84,-2.92063492063492,8.53010833963215
Khoai-lang-1,Electrode-Box-B2,3,46,121,-1.92063492063492,3.68883849836231
Khoai-lang-1,Electrode-Box-B2,4,65,143,-0.920634920634921,0.847568657092467
Khoai-lang-1,Electrode-Box-B2,5,76,141,0.0793650793650791,0.0062988158226253
Khoai-lang-1,Electrode-Box-B2,6,79,146,1.07936507936508,1.16502897455278
Khoai-lang-1,Electrode-Box-B2,7,81,153,2.07936507936508,4.32375913328294
Khoai-lang-1,Electrode-Box-B2,8,98,144,3.07936507936508,9.4824892920131
Khoai-lang-1,Electrode-Box-B2,9,101,149,4.07936507936508,16.6412194507433
Khoai-lang-1,Electrode-Box-B2,10,103,150,5.07936507936508,25.7999496094734
Khoai-lang-2,Naive,0,0,0,-4.92063492063492,24.2126480221718
Khoai-lang-2,Naive,1,0,0,-3.92063492063492,15.371378180902
Khoai-lang-2,Naive,2,10,47,-2.92063492063492,8.53010833963215
Khoai-lang-2,Naive,3,11,52,-1.92063492063492,3.68883849836231
Khoai-lang-2,Naive,4,9,56,-0.920634920634921,0.847568657092467
Khoai-lang-2,Naive,5,34,95,0.0793650793650791,0.0062988158226253
Khoai-lang-2,Naive,6,21,72,1.07936507936508,1.16502897455278
Khoai-lang-2,Naive,7,23,99,2.07936507936508,4.32375913328294
Khoai-lang-2,Naive,8,64,136,3.07936507936508,9.4824892920131
Khoai-lang-2,Naive,9,75,131,4.07936507936508,16.6412194507433
Khoai-lang-2,Naive,10,63,134,5.07936507936508,25.7999496094734
Khoai-tay-1,Electrode-Box-A2,0,14,62,-4.92063492063492,24.2126480221718
Khoai-tay-1,Electrode-Box-A2,1,22,83,-3.92063492063492,15.371378180902
Khoai-tay-1,Electrode-Box-A2,2,6,79,-2.92063492063492,8.53010833963215
Khoai-tay-1,Electrode-Box-A2,3,28,97,-1.92063492063492,3.68883849836231
Khoai-tay-1,Electrode-Box-A2,4,60,134,-0.920634920634921,0.847568657092467
Khoai-tay-1,Electrode-Box-A2,5,75,138,0.0793650793650791,0.0062988158226253
Khoai-tay-1,Electrode-Box-A2,6,81,137,1.07936507936508,1.16502897455278
Khoai-tay-1,Electrode-Box-A2,7,78,147,2.07936507936508,4.32375913328294
Khoai-tay-1,Electrode-Box-A2,8,91,132,3.07936507936508,9.4824892920131
Khoai-tay-1,Electrode-Box-A2,9,99,146,4.07936507936508,16.6412194507433
Khoai-tay-1,Electrode-Box-A2,10,94,143,5.07936507936508,25.7999496094734
Khoai-tay-2,Naive,1,21,68,-3.92063492063492,15.371378180902
Khoai-tay-2,Naive,2,6,79,-2.92063492063492,8.53010833963215
Khoai-tay-2,Naive,3,0,83,-1.92063492063492,3.68883849836231
Khoai-tay-2,Naive,4,28,87,-0.920634920634921,0.847568657092467
Khoai-tay-2,Naive,5,31,125,0.0793650793650791,0.0062988158226253
Khoai-tay-2,Naive,6,62,144,1.07936507936508,1.16502897455278
Khoai-tay-2,Naive,7,87,141,2.07936507936508,4.32375913328294
Khoai-tay-2,Naive,8,105,152,3.07936507936508,9.4824892920131
Khoai-tay-2,Naive,9,75,148,4.07936507936508,16.6412194507433
Khoai-tay-2,Naive,10,101,149,5.07936507936508,25.7999496094734
OM-2,Naive,0,1,7,-4.92063492063492,24.2126480221718
OM-2,Naive,1,11,33,-3.92063492063492,15.371378180902
OM-2,Naive,2,19,62,-2.92063492063492,8.53010833963215
OM-2,Naive,3,29,117,-1.92063492063492,3.68883849836231
OM-2,Naive,4,73,126,-0.920634920634921,0.847568657092467
OM-2,Naive,5,53,135,0.0793650793650791,0.0062988158226253
OM-2,Naive,6,73,138,1.07936507936508,1.16502897455278
OM-2,Naive,7,80,131,2.07936507936508,4.32375913328294
OM-2,Naive,8,91,141,3.07936507936508,9.4824892920131
OM-2,Naive,9,90,135,4.07936507936508,16.6412194507433
OM-2,Naive,10,95,142,5.07936507936508,25.7999496094734
Root-beer-1,Electrode-Box-B2,0,11,85,-4.92063492063492,24.2126480221718
Root-beer-1,Electrode-Box-B2,1,18,76,-3.92063492063492,15.371378180902
Root-beer-1,Electrode-Box-B2,2,40,105,-2.92063492063492,8.53010833963215
Root-beer-1,Electrode-Box-B2,3,55,134,-1.92063492063492,3.68883849836231
Root-beer-1,Electrode-Box-B2,4,75,136,-0.920634920634921,0.847568657092467
Root-beer-1,Electrode-Box-B2,5,64,133,0.0793650793650791,0.0062988158226253
Root-beer-1,Electrode-Box-B2,6,104,139,1.07936507936508,1.16502897455278
Root-beer-1,Electrode-Box-B2,7,98,148,2.07936507936508,4.32375913328294
Root-beer-1,Electrode-Box-B2,8,81,145,3.07936507936508,9.4824892920131
Root-beer-1,Electrode-Box-B2,9,89,156,4.07936507936508,16.6412194507433
Root-beer-1,Electrode-Box-B2,10,105,158,5.07936507936508,25.7999496094734
Root-beer-2,Electrode-Box-A2,0,22,74,-4.92063492063492,24.2126480221718
Root-beer-2,Electrode-Box-A2,1,31,87,-3.92063492063492,15.371378180902
Root-beer-2,Electrode-Box-A2,2,49,134,-2.92063492063492,8.53010833963215
Root-beer-2,Electrode-Box-A2,3,31,89,-1.92063492063492,3.68883849836231
Root-beer-2,Electrode-Box-A2,4,60,140,-0.920634920634921,0.847568657092467
Root-beer-2,Electrode-Box-A2,5,84,147,0.0793650793650791,0.0062988158226253
Vu-vuong,Naive,0,18,61,-4.92063492063492,24.2126480221718
Vu-vuong,Naive,1,35,91,-3.92063492063492,15.371378180902
Vu-vuong,Naive,2,61,127,-2.92063492063492,8.53010833963215
Vu-vuong,Naive,3,34,146,-1.92063492063492,3.68883849836231
Vu-vuong,Naive,4,61,141,-0.920634920634921,0.847568657092467
Vu-vuong,Naive,5,37,151,0.0793650793650791,0.0062988158226253
Vu-vuong,Naive,6,49,131,1.07936507936508,1.16502897455278
Vu-vuong,Naive,7,65,149,2.07936507936508,4.32375913328294
Vu-vuong,Naive,8,67,141,3.07936507936508,9.4824892920131
Vu-vuong,Naive,9,73,140,4.07936507936508,16.6412194507433
Vu-vuong,Naive,10,72,131,5.07936507936508,25.7999496094734
1 subject group day success total day_c day_c2
2 Banh-mi-1 Electrode-Box-B2 0 13 84 -4.92063492063492 24.2126480221718
3 Banh-mi-1 Electrode-Box-B2 1 35 86 -3.92063492063492 15.371378180902
4 Banh-mi-1 Electrode-Box-B2 2 47 110 -2.92063492063492 8.53010833963215
5 Banh-mi-1 Electrode-Box-B2 3 65 140 -1.92063492063492 3.68883849836231
6 Banh-mi-1 Electrode-Box-B2 4 70 127 -0.920634920634921 0.847568657092467
7 Banh-mi-1 Electrode-Box-B2 5 102 142 0.0793650793650791 0.0062988158226253
8 Banh-mi-1 Electrode-Box-B2 6 90 131 1.07936507936508 1.16502897455278
9 Banh-mi-1 Electrode-Box-B2 7 109 148 2.07936507936508 4.32375913328294
10 Banh-mi-1 Electrode-Box-B2 8 104 137 3.07936507936508 9.4824892920131
11 Banh-mi-1 Electrode-Box-B2 9 119 150 4.07936507936508 16.6412194507433
12 Banh-mi-1 Electrode-Box-B2 10 121 158 5.07936507936508 25.7999496094734
13 Banh-mi-2 Electrode-Box-A2 0 25 97 -4.92063492063492 24.2126480221718
14 Banh-mi-2 Electrode-Box-A2 1 22 101 -3.92063492063492 15.371378180902
15 Banh-mi-2 Electrode-Box-A2 2 22 119 -2.92063492063492 8.53010833963215
16 Banh-mi-2 Electrode-Box-A2 3 29 118 -1.92063492063492 3.68883849836231
17 Banh-mi-2 Electrode-Box-A2 4 27 136 -0.920634920634921 0.847568657092467
18 Banh-mi-2 Electrode-Box-A2 5 43 146 0.0793650793650791 0.0062988158226253
19 Banh-mi-2 Electrode-Box-A2 6 74 146 1.07936507936508 1.16502897455278
20 Banh-mi-2 Electrode-Box-A2 7 70 148 2.07936507936508 4.32375913328294
21 Banh-mi-2 Electrode-Box-A2 8 65 130 3.07936507936508 9.4824892920131
22 Banh-mi-2 Electrode-Box-A2 9 79 151 4.07936507936508 16.6412194507433
23 Banh-mi-2 Electrode-Box-A2 10 93 152 5.07936507936508 25.7999496094734
24 Egg-tart-1 Electrode-Box-B2 0 7 56 -4.92063492063492 24.2126480221718
25 Egg-tart-1 Electrode-Box-B2 1 16 78 -3.92063492063492 15.371378180902
26 Egg-tart-1 Electrode-Box-B2 2 23 103 -2.92063492063492 8.53010833963215
27 Egg-tart-1 Electrode-Box-B2 3 63 120 -1.92063492063492 3.68883849836231
28 Egg-tart-1 Electrode-Box-B2 4 69 132 -0.920634920634921 0.847568657092467
29 Egg-tart-1 Electrode-Box-B2 5 83 136 0.0793650793650791 0.0062988158226253
30 Egg-tart-1 Electrode-Box-B2 6 71 142 1.07936507936508 1.16502897455278
31 Egg-tart-1 Electrode-Box-B2 7 79 138 2.07936507936508 4.32375913328294
32 Egg-tart-1 Electrode-Box-B2 8 98 142 3.07936507936508 9.4824892920131
33 Egg-tart-1 Electrode-Box-B2 9 89 139 4.07936507936508 16.6412194507433
34 Egg-tart-1 Electrode-Box-B2 10 96 143 5.07936507936508 25.7999496094734
35 Egg-tart-2 Electrode-Box-A2 0 9 32 -4.92063492063492 24.2126480221718
36 Egg-tart-2 Electrode-Box-A2 1 2 38 -3.92063492063492 15.371378180902
37 Egg-tart-2 Electrode-Box-A2 2 31 93 -2.92063492063492 8.53010833963215
38 Egg-tart-2 Electrode-Box-A2 3 44 101 -1.92063492063492 3.68883849836231
39 Egg-tart-2 Electrode-Box-A2 4 54 131 -0.920634920634921 0.847568657092467
40 Egg-tart-2 Electrode-Box-A2 5 84 139 0.0793650793650791 0.0062988158226253
41 Egg-tart-2 Electrode-Box-A2 6 85 145 1.07936507936508 1.16502897455278
42 Egg-tart-2 Electrode-Box-A2 7 79 143 2.07936507936508 4.32375913328294
43 Egg-tart-2 Electrode-Box-A2 8 76 131 3.07936507936508 9.4824892920131
44 Egg-tart-2 Electrode-Box-A2 9 88 149 4.07936507936508 16.6412194507433
45 Egg-tart-2 Electrode-Box-A2 10 81 151 5.07936507936508 25.7999496094734
46 Khoai-lang-1 Electrode-Box-B2 0 3 69 -4.92063492063492 24.2126480221718
47 Khoai-lang-1 Electrode-Box-B2 1 18 97 -3.92063492063492 15.371378180902
48 Khoai-lang-1 Electrode-Box-B2 2 27 84 -2.92063492063492 8.53010833963215
49 Khoai-lang-1 Electrode-Box-B2 3 46 121 -1.92063492063492 3.68883849836231
50 Khoai-lang-1 Electrode-Box-B2 4 65 143 -0.920634920634921 0.847568657092467
51 Khoai-lang-1 Electrode-Box-B2 5 76 141 0.0793650793650791 0.0062988158226253
52 Khoai-lang-1 Electrode-Box-B2 6 79 146 1.07936507936508 1.16502897455278
53 Khoai-lang-1 Electrode-Box-B2 7 81 153 2.07936507936508 4.32375913328294
54 Khoai-lang-1 Electrode-Box-B2 8 98 144 3.07936507936508 9.4824892920131
55 Khoai-lang-1 Electrode-Box-B2 9 101 149 4.07936507936508 16.6412194507433
56 Khoai-lang-1 Electrode-Box-B2 10 103 150 5.07936507936508 25.7999496094734
57 Khoai-lang-2 Naive 0 0 0 -4.92063492063492 24.2126480221718
58 Khoai-lang-2 Naive 1 0 0 -3.92063492063492 15.371378180902
59 Khoai-lang-2 Naive 2 10 47 -2.92063492063492 8.53010833963215
60 Khoai-lang-2 Naive 3 11 52 -1.92063492063492 3.68883849836231
61 Khoai-lang-2 Naive 4 9 56 -0.920634920634921 0.847568657092467
62 Khoai-lang-2 Naive 5 34 95 0.0793650793650791 0.0062988158226253
63 Khoai-lang-2 Naive 6 21 72 1.07936507936508 1.16502897455278
64 Khoai-lang-2 Naive 7 23 99 2.07936507936508 4.32375913328294
65 Khoai-lang-2 Naive 8 64 136 3.07936507936508 9.4824892920131
66 Khoai-lang-2 Naive 9 75 131 4.07936507936508 16.6412194507433
67 Khoai-lang-2 Naive 10 63 134 5.07936507936508 25.7999496094734
68 Khoai-tay-1 Electrode-Box-A2 0 14 62 -4.92063492063492 24.2126480221718
69 Khoai-tay-1 Electrode-Box-A2 1 22 83 -3.92063492063492 15.371378180902
70 Khoai-tay-1 Electrode-Box-A2 2 6 79 -2.92063492063492 8.53010833963215
71 Khoai-tay-1 Electrode-Box-A2 3 28 97 -1.92063492063492 3.68883849836231
72 Khoai-tay-1 Electrode-Box-A2 4 60 134 -0.920634920634921 0.847568657092467
73 Khoai-tay-1 Electrode-Box-A2 5 75 138 0.0793650793650791 0.0062988158226253
74 Khoai-tay-1 Electrode-Box-A2 6 81 137 1.07936507936508 1.16502897455278
75 Khoai-tay-1 Electrode-Box-A2 7 78 147 2.07936507936508 4.32375913328294
76 Khoai-tay-1 Electrode-Box-A2 8 91 132 3.07936507936508 9.4824892920131
77 Khoai-tay-1 Electrode-Box-A2 9 99 146 4.07936507936508 16.6412194507433
78 Khoai-tay-1 Electrode-Box-A2 10 94 143 5.07936507936508 25.7999496094734
79 Khoai-tay-2 Naive 1 21 68 -3.92063492063492 15.371378180902
80 Khoai-tay-2 Naive 2 6 79 -2.92063492063492 8.53010833963215
81 Khoai-tay-2 Naive 3 0 83 -1.92063492063492 3.68883849836231
82 Khoai-tay-2 Naive 4 28 87 -0.920634920634921 0.847568657092467
83 Khoai-tay-2 Naive 5 31 125 0.0793650793650791 0.0062988158226253
84 Khoai-tay-2 Naive 6 62 144 1.07936507936508 1.16502897455278
85 Khoai-tay-2 Naive 7 87 141 2.07936507936508 4.32375913328294
86 Khoai-tay-2 Naive 8 105 152 3.07936507936508 9.4824892920131
87 Khoai-tay-2 Naive 9 75 148 4.07936507936508 16.6412194507433
88 Khoai-tay-2 Naive 10 101 149 5.07936507936508 25.7999496094734
89 OM-2 Naive 0 1 7 -4.92063492063492 24.2126480221718
90 OM-2 Naive 1 11 33 -3.92063492063492 15.371378180902
91 OM-2 Naive 2 19 62 -2.92063492063492 8.53010833963215
92 OM-2 Naive 3 29 117 -1.92063492063492 3.68883849836231
93 OM-2 Naive 4 73 126 -0.920634920634921 0.847568657092467
94 OM-2 Naive 5 53 135 0.0793650793650791 0.0062988158226253
95 OM-2 Naive 6 73 138 1.07936507936508 1.16502897455278
96 OM-2 Naive 7 80 131 2.07936507936508 4.32375913328294
97 OM-2 Naive 8 91 141 3.07936507936508 9.4824892920131
98 OM-2 Naive 9 90 135 4.07936507936508 16.6412194507433
99 OM-2 Naive 10 95 142 5.07936507936508 25.7999496094734
100 Root-beer-1 Electrode-Box-B2 0 11 85 -4.92063492063492 24.2126480221718
101 Root-beer-1 Electrode-Box-B2 1 18 76 -3.92063492063492 15.371378180902
102 Root-beer-1 Electrode-Box-B2 2 40 105 -2.92063492063492 8.53010833963215
103 Root-beer-1 Electrode-Box-B2 3 55 134 -1.92063492063492 3.68883849836231
104 Root-beer-1 Electrode-Box-B2 4 75 136 -0.920634920634921 0.847568657092467
105 Root-beer-1 Electrode-Box-B2 5 64 133 0.0793650793650791 0.0062988158226253
106 Root-beer-1 Electrode-Box-B2 6 104 139 1.07936507936508 1.16502897455278
107 Root-beer-1 Electrode-Box-B2 7 98 148 2.07936507936508 4.32375913328294
108 Root-beer-1 Electrode-Box-B2 8 81 145 3.07936507936508 9.4824892920131
109 Root-beer-1 Electrode-Box-B2 9 89 156 4.07936507936508 16.6412194507433
110 Root-beer-1 Electrode-Box-B2 10 105 158 5.07936507936508 25.7999496094734
111 Root-beer-2 Electrode-Box-A2 0 22 74 -4.92063492063492 24.2126480221718
112 Root-beer-2 Electrode-Box-A2 1 31 87 -3.92063492063492 15.371378180902
113 Root-beer-2 Electrode-Box-A2 2 49 134 -2.92063492063492 8.53010833963215
114 Root-beer-2 Electrode-Box-A2 3 31 89 -1.92063492063492 3.68883849836231
115 Root-beer-2 Electrode-Box-A2 4 60 140 -0.920634920634921 0.847568657092467
116 Root-beer-2 Electrode-Box-A2 5 84 147 0.0793650793650791 0.0062988158226253
117 Vu-vuong Naive 0 18 61 -4.92063492063492 24.2126480221718
118 Vu-vuong Naive 1 35 91 -3.92063492063492 15.371378180902
119 Vu-vuong Naive 2 61 127 -2.92063492063492 8.53010833963215
120 Vu-vuong Naive 3 34 146 -1.92063492063492 3.68883849836231
121 Vu-vuong Naive 4 61 141 -0.920634920634921 0.847568657092467
122 Vu-vuong Naive 5 37 151 0.0793650793650791 0.0062988158226253
123 Vu-vuong Naive 6 49 131 1.07936507936508 1.16502897455278
124 Vu-vuong Naive 7 65 149 2.07936507936508 4.32375913328294
125 Vu-vuong Naive 8 67 141 3.07936507936508 9.4824892920131
126 Vu-vuong Naive 9 73 140 4.07936507936508 16.6412194507433
127 Vu-vuong Naive 10 72 131 5.07936507936508 25.7999496094734
analysis/matlab/derived/mergeA2_d0_13.csv
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subject,group,day,success,total,day_c,day_c2
Banh-mi-1,Electrode-Box-B2,0,13,84,-6.125,37.515625
Banh-mi-1,Electrode-Box-B2,1,35,86,-5.125,26.265625
Banh-mi-1,Electrode-Box-B2,2,47,110,-4.125,17.015625
Banh-mi-1,Electrode-Box-B2,3,65,140,-3.125,9.765625
Banh-mi-1,Electrode-Box-B2,4,70,127,-2.125,4.515625
Banh-mi-1,Electrode-Box-B2,5,102,142,-1.125,1.265625
Banh-mi-1,Electrode-Box-B2,6,90,131,-0.125,0.015625
Banh-mi-1,Electrode-Box-B2,7,109,148,0.875,0.765625
Banh-mi-1,Electrode-Box-B2,8,104,137,1.875,3.515625
Banh-mi-1,Electrode-Box-B2,9,119,150,2.875,8.265625
Banh-mi-1,Electrode-Box-B2,10,121,158,3.875,15.015625
Banh-mi-1,Electrode-Box-B2,11,121,148,4.875,23.765625
Banh-mi-1,Electrode-Box-B2,12,120,149,5.875,34.515625
Banh-mi-1,Electrode-Box-B2,13,135,154,6.875,47.265625
Banh-mi-2,Electrode-Box-A2,0,25,97,-6.125,37.515625
Banh-mi-2,Electrode-Box-A2,1,22,101,-5.125,26.265625
Banh-mi-2,Electrode-Box-A2,2,22,119,-4.125,17.015625
Banh-mi-2,Electrode-Box-A2,3,29,118,-3.125,9.765625
Banh-mi-2,Electrode-Box-A2,4,27,136,-2.125,4.515625
Banh-mi-2,Electrode-Box-A2,5,43,146,-1.125,1.265625
Banh-mi-2,Electrode-Box-A2,6,74,146,-0.125,0.015625
Banh-mi-2,Electrode-Box-A2,7,70,148,0.875,0.765625
Banh-mi-2,Electrode-Box-A2,8,65,130,1.875,3.515625
Banh-mi-2,Electrode-Box-A2,9,79,151,2.875,8.265625
Banh-mi-2,Electrode-Box-A2,10,93,152,3.875,15.015625
Egg-tart-1,Electrode-Box-B2,0,7,56,-6.125,37.515625
Egg-tart-1,Electrode-Box-B2,1,16,78,-5.125,26.265625
Egg-tart-1,Electrode-Box-B2,2,23,103,-4.125,17.015625
Egg-tart-1,Electrode-Box-B2,3,63,120,-3.125,9.765625
Egg-tart-1,Electrode-Box-B2,4,69,132,-2.125,4.515625
Egg-tart-1,Electrode-Box-B2,5,83,136,-1.125,1.265625
Egg-tart-1,Electrode-Box-B2,6,71,142,-0.125,0.015625
Egg-tart-1,Electrode-Box-B2,7,79,138,0.875,0.765625
Egg-tart-1,Electrode-Box-B2,8,98,142,1.875,3.515625
Egg-tart-1,Electrode-Box-B2,9,89,139,2.875,8.265625
Egg-tart-1,Electrode-Box-B2,10,96,143,3.875,15.015625
Egg-tart-1,Electrode-Box-B2,11,96,148,4.875,23.765625
Egg-tart-1,Electrode-Box-B2,12,101,156,5.875,34.515625
Egg-tart-1,Electrode-Box-B2,13,103,152,6.875,47.265625
Egg-tart-2,Electrode-Box-A2,0,9,32,-6.125,37.515625
Egg-tart-2,Electrode-Box-A2,1,2,38,-5.125,26.265625
Egg-tart-2,Electrode-Box-A2,2,31,93,-4.125,17.015625
Egg-tart-2,Electrode-Box-A2,3,44,101,-3.125,9.765625
Egg-tart-2,Electrode-Box-A2,4,54,131,-2.125,4.515625
Egg-tart-2,Electrode-Box-A2,5,84,139,-1.125,1.265625
Egg-tart-2,Electrode-Box-A2,6,85,145,-0.125,0.015625
Egg-tart-2,Electrode-Box-A2,7,79,143,0.875,0.765625
Egg-tart-2,Electrode-Box-A2,8,76,131,1.875,3.515625
Egg-tart-2,Electrode-Box-A2,9,88,149,2.875,8.265625
Egg-tart-2,Electrode-Box-A2,10,81,151,3.875,15.015625
Egg-tart-2,Electrode-Box-A2,11,78,152,4.875,23.765625
Egg-tart-2,Electrode-Box-A2,12,96,155,5.875,34.515625
Egg-tart-2,Electrode-Box-A2,13,84,155,6.875,47.265625
Khoai-lang-1,Electrode-Box-B2,0,3,69,-6.125,37.515625
Khoai-lang-1,Electrode-Box-B2,1,18,97,-5.125,26.265625
Khoai-lang-1,Electrode-Box-B2,2,27,84,-4.125,17.015625
Khoai-lang-1,Electrode-Box-B2,3,46,121,-3.125,9.765625
Khoai-lang-1,Electrode-Box-B2,4,65,143,-2.125,4.515625
Khoai-lang-1,Electrode-Box-B2,5,76,141,-1.125,1.265625
Khoai-lang-1,Electrode-Box-B2,6,79,146,-0.125,0.015625
Khoai-lang-1,Electrode-Box-B2,7,81,153,0.875,0.765625
Khoai-lang-1,Electrode-Box-B2,8,98,144,1.875,3.515625
Khoai-lang-1,Electrode-Box-B2,9,101,149,2.875,8.265625
Khoai-lang-1,Electrode-Box-B2,10,103,150,3.875,15.015625
Khoai-lang-1,Electrode-Box-B2,11,113,154,4.875,23.765625
Khoai-lang-1,Electrode-Box-B2,12,117,148,5.875,34.515625
Khoai-lang-1,Electrode-Box-B2,13,114,146,6.875,47.265625
Khoai-lang-2,Naive,0,0,0,-6.125,37.515625
Khoai-lang-2,Naive,1,0,0,-5.125,26.265625
Khoai-lang-2,Naive,2,10,47,-4.125,17.015625
Khoai-lang-2,Naive,3,11,52,-3.125,9.765625
Khoai-lang-2,Naive,4,9,56,-2.125,4.515625
Khoai-lang-2,Naive,5,34,95,-1.125,1.265625
Khoai-lang-2,Naive,6,21,72,-0.125,0.015625
Khoai-lang-2,Naive,7,23,99,0.875,0.765625
Khoai-lang-2,Naive,8,64,136,1.875,3.515625
Khoai-lang-2,Naive,9,75,131,2.875,8.265625
Khoai-lang-2,Naive,10,63,134,3.875,15.015625
Khoai-lang-2,Naive,11,59,139,4.875,23.765625
Khoai-lang-2,Naive,12,51,129,5.875,34.515625
Khoai-lang-2,Naive,13,73,143,6.875,47.265625
Khoai-tay-1,Electrode-Box-A2,0,14,62,-6.125,37.515625
Khoai-tay-1,Electrode-Box-A2,1,22,83,-5.125,26.265625
Khoai-tay-1,Electrode-Box-A2,2,6,79,-4.125,17.015625
Khoai-tay-1,Electrode-Box-A2,3,28,97,-3.125,9.765625
Khoai-tay-1,Electrode-Box-A2,4,60,134,-2.125,4.515625
Khoai-tay-1,Electrode-Box-A2,5,75,138,-1.125,1.265625
Khoai-tay-1,Electrode-Box-A2,6,81,137,-0.125,0.015625
Khoai-tay-1,Electrode-Box-A2,7,78,147,0.875,0.765625
Khoai-tay-1,Electrode-Box-A2,8,91,132,1.875,3.515625
Khoai-tay-1,Electrode-Box-A2,9,99,146,2.875,8.265625
Khoai-tay-1,Electrode-Box-A2,10,94,143,3.875,15.015625
Khoai-tay-1,Electrode-Box-A2,11,110,156,4.875,23.765625
Khoai-tay-1,Electrode-Box-A2,12,105,143,5.875,34.515625
Khoai-tay-1,Electrode-Box-A2,13,106,153,6.875,47.265625
Khoai-tay-2,Naive,1,21,68,-5.125,26.265625
Khoai-tay-2,Naive,2,6,79,-4.125,17.015625
Khoai-tay-2,Naive,3,0,83,-3.125,9.765625
Khoai-tay-2,Naive,4,28,87,-2.125,4.515625
Khoai-tay-2,Naive,5,31,125,-1.125,1.265625
Khoai-tay-2,Naive,6,62,144,-0.125,0.015625
Khoai-tay-2,Naive,7,87,141,0.875,0.765625
Khoai-tay-2,Naive,8,105,152,1.875,3.515625
Khoai-tay-2,Naive,9,75,148,2.875,8.265625
Khoai-tay-2,Naive,10,101,149,3.875,15.015625
Khoai-tay-2,Naive,11,102,154,4.875,23.765625
Khoai-tay-2,Naive,12,95,144,5.875,34.515625
Khoai-tay-2,Naive,13,77,149,6.875,47.265625
OM-2,Naive,0,1,7,-6.125,37.515625
OM-2,Naive,1,11,33,-5.125,26.265625
OM-2,Naive,2,19,62,-4.125,17.015625
OM-2,Naive,3,29,117,-3.125,9.765625
OM-2,Naive,4,73,126,-2.125,4.515625
OM-2,Naive,5,53,135,-1.125,1.265625
OM-2,Naive,6,73,138,-0.125,0.015625
OM-2,Naive,7,80,131,0.875,0.765625
OM-2,Naive,8,91,141,1.875,3.515625
OM-2,Naive,9,90,135,2.875,8.265625
OM-2,Naive,10,95,142,3.875,15.015625
OM-2,Naive,11,60,133,4.875,23.765625
OM-2,Naive,12,58,142,5.875,34.515625
Root-beer-1,Electrode-Box-B2,0,11,85,-6.125,37.515625
Root-beer-1,Electrode-Box-B2,1,18,76,-5.125,26.265625
Root-beer-1,Electrode-Box-B2,2,40,105,-4.125,17.015625
Root-beer-1,Electrode-Box-B2,3,55,134,-3.125,9.765625
Root-beer-1,Electrode-Box-B2,4,75,136,-2.125,4.515625
Root-beer-1,Electrode-Box-B2,5,64,133,-1.125,1.265625
Root-beer-1,Electrode-Box-B2,6,104,139,-0.125,0.015625
Root-beer-1,Electrode-Box-B2,7,98,148,0.875,0.765625
Root-beer-1,Electrode-Box-B2,8,81,145,1.875,3.515625
Root-beer-1,Electrode-Box-B2,9,89,156,2.875,8.265625
Root-beer-1,Electrode-Box-B2,10,105,158,3.875,15.015625
Root-beer-2,Electrode-Box-A2,0,22,74,-6.125,37.515625
Root-beer-2,Electrode-Box-A2,1,31,87,-5.125,26.265625
Root-beer-2,Electrode-Box-A2,2,49,134,-4.125,17.015625
Root-beer-2,Electrode-Box-A2,3,31,89,-3.125,9.765625
Root-beer-2,Electrode-Box-A2,4,60,140,-2.125,4.515625
Root-beer-2,Electrode-Box-A2,5,84,147,-1.125,1.265625
Vu-vuong,Naive,0,18,61,-6.125,37.515625
Vu-vuong,Naive,1,35,91,-5.125,26.265625
Vu-vuong,Naive,2,61,127,-4.125,17.015625
Vu-vuong,Naive,3,34,146,-3.125,9.765625
Vu-vuong,Naive,4,61,141,-2.125,4.515625
Vu-vuong,Naive,5,37,151,-1.125,1.265625
Vu-vuong,Naive,6,49,131,-0.125,0.015625
Vu-vuong,Naive,7,65,149,0.875,0.765625
Vu-vuong,Naive,8,67,141,1.875,3.515625
Vu-vuong,Naive,9,73,140,2.875,8.265625
Vu-vuong,Naive,10,72,131,3.875,15.015625
Vu-vuong,Naive,11,89,158,4.875,23.765625
Vu-vuong,Naive,12,97,154,5.875,34.515625
Vu-vuong,Naive,13,93,145,6.875,47.265625
1 subject group day success total day_c day_c2
2 Banh-mi-1 Electrode-Box-B2 0 13 84 -6.125 37.515625
3 Banh-mi-1 Electrode-Box-B2 1 35 86 -5.125 26.265625
4 Banh-mi-1 Electrode-Box-B2 2 47 110 -4.125 17.015625
5 Banh-mi-1 Electrode-Box-B2 3 65 140 -3.125 9.765625
6 Banh-mi-1 Electrode-Box-B2 4 70 127 -2.125 4.515625
7 Banh-mi-1 Electrode-Box-B2 5 102 142 -1.125 1.265625
8 Banh-mi-1 Electrode-Box-B2 6 90 131 -0.125 0.015625
9 Banh-mi-1 Electrode-Box-B2 7 109 148 0.875 0.765625
10 Banh-mi-1 Electrode-Box-B2 8 104 137 1.875 3.515625
11 Banh-mi-1 Electrode-Box-B2 9 119 150 2.875 8.265625
12 Banh-mi-1 Electrode-Box-B2 10 121 158 3.875 15.015625
13 Banh-mi-1 Electrode-Box-B2 11 121 148 4.875 23.765625
14 Banh-mi-1 Electrode-Box-B2 12 120 149 5.875 34.515625
15 Banh-mi-1 Electrode-Box-B2 13 135 154 6.875 47.265625
16 Banh-mi-2 Electrode-Box-A2 0 25 97 -6.125 37.515625
17 Banh-mi-2 Electrode-Box-A2 1 22 101 -5.125 26.265625
18 Banh-mi-2 Electrode-Box-A2 2 22 119 -4.125 17.015625
19 Banh-mi-2 Electrode-Box-A2 3 29 118 -3.125 9.765625
20 Banh-mi-2 Electrode-Box-A2 4 27 136 -2.125 4.515625
21 Banh-mi-2 Electrode-Box-A2 5 43 146 -1.125 1.265625
22 Banh-mi-2 Electrode-Box-A2 6 74 146 -0.125 0.015625
23 Banh-mi-2 Electrode-Box-A2 7 70 148 0.875 0.765625
24 Banh-mi-2 Electrode-Box-A2 8 65 130 1.875 3.515625
25 Banh-mi-2 Electrode-Box-A2 9 79 151 2.875 8.265625
26 Banh-mi-2 Electrode-Box-A2 10 93 152 3.875 15.015625
27 Egg-tart-1 Electrode-Box-B2 0 7 56 -6.125 37.515625
28 Egg-tart-1 Electrode-Box-B2 1 16 78 -5.125 26.265625
29 Egg-tart-1 Electrode-Box-B2 2 23 103 -4.125 17.015625
30 Egg-tart-1 Electrode-Box-B2 3 63 120 -3.125 9.765625
31 Egg-tart-1 Electrode-Box-B2 4 69 132 -2.125 4.515625
32 Egg-tart-1 Electrode-Box-B2 5 83 136 -1.125 1.265625
33 Egg-tart-1 Electrode-Box-B2 6 71 142 -0.125 0.015625
34 Egg-tart-1 Electrode-Box-B2 7 79 138 0.875 0.765625
35 Egg-tart-1 Electrode-Box-B2 8 98 142 1.875 3.515625
36 Egg-tart-1 Electrode-Box-B2 9 89 139 2.875 8.265625
37 Egg-tart-1 Electrode-Box-B2 10 96 143 3.875 15.015625
38 Egg-tart-1 Electrode-Box-B2 11 96 148 4.875 23.765625
39 Egg-tart-1 Electrode-Box-B2 12 101 156 5.875 34.515625
40 Egg-tart-1 Electrode-Box-B2 13 103 152 6.875 47.265625
41 Egg-tart-2 Electrode-Box-A2 0 9 32 -6.125 37.515625
42 Egg-tart-2 Electrode-Box-A2 1 2 38 -5.125 26.265625
43 Egg-tart-2 Electrode-Box-A2 2 31 93 -4.125 17.015625
44 Egg-tart-2 Electrode-Box-A2 3 44 101 -3.125 9.765625
45 Egg-tart-2 Electrode-Box-A2 4 54 131 -2.125 4.515625
46 Egg-tart-2 Electrode-Box-A2 5 84 139 -1.125 1.265625
47 Egg-tart-2 Electrode-Box-A2 6 85 145 -0.125 0.015625
48 Egg-tart-2 Electrode-Box-A2 7 79 143 0.875 0.765625
49 Egg-tart-2 Electrode-Box-A2 8 76 131 1.875 3.515625
50 Egg-tart-2 Electrode-Box-A2 9 88 149 2.875 8.265625
51 Egg-tart-2 Electrode-Box-A2 10 81 151 3.875 15.015625
52 Egg-tart-2 Electrode-Box-A2 11 78 152 4.875 23.765625
53 Egg-tart-2 Electrode-Box-A2 12 96 155 5.875 34.515625
54 Egg-tart-2 Electrode-Box-A2 13 84 155 6.875 47.265625
55 Khoai-lang-1 Electrode-Box-B2 0 3 69 -6.125 37.515625
56 Khoai-lang-1 Electrode-Box-B2 1 18 97 -5.125 26.265625
57 Khoai-lang-1 Electrode-Box-B2 2 27 84 -4.125 17.015625
58 Khoai-lang-1 Electrode-Box-B2 3 46 121 -3.125 9.765625
59 Khoai-lang-1 Electrode-Box-B2 4 65 143 -2.125 4.515625
60 Khoai-lang-1 Electrode-Box-B2 5 76 141 -1.125 1.265625
61 Khoai-lang-1 Electrode-Box-B2 6 79 146 -0.125 0.015625
62 Khoai-lang-1 Electrode-Box-B2 7 81 153 0.875 0.765625
63 Khoai-lang-1 Electrode-Box-B2 8 98 144 1.875 3.515625
64 Khoai-lang-1 Electrode-Box-B2 9 101 149 2.875 8.265625
65 Khoai-lang-1 Electrode-Box-B2 10 103 150 3.875 15.015625
66 Khoai-lang-1 Electrode-Box-B2 11 113 154 4.875 23.765625
67 Khoai-lang-1 Electrode-Box-B2 12 117 148 5.875 34.515625
68 Khoai-lang-1 Electrode-Box-B2 13 114 146 6.875 47.265625
69 Khoai-lang-2 Naive 0 0 0 -6.125 37.515625
70 Khoai-lang-2 Naive 1 0 0 -5.125 26.265625
71 Khoai-lang-2 Naive 2 10 47 -4.125 17.015625
72 Khoai-lang-2 Naive 3 11 52 -3.125 9.765625
73 Khoai-lang-2 Naive 4 9 56 -2.125 4.515625
74 Khoai-lang-2 Naive 5 34 95 -1.125 1.265625
75 Khoai-lang-2 Naive 6 21 72 -0.125 0.015625
76 Khoai-lang-2 Naive 7 23 99 0.875 0.765625
77 Khoai-lang-2 Naive 8 64 136 1.875 3.515625
78 Khoai-lang-2 Naive 9 75 131 2.875 8.265625
79 Khoai-lang-2 Naive 10 63 134 3.875 15.015625
80 Khoai-lang-2 Naive 11 59 139 4.875 23.765625
81 Khoai-lang-2 Naive 12 51 129 5.875 34.515625
82 Khoai-lang-2 Naive 13 73 143 6.875 47.265625
83 Khoai-tay-1 Electrode-Box-A2 0 14 62 -6.125 37.515625
84 Khoai-tay-1 Electrode-Box-A2 1 22 83 -5.125 26.265625
85 Khoai-tay-1 Electrode-Box-A2 2 6 79 -4.125 17.015625
86 Khoai-tay-1 Electrode-Box-A2 3 28 97 -3.125 9.765625
87 Khoai-tay-1 Electrode-Box-A2 4 60 134 -2.125 4.515625
88 Khoai-tay-1 Electrode-Box-A2 5 75 138 -1.125 1.265625
89 Khoai-tay-1 Electrode-Box-A2 6 81 137 -0.125 0.015625
90 Khoai-tay-1 Electrode-Box-A2 7 78 147 0.875 0.765625
91 Khoai-tay-1 Electrode-Box-A2 8 91 132 1.875 3.515625
92 Khoai-tay-1 Electrode-Box-A2 9 99 146 2.875 8.265625
93 Khoai-tay-1 Electrode-Box-A2 10 94 143 3.875 15.015625
94 Khoai-tay-1 Electrode-Box-A2 11 110 156 4.875 23.765625
95 Khoai-tay-1 Electrode-Box-A2 12 105 143 5.875 34.515625
96 Khoai-tay-1 Electrode-Box-A2 13 106 153 6.875 47.265625
97 Khoai-tay-2 Naive 1 21 68 -5.125 26.265625
98 Khoai-tay-2 Naive 2 6 79 -4.125 17.015625
99 Khoai-tay-2 Naive 3 0 83 -3.125 9.765625
100 Khoai-tay-2 Naive 4 28 87 -2.125 4.515625
101 Khoai-tay-2 Naive 5 31 125 -1.125 1.265625
102 Khoai-tay-2 Naive 6 62 144 -0.125 0.015625
103 Khoai-tay-2 Naive 7 87 141 0.875 0.765625
104 Khoai-tay-2 Naive 8 105 152 1.875 3.515625
105 Khoai-tay-2 Naive 9 75 148 2.875 8.265625
106 Khoai-tay-2 Naive 10 101 149 3.875 15.015625
107 Khoai-tay-2 Naive 11 102 154 4.875 23.765625
108 Khoai-tay-2 Naive 12 95 144 5.875 34.515625
109 Khoai-tay-2 Naive 13 77 149 6.875 47.265625
110 OM-2 Naive 0 1 7 -6.125 37.515625
111 OM-2 Naive 1 11 33 -5.125 26.265625
112 OM-2 Naive 2 19 62 -4.125 17.015625
113 OM-2 Naive 3 29 117 -3.125 9.765625
114 OM-2 Naive 4 73 126 -2.125 4.515625
115 OM-2 Naive 5 53 135 -1.125 1.265625
116 OM-2 Naive 6 73 138 -0.125 0.015625
117 OM-2 Naive 7 80 131 0.875 0.765625
118 OM-2 Naive 8 91 141 1.875 3.515625
119 OM-2 Naive 9 90 135 2.875 8.265625
120 OM-2 Naive 10 95 142 3.875 15.015625
121 OM-2 Naive 11 60 133 4.875 23.765625
122 OM-2 Naive 12 58 142 5.875 34.515625
123 Root-beer-1 Electrode-Box-B2 0 11 85 -6.125 37.515625
124 Root-beer-1 Electrode-Box-B2 1 18 76 -5.125 26.265625
125 Root-beer-1 Electrode-Box-B2 2 40 105 -4.125 17.015625
126 Root-beer-1 Electrode-Box-B2 3 55 134 -3.125 9.765625
127 Root-beer-1 Electrode-Box-B2 4 75 136 -2.125 4.515625
128 Root-beer-1 Electrode-Box-B2 5 64 133 -1.125 1.265625
129 Root-beer-1 Electrode-Box-B2 6 104 139 -0.125 0.015625
130 Root-beer-1 Electrode-Box-B2 7 98 148 0.875 0.765625
131 Root-beer-1 Electrode-Box-B2 8 81 145 1.875 3.515625
132 Root-beer-1 Electrode-Box-B2 9 89 156 2.875 8.265625
133 Root-beer-1 Electrode-Box-B2 10 105 158 3.875 15.015625
134 Root-beer-2 Electrode-Box-A2 0 22 74 -6.125 37.515625
135 Root-beer-2 Electrode-Box-A2 1 31 87 -5.125 26.265625
136 Root-beer-2 Electrode-Box-A2 2 49 134 -4.125 17.015625
137 Root-beer-2 Electrode-Box-A2 3 31 89 -3.125 9.765625
138 Root-beer-2 Electrode-Box-A2 4 60 140 -2.125 4.515625
139 Root-beer-2 Electrode-Box-A2 5 84 147 -1.125 1.265625
140 Vu-vuong Naive 0 18 61 -6.125 37.515625
141 Vu-vuong Naive 1 35 91 -5.125 26.265625
142 Vu-vuong Naive 2 61 127 -4.125 17.015625
143 Vu-vuong Naive 3 34 146 -3.125 9.765625
144 Vu-vuong Naive 4 61 141 -2.125 4.515625
145 Vu-vuong Naive 5 37 151 -1.125 1.265625
146 Vu-vuong Naive 6 49 131 -0.125 0.015625
147 Vu-vuong Naive 7 65 149 0.875 0.765625
148 Vu-vuong Naive 8 67 141 1.875 3.515625
149 Vu-vuong Naive 9 73 140 2.875 8.265625
150 Vu-vuong Naive 10 72 131 3.875 15.015625
151 Vu-vuong Naive 11 89 158 4.875 23.765625
152 Vu-vuong Naive 12 97 154 5.875 34.515625
153 Vu-vuong Naive 13 93 145 6.875 47.265625
analysis/matlab/derived/mergeA2_full.csv
+186
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@@ -0,0 +1,186 @@
subject,group,day,success,total,day_c,day_c2
Banh-mi-1,Electrode-Box-B2,0,13,84,-8.2972972972973,68.845142439737
Banh-mi-1,Electrode-Box-B2,1,35,86,-7.2972972972973,53.2505478451424
Banh-mi-1,Electrode-Box-B2,2,47,110,-6.2972972972973,39.6559532505478
Banh-mi-1,Electrode-Box-B2,3,65,140,-5.2972972972973,28.0613586559532
Banh-mi-1,Electrode-Box-B2,4,70,127,-4.2972972972973,18.4667640613586
Banh-mi-1,Electrode-Box-B2,5,102,142,-3.2972972972973,10.8721694667641
Banh-mi-1,Electrode-Box-B2,6,90,131,-2.2972972972973,5.27757487216946
Banh-mi-1,Electrode-Box-B2,7,109,148,-1.2972972972973,1.68298027757487
Banh-mi-1,Electrode-Box-B2,8,104,137,-0.297297297297296,0.0883856829802771
Banh-mi-1,Electrode-Box-B2,9,119,150,0.702702702702704,0.493791088385684
Banh-mi-1,Electrode-Box-B2,10,121,158,1.7027027027027,2.89919649379109
Banh-mi-1,Electrode-Box-B2,11,121,148,2.7027027027027,7.3046018991965
Banh-mi-1,Electrode-Box-B2,12,120,149,3.7027027027027,13.7100073046019
Banh-mi-1,Electrode-Box-B2,13,135,154,4.7027027027027,22.1154127100073
Banh-mi-2,Electrode-Box-A2,0,25,97,-8.2972972972973,68.845142439737
Banh-mi-2,Electrode-Box-A2,1,22,101,-7.2972972972973,53.2505478451424
Banh-mi-2,Electrode-Box-A2,2,22,119,-6.2972972972973,39.6559532505478
Banh-mi-2,Electrode-Box-A2,3,29,118,-5.2972972972973,28.0613586559532
Banh-mi-2,Electrode-Box-A2,4,27,136,-4.2972972972973,18.4667640613586
Banh-mi-2,Electrode-Box-A2,5,43,146,-3.2972972972973,10.8721694667641
Banh-mi-2,Electrode-Box-A2,6,74,146,-2.2972972972973,5.27757487216946
Banh-mi-2,Electrode-Box-A2,7,70,148,-1.2972972972973,1.68298027757487
Banh-mi-2,Electrode-Box-A2,8,65,130,-0.297297297297296,0.0883856829802771
Banh-mi-2,Electrode-Box-A2,9,79,151,0.702702702702704,0.493791088385684
Banh-mi-2,Electrode-Box-A2,10,93,152,1.7027027027027,2.89919649379109
Egg-tart-1,Electrode-Box-B2,0,7,56,-8.2972972972973,68.845142439737
Egg-tart-1,Electrode-Box-B2,1,16,78,-7.2972972972973,53.2505478451424
Egg-tart-1,Electrode-Box-B2,2,23,103,-6.2972972972973,39.6559532505478
Egg-tart-1,Electrode-Box-B2,3,63,120,-5.2972972972973,28.0613586559532
Egg-tart-1,Electrode-Box-B2,4,69,132,-4.2972972972973,18.4667640613586
Egg-tart-1,Electrode-Box-B2,5,83,136,-3.2972972972973,10.8721694667641
Egg-tart-1,Electrode-Box-B2,6,71,142,-2.2972972972973,5.27757487216946
Egg-tart-1,Electrode-Box-B2,7,79,138,-1.2972972972973,1.68298027757487
Egg-tart-1,Electrode-Box-B2,8,98,142,-0.297297297297296,0.0883856829802771
Egg-tart-1,Electrode-Box-B2,9,89,139,0.702702702702704,0.493791088385684
Egg-tart-1,Electrode-Box-B2,10,96,143,1.7027027027027,2.89919649379109
Egg-tart-1,Electrode-Box-B2,11,96,148,2.7027027027027,7.3046018991965
Egg-tart-1,Electrode-Box-B2,12,101,156,3.7027027027027,13.7100073046019
Egg-tart-1,Electrode-Box-B2,13,103,152,4.7027027027027,22.1154127100073
Egg-tart-1,Electrode-Box-B2,14,97,152,5.7027027027027,32.5208181154127
Egg-tart-2,Electrode-Box-A2,0,9,32,-8.2972972972973,68.845142439737
Egg-tart-2,Electrode-Box-A2,1,2,38,-7.2972972972973,53.2505478451424
Egg-tart-2,Electrode-Box-A2,2,31,93,-6.2972972972973,39.6559532505478
Egg-tart-2,Electrode-Box-A2,3,44,101,-5.2972972972973,28.0613586559532
Egg-tart-2,Electrode-Box-A2,4,54,131,-4.2972972972973,18.4667640613586
Egg-tart-2,Electrode-Box-A2,5,84,139,-3.2972972972973,10.8721694667641
Egg-tart-2,Electrode-Box-A2,6,85,145,-2.2972972972973,5.27757487216946
Egg-tart-2,Electrode-Box-A2,7,79,143,-1.2972972972973,1.68298027757487
Egg-tart-2,Electrode-Box-A2,8,76,131,-0.297297297297296,0.0883856829802771
Egg-tart-2,Electrode-Box-A2,9,88,149,0.702702702702704,0.493791088385684
Egg-tart-2,Electrode-Box-A2,10,81,151,1.7027027027027,2.89919649379109
Egg-tart-2,Electrode-Box-A2,11,78,152,2.7027027027027,7.3046018991965
Egg-tart-2,Electrode-Box-A2,12,96,155,3.7027027027027,13.7100073046019
Egg-tart-2,Electrode-Box-A2,13,84,155,4.7027027027027,22.1154127100073
Khoai-lang-1,Electrode-Box-B2,0,3,69,-8.2972972972973,68.845142439737
Khoai-lang-1,Electrode-Box-B2,1,18,97,-7.2972972972973,53.2505478451424
Khoai-lang-1,Electrode-Box-B2,2,27,84,-6.2972972972973,39.6559532505478
Khoai-lang-1,Electrode-Box-B2,3,46,121,-5.2972972972973,28.0613586559532
Khoai-lang-1,Electrode-Box-B2,4,65,143,-4.2972972972973,18.4667640613586
Khoai-lang-1,Electrode-Box-B2,5,76,141,-3.2972972972973,10.8721694667641
Khoai-lang-1,Electrode-Box-B2,6,79,146,-2.2972972972973,5.27757487216946
Khoai-lang-1,Electrode-Box-B2,7,81,153,-1.2972972972973,1.68298027757487
Khoai-lang-1,Electrode-Box-B2,8,98,144,-0.297297297297296,0.0883856829802771
Khoai-lang-1,Electrode-Box-B2,9,101,149,0.702702702702704,0.493791088385684
Khoai-lang-1,Electrode-Box-B2,10,103,150,1.7027027027027,2.89919649379109
Khoai-lang-1,Electrode-Box-B2,11,113,154,2.7027027027027,7.3046018991965
Khoai-lang-1,Electrode-Box-B2,12,117,148,3.7027027027027,13.7100073046019
Khoai-lang-1,Electrode-Box-B2,13,114,146,4.7027027027027,22.1154127100073
Khoai-lang-1,Electrode-Box-B2,14,119,132,5.7027027027027,32.5208181154127
Khoai-lang-1,Electrode-Box-B2,15,111,156,6.7027027027027,44.9262235208181
Khoai-lang-1,Electrode-Box-B2,16,74,156,7.7027027027027,59.3316289262235
Khoai-lang-1,Electrode-Box-B2,17,109,139,8.7027027027027,75.7370343316289
Khoai-lang-1,Electrode-Box-B2,18,88,138,9.7027027027027,94.1424397370344
Khoai-lang-1,Electrode-Box-B2,19,98,140,10.7027027027027,114.54784514244
Khoai-lang-1,Electrode-Box-B2,20,118,153,11.7027027027027,136.953250547845
Khoai-lang-1,Electrode-Box-B2,21,109,146,12.7027027027027,161.358655953251
Khoai-lang-1,Electrode-Box-B2,22,106,141,13.7027027027027,187.764061358656
Khoai-lang-2,Naive,0,0,0,-8.2972972972973,68.845142439737
Khoai-lang-2,Naive,1,0,0,-7.2972972972973,53.2505478451424
Khoai-lang-2,Naive,2,10,47,-6.2972972972973,39.6559532505478
Khoai-lang-2,Naive,3,11,52,-5.2972972972973,28.0613586559532
Khoai-lang-2,Naive,4,9,56,-4.2972972972973,18.4667640613586
Khoai-lang-2,Naive,5,34,95,-3.2972972972973,10.8721694667641
Khoai-lang-2,Naive,6,21,72,-2.2972972972973,5.27757487216946
Khoai-lang-2,Naive,7,23,99,-1.2972972972973,1.68298027757487
Khoai-lang-2,Naive,8,64,136,-0.297297297297296,0.0883856829802771
Khoai-lang-2,Naive,9,75,131,0.702702702702704,0.493791088385684
Khoai-lang-2,Naive,10,63,134,1.7027027027027,2.89919649379109
Khoai-lang-2,Naive,11,59,139,2.7027027027027,7.3046018991965
Khoai-lang-2,Naive,12,51,129,3.7027027027027,13.7100073046019
Khoai-lang-2,Naive,13,73,143,4.7027027027027,22.1154127100073
Khoai-lang-2,Naive,14,82,136,5.7027027027027,32.5208181154127
Khoai-lang-2,Naive,15,70,145,6.7027027027027,44.9262235208181
Khoai-lang-2,Naive,16,76,135,7.7027027027027,59.3316289262235
Khoai-lang-2,Naive,17,76,150,8.7027027027027,75.7370343316289
Khoai-lang-2,Naive,18,63,122,9.7027027027027,94.1424397370344
Khoai-lang-2,Naive,19,48,116,10.7027027027027,114.54784514244
Khoai-lang-2,Naive,20,65,134,11.7027027027027,136.953250547845
Khoai-lang-2,Naive,21,75,131,12.7027027027027,161.358655953251
Khoai-lang-2,Naive,22,98,146,13.7027027027027,187.764061358656
Khoai-lang-2,Naive,23,88,139,14.7027027027027,216.169466764061
Khoai-lang-2,Naive,24,94,148,15.7027027027027,246.574872169467
Khoai-lang-2,Naive,25,56,102,16.7027027027027,278.980277574872
Khoai-lang-2,Naive,26,75,143,17.7027027027027,313.385682980278
Khoai-tay-1,Electrode-Box-A2,0,14,62,-8.2972972972973,68.845142439737
Khoai-tay-1,Electrode-Box-A2,1,22,83,-7.2972972972973,53.2505478451424
Khoai-tay-1,Electrode-Box-A2,2,6,79,-6.2972972972973,39.6559532505478
Khoai-tay-1,Electrode-Box-A2,3,28,97,-5.2972972972973,28.0613586559532
Khoai-tay-1,Electrode-Box-A2,4,60,134,-4.2972972972973,18.4667640613586
Khoai-tay-1,Electrode-Box-A2,5,75,138,-3.2972972972973,10.8721694667641
Khoai-tay-1,Electrode-Box-A2,6,81,137,-2.2972972972973,5.27757487216946
Khoai-tay-1,Electrode-Box-A2,7,78,147,-1.2972972972973,1.68298027757487
Khoai-tay-1,Electrode-Box-A2,8,91,132,-0.297297297297296,0.0883856829802771
Khoai-tay-1,Electrode-Box-A2,9,99,146,0.702702702702704,0.493791088385684
Khoai-tay-1,Electrode-Box-A2,10,94,143,1.7027027027027,2.89919649379109
Khoai-tay-1,Electrode-Box-A2,11,110,156,2.7027027027027,7.3046018991965
Khoai-tay-1,Electrode-Box-A2,12,105,143,3.7027027027027,13.7100073046019
Khoai-tay-1,Electrode-Box-A2,13,106,153,4.7027027027027,22.1154127100073
Khoai-tay-1,Electrode-Box-A2,14,91,152,5.7027027027027,32.5208181154127
Khoai-tay-2,Naive,1,21,68,-7.2972972972973,53.2505478451424
Khoai-tay-2,Naive,2,6,79,-6.2972972972973,39.6559532505478
Khoai-tay-2,Naive,3,0,83,-5.2972972972973,28.0613586559532
Khoai-tay-2,Naive,4,28,87,-4.2972972972973,18.4667640613586
Khoai-tay-2,Naive,5,31,125,-3.2972972972973,10.8721694667641
Khoai-tay-2,Naive,6,62,144,-2.2972972972973,5.27757487216946
Khoai-tay-2,Naive,7,87,141,-1.2972972972973,1.68298027757487
Khoai-tay-2,Naive,8,105,152,-0.297297297297296,0.0883856829802771
Khoai-tay-2,Naive,9,75,148,0.702702702702704,0.493791088385684
Khoai-tay-2,Naive,10,101,149,1.7027027027027,2.89919649379109
Khoai-tay-2,Naive,11,102,154,2.7027027027027,7.3046018991965
Khoai-tay-2,Naive,12,95,144,3.7027027027027,13.7100073046019
Khoai-tay-2,Naive,13,77,149,4.7027027027027,22.1154127100073
Khoai-tay-2,Naive,14,91,153,5.7027027027027,32.5208181154127
OM-2,Naive,0,1,7,-8.2972972972973,68.845142439737
OM-2,Naive,1,11,33,-7.2972972972973,53.2505478451424
OM-2,Naive,2,19,62,-6.2972972972973,39.6559532505478
OM-2,Naive,3,29,117,-5.2972972972973,28.0613586559532
OM-2,Naive,4,73,126,-4.2972972972973,18.4667640613586
OM-2,Naive,5,53,135,-3.2972972972973,10.8721694667641
OM-2,Naive,6,73,138,-2.2972972972973,5.27757487216946
OM-2,Naive,7,80,131,-1.2972972972973,1.68298027757487
OM-2,Naive,8,91,141,-0.297297297297296,0.0883856829802771
OM-2,Naive,9,90,135,0.702702702702704,0.493791088385684
OM-2,Naive,10,95,142,1.7027027027027,2.89919649379109
OM-2,Naive,11,60,133,2.7027027027027,7.3046018991965
OM-2,Naive,12,58,142,3.7027027027027,13.7100073046019
Root-beer-1,Electrode-Box-B2,0,11,85,-8.2972972972973,68.845142439737
Root-beer-1,Electrode-Box-B2,1,18,76,-7.2972972972973,53.2505478451424
Root-beer-1,Electrode-Box-B2,2,40,105,-6.2972972972973,39.6559532505478
Root-beer-1,Electrode-Box-B2,3,55,134,-5.2972972972973,28.0613586559532
Root-beer-1,Electrode-Box-B2,4,75,136,-4.2972972972973,18.4667640613586
Root-beer-1,Electrode-Box-B2,5,64,133,-3.2972972972973,10.8721694667641
Root-beer-1,Electrode-Box-B2,6,104,139,-2.2972972972973,5.27757487216946
Root-beer-1,Electrode-Box-B2,7,98,148,-1.2972972972973,1.68298027757487
Root-beer-1,Electrode-Box-B2,8,81,145,-0.297297297297296,0.0883856829802771
Root-beer-1,Electrode-Box-B2,9,89,156,0.702702702702704,0.493791088385684
Root-beer-1,Electrode-Box-B2,10,105,158,1.7027027027027,2.89919649379109
Root-beer-2,Electrode-Box-A2,0,22,74,-8.2972972972973,68.845142439737
Root-beer-2,Electrode-Box-A2,1,31,87,-7.2972972972973,53.2505478451424
Root-beer-2,Electrode-Box-A2,2,49,134,-6.2972972972973,39.6559532505478
Root-beer-2,Electrode-Box-A2,3,31,89,-5.2972972972973,28.0613586559532
Root-beer-2,Electrode-Box-A2,4,60,140,-4.2972972972973,18.4667640613586
Root-beer-2,Electrode-Box-A2,5,84,147,-3.2972972972973,10.8721694667641
Vu-vuong,Naive,0,18,61,-8.2972972972973,68.845142439737
Vu-vuong,Naive,1,35,91,-7.2972972972973,53.2505478451424
Vu-vuong,Naive,2,61,127,-6.2972972972973,39.6559532505478
Vu-vuong,Naive,3,34,146,-5.2972972972973,28.0613586559532
Vu-vuong,Naive,4,61,141,-4.2972972972973,18.4667640613586
Vu-vuong,Naive,5,37,151,-3.2972972972973,10.8721694667641
Vu-vuong,Naive,6,49,131,-2.2972972972973,5.27757487216946
Vu-vuong,Naive,7,65,149,-1.2972972972973,1.68298027757487
Vu-vuong,Naive,8,67,141,-0.297297297297296,0.0883856829802771
Vu-vuong,Naive,9,73,140,0.702702702702704,0.493791088385684
Vu-vuong,Naive,10,72,131,1.7027027027027,2.89919649379109
Vu-vuong,Naive,11,89,158,2.7027027027027,7.3046018991965
Vu-vuong,Naive,12,97,154,3.7027027027027,13.7100073046019
Vu-vuong,Naive,13,93,145,4.7027027027027,22.1154127100073
Vu-vuong,Naive,14,75,147,5.7027027027027,32.5208181154127
Vu-vuong,Naive,15,68,142,6.7027027027027,44.9262235208181
Vu-vuong,Naive,16,96,162,7.7027027027027,59.3316289262235
Vu-vuong,Naive,17,68,144,8.7027027027027,75.7370343316289
Vu-vuong,Naive,18,81,134,9.7027027027027,94.1424397370344
Vu-vuong,Naive,19,66,144,10.7027027027027,114.54784514244
Vu-vuong,Naive,20,84,127,11.7027027027027,136.953250547845
Vu-vuong,Naive,21,66,133,12.7027027027027,161.358655953251
1 subject group day success total day_c day_c2
2 Banh-mi-1 Electrode-Box-B2 0 13 84 -8.2972972972973 68.845142439737
3 Banh-mi-1 Electrode-Box-B2 1 35 86 -7.2972972972973 53.2505478451424
4 Banh-mi-1 Electrode-Box-B2 2 47 110 -6.2972972972973 39.6559532505478
5 Banh-mi-1 Electrode-Box-B2 3 65 140 -5.2972972972973 28.0613586559532
6 Banh-mi-1 Electrode-Box-B2 4 70 127 -4.2972972972973 18.4667640613586
7 Banh-mi-1 Electrode-Box-B2 5 102 142 -3.2972972972973 10.8721694667641
8 Banh-mi-1 Electrode-Box-B2 6 90 131 -2.2972972972973 5.27757487216946
9 Banh-mi-1 Electrode-Box-B2 7 109 148 -1.2972972972973 1.68298027757487
10 Banh-mi-1 Electrode-Box-B2 8 104 137 -0.297297297297296 0.0883856829802771
11 Banh-mi-1 Electrode-Box-B2 9 119 150 0.702702702702704 0.493791088385684
12 Banh-mi-1 Electrode-Box-B2 10 121 158 1.7027027027027 2.89919649379109
13 Banh-mi-1 Electrode-Box-B2 11 121 148 2.7027027027027 7.3046018991965
14 Banh-mi-1 Electrode-Box-B2 12 120 149 3.7027027027027 13.7100073046019
15 Banh-mi-1 Electrode-Box-B2 13 135 154 4.7027027027027 22.1154127100073
16 Banh-mi-2 Electrode-Box-A2 0 25 97 -8.2972972972973 68.845142439737
17 Banh-mi-2 Electrode-Box-A2 1 22 101 -7.2972972972973 53.2505478451424
18 Banh-mi-2 Electrode-Box-A2 2 22 119 -6.2972972972973 39.6559532505478
19 Banh-mi-2 Electrode-Box-A2 3 29 118 -5.2972972972973 28.0613586559532
20 Banh-mi-2 Electrode-Box-A2 4 27 136 -4.2972972972973 18.4667640613586
21 Banh-mi-2 Electrode-Box-A2 5 43 146 -3.2972972972973 10.8721694667641
22 Banh-mi-2 Electrode-Box-A2 6 74 146 -2.2972972972973 5.27757487216946
23 Banh-mi-2 Electrode-Box-A2 7 70 148 -1.2972972972973 1.68298027757487
24 Banh-mi-2 Electrode-Box-A2 8 65 130 -0.297297297297296 0.0883856829802771
25 Banh-mi-2 Electrode-Box-A2 9 79 151 0.702702702702704 0.493791088385684
26 Banh-mi-2 Electrode-Box-A2 10 93 152 1.7027027027027 2.89919649379109
27 Egg-tart-1 Electrode-Box-B2 0 7 56 -8.2972972972973 68.845142439737
28 Egg-tart-1 Electrode-Box-B2 1 16 78 -7.2972972972973 53.2505478451424
29 Egg-tart-1 Electrode-Box-B2 2 23 103 -6.2972972972973 39.6559532505478
30 Egg-tart-1 Electrode-Box-B2 3 63 120 -5.2972972972973 28.0613586559532
31 Egg-tart-1 Electrode-Box-B2 4 69 132 -4.2972972972973 18.4667640613586
32 Egg-tart-1 Electrode-Box-B2 5 83 136 -3.2972972972973 10.8721694667641
33 Egg-tart-1 Electrode-Box-B2 6 71 142 -2.2972972972973 5.27757487216946
34 Egg-tart-1 Electrode-Box-B2 7 79 138 -1.2972972972973 1.68298027757487
35 Egg-tart-1 Electrode-Box-B2 8 98 142 -0.297297297297296 0.0883856829802771
36 Egg-tart-1 Electrode-Box-B2 9 89 139 0.702702702702704 0.493791088385684
37 Egg-tart-1 Electrode-Box-B2 10 96 143 1.7027027027027 2.89919649379109
38 Egg-tart-1 Electrode-Box-B2 11 96 148 2.7027027027027 7.3046018991965
39 Egg-tart-1 Electrode-Box-B2 12 101 156 3.7027027027027 13.7100073046019
40 Egg-tart-1 Electrode-Box-B2 13 103 152 4.7027027027027 22.1154127100073
41 Egg-tart-1 Electrode-Box-B2 14 97 152 5.7027027027027 32.5208181154127
42 Egg-tart-2 Electrode-Box-A2 0 9 32 -8.2972972972973 68.845142439737
43 Egg-tart-2 Electrode-Box-A2 1 2 38 -7.2972972972973 53.2505478451424
44 Egg-tart-2 Electrode-Box-A2 2 31 93 -6.2972972972973 39.6559532505478
45 Egg-tart-2 Electrode-Box-A2 3 44 101 -5.2972972972973 28.0613586559532
46 Egg-tart-2 Electrode-Box-A2 4 54 131 -4.2972972972973 18.4667640613586
47 Egg-tart-2 Electrode-Box-A2 5 84 139 -3.2972972972973 10.8721694667641
48 Egg-tart-2 Electrode-Box-A2 6 85 145 -2.2972972972973 5.27757487216946
49 Egg-tart-2 Electrode-Box-A2 7 79 143 -1.2972972972973 1.68298027757487
50 Egg-tart-2 Electrode-Box-A2 8 76 131 -0.297297297297296 0.0883856829802771
51 Egg-tart-2 Electrode-Box-A2 9 88 149 0.702702702702704 0.493791088385684
52 Egg-tart-2 Electrode-Box-A2 10 81 151 1.7027027027027 2.89919649379109
53 Egg-tart-2 Electrode-Box-A2 11 78 152 2.7027027027027 7.3046018991965
54 Egg-tart-2 Electrode-Box-A2 12 96 155 3.7027027027027 13.7100073046019
55 Egg-tart-2 Electrode-Box-A2 13 84 155 4.7027027027027 22.1154127100073
56 Khoai-lang-1 Electrode-Box-B2 0 3 69 -8.2972972972973 68.845142439737
57 Khoai-lang-1 Electrode-Box-B2 1 18 97 -7.2972972972973 53.2505478451424
58 Khoai-lang-1 Electrode-Box-B2 2 27 84 -6.2972972972973 39.6559532505478
59 Khoai-lang-1 Electrode-Box-B2 3 46 121 -5.2972972972973 28.0613586559532
60 Khoai-lang-1 Electrode-Box-B2 4 65 143 -4.2972972972973 18.4667640613586
61 Khoai-lang-1 Electrode-Box-B2 5 76 141 -3.2972972972973 10.8721694667641
62 Khoai-lang-1 Electrode-Box-B2 6 79 146 -2.2972972972973 5.27757487216946
63 Khoai-lang-1 Electrode-Box-B2 7 81 153 -1.2972972972973 1.68298027757487
64 Khoai-lang-1 Electrode-Box-B2 8 98 144 -0.297297297297296 0.0883856829802771
65 Khoai-lang-1 Electrode-Box-B2 9 101 149 0.702702702702704 0.493791088385684
66 Khoai-lang-1 Electrode-Box-B2 10 103 150 1.7027027027027 2.89919649379109
67 Khoai-lang-1 Electrode-Box-B2 11 113 154 2.7027027027027 7.3046018991965
68 Khoai-lang-1 Electrode-Box-B2 12 117 148 3.7027027027027 13.7100073046019
69 Khoai-lang-1 Electrode-Box-B2 13 114 146 4.7027027027027 22.1154127100073
70 Khoai-lang-1 Electrode-Box-B2 14 119 132 5.7027027027027 32.5208181154127
71 Khoai-lang-1 Electrode-Box-B2 15 111 156 6.7027027027027 44.9262235208181
72 Khoai-lang-1 Electrode-Box-B2 16 74 156 7.7027027027027 59.3316289262235
73 Khoai-lang-1 Electrode-Box-B2 17 109 139 8.7027027027027 75.7370343316289
74 Khoai-lang-1 Electrode-Box-B2 18 88 138 9.7027027027027 94.1424397370344
75 Khoai-lang-1 Electrode-Box-B2 19 98 140 10.7027027027027 114.54784514244
76 Khoai-lang-1 Electrode-Box-B2 20 118 153 11.7027027027027 136.953250547845
77 Khoai-lang-1 Electrode-Box-B2 21 109 146 12.7027027027027 161.358655953251
78 Khoai-lang-1 Electrode-Box-B2 22 106 141 13.7027027027027 187.764061358656
79 Khoai-lang-2 Naive 0 0 0 -8.2972972972973 68.845142439737
80 Khoai-lang-2 Naive 1 0 0 -7.2972972972973 53.2505478451424
81 Khoai-lang-2 Naive 2 10 47 -6.2972972972973 39.6559532505478
82 Khoai-lang-2 Naive 3 11 52 -5.2972972972973 28.0613586559532
83 Khoai-lang-2 Naive 4 9 56 -4.2972972972973 18.4667640613586
84 Khoai-lang-2 Naive 5 34 95 -3.2972972972973 10.8721694667641
85 Khoai-lang-2 Naive 6 21 72 -2.2972972972973 5.27757487216946
86 Khoai-lang-2 Naive 7 23 99 -1.2972972972973 1.68298027757487
87 Khoai-lang-2 Naive 8 64 136 -0.297297297297296 0.0883856829802771
88 Khoai-lang-2 Naive 9 75 131 0.702702702702704 0.493791088385684
89 Khoai-lang-2 Naive 10 63 134 1.7027027027027 2.89919649379109
90 Khoai-lang-2 Naive 11 59 139 2.7027027027027 7.3046018991965
91 Khoai-lang-2 Naive 12 51 129 3.7027027027027 13.7100073046019
92 Khoai-lang-2 Naive 13 73 143 4.7027027027027 22.1154127100073
93 Khoai-lang-2 Naive 14 82 136 5.7027027027027 32.5208181154127
94 Khoai-lang-2 Naive 15 70 145 6.7027027027027 44.9262235208181
95 Khoai-lang-2 Naive 16 76 135 7.7027027027027 59.3316289262235
96 Khoai-lang-2 Naive 17 76 150 8.7027027027027 75.7370343316289
97 Khoai-lang-2 Naive 18 63 122 9.7027027027027 94.1424397370344
98 Khoai-lang-2 Naive 19 48 116 10.7027027027027 114.54784514244
99 Khoai-lang-2 Naive 20 65 134 11.7027027027027 136.953250547845
100 Khoai-lang-2 Naive 21 75 131 12.7027027027027 161.358655953251
101 Khoai-lang-2 Naive 22 98 146 13.7027027027027 187.764061358656
102 Khoai-lang-2 Naive 23 88 139 14.7027027027027 216.169466764061
103 Khoai-lang-2 Naive 24 94 148 15.7027027027027 246.574872169467
104 Khoai-lang-2 Naive 25 56 102 16.7027027027027 278.980277574872
105 Khoai-lang-2 Naive 26 75 143 17.7027027027027 313.385682980278
106 Khoai-tay-1 Electrode-Box-A2 0 14 62 -8.2972972972973 68.845142439737
107 Khoai-tay-1 Electrode-Box-A2 1 22 83 -7.2972972972973 53.2505478451424
108 Khoai-tay-1 Electrode-Box-A2 2 6 79 -6.2972972972973 39.6559532505478
109 Khoai-tay-1 Electrode-Box-A2 3 28 97 -5.2972972972973 28.0613586559532
110 Khoai-tay-1 Electrode-Box-A2 4 60 134 -4.2972972972973 18.4667640613586
111 Khoai-tay-1 Electrode-Box-A2 5 75 138 -3.2972972972973 10.8721694667641
112 Khoai-tay-1 Electrode-Box-A2 6 81 137 -2.2972972972973 5.27757487216946
113 Khoai-tay-1 Electrode-Box-A2 7 78 147 -1.2972972972973 1.68298027757487
114 Khoai-tay-1 Electrode-Box-A2 8 91 132 -0.297297297297296 0.0883856829802771
115 Khoai-tay-1 Electrode-Box-A2 9 99 146 0.702702702702704 0.493791088385684
116 Khoai-tay-1 Electrode-Box-A2 10 94 143 1.7027027027027 2.89919649379109
117 Khoai-tay-1 Electrode-Box-A2 11 110 156 2.7027027027027 7.3046018991965
118 Khoai-tay-1 Electrode-Box-A2 12 105 143 3.7027027027027 13.7100073046019
119 Khoai-tay-1 Electrode-Box-A2 13 106 153 4.7027027027027 22.1154127100073
120 Khoai-tay-1 Electrode-Box-A2 14 91 152 5.7027027027027 32.5208181154127
121 Khoai-tay-2 Naive 1 21 68 -7.2972972972973 53.2505478451424
122 Khoai-tay-2 Naive 2 6 79 -6.2972972972973 39.6559532505478
123 Khoai-tay-2 Naive 3 0 83 -5.2972972972973 28.0613586559532
124 Khoai-tay-2 Naive 4 28 87 -4.2972972972973 18.4667640613586
125 Khoai-tay-2 Naive 5 31 125 -3.2972972972973 10.8721694667641
126 Khoai-tay-2 Naive 6 62 144 -2.2972972972973 5.27757487216946
127 Khoai-tay-2 Naive 7 87 141 -1.2972972972973 1.68298027757487
128 Khoai-tay-2 Naive 8 105 152 -0.297297297297296 0.0883856829802771
129 Khoai-tay-2 Naive 9 75 148 0.702702702702704 0.493791088385684
130 Khoai-tay-2 Naive 10 101 149 1.7027027027027 2.89919649379109
131 Khoai-tay-2 Naive 11 102 154 2.7027027027027 7.3046018991965
132 Khoai-tay-2 Naive 12 95 144 3.7027027027027 13.7100073046019
133 Khoai-tay-2 Naive 13 77 149 4.7027027027027 22.1154127100073
134 Khoai-tay-2 Naive 14 91 153 5.7027027027027 32.5208181154127
135 OM-2 Naive 0 1 7 -8.2972972972973 68.845142439737
136 OM-2 Naive 1 11 33 -7.2972972972973 53.2505478451424
137 OM-2 Naive 2 19 62 -6.2972972972973 39.6559532505478
138 OM-2 Naive 3 29 117 -5.2972972972973 28.0613586559532
139 OM-2 Naive 4 73 126 -4.2972972972973 18.4667640613586
140 OM-2 Naive 5 53 135 -3.2972972972973 10.8721694667641
141 OM-2 Naive 6 73 138 -2.2972972972973 5.27757487216946
142 OM-2 Naive 7 80 131 -1.2972972972973 1.68298027757487
143 OM-2 Naive 8 91 141 -0.297297297297296 0.0883856829802771
144 OM-2 Naive 9 90 135 0.702702702702704 0.493791088385684
145 OM-2 Naive 10 95 142 1.7027027027027 2.89919649379109
146 OM-2 Naive 11 60 133 2.7027027027027 7.3046018991965
147 OM-2 Naive 12 58 142 3.7027027027027 13.7100073046019
148 Root-beer-1 Electrode-Box-B2 0 11 85 -8.2972972972973 68.845142439737
149 Root-beer-1 Electrode-Box-B2 1 18 76 -7.2972972972973 53.2505478451424
150 Root-beer-1 Electrode-Box-B2 2 40 105 -6.2972972972973 39.6559532505478
151 Root-beer-1 Electrode-Box-B2 3 55 134 -5.2972972972973 28.0613586559532
152 Root-beer-1 Electrode-Box-B2 4 75 136 -4.2972972972973 18.4667640613586
153 Root-beer-1 Electrode-Box-B2 5 64 133 -3.2972972972973 10.8721694667641
154 Root-beer-1 Electrode-Box-B2 6 104 139 -2.2972972972973 5.27757487216946
155 Root-beer-1 Electrode-Box-B2 7 98 148 -1.2972972972973 1.68298027757487
156 Root-beer-1 Electrode-Box-B2 8 81 145 -0.297297297297296 0.0883856829802771
157 Root-beer-1 Electrode-Box-B2 9 89 156 0.702702702702704 0.493791088385684
158 Root-beer-1 Electrode-Box-B2 10 105 158 1.7027027027027 2.89919649379109
159 Root-beer-2 Electrode-Box-A2 0 22 74 -8.2972972972973 68.845142439737
160 Root-beer-2 Electrode-Box-A2 1 31 87 -7.2972972972973 53.2505478451424
161 Root-beer-2 Electrode-Box-A2 2 49 134 -6.2972972972973 39.6559532505478
162 Root-beer-2 Electrode-Box-A2 3 31 89 -5.2972972972973 28.0613586559532
163 Root-beer-2 Electrode-Box-A2 4 60 140 -4.2972972972973 18.4667640613586
164 Root-beer-2 Electrode-Box-A2 5 84 147 -3.2972972972973 10.8721694667641
165 Vu-vuong Naive 0 18 61 -8.2972972972973 68.845142439737
166 Vu-vuong Naive 1 35 91 -7.2972972972973 53.2505478451424
167 Vu-vuong Naive 2 61 127 -6.2972972972973 39.6559532505478
168 Vu-vuong Naive 3 34 146 -5.2972972972973 28.0613586559532
169 Vu-vuong Naive 4 61 141 -4.2972972972973 18.4667640613586
170 Vu-vuong Naive 5 37 151 -3.2972972972973 10.8721694667641
171 Vu-vuong Naive 6 49 131 -2.2972972972973 5.27757487216946
172 Vu-vuong Naive 7 65 149 -1.2972972972973 1.68298027757487
173 Vu-vuong Naive 8 67 141 -0.297297297297296 0.0883856829802771
174 Vu-vuong Naive 9 73 140 0.702702702702704 0.493791088385684
175 Vu-vuong Naive 10 72 131 1.7027027027027 2.89919649379109
176 Vu-vuong Naive 11 89 158 2.7027027027027 7.3046018991965
177 Vu-vuong Naive 12 97 154 3.7027027027027 13.7100073046019
178 Vu-vuong Naive 13 93 145 4.7027027027027 22.1154127100073
179 Vu-vuong Naive 14 75 147 5.7027027027027 32.5208181154127
180 Vu-vuong Naive 15 68 142 6.7027027027027 44.9262235208181
181 Vu-vuong Naive 16 96 162 7.7027027027027 59.3316289262235
182 Vu-vuong Naive 17 68 144 8.7027027027027 75.7370343316289
183 Vu-vuong Naive 18 81 134 9.7027027027027 94.1424397370344
184 Vu-vuong Naive 19 66 144 10.7027027027027 114.54784514244
185 Vu-vuong Naive 20 84 127 11.7027027027027 136.953250547845
186 Vu-vuong Naive 21 66 133 12.7027027027027 161.358655953251
analysis/matlab/derived/mergeB2_d0_10.csv
+127
View File
@@ -0,0 +1,127 @@
subject,group,day,success,total,day_c,day_c2
Banh-mi-1,Electrode-Box-B2,0,13,84,-4.92063492063492,24.2126480221718
Banh-mi-1,Electrode-Box-B2,1,35,86,-3.92063492063492,15.371378180902
Banh-mi-1,Electrode-Box-B2,2,47,110,-2.92063492063492,8.53010833963215
Banh-mi-1,Electrode-Box-B2,3,65,140,-1.92063492063492,3.68883849836231
Banh-mi-1,Electrode-Box-B2,4,70,127,-0.920634920634921,0.847568657092467
Banh-mi-1,Electrode-Box-B2,5,102,142,0.0793650793650791,0.0062988158226253
Banh-mi-1,Electrode-Box-B2,6,90,131,1.07936507936508,1.16502897455278
Banh-mi-1,Electrode-Box-B2,7,109,148,2.07936507936508,4.32375913328294
Banh-mi-1,Electrode-Box-B2,8,104,137,3.07936507936508,9.4824892920131
Banh-mi-1,Electrode-Box-B2,9,119,150,4.07936507936508,16.6412194507433
Banh-mi-1,Electrode-Box-B2,10,121,158,5.07936507936508,25.7999496094734
Banh-mi-2,Electrode-Box-A2,0,25,97,-4.92063492063492,24.2126480221718
Banh-mi-2,Electrode-Box-A2,1,22,101,-3.92063492063492,15.371378180902
Banh-mi-2,Electrode-Box-A2,2,22,119,-2.92063492063492,8.53010833963215
Banh-mi-2,Electrode-Box-A2,3,29,118,-1.92063492063492,3.68883849836231
Banh-mi-2,Electrode-Box-A2,4,27,136,-0.920634920634921,0.847568657092467
Banh-mi-2,Electrode-Box-A2,5,43,146,0.0793650793650791,0.0062988158226253
Banh-mi-2,Electrode-Box-A2,6,74,146,1.07936507936508,1.16502897455278
Banh-mi-2,Electrode-Box-A2,7,70,148,2.07936507936508,4.32375913328294
Banh-mi-2,Electrode-Box-A2,8,65,130,3.07936507936508,9.4824892920131
Banh-mi-2,Electrode-Box-A2,9,79,151,4.07936507936508,16.6412194507433
Banh-mi-2,Electrode-Box-A2,10,93,152,5.07936507936508,25.7999496094734
Egg-tart-1,Electrode-Box-B2,0,7,56,-4.92063492063492,24.2126480221718
Egg-tart-1,Electrode-Box-B2,1,16,78,-3.92063492063492,15.371378180902
Egg-tart-1,Electrode-Box-B2,2,23,103,-2.92063492063492,8.53010833963215
Egg-tart-1,Electrode-Box-B2,3,63,120,-1.92063492063492,3.68883849836231
Egg-tart-1,Electrode-Box-B2,4,69,132,-0.920634920634921,0.847568657092467
Egg-tart-1,Electrode-Box-B2,5,83,136,0.0793650793650791,0.0062988158226253
Egg-tart-1,Electrode-Box-B2,6,71,142,1.07936507936508,1.16502897455278
Egg-tart-1,Electrode-Box-B2,7,79,138,2.07936507936508,4.32375913328294
Egg-tart-1,Electrode-Box-B2,8,98,142,3.07936507936508,9.4824892920131
Egg-tart-1,Electrode-Box-B2,9,89,139,4.07936507936508,16.6412194507433
Egg-tart-1,Electrode-Box-B2,10,96,143,5.07936507936508,25.7999496094734
Egg-tart-2,Electrode-Box-A2,0,9,32,-4.92063492063492,24.2126480221718
Egg-tart-2,Electrode-Box-A2,1,2,38,-3.92063492063492,15.371378180902
Egg-tart-2,Electrode-Box-A2,2,31,93,-2.92063492063492,8.53010833963215
Egg-tart-2,Electrode-Box-A2,3,44,101,-1.92063492063492,3.68883849836231
Egg-tart-2,Electrode-Box-A2,4,54,131,-0.920634920634921,0.847568657092467
Egg-tart-2,Electrode-Box-A2,5,84,139,0.0793650793650791,0.0062988158226253
Egg-tart-2,Electrode-Box-A2,6,85,145,1.07936507936508,1.16502897455278
Egg-tart-2,Electrode-Box-A2,7,79,143,2.07936507936508,4.32375913328294
Egg-tart-2,Electrode-Box-A2,8,76,131,3.07936507936508,9.4824892920131
Egg-tart-2,Electrode-Box-A2,9,88,149,4.07936507936508,16.6412194507433
Egg-tart-2,Electrode-Box-A2,10,81,151,5.07936507936508,25.7999496094734
Khoai-lang-1,Electrode-Box-B2,0,3,69,-4.92063492063492,24.2126480221718
Khoai-lang-1,Electrode-Box-B2,1,18,97,-3.92063492063492,15.371378180902
Khoai-lang-1,Electrode-Box-B2,2,27,84,-2.92063492063492,8.53010833963215
Khoai-lang-1,Electrode-Box-B2,3,46,121,-1.92063492063492,3.68883849836231
Khoai-lang-1,Electrode-Box-B2,4,65,143,-0.920634920634921,0.847568657092467
Khoai-lang-1,Electrode-Box-B2,5,76,141,0.0793650793650791,0.0062988158226253
Khoai-lang-1,Electrode-Box-B2,6,79,146,1.07936507936508,1.16502897455278
Khoai-lang-1,Electrode-Box-B2,7,81,153,2.07936507936508,4.32375913328294
Khoai-lang-1,Electrode-Box-B2,8,98,144,3.07936507936508,9.4824892920131
Khoai-lang-1,Electrode-Box-B2,9,101,149,4.07936507936508,16.6412194507433
Khoai-lang-1,Electrode-Box-B2,10,103,150,5.07936507936508,25.7999496094734
Khoai-lang-2,Naive,0,0,0,-4.92063492063492,24.2126480221718
Khoai-lang-2,Naive,1,0,0,-3.92063492063492,15.371378180902
Khoai-lang-2,Naive,2,10,47,-2.92063492063492,8.53010833963215
Khoai-lang-2,Naive,3,11,52,-1.92063492063492,3.68883849836231
Khoai-lang-2,Naive,4,9,56,-0.920634920634921,0.847568657092467
Khoai-lang-2,Naive,5,34,95,0.0793650793650791,0.0062988158226253
Khoai-lang-2,Naive,6,21,72,1.07936507936508,1.16502897455278
Khoai-lang-2,Naive,7,23,99,2.07936507936508,4.32375913328294
Khoai-lang-2,Naive,8,64,136,3.07936507936508,9.4824892920131
Khoai-lang-2,Naive,9,75,131,4.07936507936508,16.6412194507433
Khoai-lang-2,Naive,10,63,134,5.07936507936508,25.7999496094734
Khoai-tay-1,Electrode-Box-B2,0,14,62,-4.92063492063492,24.2126480221718
Khoai-tay-1,Electrode-Box-B2,1,22,83,-3.92063492063492,15.371378180902
Khoai-tay-1,Electrode-Box-B2,2,6,79,-2.92063492063492,8.53010833963215
Khoai-tay-1,Electrode-Box-B2,3,28,97,-1.92063492063492,3.68883849836231
Khoai-tay-1,Electrode-Box-B2,4,60,134,-0.920634920634921,0.847568657092467
Khoai-tay-1,Electrode-Box-B2,5,75,138,0.0793650793650791,0.0062988158226253
Khoai-tay-1,Electrode-Box-B2,6,81,137,1.07936507936508,1.16502897455278
Khoai-tay-1,Electrode-Box-B2,7,78,147,2.07936507936508,4.32375913328294
Khoai-tay-1,Electrode-Box-B2,8,91,132,3.07936507936508,9.4824892920131
Khoai-tay-1,Electrode-Box-B2,9,99,146,4.07936507936508,16.6412194507433
Khoai-tay-1,Electrode-Box-B2,10,94,143,5.07936507936508,25.7999496094734
Khoai-tay-2,Naive,1,21,68,-3.92063492063492,15.371378180902
Khoai-tay-2,Naive,2,6,79,-2.92063492063492,8.53010833963215
Khoai-tay-2,Naive,3,0,83,-1.92063492063492,3.68883849836231
Khoai-tay-2,Naive,4,28,87,-0.920634920634921,0.847568657092467
Khoai-tay-2,Naive,5,31,125,0.0793650793650791,0.0062988158226253
Khoai-tay-2,Naive,6,62,144,1.07936507936508,1.16502897455278
Khoai-tay-2,Naive,7,87,141,2.07936507936508,4.32375913328294
Khoai-tay-2,Naive,8,105,152,3.07936507936508,9.4824892920131
Khoai-tay-2,Naive,9,75,148,4.07936507936508,16.6412194507433
Khoai-tay-2,Naive,10,101,149,5.07936507936508,25.7999496094734
OM-2,Naive,0,1,7,-4.92063492063492,24.2126480221718
OM-2,Naive,1,11,33,-3.92063492063492,15.371378180902
OM-2,Naive,2,19,62,-2.92063492063492,8.53010833963215
OM-2,Naive,3,29,117,-1.92063492063492,3.68883849836231
OM-2,Naive,4,73,126,-0.920634920634921,0.847568657092467
OM-2,Naive,5,53,135,0.0793650793650791,0.0062988158226253
OM-2,Naive,6,73,138,1.07936507936508,1.16502897455278
OM-2,Naive,7,80,131,2.07936507936508,4.32375913328294
OM-2,Naive,8,91,141,3.07936507936508,9.4824892920131
OM-2,Naive,9,90,135,4.07936507936508,16.6412194507433
OM-2,Naive,10,95,142,5.07936507936508,25.7999496094734
Root-beer-1,Electrode-Box-B2,0,11,85,-4.92063492063492,24.2126480221718
Root-beer-1,Electrode-Box-B2,1,18,76,-3.92063492063492,15.371378180902
Root-beer-1,Electrode-Box-B2,2,40,105,-2.92063492063492,8.53010833963215
Root-beer-1,Electrode-Box-B2,3,55,134,-1.92063492063492,3.68883849836231
Root-beer-1,Electrode-Box-B2,4,75,136,-0.920634920634921,0.847568657092467
Root-beer-1,Electrode-Box-B2,5,64,133,0.0793650793650791,0.0062988158226253
Root-beer-1,Electrode-Box-B2,6,104,139,1.07936507936508,1.16502897455278
Root-beer-1,Electrode-Box-B2,7,98,148,2.07936507936508,4.32375913328294
Root-beer-1,Electrode-Box-B2,8,81,145,3.07936507936508,9.4824892920131
Root-beer-1,Electrode-Box-B2,9,89,156,4.07936507936508,16.6412194507433
Root-beer-1,Electrode-Box-B2,10,105,158,5.07936507936508,25.7999496094734
Root-beer-2,Electrode-Box-A2,0,22,74,-4.92063492063492,24.2126480221718
Root-beer-2,Electrode-Box-A2,1,31,87,-3.92063492063492,15.371378180902
Root-beer-2,Electrode-Box-A2,2,49,134,-2.92063492063492,8.53010833963215
Root-beer-2,Electrode-Box-A2,3,31,89,-1.92063492063492,3.68883849836231
Root-beer-2,Electrode-Box-A2,4,60,140,-0.920634920634921,0.847568657092467
Root-beer-2,Electrode-Box-A2,5,84,147,0.0793650793650791,0.0062988158226253
Vu-vuong,Naive,0,18,61,-4.92063492063492,24.2126480221718
Vu-vuong,Naive,1,35,91,-3.92063492063492,15.371378180902
Vu-vuong,Naive,2,61,127,-2.92063492063492,8.53010833963215
Vu-vuong,Naive,3,34,146,-1.92063492063492,3.68883849836231
Vu-vuong,Naive,4,61,141,-0.920634920634921,0.847568657092467
Vu-vuong,Naive,5,37,151,0.0793650793650791,0.0062988158226253
Vu-vuong,Naive,6,49,131,1.07936507936508,1.16502897455278
Vu-vuong,Naive,7,65,149,2.07936507936508,4.32375913328294
Vu-vuong,Naive,8,67,141,3.07936507936508,9.4824892920131
Vu-vuong,Naive,9,73,140,4.07936507936508,16.6412194507433
Vu-vuong,Naive,10,72,131,5.07936507936508,25.7999496094734
1 subject group day success total day_c day_c2
2 Banh-mi-1 Electrode-Box-B2 0 13 84 -4.92063492063492 24.2126480221718
3 Banh-mi-1 Electrode-Box-B2 1 35 86 -3.92063492063492 15.371378180902
4 Banh-mi-1 Electrode-Box-B2 2 47 110 -2.92063492063492 8.53010833963215
5 Banh-mi-1 Electrode-Box-B2 3 65 140 -1.92063492063492 3.68883849836231
6 Banh-mi-1 Electrode-Box-B2 4 70 127 -0.920634920634921 0.847568657092467
7 Banh-mi-1 Electrode-Box-B2 5 102 142 0.0793650793650791 0.0062988158226253
8 Banh-mi-1 Electrode-Box-B2 6 90 131 1.07936507936508 1.16502897455278
9 Banh-mi-1 Electrode-Box-B2 7 109 148 2.07936507936508 4.32375913328294
10 Banh-mi-1 Electrode-Box-B2 8 104 137 3.07936507936508 9.4824892920131
11 Banh-mi-1 Electrode-Box-B2 9 119 150 4.07936507936508 16.6412194507433
12 Banh-mi-1 Electrode-Box-B2 10 121 158 5.07936507936508 25.7999496094734
13 Banh-mi-2 Electrode-Box-A2 0 25 97 -4.92063492063492 24.2126480221718
14 Banh-mi-2 Electrode-Box-A2 1 22 101 -3.92063492063492 15.371378180902
15 Banh-mi-2 Electrode-Box-A2 2 22 119 -2.92063492063492 8.53010833963215
16 Banh-mi-2 Electrode-Box-A2 3 29 118 -1.92063492063492 3.68883849836231
17 Banh-mi-2 Electrode-Box-A2 4 27 136 -0.920634920634921 0.847568657092467
18 Banh-mi-2 Electrode-Box-A2 5 43 146 0.0793650793650791 0.0062988158226253
19 Banh-mi-2 Electrode-Box-A2 6 74 146 1.07936507936508 1.16502897455278
20 Banh-mi-2 Electrode-Box-A2 7 70 148 2.07936507936508 4.32375913328294
21 Banh-mi-2 Electrode-Box-A2 8 65 130 3.07936507936508 9.4824892920131
22 Banh-mi-2 Electrode-Box-A2 9 79 151 4.07936507936508 16.6412194507433
23 Banh-mi-2 Electrode-Box-A2 10 93 152 5.07936507936508 25.7999496094734
24 Egg-tart-1 Electrode-Box-B2 0 7 56 -4.92063492063492 24.2126480221718
25 Egg-tart-1 Electrode-Box-B2 1 16 78 -3.92063492063492 15.371378180902
26 Egg-tart-1 Electrode-Box-B2 2 23 103 -2.92063492063492 8.53010833963215
27 Egg-tart-1 Electrode-Box-B2 3 63 120 -1.92063492063492 3.68883849836231
28 Egg-tart-1 Electrode-Box-B2 4 69 132 -0.920634920634921 0.847568657092467
29 Egg-tart-1 Electrode-Box-B2 5 83 136 0.0793650793650791 0.0062988158226253
30 Egg-tart-1 Electrode-Box-B2 6 71 142 1.07936507936508 1.16502897455278
31 Egg-tart-1 Electrode-Box-B2 7 79 138 2.07936507936508 4.32375913328294
32 Egg-tart-1 Electrode-Box-B2 8 98 142 3.07936507936508 9.4824892920131
33 Egg-tart-1 Electrode-Box-B2 9 89 139 4.07936507936508 16.6412194507433
34 Egg-tart-1 Electrode-Box-B2 10 96 143 5.07936507936508 25.7999496094734
35 Egg-tart-2 Electrode-Box-A2 0 9 32 -4.92063492063492 24.2126480221718
36 Egg-tart-2 Electrode-Box-A2 1 2 38 -3.92063492063492 15.371378180902
37 Egg-tart-2 Electrode-Box-A2 2 31 93 -2.92063492063492 8.53010833963215
38 Egg-tart-2 Electrode-Box-A2 3 44 101 -1.92063492063492 3.68883849836231
39 Egg-tart-2 Electrode-Box-A2 4 54 131 -0.920634920634921 0.847568657092467
40 Egg-tart-2 Electrode-Box-A2 5 84 139 0.0793650793650791 0.0062988158226253
41 Egg-tart-2 Electrode-Box-A2 6 85 145 1.07936507936508 1.16502897455278
42 Egg-tart-2 Electrode-Box-A2 7 79 143 2.07936507936508 4.32375913328294
43 Egg-tart-2 Electrode-Box-A2 8 76 131 3.07936507936508 9.4824892920131
44 Egg-tart-2 Electrode-Box-A2 9 88 149 4.07936507936508 16.6412194507433
45 Egg-tart-2 Electrode-Box-A2 10 81 151 5.07936507936508 25.7999496094734
46 Khoai-lang-1 Electrode-Box-B2 0 3 69 -4.92063492063492 24.2126480221718
47 Khoai-lang-1 Electrode-Box-B2 1 18 97 -3.92063492063492 15.371378180902
48 Khoai-lang-1 Electrode-Box-B2 2 27 84 -2.92063492063492 8.53010833963215
49 Khoai-lang-1 Electrode-Box-B2 3 46 121 -1.92063492063492 3.68883849836231
50 Khoai-lang-1 Electrode-Box-B2 4 65 143 -0.920634920634921 0.847568657092467
51 Khoai-lang-1 Electrode-Box-B2 5 76 141 0.0793650793650791 0.0062988158226253
52 Khoai-lang-1 Electrode-Box-B2 6 79 146 1.07936507936508 1.16502897455278
53 Khoai-lang-1 Electrode-Box-B2 7 81 153 2.07936507936508 4.32375913328294
54 Khoai-lang-1 Electrode-Box-B2 8 98 144 3.07936507936508 9.4824892920131
55 Khoai-lang-1 Electrode-Box-B2 9 101 149 4.07936507936508 16.6412194507433
56 Khoai-lang-1 Electrode-Box-B2 10 103 150 5.07936507936508 25.7999496094734
57 Khoai-lang-2 Naive 0 0 0 -4.92063492063492 24.2126480221718
58 Khoai-lang-2 Naive 1 0 0 -3.92063492063492 15.371378180902
59 Khoai-lang-2 Naive 2 10 47 -2.92063492063492 8.53010833963215
60 Khoai-lang-2 Naive 3 11 52 -1.92063492063492 3.68883849836231
61 Khoai-lang-2 Naive 4 9 56 -0.920634920634921 0.847568657092467
62 Khoai-lang-2 Naive 5 34 95 0.0793650793650791 0.0062988158226253
63 Khoai-lang-2 Naive 6 21 72 1.07936507936508 1.16502897455278
64 Khoai-lang-2 Naive 7 23 99 2.07936507936508 4.32375913328294
65 Khoai-lang-2 Naive 8 64 136 3.07936507936508 9.4824892920131
66 Khoai-lang-2 Naive 9 75 131 4.07936507936508 16.6412194507433
67 Khoai-lang-2 Naive 10 63 134 5.07936507936508 25.7999496094734
68 Khoai-tay-1 Electrode-Box-B2 0 14 62 -4.92063492063492 24.2126480221718
69 Khoai-tay-1 Electrode-Box-B2 1 22 83 -3.92063492063492 15.371378180902
70 Khoai-tay-1 Electrode-Box-B2 2 6 79 -2.92063492063492 8.53010833963215
71 Khoai-tay-1 Electrode-Box-B2 3 28 97 -1.92063492063492 3.68883849836231
72 Khoai-tay-1 Electrode-Box-B2 4 60 134 -0.920634920634921 0.847568657092467
73 Khoai-tay-1 Electrode-Box-B2 5 75 138 0.0793650793650791 0.0062988158226253
74 Khoai-tay-1 Electrode-Box-B2 6 81 137 1.07936507936508 1.16502897455278
75 Khoai-tay-1 Electrode-Box-B2 7 78 147 2.07936507936508 4.32375913328294
76 Khoai-tay-1 Electrode-Box-B2 8 91 132 3.07936507936508 9.4824892920131
77 Khoai-tay-1 Electrode-Box-B2 9 99 146 4.07936507936508 16.6412194507433
78 Khoai-tay-1 Electrode-Box-B2 10 94 143 5.07936507936508 25.7999496094734
79 Khoai-tay-2 Naive 1 21 68 -3.92063492063492 15.371378180902
80 Khoai-tay-2 Naive 2 6 79 -2.92063492063492 8.53010833963215
81 Khoai-tay-2 Naive 3 0 83 -1.92063492063492 3.68883849836231
82 Khoai-tay-2 Naive 4 28 87 -0.920634920634921 0.847568657092467
83 Khoai-tay-2 Naive 5 31 125 0.0793650793650791 0.0062988158226253
84 Khoai-tay-2 Naive 6 62 144 1.07936507936508 1.16502897455278
85 Khoai-tay-2 Naive 7 87 141 2.07936507936508 4.32375913328294
86 Khoai-tay-2 Naive 8 105 152 3.07936507936508 9.4824892920131
87 Khoai-tay-2 Naive 9 75 148 4.07936507936508 16.6412194507433
88 Khoai-tay-2 Naive 10 101 149 5.07936507936508 25.7999496094734
89 OM-2 Naive 0 1 7 -4.92063492063492 24.2126480221718
90 OM-2 Naive 1 11 33 -3.92063492063492 15.371378180902
91 OM-2 Naive 2 19 62 -2.92063492063492 8.53010833963215
92 OM-2 Naive 3 29 117 -1.92063492063492 3.68883849836231
93 OM-2 Naive 4 73 126 -0.920634920634921 0.847568657092467
94 OM-2 Naive 5 53 135 0.0793650793650791 0.0062988158226253
95 OM-2 Naive 6 73 138 1.07936507936508 1.16502897455278
96 OM-2 Naive 7 80 131 2.07936507936508 4.32375913328294
97 OM-2 Naive 8 91 141 3.07936507936508 9.4824892920131
98 OM-2 Naive 9 90 135 4.07936507936508 16.6412194507433
99 OM-2 Naive 10 95 142 5.07936507936508 25.7999496094734
100 Root-beer-1 Electrode-Box-B2 0 11 85 -4.92063492063492 24.2126480221718
101 Root-beer-1 Electrode-Box-B2 1 18 76 -3.92063492063492 15.371378180902
102 Root-beer-1 Electrode-Box-B2 2 40 105 -2.92063492063492 8.53010833963215
103 Root-beer-1 Electrode-Box-B2 3 55 134 -1.92063492063492 3.68883849836231
104 Root-beer-1 Electrode-Box-B2 4 75 136 -0.920634920634921 0.847568657092467
105 Root-beer-1 Electrode-Box-B2 5 64 133 0.0793650793650791 0.0062988158226253
106 Root-beer-1 Electrode-Box-B2 6 104 139 1.07936507936508 1.16502897455278
107 Root-beer-1 Electrode-Box-B2 7 98 148 2.07936507936508 4.32375913328294
108 Root-beer-1 Electrode-Box-B2 8 81 145 3.07936507936508 9.4824892920131
109 Root-beer-1 Electrode-Box-B2 9 89 156 4.07936507936508 16.6412194507433
110 Root-beer-1 Electrode-Box-B2 10 105 158 5.07936507936508 25.7999496094734
111 Root-beer-2 Electrode-Box-A2 0 22 74 -4.92063492063492 24.2126480221718
112 Root-beer-2 Electrode-Box-A2 1 31 87 -3.92063492063492 15.371378180902
113 Root-beer-2 Electrode-Box-A2 2 49 134 -2.92063492063492 8.53010833963215
114 Root-beer-2 Electrode-Box-A2 3 31 89 -1.92063492063492 3.68883849836231
115 Root-beer-2 Electrode-Box-A2 4 60 140 -0.920634920634921 0.847568657092467
116 Root-beer-2 Electrode-Box-A2 5 84 147 0.0793650793650791 0.0062988158226253
117 Vu-vuong Naive 0 18 61 -4.92063492063492 24.2126480221718
118 Vu-vuong Naive 1 35 91 -3.92063492063492 15.371378180902
119 Vu-vuong Naive 2 61 127 -2.92063492063492 8.53010833963215
120 Vu-vuong Naive 3 34 146 -1.92063492063492 3.68883849836231
121 Vu-vuong Naive 4 61 141 -0.920634920634921 0.847568657092467
122 Vu-vuong Naive 5 37 151 0.0793650793650791 0.0062988158226253
123 Vu-vuong Naive 6 49 131 1.07936507936508 1.16502897455278
124 Vu-vuong Naive 7 65 149 2.07936507936508 4.32375913328294
125 Vu-vuong Naive 8 67 141 3.07936507936508 9.4824892920131
126 Vu-vuong Naive 9 73 140 4.07936507936508 16.6412194507433
127 Vu-vuong Naive 10 72 131 5.07936507936508 25.7999496094734
analysis/matlab/derived/mergeB2_d0_13.csv
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subject,group,day,success,total,day_c,day_c2
Banh-mi-1,Electrode-Box-B2,0,13,84,-6.125,37.515625
Banh-mi-1,Electrode-Box-B2,1,35,86,-5.125,26.265625
Banh-mi-1,Electrode-Box-B2,2,47,110,-4.125,17.015625
Banh-mi-1,Electrode-Box-B2,3,65,140,-3.125,9.765625
Banh-mi-1,Electrode-Box-B2,4,70,127,-2.125,4.515625
Banh-mi-1,Electrode-Box-B2,5,102,142,-1.125,1.265625
Banh-mi-1,Electrode-Box-B2,6,90,131,-0.125,0.015625
Banh-mi-1,Electrode-Box-B2,7,109,148,0.875,0.765625
Banh-mi-1,Electrode-Box-B2,8,104,137,1.875,3.515625
Banh-mi-1,Electrode-Box-B2,9,119,150,2.875,8.265625
Banh-mi-1,Electrode-Box-B2,10,121,158,3.875,15.015625
Banh-mi-1,Electrode-Box-B2,11,121,148,4.875,23.765625
Banh-mi-1,Electrode-Box-B2,12,120,149,5.875,34.515625
Banh-mi-1,Electrode-Box-B2,13,135,154,6.875,47.265625
Banh-mi-2,Electrode-Box-A2,0,25,97,-6.125,37.515625
Banh-mi-2,Electrode-Box-A2,1,22,101,-5.125,26.265625
Banh-mi-2,Electrode-Box-A2,2,22,119,-4.125,17.015625
Banh-mi-2,Electrode-Box-A2,3,29,118,-3.125,9.765625
Banh-mi-2,Electrode-Box-A2,4,27,136,-2.125,4.515625
Banh-mi-2,Electrode-Box-A2,5,43,146,-1.125,1.265625
Banh-mi-2,Electrode-Box-A2,6,74,146,-0.125,0.015625
Banh-mi-2,Electrode-Box-A2,7,70,148,0.875,0.765625
Banh-mi-2,Electrode-Box-A2,8,65,130,1.875,3.515625
Banh-mi-2,Electrode-Box-A2,9,79,151,2.875,8.265625
Banh-mi-2,Electrode-Box-A2,10,93,152,3.875,15.015625
Egg-tart-1,Electrode-Box-B2,0,7,56,-6.125,37.515625
Egg-tart-1,Electrode-Box-B2,1,16,78,-5.125,26.265625
Egg-tart-1,Electrode-Box-B2,2,23,103,-4.125,17.015625
Egg-tart-1,Electrode-Box-B2,3,63,120,-3.125,9.765625
Egg-tart-1,Electrode-Box-B2,4,69,132,-2.125,4.515625
Egg-tart-1,Electrode-Box-B2,5,83,136,-1.125,1.265625
Egg-tart-1,Electrode-Box-B2,6,71,142,-0.125,0.015625
Egg-tart-1,Electrode-Box-B2,7,79,138,0.875,0.765625
Egg-tart-1,Electrode-Box-B2,8,98,142,1.875,3.515625
Egg-tart-1,Electrode-Box-B2,9,89,139,2.875,8.265625
Egg-tart-1,Electrode-Box-B2,10,96,143,3.875,15.015625
Egg-tart-1,Electrode-Box-B2,11,96,148,4.875,23.765625
Egg-tart-1,Electrode-Box-B2,12,101,156,5.875,34.515625
Egg-tart-1,Electrode-Box-B2,13,103,152,6.875,47.265625
Egg-tart-2,Electrode-Box-A2,0,9,32,-6.125,37.515625
Egg-tart-2,Electrode-Box-A2,1,2,38,-5.125,26.265625
Egg-tart-2,Electrode-Box-A2,2,31,93,-4.125,17.015625
Egg-tart-2,Electrode-Box-A2,3,44,101,-3.125,9.765625
Egg-tart-2,Electrode-Box-A2,4,54,131,-2.125,4.515625
Egg-tart-2,Electrode-Box-A2,5,84,139,-1.125,1.265625
Egg-tart-2,Electrode-Box-A2,6,85,145,-0.125,0.015625
Egg-tart-2,Electrode-Box-A2,7,79,143,0.875,0.765625
Egg-tart-2,Electrode-Box-A2,8,76,131,1.875,3.515625
Egg-tart-2,Electrode-Box-A2,9,88,149,2.875,8.265625
Egg-tart-2,Electrode-Box-A2,10,81,151,3.875,15.015625
Egg-tart-2,Electrode-Box-A2,11,78,152,4.875,23.765625
Egg-tart-2,Electrode-Box-A2,12,96,155,5.875,34.515625
Egg-tart-2,Electrode-Box-A2,13,84,155,6.875,47.265625
Khoai-lang-1,Electrode-Box-B2,0,3,69,-6.125,37.515625
Khoai-lang-1,Electrode-Box-B2,1,18,97,-5.125,26.265625
Khoai-lang-1,Electrode-Box-B2,2,27,84,-4.125,17.015625
Khoai-lang-1,Electrode-Box-B2,3,46,121,-3.125,9.765625
Khoai-lang-1,Electrode-Box-B2,4,65,143,-2.125,4.515625
Khoai-lang-1,Electrode-Box-B2,5,76,141,-1.125,1.265625
Khoai-lang-1,Electrode-Box-B2,6,79,146,-0.125,0.015625
Khoai-lang-1,Electrode-Box-B2,7,81,153,0.875,0.765625
Khoai-lang-1,Electrode-Box-B2,8,98,144,1.875,3.515625
Khoai-lang-1,Electrode-Box-B2,9,101,149,2.875,8.265625
Khoai-lang-1,Electrode-Box-B2,10,103,150,3.875,15.015625
Khoai-lang-1,Electrode-Box-B2,11,113,154,4.875,23.765625
Khoai-lang-1,Electrode-Box-B2,12,117,148,5.875,34.515625
Khoai-lang-1,Electrode-Box-B2,13,114,146,6.875,47.265625
Khoai-lang-2,Naive,0,0,0,-6.125,37.515625
Khoai-lang-2,Naive,1,0,0,-5.125,26.265625
Khoai-lang-2,Naive,2,10,47,-4.125,17.015625
Khoai-lang-2,Naive,3,11,52,-3.125,9.765625
Khoai-lang-2,Naive,4,9,56,-2.125,4.515625
Khoai-lang-2,Naive,5,34,95,-1.125,1.265625
Khoai-lang-2,Naive,6,21,72,-0.125,0.015625
Khoai-lang-2,Naive,7,23,99,0.875,0.765625
Khoai-lang-2,Naive,8,64,136,1.875,3.515625
Khoai-lang-2,Naive,9,75,131,2.875,8.265625
Khoai-lang-2,Naive,10,63,134,3.875,15.015625
Khoai-lang-2,Naive,11,59,139,4.875,23.765625
Khoai-lang-2,Naive,12,51,129,5.875,34.515625
Khoai-lang-2,Naive,13,73,143,6.875,47.265625
Khoai-tay-1,Electrode-Box-B2,0,14,62,-6.125,37.515625
Khoai-tay-1,Electrode-Box-B2,1,22,83,-5.125,26.265625
Khoai-tay-1,Electrode-Box-B2,2,6,79,-4.125,17.015625
Khoai-tay-1,Electrode-Box-B2,3,28,97,-3.125,9.765625
Khoai-tay-1,Electrode-Box-B2,4,60,134,-2.125,4.515625
Khoai-tay-1,Electrode-Box-B2,5,75,138,-1.125,1.265625
Khoai-tay-1,Electrode-Box-B2,6,81,137,-0.125,0.015625
Khoai-tay-1,Electrode-Box-B2,7,78,147,0.875,0.765625
Khoai-tay-1,Electrode-Box-B2,8,91,132,1.875,3.515625
Khoai-tay-1,Electrode-Box-B2,9,99,146,2.875,8.265625
Khoai-tay-1,Electrode-Box-B2,10,94,143,3.875,15.015625
Khoai-tay-1,Electrode-Box-B2,11,110,156,4.875,23.765625
Khoai-tay-1,Electrode-Box-B2,12,105,143,5.875,34.515625
Khoai-tay-1,Electrode-Box-B2,13,106,153,6.875,47.265625
Khoai-tay-2,Naive,1,21,68,-5.125,26.265625
Khoai-tay-2,Naive,2,6,79,-4.125,17.015625
Khoai-tay-2,Naive,3,0,83,-3.125,9.765625
Khoai-tay-2,Naive,4,28,87,-2.125,4.515625
Khoai-tay-2,Naive,5,31,125,-1.125,1.265625
Khoai-tay-2,Naive,6,62,144,-0.125,0.015625
Khoai-tay-2,Naive,7,87,141,0.875,0.765625
Khoai-tay-2,Naive,8,105,152,1.875,3.515625
Khoai-tay-2,Naive,9,75,148,2.875,8.265625
Khoai-tay-2,Naive,10,101,149,3.875,15.015625
Khoai-tay-2,Naive,11,102,154,4.875,23.765625
Khoai-tay-2,Naive,12,95,144,5.875,34.515625
Khoai-tay-2,Naive,13,77,149,6.875,47.265625
OM-2,Naive,0,1,7,-6.125,37.515625
OM-2,Naive,1,11,33,-5.125,26.265625
OM-2,Naive,2,19,62,-4.125,17.015625
OM-2,Naive,3,29,117,-3.125,9.765625
OM-2,Naive,4,73,126,-2.125,4.515625
OM-2,Naive,5,53,135,-1.125,1.265625
OM-2,Naive,6,73,138,-0.125,0.015625
OM-2,Naive,7,80,131,0.875,0.765625
OM-2,Naive,8,91,141,1.875,3.515625
OM-2,Naive,9,90,135,2.875,8.265625
OM-2,Naive,10,95,142,3.875,15.015625
OM-2,Naive,11,60,133,4.875,23.765625
OM-2,Naive,12,58,142,5.875,34.515625
Root-beer-1,Electrode-Box-B2,0,11,85,-6.125,37.515625
Root-beer-1,Electrode-Box-B2,1,18,76,-5.125,26.265625
Root-beer-1,Electrode-Box-B2,2,40,105,-4.125,17.015625
Root-beer-1,Electrode-Box-B2,3,55,134,-3.125,9.765625
Root-beer-1,Electrode-Box-B2,4,75,136,-2.125,4.515625
Root-beer-1,Electrode-Box-B2,5,64,133,-1.125,1.265625
Root-beer-1,Electrode-Box-B2,6,104,139,-0.125,0.015625
Root-beer-1,Electrode-Box-B2,7,98,148,0.875,0.765625
Root-beer-1,Electrode-Box-B2,8,81,145,1.875,3.515625
Root-beer-1,Electrode-Box-B2,9,89,156,2.875,8.265625
Root-beer-1,Electrode-Box-B2,10,105,158,3.875,15.015625
Root-beer-2,Electrode-Box-A2,0,22,74,-6.125,37.515625
Root-beer-2,Electrode-Box-A2,1,31,87,-5.125,26.265625
Root-beer-2,Electrode-Box-A2,2,49,134,-4.125,17.015625
Root-beer-2,Electrode-Box-A2,3,31,89,-3.125,9.765625
Root-beer-2,Electrode-Box-A2,4,60,140,-2.125,4.515625
Root-beer-2,Electrode-Box-A2,5,84,147,-1.125,1.265625
Vu-vuong,Naive,0,18,61,-6.125,37.515625
Vu-vuong,Naive,1,35,91,-5.125,26.265625
Vu-vuong,Naive,2,61,127,-4.125,17.015625
Vu-vuong,Naive,3,34,146,-3.125,9.765625
Vu-vuong,Naive,4,61,141,-2.125,4.515625
Vu-vuong,Naive,5,37,151,-1.125,1.265625
Vu-vuong,Naive,6,49,131,-0.125,0.015625
Vu-vuong,Naive,7,65,149,0.875,0.765625
Vu-vuong,Naive,8,67,141,1.875,3.515625
Vu-vuong,Naive,9,73,140,2.875,8.265625
Vu-vuong,Naive,10,72,131,3.875,15.015625
Vu-vuong,Naive,11,89,158,4.875,23.765625
Vu-vuong,Naive,12,97,154,5.875,34.515625
Vu-vuong,Naive,13,93,145,6.875,47.265625
1 subject group day success total day_c day_c2
2 Banh-mi-1 Electrode-Box-B2 0 13 84 -6.125 37.515625
3 Banh-mi-1 Electrode-Box-B2 1 35 86 -5.125 26.265625
4 Banh-mi-1 Electrode-Box-B2 2 47 110 -4.125 17.015625
5 Banh-mi-1 Electrode-Box-B2 3 65 140 -3.125 9.765625
6 Banh-mi-1 Electrode-Box-B2 4 70 127 -2.125 4.515625
7 Banh-mi-1 Electrode-Box-B2 5 102 142 -1.125 1.265625
8 Banh-mi-1 Electrode-Box-B2 6 90 131 -0.125 0.015625
9 Banh-mi-1 Electrode-Box-B2 7 109 148 0.875 0.765625
10 Banh-mi-1 Electrode-Box-B2 8 104 137 1.875 3.515625
11 Banh-mi-1 Electrode-Box-B2 9 119 150 2.875 8.265625
12 Banh-mi-1 Electrode-Box-B2 10 121 158 3.875 15.015625
13 Banh-mi-1 Electrode-Box-B2 11 121 148 4.875 23.765625
14 Banh-mi-1 Electrode-Box-B2 12 120 149 5.875 34.515625
15 Banh-mi-1 Electrode-Box-B2 13 135 154 6.875 47.265625
16 Banh-mi-2 Electrode-Box-A2 0 25 97 -6.125 37.515625
17 Banh-mi-2 Electrode-Box-A2 1 22 101 -5.125 26.265625
18 Banh-mi-2 Electrode-Box-A2 2 22 119 -4.125 17.015625
19 Banh-mi-2 Electrode-Box-A2 3 29 118 -3.125 9.765625
20 Banh-mi-2 Electrode-Box-A2 4 27 136 -2.125 4.515625
21 Banh-mi-2 Electrode-Box-A2 5 43 146 -1.125 1.265625
22 Banh-mi-2 Electrode-Box-A2 6 74 146 -0.125 0.015625
23 Banh-mi-2 Electrode-Box-A2 7 70 148 0.875 0.765625
24 Banh-mi-2 Electrode-Box-A2 8 65 130 1.875 3.515625
25 Banh-mi-2 Electrode-Box-A2 9 79 151 2.875 8.265625
26 Banh-mi-2 Electrode-Box-A2 10 93 152 3.875 15.015625
27 Egg-tart-1 Electrode-Box-B2 0 7 56 -6.125 37.515625
28 Egg-tart-1 Electrode-Box-B2 1 16 78 -5.125 26.265625
29 Egg-tart-1 Electrode-Box-B2 2 23 103 -4.125 17.015625
30 Egg-tart-1 Electrode-Box-B2 3 63 120 -3.125 9.765625
31 Egg-tart-1 Electrode-Box-B2 4 69 132 -2.125 4.515625
32 Egg-tart-1 Electrode-Box-B2 5 83 136 -1.125 1.265625
33 Egg-tart-1 Electrode-Box-B2 6 71 142 -0.125 0.015625
34 Egg-tart-1 Electrode-Box-B2 7 79 138 0.875 0.765625
35 Egg-tart-1 Electrode-Box-B2 8 98 142 1.875 3.515625
36 Egg-tart-1 Electrode-Box-B2 9 89 139 2.875 8.265625
37 Egg-tart-1 Electrode-Box-B2 10 96 143 3.875 15.015625
38 Egg-tart-1 Electrode-Box-B2 11 96 148 4.875 23.765625
39 Egg-tart-1 Electrode-Box-B2 12 101 156 5.875 34.515625
40 Egg-tart-1 Electrode-Box-B2 13 103 152 6.875 47.265625
41 Egg-tart-2 Electrode-Box-A2 0 9 32 -6.125 37.515625
42 Egg-tart-2 Electrode-Box-A2 1 2 38 -5.125 26.265625
43 Egg-tart-2 Electrode-Box-A2 2 31 93 -4.125 17.015625
44 Egg-tart-2 Electrode-Box-A2 3 44 101 -3.125 9.765625
45 Egg-tart-2 Electrode-Box-A2 4 54 131 -2.125 4.515625
46 Egg-tart-2 Electrode-Box-A2 5 84 139 -1.125 1.265625
47 Egg-tart-2 Electrode-Box-A2 6 85 145 -0.125 0.015625
48 Egg-tart-2 Electrode-Box-A2 7 79 143 0.875 0.765625
49 Egg-tart-2 Electrode-Box-A2 8 76 131 1.875 3.515625
50 Egg-tart-2 Electrode-Box-A2 9 88 149 2.875 8.265625
51 Egg-tart-2 Electrode-Box-A2 10 81 151 3.875 15.015625
52 Egg-tart-2 Electrode-Box-A2 11 78 152 4.875 23.765625
53 Egg-tart-2 Electrode-Box-A2 12 96 155 5.875 34.515625
54 Egg-tart-2 Electrode-Box-A2 13 84 155 6.875 47.265625
55 Khoai-lang-1 Electrode-Box-B2 0 3 69 -6.125 37.515625
56 Khoai-lang-1 Electrode-Box-B2 1 18 97 -5.125 26.265625
57 Khoai-lang-1 Electrode-Box-B2 2 27 84 -4.125 17.015625
58 Khoai-lang-1 Electrode-Box-B2 3 46 121 -3.125 9.765625
59 Khoai-lang-1 Electrode-Box-B2 4 65 143 -2.125 4.515625
60 Khoai-lang-1 Electrode-Box-B2 5 76 141 -1.125 1.265625
61 Khoai-lang-1 Electrode-Box-B2 6 79 146 -0.125 0.015625
62 Khoai-lang-1 Electrode-Box-B2 7 81 153 0.875 0.765625
63 Khoai-lang-1 Electrode-Box-B2 8 98 144 1.875 3.515625
64 Khoai-lang-1 Electrode-Box-B2 9 101 149 2.875 8.265625
65 Khoai-lang-1 Electrode-Box-B2 10 103 150 3.875 15.015625
66 Khoai-lang-1 Electrode-Box-B2 11 113 154 4.875 23.765625
67 Khoai-lang-1 Electrode-Box-B2 12 117 148 5.875 34.515625
68 Khoai-lang-1 Electrode-Box-B2 13 114 146 6.875 47.265625
69 Khoai-lang-2 Naive 0 0 0 -6.125 37.515625
70 Khoai-lang-2 Naive 1 0 0 -5.125 26.265625
71 Khoai-lang-2 Naive 2 10 47 -4.125 17.015625
72 Khoai-lang-2 Naive 3 11 52 -3.125 9.765625
73 Khoai-lang-2 Naive 4 9 56 -2.125 4.515625
74 Khoai-lang-2 Naive 5 34 95 -1.125 1.265625
75 Khoai-lang-2 Naive 6 21 72 -0.125 0.015625
76 Khoai-lang-2 Naive 7 23 99 0.875 0.765625
77 Khoai-lang-2 Naive 8 64 136 1.875 3.515625
78 Khoai-lang-2 Naive 9 75 131 2.875 8.265625
79 Khoai-lang-2 Naive 10 63 134 3.875 15.015625
80 Khoai-lang-2 Naive 11 59 139 4.875 23.765625
81 Khoai-lang-2 Naive 12 51 129 5.875 34.515625
82 Khoai-lang-2 Naive 13 73 143 6.875 47.265625
83 Khoai-tay-1 Electrode-Box-B2 0 14 62 -6.125 37.515625
84 Khoai-tay-1 Electrode-Box-B2 1 22 83 -5.125 26.265625
85 Khoai-tay-1 Electrode-Box-B2 2 6 79 -4.125 17.015625
86 Khoai-tay-1 Electrode-Box-B2 3 28 97 -3.125 9.765625
87 Khoai-tay-1 Electrode-Box-B2 4 60 134 -2.125 4.515625
88 Khoai-tay-1 Electrode-Box-B2 5 75 138 -1.125 1.265625
89 Khoai-tay-1 Electrode-Box-B2 6 81 137 -0.125 0.015625
90 Khoai-tay-1 Electrode-Box-B2 7 78 147 0.875 0.765625
91 Khoai-tay-1 Electrode-Box-B2 8 91 132 1.875 3.515625
92 Khoai-tay-1 Electrode-Box-B2 9 99 146 2.875 8.265625
93 Khoai-tay-1 Electrode-Box-B2 10 94 143 3.875 15.015625
94 Khoai-tay-1 Electrode-Box-B2 11 110 156 4.875 23.765625
95 Khoai-tay-1 Electrode-Box-B2 12 105 143 5.875 34.515625
96 Khoai-tay-1 Electrode-Box-B2 13 106 153 6.875 47.265625
97 Khoai-tay-2 Naive 1 21 68 -5.125 26.265625
98 Khoai-tay-2 Naive 2 6 79 -4.125 17.015625
99 Khoai-tay-2 Naive 3 0 83 -3.125 9.765625
100 Khoai-tay-2 Naive 4 28 87 -2.125 4.515625
101 Khoai-tay-2 Naive 5 31 125 -1.125 1.265625
102 Khoai-tay-2 Naive 6 62 144 -0.125 0.015625
103 Khoai-tay-2 Naive 7 87 141 0.875 0.765625
104 Khoai-tay-2 Naive 8 105 152 1.875 3.515625
105 Khoai-tay-2 Naive 9 75 148 2.875 8.265625
106 Khoai-tay-2 Naive 10 101 149 3.875 15.015625
107 Khoai-tay-2 Naive 11 102 154 4.875 23.765625
108 Khoai-tay-2 Naive 12 95 144 5.875 34.515625
109 Khoai-tay-2 Naive 13 77 149 6.875 47.265625
110 OM-2 Naive 0 1 7 -6.125 37.515625
111 OM-2 Naive 1 11 33 -5.125 26.265625
112 OM-2 Naive 2 19 62 -4.125 17.015625
113 OM-2 Naive 3 29 117 -3.125 9.765625
114 OM-2 Naive 4 73 126 -2.125 4.515625
115 OM-2 Naive 5 53 135 -1.125 1.265625
116 OM-2 Naive 6 73 138 -0.125 0.015625
117 OM-2 Naive 7 80 131 0.875 0.765625
118 OM-2 Naive 8 91 141 1.875 3.515625
119 OM-2 Naive 9 90 135 2.875 8.265625
120 OM-2 Naive 10 95 142 3.875 15.015625
121 OM-2 Naive 11 60 133 4.875 23.765625
122 OM-2 Naive 12 58 142 5.875 34.515625
123 Root-beer-1 Electrode-Box-B2 0 11 85 -6.125 37.515625
124 Root-beer-1 Electrode-Box-B2 1 18 76 -5.125 26.265625
125 Root-beer-1 Electrode-Box-B2 2 40 105 -4.125 17.015625
126 Root-beer-1 Electrode-Box-B2 3 55 134 -3.125 9.765625
127 Root-beer-1 Electrode-Box-B2 4 75 136 -2.125 4.515625
128 Root-beer-1 Electrode-Box-B2 5 64 133 -1.125 1.265625
129 Root-beer-1 Electrode-Box-B2 6 104 139 -0.125 0.015625
130 Root-beer-1 Electrode-Box-B2 7 98 148 0.875 0.765625
131 Root-beer-1 Electrode-Box-B2 8 81 145 1.875 3.515625
132 Root-beer-1 Electrode-Box-B2 9 89 156 2.875 8.265625
133 Root-beer-1 Electrode-Box-B2 10 105 158 3.875 15.015625
134 Root-beer-2 Electrode-Box-A2 0 22 74 -6.125 37.515625
135 Root-beer-2 Electrode-Box-A2 1 31 87 -5.125 26.265625
136 Root-beer-2 Electrode-Box-A2 2 49 134 -4.125 17.015625
137 Root-beer-2 Electrode-Box-A2 3 31 89 -3.125 9.765625
138 Root-beer-2 Electrode-Box-A2 4 60 140 -2.125 4.515625
139 Root-beer-2 Electrode-Box-A2 5 84 147 -1.125 1.265625
140 Vu-vuong Naive 0 18 61 -6.125 37.515625
141 Vu-vuong Naive 1 35 91 -5.125 26.265625
142 Vu-vuong Naive 2 61 127 -4.125 17.015625
143 Vu-vuong Naive 3 34 146 -3.125 9.765625
144 Vu-vuong Naive 4 61 141 -2.125 4.515625
145 Vu-vuong Naive 5 37 151 -1.125 1.265625
146 Vu-vuong Naive 6 49 131 -0.125 0.015625
147 Vu-vuong Naive 7 65 149 0.875 0.765625
148 Vu-vuong Naive 8 67 141 1.875 3.515625
149 Vu-vuong Naive 9 73 140 2.875 8.265625
150 Vu-vuong Naive 10 72 131 3.875 15.015625
151 Vu-vuong Naive 11 89 158 4.875 23.765625
152 Vu-vuong Naive 12 97 154 5.875 34.515625
153 Vu-vuong Naive 13 93 145 6.875 47.265625
analysis/matlab/derived/mergeB2_full.csv
+186
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@@ -0,0 +1,186 @@
subject,group,day,success,total,day_c,day_c2
Banh-mi-1,Electrode-Box-B2,0,13,84,-8.2972972972973,68.845142439737
Banh-mi-1,Electrode-Box-B2,1,35,86,-7.2972972972973,53.2505478451424
Banh-mi-1,Electrode-Box-B2,2,47,110,-6.2972972972973,39.6559532505478
Banh-mi-1,Electrode-Box-B2,3,65,140,-5.2972972972973,28.0613586559532
Banh-mi-1,Electrode-Box-B2,4,70,127,-4.2972972972973,18.4667640613586
Banh-mi-1,Electrode-Box-B2,5,102,142,-3.2972972972973,10.8721694667641
Banh-mi-1,Electrode-Box-B2,6,90,131,-2.2972972972973,5.27757487216946
Banh-mi-1,Electrode-Box-B2,7,109,148,-1.2972972972973,1.68298027757487
Banh-mi-1,Electrode-Box-B2,8,104,137,-0.297297297297296,0.0883856829802771
Banh-mi-1,Electrode-Box-B2,9,119,150,0.702702702702704,0.493791088385684
Banh-mi-1,Electrode-Box-B2,10,121,158,1.7027027027027,2.89919649379109
Banh-mi-1,Electrode-Box-B2,11,121,148,2.7027027027027,7.3046018991965
Banh-mi-1,Electrode-Box-B2,12,120,149,3.7027027027027,13.7100073046019
Banh-mi-1,Electrode-Box-B2,13,135,154,4.7027027027027,22.1154127100073
Banh-mi-2,Electrode-Box-A2,0,25,97,-8.2972972972973,68.845142439737
Banh-mi-2,Electrode-Box-A2,1,22,101,-7.2972972972973,53.2505478451424
Banh-mi-2,Electrode-Box-A2,2,22,119,-6.2972972972973,39.6559532505478
Banh-mi-2,Electrode-Box-A2,3,29,118,-5.2972972972973,28.0613586559532
Banh-mi-2,Electrode-Box-A2,4,27,136,-4.2972972972973,18.4667640613586
Banh-mi-2,Electrode-Box-A2,5,43,146,-3.2972972972973,10.8721694667641
Banh-mi-2,Electrode-Box-A2,6,74,146,-2.2972972972973,5.27757487216946
Banh-mi-2,Electrode-Box-A2,7,70,148,-1.2972972972973,1.68298027757487
Banh-mi-2,Electrode-Box-A2,8,65,130,-0.297297297297296,0.0883856829802771
Banh-mi-2,Electrode-Box-A2,9,79,151,0.702702702702704,0.493791088385684
Banh-mi-2,Electrode-Box-A2,10,93,152,1.7027027027027,2.89919649379109
Egg-tart-1,Electrode-Box-B2,0,7,56,-8.2972972972973,68.845142439737
Egg-tart-1,Electrode-Box-B2,1,16,78,-7.2972972972973,53.2505478451424
Egg-tart-1,Electrode-Box-B2,2,23,103,-6.2972972972973,39.6559532505478
Egg-tart-1,Electrode-Box-B2,3,63,120,-5.2972972972973,28.0613586559532
Egg-tart-1,Electrode-Box-B2,4,69,132,-4.2972972972973,18.4667640613586
Egg-tart-1,Electrode-Box-B2,5,83,136,-3.2972972972973,10.8721694667641
Egg-tart-1,Electrode-Box-B2,6,71,142,-2.2972972972973,5.27757487216946
Egg-tart-1,Electrode-Box-B2,7,79,138,-1.2972972972973,1.68298027757487
Egg-tart-1,Electrode-Box-B2,8,98,142,-0.297297297297296,0.0883856829802771
Egg-tart-1,Electrode-Box-B2,9,89,139,0.702702702702704,0.493791088385684
Egg-tart-1,Electrode-Box-B2,10,96,143,1.7027027027027,2.89919649379109
Egg-tart-1,Electrode-Box-B2,11,96,148,2.7027027027027,7.3046018991965
Egg-tart-1,Electrode-Box-B2,12,101,156,3.7027027027027,13.7100073046019
Egg-tart-1,Electrode-Box-B2,13,103,152,4.7027027027027,22.1154127100073
Egg-tart-1,Electrode-Box-B2,14,97,152,5.7027027027027,32.5208181154127
Egg-tart-2,Electrode-Box-A2,0,9,32,-8.2972972972973,68.845142439737
Egg-tart-2,Electrode-Box-A2,1,2,38,-7.2972972972973,53.2505478451424
Egg-tart-2,Electrode-Box-A2,2,31,93,-6.2972972972973,39.6559532505478
Egg-tart-2,Electrode-Box-A2,3,44,101,-5.2972972972973,28.0613586559532
Egg-tart-2,Electrode-Box-A2,4,54,131,-4.2972972972973,18.4667640613586
Egg-tart-2,Electrode-Box-A2,5,84,139,-3.2972972972973,10.8721694667641
Egg-tart-2,Electrode-Box-A2,6,85,145,-2.2972972972973,5.27757487216946
Egg-tart-2,Electrode-Box-A2,7,79,143,-1.2972972972973,1.68298027757487
Egg-tart-2,Electrode-Box-A2,8,76,131,-0.297297297297296,0.0883856829802771
Egg-tart-2,Electrode-Box-A2,9,88,149,0.702702702702704,0.493791088385684
Egg-tart-2,Electrode-Box-A2,10,81,151,1.7027027027027,2.89919649379109
Egg-tart-2,Electrode-Box-A2,11,78,152,2.7027027027027,7.3046018991965
Egg-tart-2,Electrode-Box-A2,12,96,155,3.7027027027027,13.7100073046019
Egg-tart-2,Electrode-Box-A2,13,84,155,4.7027027027027,22.1154127100073
Khoai-lang-1,Electrode-Box-B2,0,3,69,-8.2972972972973,68.845142439737
Khoai-lang-1,Electrode-Box-B2,1,18,97,-7.2972972972973,53.2505478451424
Khoai-lang-1,Electrode-Box-B2,2,27,84,-6.2972972972973,39.6559532505478
Khoai-lang-1,Electrode-Box-B2,3,46,121,-5.2972972972973,28.0613586559532
Khoai-lang-1,Electrode-Box-B2,4,65,143,-4.2972972972973,18.4667640613586
Khoai-lang-1,Electrode-Box-B2,5,76,141,-3.2972972972973,10.8721694667641
Khoai-lang-1,Electrode-Box-B2,6,79,146,-2.2972972972973,5.27757487216946
Khoai-lang-1,Electrode-Box-B2,7,81,153,-1.2972972972973,1.68298027757487
Khoai-lang-1,Electrode-Box-B2,8,98,144,-0.297297297297296,0.0883856829802771
Khoai-lang-1,Electrode-Box-B2,9,101,149,0.702702702702704,0.493791088385684
Khoai-lang-1,Electrode-Box-B2,10,103,150,1.7027027027027,2.89919649379109
Khoai-lang-1,Electrode-Box-B2,11,113,154,2.7027027027027,7.3046018991965
Khoai-lang-1,Electrode-Box-B2,12,117,148,3.7027027027027,13.7100073046019
Khoai-lang-1,Electrode-Box-B2,13,114,146,4.7027027027027,22.1154127100073
Khoai-lang-1,Electrode-Box-B2,14,119,132,5.7027027027027,32.5208181154127
Khoai-lang-1,Electrode-Box-B2,15,111,156,6.7027027027027,44.9262235208181
Khoai-lang-1,Electrode-Box-B2,16,74,156,7.7027027027027,59.3316289262235
Khoai-lang-1,Electrode-Box-B2,17,109,139,8.7027027027027,75.7370343316289
Khoai-lang-1,Electrode-Box-B2,18,88,138,9.7027027027027,94.1424397370344
Khoai-lang-1,Electrode-Box-B2,19,98,140,10.7027027027027,114.54784514244
Khoai-lang-1,Electrode-Box-B2,20,118,153,11.7027027027027,136.953250547845
Khoai-lang-1,Electrode-Box-B2,21,109,146,12.7027027027027,161.358655953251
Khoai-lang-1,Electrode-Box-B2,22,106,141,13.7027027027027,187.764061358656
Khoai-lang-2,Naive,0,0,0,-8.2972972972973,68.845142439737
Khoai-lang-2,Naive,1,0,0,-7.2972972972973,53.2505478451424
Khoai-lang-2,Naive,2,10,47,-6.2972972972973,39.6559532505478
Khoai-lang-2,Naive,3,11,52,-5.2972972972973,28.0613586559532
Khoai-lang-2,Naive,4,9,56,-4.2972972972973,18.4667640613586
Khoai-lang-2,Naive,5,34,95,-3.2972972972973,10.8721694667641
Khoai-lang-2,Naive,6,21,72,-2.2972972972973,5.27757487216946
Khoai-lang-2,Naive,7,23,99,-1.2972972972973,1.68298027757487
Khoai-lang-2,Naive,8,64,136,-0.297297297297296,0.0883856829802771
Khoai-lang-2,Naive,9,75,131,0.702702702702704,0.493791088385684
Khoai-lang-2,Naive,10,63,134,1.7027027027027,2.89919649379109
Khoai-lang-2,Naive,11,59,139,2.7027027027027,7.3046018991965
Khoai-lang-2,Naive,12,51,129,3.7027027027027,13.7100073046019
Khoai-lang-2,Naive,13,73,143,4.7027027027027,22.1154127100073
Khoai-lang-2,Naive,14,82,136,5.7027027027027,32.5208181154127
Khoai-lang-2,Naive,15,70,145,6.7027027027027,44.9262235208181
Khoai-lang-2,Naive,16,76,135,7.7027027027027,59.3316289262235
Khoai-lang-2,Naive,17,76,150,8.7027027027027,75.7370343316289
Khoai-lang-2,Naive,18,63,122,9.7027027027027,94.1424397370344
Khoai-lang-2,Naive,19,48,116,10.7027027027027,114.54784514244
Khoai-lang-2,Naive,20,65,134,11.7027027027027,136.953250547845
Khoai-lang-2,Naive,21,75,131,12.7027027027027,161.358655953251
Khoai-lang-2,Naive,22,98,146,13.7027027027027,187.764061358656
Khoai-lang-2,Naive,23,88,139,14.7027027027027,216.169466764061
Khoai-lang-2,Naive,24,94,148,15.7027027027027,246.574872169467
Khoai-lang-2,Naive,25,56,102,16.7027027027027,278.980277574872
Khoai-lang-2,Naive,26,75,143,17.7027027027027,313.385682980278
Khoai-tay-1,Electrode-Box-B2,0,14,62,-8.2972972972973,68.845142439737
Khoai-tay-1,Electrode-Box-B2,1,22,83,-7.2972972972973,53.2505478451424
Khoai-tay-1,Electrode-Box-B2,2,6,79,-6.2972972972973,39.6559532505478
Khoai-tay-1,Electrode-Box-B2,3,28,97,-5.2972972972973,28.0613586559532
Khoai-tay-1,Electrode-Box-B2,4,60,134,-4.2972972972973,18.4667640613586
Khoai-tay-1,Electrode-Box-B2,5,75,138,-3.2972972972973,10.8721694667641
Khoai-tay-1,Electrode-Box-B2,6,81,137,-2.2972972972973,5.27757487216946
Khoai-tay-1,Electrode-Box-B2,7,78,147,-1.2972972972973,1.68298027757487
Khoai-tay-1,Electrode-Box-B2,8,91,132,-0.297297297297296,0.0883856829802771
Khoai-tay-1,Electrode-Box-B2,9,99,146,0.702702702702704,0.493791088385684
Khoai-tay-1,Electrode-Box-B2,10,94,143,1.7027027027027,2.89919649379109
Khoai-tay-1,Electrode-Box-B2,11,110,156,2.7027027027027,7.3046018991965
Khoai-tay-1,Electrode-Box-B2,12,105,143,3.7027027027027,13.7100073046019
Khoai-tay-1,Electrode-Box-B2,13,106,153,4.7027027027027,22.1154127100073
Khoai-tay-1,Electrode-Box-B2,14,91,152,5.7027027027027,32.5208181154127
Khoai-tay-2,Naive,1,21,68,-7.2972972972973,53.2505478451424
Khoai-tay-2,Naive,2,6,79,-6.2972972972973,39.6559532505478
Khoai-tay-2,Naive,3,0,83,-5.2972972972973,28.0613586559532
Khoai-tay-2,Naive,4,28,87,-4.2972972972973,18.4667640613586
Khoai-tay-2,Naive,5,31,125,-3.2972972972973,10.8721694667641
Khoai-tay-2,Naive,6,62,144,-2.2972972972973,5.27757487216946
Khoai-tay-2,Naive,7,87,141,-1.2972972972973,1.68298027757487
Khoai-tay-2,Naive,8,105,152,-0.297297297297296,0.0883856829802771
Khoai-tay-2,Naive,9,75,148,0.702702702702704,0.493791088385684
Khoai-tay-2,Naive,10,101,149,1.7027027027027,2.89919649379109
Khoai-tay-2,Naive,11,102,154,2.7027027027027,7.3046018991965
Khoai-tay-2,Naive,12,95,144,3.7027027027027,13.7100073046019
Khoai-tay-2,Naive,13,77,149,4.7027027027027,22.1154127100073
Khoai-tay-2,Naive,14,91,153,5.7027027027027,32.5208181154127
OM-2,Naive,0,1,7,-8.2972972972973,68.845142439737
OM-2,Naive,1,11,33,-7.2972972972973,53.2505478451424
OM-2,Naive,2,19,62,-6.2972972972973,39.6559532505478
OM-2,Naive,3,29,117,-5.2972972972973,28.0613586559532
OM-2,Naive,4,73,126,-4.2972972972973,18.4667640613586
OM-2,Naive,5,53,135,-3.2972972972973,10.8721694667641
OM-2,Naive,6,73,138,-2.2972972972973,5.27757487216946
OM-2,Naive,7,80,131,-1.2972972972973,1.68298027757487
OM-2,Naive,8,91,141,-0.297297297297296,0.0883856829802771
OM-2,Naive,9,90,135,0.702702702702704,0.493791088385684
OM-2,Naive,10,95,142,1.7027027027027,2.89919649379109
OM-2,Naive,11,60,133,2.7027027027027,7.3046018991965
OM-2,Naive,12,58,142,3.7027027027027,13.7100073046019
Root-beer-1,Electrode-Box-B2,0,11,85,-8.2972972972973,68.845142439737
Root-beer-1,Electrode-Box-B2,1,18,76,-7.2972972972973,53.2505478451424
Root-beer-1,Electrode-Box-B2,2,40,105,-6.2972972972973,39.6559532505478
Root-beer-1,Electrode-Box-B2,3,55,134,-5.2972972972973,28.0613586559532
Root-beer-1,Electrode-Box-B2,4,75,136,-4.2972972972973,18.4667640613586
Root-beer-1,Electrode-Box-B2,5,64,133,-3.2972972972973,10.8721694667641
Root-beer-1,Electrode-Box-B2,6,104,139,-2.2972972972973,5.27757487216946
Root-beer-1,Electrode-Box-B2,7,98,148,-1.2972972972973,1.68298027757487
Root-beer-1,Electrode-Box-B2,8,81,145,-0.297297297297296,0.0883856829802771
Root-beer-1,Electrode-Box-B2,9,89,156,0.702702702702704,0.493791088385684
Root-beer-1,Electrode-Box-B2,10,105,158,1.7027027027027,2.89919649379109
Root-beer-2,Electrode-Box-A2,0,22,74,-8.2972972972973,68.845142439737
Root-beer-2,Electrode-Box-A2,1,31,87,-7.2972972972973,53.2505478451424
Root-beer-2,Electrode-Box-A2,2,49,134,-6.2972972972973,39.6559532505478
Root-beer-2,Electrode-Box-A2,3,31,89,-5.2972972972973,28.0613586559532
Root-beer-2,Electrode-Box-A2,4,60,140,-4.2972972972973,18.4667640613586
Root-beer-2,Electrode-Box-A2,5,84,147,-3.2972972972973,10.8721694667641
Vu-vuong,Naive,0,18,61,-8.2972972972973,68.845142439737
Vu-vuong,Naive,1,35,91,-7.2972972972973,53.2505478451424
Vu-vuong,Naive,2,61,127,-6.2972972972973,39.6559532505478
Vu-vuong,Naive,3,34,146,-5.2972972972973,28.0613586559532
Vu-vuong,Naive,4,61,141,-4.2972972972973,18.4667640613586
Vu-vuong,Naive,5,37,151,-3.2972972972973,10.8721694667641
Vu-vuong,Naive,6,49,131,-2.2972972972973,5.27757487216946
Vu-vuong,Naive,7,65,149,-1.2972972972973,1.68298027757487
Vu-vuong,Naive,8,67,141,-0.297297297297296,0.0883856829802771
Vu-vuong,Naive,9,73,140,0.702702702702704,0.493791088385684
Vu-vuong,Naive,10,72,131,1.7027027027027,2.89919649379109
Vu-vuong,Naive,11,89,158,2.7027027027027,7.3046018991965
Vu-vuong,Naive,12,97,154,3.7027027027027,13.7100073046019
Vu-vuong,Naive,13,93,145,4.7027027027027,22.1154127100073
Vu-vuong,Naive,14,75,147,5.7027027027027,32.5208181154127
Vu-vuong,Naive,15,68,142,6.7027027027027,44.9262235208181
Vu-vuong,Naive,16,96,162,7.7027027027027,59.3316289262235
Vu-vuong,Naive,17,68,144,8.7027027027027,75.7370343316289
Vu-vuong,Naive,18,81,134,9.7027027027027,94.1424397370344
Vu-vuong,Naive,19,66,144,10.7027027027027,114.54784514244
Vu-vuong,Naive,20,84,127,11.7027027027027,136.953250547845
Vu-vuong,Naive,21,66,133,12.7027027027027,161.358655953251
1 subject group day success total day_c day_c2
2 Banh-mi-1 Electrode-Box-B2 0 13 84 -8.2972972972973 68.845142439737
3 Banh-mi-1 Electrode-Box-B2 1 35 86 -7.2972972972973 53.2505478451424
4 Banh-mi-1 Electrode-Box-B2 2 47 110 -6.2972972972973 39.6559532505478
5 Banh-mi-1 Electrode-Box-B2 3 65 140 -5.2972972972973 28.0613586559532
6 Banh-mi-1 Electrode-Box-B2 4 70 127 -4.2972972972973 18.4667640613586
7 Banh-mi-1 Electrode-Box-B2 5 102 142 -3.2972972972973 10.8721694667641
8 Banh-mi-1 Electrode-Box-B2 6 90 131 -2.2972972972973 5.27757487216946
9 Banh-mi-1 Electrode-Box-B2 7 109 148 -1.2972972972973 1.68298027757487
10 Banh-mi-1 Electrode-Box-B2 8 104 137 -0.297297297297296 0.0883856829802771
11 Banh-mi-1 Electrode-Box-B2 9 119 150 0.702702702702704 0.493791088385684
12 Banh-mi-1 Electrode-Box-B2 10 121 158 1.7027027027027 2.89919649379109
13 Banh-mi-1 Electrode-Box-B2 11 121 148 2.7027027027027 7.3046018991965
14 Banh-mi-1 Electrode-Box-B2 12 120 149 3.7027027027027 13.7100073046019
15 Banh-mi-1 Electrode-Box-B2 13 135 154 4.7027027027027 22.1154127100073
16 Banh-mi-2 Electrode-Box-A2 0 25 97 -8.2972972972973 68.845142439737
17 Banh-mi-2 Electrode-Box-A2 1 22 101 -7.2972972972973 53.2505478451424
18 Banh-mi-2 Electrode-Box-A2 2 22 119 -6.2972972972973 39.6559532505478
19 Banh-mi-2 Electrode-Box-A2 3 29 118 -5.2972972972973 28.0613586559532
20 Banh-mi-2 Electrode-Box-A2 4 27 136 -4.2972972972973 18.4667640613586
21 Banh-mi-2 Electrode-Box-A2 5 43 146 -3.2972972972973 10.8721694667641
22 Banh-mi-2 Electrode-Box-A2 6 74 146 -2.2972972972973 5.27757487216946
23 Banh-mi-2 Electrode-Box-A2 7 70 148 -1.2972972972973 1.68298027757487
24 Banh-mi-2 Electrode-Box-A2 8 65 130 -0.297297297297296 0.0883856829802771
25 Banh-mi-2 Electrode-Box-A2 9 79 151 0.702702702702704 0.493791088385684
26 Banh-mi-2 Electrode-Box-A2 10 93 152 1.7027027027027 2.89919649379109
27 Egg-tart-1 Electrode-Box-B2 0 7 56 -8.2972972972973 68.845142439737
28 Egg-tart-1 Electrode-Box-B2 1 16 78 -7.2972972972973 53.2505478451424
29 Egg-tart-1 Electrode-Box-B2 2 23 103 -6.2972972972973 39.6559532505478
30 Egg-tart-1 Electrode-Box-B2 3 63 120 -5.2972972972973 28.0613586559532
31 Egg-tart-1 Electrode-Box-B2 4 69 132 -4.2972972972973 18.4667640613586
32 Egg-tart-1 Electrode-Box-B2 5 83 136 -3.2972972972973 10.8721694667641
33 Egg-tart-1 Electrode-Box-B2 6 71 142 -2.2972972972973 5.27757487216946
34 Egg-tart-1 Electrode-Box-B2 7 79 138 -1.2972972972973 1.68298027757487
35 Egg-tart-1 Electrode-Box-B2 8 98 142 -0.297297297297296 0.0883856829802771
36 Egg-tart-1 Electrode-Box-B2 9 89 139 0.702702702702704 0.493791088385684
37 Egg-tart-1 Electrode-Box-B2 10 96 143 1.7027027027027 2.89919649379109
38 Egg-tart-1 Electrode-Box-B2 11 96 148 2.7027027027027 7.3046018991965
39 Egg-tart-1 Electrode-Box-B2 12 101 156 3.7027027027027 13.7100073046019
40 Egg-tart-1 Electrode-Box-B2 13 103 152 4.7027027027027 22.1154127100073
41 Egg-tart-1 Electrode-Box-B2 14 97 152 5.7027027027027 32.5208181154127
42 Egg-tart-2 Electrode-Box-A2 0 9 32 -8.2972972972973 68.845142439737
43 Egg-tart-2 Electrode-Box-A2 1 2 38 -7.2972972972973 53.2505478451424
44 Egg-tart-2 Electrode-Box-A2 2 31 93 -6.2972972972973 39.6559532505478
45 Egg-tart-2 Electrode-Box-A2 3 44 101 -5.2972972972973 28.0613586559532
46 Egg-tart-2 Electrode-Box-A2 4 54 131 -4.2972972972973 18.4667640613586
47 Egg-tart-2 Electrode-Box-A2 5 84 139 -3.2972972972973 10.8721694667641
48 Egg-tart-2 Electrode-Box-A2 6 85 145 -2.2972972972973 5.27757487216946
49 Egg-tart-2 Electrode-Box-A2 7 79 143 -1.2972972972973 1.68298027757487
50 Egg-tart-2 Electrode-Box-A2 8 76 131 -0.297297297297296 0.0883856829802771
51 Egg-tart-2 Electrode-Box-A2 9 88 149 0.702702702702704 0.493791088385684
52 Egg-tart-2 Electrode-Box-A2 10 81 151 1.7027027027027 2.89919649379109
53 Egg-tart-2 Electrode-Box-A2 11 78 152 2.7027027027027 7.3046018991965
54 Egg-tart-2 Electrode-Box-A2 12 96 155 3.7027027027027 13.7100073046019
55 Egg-tart-2 Electrode-Box-A2 13 84 155 4.7027027027027 22.1154127100073
56 Khoai-lang-1 Electrode-Box-B2 0 3 69 -8.2972972972973 68.845142439737
57 Khoai-lang-1 Electrode-Box-B2 1 18 97 -7.2972972972973 53.2505478451424
58 Khoai-lang-1 Electrode-Box-B2 2 27 84 -6.2972972972973 39.6559532505478
59 Khoai-lang-1 Electrode-Box-B2 3 46 121 -5.2972972972973 28.0613586559532
60 Khoai-lang-1 Electrode-Box-B2 4 65 143 -4.2972972972973 18.4667640613586
61 Khoai-lang-1 Electrode-Box-B2 5 76 141 -3.2972972972973 10.8721694667641
62 Khoai-lang-1 Electrode-Box-B2 6 79 146 -2.2972972972973 5.27757487216946
63 Khoai-lang-1 Electrode-Box-B2 7 81 153 -1.2972972972973 1.68298027757487
64 Khoai-lang-1 Electrode-Box-B2 8 98 144 -0.297297297297296 0.0883856829802771
65 Khoai-lang-1 Electrode-Box-B2 9 101 149 0.702702702702704 0.493791088385684
66 Khoai-lang-1 Electrode-Box-B2 10 103 150 1.7027027027027 2.89919649379109
67 Khoai-lang-1 Electrode-Box-B2 11 113 154 2.7027027027027 7.3046018991965
68 Khoai-lang-1 Electrode-Box-B2 12 117 148 3.7027027027027 13.7100073046019
69 Khoai-lang-1 Electrode-Box-B2 13 114 146 4.7027027027027 22.1154127100073
70 Khoai-lang-1 Electrode-Box-B2 14 119 132 5.7027027027027 32.5208181154127
71 Khoai-lang-1 Electrode-Box-B2 15 111 156 6.7027027027027 44.9262235208181
72 Khoai-lang-1 Electrode-Box-B2 16 74 156 7.7027027027027 59.3316289262235
73 Khoai-lang-1 Electrode-Box-B2 17 109 139 8.7027027027027 75.7370343316289
74 Khoai-lang-1 Electrode-Box-B2 18 88 138 9.7027027027027 94.1424397370344
75 Khoai-lang-1 Electrode-Box-B2 19 98 140 10.7027027027027 114.54784514244
76 Khoai-lang-1 Electrode-Box-B2 20 118 153 11.7027027027027 136.953250547845
77 Khoai-lang-1 Electrode-Box-B2 21 109 146 12.7027027027027 161.358655953251
78 Khoai-lang-1 Electrode-Box-B2 22 106 141 13.7027027027027 187.764061358656
79 Khoai-lang-2 Naive 0 0 0 -8.2972972972973 68.845142439737
80 Khoai-lang-2 Naive 1 0 0 -7.2972972972973 53.2505478451424
81 Khoai-lang-2 Naive 2 10 47 -6.2972972972973 39.6559532505478
82 Khoai-lang-2 Naive 3 11 52 -5.2972972972973 28.0613586559532
83 Khoai-lang-2 Naive 4 9 56 -4.2972972972973 18.4667640613586
84 Khoai-lang-2 Naive 5 34 95 -3.2972972972973 10.8721694667641
85 Khoai-lang-2 Naive 6 21 72 -2.2972972972973 5.27757487216946
86 Khoai-lang-2 Naive 7 23 99 -1.2972972972973 1.68298027757487
87 Khoai-lang-2 Naive 8 64 136 -0.297297297297296 0.0883856829802771
88 Khoai-lang-2 Naive 9 75 131 0.702702702702704 0.493791088385684
89 Khoai-lang-2 Naive 10 63 134 1.7027027027027 2.89919649379109
90 Khoai-lang-2 Naive 11 59 139 2.7027027027027 7.3046018991965
91 Khoai-lang-2 Naive 12 51 129 3.7027027027027 13.7100073046019
92 Khoai-lang-2 Naive 13 73 143 4.7027027027027 22.1154127100073
93 Khoai-lang-2 Naive 14 82 136 5.7027027027027 32.5208181154127
94 Khoai-lang-2 Naive 15 70 145 6.7027027027027 44.9262235208181
95 Khoai-lang-2 Naive 16 76 135 7.7027027027027 59.3316289262235
96 Khoai-lang-2 Naive 17 76 150 8.7027027027027 75.7370343316289
97 Khoai-lang-2 Naive 18 63 122 9.7027027027027 94.1424397370344
98 Khoai-lang-2 Naive 19 48 116 10.7027027027027 114.54784514244
99 Khoai-lang-2 Naive 20 65 134 11.7027027027027 136.953250547845
100 Khoai-lang-2 Naive 21 75 131 12.7027027027027 161.358655953251
101 Khoai-lang-2 Naive 22 98 146 13.7027027027027 187.764061358656
102 Khoai-lang-2 Naive 23 88 139 14.7027027027027 216.169466764061
103 Khoai-lang-2 Naive 24 94 148 15.7027027027027 246.574872169467
104 Khoai-lang-2 Naive 25 56 102 16.7027027027027 278.980277574872
105 Khoai-lang-2 Naive 26 75 143 17.7027027027027 313.385682980278
106 Khoai-tay-1 Electrode-Box-B2 0 14 62 -8.2972972972973 68.845142439737
107 Khoai-tay-1 Electrode-Box-B2 1 22 83 -7.2972972972973 53.2505478451424
108 Khoai-tay-1 Electrode-Box-B2 2 6 79 -6.2972972972973 39.6559532505478
109 Khoai-tay-1 Electrode-Box-B2 3 28 97 -5.2972972972973 28.0613586559532
110 Khoai-tay-1 Electrode-Box-B2 4 60 134 -4.2972972972973 18.4667640613586
111 Khoai-tay-1 Electrode-Box-B2 5 75 138 -3.2972972972973 10.8721694667641
112 Khoai-tay-1 Electrode-Box-B2 6 81 137 -2.2972972972973 5.27757487216946
113 Khoai-tay-1 Electrode-Box-B2 7 78 147 -1.2972972972973 1.68298027757487
114 Khoai-tay-1 Electrode-Box-B2 8 91 132 -0.297297297297296 0.0883856829802771
115 Khoai-tay-1 Electrode-Box-B2 9 99 146 0.702702702702704 0.493791088385684
116 Khoai-tay-1 Electrode-Box-B2 10 94 143 1.7027027027027 2.89919649379109
117 Khoai-tay-1 Electrode-Box-B2 11 110 156 2.7027027027027 7.3046018991965
118 Khoai-tay-1 Electrode-Box-B2 12 105 143 3.7027027027027 13.7100073046019
119 Khoai-tay-1 Electrode-Box-B2 13 106 153 4.7027027027027 22.1154127100073
120 Khoai-tay-1 Electrode-Box-B2 14 91 152 5.7027027027027 32.5208181154127
121 Khoai-tay-2 Naive 1 21 68 -7.2972972972973 53.2505478451424
122 Khoai-tay-2 Naive 2 6 79 -6.2972972972973 39.6559532505478
123 Khoai-tay-2 Naive 3 0 83 -5.2972972972973 28.0613586559532
124 Khoai-tay-2 Naive 4 28 87 -4.2972972972973 18.4667640613586
125 Khoai-tay-2 Naive 5 31 125 -3.2972972972973 10.8721694667641
126 Khoai-tay-2 Naive 6 62 144 -2.2972972972973 5.27757487216946
127 Khoai-tay-2 Naive 7 87 141 -1.2972972972973 1.68298027757487
128 Khoai-tay-2 Naive 8 105 152 -0.297297297297296 0.0883856829802771
129 Khoai-tay-2 Naive 9 75 148 0.702702702702704 0.493791088385684
130 Khoai-tay-2 Naive 10 101 149 1.7027027027027 2.89919649379109
131 Khoai-tay-2 Naive 11 102 154 2.7027027027027 7.3046018991965
132 Khoai-tay-2 Naive 12 95 144 3.7027027027027 13.7100073046019
133 Khoai-tay-2 Naive 13 77 149 4.7027027027027 22.1154127100073
134 Khoai-tay-2 Naive 14 91 153 5.7027027027027 32.5208181154127
135 OM-2 Naive 0 1 7 -8.2972972972973 68.845142439737
136 OM-2 Naive 1 11 33 -7.2972972972973 53.2505478451424
137 OM-2 Naive 2 19 62 -6.2972972972973 39.6559532505478
138 OM-2 Naive 3 29 117 -5.2972972972973 28.0613586559532
139 OM-2 Naive 4 73 126 -4.2972972972973 18.4667640613586
140 OM-2 Naive 5 53 135 -3.2972972972973 10.8721694667641
141 OM-2 Naive 6 73 138 -2.2972972972973 5.27757487216946
142 OM-2 Naive 7 80 131 -1.2972972972973 1.68298027757487
143 OM-2 Naive 8 91 141 -0.297297297297296 0.0883856829802771
144 OM-2 Naive 9 90 135 0.702702702702704 0.493791088385684
145 OM-2 Naive 10 95 142 1.7027027027027 2.89919649379109
146 OM-2 Naive 11 60 133 2.7027027027027 7.3046018991965
147 OM-2 Naive 12 58 142 3.7027027027027 13.7100073046019
148 Root-beer-1 Electrode-Box-B2 0 11 85 -8.2972972972973 68.845142439737
149 Root-beer-1 Electrode-Box-B2 1 18 76 -7.2972972972973 53.2505478451424
150 Root-beer-1 Electrode-Box-B2 2 40 105 -6.2972972972973 39.6559532505478
151 Root-beer-1 Electrode-Box-B2 3 55 134 -5.2972972972973 28.0613586559532
152 Root-beer-1 Electrode-Box-B2 4 75 136 -4.2972972972973 18.4667640613586
153 Root-beer-1 Electrode-Box-B2 5 64 133 -3.2972972972973 10.8721694667641
154 Root-beer-1 Electrode-Box-B2 6 104 139 -2.2972972972973 5.27757487216946
155 Root-beer-1 Electrode-Box-B2 7 98 148 -1.2972972972973 1.68298027757487
156 Root-beer-1 Electrode-Box-B2 8 81 145 -0.297297297297296 0.0883856829802771
157 Root-beer-1 Electrode-Box-B2 9 89 156 0.702702702702704 0.493791088385684
158 Root-beer-1 Electrode-Box-B2 10 105 158 1.7027027027027 2.89919649379109
159 Root-beer-2 Electrode-Box-A2 0 22 74 -8.2972972972973 68.845142439737
160 Root-beer-2 Electrode-Box-A2 1 31 87 -7.2972972972973 53.2505478451424
161 Root-beer-2 Electrode-Box-A2 2 49 134 -6.2972972972973 39.6559532505478
162 Root-beer-2 Electrode-Box-A2 3 31 89 -5.2972972972973 28.0613586559532
163 Root-beer-2 Electrode-Box-A2 4 60 140 -4.2972972972973 18.4667640613586
164 Root-beer-2 Electrode-Box-A2 5 84 147 -3.2972972972973 10.8721694667641
165 Vu-vuong Naive 0 18 61 -8.2972972972973 68.845142439737
166 Vu-vuong Naive 1 35 91 -7.2972972972973 53.2505478451424
167 Vu-vuong Naive 2 61 127 -6.2972972972973 39.6559532505478
168 Vu-vuong Naive 3 34 146 -5.2972972972973 28.0613586559532
169 Vu-vuong Naive 4 61 141 -4.2972972972973 18.4667640613586
170 Vu-vuong Naive 5 37 151 -3.2972972972973 10.8721694667641
171 Vu-vuong Naive 6 49 131 -2.2972972972973 5.27757487216946
172 Vu-vuong Naive 7 65 149 -1.2972972972973 1.68298027757487
173 Vu-vuong Naive 8 67 141 -0.297297297297296 0.0883856829802771
174 Vu-vuong Naive 9 73 140 0.702702702702704 0.493791088385684
175 Vu-vuong Naive 10 72 131 1.7027027027027 2.89919649379109
176 Vu-vuong Naive 11 89 158 2.7027027027027 7.3046018991965
177 Vu-vuong Naive 12 97 154 3.7027027027027 13.7100073046019
178 Vu-vuong Naive 13 93 145 4.7027027027027 22.1154127100073
179 Vu-vuong Naive 14 75 147 5.7027027027027 32.5208181154127
180 Vu-vuong Naive 15 68 142 6.7027027027027 44.9262235208181
181 Vu-vuong Naive 16 96 162 7.7027027027027 59.3316289262235
182 Vu-vuong Naive 17 68 144 8.7027027027027 75.7370343316289
183 Vu-vuong Naive 18 81 134 9.7027027027027 94.1424397370344
184 Vu-vuong Naive 19 66 144 10.7027027027027 114.54784514244
185 Vu-vuong Naive 20 84 127 11.7027027027027 136.953250547845
186 Vu-vuong Naive 21 66 133 12.7027027027027 161.358655953251
analysis/matlab/derived/mergeNaive_full.csv
+186
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@@ -0,0 +1,186 @@
subject,group,day,success,total,day_c,day_c2
Banh-mi-1,Electrode-Box-B2,0,13,84,-8.2972972972973,68.845142439737
Banh-mi-1,Electrode-Box-B2,1,35,86,-7.2972972972973,53.2505478451424
Banh-mi-1,Electrode-Box-B2,2,47,110,-6.2972972972973,39.6559532505478
Banh-mi-1,Electrode-Box-B2,3,65,140,-5.2972972972973,28.0613586559532
Banh-mi-1,Electrode-Box-B2,4,70,127,-4.2972972972973,18.4667640613586
Banh-mi-1,Electrode-Box-B2,5,102,142,-3.2972972972973,10.8721694667641
Banh-mi-1,Electrode-Box-B2,6,90,131,-2.2972972972973,5.27757487216946
Banh-mi-1,Electrode-Box-B2,7,109,148,-1.2972972972973,1.68298027757487
Banh-mi-1,Electrode-Box-B2,8,104,137,-0.297297297297296,0.0883856829802771
Banh-mi-1,Electrode-Box-B2,9,119,150,0.702702702702704,0.493791088385684
Banh-mi-1,Electrode-Box-B2,10,121,158,1.7027027027027,2.89919649379109
Banh-mi-1,Electrode-Box-B2,11,121,148,2.7027027027027,7.3046018991965
Banh-mi-1,Electrode-Box-B2,12,120,149,3.7027027027027,13.7100073046019
Banh-mi-1,Electrode-Box-B2,13,135,154,4.7027027027027,22.1154127100073
Banh-mi-2,Electrode-Box-A2,0,25,97,-8.2972972972973,68.845142439737
Banh-mi-2,Electrode-Box-A2,1,22,101,-7.2972972972973,53.2505478451424
Banh-mi-2,Electrode-Box-A2,2,22,119,-6.2972972972973,39.6559532505478
Banh-mi-2,Electrode-Box-A2,3,29,118,-5.2972972972973,28.0613586559532
Banh-mi-2,Electrode-Box-A2,4,27,136,-4.2972972972973,18.4667640613586
Banh-mi-2,Electrode-Box-A2,5,43,146,-3.2972972972973,10.8721694667641
Banh-mi-2,Electrode-Box-A2,6,74,146,-2.2972972972973,5.27757487216946
Banh-mi-2,Electrode-Box-A2,7,70,148,-1.2972972972973,1.68298027757487
Banh-mi-2,Electrode-Box-A2,8,65,130,-0.297297297297296,0.0883856829802771
Banh-mi-2,Electrode-Box-A2,9,79,151,0.702702702702704,0.493791088385684
Banh-mi-2,Electrode-Box-A2,10,93,152,1.7027027027027,2.89919649379109
Egg-tart-1,Electrode-Box-B2,0,7,56,-8.2972972972973,68.845142439737
Egg-tart-1,Electrode-Box-B2,1,16,78,-7.2972972972973,53.2505478451424
Egg-tart-1,Electrode-Box-B2,2,23,103,-6.2972972972973,39.6559532505478
Egg-tart-1,Electrode-Box-B2,3,63,120,-5.2972972972973,28.0613586559532
Egg-tart-1,Electrode-Box-B2,4,69,132,-4.2972972972973,18.4667640613586
Egg-tart-1,Electrode-Box-B2,5,83,136,-3.2972972972973,10.8721694667641
Egg-tart-1,Electrode-Box-B2,6,71,142,-2.2972972972973,5.27757487216946
Egg-tart-1,Electrode-Box-B2,7,79,138,-1.2972972972973,1.68298027757487
Egg-tart-1,Electrode-Box-B2,8,98,142,-0.297297297297296,0.0883856829802771
Egg-tart-1,Electrode-Box-B2,9,89,139,0.702702702702704,0.493791088385684
Egg-tart-1,Electrode-Box-B2,10,96,143,1.7027027027027,2.89919649379109
Egg-tart-1,Electrode-Box-B2,11,96,148,2.7027027027027,7.3046018991965
Egg-tart-1,Electrode-Box-B2,12,101,156,3.7027027027027,13.7100073046019
Egg-tart-1,Electrode-Box-B2,13,103,152,4.7027027027027,22.1154127100073
Egg-tart-1,Electrode-Box-B2,14,97,152,5.7027027027027,32.5208181154127
Egg-tart-2,Electrode-Box-A2,0,9,32,-8.2972972972973,68.845142439737
Egg-tart-2,Electrode-Box-A2,1,2,38,-7.2972972972973,53.2505478451424
Egg-tart-2,Electrode-Box-A2,2,31,93,-6.2972972972973,39.6559532505478
Egg-tart-2,Electrode-Box-A2,3,44,101,-5.2972972972973,28.0613586559532
Egg-tart-2,Electrode-Box-A2,4,54,131,-4.2972972972973,18.4667640613586
Egg-tart-2,Electrode-Box-A2,5,84,139,-3.2972972972973,10.8721694667641
Egg-tart-2,Electrode-Box-A2,6,85,145,-2.2972972972973,5.27757487216946
Egg-tart-2,Electrode-Box-A2,7,79,143,-1.2972972972973,1.68298027757487
Egg-tart-2,Electrode-Box-A2,8,76,131,-0.297297297297296,0.0883856829802771
Egg-tart-2,Electrode-Box-A2,9,88,149,0.702702702702704,0.493791088385684
Egg-tart-2,Electrode-Box-A2,10,81,151,1.7027027027027,2.89919649379109
Egg-tart-2,Electrode-Box-A2,11,78,152,2.7027027027027,7.3046018991965
Egg-tart-2,Electrode-Box-A2,12,96,155,3.7027027027027,13.7100073046019
Egg-tart-2,Electrode-Box-A2,13,84,155,4.7027027027027,22.1154127100073
Khoai-lang-1,Electrode-Box-B2,0,3,69,-8.2972972972973,68.845142439737
Khoai-lang-1,Electrode-Box-B2,1,18,97,-7.2972972972973,53.2505478451424
Khoai-lang-1,Electrode-Box-B2,2,27,84,-6.2972972972973,39.6559532505478
Khoai-lang-1,Electrode-Box-B2,3,46,121,-5.2972972972973,28.0613586559532
Khoai-lang-1,Electrode-Box-B2,4,65,143,-4.2972972972973,18.4667640613586
Khoai-lang-1,Electrode-Box-B2,5,76,141,-3.2972972972973,10.8721694667641
Khoai-lang-1,Electrode-Box-B2,6,79,146,-2.2972972972973,5.27757487216946
Khoai-lang-1,Electrode-Box-B2,7,81,153,-1.2972972972973,1.68298027757487
Khoai-lang-1,Electrode-Box-B2,8,98,144,-0.297297297297296,0.0883856829802771
Khoai-lang-1,Electrode-Box-B2,9,101,149,0.702702702702704,0.493791088385684
Khoai-lang-1,Electrode-Box-B2,10,103,150,1.7027027027027,2.89919649379109
Khoai-lang-1,Electrode-Box-B2,11,113,154,2.7027027027027,7.3046018991965
Khoai-lang-1,Electrode-Box-B2,12,117,148,3.7027027027027,13.7100073046019
Khoai-lang-1,Electrode-Box-B2,13,114,146,4.7027027027027,22.1154127100073
Khoai-lang-1,Electrode-Box-B2,14,119,132,5.7027027027027,32.5208181154127
Khoai-lang-1,Electrode-Box-B2,15,111,156,6.7027027027027,44.9262235208181
Khoai-lang-1,Electrode-Box-B2,16,74,156,7.7027027027027,59.3316289262235
Khoai-lang-1,Electrode-Box-B2,17,109,139,8.7027027027027,75.7370343316289
Khoai-lang-1,Electrode-Box-B2,18,88,138,9.7027027027027,94.1424397370344
Khoai-lang-1,Electrode-Box-B2,19,98,140,10.7027027027027,114.54784514244
Khoai-lang-1,Electrode-Box-B2,20,118,153,11.7027027027027,136.953250547845
Khoai-lang-1,Electrode-Box-B2,21,109,146,12.7027027027027,161.358655953251
Khoai-lang-1,Electrode-Box-B2,22,106,141,13.7027027027027,187.764061358656
Khoai-lang-2,Electrode-Box-A2,0,0,0,-8.2972972972973,68.845142439737
Khoai-lang-2,Electrode-Box-A2,1,0,0,-7.2972972972973,53.2505478451424
Khoai-lang-2,Electrode-Box-A2,2,10,47,-6.2972972972973,39.6559532505478
Khoai-lang-2,Electrode-Box-A2,3,11,52,-5.2972972972973,28.0613586559532
Khoai-lang-2,Electrode-Box-A2,4,9,56,-4.2972972972973,18.4667640613586
Khoai-lang-2,Electrode-Box-A2,5,34,95,-3.2972972972973,10.8721694667641
Khoai-lang-2,Electrode-Box-A2,6,21,72,-2.2972972972973,5.27757487216946
Khoai-lang-2,Electrode-Box-A2,7,23,99,-1.2972972972973,1.68298027757487
Khoai-lang-2,Electrode-Box-A2,8,64,136,-0.297297297297296,0.0883856829802771
Khoai-lang-2,Electrode-Box-A2,9,75,131,0.702702702702704,0.493791088385684
Khoai-lang-2,Electrode-Box-A2,10,63,134,1.7027027027027,2.89919649379109
Khoai-lang-2,Electrode-Box-A2,11,59,139,2.7027027027027,7.3046018991965
Khoai-lang-2,Electrode-Box-A2,12,51,129,3.7027027027027,13.7100073046019
Khoai-lang-2,Electrode-Box-A2,13,73,143,4.7027027027027,22.1154127100073
Khoai-lang-2,Electrode-Box-A2,14,82,136,5.7027027027027,32.5208181154127
Khoai-lang-2,Electrode-Box-A2,15,70,145,6.7027027027027,44.9262235208181
Khoai-lang-2,Electrode-Box-A2,16,76,135,7.7027027027027,59.3316289262235
Khoai-lang-2,Electrode-Box-A2,17,76,150,8.7027027027027,75.7370343316289
Khoai-lang-2,Electrode-Box-A2,18,63,122,9.7027027027027,94.1424397370344
Khoai-lang-2,Electrode-Box-A2,19,48,116,10.7027027027027,114.54784514244
Khoai-lang-2,Electrode-Box-A2,20,65,134,11.7027027027027,136.953250547845
Khoai-lang-2,Electrode-Box-A2,21,75,131,12.7027027027027,161.358655953251
Khoai-lang-2,Electrode-Box-A2,22,98,146,13.7027027027027,187.764061358656
Khoai-lang-2,Electrode-Box-A2,23,88,139,14.7027027027027,216.169466764061
Khoai-lang-2,Electrode-Box-A2,24,94,148,15.7027027027027,246.574872169467
Khoai-lang-2,Electrode-Box-A2,25,56,102,16.7027027027027,278.980277574872
Khoai-lang-2,Electrode-Box-A2,26,75,143,17.7027027027027,313.385682980278
Khoai-tay-1,Electrode-Box-A,0,14,62,-8.2972972972973,68.845142439737
Khoai-tay-1,Electrode-Box-A,1,22,83,-7.2972972972973,53.2505478451424
Khoai-tay-1,Electrode-Box-A,2,6,79,-6.2972972972973,39.6559532505478
Khoai-tay-1,Electrode-Box-A,3,28,97,-5.2972972972973,28.0613586559532
Khoai-tay-1,Electrode-Box-A,4,60,134,-4.2972972972973,18.4667640613586
Khoai-tay-1,Electrode-Box-A,5,75,138,-3.2972972972973,10.8721694667641
Khoai-tay-1,Electrode-Box-A,6,81,137,-2.2972972972973,5.27757487216946
Khoai-tay-1,Electrode-Box-A,7,78,147,-1.2972972972973,1.68298027757487
Khoai-tay-1,Electrode-Box-A,8,91,132,-0.297297297297296,0.0883856829802771
Khoai-tay-1,Electrode-Box-A,9,99,146,0.702702702702704,0.493791088385684
Khoai-tay-1,Electrode-Box-A,10,94,143,1.7027027027027,2.89919649379109
Khoai-tay-1,Electrode-Box-A,11,110,156,2.7027027027027,7.3046018991965
Khoai-tay-1,Electrode-Box-A,12,105,143,3.7027027027027,13.7100073046019
Khoai-tay-1,Electrode-Box-A,13,106,153,4.7027027027027,22.1154127100073
Khoai-tay-1,Electrode-Box-A,14,91,152,5.7027027027027,32.5208181154127
Khoai-tay-2,Electrode-Box-A2,1,21,68,-7.2972972972973,53.2505478451424
Khoai-tay-2,Electrode-Box-A2,2,6,79,-6.2972972972973,39.6559532505478
Khoai-tay-2,Electrode-Box-A2,3,0,83,-5.2972972972973,28.0613586559532
Khoai-tay-2,Electrode-Box-A2,4,28,87,-4.2972972972973,18.4667640613586
Khoai-tay-2,Electrode-Box-A2,5,31,125,-3.2972972972973,10.8721694667641
Khoai-tay-2,Electrode-Box-A2,6,62,144,-2.2972972972973,5.27757487216946
Khoai-tay-2,Electrode-Box-A2,7,87,141,-1.2972972972973,1.68298027757487
Khoai-tay-2,Electrode-Box-A2,8,105,152,-0.297297297297296,0.0883856829802771
Khoai-tay-2,Electrode-Box-A2,9,75,148,0.702702702702704,0.493791088385684
Khoai-tay-2,Electrode-Box-A2,10,101,149,1.7027027027027,2.89919649379109
Khoai-tay-2,Electrode-Box-A2,11,102,154,2.7027027027027,7.3046018991965
Khoai-tay-2,Electrode-Box-A2,12,95,144,3.7027027027027,13.7100073046019
Khoai-tay-2,Electrode-Box-A2,13,77,149,4.7027027027027,22.1154127100073
Khoai-tay-2,Electrode-Box-A2,14,91,153,5.7027027027027,32.5208181154127
OM-2,Electrode-Box-A2,0,1,7,-8.2972972972973,68.845142439737
OM-2,Electrode-Box-A2,1,11,33,-7.2972972972973,53.2505478451424
OM-2,Electrode-Box-A2,2,19,62,-6.2972972972973,39.6559532505478
OM-2,Electrode-Box-A2,3,29,117,-5.2972972972973,28.0613586559532
OM-2,Electrode-Box-A2,4,73,126,-4.2972972972973,18.4667640613586
OM-2,Electrode-Box-A2,5,53,135,-3.2972972972973,10.8721694667641
OM-2,Electrode-Box-A2,6,73,138,-2.2972972972973,5.27757487216946
OM-2,Electrode-Box-A2,7,80,131,-1.2972972972973,1.68298027757487
OM-2,Electrode-Box-A2,8,91,141,-0.297297297297296,0.0883856829802771
OM-2,Electrode-Box-A2,9,90,135,0.702702702702704,0.493791088385684
OM-2,Electrode-Box-A2,10,95,142,1.7027027027027,2.89919649379109
OM-2,Electrode-Box-A2,11,60,133,2.7027027027027,7.3046018991965
OM-2,Electrode-Box-A2,12,58,142,3.7027027027027,13.7100073046019
Root-beer-1,Electrode-Box-B2,0,11,85,-8.2972972972973,68.845142439737
Root-beer-1,Electrode-Box-B2,1,18,76,-7.2972972972973,53.2505478451424
Root-beer-1,Electrode-Box-B2,2,40,105,-6.2972972972973,39.6559532505478
Root-beer-1,Electrode-Box-B2,3,55,134,-5.2972972972973,28.0613586559532
Root-beer-1,Electrode-Box-B2,4,75,136,-4.2972972972973,18.4667640613586
Root-beer-1,Electrode-Box-B2,5,64,133,-3.2972972972973,10.8721694667641
Root-beer-1,Electrode-Box-B2,6,104,139,-2.2972972972973,5.27757487216946
Root-beer-1,Electrode-Box-B2,7,98,148,-1.2972972972973,1.68298027757487
Root-beer-1,Electrode-Box-B2,8,81,145,-0.297297297297296,0.0883856829802771
Root-beer-1,Electrode-Box-B2,9,89,156,0.702702702702704,0.493791088385684
Root-beer-1,Electrode-Box-B2,10,105,158,1.7027027027027,2.89919649379109
Root-beer-2,Electrode-Box-A2,0,22,74,-8.2972972972973,68.845142439737
Root-beer-2,Electrode-Box-A2,1,31,87,-7.2972972972973,53.2505478451424
Root-beer-2,Electrode-Box-A2,2,49,134,-6.2972972972973,39.6559532505478
Root-beer-2,Electrode-Box-A2,3,31,89,-5.2972972972973,28.0613586559532
Root-beer-2,Electrode-Box-A2,4,60,140,-4.2972972972973,18.4667640613586
Root-beer-2,Electrode-Box-A2,5,84,147,-3.2972972972973,10.8721694667641
Vu-vuong,Electrode-Box-A2,0,18,61,-8.2972972972973,68.845142439737
Vu-vuong,Electrode-Box-A2,1,35,91,-7.2972972972973,53.2505478451424
Vu-vuong,Electrode-Box-A2,2,61,127,-6.2972972972973,39.6559532505478
Vu-vuong,Electrode-Box-A2,3,34,146,-5.2972972972973,28.0613586559532
Vu-vuong,Electrode-Box-A2,4,61,141,-4.2972972972973,18.4667640613586
Vu-vuong,Electrode-Box-A2,5,37,151,-3.2972972972973,10.8721694667641
Vu-vuong,Electrode-Box-A2,6,49,131,-2.2972972972973,5.27757487216946
Vu-vuong,Electrode-Box-A2,7,65,149,-1.2972972972973,1.68298027757487
Vu-vuong,Electrode-Box-A2,8,67,141,-0.297297297297296,0.0883856829802771
Vu-vuong,Electrode-Box-A2,9,73,140,0.702702702702704,0.493791088385684
Vu-vuong,Electrode-Box-A2,10,72,131,1.7027027027027,2.89919649379109
Vu-vuong,Electrode-Box-A2,11,89,158,2.7027027027027,7.3046018991965
Vu-vuong,Electrode-Box-A2,12,97,154,3.7027027027027,13.7100073046019
Vu-vuong,Electrode-Box-A2,13,93,145,4.7027027027027,22.1154127100073
Vu-vuong,Electrode-Box-A2,14,75,147,5.7027027027027,32.5208181154127
Vu-vuong,Electrode-Box-A2,15,68,142,6.7027027027027,44.9262235208181
Vu-vuong,Electrode-Box-A2,16,96,162,7.7027027027027,59.3316289262235
Vu-vuong,Electrode-Box-A2,17,68,144,8.7027027027027,75.7370343316289
Vu-vuong,Electrode-Box-A2,18,81,134,9.7027027027027,94.1424397370344
Vu-vuong,Electrode-Box-A2,19,66,144,10.7027027027027,114.54784514244
Vu-vuong,Electrode-Box-A2,20,84,127,11.7027027027027,136.953250547845
Vu-vuong,Electrode-Box-A2,21,66,133,12.7027027027027,161.358655953251
1 subject group day success total day_c day_c2
2 Banh-mi-1 Electrode-Box-B2 0 13 84 -8.2972972972973 68.845142439737
3 Banh-mi-1 Electrode-Box-B2 1 35 86 -7.2972972972973 53.2505478451424
4 Banh-mi-1 Electrode-Box-B2 2 47 110 -6.2972972972973 39.6559532505478
5 Banh-mi-1 Electrode-Box-B2 3 65 140 -5.2972972972973 28.0613586559532
6 Banh-mi-1 Electrode-Box-B2 4 70 127 -4.2972972972973 18.4667640613586
7 Banh-mi-1 Electrode-Box-B2 5 102 142 -3.2972972972973 10.8721694667641
8 Banh-mi-1 Electrode-Box-B2 6 90 131 -2.2972972972973 5.27757487216946
9 Banh-mi-1 Electrode-Box-B2 7 109 148 -1.2972972972973 1.68298027757487
10 Banh-mi-1 Electrode-Box-B2 8 104 137 -0.297297297297296 0.0883856829802771
11 Banh-mi-1 Electrode-Box-B2 9 119 150 0.702702702702704 0.493791088385684
12 Banh-mi-1 Electrode-Box-B2 10 121 158 1.7027027027027 2.89919649379109
13 Banh-mi-1 Electrode-Box-B2 11 121 148 2.7027027027027 7.3046018991965
14 Banh-mi-1 Electrode-Box-B2 12 120 149 3.7027027027027 13.7100073046019
15 Banh-mi-1 Electrode-Box-B2 13 135 154 4.7027027027027 22.1154127100073
16 Banh-mi-2 Electrode-Box-A2 0 25 97 -8.2972972972973 68.845142439737
17 Banh-mi-2 Electrode-Box-A2 1 22 101 -7.2972972972973 53.2505478451424
18 Banh-mi-2 Electrode-Box-A2 2 22 119 -6.2972972972973 39.6559532505478
19 Banh-mi-2 Electrode-Box-A2 3 29 118 -5.2972972972973 28.0613586559532
20 Banh-mi-2 Electrode-Box-A2 4 27 136 -4.2972972972973 18.4667640613586
21 Banh-mi-2 Electrode-Box-A2 5 43 146 -3.2972972972973 10.8721694667641
22 Banh-mi-2 Electrode-Box-A2 6 74 146 -2.2972972972973 5.27757487216946
23 Banh-mi-2 Electrode-Box-A2 7 70 148 -1.2972972972973 1.68298027757487
24 Banh-mi-2 Electrode-Box-A2 8 65 130 -0.297297297297296 0.0883856829802771
25 Banh-mi-2 Electrode-Box-A2 9 79 151 0.702702702702704 0.493791088385684
26 Banh-mi-2 Electrode-Box-A2 10 93 152 1.7027027027027 2.89919649379109
27 Egg-tart-1 Electrode-Box-B2 0 7 56 -8.2972972972973 68.845142439737
28 Egg-tart-1 Electrode-Box-B2 1 16 78 -7.2972972972973 53.2505478451424
29 Egg-tart-1 Electrode-Box-B2 2 23 103 -6.2972972972973 39.6559532505478
30 Egg-tart-1 Electrode-Box-B2 3 63 120 -5.2972972972973 28.0613586559532
31 Egg-tart-1 Electrode-Box-B2 4 69 132 -4.2972972972973 18.4667640613586
32 Egg-tart-1 Electrode-Box-B2 5 83 136 -3.2972972972973 10.8721694667641
33 Egg-tart-1 Electrode-Box-B2 6 71 142 -2.2972972972973 5.27757487216946
34 Egg-tart-1 Electrode-Box-B2 7 79 138 -1.2972972972973 1.68298027757487
35 Egg-tart-1 Electrode-Box-B2 8 98 142 -0.297297297297296 0.0883856829802771
36 Egg-tart-1 Electrode-Box-B2 9 89 139 0.702702702702704 0.493791088385684
37 Egg-tart-1 Electrode-Box-B2 10 96 143 1.7027027027027 2.89919649379109
38 Egg-tart-1 Electrode-Box-B2 11 96 148 2.7027027027027 7.3046018991965
39 Egg-tart-1 Electrode-Box-B2 12 101 156 3.7027027027027 13.7100073046019
40 Egg-tart-1 Electrode-Box-B2 13 103 152 4.7027027027027 22.1154127100073
41 Egg-tart-1 Electrode-Box-B2 14 97 152 5.7027027027027 32.5208181154127
42 Egg-tart-2 Electrode-Box-A2 0 9 32 -8.2972972972973 68.845142439737
43 Egg-tart-2 Electrode-Box-A2 1 2 38 -7.2972972972973 53.2505478451424
44 Egg-tart-2 Electrode-Box-A2 2 31 93 -6.2972972972973 39.6559532505478
45 Egg-tart-2 Electrode-Box-A2 3 44 101 -5.2972972972973 28.0613586559532
46 Egg-tart-2 Electrode-Box-A2 4 54 131 -4.2972972972973 18.4667640613586
47 Egg-tart-2 Electrode-Box-A2 5 84 139 -3.2972972972973 10.8721694667641
48 Egg-tart-2 Electrode-Box-A2 6 85 145 -2.2972972972973 5.27757487216946
49 Egg-tart-2 Electrode-Box-A2 7 79 143 -1.2972972972973 1.68298027757487
50 Egg-tart-2 Electrode-Box-A2 8 76 131 -0.297297297297296 0.0883856829802771
51 Egg-tart-2 Electrode-Box-A2 9 88 149 0.702702702702704 0.493791088385684
52 Egg-tart-2 Electrode-Box-A2 10 81 151 1.7027027027027 2.89919649379109
53 Egg-tart-2 Electrode-Box-A2 11 78 152 2.7027027027027 7.3046018991965
54 Egg-tart-2 Electrode-Box-A2 12 96 155 3.7027027027027 13.7100073046019
55 Egg-tart-2 Electrode-Box-A2 13 84 155 4.7027027027027 22.1154127100073
56 Khoai-lang-1 Electrode-Box-B2 0 3 69 -8.2972972972973 68.845142439737
57 Khoai-lang-1 Electrode-Box-B2 1 18 97 -7.2972972972973 53.2505478451424
58 Khoai-lang-1 Electrode-Box-B2 2 27 84 -6.2972972972973 39.6559532505478
59 Khoai-lang-1 Electrode-Box-B2 3 46 121 -5.2972972972973 28.0613586559532
60 Khoai-lang-1 Electrode-Box-B2 4 65 143 -4.2972972972973 18.4667640613586
61 Khoai-lang-1 Electrode-Box-B2 5 76 141 -3.2972972972973 10.8721694667641
62 Khoai-lang-1 Electrode-Box-B2 6 79 146 -2.2972972972973 5.27757487216946
63 Khoai-lang-1 Electrode-Box-B2 7 81 153 -1.2972972972973 1.68298027757487
64 Khoai-lang-1 Electrode-Box-B2 8 98 144 -0.297297297297296 0.0883856829802771
65 Khoai-lang-1 Electrode-Box-B2 9 101 149 0.702702702702704 0.493791088385684
66 Khoai-lang-1 Electrode-Box-B2 10 103 150 1.7027027027027 2.89919649379109
67 Khoai-lang-1 Electrode-Box-B2 11 113 154 2.7027027027027 7.3046018991965
68 Khoai-lang-1 Electrode-Box-B2 12 117 148 3.7027027027027 13.7100073046019
69 Khoai-lang-1 Electrode-Box-B2 13 114 146 4.7027027027027 22.1154127100073
70 Khoai-lang-1 Electrode-Box-B2 14 119 132 5.7027027027027 32.5208181154127
71 Khoai-lang-1 Electrode-Box-B2 15 111 156 6.7027027027027 44.9262235208181
72 Khoai-lang-1 Electrode-Box-B2 16 74 156 7.7027027027027 59.3316289262235
73 Khoai-lang-1 Electrode-Box-B2 17 109 139 8.7027027027027 75.7370343316289
74 Khoai-lang-1 Electrode-Box-B2 18 88 138 9.7027027027027 94.1424397370344
75 Khoai-lang-1 Electrode-Box-B2 19 98 140 10.7027027027027 114.54784514244
76 Khoai-lang-1 Electrode-Box-B2 20 118 153 11.7027027027027 136.953250547845
77 Khoai-lang-1 Electrode-Box-B2 21 109 146 12.7027027027027 161.358655953251
78 Khoai-lang-1 Electrode-Box-B2 22 106 141 13.7027027027027 187.764061358656
79 Khoai-lang-2 Electrode-Box-A2 0 0 0 -8.2972972972973 68.845142439737
80 Khoai-lang-2 Electrode-Box-A2 1 0 0 -7.2972972972973 53.2505478451424
81 Khoai-lang-2 Electrode-Box-A2 2 10 47 -6.2972972972973 39.6559532505478
82 Khoai-lang-2 Electrode-Box-A2 3 11 52 -5.2972972972973 28.0613586559532
83 Khoai-lang-2 Electrode-Box-A2 4 9 56 -4.2972972972973 18.4667640613586
84 Khoai-lang-2 Electrode-Box-A2 5 34 95 -3.2972972972973 10.8721694667641
85 Khoai-lang-2 Electrode-Box-A2 6 21 72 -2.2972972972973 5.27757487216946
86 Khoai-lang-2 Electrode-Box-A2 7 23 99 -1.2972972972973 1.68298027757487
87 Khoai-lang-2 Electrode-Box-A2 8 64 136 -0.297297297297296 0.0883856829802771
88 Khoai-lang-2 Electrode-Box-A2 9 75 131 0.702702702702704 0.493791088385684
89 Khoai-lang-2 Electrode-Box-A2 10 63 134 1.7027027027027 2.89919649379109
90 Khoai-lang-2 Electrode-Box-A2 11 59 139 2.7027027027027 7.3046018991965
91 Khoai-lang-2 Electrode-Box-A2 12 51 129 3.7027027027027 13.7100073046019
92 Khoai-lang-2 Electrode-Box-A2 13 73 143 4.7027027027027 22.1154127100073
93 Khoai-lang-2 Electrode-Box-A2 14 82 136 5.7027027027027 32.5208181154127
94 Khoai-lang-2 Electrode-Box-A2 15 70 145 6.7027027027027 44.9262235208181
95 Khoai-lang-2 Electrode-Box-A2 16 76 135 7.7027027027027 59.3316289262235
96 Khoai-lang-2 Electrode-Box-A2 17 76 150 8.7027027027027 75.7370343316289
97 Khoai-lang-2 Electrode-Box-A2 18 63 122 9.7027027027027 94.1424397370344
98 Khoai-lang-2 Electrode-Box-A2 19 48 116 10.7027027027027 114.54784514244
99 Khoai-lang-2 Electrode-Box-A2 20 65 134 11.7027027027027 136.953250547845
100 Khoai-lang-2 Electrode-Box-A2 21 75 131 12.7027027027027 161.358655953251
101 Khoai-lang-2 Electrode-Box-A2 22 98 146 13.7027027027027 187.764061358656
102 Khoai-lang-2 Electrode-Box-A2 23 88 139 14.7027027027027 216.169466764061
103 Khoai-lang-2 Electrode-Box-A2 24 94 148 15.7027027027027 246.574872169467
104 Khoai-lang-2 Electrode-Box-A2 25 56 102 16.7027027027027 278.980277574872
105 Khoai-lang-2 Electrode-Box-A2 26 75 143 17.7027027027027 313.385682980278
106 Khoai-tay-1 Electrode-Box-A 0 14 62 -8.2972972972973 68.845142439737
107 Khoai-tay-1 Electrode-Box-A 1 22 83 -7.2972972972973 53.2505478451424
108 Khoai-tay-1 Electrode-Box-A 2 6 79 -6.2972972972973 39.6559532505478
109 Khoai-tay-1 Electrode-Box-A 3 28 97 -5.2972972972973 28.0613586559532
110 Khoai-tay-1 Electrode-Box-A 4 60 134 -4.2972972972973 18.4667640613586
111 Khoai-tay-1 Electrode-Box-A 5 75 138 -3.2972972972973 10.8721694667641
112 Khoai-tay-1 Electrode-Box-A 6 81 137 -2.2972972972973 5.27757487216946
113 Khoai-tay-1 Electrode-Box-A 7 78 147 -1.2972972972973 1.68298027757487
114 Khoai-tay-1 Electrode-Box-A 8 91 132 -0.297297297297296 0.0883856829802771
115 Khoai-tay-1 Electrode-Box-A 9 99 146 0.702702702702704 0.493791088385684
116 Khoai-tay-1 Electrode-Box-A 10 94 143 1.7027027027027 2.89919649379109
117 Khoai-tay-1 Electrode-Box-A 11 110 156 2.7027027027027 7.3046018991965
118 Khoai-tay-1 Electrode-Box-A 12 105 143 3.7027027027027 13.7100073046019
119 Khoai-tay-1 Electrode-Box-A 13 106 153 4.7027027027027 22.1154127100073
120 Khoai-tay-1 Electrode-Box-A 14 91 152 5.7027027027027 32.5208181154127
121 Khoai-tay-2 Electrode-Box-A2 1 21 68 -7.2972972972973 53.2505478451424
122 Khoai-tay-2 Electrode-Box-A2 2 6 79 -6.2972972972973 39.6559532505478
123 Khoai-tay-2 Electrode-Box-A2 3 0 83 -5.2972972972973 28.0613586559532
124 Khoai-tay-2 Electrode-Box-A2 4 28 87 -4.2972972972973 18.4667640613586
125 Khoai-tay-2 Electrode-Box-A2 5 31 125 -3.2972972972973 10.8721694667641
126 Khoai-tay-2 Electrode-Box-A2 6 62 144 -2.2972972972973 5.27757487216946
127 Khoai-tay-2 Electrode-Box-A2 7 87 141 -1.2972972972973 1.68298027757487
128 Khoai-tay-2 Electrode-Box-A2 8 105 152 -0.297297297297296 0.0883856829802771
129 Khoai-tay-2 Electrode-Box-A2 9 75 148 0.702702702702704 0.493791088385684
130 Khoai-tay-2 Electrode-Box-A2 10 101 149 1.7027027027027 2.89919649379109
131 Khoai-tay-2 Electrode-Box-A2 11 102 154 2.7027027027027 7.3046018991965
132 Khoai-tay-2 Electrode-Box-A2 12 95 144 3.7027027027027 13.7100073046019
133 Khoai-tay-2 Electrode-Box-A2 13 77 149 4.7027027027027 22.1154127100073
134 Khoai-tay-2 Electrode-Box-A2 14 91 153 5.7027027027027 32.5208181154127
135 OM-2 Electrode-Box-A2 0 1 7 -8.2972972972973 68.845142439737
136 OM-2 Electrode-Box-A2 1 11 33 -7.2972972972973 53.2505478451424
137 OM-2 Electrode-Box-A2 2 19 62 -6.2972972972973 39.6559532505478
138 OM-2 Electrode-Box-A2 3 29 117 -5.2972972972973 28.0613586559532
139 OM-2 Electrode-Box-A2 4 73 126 -4.2972972972973 18.4667640613586
140 OM-2 Electrode-Box-A2 5 53 135 -3.2972972972973 10.8721694667641
141 OM-2 Electrode-Box-A2 6 73 138 -2.2972972972973 5.27757487216946
142 OM-2 Electrode-Box-A2 7 80 131 -1.2972972972973 1.68298027757487
143 OM-2 Electrode-Box-A2 8 91 141 -0.297297297297296 0.0883856829802771
144 OM-2 Electrode-Box-A2 9 90 135 0.702702702702704 0.493791088385684
145 OM-2 Electrode-Box-A2 10 95 142 1.7027027027027 2.89919649379109
146 OM-2 Electrode-Box-A2 11 60 133 2.7027027027027 7.3046018991965
147 OM-2 Electrode-Box-A2 12 58 142 3.7027027027027 13.7100073046019
148 Root-beer-1 Electrode-Box-B2 0 11 85 -8.2972972972973 68.845142439737
149 Root-beer-1 Electrode-Box-B2 1 18 76 -7.2972972972973 53.2505478451424
150 Root-beer-1 Electrode-Box-B2 2 40 105 -6.2972972972973 39.6559532505478
151 Root-beer-1 Electrode-Box-B2 3 55 134 -5.2972972972973 28.0613586559532
152 Root-beer-1 Electrode-Box-B2 4 75 136 -4.2972972972973 18.4667640613586
153 Root-beer-1 Electrode-Box-B2 5 64 133 -3.2972972972973 10.8721694667641
154 Root-beer-1 Electrode-Box-B2 6 104 139 -2.2972972972973 5.27757487216946
155 Root-beer-1 Electrode-Box-B2 7 98 148 -1.2972972972973 1.68298027757487
156 Root-beer-1 Electrode-Box-B2 8 81 145 -0.297297297297296 0.0883856829802771
157 Root-beer-1 Electrode-Box-B2 9 89 156 0.702702702702704 0.493791088385684
158 Root-beer-1 Electrode-Box-B2 10 105 158 1.7027027027027 2.89919649379109
159 Root-beer-2 Electrode-Box-A2 0 22 74 -8.2972972972973 68.845142439737
160 Root-beer-2 Electrode-Box-A2 1 31 87 -7.2972972972973 53.2505478451424
161 Root-beer-2 Electrode-Box-A2 2 49 134 -6.2972972972973 39.6559532505478
162 Root-beer-2 Electrode-Box-A2 3 31 89 -5.2972972972973 28.0613586559532
163 Root-beer-2 Electrode-Box-A2 4 60 140 -4.2972972972973 18.4667640613586
164 Root-beer-2 Electrode-Box-A2 5 84 147 -3.2972972972973 10.8721694667641
165 Vu-vuong Electrode-Box-A2 0 18 61 -8.2972972972973 68.845142439737
166 Vu-vuong Electrode-Box-A2 1 35 91 -7.2972972972973 53.2505478451424
167 Vu-vuong Electrode-Box-A2 2 61 127 -6.2972972972973 39.6559532505478
168 Vu-vuong Electrode-Box-A2 3 34 146 -5.2972972972973 28.0613586559532
169 Vu-vuong Electrode-Box-A2 4 61 141 -4.2972972972973 18.4667640613586
170 Vu-vuong Electrode-Box-A2 5 37 151 -3.2972972972973 10.8721694667641
171 Vu-vuong Electrode-Box-A2 6 49 131 -2.2972972972973 5.27757487216946
172 Vu-vuong Electrode-Box-A2 7 65 149 -1.2972972972973 1.68298027757487
173 Vu-vuong Electrode-Box-A2 8 67 141 -0.297297297297296 0.0883856829802771
174 Vu-vuong Electrode-Box-A2 9 73 140 0.702702702702704 0.493791088385684
175 Vu-vuong Electrode-Box-A2 10 72 131 1.7027027027027 2.89919649379109
176 Vu-vuong Electrode-Box-A2 11 89 158 2.7027027027027 7.3046018991965
177 Vu-vuong Electrode-Box-A2 12 97 154 3.7027027027027 13.7100073046019
178 Vu-vuong Electrode-Box-A2 13 93 145 4.7027027027027 22.1154127100073
179 Vu-vuong Electrode-Box-A2 14 75 147 5.7027027027027 32.5208181154127
180 Vu-vuong Electrode-Box-A2 15 68 142 6.7027027027027 44.9262235208181
181 Vu-vuong Electrode-Box-A2 16 96 162 7.7027027027027 59.3316289262235
182 Vu-vuong Electrode-Box-A2 17 68 144 8.7027027027027 75.7370343316289
183 Vu-vuong Electrode-Box-A2 18 81 134 9.7027027027027 94.1424397370344
184 Vu-vuong Electrode-Box-A2 19 66 144 10.7027027027027 114.54784514244
185 Vu-vuong Electrode-Box-A2 20 84 127 11.7027027027027 136.953250547845
186 Vu-vuong Electrode-Box-A2 21 66 133 12.7027027027027 161.358655953251
analysis/matlab/derived/unmerged_d0_10.csv
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subject,group,day,success,total,day_c,day_c2
Banh-mi-1,Electrode-Box-B2,0,13,84,-4.92063492063492,24.2126480221718
Banh-mi-1,Electrode-Box-B2,1,35,86,-3.92063492063492,15.371378180902
Banh-mi-1,Electrode-Box-B2,2,47,110,-2.92063492063492,8.53010833963215
Banh-mi-1,Electrode-Box-B2,3,65,140,-1.92063492063492,3.68883849836231
Banh-mi-1,Electrode-Box-B2,4,70,127,-0.920634920634921,0.847568657092467
Banh-mi-1,Electrode-Box-B2,5,102,142,0.0793650793650791,0.0062988158226253
Banh-mi-1,Electrode-Box-B2,6,90,131,1.07936507936508,1.16502897455278
Banh-mi-1,Electrode-Box-B2,7,109,148,2.07936507936508,4.32375913328294
Banh-mi-1,Electrode-Box-B2,8,104,137,3.07936507936508,9.4824892920131
Banh-mi-1,Electrode-Box-B2,9,119,150,4.07936507936508,16.6412194507433
Banh-mi-1,Electrode-Box-B2,10,121,158,5.07936507936508,25.7999496094734
Banh-mi-2,Electrode-Box-A2,0,25,97,-4.92063492063492,24.2126480221718
Banh-mi-2,Electrode-Box-A2,1,22,101,-3.92063492063492,15.371378180902
Banh-mi-2,Electrode-Box-A2,2,22,119,-2.92063492063492,8.53010833963215
Banh-mi-2,Electrode-Box-A2,3,29,118,-1.92063492063492,3.68883849836231
Banh-mi-2,Electrode-Box-A2,4,27,136,-0.920634920634921,0.847568657092467
Banh-mi-2,Electrode-Box-A2,5,43,146,0.0793650793650791,0.0062988158226253
Banh-mi-2,Electrode-Box-A2,6,74,146,1.07936507936508,1.16502897455278
Banh-mi-2,Electrode-Box-A2,7,70,148,2.07936507936508,4.32375913328294
Banh-mi-2,Electrode-Box-A2,8,65,130,3.07936507936508,9.4824892920131
Banh-mi-2,Electrode-Box-A2,9,79,151,4.07936507936508,16.6412194507433
Banh-mi-2,Electrode-Box-A2,10,93,152,5.07936507936508,25.7999496094734
Egg-tart-1,Electrode-Box-B2,0,7,56,-4.92063492063492,24.2126480221718
Egg-tart-1,Electrode-Box-B2,1,16,78,-3.92063492063492,15.371378180902
Egg-tart-1,Electrode-Box-B2,2,23,103,-2.92063492063492,8.53010833963215
Egg-tart-1,Electrode-Box-B2,3,63,120,-1.92063492063492,3.68883849836231
Egg-tart-1,Electrode-Box-B2,4,69,132,-0.920634920634921,0.847568657092467
Egg-tart-1,Electrode-Box-B2,5,83,136,0.0793650793650791,0.0062988158226253
Egg-tart-1,Electrode-Box-B2,6,71,142,1.07936507936508,1.16502897455278
Egg-tart-1,Electrode-Box-B2,7,79,138,2.07936507936508,4.32375913328294
Egg-tart-1,Electrode-Box-B2,8,98,142,3.07936507936508,9.4824892920131
Egg-tart-1,Electrode-Box-B2,9,89,139,4.07936507936508,16.6412194507433
Egg-tart-1,Electrode-Box-B2,10,96,143,5.07936507936508,25.7999496094734
Egg-tart-2,Electrode-Box-A2,0,9,32,-4.92063492063492,24.2126480221718
Egg-tart-2,Electrode-Box-A2,1,2,38,-3.92063492063492,15.371378180902
Egg-tart-2,Electrode-Box-A2,2,31,93,-2.92063492063492,8.53010833963215
Egg-tart-2,Electrode-Box-A2,3,44,101,-1.92063492063492,3.68883849836231
Egg-tart-2,Electrode-Box-A2,4,54,131,-0.920634920634921,0.847568657092467
Egg-tart-2,Electrode-Box-A2,5,84,139,0.0793650793650791,0.0062988158226253
Egg-tart-2,Electrode-Box-A2,6,85,145,1.07936507936508,1.16502897455278
Egg-tart-2,Electrode-Box-A2,7,79,143,2.07936507936508,4.32375913328294
Egg-tart-2,Electrode-Box-A2,8,76,131,3.07936507936508,9.4824892920131
Egg-tart-2,Electrode-Box-A2,9,88,149,4.07936507936508,16.6412194507433
Egg-tart-2,Electrode-Box-A2,10,81,151,5.07936507936508,25.7999496094734
Khoai-lang-1,Right-Electrode,0,3,69,-4.92063492063492,24.2126480221718
Khoai-lang-1,Right-Electrode,1,18,97,-3.92063492063492,15.371378180902
Khoai-lang-1,Right-Electrode,2,27,84,-2.92063492063492,8.53010833963215
Khoai-lang-1,Right-Electrode,3,46,121,-1.92063492063492,3.68883849836231
Khoai-lang-1,Right-Electrode,4,65,143,-0.920634920634921,0.847568657092467
Khoai-lang-1,Right-Electrode,5,76,141,0.0793650793650791,0.0062988158226253
Khoai-lang-1,Right-Electrode,6,79,146,1.07936507936508,1.16502897455278
Khoai-lang-1,Right-Electrode,7,81,153,2.07936507936508,4.32375913328294
Khoai-lang-1,Right-Electrode,8,98,144,3.07936507936508,9.4824892920131
Khoai-lang-1,Right-Electrode,9,101,149,4.07936507936508,16.6412194507433
Khoai-lang-1,Right-Electrode,10,103,150,5.07936507936508,25.7999496094734
Khoai-lang-2,Naive,0,0,0,-4.92063492063492,24.2126480221718
Khoai-lang-2,Naive,1,0,0,-3.92063492063492,15.371378180902
Khoai-lang-2,Naive,2,10,47,-2.92063492063492,8.53010833963215
Khoai-lang-2,Naive,3,11,52,-1.92063492063492,3.68883849836231
Khoai-lang-2,Naive,4,9,56,-0.920634920634921,0.847568657092467
Khoai-lang-2,Naive,5,34,95,0.0793650793650791,0.0062988158226253
Khoai-lang-2,Naive,6,21,72,1.07936507936508,1.16502897455278
Khoai-lang-2,Naive,7,23,99,2.07936507936508,4.32375913328294
Khoai-lang-2,Naive,8,64,136,3.07936507936508,9.4824892920131
Khoai-lang-2,Naive,9,75,131,4.07936507936508,16.6412194507433
Khoai-lang-2,Naive,10,63,134,5.07936507936508,25.7999496094734
Khoai-tay-1,Electrode-Box-A,0,14,62,-4.92063492063492,24.2126480221718
Khoai-tay-1,Electrode-Box-A,1,22,83,-3.92063492063492,15.371378180902
Khoai-tay-1,Electrode-Box-A,2,6,79,-2.92063492063492,8.53010833963215
Khoai-tay-1,Electrode-Box-A,3,28,97,-1.92063492063492,3.68883849836231
Khoai-tay-1,Electrode-Box-A,4,60,134,-0.920634920634921,0.847568657092467
Khoai-tay-1,Electrode-Box-A,5,75,138,0.0793650793650791,0.0062988158226253
Khoai-tay-1,Electrode-Box-A,6,81,137,1.07936507936508,1.16502897455278
Khoai-tay-1,Electrode-Box-A,7,78,147,2.07936507936508,4.32375913328294
Khoai-tay-1,Electrode-Box-A,8,91,132,3.07936507936508,9.4824892920131
Khoai-tay-1,Electrode-Box-A,9,99,146,4.07936507936508,16.6412194507433
Khoai-tay-1,Electrode-Box-A,10,94,143,5.07936507936508,25.7999496094734
Khoai-tay-2,Naive,1,21,68,-3.92063492063492,15.371378180902
Khoai-tay-2,Naive,2,6,79,-2.92063492063492,8.53010833963215
Khoai-tay-2,Naive,3,0,83,-1.92063492063492,3.68883849836231
Khoai-tay-2,Naive,4,28,87,-0.920634920634921,0.847568657092467
Khoai-tay-2,Naive,5,31,125,0.0793650793650791,0.0062988158226253
Khoai-tay-2,Naive,6,62,144,1.07936507936508,1.16502897455278
Khoai-tay-2,Naive,7,87,141,2.07936507936508,4.32375913328294
Khoai-tay-2,Naive,8,105,152,3.07936507936508,9.4824892920131
Khoai-tay-2,Naive,9,75,148,4.07936507936508,16.6412194507433
Khoai-tay-2,Naive,10,101,149,5.07936507936508,25.7999496094734
OM-2,Naive,0,1,7,-4.92063492063492,24.2126480221718
OM-2,Naive,1,11,33,-3.92063492063492,15.371378180902
OM-2,Naive,2,19,62,-2.92063492063492,8.53010833963215
OM-2,Naive,3,29,117,-1.92063492063492,3.68883849836231
OM-2,Naive,4,73,126,-0.920634920634921,0.847568657092467
OM-2,Naive,5,53,135,0.0793650793650791,0.0062988158226253
OM-2,Naive,6,73,138,1.07936507936508,1.16502897455278
OM-2,Naive,7,80,131,2.07936507936508,4.32375913328294
OM-2,Naive,8,91,141,3.07936507936508,9.4824892920131
OM-2,Naive,9,90,135,4.07936507936508,16.6412194507433
OM-2,Naive,10,95,142,5.07936507936508,25.7999496094734
Root-beer-1,Electrode-Box-B2,0,11,85,-4.92063492063492,24.2126480221718
Root-beer-1,Electrode-Box-B2,1,18,76,-3.92063492063492,15.371378180902
Root-beer-1,Electrode-Box-B2,2,40,105,-2.92063492063492,8.53010833963215
Root-beer-1,Electrode-Box-B2,3,55,134,-1.92063492063492,3.68883849836231
Root-beer-1,Electrode-Box-B2,4,75,136,-0.920634920634921,0.847568657092467
Root-beer-1,Electrode-Box-B2,5,64,133,0.0793650793650791,0.0062988158226253
Root-beer-1,Electrode-Box-B2,6,104,139,1.07936507936508,1.16502897455278
Root-beer-1,Electrode-Box-B2,7,98,148,2.07936507936508,4.32375913328294
Root-beer-1,Electrode-Box-B2,8,81,145,3.07936507936508,9.4824892920131
Root-beer-1,Electrode-Box-B2,9,89,156,4.07936507936508,16.6412194507433
Root-beer-1,Electrode-Box-B2,10,105,158,5.07936507936508,25.7999496094734
Root-beer-2,Electrode-Box-A2,0,22,74,-4.92063492063492,24.2126480221718
Root-beer-2,Electrode-Box-A2,1,31,87,-3.92063492063492,15.371378180902
Root-beer-2,Electrode-Box-A2,2,49,134,-2.92063492063492,8.53010833963215
Root-beer-2,Electrode-Box-A2,3,31,89,-1.92063492063492,3.68883849836231
Root-beer-2,Electrode-Box-A2,4,60,140,-0.920634920634921,0.847568657092467
Root-beer-2,Electrode-Box-A2,5,84,147,0.0793650793650791,0.0062988158226253
Vu-vuong,Naive,0,18,61,-4.92063492063492,24.2126480221718
Vu-vuong,Naive,1,35,91,-3.92063492063492,15.371378180902
Vu-vuong,Naive,2,61,127,-2.92063492063492,8.53010833963215
Vu-vuong,Naive,3,34,146,-1.92063492063492,3.68883849836231
Vu-vuong,Naive,4,61,141,-0.920634920634921,0.847568657092467
Vu-vuong,Naive,5,37,151,0.0793650793650791,0.0062988158226253
Vu-vuong,Naive,6,49,131,1.07936507936508,1.16502897455278
Vu-vuong,Naive,7,65,149,2.07936507936508,4.32375913328294
Vu-vuong,Naive,8,67,141,3.07936507936508,9.4824892920131
Vu-vuong,Naive,9,73,140,4.07936507936508,16.6412194507433
Vu-vuong,Naive,10,72,131,5.07936507936508,25.7999496094734
1 subject group day success total day_c day_c2
2 Banh-mi-1 Electrode-Box-B2 0 13 84 -4.92063492063492 24.2126480221718
3 Banh-mi-1 Electrode-Box-B2 1 35 86 -3.92063492063492 15.371378180902
4 Banh-mi-1 Electrode-Box-B2 2 47 110 -2.92063492063492 8.53010833963215
5 Banh-mi-1 Electrode-Box-B2 3 65 140 -1.92063492063492 3.68883849836231
6 Banh-mi-1 Electrode-Box-B2 4 70 127 -0.920634920634921 0.847568657092467
7 Banh-mi-1 Electrode-Box-B2 5 102 142 0.0793650793650791 0.0062988158226253
8 Banh-mi-1 Electrode-Box-B2 6 90 131 1.07936507936508 1.16502897455278
9 Banh-mi-1 Electrode-Box-B2 7 109 148 2.07936507936508 4.32375913328294
10 Banh-mi-1 Electrode-Box-B2 8 104 137 3.07936507936508 9.4824892920131
11 Banh-mi-1 Electrode-Box-B2 9 119 150 4.07936507936508 16.6412194507433
12 Banh-mi-1 Electrode-Box-B2 10 121 158 5.07936507936508 25.7999496094734
13 Banh-mi-2 Electrode-Box-A2 0 25 97 -4.92063492063492 24.2126480221718
14 Banh-mi-2 Electrode-Box-A2 1 22 101 -3.92063492063492 15.371378180902
15 Banh-mi-2 Electrode-Box-A2 2 22 119 -2.92063492063492 8.53010833963215
16 Banh-mi-2 Electrode-Box-A2 3 29 118 -1.92063492063492 3.68883849836231
17 Banh-mi-2 Electrode-Box-A2 4 27 136 -0.920634920634921 0.847568657092467
18 Banh-mi-2 Electrode-Box-A2 5 43 146 0.0793650793650791 0.0062988158226253
19 Banh-mi-2 Electrode-Box-A2 6 74 146 1.07936507936508 1.16502897455278
20 Banh-mi-2 Electrode-Box-A2 7 70 148 2.07936507936508 4.32375913328294
21 Banh-mi-2 Electrode-Box-A2 8 65 130 3.07936507936508 9.4824892920131
22 Banh-mi-2 Electrode-Box-A2 9 79 151 4.07936507936508 16.6412194507433
23 Banh-mi-2 Electrode-Box-A2 10 93 152 5.07936507936508 25.7999496094734
24 Egg-tart-1 Electrode-Box-B2 0 7 56 -4.92063492063492 24.2126480221718
25 Egg-tart-1 Electrode-Box-B2 1 16 78 -3.92063492063492 15.371378180902
26 Egg-tart-1 Electrode-Box-B2 2 23 103 -2.92063492063492 8.53010833963215
27 Egg-tart-1 Electrode-Box-B2 3 63 120 -1.92063492063492 3.68883849836231
28 Egg-tart-1 Electrode-Box-B2 4 69 132 -0.920634920634921 0.847568657092467
29 Egg-tart-1 Electrode-Box-B2 5 83 136 0.0793650793650791 0.0062988158226253
30 Egg-tart-1 Electrode-Box-B2 6 71 142 1.07936507936508 1.16502897455278
31 Egg-tart-1 Electrode-Box-B2 7 79 138 2.07936507936508 4.32375913328294
32 Egg-tart-1 Electrode-Box-B2 8 98 142 3.07936507936508 9.4824892920131
33 Egg-tart-1 Electrode-Box-B2 9 89 139 4.07936507936508 16.6412194507433
34 Egg-tart-1 Electrode-Box-B2 10 96 143 5.07936507936508 25.7999496094734
35 Egg-tart-2 Electrode-Box-A2 0 9 32 -4.92063492063492 24.2126480221718
36 Egg-tart-2 Electrode-Box-A2 1 2 38 -3.92063492063492 15.371378180902
37 Egg-tart-2 Electrode-Box-A2 2 31 93 -2.92063492063492 8.53010833963215
38 Egg-tart-2 Electrode-Box-A2 3 44 101 -1.92063492063492 3.68883849836231
39 Egg-tart-2 Electrode-Box-A2 4 54 131 -0.920634920634921 0.847568657092467
40 Egg-tart-2 Electrode-Box-A2 5 84 139 0.0793650793650791 0.0062988158226253
41 Egg-tart-2 Electrode-Box-A2 6 85 145 1.07936507936508 1.16502897455278
42 Egg-tart-2 Electrode-Box-A2 7 79 143 2.07936507936508 4.32375913328294
43 Egg-tart-2 Electrode-Box-A2 8 76 131 3.07936507936508 9.4824892920131
44 Egg-tart-2 Electrode-Box-A2 9 88 149 4.07936507936508 16.6412194507433
45 Egg-tart-2 Electrode-Box-A2 10 81 151 5.07936507936508 25.7999496094734
46 Khoai-lang-1 Right-Electrode 0 3 69 -4.92063492063492 24.2126480221718
47 Khoai-lang-1 Right-Electrode 1 18 97 -3.92063492063492 15.371378180902
48 Khoai-lang-1 Right-Electrode 2 27 84 -2.92063492063492 8.53010833963215
49 Khoai-lang-1 Right-Electrode 3 46 121 -1.92063492063492 3.68883849836231
50 Khoai-lang-1 Right-Electrode 4 65 143 -0.920634920634921 0.847568657092467
51 Khoai-lang-1 Right-Electrode 5 76 141 0.0793650793650791 0.0062988158226253
52 Khoai-lang-1 Right-Electrode 6 79 146 1.07936507936508 1.16502897455278
53 Khoai-lang-1 Right-Electrode 7 81 153 2.07936507936508 4.32375913328294
54 Khoai-lang-1 Right-Electrode 8 98 144 3.07936507936508 9.4824892920131
55 Khoai-lang-1 Right-Electrode 9 101 149 4.07936507936508 16.6412194507433
56 Khoai-lang-1 Right-Electrode 10 103 150 5.07936507936508 25.7999496094734
57 Khoai-lang-2 Naive 0 0 0 -4.92063492063492 24.2126480221718
58 Khoai-lang-2 Naive 1 0 0 -3.92063492063492 15.371378180902
59 Khoai-lang-2 Naive 2 10 47 -2.92063492063492 8.53010833963215
60 Khoai-lang-2 Naive 3 11 52 -1.92063492063492 3.68883849836231
61 Khoai-lang-2 Naive 4 9 56 -0.920634920634921 0.847568657092467
62 Khoai-lang-2 Naive 5 34 95 0.0793650793650791 0.0062988158226253
63 Khoai-lang-2 Naive 6 21 72 1.07936507936508 1.16502897455278
64 Khoai-lang-2 Naive 7 23 99 2.07936507936508 4.32375913328294
65 Khoai-lang-2 Naive 8 64 136 3.07936507936508 9.4824892920131
66 Khoai-lang-2 Naive 9 75 131 4.07936507936508 16.6412194507433
67 Khoai-lang-2 Naive 10 63 134 5.07936507936508 25.7999496094734
68 Khoai-tay-1 Electrode-Box-A 0 14 62 -4.92063492063492 24.2126480221718
69 Khoai-tay-1 Electrode-Box-A 1 22 83 -3.92063492063492 15.371378180902
70 Khoai-tay-1 Electrode-Box-A 2 6 79 -2.92063492063492 8.53010833963215
71 Khoai-tay-1 Electrode-Box-A 3 28 97 -1.92063492063492 3.68883849836231
72 Khoai-tay-1 Electrode-Box-A 4 60 134 -0.920634920634921 0.847568657092467
73 Khoai-tay-1 Electrode-Box-A 5 75 138 0.0793650793650791 0.0062988158226253
74 Khoai-tay-1 Electrode-Box-A 6 81 137 1.07936507936508 1.16502897455278
75 Khoai-tay-1 Electrode-Box-A 7 78 147 2.07936507936508 4.32375913328294
76 Khoai-tay-1 Electrode-Box-A 8 91 132 3.07936507936508 9.4824892920131
77 Khoai-tay-1 Electrode-Box-A 9 99 146 4.07936507936508 16.6412194507433
78 Khoai-tay-1 Electrode-Box-A 10 94 143 5.07936507936508 25.7999496094734
79 Khoai-tay-2 Naive 1 21 68 -3.92063492063492 15.371378180902
80 Khoai-tay-2 Naive 2 6 79 -2.92063492063492 8.53010833963215
81 Khoai-tay-2 Naive 3 0 83 -1.92063492063492 3.68883849836231
82 Khoai-tay-2 Naive 4 28 87 -0.920634920634921 0.847568657092467
83 Khoai-tay-2 Naive 5 31 125 0.0793650793650791 0.0062988158226253
84 Khoai-tay-2 Naive 6 62 144 1.07936507936508 1.16502897455278
85 Khoai-tay-2 Naive 7 87 141 2.07936507936508 4.32375913328294
86 Khoai-tay-2 Naive 8 105 152 3.07936507936508 9.4824892920131
87 Khoai-tay-2 Naive 9 75 148 4.07936507936508 16.6412194507433
88 Khoai-tay-2 Naive 10 101 149 5.07936507936508 25.7999496094734
89 OM-2 Naive 0 1 7 -4.92063492063492 24.2126480221718
90 OM-2 Naive 1 11 33 -3.92063492063492 15.371378180902
91 OM-2 Naive 2 19 62 -2.92063492063492 8.53010833963215
92 OM-2 Naive 3 29 117 -1.92063492063492 3.68883849836231
93 OM-2 Naive 4 73 126 -0.920634920634921 0.847568657092467
94 OM-2 Naive 5 53 135 0.0793650793650791 0.0062988158226253
95 OM-2 Naive 6 73 138 1.07936507936508 1.16502897455278
96 OM-2 Naive 7 80 131 2.07936507936508 4.32375913328294
97 OM-2 Naive 8 91 141 3.07936507936508 9.4824892920131
98 OM-2 Naive 9 90 135 4.07936507936508 16.6412194507433
99 OM-2 Naive 10 95 142 5.07936507936508 25.7999496094734
100 Root-beer-1 Electrode-Box-B2 0 11 85 -4.92063492063492 24.2126480221718
101 Root-beer-1 Electrode-Box-B2 1 18 76 -3.92063492063492 15.371378180902
102 Root-beer-1 Electrode-Box-B2 2 40 105 -2.92063492063492 8.53010833963215
103 Root-beer-1 Electrode-Box-B2 3 55 134 -1.92063492063492 3.68883849836231
104 Root-beer-1 Electrode-Box-B2 4 75 136 -0.920634920634921 0.847568657092467
105 Root-beer-1 Electrode-Box-B2 5 64 133 0.0793650793650791 0.0062988158226253
106 Root-beer-1 Electrode-Box-B2 6 104 139 1.07936507936508 1.16502897455278
107 Root-beer-1 Electrode-Box-B2 7 98 148 2.07936507936508 4.32375913328294
108 Root-beer-1 Electrode-Box-B2 8 81 145 3.07936507936508 9.4824892920131
109 Root-beer-1 Electrode-Box-B2 9 89 156 4.07936507936508 16.6412194507433
110 Root-beer-1 Electrode-Box-B2 10 105 158 5.07936507936508 25.7999496094734
111 Root-beer-2 Electrode-Box-A2 0 22 74 -4.92063492063492 24.2126480221718
112 Root-beer-2 Electrode-Box-A2 1 31 87 -3.92063492063492 15.371378180902
113 Root-beer-2 Electrode-Box-A2 2 49 134 -2.92063492063492 8.53010833963215
114 Root-beer-2 Electrode-Box-A2 3 31 89 -1.92063492063492 3.68883849836231
115 Root-beer-2 Electrode-Box-A2 4 60 140 -0.920634920634921 0.847568657092467
116 Root-beer-2 Electrode-Box-A2 5 84 147 0.0793650793650791 0.0062988158226253
117 Vu-vuong Naive 0 18 61 -4.92063492063492 24.2126480221718
118 Vu-vuong Naive 1 35 91 -3.92063492063492 15.371378180902
119 Vu-vuong Naive 2 61 127 -2.92063492063492 8.53010833963215
120 Vu-vuong Naive 3 34 146 -1.92063492063492 3.68883849836231
121 Vu-vuong Naive 4 61 141 -0.920634920634921 0.847568657092467
122 Vu-vuong Naive 5 37 151 0.0793650793650791 0.0062988158226253
123 Vu-vuong Naive 6 49 131 1.07936507936508 1.16502897455278
124 Vu-vuong Naive 7 65 149 2.07936507936508 4.32375913328294
125 Vu-vuong Naive 8 67 141 3.07936507936508 9.4824892920131
126 Vu-vuong Naive 9 73 140 4.07936507936508 16.6412194507433
127 Vu-vuong Naive 10 72 131 5.07936507936508 25.7999496094734
analysis/matlab/derived/unmerged_d0_13.csv
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subject,group,day,success,total,day_c,day_c2
Banh-mi-1,Electrode-Box-B2,0,13,84,-6.125,37.515625
Banh-mi-1,Electrode-Box-B2,1,35,86,-5.125,26.265625
Banh-mi-1,Electrode-Box-B2,2,47,110,-4.125,17.015625
Banh-mi-1,Electrode-Box-B2,3,65,140,-3.125,9.765625
Banh-mi-1,Electrode-Box-B2,4,70,127,-2.125,4.515625
Banh-mi-1,Electrode-Box-B2,5,102,142,-1.125,1.265625
Banh-mi-1,Electrode-Box-B2,6,90,131,-0.125,0.015625
Banh-mi-1,Electrode-Box-B2,7,109,148,0.875,0.765625
Banh-mi-1,Electrode-Box-B2,8,104,137,1.875,3.515625
Banh-mi-1,Electrode-Box-B2,9,119,150,2.875,8.265625
Banh-mi-1,Electrode-Box-B2,10,121,158,3.875,15.015625
Banh-mi-1,Electrode-Box-B2,11,121,148,4.875,23.765625
Banh-mi-1,Electrode-Box-B2,12,120,149,5.875,34.515625
Banh-mi-1,Electrode-Box-B2,13,135,154,6.875,47.265625
Banh-mi-2,Electrode-Box-A2,0,25,97,-6.125,37.515625
Banh-mi-2,Electrode-Box-A2,1,22,101,-5.125,26.265625
Banh-mi-2,Electrode-Box-A2,2,22,119,-4.125,17.015625
Banh-mi-2,Electrode-Box-A2,3,29,118,-3.125,9.765625
Banh-mi-2,Electrode-Box-A2,4,27,136,-2.125,4.515625
Banh-mi-2,Electrode-Box-A2,5,43,146,-1.125,1.265625
Banh-mi-2,Electrode-Box-A2,6,74,146,-0.125,0.015625
Banh-mi-2,Electrode-Box-A2,7,70,148,0.875,0.765625
Banh-mi-2,Electrode-Box-A2,8,65,130,1.875,3.515625
Banh-mi-2,Electrode-Box-A2,9,79,151,2.875,8.265625
Banh-mi-2,Electrode-Box-A2,10,93,152,3.875,15.015625
Egg-tart-1,Electrode-Box-B2,0,7,56,-6.125,37.515625
Egg-tart-1,Electrode-Box-B2,1,16,78,-5.125,26.265625
Egg-tart-1,Electrode-Box-B2,2,23,103,-4.125,17.015625
Egg-tart-1,Electrode-Box-B2,3,63,120,-3.125,9.765625
Egg-tart-1,Electrode-Box-B2,4,69,132,-2.125,4.515625
Egg-tart-1,Electrode-Box-B2,5,83,136,-1.125,1.265625
Egg-tart-1,Electrode-Box-B2,6,71,142,-0.125,0.015625
Egg-tart-1,Electrode-Box-B2,7,79,138,0.875,0.765625
Egg-tart-1,Electrode-Box-B2,8,98,142,1.875,3.515625
Egg-tart-1,Electrode-Box-B2,9,89,139,2.875,8.265625
Egg-tart-1,Electrode-Box-B2,10,96,143,3.875,15.015625
Egg-tart-1,Electrode-Box-B2,11,96,148,4.875,23.765625
Egg-tart-1,Electrode-Box-B2,12,101,156,5.875,34.515625
Egg-tart-1,Electrode-Box-B2,13,103,152,6.875,47.265625
Egg-tart-2,Electrode-Box-A2,0,9,32,-6.125,37.515625
Egg-tart-2,Electrode-Box-A2,1,2,38,-5.125,26.265625
Egg-tart-2,Electrode-Box-A2,2,31,93,-4.125,17.015625
Egg-tart-2,Electrode-Box-A2,3,44,101,-3.125,9.765625
Egg-tart-2,Electrode-Box-A2,4,54,131,-2.125,4.515625
Egg-tart-2,Electrode-Box-A2,5,84,139,-1.125,1.265625
Egg-tart-2,Electrode-Box-A2,6,85,145,-0.125,0.015625
Egg-tart-2,Electrode-Box-A2,7,79,143,0.875,0.765625
Egg-tart-2,Electrode-Box-A2,8,76,131,1.875,3.515625
Egg-tart-2,Electrode-Box-A2,9,88,149,2.875,8.265625
Egg-tart-2,Electrode-Box-A2,10,81,151,3.875,15.015625
Egg-tart-2,Electrode-Box-A2,11,78,152,4.875,23.765625
Egg-tart-2,Electrode-Box-A2,12,96,155,5.875,34.515625
Egg-tart-2,Electrode-Box-A2,13,84,155,6.875,47.265625
Khoai-lang-1,Right-Electrode,0,3,69,-6.125,37.515625
Khoai-lang-1,Right-Electrode,1,18,97,-5.125,26.265625
Khoai-lang-1,Right-Electrode,2,27,84,-4.125,17.015625
Khoai-lang-1,Right-Electrode,3,46,121,-3.125,9.765625
Khoai-lang-1,Right-Electrode,4,65,143,-2.125,4.515625
Khoai-lang-1,Right-Electrode,5,76,141,-1.125,1.265625
Khoai-lang-1,Right-Electrode,6,79,146,-0.125,0.015625
Khoai-lang-1,Right-Electrode,7,81,153,0.875,0.765625
Khoai-lang-1,Right-Electrode,8,98,144,1.875,3.515625
Khoai-lang-1,Right-Electrode,9,101,149,2.875,8.265625
Khoai-lang-1,Right-Electrode,10,103,150,3.875,15.015625
Khoai-lang-1,Right-Electrode,11,113,154,4.875,23.765625
Khoai-lang-1,Right-Electrode,12,117,148,5.875,34.515625
Khoai-lang-1,Right-Electrode,13,114,146,6.875,47.265625
Khoai-lang-2,Naive,0,0,0,-6.125,37.515625
Khoai-lang-2,Naive,1,0,0,-5.125,26.265625
Khoai-lang-2,Naive,2,10,47,-4.125,17.015625
Khoai-lang-2,Naive,3,11,52,-3.125,9.765625
Khoai-lang-2,Naive,4,9,56,-2.125,4.515625
Khoai-lang-2,Naive,5,34,95,-1.125,1.265625
Khoai-lang-2,Naive,6,21,72,-0.125,0.015625
Khoai-lang-2,Naive,7,23,99,0.875,0.765625
Khoai-lang-2,Naive,8,64,136,1.875,3.515625
Khoai-lang-2,Naive,9,75,131,2.875,8.265625
Khoai-lang-2,Naive,10,63,134,3.875,15.015625
Khoai-lang-2,Naive,11,59,139,4.875,23.765625
Khoai-lang-2,Naive,12,51,129,5.875,34.515625
Khoai-lang-2,Naive,13,73,143,6.875,47.265625
Khoai-tay-1,Electrode-Box-A,0,14,62,-6.125,37.515625
Khoai-tay-1,Electrode-Box-A,1,22,83,-5.125,26.265625
Khoai-tay-1,Electrode-Box-A,2,6,79,-4.125,17.015625
Khoai-tay-1,Electrode-Box-A,3,28,97,-3.125,9.765625
Khoai-tay-1,Electrode-Box-A,4,60,134,-2.125,4.515625
Khoai-tay-1,Electrode-Box-A,5,75,138,-1.125,1.265625
Khoai-tay-1,Electrode-Box-A,6,81,137,-0.125,0.015625
Khoai-tay-1,Electrode-Box-A,7,78,147,0.875,0.765625
Khoai-tay-1,Electrode-Box-A,8,91,132,1.875,3.515625
Khoai-tay-1,Electrode-Box-A,9,99,146,2.875,8.265625
Khoai-tay-1,Electrode-Box-A,10,94,143,3.875,15.015625
Khoai-tay-1,Electrode-Box-A,11,110,156,4.875,23.765625
Khoai-tay-1,Electrode-Box-A,12,105,143,5.875,34.515625
Khoai-tay-1,Electrode-Box-A,13,106,153,6.875,47.265625
Khoai-tay-2,Naive,1,21,68,-5.125,26.265625
Khoai-tay-2,Naive,2,6,79,-4.125,17.015625
Khoai-tay-2,Naive,3,0,83,-3.125,9.765625
Khoai-tay-2,Naive,4,28,87,-2.125,4.515625
Khoai-tay-2,Naive,5,31,125,-1.125,1.265625
Khoai-tay-2,Naive,6,62,144,-0.125,0.015625
Khoai-tay-2,Naive,7,87,141,0.875,0.765625
Khoai-tay-2,Naive,8,105,152,1.875,3.515625
Khoai-tay-2,Naive,9,75,148,2.875,8.265625
Khoai-tay-2,Naive,10,101,149,3.875,15.015625
Khoai-tay-2,Naive,11,102,154,4.875,23.765625
Khoai-tay-2,Naive,12,95,144,5.875,34.515625
Khoai-tay-2,Naive,13,77,149,6.875,47.265625
OM-2,Naive,0,1,7,-6.125,37.515625
OM-2,Naive,1,11,33,-5.125,26.265625
OM-2,Naive,2,19,62,-4.125,17.015625
OM-2,Naive,3,29,117,-3.125,9.765625
OM-2,Naive,4,73,126,-2.125,4.515625
OM-2,Naive,5,53,135,-1.125,1.265625
OM-2,Naive,6,73,138,-0.125,0.015625
OM-2,Naive,7,80,131,0.875,0.765625
OM-2,Naive,8,91,141,1.875,3.515625
OM-2,Naive,9,90,135,2.875,8.265625
OM-2,Naive,10,95,142,3.875,15.015625
OM-2,Naive,11,60,133,4.875,23.765625
OM-2,Naive,12,58,142,5.875,34.515625
Root-beer-1,Electrode-Box-B2,0,11,85,-6.125,37.515625
Root-beer-1,Electrode-Box-B2,1,18,76,-5.125,26.265625
Root-beer-1,Electrode-Box-B2,2,40,105,-4.125,17.015625
Root-beer-1,Electrode-Box-B2,3,55,134,-3.125,9.765625
Root-beer-1,Electrode-Box-B2,4,75,136,-2.125,4.515625
Root-beer-1,Electrode-Box-B2,5,64,133,-1.125,1.265625
Root-beer-1,Electrode-Box-B2,6,104,139,-0.125,0.015625
Root-beer-1,Electrode-Box-B2,7,98,148,0.875,0.765625
Root-beer-1,Electrode-Box-B2,8,81,145,1.875,3.515625
Root-beer-1,Electrode-Box-B2,9,89,156,2.875,8.265625
Root-beer-1,Electrode-Box-B2,10,105,158,3.875,15.015625
Root-beer-2,Electrode-Box-A2,0,22,74,-6.125,37.515625
Root-beer-2,Electrode-Box-A2,1,31,87,-5.125,26.265625
Root-beer-2,Electrode-Box-A2,2,49,134,-4.125,17.015625
Root-beer-2,Electrode-Box-A2,3,31,89,-3.125,9.765625
Root-beer-2,Electrode-Box-A2,4,60,140,-2.125,4.515625
Root-beer-2,Electrode-Box-A2,5,84,147,-1.125,1.265625
Vu-vuong,Naive,0,18,61,-6.125,37.515625
Vu-vuong,Naive,1,35,91,-5.125,26.265625
Vu-vuong,Naive,2,61,127,-4.125,17.015625
Vu-vuong,Naive,3,34,146,-3.125,9.765625
Vu-vuong,Naive,4,61,141,-2.125,4.515625
Vu-vuong,Naive,5,37,151,-1.125,1.265625
Vu-vuong,Naive,6,49,131,-0.125,0.015625
Vu-vuong,Naive,7,65,149,0.875,0.765625
Vu-vuong,Naive,8,67,141,1.875,3.515625
Vu-vuong,Naive,9,73,140,2.875,8.265625
Vu-vuong,Naive,10,72,131,3.875,15.015625
Vu-vuong,Naive,11,89,158,4.875,23.765625
Vu-vuong,Naive,12,97,154,5.875,34.515625
Vu-vuong,Naive,13,93,145,6.875,47.265625
1 subject group day success total day_c day_c2
2 Banh-mi-1 Electrode-Box-B2 0 13 84 -6.125 37.515625
3 Banh-mi-1 Electrode-Box-B2 1 35 86 -5.125 26.265625
4 Banh-mi-1 Electrode-Box-B2 2 47 110 -4.125 17.015625
5 Banh-mi-1 Electrode-Box-B2 3 65 140 -3.125 9.765625
6 Banh-mi-1 Electrode-Box-B2 4 70 127 -2.125 4.515625
7 Banh-mi-1 Electrode-Box-B2 5 102 142 -1.125 1.265625
8 Banh-mi-1 Electrode-Box-B2 6 90 131 -0.125 0.015625
9 Banh-mi-1 Electrode-Box-B2 7 109 148 0.875 0.765625
10 Banh-mi-1 Electrode-Box-B2 8 104 137 1.875 3.515625
11 Banh-mi-1 Electrode-Box-B2 9 119 150 2.875 8.265625
12 Banh-mi-1 Electrode-Box-B2 10 121 158 3.875 15.015625
13 Banh-mi-1 Electrode-Box-B2 11 121 148 4.875 23.765625
14 Banh-mi-1 Electrode-Box-B2 12 120 149 5.875 34.515625
15 Banh-mi-1 Electrode-Box-B2 13 135 154 6.875 47.265625
16 Banh-mi-2 Electrode-Box-A2 0 25 97 -6.125 37.515625
17 Banh-mi-2 Electrode-Box-A2 1 22 101 -5.125 26.265625
18 Banh-mi-2 Electrode-Box-A2 2 22 119 -4.125 17.015625
19 Banh-mi-2 Electrode-Box-A2 3 29 118 -3.125 9.765625
20 Banh-mi-2 Electrode-Box-A2 4 27 136 -2.125 4.515625
21 Banh-mi-2 Electrode-Box-A2 5 43 146 -1.125 1.265625
22 Banh-mi-2 Electrode-Box-A2 6 74 146 -0.125 0.015625
23 Banh-mi-2 Electrode-Box-A2 7 70 148 0.875 0.765625
24 Banh-mi-2 Electrode-Box-A2 8 65 130 1.875 3.515625
25 Banh-mi-2 Electrode-Box-A2 9 79 151 2.875 8.265625
26 Banh-mi-2 Electrode-Box-A2 10 93 152 3.875 15.015625
27 Egg-tart-1 Electrode-Box-B2 0 7 56 -6.125 37.515625
28 Egg-tart-1 Electrode-Box-B2 1 16 78 -5.125 26.265625
29 Egg-tart-1 Electrode-Box-B2 2 23 103 -4.125 17.015625
30 Egg-tart-1 Electrode-Box-B2 3 63 120 -3.125 9.765625
31 Egg-tart-1 Electrode-Box-B2 4 69 132 -2.125 4.515625
32 Egg-tart-1 Electrode-Box-B2 5 83 136 -1.125 1.265625
33 Egg-tart-1 Electrode-Box-B2 6 71 142 -0.125 0.015625
34 Egg-tart-1 Electrode-Box-B2 7 79 138 0.875 0.765625
35 Egg-tart-1 Electrode-Box-B2 8 98 142 1.875 3.515625
36 Egg-tart-1 Electrode-Box-B2 9 89 139 2.875 8.265625
37 Egg-tart-1 Electrode-Box-B2 10 96 143 3.875 15.015625
38 Egg-tart-1 Electrode-Box-B2 11 96 148 4.875 23.765625
39 Egg-tart-1 Electrode-Box-B2 12 101 156 5.875 34.515625
40 Egg-tart-1 Electrode-Box-B2 13 103 152 6.875 47.265625
41 Egg-tart-2 Electrode-Box-A2 0 9 32 -6.125 37.515625
42 Egg-tart-2 Electrode-Box-A2 1 2 38 -5.125 26.265625
43 Egg-tart-2 Electrode-Box-A2 2 31 93 -4.125 17.015625
44 Egg-tart-2 Electrode-Box-A2 3 44 101 -3.125 9.765625
45 Egg-tart-2 Electrode-Box-A2 4 54 131 -2.125 4.515625
46 Egg-tart-2 Electrode-Box-A2 5 84 139 -1.125 1.265625
47 Egg-tart-2 Electrode-Box-A2 6 85 145 -0.125 0.015625
48 Egg-tart-2 Electrode-Box-A2 7 79 143 0.875 0.765625
49 Egg-tart-2 Electrode-Box-A2 8 76 131 1.875 3.515625
50 Egg-tart-2 Electrode-Box-A2 9 88 149 2.875 8.265625
51 Egg-tart-2 Electrode-Box-A2 10 81 151 3.875 15.015625
52 Egg-tart-2 Electrode-Box-A2 11 78 152 4.875 23.765625
53 Egg-tart-2 Electrode-Box-A2 12 96 155 5.875 34.515625
54 Egg-tart-2 Electrode-Box-A2 13 84 155 6.875 47.265625
55 Khoai-lang-1 Right-Electrode 0 3 69 -6.125 37.515625
56 Khoai-lang-1 Right-Electrode 1 18 97 -5.125 26.265625
57 Khoai-lang-1 Right-Electrode 2 27 84 -4.125 17.015625
58 Khoai-lang-1 Right-Electrode 3 46 121 -3.125 9.765625
59 Khoai-lang-1 Right-Electrode 4 65 143 -2.125 4.515625
60 Khoai-lang-1 Right-Electrode 5 76 141 -1.125 1.265625
61 Khoai-lang-1 Right-Electrode 6 79 146 -0.125 0.015625
62 Khoai-lang-1 Right-Electrode 7 81 153 0.875 0.765625
63 Khoai-lang-1 Right-Electrode 8 98 144 1.875 3.515625
64 Khoai-lang-1 Right-Electrode 9 101 149 2.875 8.265625
65 Khoai-lang-1 Right-Electrode 10 103 150 3.875 15.015625
66 Khoai-lang-1 Right-Electrode 11 113 154 4.875 23.765625
67 Khoai-lang-1 Right-Electrode 12 117 148 5.875 34.515625
68 Khoai-lang-1 Right-Electrode 13 114 146 6.875 47.265625
69 Khoai-lang-2 Naive 0 0 0 -6.125 37.515625
70 Khoai-lang-2 Naive 1 0 0 -5.125 26.265625
71 Khoai-lang-2 Naive 2 10 47 -4.125 17.015625
72 Khoai-lang-2 Naive 3 11 52 -3.125 9.765625
73 Khoai-lang-2 Naive 4 9 56 -2.125 4.515625
74 Khoai-lang-2 Naive 5 34 95 -1.125 1.265625
75 Khoai-lang-2 Naive 6 21 72 -0.125 0.015625
76 Khoai-lang-2 Naive 7 23 99 0.875 0.765625
77 Khoai-lang-2 Naive 8 64 136 1.875 3.515625
78 Khoai-lang-2 Naive 9 75 131 2.875 8.265625
79 Khoai-lang-2 Naive 10 63 134 3.875 15.015625
80 Khoai-lang-2 Naive 11 59 139 4.875 23.765625
81 Khoai-lang-2 Naive 12 51 129 5.875 34.515625
82 Khoai-lang-2 Naive 13 73 143 6.875 47.265625
83 Khoai-tay-1 Electrode-Box-A 0 14 62 -6.125 37.515625
84 Khoai-tay-1 Electrode-Box-A 1 22 83 -5.125 26.265625
85 Khoai-tay-1 Electrode-Box-A 2 6 79 -4.125 17.015625
86 Khoai-tay-1 Electrode-Box-A 3 28 97 -3.125 9.765625
87 Khoai-tay-1 Electrode-Box-A 4 60 134 -2.125 4.515625
88 Khoai-tay-1 Electrode-Box-A 5 75 138 -1.125 1.265625
89 Khoai-tay-1 Electrode-Box-A 6 81 137 -0.125 0.015625
90 Khoai-tay-1 Electrode-Box-A 7 78 147 0.875 0.765625
91 Khoai-tay-1 Electrode-Box-A 8 91 132 1.875 3.515625
92 Khoai-tay-1 Electrode-Box-A 9 99 146 2.875 8.265625
93 Khoai-tay-1 Electrode-Box-A 10 94 143 3.875 15.015625
94 Khoai-tay-1 Electrode-Box-A 11 110 156 4.875 23.765625
95 Khoai-tay-1 Electrode-Box-A 12 105 143 5.875 34.515625
96 Khoai-tay-1 Electrode-Box-A 13 106 153 6.875 47.265625
97 Khoai-tay-2 Naive 1 21 68 -5.125 26.265625
98 Khoai-tay-2 Naive 2 6 79 -4.125 17.015625
99 Khoai-tay-2 Naive 3 0 83 -3.125 9.765625
100 Khoai-tay-2 Naive 4 28 87 -2.125 4.515625
101 Khoai-tay-2 Naive 5 31 125 -1.125 1.265625
102 Khoai-tay-2 Naive 6 62 144 -0.125 0.015625
103 Khoai-tay-2 Naive 7 87 141 0.875 0.765625
104 Khoai-tay-2 Naive 8 105 152 1.875 3.515625
105 Khoai-tay-2 Naive 9 75 148 2.875 8.265625
106 Khoai-tay-2 Naive 10 101 149 3.875 15.015625
107 Khoai-tay-2 Naive 11 102 154 4.875 23.765625
108 Khoai-tay-2 Naive 12 95 144 5.875 34.515625
109 Khoai-tay-2 Naive 13 77 149 6.875 47.265625
110 OM-2 Naive 0 1 7 -6.125 37.515625
111 OM-2 Naive 1 11 33 -5.125 26.265625
112 OM-2 Naive 2 19 62 -4.125 17.015625
113 OM-2 Naive 3 29 117 -3.125 9.765625
114 OM-2 Naive 4 73 126 -2.125 4.515625
115 OM-2 Naive 5 53 135 -1.125 1.265625
116 OM-2 Naive 6 73 138 -0.125 0.015625
117 OM-2 Naive 7 80 131 0.875 0.765625
118 OM-2 Naive 8 91 141 1.875 3.515625
119 OM-2 Naive 9 90 135 2.875 8.265625
120 OM-2 Naive 10 95 142 3.875 15.015625
121 OM-2 Naive 11 60 133 4.875 23.765625
122 OM-2 Naive 12 58 142 5.875 34.515625
123 Root-beer-1 Electrode-Box-B2 0 11 85 -6.125 37.515625
124 Root-beer-1 Electrode-Box-B2 1 18 76 -5.125 26.265625
125 Root-beer-1 Electrode-Box-B2 2 40 105 -4.125 17.015625
126 Root-beer-1 Electrode-Box-B2 3 55 134 -3.125 9.765625
127 Root-beer-1 Electrode-Box-B2 4 75 136 -2.125 4.515625
128 Root-beer-1 Electrode-Box-B2 5 64 133 -1.125 1.265625
129 Root-beer-1 Electrode-Box-B2 6 104 139 -0.125 0.015625
130 Root-beer-1 Electrode-Box-B2 7 98 148 0.875 0.765625
131 Root-beer-1 Electrode-Box-B2 8 81 145 1.875 3.515625
132 Root-beer-1 Electrode-Box-B2 9 89 156 2.875 8.265625
133 Root-beer-1 Electrode-Box-B2 10 105 158 3.875 15.015625
134 Root-beer-2 Electrode-Box-A2 0 22 74 -6.125 37.515625
135 Root-beer-2 Electrode-Box-A2 1 31 87 -5.125 26.265625
136 Root-beer-2 Electrode-Box-A2 2 49 134 -4.125 17.015625
137 Root-beer-2 Electrode-Box-A2 3 31 89 -3.125 9.765625
138 Root-beer-2 Electrode-Box-A2 4 60 140 -2.125 4.515625
139 Root-beer-2 Electrode-Box-A2 5 84 147 -1.125 1.265625
140 Vu-vuong Naive 0 18 61 -6.125 37.515625
141 Vu-vuong Naive 1 35 91 -5.125 26.265625
142 Vu-vuong Naive 2 61 127 -4.125 17.015625
143 Vu-vuong Naive 3 34 146 -3.125 9.765625
144 Vu-vuong Naive 4 61 141 -2.125 4.515625
145 Vu-vuong Naive 5 37 151 -1.125 1.265625
146 Vu-vuong Naive 6 49 131 -0.125 0.015625
147 Vu-vuong Naive 7 65 149 0.875 0.765625
148 Vu-vuong Naive 8 67 141 1.875 3.515625
149 Vu-vuong Naive 9 73 140 2.875 8.265625
150 Vu-vuong Naive 10 72 131 3.875 15.015625
151 Vu-vuong Naive 11 89 158 4.875 23.765625
152 Vu-vuong Naive 12 97 154 5.875 34.515625
153 Vu-vuong Naive 13 93 145 6.875 47.265625
analysis/matlab/derived/unmerged_full.csv
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subject,group,day,success,total,day_c,day_c2
Banh-mi-1,Electrode-Box-B2,0,13,84,-8.2972972972973,68.845142439737
Banh-mi-1,Electrode-Box-B2,1,35,86,-7.2972972972973,53.2505478451424
Banh-mi-1,Electrode-Box-B2,2,47,110,-6.2972972972973,39.6559532505478
Banh-mi-1,Electrode-Box-B2,3,65,140,-5.2972972972973,28.0613586559532
Banh-mi-1,Electrode-Box-B2,4,70,127,-4.2972972972973,18.4667640613586
Banh-mi-1,Electrode-Box-B2,5,102,142,-3.2972972972973,10.8721694667641
Banh-mi-1,Electrode-Box-B2,6,90,131,-2.2972972972973,5.27757487216946
Banh-mi-1,Electrode-Box-B2,7,109,148,-1.2972972972973,1.68298027757487
Banh-mi-1,Electrode-Box-B2,8,104,137,-0.297297297297296,0.0883856829802771
Banh-mi-1,Electrode-Box-B2,9,119,150,0.702702702702704,0.493791088385684
Banh-mi-1,Electrode-Box-B2,10,121,158,1.7027027027027,2.89919649379109
Banh-mi-1,Electrode-Box-B2,11,121,148,2.7027027027027,7.3046018991965
Banh-mi-1,Electrode-Box-B2,12,120,149,3.7027027027027,13.7100073046019
Banh-mi-1,Electrode-Box-B2,13,135,154,4.7027027027027,22.1154127100073
Banh-mi-2,Electrode-Box-A2,0,25,97,-8.2972972972973,68.845142439737
Banh-mi-2,Electrode-Box-A2,1,22,101,-7.2972972972973,53.2505478451424
Banh-mi-2,Electrode-Box-A2,2,22,119,-6.2972972972973,39.6559532505478
Banh-mi-2,Electrode-Box-A2,3,29,118,-5.2972972972973,28.0613586559532
Banh-mi-2,Electrode-Box-A2,4,27,136,-4.2972972972973,18.4667640613586
Banh-mi-2,Electrode-Box-A2,5,43,146,-3.2972972972973,10.8721694667641
Banh-mi-2,Electrode-Box-A2,6,74,146,-2.2972972972973,5.27757487216946
Banh-mi-2,Electrode-Box-A2,7,70,148,-1.2972972972973,1.68298027757487
Banh-mi-2,Electrode-Box-A2,8,65,130,-0.297297297297296,0.0883856829802771
Banh-mi-2,Electrode-Box-A2,9,79,151,0.702702702702704,0.493791088385684
Banh-mi-2,Electrode-Box-A2,10,93,152,1.7027027027027,2.89919649379109
Egg-tart-1,Electrode-Box-B2,0,7,56,-8.2972972972973,68.845142439737
Egg-tart-1,Electrode-Box-B2,1,16,78,-7.2972972972973,53.2505478451424
Egg-tart-1,Electrode-Box-B2,2,23,103,-6.2972972972973,39.6559532505478
Egg-tart-1,Electrode-Box-B2,3,63,120,-5.2972972972973,28.0613586559532
Egg-tart-1,Electrode-Box-B2,4,69,132,-4.2972972972973,18.4667640613586
Egg-tart-1,Electrode-Box-B2,5,83,136,-3.2972972972973,10.8721694667641
Egg-tart-1,Electrode-Box-B2,6,71,142,-2.2972972972973,5.27757487216946
Egg-tart-1,Electrode-Box-B2,7,79,138,-1.2972972972973,1.68298027757487
Egg-tart-1,Electrode-Box-B2,8,98,142,-0.297297297297296,0.0883856829802771
Egg-tart-1,Electrode-Box-B2,9,89,139,0.702702702702704,0.493791088385684
Egg-tart-1,Electrode-Box-B2,10,96,143,1.7027027027027,2.89919649379109
Egg-tart-1,Electrode-Box-B2,11,96,148,2.7027027027027,7.3046018991965
Egg-tart-1,Electrode-Box-B2,12,101,156,3.7027027027027,13.7100073046019
Egg-tart-1,Electrode-Box-B2,13,103,152,4.7027027027027,22.1154127100073
Egg-tart-1,Electrode-Box-B2,14,97,152,5.7027027027027,32.5208181154127
Egg-tart-2,Electrode-Box-A2,0,9,32,-8.2972972972973,68.845142439737
Egg-tart-2,Electrode-Box-A2,1,2,38,-7.2972972972973,53.2505478451424
Egg-tart-2,Electrode-Box-A2,2,31,93,-6.2972972972973,39.6559532505478
Egg-tart-2,Electrode-Box-A2,3,44,101,-5.2972972972973,28.0613586559532
Egg-tart-2,Electrode-Box-A2,4,54,131,-4.2972972972973,18.4667640613586
Egg-tart-2,Electrode-Box-A2,5,84,139,-3.2972972972973,10.8721694667641
Egg-tart-2,Electrode-Box-A2,6,85,145,-2.2972972972973,5.27757487216946
Egg-tart-2,Electrode-Box-A2,7,79,143,-1.2972972972973,1.68298027757487
Egg-tart-2,Electrode-Box-A2,8,76,131,-0.297297297297296,0.0883856829802771
Egg-tart-2,Electrode-Box-A2,9,88,149,0.702702702702704,0.493791088385684
Egg-tart-2,Electrode-Box-A2,10,81,151,1.7027027027027,2.89919649379109
Egg-tart-2,Electrode-Box-A2,11,78,152,2.7027027027027,7.3046018991965
Egg-tart-2,Electrode-Box-A2,12,96,155,3.7027027027027,13.7100073046019
Egg-tart-2,Electrode-Box-A2,13,84,155,4.7027027027027,22.1154127100073
Khoai-lang-1,Right-Electrode,0,3,69,-8.2972972972973,68.845142439737
Khoai-lang-1,Right-Electrode,1,18,97,-7.2972972972973,53.2505478451424
Khoai-lang-1,Right-Electrode,2,27,84,-6.2972972972973,39.6559532505478
Khoai-lang-1,Right-Electrode,3,46,121,-5.2972972972973,28.0613586559532
Khoai-lang-1,Right-Electrode,4,65,143,-4.2972972972973,18.4667640613586
Khoai-lang-1,Right-Electrode,5,76,141,-3.2972972972973,10.8721694667641
Khoai-lang-1,Right-Electrode,6,79,146,-2.2972972972973,5.27757487216946
Khoai-lang-1,Right-Electrode,7,81,153,-1.2972972972973,1.68298027757487
Khoai-lang-1,Right-Electrode,8,98,144,-0.297297297297296,0.0883856829802771
Khoai-lang-1,Right-Electrode,9,101,149,0.702702702702704,0.493791088385684
Khoai-lang-1,Right-Electrode,10,103,150,1.7027027027027,2.89919649379109
Khoai-lang-1,Right-Electrode,11,113,154,2.7027027027027,7.3046018991965
Khoai-lang-1,Right-Electrode,12,117,148,3.7027027027027,13.7100073046019
Khoai-lang-1,Right-Electrode,13,114,146,4.7027027027027,22.1154127100073
Khoai-lang-1,Right-Electrode,14,119,132,5.7027027027027,32.5208181154127
Khoai-lang-1,Right-Electrode,15,111,156,6.7027027027027,44.9262235208181
Khoai-lang-1,Right-Electrode,16,74,156,7.7027027027027,59.3316289262235
Khoai-lang-1,Right-Electrode,17,109,139,8.7027027027027,75.7370343316289
Khoai-lang-1,Right-Electrode,18,88,138,9.7027027027027,94.1424397370344
Khoai-lang-1,Right-Electrode,19,98,140,10.7027027027027,114.54784514244
Khoai-lang-1,Right-Electrode,20,118,153,11.7027027027027,136.953250547845
Khoai-lang-1,Right-Electrode,21,109,146,12.7027027027027,161.358655953251
Khoai-lang-1,Right-Electrode,22,106,141,13.7027027027027,187.764061358656
Khoai-lang-2,Naive,0,0,0,-8.2972972972973,68.845142439737
Khoai-lang-2,Naive,1,0,0,-7.2972972972973,53.2505478451424
Khoai-lang-2,Naive,2,10,47,-6.2972972972973,39.6559532505478
Khoai-lang-2,Naive,3,11,52,-5.2972972972973,28.0613586559532
Khoai-lang-2,Naive,4,9,56,-4.2972972972973,18.4667640613586
Khoai-lang-2,Naive,5,34,95,-3.2972972972973,10.8721694667641
Khoai-lang-2,Naive,6,21,72,-2.2972972972973,5.27757487216946
Khoai-lang-2,Naive,7,23,99,-1.2972972972973,1.68298027757487
Khoai-lang-2,Naive,8,64,136,-0.297297297297296,0.0883856829802771
Khoai-lang-2,Naive,9,75,131,0.702702702702704,0.493791088385684
Khoai-lang-2,Naive,10,63,134,1.7027027027027,2.89919649379109
Khoai-lang-2,Naive,11,59,139,2.7027027027027,7.3046018991965
Khoai-lang-2,Naive,12,51,129,3.7027027027027,13.7100073046019
Khoai-lang-2,Naive,13,73,143,4.7027027027027,22.1154127100073
Khoai-lang-2,Naive,14,82,136,5.7027027027027,32.5208181154127
Khoai-lang-2,Naive,15,70,145,6.7027027027027,44.9262235208181
Khoai-lang-2,Naive,16,76,135,7.7027027027027,59.3316289262235
Khoai-lang-2,Naive,17,76,150,8.7027027027027,75.7370343316289
Khoai-lang-2,Naive,18,63,122,9.7027027027027,94.1424397370344
Khoai-lang-2,Naive,19,48,116,10.7027027027027,114.54784514244
Khoai-lang-2,Naive,20,65,134,11.7027027027027,136.953250547845
Khoai-lang-2,Naive,21,75,131,12.7027027027027,161.358655953251
Khoai-lang-2,Naive,22,98,146,13.7027027027027,187.764061358656
Khoai-lang-2,Naive,23,88,139,14.7027027027027,216.169466764061
Khoai-lang-2,Naive,24,94,148,15.7027027027027,246.574872169467
Khoai-lang-2,Naive,25,56,102,16.7027027027027,278.980277574872
Khoai-lang-2,Naive,26,75,143,17.7027027027027,313.385682980278
Khoai-tay-1,Electrode-Box-A,0,14,62,-8.2972972972973,68.845142439737
Khoai-tay-1,Electrode-Box-A,1,22,83,-7.2972972972973,53.2505478451424
Khoai-tay-1,Electrode-Box-A,2,6,79,-6.2972972972973,39.6559532505478
Khoai-tay-1,Electrode-Box-A,3,28,97,-5.2972972972973,28.0613586559532
Khoai-tay-1,Electrode-Box-A,4,60,134,-4.2972972972973,18.4667640613586
Khoai-tay-1,Electrode-Box-A,5,75,138,-3.2972972972973,10.8721694667641
Khoai-tay-1,Electrode-Box-A,6,81,137,-2.2972972972973,5.27757487216946
Khoai-tay-1,Electrode-Box-A,7,78,147,-1.2972972972973,1.68298027757487
Khoai-tay-1,Electrode-Box-A,8,91,132,-0.297297297297296,0.0883856829802771
Khoai-tay-1,Electrode-Box-A,9,99,146,0.702702702702704,0.493791088385684
Khoai-tay-1,Electrode-Box-A,10,94,143,1.7027027027027,2.89919649379109
Khoai-tay-1,Electrode-Box-A,11,110,156,2.7027027027027,7.3046018991965
Khoai-tay-1,Electrode-Box-A,12,105,143,3.7027027027027,13.7100073046019
Khoai-tay-1,Electrode-Box-A,13,106,153,4.7027027027027,22.1154127100073
Khoai-tay-1,Electrode-Box-A,14,91,152,5.7027027027027,32.5208181154127
Khoai-tay-2,Naive,1,21,68,-7.2972972972973,53.2505478451424
Khoai-tay-2,Naive,2,6,79,-6.2972972972973,39.6559532505478
Khoai-tay-2,Naive,3,0,83,-5.2972972972973,28.0613586559532
Khoai-tay-2,Naive,4,28,87,-4.2972972972973,18.4667640613586
Khoai-tay-2,Naive,5,31,125,-3.2972972972973,10.8721694667641
Khoai-tay-2,Naive,6,62,144,-2.2972972972973,5.27757487216946
Khoai-tay-2,Naive,7,87,141,-1.2972972972973,1.68298027757487
Khoai-tay-2,Naive,8,105,152,-0.297297297297296,0.0883856829802771
Khoai-tay-2,Naive,9,75,148,0.702702702702704,0.493791088385684
Khoai-tay-2,Naive,10,101,149,1.7027027027027,2.89919649379109
Khoai-tay-2,Naive,11,102,154,2.7027027027027,7.3046018991965
Khoai-tay-2,Naive,12,95,144,3.7027027027027,13.7100073046019
Khoai-tay-2,Naive,13,77,149,4.7027027027027,22.1154127100073
Khoai-tay-2,Naive,14,91,153,5.7027027027027,32.5208181154127
OM-2,Naive,0,1,7,-8.2972972972973,68.845142439737
OM-2,Naive,1,11,33,-7.2972972972973,53.2505478451424
OM-2,Naive,2,19,62,-6.2972972972973,39.6559532505478
OM-2,Naive,3,29,117,-5.2972972972973,28.0613586559532
OM-2,Naive,4,73,126,-4.2972972972973,18.4667640613586
OM-2,Naive,5,53,135,-3.2972972972973,10.8721694667641
OM-2,Naive,6,73,138,-2.2972972972973,5.27757487216946
OM-2,Naive,7,80,131,-1.2972972972973,1.68298027757487
OM-2,Naive,8,91,141,-0.297297297297296,0.0883856829802771
OM-2,Naive,9,90,135,0.702702702702704,0.493791088385684
OM-2,Naive,10,95,142,1.7027027027027,2.89919649379109
OM-2,Naive,11,60,133,2.7027027027027,7.3046018991965
OM-2,Naive,12,58,142,3.7027027027027,13.7100073046019
Root-beer-1,Electrode-Box-B2,0,11,85,-8.2972972972973,68.845142439737
Root-beer-1,Electrode-Box-B2,1,18,76,-7.2972972972973,53.2505478451424
Root-beer-1,Electrode-Box-B2,2,40,105,-6.2972972972973,39.6559532505478
Root-beer-1,Electrode-Box-B2,3,55,134,-5.2972972972973,28.0613586559532
Root-beer-1,Electrode-Box-B2,4,75,136,-4.2972972972973,18.4667640613586
Root-beer-1,Electrode-Box-B2,5,64,133,-3.2972972972973,10.8721694667641
Root-beer-1,Electrode-Box-B2,6,104,139,-2.2972972972973,5.27757487216946
Root-beer-1,Electrode-Box-B2,7,98,148,-1.2972972972973,1.68298027757487
Root-beer-1,Electrode-Box-B2,8,81,145,-0.297297297297296,0.0883856829802771
Root-beer-1,Electrode-Box-B2,9,89,156,0.702702702702704,0.493791088385684
Root-beer-1,Electrode-Box-B2,10,105,158,1.7027027027027,2.89919649379109
Root-beer-2,Electrode-Box-A2,0,22,74,-8.2972972972973,68.845142439737
Root-beer-2,Electrode-Box-A2,1,31,87,-7.2972972972973,53.2505478451424
Root-beer-2,Electrode-Box-A2,2,49,134,-6.2972972972973,39.6559532505478
Root-beer-2,Electrode-Box-A2,3,31,89,-5.2972972972973,28.0613586559532
Root-beer-2,Electrode-Box-A2,4,60,140,-4.2972972972973,18.4667640613586
Root-beer-2,Electrode-Box-A2,5,84,147,-3.2972972972973,10.8721694667641
Vu-vuong,Naive,0,18,61,-8.2972972972973,68.845142439737
Vu-vuong,Naive,1,35,91,-7.2972972972973,53.2505478451424
Vu-vuong,Naive,2,61,127,-6.2972972972973,39.6559532505478
Vu-vuong,Naive,3,34,146,-5.2972972972973,28.0613586559532
Vu-vuong,Naive,4,61,141,-4.2972972972973,18.4667640613586
Vu-vuong,Naive,5,37,151,-3.2972972972973,10.8721694667641
Vu-vuong,Naive,6,49,131,-2.2972972972973,5.27757487216946
Vu-vuong,Naive,7,65,149,-1.2972972972973,1.68298027757487
Vu-vuong,Naive,8,67,141,-0.297297297297296,0.0883856829802771
Vu-vuong,Naive,9,73,140,0.702702702702704,0.493791088385684
Vu-vuong,Naive,10,72,131,1.7027027027027,2.89919649379109
Vu-vuong,Naive,11,89,158,2.7027027027027,7.3046018991965
Vu-vuong,Naive,12,97,154,3.7027027027027,13.7100073046019
Vu-vuong,Naive,13,93,145,4.7027027027027,22.1154127100073
Vu-vuong,Naive,14,75,147,5.7027027027027,32.5208181154127
Vu-vuong,Naive,15,68,142,6.7027027027027,44.9262235208181
Vu-vuong,Naive,16,96,162,7.7027027027027,59.3316289262235
Vu-vuong,Naive,17,68,144,8.7027027027027,75.7370343316289
Vu-vuong,Naive,18,81,134,9.7027027027027,94.1424397370344
Vu-vuong,Naive,19,66,144,10.7027027027027,114.54784514244
Vu-vuong,Naive,20,84,127,11.7027027027027,136.953250547845
Vu-vuong,Naive,21,66,133,12.7027027027027,161.358655953251
1 subject group day success total day_c day_c2
2 Banh-mi-1 Electrode-Box-B2 0 13 84 -8.2972972972973 68.845142439737
3 Banh-mi-1 Electrode-Box-B2 1 35 86 -7.2972972972973 53.2505478451424
4 Banh-mi-1 Electrode-Box-B2 2 47 110 -6.2972972972973 39.6559532505478
5 Banh-mi-1 Electrode-Box-B2 3 65 140 -5.2972972972973 28.0613586559532
6 Banh-mi-1 Electrode-Box-B2 4 70 127 -4.2972972972973 18.4667640613586
7 Banh-mi-1 Electrode-Box-B2 5 102 142 -3.2972972972973 10.8721694667641
8 Banh-mi-1 Electrode-Box-B2 6 90 131 -2.2972972972973 5.27757487216946
9 Banh-mi-1 Electrode-Box-B2 7 109 148 -1.2972972972973 1.68298027757487
10 Banh-mi-1 Electrode-Box-B2 8 104 137 -0.297297297297296 0.0883856829802771
11 Banh-mi-1 Electrode-Box-B2 9 119 150 0.702702702702704 0.493791088385684
12 Banh-mi-1 Electrode-Box-B2 10 121 158 1.7027027027027 2.89919649379109
13 Banh-mi-1 Electrode-Box-B2 11 121 148 2.7027027027027 7.3046018991965
14 Banh-mi-1 Electrode-Box-B2 12 120 149 3.7027027027027 13.7100073046019
15 Banh-mi-1 Electrode-Box-B2 13 135 154 4.7027027027027 22.1154127100073
16 Banh-mi-2 Electrode-Box-A2 0 25 97 -8.2972972972973 68.845142439737
17 Banh-mi-2 Electrode-Box-A2 1 22 101 -7.2972972972973 53.2505478451424
18 Banh-mi-2 Electrode-Box-A2 2 22 119 -6.2972972972973 39.6559532505478
19 Banh-mi-2 Electrode-Box-A2 3 29 118 -5.2972972972973 28.0613586559532
20 Banh-mi-2 Electrode-Box-A2 4 27 136 -4.2972972972973 18.4667640613586
21 Banh-mi-2 Electrode-Box-A2 5 43 146 -3.2972972972973 10.8721694667641
22 Banh-mi-2 Electrode-Box-A2 6 74 146 -2.2972972972973 5.27757487216946
23 Banh-mi-2 Electrode-Box-A2 7 70 148 -1.2972972972973 1.68298027757487
24 Banh-mi-2 Electrode-Box-A2 8 65 130 -0.297297297297296 0.0883856829802771
25 Banh-mi-2 Electrode-Box-A2 9 79 151 0.702702702702704 0.493791088385684
26 Banh-mi-2 Electrode-Box-A2 10 93 152 1.7027027027027 2.89919649379109
27 Egg-tart-1 Electrode-Box-B2 0 7 56 -8.2972972972973 68.845142439737
28 Egg-tart-1 Electrode-Box-B2 1 16 78 -7.2972972972973 53.2505478451424
29 Egg-tart-1 Electrode-Box-B2 2 23 103 -6.2972972972973 39.6559532505478
30 Egg-tart-1 Electrode-Box-B2 3 63 120 -5.2972972972973 28.0613586559532
31 Egg-tart-1 Electrode-Box-B2 4 69 132 -4.2972972972973 18.4667640613586
32 Egg-tart-1 Electrode-Box-B2 5 83 136 -3.2972972972973 10.8721694667641
33 Egg-tart-1 Electrode-Box-B2 6 71 142 -2.2972972972973 5.27757487216946
34 Egg-tart-1 Electrode-Box-B2 7 79 138 -1.2972972972973 1.68298027757487
35 Egg-tart-1 Electrode-Box-B2 8 98 142 -0.297297297297296 0.0883856829802771
36 Egg-tart-1 Electrode-Box-B2 9 89 139 0.702702702702704 0.493791088385684
37 Egg-tart-1 Electrode-Box-B2 10 96 143 1.7027027027027 2.89919649379109
38 Egg-tart-1 Electrode-Box-B2 11 96 148 2.7027027027027 7.3046018991965
39 Egg-tart-1 Electrode-Box-B2 12 101 156 3.7027027027027 13.7100073046019
40 Egg-tart-1 Electrode-Box-B2 13 103 152 4.7027027027027 22.1154127100073
41 Egg-tart-1 Electrode-Box-B2 14 97 152 5.7027027027027 32.5208181154127
42 Egg-tart-2 Electrode-Box-A2 0 9 32 -8.2972972972973 68.845142439737
43 Egg-tart-2 Electrode-Box-A2 1 2 38 -7.2972972972973 53.2505478451424
44 Egg-tart-2 Electrode-Box-A2 2 31 93 -6.2972972972973 39.6559532505478
45 Egg-tart-2 Electrode-Box-A2 3 44 101 -5.2972972972973 28.0613586559532
46 Egg-tart-2 Electrode-Box-A2 4 54 131 -4.2972972972973 18.4667640613586
47 Egg-tart-2 Electrode-Box-A2 5 84 139 -3.2972972972973 10.8721694667641
48 Egg-tart-2 Electrode-Box-A2 6 85 145 -2.2972972972973 5.27757487216946
49 Egg-tart-2 Electrode-Box-A2 7 79 143 -1.2972972972973 1.68298027757487
50 Egg-tart-2 Electrode-Box-A2 8 76 131 -0.297297297297296 0.0883856829802771
51 Egg-tart-2 Electrode-Box-A2 9 88 149 0.702702702702704 0.493791088385684
52 Egg-tart-2 Electrode-Box-A2 10 81 151 1.7027027027027 2.89919649379109
53 Egg-tart-2 Electrode-Box-A2 11 78 152 2.7027027027027 7.3046018991965
54 Egg-tart-2 Electrode-Box-A2 12 96 155 3.7027027027027 13.7100073046019
55 Egg-tart-2 Electrode-Box-A2 13 84 155 4.7027027027027 22.1154127100073
56 Khoai-lang-1 Right-Electrode 0 3 69 -8.2972972972973 68.845142439737
57 Khoai-lang-1 Right-Electrode 1 18 97 -7.2972972972973 53.2505478451424
58 Khoai-lang-1 Right-Electrode 2 27 84 -6.2972972972973 39.6559532505478
59 Khoai-lang-1 Right-Electrode 3 46 121 -5.2972972972973 28.0613586559532
60 Khoai-lang-1 Right-Electrode 4 65 143 -4.2972972972973 18.4667640613586
61 Khoai-lang-1 Right-Electrode 5 76 141 -3.2972972972973 10.8721694667641
62 Khoai-lang-1 Right-Electrode 6 79 146 -2.2972972972973 5.27757487216946
63 Khoai-lang-1 Right-Electrode 7 81 153 -1.2972972972973 1.68298027757487
64 Khoai-lang-1 Right-Electrode 8 98 144 -0.297297297297296 0.0883856829802771
65 Khoai-lang-1 Right-Electrode 9 101 149 0.702702702702704 0.493791088385684
66 Khoai-lang-1 Right-Electrode 10 103 150 1.7027027027027 2.89919649379109
67 Khoai-lang-1 Right-Electrode 11 113 154 2.7027027027027 7.3046018991965
68 Khoai-lang-1 Right-Electrode 12 117 148 3.7027027027027 13.7100073046019
69 Khoai-lang-1 Right-Electrode 13 114 146 4.7027027027027 22.1154127100073
70 Khoai-lang-1 Right-Electrode 14 119 132 5.7027027027027 32.5208181154127
71 Khoai-lang-1 Right-Electrode 15 111 156 6.7027027027027 44.9262235208181
72 Khoai-lang-1 Right-Electrode 16 74 156 7.7027027027027 59.3316289262235
73 Khoai-lang-1 Right-Electrode 17 109 139 8.7027027027027 75.7370343316289
74 Khoai-lang-1 Right-Electrode 18 88 138 9.7027027027027 94.1424397370344
75 Khoai-lang-1 Right-Electrode 19 98 140 10.7027027027027 114.54784514244
76 Khoai-lang-1 Right-Electrode 20 118 153 11.7027027027027 136.953250547845
77 Khoai-lang-1 Right-Electrode 21 109 146 12.7027027027027 161.358655953251
78 Khoai-lang-1 Right-Electrode 22 106 141 13.7027027027027 187.764061358656
79 Khoai-lang-2 Naive 0 0 0 -8.2972972972973 68.845142439737
80 Khoai-lang-2 Naive 1 0 0 -7.2972972972973 53.2505478451424
81 Khoai-lang-2 Naive 2 10 47 -6.2972972972973 39.6559532505478
82 Khoai-lang-2 Naive 3 11 52 -5.2972972972973 28.0613586559532
83 Khoai-lang-2 Naive 4 9 56 -4.2972972972973 18.4667640613586
84 Khoai-lang-2 Naive 5 34 95 -3.2972972972973 10.8721694667641
85 Khoai-lang-2 Naive 6 21 72 -2.2972972972973 5.27757487216946
86 Khoai-lang-2 Naive 7 23 99 -1.2972972972973 1.68298027757487
87 Khoai-lang-2 Naive 8 64 136 -0.297297297297296 0.0883856829802771
88 Khoai-lang-2 Naive 9 75 131 0.702702702702704 0.493791088385684
89 Khoai-lang-2 Naive 10 63 134 1.7027027027027 2.89919649379109
90 Khoai-lang-2 Naive 11 59 139 2.7027027027027 7.3046018991965
91 Khoai-lang-2 Naive 12 51 129 3.7027027027027 13.7100073046019
92 Khoai-lang-2 Naive 13 73 143 4.7027027027027 22.1154127100073
93 Khoai-lang-2 Naive 14 82 136 5.7027027027027 32.5208181154127
94 Khoai-lang-2 Naive 15 70 145 6.7027027027027 44.9262235208181
95 Khoai-lang-2 Naive 16 76 135 7.7027027027027 59.3316289262235
96 Khoai-lang-2 Naive 17 76 150 8.7027027027027 75.7370343316289
97 Khoai-lang-2 Naive 18 63 122 9.7027027027027 94.1424397370344
98 Khoai-lang-2 Naive 19 48 116 10.7027027027027 114.54784514244
99 Khoai-lang-2 Naive 20 65 134 11.7027027027027 136.953250547845
100 Khoai-lang-2 Naive 21 75 131 12.7027027027027 161.358655953251
101 Khoai-lang-2 Naive 22 98 146 13.7027027027027 187.764061358656
102 Khoai-lang-2 Naive 23 88 139 14.7027027027027 216.169466764061
103 Khoai-lang-2 Naive 24 94 148 15.7027027027027 246.574872169467
104 Khoai-lang-2 Naive 25 56 102 16.7027027027027 278.980277574872
105 Khoai-lang-2 Naive 26 75 143 17.7027027027027 313.385682980278
106 Khoai-tay-1 Electrode-Box-A 0 14 62 -8.2972972972973 68.845142439737
107 Khoai-tay-1 Electrode-Box-A 1 22 83 -7.2972972972973 53.2505478451424
108 Khoai-tay-1 Electrode-Box-A 2 6 79 -6.2972972972973 39.6559532505478
109 Khoai-tay-1 Electrode-Box-A 3 28 97 -5.2972972972973 28.0613586559532
110 Khoai-tay-1 Electrode-Box-A 4 60 134 -4.2972972972973 18.4667640613586
111 Khoai-tay-1 Electrode-Box-A 5 75 138 -3.2972972972973 10.8721694667641
112 Khoai-tay-1 Electrode-Box-A 6 81 137 -2.2972972972973 5.27757487216946
113 Khoai-tay-1 Electrode-Box-A 7 78 147 -1.2972972972973 1.68298027757487
114 Khoai-tay-1 Electrode-Box-A 8 91 132 -0.297297297297296 0.0883856829802771
115 Khoai-tay-1 Electrode-Box-A 9 99 146 0.702702702702704 0.493791088385684
116 Khoai-tay-1 Electrode-Box-A 10 94 143 1.7027027027027 2.89919649379109
117 Khoai-tay-1 Electrode-Box-A 11 110 156 2.7027027027027 7.3046018991965
118 Khoai-tay-1 Electrode-Box-A 12 105 143 3.7027027027027 13.7100073046019
119 Khoai-tay-1 Electrode-Box-A 13 106 153 4.7027027027027 22.1154127100073
120 Khoai-tay-1 Electrode-Box-A 14 91 152 5.7027027027027 32.5208181154127
121 Khoai-tay-2 Naive 1 21 68 -7.2972972972973 53.2505478451424
122 Khoai-tay-2 Naive 2 6 79 -6.2972972972973 39.6559532505478
123 Khoai-tay-2 Naive 3 0 83 -5.2972972972973 28.0613586559532
124 Khoai-tay-2 Naive 4 28 87 -4.2972972972973 18.4667640613586
125 Khoai-tay-2 Naive 5 31 125 -3.2972972972973 10.8721694667641
126 Khoai-tay-2 Naive 6 62 144 -2.2972972972973 5.27757487216946
127 Khoai-tay-2 Naive 7 87 141 -1.2972972972973 1.68298027757487
128 Khoai-tay-2 Naive 8 105 152 -0.297297297297296 0.0883856829802771
129 Khoai-tay-2 Naive 9 75 148 0.702702702702704 0.493791088385684
130 Khoai-tay-2 Naive 10 101 149 1.7027027027027 2.89919649379109
131 Khoai-tay-2 Naive 11 102 154 2.7027027027027 7.3046018991965
132 Khoai-tay-2 Naive 12 95 144 3.7027027027027 13.7100073046019
133 Khoai-tay-2 Naive 13 77 149 4.7027027027027 22.1154127100073
134 Khoai-tay-2 Naive 14 91 153 5.7027027027027 32.5208181154127
135 OM-2 Naive 0 1 7 -8.2972972972973 68.845142439737
136 OM-2 Naive 1 11 33 -7.2972972972973 53.2505478451424
137 OM-2 Naive 2 19 62 -6.2972972972973 39.6559532505478
138 OM-2 Naive 3 29 117 -5.2972972972973 28.0613586559532
139 OM-2 Naive 4 73 126 -4.2972972972973 18.4667640613586
140 OM-2 Naive 5 53 135 -3.2972972972973 10.8721694667641
141 OM-2 Naive 6 73 138 -2.2972972972973 5.27757487216946
142 OM-2 Naive 7 80 131 -1.2972972972973 1.68298027757487
143 OM-2 Naive 8 91 141 -0.297297297297296 0.0883856829802771
144 OM-2 Naive 9 90 135 0.702702702702704 0.493791088385684
145 OM-2 Naive 10 95 142 1.7027027027027 2.89919649379109
146 OM-2 Naive 11 60 133 2.7027027027027 7.3046018991965
147 OM-2 Naive 12 58 142 3.7027027027027 13.7100073046019
148 Root-beer-1 Electrode-Box-B2 0 11 85 -8.2972972972973 68.845142439737
149 Root-beer-1 Electrode-Box-B2 1 18 76 -7.2972972972973 53.2505478451424
150 Root-beer-1 Electrode-Box-B2 2 40 105 -6.2972972972973 39.6559532505478
151 Root-beer-1 Electrode-Box-B2 3 55 134 -5.2972972972973 28.0613586559532
152 Root-beer-1 Electrode-Box-B2 4 75 136 -4.2972972972973 18.4667640613586
153 Root-beer-1 Electrode-Box-B2 5 64 133 -3.2972972972973 10.8721694667641
154 Root-beer-1 Electrode-Box-B2 6 104 139 -2.2972972972973 5.27757487216946
155 Root-beer-1 Electrode-Box-B2 7 98 148 -1.2972972972973 1.68298027757487
156 Root-beer-1 Electrode-Box-B2 8 81 145 -0.297297297297296 0.0883856829802771
157 Root-beer-1 Electrode-Box-B2 9 89 156 0.702702702702704 0.493791088385684
158 Root-beer-1 Electrode-Box-B2 10 105 158 1.7027027027027 2.89919649379109
159 Root-beer-2 Electrode-Box-A2 0 22 74 -8.2972972972973 68.845142439737
160 Root-beer-2 Electrode-Box-A2 1 31 87 -7.2972972972973 53.2505478451424
161 Root-beer-2 Electrode-Box-A2 2 49 134 -6.2972972972973 39.6559532505478
162 Root-beer-2 Electrode-Box-A2 3 31 89 -5.2972972972973 28.0613586559532
163 Root-beer-2 Electrode-Box-A2 4 60 140 -4.2972972972973 18.4667640613586
164 Root-beer-2 Electrode-Box-A2 5 84 147 -3.2972972972973 10.8721694667641
165 Vu-vuong Naive 0 18 61 -8.2972972972973 68.845142439737
166 Vu-vuong Naive 1 35 91 -7.2972972972973 53.2505478451424
167 Vu-vuong Naive 2 61 127 -6.2972972972973 39.6559532505478
168 Vu-vuong Naive 3 34 146 -5.2972972972973 28.0613586559532
169 Vu-vuong Naive 4 61 141 -4.2972972972973 18.4667640613586
170 Vu-vuong Naive 5 37 151 -3.2972972972973 10.8721694667641
171 Vu-vuong Naive 6 49 131 -2.2972972972973 5.27757487216946
172 Vu-vuong Naive 7 65 149 -1.2972972972973 1.68298027757487
173 Vu-vuong Naive 8 67 141 -0.297297297297296 0.0883856829802771
174 Vu-vuong Naive 9 73 140 0.702702702702704 0.493791088385684
175 Vu-vuong Naive 10 72 131 1.7027027027027 2.89919649379109
176 Vu-vuong Naive 11 89 158 2.7027027027027 7.3046018991965
177 Vu-vuong Naive 12 97 154 3.7027027027027 13.7100073046019
178 Vu-vuong Naive 13 93 145 4.7027027027027 22.1154127100073
179 Vu-vuong Naive 14 75 147 5.7027027027027 32.5208181154127
180 Vu-vuong Naive 15 68 142 6.7027027027027 44.9262235208181
181 Vu-vuong Naive 16 96 162 7.7027027027027 59.3316289262235
182 Vu-vuong Naive 17 68 144 8.7027027027027 75.7370343316289
183 Vu-vuong Naive 18 81 134 9.7027027027027 94.1424397370344
184 Vu-vuong Naive 19 66 144 10.7027027027027 114.54784514244
185 Vu-vuong Naive 20 84 127 11.7027027027027 136.953250547845
186 Vu-vuong Naive 21 66 133 12.7027027027027 161.358655953251
analysis/matlab/results/lme_mergeA2_d0_10.txt
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==============================================================================
LINEAR MIXED MODEL (days x tDCS) -- scenario: lme_mergeA2_d0_10
==============================================================================
model: success ~ day * tDCS + (1|subject) [tDCS: Electrode-Box-B2 = 1 vs Electrode-Box-A2 = 0]
N = 8 subjects, 83 sessions
day coverage: Box-B2 0..10, Box-A2 0..10
(day is raw and 0-indexed: our day 0 = the paper's "Day 1", so the tDCS
main effect below is the group difference on Day 1 -- comparable to the paper.)
==============================================================================
FULL MODEL SUMMARY -- fitlme: success ~ day*tDCS + (1|subject)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 83
Fixed effects coefficients 4
Random effects coefficients 8
Covariance parameters 2
Formula:
success ~ 1 + day*tDCS + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
673.84 688.35 -330.92 661.84
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 15.599 3.7298 4.1822 79 7.4136e-05
{'day' } 8.3258 0.66962 12.434 79 2.7592e-20
{'tDCS' } 4.1737 5.2381 0.79679 79 0.42796
{'day:tDCS' } 1.3833 0.9137 1.514 79 0.13402
Lower Upper
8.175 23.023
6.9929 9.6586
-6.2525 14.6
-0.43535 3.202
Random effects covariance parameters (95% CIs):
Group: subject (8 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0
Lower Upper
NaN NaN
Group: Error
Name Estimate Lower Upper
{'Res Std'} 13.04 11.2 15.183
effect t (df) F (df1) p
----------------------------------------------------------------------
days x tDCS (interaction) t(79)= 1.51 F(1)= 2.292 p=0.134
days (learning) t(79)= 12.43 F(1)= 154.593 p=2.759e-20
tDCS (main, at Day 1) t(79)= 0.80 F(1)= 0.635 p=0.428
INTERPRETATION
- days x tDCS interaction: n.s. (p=0.1340, slope diff=1.38) -> slopes are parallel (no differential change over training).
- days (learning): SIGNIFICANT (p=2.8e-20) -> performance improves with training.
- tDCS main effect on Day 1 (our day 0): n.s. (p=0.4280) -> the groups are comparable (as in the paper) on Day 1.
Paper reference (N=24): interaction t(227)=2.68, F(1)=7.12, p=0.008;
days t(227)=9.64, F(1)=267.64, p=1.2e-18; tDCS t(227)=0.23, F(1)=0.053, p=0.81.
(Our N and exact statistics differ; this replicates the MODEL FORM on our data.)
analysis/matlab/results/lme_mergeA2_d0_13.txt
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==============================================================================
LINEAR MIXED MODEL (days x tDCS) -- scenario: lme_mergeA2_d0_13
==============================================================================
model: success ~ day * tDCS + (1|subject) [tDCS: Electrode-Box-B2 = 1 vs Electrode-Box-A2 = 0]
N = 8 subjects, 98 sessions
day coverage: Box-B2 0..13, Box-A2 0..13
(day is raw and 0-indexed: our day 0 = the paper's "Day 1", so the tDCS
main effect below is the group difference on Day 1 -- comparable to the paper.)
==============================================================================
FULL MODEL SUMMARY -- fitlme: success ~ day*tDCS + (1|subject)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 98
Fixed effects coefficients 4
Random effects coefficients 8
Covariance parameters 2
Formula:
success ~ 1 + day*tDCS + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
809.08 824.59 -398.54 797.08
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 19.458 3.7166 5.2352 94 1.0011e-06
{'day' } 7.1842 0.54693 13.135 94 5.4028e-23
{'tDCS' } 5.841 5.1946 1.1244 94 0.26369
{'day:tDCS' } 1.0024 0.73807 1.3581 94 0.17769
Lower Upper
12.078 26.837
6.0982 8.2701
-4.473 16.155
-0.4631 2.4678
Random effects covariance parameters (95% CIs):
Group: subject (8 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0
Lower Upper
NaN NaN
Group: Error
Name Estimate Lower Upper
{'Res Std'} 14.123 12.278 16.245
effect t (df) F (df1) p
----------------------------------------------------------------------
days x tDCS (interaction) t(94)= 1.36 F(1)= 1.844 p=0.1777
days (learning) t(94)= 13.14 F(1)= 172.537 p=5.403e-23
tDCS (main, at Day 1) t(94)= 1.12 F(1)= 1.264 p=0.2637
INTERPRETATION
- days x tDCS interaction: n.s. (p=0.1777, slope diff=1.00) -> slopes are parallel (no differential change over training).
- days (learning): SIGNIFICANT (p=5.4e-23) -> performance improves with training.
- tDCS main effect on Day 1 (our day 0): n.s. (p=0.2637) -> the groups are comparable (as in the paper) on Day 1.
Paper reference (N=24): interaction t(227)=2.68, F(1)=7.12, p=0.008;
days t(227)=9.64, F(1)=267.64, p=1.2e-18; tDCS t(227)=0.23, F(1)=0.053, p=0.81.
(Our N and exact statistics differ; this replicates the MODEL FORM on our data.)
analysis/matlab/results/lme_mergeA2_full.txt
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==============================================================================
LINEAR MIXED MODEL (days x tDCS) -- scenario: lme_mergeA2_full
==============================================================================
model: success ~ day * tDCS + (1|subject) [tDCS: Electrode-Box-B2 = 1 vs Electrode-Box-A2 = 0]
N = 8 subjects, 109 sessions
day coverage: Box-B2 0..22, Box-A2 0..14
(day is raw and 0-indexed: our day 0 = the paper's "Day 1", so the tDCS
main effect below is the group difference on Day 1 -- comparable to the paper.)
** WARNING: the groups' day coverage is UNEQUAL (differ by 8 days). The
interaction/slope over this window EXTRAPOLATES the shorter group's line and is
CONFOUNDED -- prefer the _d0_14 window (both groups have data throughout). **
==============================================================================
FULL MODEL SUMMARY -- fitlme: success ~ day*tDCS + (1|subject)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 109
Fixed effects coefficients 4
Random effects coefficients 8
Covariance parameters 2
Formula:
success ~ 1 + day*tDCS + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
962.68 978.83 -475.34 950.68
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 20.701 4.9127 4.2138 105 5.3256e-05
{'day' } 6.8599 0.69872 9.8178 105 1.5726e-16
{'tDCS' } 22.092 6.4372 3.4319 105 0.00085848
{'day:tDCS' } -2.1793 0.81821 -2.6635 105 0.0089525
Lower Upper
10.96 30.442
5.4745 8.2453
9.3279 34.855
-3.8016 -0.55692
Random effects covariance parameters (95% CIs):
Group: subject (8 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 2.1043e-15
Lower Upper
NaN NaN
Group: Error
Name Estimate Lower Upper
{'Res Std'} 18.954 16.597 21.644
effect t (df) F (df1) p
----------------------------------------------------------------------
days x tDCS (interaction) t(105)= -2.66 F(1)= 7.094 p=0.008953
days (learning) t(105)= 9.82 F(1)= 96.388 p=1.573e-16
tDCS (main, at Day 1) t(105)= 3.43 F(1)= 11.778 p=0.0008585
INTERPRETATION
- days x tDCS interaction: SIGNIFICANT (p=0.0090, slope diff=-2.18) -> the tDCS (Box-B2) group improves SLOWER -- groups CONVERGE (Box-B2 is ahead early, the gap narrows).
- days (learning): SIGNIFICANT (p=1.6e-16) -> performance improves with training.
- tDCS main effect on Day 1 (our day 0): SIGNIFICANT (p=0.0009) -> the groups already DIFFER on Day 1.
Paper reference (N=24): interaction t(227)=2.68, F(1)=7.12, p=0.008;
days t(227)=9.64, F(1)=267.64, p=1.2e-18; tDCS t(227)=0.23, F(1)=0.053, p=0.81.
(Our N and exact statistics differ; this replicates the MODEL FORM on our data.)
analysis/matlab/results/lme_mergeB2_d0_10.txt
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==============================================================================
LINEAR MIXED MODEL (days x tDCS) -- scenario: lme_mergeB2_d0_10
==============================================================================
model: success ~ day * tDCS + (1|subject) [tDCS: Electrode-Box-B2 = 1 vs Electrode-Box-A2 = 0]
N = 8 subjects, 83 sessions
day coverage: Box-B2 0..10, Box-A2 0..10
(day is raw and 0-indexed: our day 0 = the paper's "Day 1", so the tDCS
main effect below is the group difference on Day 1 -- comparable to the paper.)
==============================================================================
FULL MODEL SUMMARY -- fitlme: success ~ day*tDCS + (1|subject)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 83
Fixed effects coefficients 4
Random effects coefficients 8
Covariance parameters 2
Formula:
success ~ 1 + day*tDCS + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
669.06 683.57 -328.53 657.06
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 17.318 5.1725 3.348 79 0.0012488
{'day' } 7.9975 0.75795 10.551 79 9.547e-17
{'tDCS' } 0.42782 6.5088 0.06573 79 0.94776
{'day:tDCS' } 1.7407 0.91342 1.9057 79 0.060324
Lower Upper
7.0221 27.613
6.4888 9.5061
-12.528 13.383
-0.07739 3.5588
Random effects covariance parameters (95% CIs):
Group: subject (8 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 5.7075
Lower Upper
2.7829 11.705
Group: Error
Name Estimate Lower Upper
{'Res Std'} 11.955 10.184 14.034
effect t (df) F (df1) p
----------------------------------------------------------------------
days x tDCS (interaction) t(79)= 1.91 F(1)= 3.632 p=0.06032
days (learning) t(79)= 10.55 F(1)= 111.334 p=9.547e-17
tDCS (main, at Day 1) t(79)= 0.07 F(1)= 0.004 p=0.9478
INTERPRETATION
- days x tDCS interaction: n.s. (p=0.0603, slope diff=1.74) -> slopes are parallel (no differential change over training).
- days (learning): SIGNIFICANT (p=9.5e-17) -> performance improves with training.
- tDCS main effect on Day 1 (our day 0): n.s. (p=0.9478) -> the groups are comparable (as in the paper) on Day 1.
Paper reference (N=24): interaction t(227)=2.68, F(1)=7.12, p=0.008;
days t(227)=9.64, F(1)=267.64, p=1.2e-18; tDCS t(227)=0.23, F(1)=0.053, p=0.81.
(Our N and exact statistics differ; this replicates the MODEL FORM on our data.)
analysis/matlab/results/lme_mergeB2_d0_13.txt
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==============================================================================
LINEAR MIXED MODEL (days x tDCS) -- scenario: lme_mergeB2_d0_13
==============================================================================
model: success ~ day * tDCS + (1|subject) [tDCS: Electrode-Box-B2 = 1 vs Electrode-Box-A2 = 0]
N = 8 subjects, 98 sessions
day coverage: Box-B2 0..13, Box-A2 0..13
(day is raw and 0-indexed: our day 0 = the paper's "Day 1", so the tDCS
main effect below is the group difference on Day 1 -- comparable to the paper.)
==============================================================================
FULL MODEL SUMMARY -- fitlme: success ~ day*tDCS + (1|subject)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 98
Fixed effects coefficients 4
Random effects coefficients 8
Covariance parameters 2
Formula:
success ~ 1 + day*tDCS + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
803.97 819.48 -395.99 791.97
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 21.528 5.1581 4.1736 94 6.6907e-05
{'day' } 6.6603 0.67208 9.91 94 2.855e-16
{'tDCS' } 1.8428 6.4496 0.28572 94 0.77572
{'day:tDCS' } 1.5375 0.78742 1.9525 94 0.053848
Lower Upper
11.286 31.769
5.3259 7.9948
-10.963 14.649
-0.025966 3.1009
Random effects covariance parameters (95% CIs):
Group: subject (8 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 5.4251
Lower Upper
2.6045 11.3
Group: Error
Name Estimate Lower Upper
{'Res Std'} 13.148 11.362 15.215
effect t (df) F (df1) p
----------------------------------------------------------------------
days x tDCS (interaction) t(94)= 1.95 F(1)= 3.812 p=0.05385
days (learning) t(94)= 9.91 F(1)= 98.208 p=2.855e-16
tDCS (main, at Day 1) t(94)= 0.29 F(1)= 0.082 p=0.7757
INTERPRETATION
- days x tDCS interaction: n.s. (p=0.0538, slope diff=1.54) -> slopes are parallel (no differential change over training).
- days (learning): SIGNIFICANT (p=2.9e-16) -> performance improves with training.
- tDCS main effect on Day 1 (our day 0): n.s. (p=0.7757) -> the groups are comparable (as in the paper) on Day 1.
Paper reference (N=24): interaction t(227)=2.68, F(1)=7.12, p=0.008;
days t(227)=9.64, F(1)=267.64, p=1.2e-18; tDCS t(227)=0.23, F(1)=0.053, p=0.81.
(Our N and exact statistics differ; this replicates the MODEL FORM on our data.)
analysis/matlab/results/lme_mergeB2_full.txt
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==============================================================================
LINEAR MIXED MODEL (days x tDCS) -- scenario: lme_mergeB2_full
==============================================================================
model: success ~ day * tDCS + (1|subject) [tDCS: Electrode-Box-B2 = 1 vs Electrode-Box-A2 = 0]
N = 8 subjects, 109 sessions
day coverage: Box-B2 0..22, Box-A2 0..13
(day is raw and 0-indexed: our day 0 = the paper's "Day 1", so the tDCS
main effect below is the group difference on Day 1 -- comparable to the paper.)
** WARNING: the groups' day coverage is UNEQUAL (differ by 9 days). The
interaction/slope over this window EXTRAPOLATES the shorter group's line and is
CONFOUNDED -- prefer the _d0_13 window (both groups have data throughout). **
==============================================================================
FULL MODEL SUMMARY -- fitlme: success ~ day*tDCS + (1|subject)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 109
Fixed effects coefficients 4
Random effects coefficients 8
Covariance parameters 2
Formula:
success ~ 1 + day*tDCS + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
967.24 983.39 -477.62 955.24
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 21.7 5.9981 3.6178 105 0.00045861
{'day' } 6.4863 0.9412 6.8916 105 4.2336e-10
{'tDCS' } 17.493 7.1288 2.4538 105 0.015779
{'day:tDCS' } -1.4651 1.025 -1.4294 105 0.15586
Lower Upper
9.8069 33.593
4.6201 8.3526
3.3578 31.628
-3.4974 0.56726
Random effects covariance parameters (95% CIs):
Group: subject (8 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 2.1487e-15
Lower Upper
NaN NaN
Group: Error
Name Estimate Lower Upper
{'Res Std'} 19.354 16.948 22.101
effect t (df) F (df1) p
----------------------------------------------------------------------
days x tDCS (interaction) t(105)= -1.43 F(1)= 2.043 p=0.1559
days (learning) t(105)= 6.89 F(1)= 47.494 p=4.234e-10
tDCS (main, at Day 1) t(105)= 2.45 F(1)= 6.021 p=0.01578
INTERPRETATION
- days x tDCS interaction: n.s. (p=0.1559, slope diff=-1.47) -> slopes are parallel (no differential change over training).
- days (learning): SIGNIFICANT (p=4.2e-10) -> performance improves with training.
- tDCS main effect on Day 1 (our day 0): SIGNIFICANT (p=0.0158) -> the groups already DIFFER on Day 1.
Paper reference (N=24): interaction t(227)=2.68, F(1)=7.12, p=0.008;
days t(227)=9.64, F(1)=267.64, p=1.2e-18; tDCS t(227)=0.23, F(1)=0.053, p=0.81.
(Our N and exact statistics differ; this replicates the MODEL FORM on our data.)
analysis/matlab/results/lme_unmerged_d0_10.txt
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==============================================================================
LINEAR MIXED MODEL (days x tDCS) -- scenario: lme_unmerged_d0_10
==============================================================================
model: success ~ day * tDCS + (1|subject) [tDCS: Electrode-Box-B2 = 1 vs Electrode-Box-A2 = 0]
N = 6 subjects, 61 sessions
day coverage: Box-B2 0..10, Box-A2 0..10
(day is raw and 0-indexed: our day 0 = the paper's "Day 1", so the tDCS
main effect below is the group difference on Day 1 -- comparable to the paper.)
==============================================================================
FULL MODEL SUMMARY -- fitlme: success ~ day*tDCS + (1|subject)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 61
Fixed effects coefficients 4
Random effects coefficients 6
Covariance parameters 2
Formula:
success ~ 1 + day*tDCS + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
499.59 512.25 -243.79 487.59
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 17.372 5.1906 3.3469 57 0.0014518
{'day' } 7.9666 0.79053 10.077 57 2.8317e-14
{'tDCS' } 4.9763 7.2862 0.68298 57 0.49739
{'day:tDCS' } 1.5577 1.0483 1.4858 57 0.14283
Lower Upper
6.9783 27.766
6.3836 9.5496
-9.614 19.567
-0.5416 3.6569
Random effects covariance parameters (95% CIs):
Group: subject (6 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 5.3536
Lower Upper
2.1542 13.305
Group: Error
Name Estimate Lower Upper
{'Res Std'} 12.508 10.37 15.086
effect t (df) F (df1) p
----------------------------------------------------------------------
days x tDCS (interaction) t(57)= 1.49 F(1)= 2.208 p=0.1428
days (learning) t(57)= 10.08 F(1)= 101.556 p=2.832e-14
tDCS (main, at Day 1) t(57)= 0.68 F(1)= 0.466 p=0.4974
INTERPRETATION
- days x tDCS interaction: n.s. (p=0.1428, slope diff=1.56) -> slopes are parallel (no differential change over training).
- days (learning): SIGNIFICANT (p=2.8e-14) -> performance improves with training.
- tDCS main effect on Day 1 (our day 0): n.s. (p=0.4974) -> the groups are comparable (as in the paper) on Day 1.
Paper reference (N=24): interaction t(227)=2.68, F(1)=7.12, p=0.008;
days t(227)=9.64, F(1)=267.64, p=1.2e-18; tDCS t(227)=0.23, F(1)=0.053, p=0.81.
(Our N and exact statistics differ; this replicates the MODEL FORM on our data.)
analysis/matlab/results/lme_unmerged_d0_13.txt
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==============================================================================
LINEAR MIXED MODEL (days x tDCS) -- scenario: lme_unmerged_d0_13
==============================================================================
model: success ~ day * tDCS + (1|subject) [tDCS: Electrode-Box-B2 = 1 vs Electrode-Box-A2 = 0]
N = 6 subjects, 70 sessions
day coverage: Box-B2 0..13, Box-A2 0..13
(day is raw and 0-indexed: our day 0 = the paper's "Day 1", so the tDCS
main effect below is the group difference on Day 1 -- comparable to the paper.)
==============================================================================
FULL MODEL SUMMARY -- fitlme: success ~ day*tDCS + (1|subject)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 70
Fixed effects coefficients 4
Random effects coefficients 6
Covariance parameters 2
Formula:
success ~ 1 + day*tDCS + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
586.72 600.22 -287.36 574.72
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 21.7 4.5484 4.7709 66 1.0537e-05
{'day' } 6.4863 0.71372 9.0881 66 3.0346e-13
{'tDCS' } 6.0226 6.3135 0.95392 66 0.3436
{'day:tDCS' } 1.5467 0.93755 1.6497 66 0.10376
Lower Upper
12.619 30.781
5.0614 7.9113
-6.5827 18.628
-0.32523 3.4185
Random effects covariance parameters (95% CIs):
Group: subject (6 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0
Lower Upper
NaN NaN
Group: Error
Name Estimate Lower Upper
{'Res Std'} 14.676 12.436 17.32
effect t (df) F (df1) p
----------------------------------------------------------------------
days x tDCS (interaction) t(66)= 1.65 F(1)= 2.721 p=0.1038
days (learning) t(66)= 9.09 F(1)= 82.593 p=3.035e-13
tDCS (main, at Day 1) t(66)= 0.95 F(1)= 0.910 p=0.3436
INTERPRETATION
- days x tDCS interaction: n.s. (p=0.1038, slope diff=1.55) -> slopes are parallel (no differential change over training).
- days (learning): SIGNIFICANT (p=3e-13) -> performance improves with training.
- tDCS main effect on Day 1 (our day 0): n.s. (p=0.3436) -> the groups are comparable (as in the paper) on Day 1.
Paper reference (N=24): interaction t(227)=2.68, F(1)=7.12, p=0.008;
days t(227)=9.64, F(1)=267.64, p=1.2e-18; tDCS t(227)=0.23, F(1)=0.053, p=0.81.
(Our N and exact statistics differ; this replicates the MODEL FORM on our data.)
analysis/matlab/results/lme_unmerged_full.txt
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==============================================================================
LINEAR MIXED MODEL (days x tDCS) -- scenario: lme_unmerged_full
==============================================================================
model: success ~ day * tDCS + (1|subject) [tDCS: Electrode-Box-B2 = 1 vs Electrode-Box-A2 = 0]
N = 6 subjects, 71 sessions
day coverage: Box-B2 0..14, Box-A2 0..13
(day is raw and 0-indexed: our day 0 = the paper's "Day 1", so the tDCS
main effect below is the group difference on Day 1 -- comparable to the paper.)
==============================================================================
FULL MODEL SUMMARY -- fitlme: success ~ day*tDCS + (1|subject)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 71
Fixed effects coefficients 4
Random effects coefficients 6
Covariance parameters 2
Formula:
success ~ 1 + day*tDCS + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
596.33 609.9 -292.16 584.33
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 21.53 5.5382 3.8874 67 0.00023506
{'day' } 6.6587 0.72367 9.2014 67 1.6706e-13
{'tDCS' } 8.0204 7.6977 1.0419 67 0.3012
{'day:tDCS' } 0.93747 0.9187 1.0204 67 0.3112
Lower Upper
10.475 32.584
5.2143 8.1032
-7.3444 23.385
-0.89627 2.7712
Random effects covariance parameters (95% CIs):
Group: subject (6 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 5.7931
Lower Upper
2.4723 13.574
Group: Error
Name Estimate Lower Upper
{'Res Std'} 14.163 11.93 16.813
effect t (df) F (df1) p
----------------------------------------------------------------------
days x tDCS (interaction) t(67)= 1.02 F(1)= 1.041 p=0.3112
days (learning) t(67)= 9.20 F(1)= 84.665 p=1.671e-13
tDCS (main, at Day 1) t(67)= 1.04 F(1)= 1.086 p=0.3012
INTERPRETATION
- days x tDCS interaction: n.s. (p=0.3112, slope diff=0.94) -> slopes are parallel (no differential change over training).
- days (learning): SIGNIFICANT (p=1.7e-13) -> performance improves with training.
- tDCS main effect on Day 1 (our day 0): n.s. (p=0.3012) -> the groups are comparable (as in the paper) on Day 1.
Paper reference (N=24): interaction t(227)=2.68, F(1)=7.12, p=0.008;
days t(227)=9.64, F(1)=267.64, p=1.2e-18; tDCS t(227)=0.23, F(1)=0.053, p=0.81.
(Our N and exact statistics differ; this replicates the MODEL FORM on our data.)
analysis/matlab/results/mergeA2_d0_10.txt
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==============================================================================
tDCS GLM report -- scenario: mergeA2_d0_10
==============================================================================
merge key: mergeA2 day window: 0..10 observations: 126
==============================================================================
DESCRIPTIVES
==============================================================================
group n_subj n_sessions mean_success mean_rate max_day
--------------------------------------------------------------------------
Electrode-Box-B2 4 44 68.3 0.541 10
Electrode-Box-A2 4 39 54.0 0.452 10
Naive 4 43 46.8 0.440 10
==============================================================================
(A) LEVEL / COUNT -- Poisson GLMM (subject random intercept)
==============================================================================
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 126
Fixed effects coefficients 5
Random effects coefficients 12
Covariance parameters 1
Distribution Poisson
Link Log
FitMethod MPL
Formula:
success ~ 1 + group + day_c + day_c2 + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
297.29 314.31 -142.65 285.29
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF
{'(Intercept)' } 4.2656 0.092258 46.236 121
{'group_Electrode-Box-A2'} -0.12664 0.12996 -0.97447 121
{'group_Naive' } -0.41983 0.12988 -3.2324 121
{'day_c' } 0.20187 0.0052718 38.293 121
{'day_c2' } -0.024068 0.0015714 -15.317 121
pValue Lower Upper
9.3543e-79 4.083 4.4483
0.33177 -0.38392 0.13065
0.0015818 -0.67696 -0.1627
1.7547e-69 0.19144 0.21231
4.2028e-30 -0.027179 -0.020957
Random effects covariance parameters:
Group: subject (12 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.17893
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 1
==============================================================================
(B) LEVEL / RATE -- Binomial GLMM (subject random intercept)
==============================================================================
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 124
Fixed effects coefficients 5
Random effects coefficients 12
Covariance parameters 1
Distribution Binomial
Link Logit
FitMethod MPL
Formula:
success ~ 1 + group + day_c + day_c2 + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
363.74 380.67 -175.87 351.74
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF
{'(Intercept)' } 0.15282 0.1244 1.2285 119
{'group_Electrode-Box-A2'} -0.28467 0.17474 -1.6291 119
{'group_Naive' } -0.57945 0.17473 -3.3162 119
{'day_c' } 0.21677 0.0069268 31.294 119
{'day_c2' } -0.013732 0.0021989 -6.2451 119
pValue Lower Upper
0.22169 -0.0935 0.39915
0.10595 -0.63068 0.061343
0.0012101 -0.92543 -0.23346
2.8838e-59 0.20305 0.23048
6.7844e-09 -0.018086 -0.0093781
Random effects covariance parameters:
Group: subject (12 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.23963
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 1
==============================================================================
(C) LEARNING RATE -- Poisson GLMM (group x day interaction)
==============================================================================
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 126
Fixed effects coefficients 7
Random effects coefficients 12
Covariance parameters 1
Distribution Poisson
Link Log
FitMethod MPL
Formula:
success ~ 1 + day_c2 + group*day_c + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
304.66 327.35 -144.33 288.66
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat
{'(Intercept)' } 4.2968 0.091824 46.794
{'group_Electrode-Box-A2' } -0.15174 0.12947 -1.172
{'group_Naive' } -0.50686 0.13029 -3.8902
{'day_c' } 0.18436 0.0072535 25.417
{'day_c2' } -0.024459 0.001577 -15.509
{'group_Electrode-Box-A2:day_c'} 0.014228 0.010876 1.3082
{'group_Naive:day_c' } 0.051203 0.011091 4.6167
DF pValue Lower Upper
119 1.7772e-78 4.115 4.4786
119 0.24354 -0.4081 0.10462
119 0.00016554 -0.76486 -0.24887
119 6.5517e-50 0.17 0.19872
119 2.3835e-30 -0.027581 -0.021336
119 0.19332 -0.0073071 0.035763
119 9.9271e-06 0.029242 0.073164
Random effects covariance parameters:
Group: subject (12 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.17742
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 1
Per-animal OLS slope test (Box-B2 vs Box-A2), cluster-honest:
Per-subject OLS slope of success vs day: Box-B2 mean=9.71, Box-A2 mean=9.18
Welch two-sided p=0.556, Mann-Whitney p=0.686 (nB=4, nA=4) -> parallel learning (no slope difference detected)
(Reference only: the GLMM group x day_c joint F-test gives p=0.0001, but with just
observation-level DF (df2=119) it is ANTICONSERVATIVE for this few-subject design and is
NOT the basis for the conclusion above.)
==============================================================================
INTERPRETATION
==============================================================================
Note: these are subject-level GLMMs (Laplace-approximated fitglme), not the
Python reference's population-average GEE -- directions/magnitudes should agree,
exact ratios and p-values will differ.
Anchor check -- H2: Box-B2 BETTER than Box-A2 (the two anchors must differ)
[count/level] Box-B2 = 1.14x Box-A2 (one-sided p=0.1649) -> not supported
[rate/level ] Box-B2 = 1.33x Box-A2 (one-sided p=0.0517) -> not supported
Per-animal (Box-B2 n=4 vs Box-A2 n=4), pure stats (no GLME):
count (per-subject mean success): Welch two-sided p=0.0230, Mann-Whitney one-sided (B2>A2) p=0.0143
rate (per-subject pooled success/total): Welch two-sided p=0.0689, Mann-Whitney one-sided (B2>A2) p=0.0571
(No unknown groups -- they were merged into the anchors; only the H2 anchor
contrast applies.)
==============================================================================
CAVEATS
==============================================================================
- Tiny groups: each arm has only n=3-4 subjects (Naive n=4; anchor arms n=3-5
depending on merge), and -- in unmerged scenarios -- each unknown condition
(Electrode-Box-A, Right-Electrode) has only n=1 subject. Treat every group
comparison here as preliminary.
- Single-subject classification: for a 1-subject unknown, 'matches anchor X'
means 'not statistically distinguishable from X', NOT proof of equivalence;
inference with a single subject in a group is fragile.
- Count vs rate: 'success' alone is a raw count; the rate model
(success/attempts) is the fairer accuracy comparison when attempt counts differ
between groups.
analysis/matlab/results/mergeA2_full.txt
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==============================================================================
tDCS GLM report -- scenario: mergeA2_full
==============================================================================
merge key: mergeA2 day window: 0..26 observations: 185
==============================================================================
DESCRIPTIVES
==============================================================================
group n_subj n_sessions mean_success mean_rate max_day
--------------------------------------------------------------------------
Electrode-Box-B2 4 63 80.2 0.605 22
Electrode-Box-A2 4 46 60.4 0.484 14
Naive 4 76 59.6 0.492 26
==============================================================================
(A) LEVEL / COUNT -- Poisson GLMM (subject random intercept)
==============================================================================
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 185
Fixed effects coefficients 5
Random effects coefficients 12
Covariance parameters 1
Distribution Poisson
Link Log
FitMethod MPL
Formula:
success ~ 1 + group + day_c + day_c2 + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
564.95 584.27 -276.47 552.95
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF
{'(Intercept)' } 4.5232 0.058089 77.867 180
{'group_Electrode-Box-A2'} -0.1219 0.083374 -1.4621 180
{'group_Naive' } -0.36897 0.082023 -4.4984 180
{'day_c' } 0.10078 0.002307 43.684 180
{'day_c2' } -0.0064744 0.00024857 -26.047 180
pValue Lower Upper
1.4699e-140 4.4086 4.6379
0.14547 -0.28641 0.042619
1.2247e-05 -0.53082 -0.20712
9.6816e-98 0.096227 0.10533
5.8173e-63 -0.0069649 -0.0059839
Random effects covariance parameters:
Group: subject (12 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.11179
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 1
==============================================================================
(B) LEVEL / RATE -- Binomial GLMM (subject random intercept)
==============================================================================
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 183
Fixed effects coefficients 5
Random effects coefficients 12
Covariance parameters 1
Distribution Binomial
Link Logit
FitMethod MPL
Formula:
success ~ 1 + group + day_c + day_c2 + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
661.66 680.91 -324.83 649.66
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF
{'(Intercept)' } 0.62325 0.10794 5.7739 178
{'group_Electrode-Box-A2'} -0.33496 0.15306 -2.1884 178
{'group_Naive' } -0.64512 0.15201 -4.2441 178
{'day_c' } 0.12541 0.0034219 36.649 178
{'day_c2' } -0.0069611 0.00035344 -19.695 178
pValue Lower Upper
3.3843e-08 0.41024 0.83626
0.029941 -0.63701 -0.032914
3.5275e-05 -0.94509 -0.34516
7.5329e-85 0.11866 0.13216
1.4145e-46 -0.0076585 -0.0062636
Random effects covariance parameters:
Group: subject (12 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.20951
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 1
==============================================================================
(C) LEARNING RATE -- Poisson GLMM (group x day interaction)
==============================================================================
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 185
Fixed effects coefficients 7
Random effects coefficients 12
Covariance parameters 1
Distribution Poisson
Link Log
FitMethod MPL
Formula:
success ~ 1 + day_c2 + group*day_c + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
557.88 583.64 -270.94 541.88
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat
{'(Intercept)' } 4.5419 0.060057 75.626
{'group_Electrode-Box-A2' } -0.13686 0.086298 -1.5859
{'group_Naive' } -0.41002 0.085075 -4.8196
{'day_c' } 0.090967 0.0032463 28.021
{'day_c2' } -0.0068957 0.0002769 -24.904
{'group_Electrode-Box-A2:day_c'} 0.0071293 0.0064228 1.11
{'group_Naive:day_c' } 0.023329 0.0043517 5.3609
DF pValue Lower Upper
178 3.0366e-137 4.4233 4.6604
178 0.11453 -0.30716 0.033436
178 3.0699e-06 -0.57791 -0.24214
178 3.6033e-67 0.084561 0.097373
178 6.7558e-60 -0.0074422 -0.0063493
178 0.2685 -0.0055454 0.019804
178 2.5437e-07 0.014742 0.031917
Random effects covariance parameters:
Group: subject (12 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.11568
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 1
Per-animal OLS slope test (Box-B2 vs Box-A2), cluster-honest:
Per-subject OLS slope of success vs day: Box-B2 mean=6.92, Box-A2 mean=7.95
Welch two-sided p=0.531, Mann-Whitney p=0.886 (nB=4, nA=4) -> parallel learning (no slope difference detected)
(Reference only: the GLMM group x day_c joint F-test gives p=0.0000, but with just
observation-level DF (df2=178) it is ANTICONSERVATIVE for this few-subject design and is
NOT the basis for the conclusion above.)
==============================================================================
INTERPRETATION
==============================================================================
Note: these are subject-level GLMMs (Laplace-approximated fitglme), not the
Python reference's population-average GEE -- directions/magnitudes should agree,
exact ratios and p-values will differ.
Anchor check -- H2: Box-B2 BETTER than Box-A2 (the two anchors must differ)
[count/level] Box-B2 = 1.13x Box-A2 (one-sided p=0.0719) -> not supported
[rate/level ] Box-B2 = 1.40x Box-A2 (one-sided p=0.0143) -> SUPPORTED
Per-animal (Box-B2 n=4 vs Box-A2 n=4), pure stats (no GLME):
count (per-subject mean success): Welch two-sided p=0.0348, Mann-Whitney one-sided (B2>A2) p=0.0286
rate (per-subject pooled success/total): Welch two-sided p=0.0555, Mann-Whitney one-sided (B2>A2) p=0.0286
(No unknown groups -- they were merged into the anchors; only the H2 anchor
contrast applies.)
==============================================================================
CAVEATS
==============================================================================
- Tiny groups: each arm has only n=3-4 subjects (Naive n=4; anchor arms n=3-5
depending on merge), and -- in unmerged scenarios -- each unknown condition
(Electrode-Box-A, Right-Electrode) has only n=1 subject. Treat every group
comparison here as preliminary.
- Single-subject classification: for a 1-subject unknown, 'matches anchor X'
means 'not statistically distinguishable from X', NOT proof of equivalence;
inference with a single subject in a group is fragile.
- Count vs rate: 'success' alone is a raw count; the rate model
(success/attempts) is the fairer accuracy comparison when attempt counts differ
between groups.
analysis/matlab/results/mergeB2_d0_10.txt
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==============================================================================
tDCS GLM report -- scenario: mergeB2_d0_10
==============================================================================
merge key: mergeB2 day window: 0..10 observations: 126
==============================================================================
DESCRIPTIVES
==============================================================================
group n_subj n_sessions mean_success mean_rate max_day
--------------------------------------------------------------------------
Electrode-Box-B2 5 55 66.4 0.533 10
Electrode-Box-A2 3 28 52.1 0.433 10
Naive 4 43 46.8 0.440 10
==============================================================================
(A) LEVEL / COUNT -- Poisson GLMM (subject random intercept)
==============================================================================
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 126
Fixed effects coefficients 5
Random effects coefficients 12
Covariance parameters 1
Distribution Poisson
Link Log
FitMethod MPL
Formula:
success ~ 1 + group + day_c + day_c2 + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
297.84 314.85 -142.92 285.84
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF
{'(Intercept)' } 4.2369 0.08452 50.129 121
{'group_Electrode-Box-A2'} -0.091837 0.13759 -0.66748 121
{'group_Naive' } -0.39133 0.12596 -3.1068 121
{'day_c' } 0.2019 0.0052735 38.287 121
{'day_c2' } -0.024069 0.0015714 -15.317 121
pValue Lower Upper
8.553e-83 4.0696 4.4042
0.50574 -0.36423 0.18055
0.0023571 -0.64071 -0.14196
1.787e-69 0.19146 0.21235
4.1977e-30 -0.02718 -0.020958
Random effects covariance parameters:
Group: subject (12 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.18296
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 1
==============================================================================
(B) LEVEL / RATE -- Binomial GLMM (subject random intercept)
==============================================================================
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 124
Fixed effects coefficients 5
Random effects coefficients 12
Covariance parameters 1
Distribution Binomial
Link Logit
FitMethod MPL
Formula:
success ~ 1 + group + day_c + day_c2 + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
364.15 381.07 -176.07 352.15
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF
{'(Intercept)' } 0.11026 0.11374 0.96938 119
{'group_Electrode-Box-A2'} -0.26616 0.18448 -1.4427 119
{'group_Naive' } -0.53698 0.16912 -3.1751 119
{'day_c' } 0.21673 0.0069278 31.283 119
{'day_c2' } -0.013726 0.0021988 -6.2424 119
pValue Lower Upper
0.33432 -0.11496 0.33548
0.15172 -0.63144 0.09913
0.0019073 -0.87186 -0.2021
2.9856e-59 0.20301 0.23044
6.8729e-09 -0.01808 -0.009372
Random effects covariance parameters:
Group: subject (12 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.24468
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 1
==============================================================================
(C) LEARNING RATE -- Poisson GLMM (group x day interaction)
==============================================================================
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 126
Fixed effects coefficients 7
Random effects coefficients 12
Covariance parameters 1
Distribution Poisson
Link Log
FitMethod MPL
Formula:
success ~ 1 + day_c2 + group*day_c + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
304.98 327.67 -144.49 288.98
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat
{'(Intercept)' } 4.2592 0.082682 51.513
{'group_Electrode-Box-A2' } -0.10296 0.13455 -0.76522
{'group_Naive' } -0.46886 0.1243 -3.7722
{'day_c' } 0.1907 0.0067258 28.354
{'day_c2' } -0.02454 0.0015791 -15.541
{'group_Electrode-Box-A2:day_c'} -0.0023862 0.012062 -0.19783
{'group_Naive:day_c' } 0.045036 0.010729 4.1975
DF pValue Lower Upper
119 3.2785e-83 4.0955 4.423
119 0.44566 -0.36937 0.16346
119 0.00025365 -0.71498 -0.22275
119 9.114e-55 0.17738 0.20402
119 2.0273e-30 -0.027667 -0.021413
119 0.84352 -0.02627 0.021498
119 5.2317e-05 0.023791 0.066281
Random effects covariance parameters:
Group: subject (12 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.17816
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 1
Per-animal OLS slope test (Box-B2 vs Box-A2), cluster-honest:
Per-subject OLS slope of success vs day: Box-B2 mean=9.74, Box-A2 mean=8.96
Welch two-sided p=0.517, Mann-Whitney p=0.571 (nB=5, nA=3) -> parallel learning (no slope difference detected)
(Reference only: the GLMM group x day_c joint F-test gives p=0.0001, but with just
observation-level DF (df2=119) it is ANTICONSERVATIVE for this few-subject design and is
NOT the basis for the conclusion above.)
==============================================================================
INTERPRETATION
==============================================================================
Note: these are subject-level GLMMs (Laplace-approximated fitglme), not the
Python reference's population-average GEE -- directions/magnitudes should agree,
exact ratios and p-values will differ.
Anchor check -- H2: Box-B2 BETTER than Box-A2 (the two anchors must differ)
[count/level] Box-B2 = 1.10x Box-A2 (one-sided p=0.2522) -> not supported
[rate/level ] Box-B2 = 1.30x Box-A2 (one-sided p=0.0745) -> not supported
Per-animal (Box-B2 n=5 vs Box-A2 n=3), pure stats (no GLME):
count (per-subject mean success): Welch two-sided p=0.0228, Mann-Whitney one-sided (B2>A2) p=0.0179
rate (per-subject pooled success/total): Welch two-sided p=0.0943, Mann-Whitney one-sided (B2>A2) p=0.0714
(No unknown groups -- they were merged into the anchors; only the H2 anchor
contrast applies.)
==============================================================================
CAVEATS
==============================================================================
- Tiny groups: each arm has only n=3-4 subjects (Naive n=4; anchor arms n=3-5
depending on merge), and -- in unmerged scenarios -- each unknown condition
(Electrode-Box-A, Right-Electrode) has only n=1 subject. Treat every group
comparison here as preliminary.
- Single-subject classification: for a 1-subject unknown, 'matches anchor X'
means 'not statistically distinguishable from X', NOT proof of equivalence;
inference with a single subject in a group is fragile.
- Count vs rate: 'success' alone is a raw count; the rate model
(success/attempts) is the fairer accuracy comparison when attempt counts differ
between groups.
analysis/matlab/results/mergeB2_full.txt
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==============================================================================
tDCS GLM report -- scenario: mergeB2_full
==============================================================================
merge key: mergeB2 day window: 0..26 observations: 185
==============================================================================
DESCRIPTIVES
==============================================================================
group n_subj n_sessions mean_success mean_rate max_day
--------------------------------------------------------------------------
Electrode-Box-B2 5 78 78.4 0.596 22
Electrode-Box-A2 3 31 55.4 0.448 13
Naive 4 76 59.6 0.492 26
==============================================================================
(A) LEVEL / COUNT -- Poisson GLMM (subject random intercept)
==============================================================================
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 185
Fixed effects coefficients 5
Random effects coefficients 12
Covariance parameters 1
Distribution Poisson
Link Log
FitMethod MPL
Formula:
success ~ 1 + group + day_c + day_c2 + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
565.84 585.16 -276.92 553.84
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF
{'(Intercept)' } 4.4986 0.054066 83.206 180
{'group_Electrode-Box-A2'} -0.096187 0.09052 -1.0626 180
{'group_Naive' } -0.34448 0.080981 -4.2538 180
{'day_c' } 0.10082 0.0023113 43.621 180
{'day_c2' } -0.00647 0.00024877 -26.008 180
pValue Lower Upper
1.3263e-145 4.3919 4.6053
0.28939 -0.2748 0.08243
3.3739e-05 -0.50427 -0.18468
1.2306e-97 0.096261 0.10538
7.2052e-63 -0.0069609 -0.0059791
Random effects covariance parameters:
Group: subject (12 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.1166
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 1
==============================================================================
(B) LEVEL / RATE -- Binomial GLMM (subject random intercept)
==============================================================================
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 183
Fixed effects coefficients 5
Random effects coefficients 12
Covariance parameters 1
Distribution Binomial
Link Logit
FitMethod MPL
Formula:
success ~ 1 + group + day_c + day_c2 + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
661.88 681.14 -324.94 649.88
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF
{'(Intercept)' } 0.57975 0.098046 5.913 178
{'group_Electrode-Box-A2'} -0.33262 0.16122 -2.0631 178
{'group_Naive' } -0.60174 0.14641 -4.1098 178
{'day_c' } 0.12534 0.0034238 36.607 178
{'day_c2' } -0.0069519 0.00035349 -19.666 178
pValue Lower Upper
1.6792e-08 0.38627 0.77323
0.040554 -0.65077 -0.014466
6.0348e-05 -0.89067 -0.31281
9.0274e-85 0.11858 0.13209
1.6927e-46 -0.0076494 -0.0062543
Random effects covariance parameters:
Group: subject (12 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.21289
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 1
==============================================================================
(C) LEARNING RATE -- Poisson GLMM (group x day interaction)
==============================================================================
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 185
Fixed effects coefficients 7
Random effects coefficients 12
Covariance parameters 1
Distribution Poisson
Link Log
FitMethod MPL
Formula:
success ~ 1 + day_c2 + group*day_c + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
560.22 585.99 -272.11 544.22
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat
{'(Intercept)' } 4.516 0.055699 81.079
{'group_Electrode-Box-A2' } -0.11558 0.094376 -1.2247
{'group_Naive' } -0.38342 0.083677 -4.5821
{'day_c' } 0.092386 0.0030001 30.794
{'day_c2' } -0.006943 0.00027446 -25.297
{'group_Electrode-Box-A2:day_c'} 0.0036285 0.0081693 0.44417
{'group_Naive:day_c' } 0.022361 0.0042611 5.2476
DF pValue Lower Upper
178 1.781e-142 4.4061 4.6259
178 0.22231 -0.30182 0.070658
178 8.6367e-06 -0.54854 -0.21829
178 3.1867e-73 0.086466 0.098307
178 7.6668e-61 -0.0074846 -0.0064014
178 0.65746 -0.012493 0.01975
178 4.3478e-07 0.013952 0.03077
Random effects covariance parameters:
Group: subject (12 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.12017
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 1
Per-animal OLS slope test (Box-B2 vs Box-A2), cluster-honest:
Per-subject OLS slope of success vs day: Box-B2 mean=6.98, Box-A2 mean=8.19
Welch two-sided p=0.508, Mann-Whitney p=0.786 (nB=5, nA=3) -> parallel learning (no slope difference detected)
(Reference only: the GLMM group x day_c joint F-test gives p=0.0000, but with just
observation-level DF (df2=178) it is ANTICONSERVATIVE for this few-subject design and is
NOT the basis for the conclusion above.)
==============================================================================
INTERPRETATION
==============================================================================
Note: these are subject-level GLMMs (Laplace-approximated fitglme), not the
Python reference's population-average GEE -- directions/magnitudes should agree,
exact ratios and p-values will differ.
Anchor check -- H2: Box-B2 BETTER than Box-A2 (the two anchors must differ)
[count/level] Box-B2 = 1.10x Box-A2 (one-sided p=0.1440) -> not supported
[rate/level ] Box-B2 = 1.39x Box-A2 (one-sided p=0.0196) -> SUPPORTED
Per-animal (Box-B2 n=5 vs Box-A2 n=3), pure stats (no GLME):
count (per-subject mean success): Welch two-sided p=0.0204, Mann-Whitney one-sided (B2>A2) p=0.0179
rate (per-subject pooled success/total): Welch two-sided p=0.0440, Mann-Whitney one-sided (B2>A2) p=0.0179
(No unknown groups -- they were merged into the anchors; only the H2 anchor
contrast applies.)
==============================================================================
CAVEATS
==============================================================================
- Tiny groups: each arm has only n=3-4 subjects (Naive n=4; anchor arms n=3-5
depending on merge), and -- in unmerged scenarios -- each unknown condition
(Electrode-Box-A, Right-Electrode) has only n=1 subject. Treat every group
comparison here as preliminary.
- Single-subject classification: for a 1-subject unknown, 'matches anchor X'
means 'not statistically distinguishable from X', NOT proof of equivalence;
inference with a single subject in a group is fragile.
- Count vs rate: 'success' alone is a raw count; the rate model
(success/attempts) is the fairer accuracy comparison when attempt counts differ
between groups.
analysis/matlab/results/mergeNaive_full.txt
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==============================================================================
tDCS GLM report -- scenario: mergeNaive_full
==============================================================================
merge key: mergeNaive day window: 0..26 observations: 185
==============================================================================
DESCRIPTIVES
==============================================================================
group n_subj n_sessions mean_success mean_rate max_day
--------------------------------------------------------------------------
Electrode-Box-B2 4 63 80.2 0.605 22
Electrode-Box-A 1 15 70.7 0.557 14
Electrode-Box-A2 7 107 58.4 0.479 26
==============================================================================
(A) LEVEL / COUNT -- Poisson GLMM (subject random intercept)
==============================================================================
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 185
Fixed effects coefficients 5
Random effects coefficients 12
Covariance parameters 1
Distribution Poisson
Link Log
FitMethod MPL
Formula:
success ~ 1 + group + day_c + day_c2 + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
569.28 588.6 -278.64 557.28
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat
{'(Intercept)' } 4.5235 0.074032 61.102
{'group_Electrode-Box-A' } -0.12346 0.16529 -0.74694
{'group_Electrode-Box-A2'} -0.26481 0.093039 -2.8462
{'day_c' } 0.10065 0.0023081 43.608
{'day_c2' } -0.0064638 0.00024915 -25.944
DF pValue Lower Upper
180 2.6809e-122 4.3774 4.6696
180 0.45607 -0.44962 0.2027
180 0.0049387 -0.44839 -0.081217
180 1.2924e-97 0.096096 0.10521
180 1.0244e-62 -0.0069555 -0.0059722
Random effects covariance parameters:
Group: subject (12 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.14464
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 1
==============================================================================
(B) LEVEL / RATE -- Binomial GLMM (subject random intercept)
==============================================================================
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 183
Fixed effects coefficients 5
Random effects coefficients 12
Covariance parameters 1
Distribution Binomial
Link Logit
FitMethod MPL
Formula:
success ~ 1 + group + day_c + day_c2 + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
663.16 682.41 -325.58 651.16
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat
{'(Intercept)' } 0.62291 0.11692 5.3275
{'group_Electrode-Box-A' } -0.21631 0.26048 -0.83042
{'group_Electrode-Box-A2'} -0.5314 0.14632 -3.6318
{'day_c' } 0.12505 0.003415 36.618
{'day_c2' } -0.0069489 0.00035361 -19.651
DF pValue Lower Upper
178 2.981e-07 0.39218 0.85365
178 0.40742 -0.73034 0.29772
178 0.00036793 -0.82014 -0.24265
178 8.6013e-85 0.11831 0.13179
178 1.8602e-46 -0.0076467 -0.0062511
Random effects covariance parameters:
Group: subject (12 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.22797
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 1
==============================================================================
(C) LEARNING RATE -- Poisson GLMM (group x day interaction)
==============================================================================
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 185
Fixed effects coefficients 7
Random effects coefficients 12
Covariance parameters 1
Distribution Poisson
Link Log
FitMethod MPL
Formula:
success ~ 1 + day_c2 + group*day_c + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
561.97 587.73 -272.98 545.97
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat
{'(Intercept)' } 4.5372 0.083001 54.664
{'group_Electrode-Box-A' } -0.13394 0.18535 -0.72264
{'group_Electrode-Box-A2' } -0.27771 0.10424 -2.6641
{'day_c' } 0.090249 0.0032246 27.988
{'day_c2' } -0.0066704 0.00025769 -25.885
{'group_Electrode-Box-A:day_c' } 0.010369 0.0086089 1.2044
{'group_Electrode-Box-A2:day_c'} 0.020125 0.0041158 4.8897
DF pValue Lower Upper
178 3.3741e-113 4.3734 4.701
178 0.47085 -0.4997 0.23182
178 0.0084289 -0.48341 -0.071999
178 4.2889e-67 0.083886 0.096613
178 3.0498e-62 -0.0071789 -0.0061619
178 0.23002 -0.0066197 0.027358
178 2.2462e-06 0.012003 0.028247
Random effects covariance parameters:
Group: subject (12 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.16287
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 1
Per-animal OLS slope test (Box-B2 vs Box-A2), cluster-honest:
Per-subject OLS slope of success vs day: Box-B2 mean=6.92, Box-A2 mean=6.25
Welch two-sided p=0.689, Mann-Whitney p=0.527 (nB=4, nA=7) -> parallel learning (no slope difference detected)
(Reference only: the GLMM group x day_c joint F-test gives p=0.0000, but with just
observation-level DF (df2=178) it is ANTICONSERVATIVE for this few-subject design and is
NOT the basis for the conclusion above.)
==============================================================================
INTERPRETATION
==============================================================================
Note: these are subject-level GLMMs (Laplace-approximated fitglme), not the
Python reference's population-average GEE -- directions/magnitudes should agree,
exact ratios and p-values will differ.
Anchor check -- H2: Box-B2 BETTER than Box-A2 (the two anchors must differ)
[count/level] Box-B2 = 1.30x Box-A2 (one-sided p=0.0022) -> SUPPORTED
[rate/level ] Box-B2 = 1.70x Box-A2 (one-sided p=0.0001) -> SUPPORTED
Per-animal (Box-B2 n=4 vs Box-A2 n=7), pure stats (no GLME):
count (per-subject mean success): Welch two-sided p=0.0158, Mann-Whitney one-sided (B2>A2) p=0.0030
rate (per-subject pooled success/total): Welch two-sided p=0.0207, Mann-Whitney one-sided (B2>A2) p=0.0030
(No unknown groups -- they were merged into the anchors; only the H2 anchor
contrast applies.)
==============================================================================
CAVEATS
==============================================================================
- Tiny groups: each arm has only n=3-4 subjects (Naive n=4; anchor arms n=3-5
depending on merge), and -- in unmerged scenarios -- each unknown condition
(Electrode-Box-A, Right-Electrode) has only n=1 subject. Treat every group
comparison here as preliminary.
- Single-subject classification: for a 1-subject unknown, 'matches anchor X'
means 'not statistically distinguishable from X', NOT proof of equivalence;
inference with a single subject in a group is fragile.
- Count vs rate: 'success' alone is a raw count; the rate model
(success/attempts) is the fairer accuracy comparison when attempt counts differ
between groups.
analysis/matlab/results/paper_mergeA2.txt
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==============================================================================
PAPER LME REPLICATION -- mergeA2
==============================================================================
model: behavior ~ stim + day + stim:day + (1|rat) [stim: Electrode-Box-B2=1 vs Electrode-Box-A2=0]
N = 8 rats, 109 sessions (day raw; day 0 = paper "Day 1")
day coverage: stim(B2) 0..22, control(A2) 0..14
** WARNING: unequal day coverage -- the full-range stim:day interaction
extrapolates the control group's line and is CONFOUNDED here (the paper's
groups had equal coverage). See the _d0_13 fair-window and phased analyses. **
==============================================================================
FULL MODEL SUMMARY -- fitlme: behavior ~ stim + day + stim:day + (1|rat)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 109
Fixed effects coefficients 4
Random effects coefficients 8
Covariance parameters 2
Formula:
behavior ~ 1 + day*stim + (1 | rat)
Model fit statistics:
AIC BIC LogLikelihood Deviance
962.68 978.83 -475.34 950.68
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 20.701 4.9127 4.2138 105 5.3256e-05
{'day' } 6.8599 0.69872 9.8178 105 1.5726e-16
{'stim' } 22.092 6.4372 3.4319 105 0.00085848
{'day:stim' } -2.1793 0.81821 -2.6635 105 0.0089525
Lower Upper
10.96 30.442
5.4745 8.2453
9.3279 34.855
-3.8016 -0.55692
Random effects covariance parameters (95% CIs):
Group: rat (8 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 2.1043e-15
Lower Upper
NaN NaN
Group: Error
Name Estimate Lower Upper
{'Res Std'} 18.954 16.597 21.644
effect t (df) F (df1) p
------------------------------------------------------------------
stim x day (interaction) t(105)= -2.66 F(1)= 7.094 p=0.008953
day (learning) t(105)= 9.82 F(1)= 96.388 p=1.573e-16
stim (main, Day 1) t(105)= 3.43 F(1)= 11.778 p=0.0008585
interaction 95% CI: [-3.80, -0.56]
Paper (N=24): interaction t(227)=2.68, F(1)=7.12, p=0.008; day t(227)=9.64,
F(1)=267.64, p=1.2e-18; stim t(227)=0.23, F(1)=0.053, p=0.81.
analysis/matlab/results/paper_mergeB2.txt
+67
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==============================================================================
PAPER LME REPLICATION -- mergeB2
==============================================================================
model: behavior ~ stim + day + stim:day + (1|rat) [stim: Electrode-Box-B2=1 vs Electrode-Box-A2=0]
N = 8 rats, 109 sessions (day raw; day 0 = paper "Day 1")
day coverage: stim(B2) 0..22, control(A2) 0..13
** WARNING: unequal day coverage -- the full-range stim:day interaction
extrapolates the control group's line and is CONFOUNDED here (the paper's
groups had equal coverage). See the _d0_13 fair-window and phased analyses. **
==============================================================================
FULL MODEL SUMMARY -- fitlme: behavior ~ stim + day + stim:day + (1|rat)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 109
Fixed effects coefficients 4
Random effects coefficients 8
Covariance parameters 2
Formula:
behavior ~ 1 + day*stim + (1 | rat)
Model fit statistics:
AIC BIC LogLikelihood Deviance
967.24 983.39 -477.62 955.24
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 21.7 5.9981 3.6178 105 0.00045861
{'day' } 6.4863 0.9412 6.8916 105 4.2336e-10
{'stim' } 17.493 7.1288 2.4538 105 0.015779
{'day:stim' } -1.4651 1.025 -1.4294 105 0.15586
Lower Upper
9.8069 33.593
4.6201 8.3526
3.3578 31.628
-3.4974 0.56726
Random effects covariance parameters (95% CIs):
Group: rat (8 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 2.1487e-15
Lower Upper
NaN NaN
Group: Error
Name Estimate Lower Upper
{'Res Std'} 19.354 16.948 22.101
effect t (df) F (df1) p
------------------------------------------------------------------
stim x day (interaction) t(105)= -1.43 F(1)= 2.043 p=0.1559
day (learning) t(105)= 6.89 F(1)= 47.494 p=4.234e-10
stim (main, Day 1) t(105)= 2.45 F(1)= 6.021 p=0.01578
interaction 95% CI: [-3.50, +0.57]
Paper (N=24): interaction t(227)=2.68, F(1)=7.12, p=0.008; day t(227)=9.64,
F(1)=267.64, p=1.2e-18; stim t(227)=0.23, F(1)=0.053, p=0.81.
analysis/matlab/results/paper_mergeNaive.txt
+67
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@@ -0,0 +1,67 @@
==============================================================================
PAPER LME REPLICATION -- mergeNaive
==============================================================================
model: behavior ~ stim + day + stim:day + (1|rat) [stim: Electrode-Box-B2=1 vs Electrode-Box-A2=0]
N = 11 rats, 170 sessions (day raw; day 0 = paper "Day 1")
day coverage: stim(B2) 0..22, control(A2) 0..26
** WARNING: unequal day coverage -- the full-range stim:day interaction
extrapolates the control group's line and is CONFOUNDED here (the paper's
groups had equal coverage). See the _d0_13 fair-window and phased analyses. **
==============================================================================
FULL MODEL SUMMARY -- fitlme: behavior ~ stim + day + stim:day + (1|rat)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 170
Fixed effects coefficients 4
Random effects coefficients 11
Covariance parameters 2
Formula:
behavior ~ 1 + day*stim + (1 | rat)
Model fit statistics:
AIC BIC LogLikelihood Deviance
1526.4 1545.2 -757.2 1514.4
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 30.553 4.7932 6.3742 166 1.7469e-09
{'day' } 3.5345 0.33399 10.583 166 2.5084e-20
{'stim' } 10.155 8.0021 1.2691 166 0.2062
{'day:stim' } 1.5835 0.58611 2.7018 166 0.0076138
Lower Upper
21.089 40.016
2.8751 4.1939
-5.6439 25.954
0.42633 2.7407
Random effects covariance parameters (95% CIs):
Group: rat (11 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 9.2449
Lower Upper
5.388 15.863
Group: Error
Name Estimate Lower Upper
{'Res Std'} 19.866 17.802 22.168
effect t (df) F (df1) p
------------------------------------------------------------------
stim x day (interaction) t(166)= 2.70 F(1)= 7.299 p=0.007614
day (learning) t(166)= 10.58 F(1)= 111.990 p=2.508e-20
stim (main, Day 1) t(166)= 1.27 F(1)= 1.611 p=0.2062
interaction 95% CI: [+0.43, +2.74]
Paper (N=24): interaction t(227)=2.68, F(1)=7.12, p=0.008; day t(227)=9.64,
F(1)=267.64, p=1.2e-18; stim t(227)=0.23, F(1)=0.053, p=0.81.
analysis/matlab/results/paper_unmerged.txt
+64
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@@ -0,0 +1,64 @@
==============================================================================
PAPER LME REPLICATION -- unmerged
==============================================================================
model: behavior ~ stim + day + stim:day + (1|rat) [stim: Electrode-Box-B2=1 vs Electrode-Box-A2=0]
N = 6 rats, 71 sessions (day raw; day 0 = paper "Day 1")
day coverage: stim(B2) 0..14, control(A2) 0..13
==============================================================================
FULL MODEL SUMMARY -- fitlme: behavior ~ stim + day + stim:day + (1|rat)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 71
Fixed effects coefficients 4
Random effects coefficients 6
Covariance parameters 2
Formula:
behavior ~ 1 + day*stim + (1 | rat)
Model fit statistics:
AIC BIC LogLikelihood Deviance
596.33 609.9 -292.16 584.33
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 21.53 5.5382 3.8874 67 0.00023506
{'day' } 6.6587 0.72367 9.2014 67 1.6706e-13
{'stim' } 8.0204 7.6977 1.0419 67 0.3012
{'day:stim' } 0.93747 0.9187 1.0204 67 0.3112
Lower Upper
10.475 32.584
5.2143 8.1032
-7.3444 23.385
-0.89627 2.7712
Random effects covariance parameters (95% CIs):
Group: rat (6 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 5.7931
Lower Upper
2.4723 13.574
Group: Error
Name Estimate Lower Upper
{'Res Std'} 14.163 11.93 16.813
effect t (df) F (df1) p
------------------------------------------------------------------
stim x day (interaction) t(67)= 1.02 F(1)= 1.041 p=0.3112
day (learning) t(67)= 9.20 F(1)= 84.665 p=1.671e-13
stim (main, Day 1) t(67)= 1.04 F(1)= 1.086 p=0.3012
interaction 95% CI: [-0.90, +2.77]
Paper (N=24): interaction t(227)=2.68, F(1)=7.12, p=0.008; day t(227)=9.64,
F(1)=267.64, p=1.2e-18; stim t(227)=0.23, F(1)=0.053, p=0.81.
analysis/matlab/results/phase_mergeA2.txt
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==============================================================================
PHASED days x tDCS LME -- mergeA2 (Box-B2 vs Box-A2)
==============================================================================
model per phase: success ~ dayp*tDCS + (1|subject) [dayp = day - phaseStart]
phase N A2slope B2slope day p tDCS(lvl) p interaction p slopeDiff [95% CI]
--------------------------------------------------------------------------------------------
0-5 8 10.54 15.16 1.5e-10 0.693 0.014 +4.62 [+1.00, +8.24]
6-10 7 3.17 4.83 0.035 0.127 0.390 +1.66 [-2.22, +5.53]
6-13 7 2.92 4.47 0.00032 0.125 0.118 +1.55 [-0.41, +3.52]
Note: the interaction p (and CI) use fitlme observation-level DF and are
ANTICONSERVATIVE at these small subject counts (see tdcs_power_sim). The early
phase carries the Box-B2 faster-acquisition signal; late phases converge.
==============================================================================
FULL MODEL SUMMARY -- phase 0-5: success ~ dayp*tDCS + (1|subject)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 48
Fixed effects coefficients 4
Random effects coefficients 8
Covariance parameters 2
Formula:
success ~ 1 + dayp*tDCS + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
381.01 392.23 -184.5 369.01
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 10.06 4.465 2.253 44 0.029296
{'dayp' } 10.543 1.27 8.3016 44 1.4943e-10
{'tDCS' } -2.5119 6.3144 -0.3978 44 0.6927
{'dayp:tDCS' } 4.6214 1.796 2.5731 44 0.013526
Lower Upper
1.061 19.058
7.9834 13.102
-15.238 10.214
1.0018 8.2411
Random effects covariance parameters (95% CIs):
Group: subject (8 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 4.5394
Lower Upper
1.7406 11.838
Group: Error
Name Estimate Lower Upper
{'Res Std'} 10.625 8.5345 13.229
==============================================================================
FULL MODEL SUMMARY -- phase 6-10: success ~ dayp*tDCS + (1|subject)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 35
Fixed effects coefficients 4
Random effects coefficients 7
Covariance parameters 2
Formula:
success ~ 1 + dayp*tDCS + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
265.24 274.57 -126.62 253.24
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 75.867 4.9313 15.385 31 4.6291e-16
{'dayp' } 3.1667 1.4366 2.2043 31 0.035054
{'tDCS' } 10.233 6.5234 1.5687 31 0.12687
{'dayp:tDCS' } 1.6583 1.9004 0.87262 31 0.38958
Lower Upper
65.809 85.924
0.23676 6.0966
-3.0713 23.538
-2.2176 5.5342
Random effects covariance parameters (95% CIs):
Group: subject (7 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 5.9837
Lower Upper
2.9396 12.18
Group: Error
Name Estimate Lower Upper
{'Res Std'} 7.8684 6.0554 10.224
==============================================================================
FULL MODEL SUMMARY -- phase 6-13: success ~ dayp*tDCS + (1|subject)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 50
Fixed effects coefficients 4
Random effects coefficients 7
Covariance parameters 2
Formula:
success ~ 1 + dayp*tDCS + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
367.22 378.69 -177.61 355.22
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 76.4 4.9765 15.352 46 1.0096e-19
{'dayp' } 2.9189 0.74973 3.8932 46 0.00031772
{'tDCS' } 10.289 6.5773 1.5643 46 0.12459
{'dayp:tDCS' } 1.554 0.97562 1.5928 46 0.11805
Lower Upper
66.382 86.417
1.4097 4.428
-2.9502 23.528
-0.40985 3.5178
Random effects covariance parameters (95% CIs):
Group: subject (7 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 7.1357
Lower Upper
3.9247 12.974
Group: Error
Name Estimate Lower Upper
{'Res Std'} 7.3202 5.9279 9.0395
analysis/matlab/results/phase_mergeB2.txt
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==============================================================================
PHASED days x tDCS LME -- mergeB2 (Box-B2 vs Box-A2)
==============================================================================
model per phase: success ~ dayp*tDCS + (1|subject) [dayp = day - phaseStart]
phase N A2slope B2slope day p tDCS(lvl) p interaction p slopeDiff [95% CI]
--------------------------------------------------------------------------------------------
0-5 8 9.86 14.65 2.9e-08 0.399 0.013 +4.79 [+1.06, +8.53]
6-10 7 2.40 4.80 0.18 0.142 0.253 +2.40 [-1.80, +6.60]
6-13 7 1.71 4.42 0.083 0.127 0.018 +2.71 [+0.50, +4.93]
Note: the interaction p (and CI) use fitlme observation-level DF and are
ANTICONSERVATIVE at these small subject counts (see tdcs_power_sim). The early
phase carries the Box-B2 faster-acquisition signal; late phases converge.
==============================================================================
FULL MODEL SUMMARY -- phase 0-5: success ~ dayp*tDCS + (1|subject)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 48
Fixed effects coefficients 4
Random effects coefficients 8
Covariance parameters 2
Formula:
success ~ 1 + dayp*tDCS + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
383.06 394.29 -185.53 371.06
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 12.524 5.5254 2.2666 44 0.028385
{'dayp' } 9.8571 1.4654 6.7268 44 2.8783e-08
{'tDCS' } -5.9524 6.9892 -0.85166 44 0.39902
{'dayp:tDCS' } 4.7943 1.8536 2.5865 44 0.013079
Lower Upper
1.3881 23.66
6.9039 12.81
-20.038 8.1334
1.0587 8.5299
Random effects covariance parameters (95% CIs):
Group: subject (8 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 5.7044
Lower Upper
2.6066 12.484
Group: Error
Name Estimate Lower Upper
{'Res Std'} 10.618 8.5282 13.219
==============================================================================
FULL MODEL SUMMARY -- phase 6-10: success ~ dayp*tDCS + (1|subject)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 35
Fixed effects coefficients 4
Random effects coefficients 7
Covariance parameters 2
Formula:
success ~ 1 + dayp*tDCS + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
264.22 273.56 -126.11 252.22
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 74.2 5.8956 12.586 31 1.0133e-13
{'dayp' } 2.4 1.7415 1.3781 31 0.17803
{'tDCS' } 10.52 6.9757 1.5081 31 0.14166
{'dayp:tDCS' } 2.4 2.0606 1.1647 31 0.25302
Lower Upper
62.176 86.224
-1.1518 5.9518
-3.7071 24.747
-1.8026 6.6026
Random effects covariance parameters (95% CIs):
Group: subject (7 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 5.7551
Lower Upper
2.7955 11.848
Group: Error
Name Estimate Lower Upper
{'Res Std'} 7.7883 5.9937 10.12
==============================================================================
FULL MODEL SUMMARY -- phase 6-13: success ~ dayp*tDCS + (1|subject)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 50
Fixed effects coefficients 4
Random effects coefficients 7
Covariance parameters 2
Formula:
success ~ 1 + dayp*tDCS + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
362.57 374.04 -175.28 350.57
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 75.168 5.6188 13.378 46 1.8212e-17
{'dayp' } 1.712 0.96716 1.7701 46 0.083338
{'tDCS' } 10.291 6.6299 1.5522 46 0.12747
{'dayp:tDCS' } 2.7116 1.1009 2.4631 46 0.017575
Lower Upper
63.858 86.478
-0.23482 3.6588
-3.0544 23.636
0.49565 4.9275
Random effects covariance parameters (95% CIs):
Group: subject (7 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 6.379
Lower Upper
3.4793 11.695
Group: Error
Name Estimate Lower Upper
{'Res Std'} 7.0508 5.7111 8.7047
analysis/matlab/results/phase_mergeNaive.txt
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==============================================================================
PHASED days x tDCS LME -- mergeNaive (Box-B2 vs Box-A2)
==============================================================================
model per phase: success ~ dayp*tDCS + (1|subject) [dayp = day - phaseStart]
phase N A2slope B2slope day p tDCS(lvl) p interaction p slopeDiff [95% CI]
--------------------------------------------------------------------------------------------
0-5 11 8.26 15.16 1.6e-10 0.852 0.000 +6.90 [+3.40, +10.41]
6-10 10 5.97 4.83 3.9e-05 0.007 0.584 -1.14 [-5.31, +3.03]
6-13 10 2.83 4.47 0.00071 0.012 0.196 +1.65 [-0.87, +4.17]
Note: the interaction p (and CI) use fitlme observation-level DF and are
ANTICONSERVATIVE at these small subject counts (see tdcs_power_sim). The early
phase carries the Box-B2 faster-acquisition signal; late phases converge.
==============================================================================
FULL MODEL SUMMARY -- phase 0-5: success ~ dayp*tDCS + (1|subject)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 65
Fixed effects coefficients 4
Random effects coefficients 11
Covariance parameters 2
Formula:
success ~ 1 + dayp*tDCS + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
532.27 545.32 -260.14 520.27
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 9.046 4.8672 1.8586 61 0.067913
{'dayp' } 8.2602 1.0773 7.6677 61 1.6422e-10
{'tDCS' } -1.4984 7.9706 -0.188 61 0.8515
{'dayp:tDCS' } 6.9041 1.7525 3.9397 61 0.00021248
Lower Upper
-0.68649 18.779
6.106 10.414
-17.437 14.44
3.3998 10.408
Random effects covariance parameters (95% CIs):
Group: subject (11 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 9.4501
Lower Upper
5.5672 16.041
Group: Error
Name Estimate Lower Upper
{'Res Std'} 11.565 9.5751 13.968
==============================================================================
FULL MODEL SUMMARY -- phase 6-10: success ~ dayp*tDCS + (1|subject)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 50
Fixed effects coefficients 4
Random effects coefficients 10
Covariance parameters 2
Formula:
success ~ 1 + dayp*tDCS + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
404.12 415.59 -196.06 392.12
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 62.1 5.345 11.618 46 2.7953e-15
{'dayp' } 5.9667 1.3111 4.5509 46 3.8983e-05
{'tDCS' } 24 8.4512 2.8398 46 0.0067003
{'dayp:tDCS' } -1.1417 2.073 -0.55073 46 0.58449
Lower Upper
51.341 72.859
3.3276 8.6058
6.9887 41.011
-5.3144 3.0311
Random effects covariance parameters (95% CIs):
Group: subject (10 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 10.466
Lower Upper
6.207 17.646
Group: Error
Name Estimate Lower Upper
{'Res Std'} 10.156 8.1572 12.644
==============================================================================
FULL MODEL SUMMARY -- phase 6-13: success ~ dayp*tDCS + (1|subject)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 73
Fixed effects coefficients 4
Random effects coefficients 10
Covariance parameters 2
Formula:
success ~ 1 + dayp*tDCS + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
593.06 606.81 -290.53 581.06
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 66.814 4.8749 13.706 69 2.2545e-21
{'dayp' } 2.8256 0.79686 3.5459 69 0.00070793
{'tDCS' } 19.873 7.7041 2.5796 69 0.012026
{'dayp:tDCS' } 1.648 1.2621 1.3058 69 0.19595
Lower Upper
57.089 76.539
1.2359 4.4153
4.504 35.242
-0.86972 4.1658
Random effects covariance parameters (95% CIs):
Group: subject (10 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 9.246
Lower Upper
5.4692 15.631
Group: Error
Name Estimate Lower Upper
{'Res Std'} 11.498 9.661 13.686
analysis/matlab/results/phase_unmerged.txt
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==============================================================================
PHASED days x tDCS LME -- unmerged (Box-B2 vs Box-A2)
==============================================================================
model per phase: success ~ dayp*tDCS + (1|subject) [dayp = day - phaseStart]
phase N A2slope B2slope day p tDCS(lvl) p interaction p slopeDiff [95% CI]
--------------------------------------------------------------------------------------------
0-5 6 9.86 15.22 1.6e-07 0.689 0.015 +5.36 [+1.11, +9.62]
6-10 5 2.40 4.17 0.23 0.098 0.486 +1.77 [-3.41, +6.95]
6-13 5 1.71 3.98 0.12 0.101 0.097 +2.27 [-0.44, +4.97]
Note: the interaction p (and CI) use fitlme observation-level DF and are
ANTICONSERVATIVE at these small subject counts (see tdcs_power_sim). The early
phase carries the Box-B2 faster-acquisition signal; late phases converge.
==============================================================================
FULL MODEL SUMMARY -- phase 0-5: success ~ dayp*tDCS + (1|subject)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 36
Fixed effects coefficients 4
Random effects coefficients 6
Covariance parameters 2
Formula:
success ~ 1 + dayp*tDCS + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
289.66 299.16 -138.83 277.66
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 12.524 5.2775 2.3731 32 0.023816
{'dayp' } 9.8571 1.4772 6.6729 32 1.5706e-07
{'tDCS' } -3.0159 7.4635 -0.40408 32 0.68884
{'dayp:tDCS' } 5.3619 2.089 2.5667 32 0.015149
Lower Upper
1.7739 23.274
6.8482 12.866
-18.219 12.187
1.1067 9.6172
Random effects covariance parameters (95% CIs):
Group: subject (6 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 4.8527
Lower Upper
1.7069 13.796
Group: Error
Name Estimate Lower Upper
{'Res Std'} 10.703 8.3104 13.785
==============================================================================
FULL MODEL SUMMARY -- phase 6-10: success ~ dayp*tDCS + (1|subject)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 25
Fixed effects coefficients 4
Random effects coefficients 5
Covariance parameters 2
Formula:
success ~ 1 + dayp*tDCS + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
196.97 204.29 -92.486 184.97
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 74.2 6.4017 11.591 21 1.3774e-10
{'dayp' } 2.4 1.9295 1.2439 21 0.22726
{'tDCS' } 14.333 8.2646 1.7343 21 0.097522
{'dayp:tDCS' } 1.7667 2.491 0.70923 21 0.48598
Lower Upper
60.887 87.513
-1.6126 6.4126
-2.8539 31.521
-3.4136 6.9469
Random effects covariance parameters (95% CIs):
Group: subject (5 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 6.1065
Lower Upper
2.5428 14.665
Group: Error
Name Estimate Lower Upper
{'Res Std'} 8.6289 6.3295 11.764
==============================================================================
FULL MODEL SUMMARY -- phase 6-13: success ~ dayp*tDCS + (1|subject)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 34
Fixed effects coefficients 4
Random effects coefficients 5
Covariance parameters 2
Formula:
success ~ 1 + dayp*tDCS + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
257.04 266.2 -122.52 245.04
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 75.17 6.2311 12.064 30 4.8879e-13
{'dayp' } 1.7101 1.061 1.6117 30 0.11749
{'tDCS' } 13.563 8.0252 1.69 30 0.1014
{'dayp:tDCS' } 2.267 1.3237 1.7126 30 0.097101
Lower Upper
62.445 87.896
-0.45682 3.877
-2.8271 29.952
-0.43635 4.9703
Random effects covariance parameters (95% CIs):
Group: subject (5 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 7.1166
Lower Upper
3.4834 14.539
Group: Error
Name Estimate Lower Upper
{'Res Std'} 7.7328 5.9847 9.9914
analysis/matlab/results/unmerged_d0_10.txt
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==============================================================================
tDCS GLM report -- scenario: unmerged_d0_10
==============================================================================
merge key: unmerged day window: 0..10 observations: 126
==============================================================================
DESCRIPTIVES
==============================================================================
group n_subj n_sessions mean_success mean_rate max_day
--------------------------------------------------------------------------
Electrode-Box-B2 3 33 70.0 0.555 10
Electrode-Box-A 1 11 58.9 0.499 10
Electrode-Box-A2 3 28 52.1 0.433 10
Naive 4 43 46.8 0.440 10
Right-Electrode 1 11 63.4 0.499 10
==============================================================================
(A) LEVEL / COUNT -- Poisson GLMM (subject random intercept)
==============================================================================
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 126
Fixed effects coefficients 7
Random effects coefficients 12
Covariance parameters 1
Distribution Poisson
Link Log
FitMethod MPL
Formula:
success ~ 1 + group + day_c + day_c2 + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
301.01 323.7 -142.51 285.01
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF
{'(Intercept)' } 4.2892 0.10522 40.765 119
{'group_Electrode-Box-A' } -0.16759 0.20935 -0.80052 119
{'group_Electrode-Box-A2'} -0.14442 0.14887 -0.97013 119
{'group_Naive' } -0.44336 0.13882 -3.1938 119
{'group_Right-Electrode' } -0.094696 0.20909 -0.45289 119
{'day_c' } 0.20188 0.0052727 38.287 119
{'day_c2' } -0.024069 0.0015714 -15.317 119
pValue Lower Upper
9.1655e-72 4.0809 4.4976
0.425 -0.58213 0.24695
0.33395 -0.43919 0.15035
0.0017973 -0.71824 -0.16848
0.65145 -0.50872 0.31933
9.4346e-69 0.19144 0.21232
6.4425e-30 -0.02718 -0.020957
Random effects covariance parameters:
Group: subject (12 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.17716
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 1
==============================================================================
(B) LEVEL / RATE -- Binomial GLMM (subject random intercept)
==============================================================================
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 124
Fixed effects coefficients 7
Random effects coefficients 12
Covariance parameters 1
Distribution Binomial
Link Logit
FitMethod MPL
Formula:
success ~ 1 + group + day_c + day_c2 + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
366.74 389.3 -175.37 350.74
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF
{'(Intercept)' } 0.21772 0.13736 1.585 117
{'group_Electrode-Box-A' } -0.27791 0.2726 -1.0195 117
{'group_Electrode-Box-A2'} -0.37423 0.19356 -1.9334 117
{'group_Naive' } -0.64393 0.18075 -3.5625 117
{'group_Right-Electrode' } -0.25889 0.27218 -0.95118 117
{'day_c' } 0.21668 0.0069264 31.283 117
{'day_c2' } -0.013737 0.0021988 -6.2475 117
pValue Lower Upper
0.11567 -0.054325 0.48976
0.31008 -0.81779 0.26196
0.0556 -0.75756 0.0091015
0.0005325 -1.0019 -0.28596
0.34348 -0.79792 0.28014
1.1453e-58 0.20296 0.2304
6.9755e-09 -0.018092 -0.0093824
Random effects covariance parameters:
Group: subject (12 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.22892
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 1
==============================================================================
(C) LEARNING RATE -- Poisson GLMM (group x day interaction)
==============================================================================
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 126
Fixed effects coefficients 11
Random effects coefficients 12
Covariance parameters 1
Distribution Poisson
Link Log
FitMethod MPL
Formula:
success ~ 1 + day_c2 + group*day_c + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
305.19 339.23 -140.6 281.19
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat
{'(Intercept)' } 4.3338 0.10278 42.165
{'group_Electrode-Box-A' } -0.23805 0.20569 -1.1574
{'group_Electrode-Box-A2' } -0.17701 0.14533 -1.218
{'group_Naive' } -0.54258 0.13655 -3.9736
{'group_Right-Electrode' } -0.15185 0.20519 -0.74005
{'day_c' } 0.17638 0.0080904 21.802
{'day_c2' } -0.024639 0.0015803 -15.591
{'group_Electrode-Box-A:day_c' } 0.044079 0.016893 2.6093
{'group_Electrode-Box-A2:day_c'} 0.011922 0.012896 0.92443
{'group_Naive:day_c' } 0.059567 0.011689 5.0961
{'group_Right-Electrode:day_c' } 0.036369 0.016336 2.2263
DF pValue Lower Upper
115 8.6925e-72 4.1302 4.5374
115 0.24953 -0.64548 0.16937
115 0.22572 -0.46489 0.11086
115 0.00012391 -0.81305 -0.27211
115 0.46078 -0.5583 0.25459
115 1.1738e-42 0.16036 0.19241
115 3.8845e-30 -0.027769 -0.021509
115 0.010278 0.010617 0.07754
115 0.3572 -0.013623 0.037467
115 1.3744e-06 0.036414 0.08272
115 0.027945 0.00401 0.068729
Random effects covariance parameters:
Group: subject (12 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.17214
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 1
Per-animal OLS slope test (Box-B2 vs Box-A2), cluster-honest:
Per-subject OLS slope of success vs day: Box-B2 mean=9.52, Box-A2 mean=8.96
Welch two-sided p=0.643, Mann-Whitney p=0.700 (nB=3, nA=3) -> parallel learning (no slope difference detected)
(Reference only: the GLMM group x day_c joint F-test gives p=0.0000, but with just
observation-level DF (df2=115) it is ANTICONSERVATIVE for this few-subject design and is
NOT the basis for the conclusion above.)
==============================================================================
INTERPRETATION
==============================================================================
Note: these are subject-level GLMMs (Laplace-approximated fitglme), not the
Python reference's population-average GEE -- directions/magnitudes should agree,
exact ratios and p-values will differ.
Anchor check -- H2: Box-B2 BETTER than Box-A2 (the two anchors must differ)
[count/level] Box-B2 = 1.16x Box-A2 (one-sided p=0.1660) -> not supported
[rate/level ] Box-B2 = 1.45x Box-A2 (one-sided p=0.0266) -> SUPPORTED
Per-animal (Box-B2 n=3 vs Box-A2 n=3), pure stats (no GLME):
count (per-subject mean success): Welch two-sided p=0.0414, Mann-Whitney one-sided (B2>A2) p=0.0500
rate (per-subject pooled success/total): Welch two-sided p=0.0702, Mann-Whitney one-sided (B2>A2) p=0.0500
Classification -- is each UNKNOWN condition A2-like or B2-like?
(ratio >1 = above that anchor; p = differs from that anchor)
Electrode-Box-A:
[count/level] vs Box-A2: 0.98x p=0.912 vs Box-B2: 0.85x p=0.425
-> AMBIGUOUS (nearer Electrode-Box-A2)
[rate/level ] vs Box-A2: 1.10x p=0.725 vs Box-B2: 0.76x p=0.310
-> AMBIGUOUS (nearer Electrode-Box-A2)
Right-Electrode:
[count/level] vs Box-A2: 1.05x p=0.813 vs Box-B2: 0.91x p=0.651
-> AMBIGUOUS (nearer Electrode-Box-A2)
[rate/level ] vs Box-A2: 1.12x p=0.673 vs Box-B2: 0.77x p=0.343
-> AMBIGUOUS (nearer Electrode-Box-A2)
NOTE: each unknown has ONLY 1 subject. 'Matches' means 'not statistically
distinguishable', weak evidence at n=1, not proof of equivalence.
==============================================================================
CAVEATS
==============================================================================
- Tiny groups: each arm has only n=3-4 subjects (Naive n=4; anchor arms n=3-5
depending on merge), and -- in unmerged scenarios -- each unknown condition
(Electrode-Box-A, Right-Electrode) has only n=1 subject. Treat every group
comparison here as preliminary.
- Single-subject classification: for a 1-subject unknown, 'matches anchor X'
means 'not statistically distinguishable from X', NOT proof of equivalence;
inference with a single subject in a group is fragile.
- Count vs rate: 'success' alone is a raw count; the rate model
(success/attempts) is the fairer accuracy comparison when attempt counts differ
between groups.
analysis/matlab/results/unmerged_full.txt
+232
View File
@@ -0,0 +1,232 @@
==============================================================================
tDCS GLM report -- scenario: unmerged_full
==============================================================================
merge key: unmerged day window: 0..26 observations: 185
==============================================================================
DESCRIPTIVES
==============================================================================
group n_subj n_sessions mean_success mean_rate max_day
--------------------------------------------------------------------------
Electrode-Box-B2 3 40 77.0 0.591 14
Electrode-Box-A 1 15 70.7 0.557 14
Electrode-Box-A2 3 31 55.4 0.448 13
Naive 4 76 59.6 0.492 26
Right-Electrode 1 23 85.8 0.627 22
==============================================================================
(A) LEVEL / COUNT -- Poisson GLMM (subject random intercept)
==============================================================================
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 185
Fixed effects coefficients 7
Random effects coefficients 12
Covariance parameters 1
Distribution Poisson
Link Log
FitMethod MPL
Formula:
success ~ 1 + group + day_c + day_c2 + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
567.38 593.14 -275.69 551.38
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF
{'(Intercept)' } 4.5636 0.062818 72.648 178
{'group_Electrode-Box-A' } -0.16366 0.1251 -1.3082 178
{'group_Electrode-Box-A2'} -0.16301 0.090874 -1.7939 178
{'group_Naive' } -0.41017 0.083133 -4.9339 178
{'group_Right-Electrode' } -0.15781 0.12382 -1.2745 178
{'day_c' } 0.10084 0.0023114 43.629 178
{'day_c2' } -0.0064669 0.00024857 -26.016 178
pValue Lower Upper
3.0937e-134 4.4397 4.6876
0.19249 -0.41052 0.083214
0.074534 -0.34234 0.016314
1.8418e-06 -0.57422 -0.24612
0.20416 -0.40216 0.086543
5.5938e-97 0.096281 0.1054
1.4969e-62 -0.0069574 -0.0059764
Random effects covariance parameters:
Group: subject (12 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.10379
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 1
==============================================================================
(B) LEVEL / RATE -- Binomial GLMM (subject random intercept)
==============================================================================
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 183
Fixed effects coefficients 7
Random effects coefficients 12
Covariance parameters 1
Distribution Binomial
Link Logit
FitMethod MPL
Formula:
success ~ 1 + group + day_c + day_c2 + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
664.34 690.01 -324.17 648.34
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF
{'(Intercept)' } 0.67246 0.11921 5.6411 176
{'group_Electrode-Box-A' } -0.2656 0.23687 -1.1213 176
{'group_Electrode-Box-A2'} -0.42592 0.16928 -2.5161 176
{'group_Naive' } -0.69483 0.15707 -4.4236 176
{'group_Right-Electrode' } -0.19395 0.23547 -0.82369 176
{'day_c' } 0.12539 0.0034255 36.605 176
{'day_c2' } -0.0069542 0.0003534 -19.678 176
pValue Lower Upper
6.6327e-08 0.4372 0.90772
0.26369 -0.73306 0.20187
0.012762 -0.75999 -0.091839
1.6969e-05 -1.0048 -0.38484
0.41123 -0.65866 0.27075
3.2383e-84 0.11863 0.13215
2.5332e-46 -0.0076517 -0.0062568
Random effects covariance parameters:
Group: subject (12 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.19922
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 1
==============================================================================
(C) LEARNING RATE -- Poisson GLMM (group x day interaction)
==============================================================================
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 185
Fixed effects coefficients 11
Random effects coefficients 12
Covariance parameters 1
Distribution Poisson
Link Log
FitMethod MPL
Formula:
success ~ 1 + day_c2 + group*day_c + (1 | subject)
Model fit statistics:
AIC BIC LogLikelihood Deviance
566.35 604.99 -271.17 542.35
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat
{'(Intercept)' } 4.5639 0.066952 68.167
{'group_Electrode-Box-A' } -0.1538 0.13339 -1.1531
{'group_Electrode-Box-A2' } -0.16353 0.097941 -1.6697
{'group_Naive' } -0.4286 0.088752 -4.8292
{'group_Right-Electrode' } -0.10141 0.13294 -0.76285
{'day_c' } 0.084832 0.0050395 16.833
{'day_c2' } -0.0071091 0.00030673 -23.177
{'group_Electrode-Box-A:day_c' } 0.015434 0.0094241 1.6377
{'group_Electrode-Box-A2:day_c'} 0.010314 0.0089464 1.1529
{'group_Naive:day_c' } 0.031147 0.0065742 4.7377
{'group_Right-Electrode:day_c' } 0.011613 0.007034 1.651
DF pValue Lower Upper
174 1.9324e-127 4.4318 4.6961
174 0.25047 -0.41707 0.10946
174 0.096774 -0.35684 0.029772
174 2.9893e-06 -0.60377 -0.25343
174 0.44659 -0.3638 0.16097
174 2.3384e-38 0.074885 0.094778
174 4.4285e-55 -0.0077145 -0.0065037
174 0.10329 -0.0031665 0.034034
174 0.25055 -0.0073435 0.027971
174 4.4703e-06 0.018171 0.044122
174 0.10054 -0.0022698 0.025496
Random effects covariance parameters:
Group: subject (12 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.11116
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 1
Per-animal OLS slope test (Box-B2 vs Box-A2), cluster-honest:
Per-subject OLS slope of success vs day: Box-B2 mean=7.96, Box-A2 mean=8.19
Welch two-sided p=0.896, Mann-Whitney p=1.000 (nB=3, nA=3) -> parallel learning (no slope difference detected)
(Reference only: the GLMM group x day_c joint F-test gives p=0.0000, but with just
observation-level DF (df2=174) it is ANTICONSERVATIVE for this few-subject design and is
NOT the basis for the conclusion above.)
==============================================================================
INTERPRETATION
==============================================================================
Note: these are subject-level GLMMs (Laplace-approximated fitglme), not the
Python reference's population-average GEE -- directions/magnitudes should agree,
exact ratios and p-values will differ.
Anchor check -- H2: Box-B2 BETTER than Box-A2 (the two anchors must differ)
[count/level] Box-B2 = 1.18x Box-A2 (one-sided p=0.0364) -> SUPPORTED
[rate/level ] Box-B2 = 1.53x Box-A2 (one-sided p=0.0059) -> SUPPORTED
Per-animal (Box-B2 n=3 vs Box-A2 n=3), pure stats (no GLME):
count (per-subject mean success): Welch two-sided p=0.0552, Mann-Whitney one-sided (B2>A2) p=0.0500
rate (per-subject pooled success/total): Welch two-sided p=0.0722, Mann-Whitney one-sided (B2>A2) p=0.0500
Classification -- is each UNKNOWN condition A2-like or B2-like?
(ratio >1 = above that anchor; p = differs from that anchor)
Electrode-Box-A:
[count/level] vs Box-A2: 1.00x p=0.996 vs Box-B2: 0.85x p=0.192
-> AMBIGUOUS (nearer Electrode-Box-A2)
[rate/level ] vs Box-A2: 1.17x p=0.501 vs Box-B2: 0.77x p=0.264
-> AMBIGUOUS (nearer Electrode-Box-A2)
Right-Electrode:
[count/level] vs Box-A2: 1.01x p=0.967 vs Box-B2: 0.85x p=0.204
-> AMBIGUOUS (nearer Electrode-Box-A2)
[rate/level ] vs Box-A2: 1.26x p=0.328 vs Box-B2: 0.82x p=0.411
-> AMBIGUOUS (nearer Electrode-Box-B2)
NOTE: each unknown has ONLY 1 subject. 'Matches' means 'not statistically
distinguishable', weak evidence at n=1, not proof of equivalence.
==============================================================================
CAVEATS
==============================================================================
- Tiny groups: each arm has only n=3-4 subjects (Naive n=4; anchor arms n=3-5
depending on merge), and -- in unmerged scenarios -- each unknown condition
(Electrode-Box-A, Right-Electrode) has only n=1 subject. Treat every group
comparison here as preliminary.
- Single-subject classification: for a 1-subject unknown, 'matches anchor X'
means 'not statistically distinguishable from X', NOT proof of equivalence;
inference with a single subject in a group is fragile.
- Count vs rate: 'success' alone is a raw count; the rate model
(success/attempts) is the fairer accuracy comparison when attempt counts differ
between groups.
analysis/matlab/tdcs_lme_report.m
+2
View File
@@ -23,6 +23,8 @@ if abs(L.maxDayB - L.maxDayA) > 2
end end
s = [s sprintf('\n')]; s = [s sprintf('\n')];
s = [s tdcs_model_summary(L.lme, 'fitlme: success ~ day*tDCS + (1|subject)') sprintf('\n')];
s = [s sprintf('%-27s %-14s %-13s %s\n', 'effect', 't (df)', 'F (df1)', 'p')]; s = [s sprintf('%-27s %-14s %-13s %s\n', 'effect', 't (df)', 'F (df1)', 'p')];
s = [s sprintf('%s\n', repmat('-', 1, 70))]; s = [s sprintf('%s\n', repmat('-', 1, 70))];
s = [s localRow('days x tDCS (interaction)', L.interaction)]; s = [s localRow('days x tDCS (interaction)', L.interaction)];
analysis/matlab/tdcs_model_summary.m
+28
View File
@@ -0,0 +1,28 @@
function s = tdcs_model_summary(model, label)
%TDCS_MODEL_SUMMARY Full native fitlme/fitglme model summary as plain text.
% S = TDCS_MODEL_SUMMARY(MODEL) captures DISP(MODEL) -- the complete summary
% MATLAB prints for a fitted LinearMixedModel / GeneralizedLinearMixedModel
% (model information and fit statistics, the formula, the fixed-effects
% coefficient table with 95% CIs, and the random-effects covariance) -- and
% strips the Command-Window-only <strong>...</strong> bold markup that EVALC
% would otherwise emit as literal text, so the result is plain text suitable
% for the console and the results/*.txt files.
%
% S = TDCS_MODEL_SUMMARY(MODEL, LABEL) prefixes a titled banner naming the
% model (typically its formula), so each scenario's output carries a
% self-describing copy of the raw GLM/LME summary.
%
% This is the single place that renders a fitted model verbatim; every report
% (tdcs_report, tdcs_lme_report, tdcs_paper_lme, tdcs_phase_lme) routes
% through it so that ALL scenarios print the full summary generated by the
% MATLAB model-fitting functions.
raw = evalc('disp(model)');
s = regexprep(raw, '</?strong>', '');
if nargin > 1 && ~isempty(label)
bar = repmat('=', 1, 78);
s = sprintf('%s\nFULL MODEL SUMMARY -- %s\n%s\n%s', bar, label, bar, s);
end
end
analysis/matlab/tdcs_paper_lme.m
+2
View File
@@ -67,6 +67,8 @@ if abs(L.maxDayStim - L.maxDayCtrl) > 2
' extrapolates the control group''s line and is CONFOUNDED here (the paper''s\n' ... ' extrapolates the control group''s line and is CONFOUNDED here (the paper''s\n' ...
' groups had equal coverage). See the _d0_13 fair-window and phased analyses. **\n'])]; ' groups had equal coverage). See the _d0_13 fair-window and phased analyses. **\n'])];
end end
s = [s sprintf('\n')];
s = [s tdcs_model_summary(L.model, 'fitlme: behavior ~ stim + day + stim:day + (1|rat)') sprintf('\n')];
s = [s sprintf('\n%-26s %-13s %-13s %s\n', 'effect', 't (df)', 'F (df1)', 'p')]; s = [s sprintf('\n%-26s %-13s %-13s %s\n', 'effect', 't (df)', 'F (df1)', 'p')];
s = [s sprintf('%s\n', repmat('-', 1, 66))]; s = [s sprintf('%s\n', repmat('-', 1, 66))];
s = [s localRow('stim x day (interaction)', L.interaction)]; s = [s localRow('stim x day (interaction)', L.interaction)];
analysis/matlab/tdcs_phase_lme.m
+7
View File
@@ -33,6 +33,7 @@ s = [s sprintf('model per phase: success ~ dayp*tDCS + (1|subject) [dayp = day
s = [s sprintf('%-9s N A2slope B2slope day p tDCS(lvl) p interaction p slopeDiff [95%% CI]\n', 'phase')]; s = [s sprintf('%-9s N A2slope B2slope day p tDCS(lvl) p interaction p slopeDiff [95%% CI]\n', 'phase')];
s = [s sprintf('%s\n', repmat('-', 1, 92))]; s = [s sprintf('%s\n', repmat('-', 1, 92))];
rawSummaries = '';
for k = 1:numel(phases) for k = 1:numel(phases)
ph = phases{k}; ph = phases{k};
Tp = T(T.day >= ph(1) & T.day <= ph(2), :); Tp = T(T.day >= ph(1) & T.day <= ph(2), :);
@@ -59,12 +60,18 @@ for k = 1:numel(phases)
s = [s sprintf('%d-%-6d %d %6.2f %6.2f %-9.2g %-11.3f %-13.3f %+.2f [%+.2f, %+.2f]\n', ... s = [s sprintf('%d-%-6d %d %6.2f %6.2f %-9.2g %-11.3f %-13.3f %+.2f [%+.2f, %+.2f]\n', ...
ph(1), ph(2), e.nSub, e.a2Slope, e.b2Slope, e.dayP, e.tDCSlevelP, ... ph(1), ph(2), e.nSub, e.a2Slope, e.b2Slope, e.dayP, e.tDCSlevelP, ...
e.interP, e.interEst, e.interCI(1), e.interCI(2))]; %#ok<AGROW> e.interP, e.interEst, e.interCI(1), e.interCI(2))]; %#ok<AGROW>
rawSummaries = [rawSummaries tdcs_model_summary(lme, ...
sprintf('phase %d-%d: success ~ dayp*tDCS + (1|subject)', ph(1), ph(2))) ...
sprintf('\n')]; %#ok<AGROW>
end end
s = [s sprintf(['\nNote: the interaction p (and CI) use fitlme observation-level DF and are\n' ... s = [s sprintf(['\nNote: the interaction p (and CI) use fitlme observation-level DF and are\n' ...
'ANTICONSERVATIVE at these small subject counts (see tdcs_power_sim). The early\n' ... 'ANTICONSERVATIVE at these small subject counts (see tdcs_power_sim). The early\n' ...
'phase carries the Box-B2 faster-acquisition signal; late phases converge.\n'])]; 'phase carries the Box-B2 faster-acquisition signal; late phases converge.\n'])];
s = [s rawSummaries];
fprintf('%s', s); fprintf('%s', s);
localWrite(['phase_' mergeKey], s); localWrite(['phase_' mergeKey], s);
analysis/matlab/tdcs_report.m
+8 -7
View File
@@ -87,7 +87,9 @@ s = [s localCleanDisp(R.countGLME) sprintf('\n')];
s = [s localHeader('(B) LEVEL / RATE -- Binomial GLMM (subject random intercept)')]; s = [s localHeader('(B) LEVEL / RATE -- Binomial GLMM (subject random intercept)')];
s = [s localCleanDisp(R.rateGLME) sprintf('\n')]; s = [s localCleanDisp(R.rateGLME) sprintf('\n')];
s = [s localHeader('(C) LEARNING RATE -- per-animal slope test (Box-B2 vs Box-A2)')]; s = [s localHeader('(C) LEARNING RATE -- Poisson GLMM (group x day interaction)')];
s = [s localCleanDisp(R.learnGLME) sprintf('\n')];
s = [s sprintf('Per-animal OLS slope test (Box-B2 vs Box-A2), cluster-honest:\n')];
if R.learn.slopeMWUp < 0.05 if R.learn.slopeMWUp < 0.05
verdict = 'DIFFERENT learning rates'; verdict = 'DIFFERENT learning rates';
else else
@@ -103,12 +105,11 @@ s = [s sprintf(['(Reference only: the GLMM group x day_c joint F-test gives p=%.
end end
function s = localCleanDisp(model) function s = localCleanDisp(model)
%LOCALCLEANDISP disp(MODEL) captured to text, with the Command-Window-only %LOCALCLEANDISP Full native model summary (disp(MODEL)) as plain text.
% <strong>...</strong> bold-markup tags (rendered by the interactive % Thin wrapper over the shared TDCS_MODEL_SUMMARY so the count, rate, and
% MATLAB terminal, but emitted as literal text by EVALC) stripped so the % learning GLMMs here render the same verbatim summary used by the LME
% report/console/file output is plain text. % reports.
raw = evalc('disp(model)'); s = tdcs_model_summary(model);
s = regexprep(raw, '</?strong>', '');
end end
% ------------------------------------------------------------ interpretation % ------------------------------------------------------------ interpretation
analysis/matlab/tests/tLme.m
+22
View File
@@ -59,6 +59,28 @@ classdef tLme < matlab.unittest.TestCase
testCase.verifyError(@() tdcs_glm('lme_nonsense'), 'tdcs_glm:badScenario'); testCase.verifyError(@() tdcs_glm('lme_nonsense'), 'tdcs_glm:badScenario');
end end
function testReportsIncludeFullModelSummary(testCase)
% Every scenario prints the full native fitlme summary. The lme_*,
% paper_*, and phase_* reports each embed disp(model), whose
% 'Fixed effects coefficients' header is the marker (phase_* has
% one per phase -> 3). Markup must be stripped.
here = fileparts(fileparts(mfilename('fullpath'))); % analysis/matlab
resDir = fullfile(here, 'results');
cases = struct( ...
'lme_mergeA2_full', 1, ...
'paper_mergeA2', 1, ...
'phase_mergeA2', 3);
for sc = fieldnames(cases)'
name = sc{1};
evalc(sprintf('tdcs_glm(''%s'')', name));
txt = fileread(fullfile(resDir, [name '.txt']));
testCase.verifyEqual(count(txt, 'Fixed effects coefficients (95% CIs):'), ...
cases.(name), sprintf('%s: missing full model summary', name));
testCase.verifyFalse(contains(txt, '<strong>'), ...
sprintf('%s: markup not stripped', name));
end
end
function testMergeNaiveGrouping(testCase) function testMergeNaiveGrouping(testCase)
% mergeNaive: control = Box-A2 + Naive (7), tDCS = Box-B2 + Right (4), % mergeNaive: control = Box-A2 + Naive (7), tDCS = Box-B2 + Right (4),
% Box-A unchanged (1); Naive is relabeled away. % Box-A unchanged (1); Naive is relabeled away.
analysis/matlab/tests/tReport.m
+4
View File
@@ -28,6 +28,10 @@ classdef tReport < matlab.unittest.TestCase
testCase.verifyTrue(contains(txt, 'CAVEATS')); testCase.verifyTrue(contains(txt, 'CAVEATS'));
% Command-Window-only markup must be stripped from the report. % Command-Window-only markup must be stripped from the report.
testCase.verifyFalse(contains(txt, '<strong>')); testCase.verifyFalse(contains(txt, '<strong>'));
% Full native GLMM summary is present for all three models
% (count, rate, learning-rate): each disp() prints this header.
testCase.verifyEqual(count(txt, 'Fixed effects coefficients (95% CIs):'), 3, ...
'Expected the full fitglme summary for count, rate, and learning GLMMs.');
end end
function testUnmergedScenarioIncludesClassification(testCase) function testUnmergedScenarioIncludesClassification(testCase)