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analysis(tdcs): GLM hypothesis tests + methods for the reaching study

Browse Source 
Poisson GEE / binomial rate / learning-rate models, subject random-intercept
sensitivity, unknown-group classification and merge scenarios, plus METHODS.md
and learning-curve plots. Data reconstructed from the experiment DB and
verified against the exported matrix.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
This commit is contained in:
Experiments DB Dev
2026-07-19 22:07:17 -04:00
parent 86feec2e77
commit 5314071c6b
7 changed files with 792 additions and 0 deletions
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analysis/tdcs_reach_data.csv
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subject,group,day,success,total
Vu-vuong,Naive,0,18,61
Vu-vuong,Naive,1,35,91
Vu-vuong,Naive,2,61,127
Vu-vuong,Naive,3,34,146
Vu-vuong,Naive,4,61,141
Vu-vuong,Naive,5,37,151
Vu-vuong,Naive,6,49,131
Vu-vuong,Naive,7,65,149
Vu-vuong,Naive,8,67,141
Vu-vuong,Naive,9,73,140
Vu-vuong,Naive,10,72,131
Vu-vuong,Naive,11,89,158
Vu-vuong,Naive,12,97,154
Vu-vuong,Naive,13,93,145
Vu-vuong,Naive,14,75,147
Vu-vuong,Naive,15,68,142
Vu-vuong,Naive,16,96,162
Vu-vuong,Naive,17,68,144
Vu-vuong,Naive,18,81,134
Vu-vuong,Naive,19,66,144
Vu-vuong,Naive,20,84,127
Vu-vuong,Naive,21,66,133
Khoai-tay-1,Electrode-Box-A,-2,1,18
Khoai-tay-1,Electrode-Box-A,-1,3,24
Khoai-tay-1,Electrode-Box-A,0,14,62
Khoai-tay-1,Electrode-Box-A,1,22,83
Khoai-tay-1,Electrode-Box-A,2,6,79
Khoai-tay-1,Electrode-Box-A,3,28,97
Khoai-tay-1,Electrode-Box-A,4,60,134
Khoai-tay-1,Electrode-Box-A,5,75,138
Khoai-tay-1,Electrode-Box-A,6,81,137
Khoai-tay-1,Electrode-Box-A,7,78,147
Khoai-tay-1,Electrode-Box-A,8,91,132
Khoai-tay-1,Electrode-Box-A,9,99,146
Khoai-tay-1,Electrode-Box-A,10,94,143
Khoai-tay-1,Electrode-Box-A,11,110,156
Khoai-tay-1,Electrode-Box-A,12,105,143
Khoai-tay-1,Electrode-Box-A,13,106,153
Khoai-tay-1,Electrode-Box-A,14,91,152
Banh-mi-2,Electrode-Box-A2,-1,2,42
Banh-mi-2,Electrode-Box-A2,0,25,97
Banh-mi-2,Electrode-Box-A2,1,22,101
Banh-mi-2,Electrode-Box-A2,2,22,119
Banh-mi-2,Electrode-Box-A2,3,29,118
Banh-mi-2,Electrode-Box-A2,4,27,136
Banh-mi-2,Electrode-Box-A2,5,43,146
Banh-mi-2,Electrode-Box-A2,6,74,146
Banh-mi-2,Electrode-Box-A2,7,70,148
Banh-mi-2,Electrode-Box-A2,8,65,130
Banh-mi-2,Electrode-Box-A2,9,79,151
Banh-mi-2,Electrode-Box-A2,10,93,152
Egg-tart-2,Electrode-Box-A2,0,9,32
Egg-tart-2,Electrode-Box-A2,1,2,38
Egg-tart-2,Electrode-Box-A2,2,31,93
Egg-tart-2,Electrode-Box-A2,3,44,101
Egg-tart-2,Electrode-Box-A2,4,54,131
Egg-tart-2,Electrode-Box-A2,5,84,139
Egg-tart-2,Electrode-Box-A2,6,85,145
Egg-tart-2,Electrode-Box-A2,7,79,143
Egg-tart-2,Electrode-Box-A2,8,76,131
Egg-tart-2,Electrode-Box-A2,9,88,149
Egg-tart-2,Electrode-Box-A2,10,81,151
Egg-tart-2,Electrode-Box-A2,11,78,152
Egg-tart-2,Electrode-Box-A2,12,96,155
Egg-tart-2,Electrode-Box-A2,13,84,155
Root-beer-2,Electrode-Box-A2,0,22,74
Root-beer-2,Electrode-Box-A2,1,31,87
Root-beer-2,Electrode-Box-A2,2,49,134
Root-beer-2,Electrode-Box-A2,3,31,89
Root-beer-2,Electrode-Box-A2,4,60,140
Root-beer-2,Electrode-Box-A2,5,84,147
Banh-mi-1,Electrode-Box-B2,0,13,84
Banh-mi-1,Electrode-Box-B2,1,35,86
Banh-mi-1,Electrode-Box-B2,2,47,110
Banh-mi-1,Electrode-Box-B2,3,65,140
Banh-mi-1,Electrode-Box-B2,4,70,127
Banh-mi-1,Electrode-Box-B2,5,102,142
Banh-mi-1,Electrode-Box-B2,6,90,131
Banh-mi-1,Electrode-Box-B2,7,109,148
Banh-mi-1,Electrode-Box-B2,8,104,137
Banh-mi-1,Electrode-Box-B2,9,119,150
Banh-mi-1,Electrode-Box-B2,10,121,158
Banh-mi-1,Electrode-Box-B2,11,121,148
Banh-mi-1,Electrode-Box-B2,12,120,149
Banh-mi-1,Electrode-Box-B2,13,135,154
Egg-tart-1,Electrode-Box-B2,0,7,56
Egg-tart-1,Electrode-Box-B2,1,16,78
Egg-tart-1,Electrode-Box-B2,2,23,103
Egg-tart-1,Electrode-Box-B2,3,63,120
Egg-tart-1,Electrode-Box-B2,4,69,132
Egg-tart-1,Electrode-Box-B2,5,83,136
Egg-tart-1,Electrode-Box-B2,6,71,142
Egg-tart-1,Electrode-Box-B2,7,79,138
Egg-tart-1,Electrode-Box-B2,8,98,142
Egg-tart-1,Electrode-Box-B2,9,89,139
Egg-tart-1,Electrode-Box-B2,10,96,143
Egg-tart-1,Electrode-Box-B2,11,96,148
Egg-tart-1,Electrode-Box-B2,12,101,156
Egg-tart-1,Electrode-Box-B2,13,103,152
Egg-tart-1,Electrode-Box-B2,14,97,152
Root-beer-1,Electrode-Box-B2,0,11,85
Root-beer-1,Electrode-Box-B2,1,18,76
Root-beer-1,Electrode-Box-B2,2,40,105
Root-beer-1,Electrode-Box-B2,3,55,134
Root-beer-1,Electrode-Box-B2,4,75,136
Root-beer-1,Electrode-Box-B2,5,64,133
Root-beer-1,Electrode-Box-B2,6,104,139
Root-beer-1,Electrode-Box-B2,7,98,148
Root-beer-1,Electrode-Box-B2,8,81,145
Root-beer-1,Electrode-Box-B2,9,89,156
Root-beer-1,Electrode-Box-B2,10,105,158
Khoai-lang-2,Naive,0,0,0
Khoai-lang-2,Naive,1,0,0
Khoai-lang-2,Naive,2,10,47
Khoai-lang-2,Naive,3,11,52
Khoai-lang-2,Naive,4,9,56
Khoai-lang-2,Naive,5,34,95
Khoai-lang-2,Naive,6,21,72
Khoai-lang-2,Naive,7,23,99
Khoai-lang-2,Naive,8,64,136
Khoai-lang-2,Naive,9,75,131
Khoai-lang-2,Naive,10,63,134
Khoai-lang-2,Naive,11,59,139
Khoai-lang-2,Naive,12,51,129
Khoai-lang-2,Naive,13,73,143
Khoai-lang-2,Naive,14,82,136
Khoai-lang-2,Naive,15,70,145
Khoai-lang-2,Naive,16,76,135
Khoai-lang-2,Naive,17,76,150
Khoai-lang-2,Naive,18,63,122
Khoai-lang-2,Naive,19,48,116
Khoai-lang-2,Naive,20,65,134
Khoai-lang-2,Naive,21,75,131
Khoai-lang-2,Naive,22,98,146
Khoai-lang-2,Naive,23,88,139
Khoai-lang-2,Naive,24,94,148
Khoai-lang-2,Naive,25,56,102
Khoai-lang-2,Naive,26,75,143
Khoai-tay-2,Naive,1,21,68
Khoai-tay-2,Naive,2,6,79
Khoai-tay-2,Naive,3,0,83
Khoai-tay-2,Naive,4,28,87
Khoai-tay-2,Naive,5,31,125
Khoai-tay-2,Naive,6,62,144
Khoai-tay-2,Naive,7,87,141
Khoai-tay-2,Naive,8,105,152
Khoai-tay-2,Naive,9,75,148
Khoai-tay-2,Naive,10,101,149
Khoai-tay-2,Naive,11,102,154
Khoai-tay-2,Naive,12,95,144
Khoai-tay-2,Naive,13,77,149
Khoai-tay-2,Naive,14,91,153
OM-2,Naive,-2,0,0
OM-2,Naive,-1,5,18
OM-2,Naive,0,1,7
OM-2,Naive,1,11,33
OM-2,Naive,2,19,62
OM-2,Naive,3,29,117
OM-2,Naive,4,73,126
OM-2,Naive,5,53,135
OM-2,Naive,6,73,138
OM-2,Naive,7,80,131
OM-2,Naive,8,91,141
OM-2,Naive,9,90,135
OM-2,Naive,10,95,142
OM-2,Naive,11,60,133
OM-2,Naive,12,58,142
Khoai-lang-1,Right-Electrode,-4,0,0
Khoai-lang-1,Right-Electrode,-3,2,7
Khoai-lang-1,Right-Electrode,-1,0,0
Khoai-lang-1,Right-Electrode,0,3,69
Khoai-lang-1,Right-Electrode,1,18,97
Khoai-lang-1,Right-Electrode,2,27,84
Khoai-lang-1,Right-Electrode,3,46,121
Khoai-lang-1,Right-Electrode,4,65,143
Khoai-lang-1,Right-Electrode,5,76,141
Khoai-lang-1,Right-Electrode,6,79,146
Khoai-lang-1,Right-Electrode,7,81,153
Khoai-lang-1,Right-Electrode,8,98,144
Khoai-lang-1,Right-Electrode,9,101,149
Khoai-lang-1,Right-Electrode,10,103,150
Khoai-lang-1,Right-Electrode,11,113,154
Khoai-lang-1,Right-Electrode,12,117,148
Khoai-lang-1,Right-Electrode,13,114,146
Khoai-lang-1,Right-Electrode,14,119,132
Khoai-lang-1,Right-Electrode,15,111,156
Khoai-lang-1,Right-Electrode,16,74,156
Khoai-lang-1,Right-Electrode,17,109,139
Khoai-lang-1,Right-Electrode,18,88,138
Khoai-lang-1,Right-Electrode,19,98,140
Khoai-lang-1,Right-Electrode,20,118,153
Khoai-lang-1,Right-Electrode,21,109,146
Khoai-lang-1,Right-Electrode,22,106,141
1 subject group day success total
2 Vu-vuong Naive 0 18 61
3 Vu-vuong Naive 1 35 91
4 Vu-vuong Naive 2 61 127
5 Vu-vuong Naive 3 34 146
6 Vu-vuong Naive 4 61 141
7 Vu-vuong Naive 5 37 151
8 Vu-vuong Naive 6 49 131
9 Vu-vuong Naive 7 65 149
10 Vu-vuong Naive 8 67 141
11 Vu-vuong Naive 9 73 140
12 Vu-vuong Naive 10 72 131
13 Vu-vuong Naive 11 89 158
14 Vu-vuong Naive 12 97 154
15 Vu-vuong Naive 13 93 145
16 Vu-vuong Naive 14 75 147
17 Vu-vuong Naive 15 68 142
18 Vu-vuong Naive 16 96 162
19 Vu-vuong Naive 17 68 144
20 Vu-vuong Naive 18 81 134
21 Vu-vuong Naive 19 66 144
22 Vu-vuong Naive 20 84 127
23 Vu-vuong Naive 21 66 133
24 Khoai-tay-1 Electrode-Box-A -2 1 18
25 Khoai-tay-1 Electrode-Box-A -1 3 24
26 Khoai-tay-1 Electrode-Box-A 0 14 62
27 Khoai-tay-1 Electrode-Box-A 1 22 83
28 Khoai-tay-1 Electrode-Box-A 2 6 79
29 Khoai-tay-1 Electrode-Box-A 3 28 97
30 Khoai-tay-1 Electrode-Box-A 4 60 134
31 Khoai-tay-1 Electrode-Box-A 5 75 138
32 Khoai-tay-1 Electrode-Box-A 6 81 137
33 Khoai-tay-1 Electrode-Box-A 7 78 147
34 Khoai-tay-1 Electrode-Box-A 8 91 132
35 Khoai-tay-1 Electrode-Box-A 9 99 146
36 Khoai-tay-1 Electrode-Box-A 10 94 143
37 Khoai-tay-1 Electrode-Box-A 11 110 156
38 Khoai-tay-1 Electrode-Box-A 12 105 143
39 Khoai-tay-1 Electrode-Box-A 13 106 153
40 Khoai-tay-1 Electrode-Box-A 14 91 152
41 Banh-mi-2 Electrode-Box-A2 -1 2 42
42 Banh-mi-2 Electrode-Box-A2 0 25 97
43 Banh-mi-2 Electrode-Box-A2 1 22 101
44 Banh-mi-2 Electrode-Box-A2 2 22 119
45 Banh-mi-2 Electrode-Box-A2 3 29 118
46 Banh-mi-2 Electrode-Box-A2 4 27 136
47 Banh-mi-2 Electrode-Box-A2 5 43 146
48 Banh-mi-2 Electrode-Box-A2 6 74 146
49 Banh-mi-2 Electrode-Box-A2 7 70 148
50 Banh-mi-2 Electrode-Box-A2 8 65 130
51 Banh-mi-2 Electrode-Box-A2 9 79 151
52 Banh-mi-2 Electrode-Box-A2 10 93 152
53 Egg-tart-2 Electrode-Box-A2 0 9 32
54 Egg-tart-2 Electrode-Box-A2 1 2 38
55 Egg-tart-2 Electrode-Box-A2 2 31 93
56 Egg-tart-2 Electrode-Box-A2 3 44 101
57 Egg-tart-2 Electrode-Box-A2 4 54 131
58 Egg-tart-2 Electrode-Box-A2 5 84 139
59 Egg-tart-2 Electrode-Box-A2 6 85 145
60 Egg-tart-2 Electrode-Box-A2 7 79 143
61 Egg-tart-2 Electrode-Box-A2 8 76 131
62 Egg-tart-2 Electrode-Box-A2 9 88 149
63 Egg-tart-2 Electrode-Box-A2 10 81 151
64 Egg-tart-2 Electrode-Box-A2 11 78 152
65 Egg-tart-2 Electrode-Box-A2 12 96 155
66 Egg-tart-2 Electrode-Box-A2 13 84 155
67 Root-beer-2 Electrode-Box-A2 0 22 74
68 Root-beer-2 Electrode-Box-A2 1 31 87
69 Root-beer-2 Electrode-Box-A2 2 49 134
70 Root-beer-2 Electrode-Box-A2 3 31 89
71 Root-beer-2 Electrode-Box-A2 4 60 140
72 Root-beer-2 Electrode-Box-A2 5 84 147
73 Banh-mi-1 Electrode-Box-B2 0 13 84
74 Banh-mi-1 Electrode-Box-B2 1 35 86
75 Banh-mi-1 Electrode-Box-B2 2 47 110
76 Banh-mi-1 Electrode-Box-B2 3 65 140
77 Banh-mi-1 Electrode-Box-B2 4 70 127
78 Banh-mi-1 Electrode-Box-B2 5 102 142
79 Banh-mi-1 Electrode-Box-B2 6 90 131
80 Banh-mi-1 Electrode-Box-B2 7 109 148
81 Banh-mi-1 Electrode-Box-B2 8 104 137
82 Banh-mi-1 Electrode-Box-B2 9 119 150
83 Banh-mi-1 Electrode-Box-B2 10 121 158
84 Banh-mi-1 Electrode-Box-B2 11 121 148
85 Banh-mi-1 Electrode-Box-B2 12 120 149
86 Banh-mi-1 Electrode-Box-B2 13 135 154
87 Egg-tart-1 Electrode-Box-B2 0 7 56
88 Egg-tart-1 Electrode-Box-B2 1 16 78
89 Egg-tart-1 Electrode-Box-B2 2 23 103
90 Egg-tart-1 Electrode-Box-B2 3 63 120
91 Egg-tart-1 Electrode-Box-B2 4 69 132
92 Egg-tart-1 Electrode-Box-B2 5 83 136
93 Egg-tart-1 Electrode-Box-B2 6 71 142
94 Egg-tart-1 Electrode-Box-B2 7 79 138
95 Egg-tart-1 Electrode-Box-B2 8 98 142
96 Egg-tart-1 Electrode-Box-B2 9 89 139
97 Egg-tart-1 Electrode-Box-B2 10 96 143
98 Egg-tart-1 Electrode-Box-B2 11 96 148
99 Egg-tart-1 Electrode-Box-B2 12 101 156
100 Egg-tart-1 Electrode-Box-B2 13 103 152
101 Egg-tart-1 Electrode-Box-B2 14 97 152
102 Root-beer-1 Electrode-Box-B2 0 11 85
103 Root-beer-1 Electrode-Box-B2 1 18 76
104 Root-beer-1 Electrode-Box-B2 2 40 105
105 Root-beer-1 Electrode-Box-B2 3 55 134
106 Root-beer-1 Electrode-Box-B2 4 75 136
107 Root-beer-1 Electrode-Box-B2 5 64 133
108 Root-beer-1 Electrode-Box-B2 6 104 139
109 Root-beer-1 Electrode-Box-B2 7 98 148
110 Root-beer-1 Electrode-Box-B2 8 81 145
111 Root-beer-1 Electrode-Box-B2 9 89 156
112 Root-beer-1 Electrode-Box-B2 10 105 158
113 Khoai-lang-2 Naive 0 0 0
114 Khoai-lang-2 Naive 1 0 0
115 Khoai-lang-2 Naive 2 10 47
116 Khoai-lang-2 Naive 3 11 52
117 Khoai-lang-2 Naive 4 9 56
118 Khoai-lang-2 Naive 5 34 95
119 Khoai-lang-2 Naive 6 21 72
120 Khoai-lang-2 Naive 7 23 99
121 Khoai-lang-2 Naive 8 64 136
122 Khoai-lang-2 Naive 9 75 131
123 Khoai-lang-2 Naive 10 63 134
124 Khoai-lang-2 Naive 11 59 139
125 Khoai-lang-2 Naive 12 51 129
126 Khoai-lang-2 Naive 13 73 143
127 Khoai-lang-2 Naive 14 82 136
128 Khoai-lang-2 Naive 15 70 145
129 Khoai-lang-2 Naive 16 76 135
130 Khoai-lang-2 Naive 17 76 150
131 Khoai-lang-2 Naive 18 63 122
132 Khoai-lang-2 Naive 19 48 116
133 Khoai-lang-2 Naive 20 65 134
134 Khoai-lang-2 Naive 21 75 131
135 Khoai-lang-2 Naive 22 98 146
136 Khoai-lang-2 Naive 23 88 139
137 Khoai-lang-2 Naive 24 94 148
138 Khoai-lang-2 Naive 25 56 102
139 Khoai-lang-2 Naive 26 75 143
140 Khoai-tay-2 Naive 1 21 68
141 Khoai-tay-2 Naive 2 6 79
142 Khoai-tay-2 Naive 3 0 83
143 Khoai-tay-2 Naive 4 28 87
144 Khoai-tay-2 Naive 5 31 125
145 Khoai-tay-2 Naive 6 62 144
146 Khoai-tay-2 Naive 7 87 141
147 Khoai-tay-2 Naive 8 105 152
148 Khoai-tay-2 Naive 9 75 148
149 Khoai-tay-2 Naive 10 101 149
150 Khoai-tay-2 Naive 11 102 154
151 Khoai-tay-2 Naive 12 95 144
152 Khoai-tay-2 Naive 13 77 149
153 Khoai-tay-2 Naive 14 91 153
154 OM-2 Naive -2 0 0
155 OM-2 Naive -1 5 18
156 OM-2 Naive 0 1 7
157 OM-2 Naive 1 11 33
158 OM-2 Naive 2 19 62
159 OM-2 Naive 3 29 117
160 OM-2 Naive 4 73 126
161 OM-2 Naive 5 53 135
162 OM-2 Naive 6 73 138
163 OM-2 Naive 7 80 131
164 OM-2 Naive 8 91 141
165 OM-2 Naive 9 90 135
166 OM-2 Naive 10 95 142
167 OM-2 Naive 11 60 133
168 OM-2 Naive 12 58 142
169 Khoai-lang-1 Right-Electrode -4 0 0
170 Khoai-lang-1 Right-Electrode -3 2 7
171 Khoai-lang-1 Right-Electrode -1 0 0
172 Khoai-lang-1 Right-Electrode 0 3 69
173 Khoai-lang-1 Right-Electrode 1 18 97
174 Khoai-lang-1 Right-Electrode 2 27 84
175 Khoai-lang-1 Right-Electrode 3 46 121
176 Khoai-lang-1 Right-Electrode 4 65 143
177 Khoai-lang-1 Right-Electrode 5 76 141
178 Khoai-lang-1 Right-Electrode 6 79 146
179 Khoai-lang-1 Right-Electrode 7 81 153
180 Khoai-lang-1 Right-Electrode 8 98 144
181 Khoai-lang-1 Right-Electrode 9 101 149
182 Khoai-lang-1 Right-Electrode 10 103 150
183 Khoai-lang-1 Right-Electrode 11 113 154
184 Khoai-lang-1 Right-Electrode 12 117 148
185 Khoai-lang-1 Right-Electrode 13 114 146
186 Khoai-lang-1 Right-Electrode 14 119 132
187 Khoai-lang-1 Right-Electrode 15 111 156
188 Khoai-lang-1 Right-Electrode 16 74 156
189 Khoai-lang-1 Right-Electrode 17 109 139
190 Khoai-lang-1 Right-Electrode 18 88 138
191 Khoai-lang-1 Right-Electrode 19 98 140
192 Khoai-lang-1 Right-Electrode 20 118 153
193 Khoai-lang-1 Right-Electrode 21 109 146
194 Khoai-lang-1 Right-Electrode 22 106 141