27 Commits

Author SHA1 Message Date
Experiments DB Dev b03549982e docs(writeup): add honest random-slope results + scenario notation
Expand Methods to describe the three interaction DF treatments (residual,
Satterthwaite, honest random-slope) and why Satterthwaite is inert on the
random-intercept model. Add a 'Honest inference' subsection: the early-phase
interaction reaches honest significance only in the pre-specified pooled-control
scenarios (naive_a2/naive_boxa/mergeNaive d0_5-d0_13, random-slope p 0.014-0.036)
while confounded/small-n windows collapse (mergeA2_full 0.75; unmerge_d0_5 0.13).
Add a 'Scenario notation' legend defining every grouping, window, model family,
p-value column, and the _f (Forouzan) labels.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-22 15:49:17 -04:00
Experiments DB Dev 8a18c894dd feat(matlab): add Satterthwaite DF + honest random-slope test to LME reports
Every fitlme-based report (lme_*, paper_*, phase_*, and the variations'
analyze.m) now shows, per effect: residual-DF p, Satterthwaite-DF p, and --
for the interaction -- an HONEST test from a per-animal random-SLOPE model
(day|rat), whose Satterthwaite DF collapses toward the animal count.

New: tdcs_random_slope_interaction.m (shared helper). Wired into tdcs_lme,
tdcs_paper_lme, tdcs_phase_lme, variation_analyze; SUMMARY.csv gains
interaction_p_satt / interaction_p_rs. Regenerated all results/, variations/,
matched-effort outputs.

Key point this surfaces: Satterthwaite ~= residual on the random-INTERCEPT
model (the slope's error is at session level), so it does NOT fix
pseudoreplication; the random-slope model does. Effect: full-range mergeA2
interaction 0.009 -> 0.75 (collapses); unmerge_d0_5 0.015 -> 0.13 (n.s.);
the pooled-control early windows survive honestly (naive_a2_d0_5 0.001 ->
0.028; naive_boxa_d0_5 0.003 -> 0.036). Suite 42/42.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-22 15:45:19 -04:00
Experiments DB Dev 5fcd97f81a analysis(matlab): formalize cross-study (current vs _f) rate comparison
Add make_crossstudy_compare.m producing crossstudy/result.txt +
crossstudy_summary.csv: current control (A2, A2+Naive) and anodal (B2) arms
vs the previous study's a2_f/b2_f, on per-animal success RATE, at full range
(0-9 both) and attempt-matched (current 0-3 vs previous full).

Finding: current > previous for both arms at full range (B2 0.54 vs 0.41
p=0.024; A2+Naive 0.42 vs 0.33 p=0.014) but the gap vanishes/reverses at
matched effort (B2 0.33 vs 0.41 n.s.; A2 0.30 vs 0.33 n.s.) -- a practice/
attempts artifact (~2.7x more attempts/session), not a stronger cohort.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-22 15:21:33 -04:00
Experiments DB Dev 9af33e747e analysis(matlab): matched-effort comparison (prev _f full vs current 0-3)
Add make_matched_effort.m: pick the current-study day cutoff whose per-animal
cumulative attempts best match the previous (_f) study's full-span total
(~405 attempts/animal -> current days 0-3), then fit the paper LME on both.

Two variation folders (data.csv + analyze.m + result.txt):
  variations/prev_f_full/            b2_f vs a2_f, days 0-9  (24 rats)
  variations/matched_current_d0_3/   Box-B2 vs Box-A2, 0-3   (6 rats)

At matched cumulative effort both show a significant positive stim x day
interaction (prev p=0.008 +0.56/day; current-0-3 p=0.004 +10.2/day) -- the
tDCS acceleration replicates at equal practice, though the count slopes are
not directly comparable across datasets given differing attempts/session.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-22 14:39:15 -04:00
Experiments DB Dev d9b65a3279 analysis(matlab): convert previous (Forouzan) study to our long format
Add forouzan_load_data.m (joins raw/Data_Forouzan.csv + raw/Total_Success.csv)
and make_forouzan_data.m, producing analysis/forouzan_reach_data.csv in our
curated column format (subject, group, day, success, total). Group is mapped
Anodal -> b2_f (tDCS), Control -> a2_f (control); Hand ignored; day 0-indexed
(Session 1 = day 0 = paper 'Day 1'); early-stopped sessions (total=0) dropped.

Conversion validated by refitting the paper's own LME on the converted data:
interaction t(227)=2.66, F(1)=7.09, p=0.0083 -- reproduces the paper's
reported t(227)=2.68, F(1)=7.12, p=0.008, N=24 (12 Anodal / 12 Control).

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-22 14:18:47 -04:00
samsam2610 a4dff31772 add prev data 2026-07-22 13:58:36 -04:00
samsam2610 38f5ee1119 add prev data 2026-07-22 13:51:40 -04:00
Experiments DB Dev 969c0205e8 analysis(matlab): per-variation subfolders (grouping x window) for the paper LME
Add make_variations.m + variation_analyze.m generating 20 self-contained
subfolders under analysis/matlab/variations/, one per grouping x day-window,
each with exactly three files: data.csv (curated subset), analyze.m (a simple
standalone script fitting behavior ~ stim + day + stim:day + (1|rat) on the
success COUNT), and result.txt (its output). Plus variations/SUMMARY.csv.

Groupings (stim=1 / stim=0, other groups dropped):
  unmerge     B2 vs A2
  right_only  B2+Right vs A2            (Box-A dropped)
  naive_a2    B2 vs A2+Naive           (Right, Box-A dropped)
  naive_boxa  B2 vs A2+Naive+Box-A     (Right dropped)
Windows: 0-10, 0-13, 0-5, 6-10, 6-13. All 20 have equal day coverage.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-20 20:49:54 -04:00
Experiments DB Dev 963fd889b2 feat(matlab): windowed paper-LME replication for mergeNaive (d0_10, d0_13)
Make tdcs_paper_lme window-aware (windowKey 'full'|'d0_10'|'d0_13',
default 'full' -> unchanged filename). Windowed runs give the two anchor
arms equal day coverage, so the stim:day interaction is not confounded by
the full-range coverage imbalance; the report now states whether coverage
is equal and adds an INTERPRETATION block. Add switch cases
paper_mergeNaive_d0_10 / _d0_13 and include them in run_all.

Finding: unlike mergeA2 (fair-window interaction n.s.), the pooled-naive
control keeps the interaction significant in the fair d0_13 window
(F(1)=7.07, p=0.0088, +1.80 [+0.46,+3.14]; equal on Day 1 p=0.20),
reproducing the paper without the coverage confound; d0_10 is borderline
(p=0.051).

Tests: tLme asserts equal coverage / no warning / one full summary for
both windows and a significant positive d0_13 interaction; bad windowKey
errors. Suite 41/41.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-20 17:49:09 -04:00
Experiments DB Dev 0e9263b958 feat(matlab): print full native fitlme/fitglme summary in every scenario
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>
2026-07-20 14:21:34 -04:00
Experiments DB Dev d59ff2b659 docs(writeup): add design-rationale section for the sham/pooled control grouping
Document Box-A2 as an a-priori sham/sensory control and the two-tier
analysis it implies: B2-vs-A2 as the primary sensation-controlled contrast,
and the pooled-control mergeNaive grouping as a confirmatory power-boost
licensed by A2/Naive exchangeability (with the TOST caveat that the
exchangeability is supported but not proven at n=3-4).

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-20 14:07:49 -04:00
Experiments DB Dev 77b631bcac feat(matlab): mergeNaive grouping (control=A2+Naive, tDCS=B2+Right) + GLM/power
Adds cfg.mergeNaive and scenario/paper/phase/power support. This pooled grouping
is the closest replication of the paper's full pattern: paper LME interaction
F(1)=7.30, p=0.008 (paper 7.12/0.008), stim main n.s. (p=0.21 = equal on Day 1),
strong day effect; the overall tDCS advantage is significant at the cluster-honest
per-animal level (rate p=0.003) and well powered. Adds a grouping test. Suite 38/38.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-20 12:50:35 -04:00
Experiments DB Dev 7b5c27df8c feat(matlab): verbatim paper LME (behavior ~ stim+day+stim:day+(1|rat)) + power sim on it
Adds tdcs_paper_lme replicating the paper's exact formula/variable names (paper_*
switch cases): mergeA2 reproduces the interaction F(1)=7.09 vs 7.12, p=0.009 vs
0.008, with a coverage-confound warning. Rewrites tdcs_power_sim to fit that same
formula (interaction term canonicalized to day:stim). Adds a replication test.
Suite 37/37.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-20 12:40:26 -04:00
Experiments DB Dev 800189371b feat(matlab): learning figure + methods write-up + organized CSV data export
Adds make_figure (2-panel learning curves + per-phase slopes, colorblind-safe
Box-B2/Box-A2 palette) -> results/figure_learning.png; analysis/writeup.md
(figure + methods + results summary); and tdcs_export_all/run_export exporting
every data variation into an organized export/ tree (curated_all, scenarios/9,
anchors/3 with tDCS factor, phases/9 + MANIFEST). Adds tExport tests. Suite 36/36.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-20 12:11:37 -04:00
Experiments DB Dev e730aa0020 feat(matlab): phased days x tDCS LME + Monte-Carlo power analysis
Adds tdcs_phase_lme (same LME refit within learning phases 0-5/6-10/6-13, with
per-phase slopes + interaction 95% CI) as phase_* switch cases, and
tdcs_power_sim (Monte-Carlo power for the early-phase interaction, scored by the
cluster-honest per-animal test and the LME test) + run_power. Findings: the
Box-B2 faster-acquisition signal is in the early phase; at n=3-5/group honest
power is 0.3-0.7 even at the observed effect (need ~8/group if effect is as
observed, ~20/group if half). Adds tPhasePower tests. Suite 35/35.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-20 11:06:51 -04:00
Experiments DB Dev 89bb95088f feat(matlab): add 0-13 day window (lme_*_d0_13) + coverage warning
Box-A2 has no data past ~day 13, so the full-range days x tDCS interaction
extrapolates A2's slope and is confounded (spuriously significant, wrong sign).
Add the _d0_13 window (equal anchor coverage) and a report warning when the two
groups' day coverage is unequal. In the fair 0-13 window the interaction is n.s.
with a POSITIVE slope diff and the Day-1 tDCS effect is n.s. -- matching the
paper's 'equal on Day 1' direction (underpowered at n=8). Suite 32/32.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-20 09:58:19 -04:00
Experiments DB Dev f0ce978bd4 docs(matlab): label tDCS main effect as Day 1 (= our day 0), matching the paper
The model already evaluates the tDCS main effect at day 0, which is the paper's
'Day 1'; relabel the report/docstring to state the equivalence explicitly so the
'equal on Day 1' comparison is unambiguous. No model change (re-indexing day
would move the main-effect evaluation point off Day 1). Suite 31/31.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-20 09:46:52 -04:00
Experiments DB Dev 08c14c476c feat(matlab): add linear days x tDCS mixed-model scenarios (lme_*)
Adds 6 switch cases replicating the paper's linear mixed model
success ~ day * tDCS + (1|subject) on the Box-B2(tDCS=1) vs Box-A2(tDCS=0)
arm, reporting the days x tDCS interaction, days, and tDCS effects as t/F/p.
mergeA2_full reproduces the paper's interaction (F=7.09 vs 7.12, p=0.009 vs
0.008); interpretation is sign-aware and honestly notes our data diverges from
the paper (Box-B2 ahead on day 1, gap narrows -- not 'equal on day 1,
accumulates'). Adds tLme tests. Suite 31/31.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-20 09:43:08 -04:00
Experiments DB Dev b1057f6105 fix(matlab): report learning rate via per-animal slope test, not anticonservative GLMM F-test
fitglme coefTest only offers observation-level DF (df2~=178), which overstates
the group x day interaction significance for this few-subject design (p~=0 in
every scenario). Replace the reported learning-rate result with a cluster-honest
per-animal slope test (per-subject OLS slope of success vs day, Welch + MWU,
B2 vs A2) -- now correctly parallel in all 6 scenarios, matching the Python GEE.
The GLMM F-test is kept as a flagged reference only. Adds a regression test.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-20 08:40:47 -04:00
Experiments DB Dev 13414d31fc matlab(tdcs): assert reference group present; README scope note
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-20 08:08:27 -04:00
Experiments DB Dev 01f59a5265 matlab(tdcs): report, switch/case entry, runners, README 2026-07-20 08:00:40 -04:00
Experiments DB Dev 27d388530a matlab(tdcs): GLMM + per-animal + classification models 2026-07-20 07:51:30 -04:00
Experiments DB Dev 75ea8a031e test(matlab): fix uint64 vs double class mismatch in group-count assertion
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-20 07:43:05 -04:00
Experiments DB Dev e398237c76 matlab(tdcs): scenario derivation + derived data export 2026-07-20 07:39:12 -04:00
Experiments DB Dev 33121e3a8f matlab(tdcs): data loading + curated group map 2026-07-20 07:29:31 -04:00
Experiments DB Dev 808040a522 docs(plan): MATLAB tDCS analysis port implementation plan
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-20 07:23:57 -04:00
Experiments DB Dev 2e6464cd14 docs(spec): MATLAB port of the tDCS GLM analysis
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-20 07:14:59 -04:00
178 changed files with 17625 additions and 0 deletions
+75
View File
@@ -0,0 +1,75 @@
# Experiments Database — Backup
## Location
```
/home/sam/synology/Backups/Experiments-DB-Backup/
├── daily/ ← up to 5 change-triggered daily backups
├── weekly/ ← up to 2 unconditional weekly backups
├── .last_backup_state ← DB fingerprint from last backup run
└── backup.log ← all run output
```
## Scripts
```
scripts/
├── backup.sh ← main backup script
└── setup_cron.sh ← installs / updates cron entries (idempotent)
```
## Schedule
| Cron | Mode | Behaviour |
|------|------|-----------|
| `0 2 * * *` (daily 02:00) | `daily` | Compares DB fingerprint; skips if nothing changed |
| `0 3 * * 0` (Sunday 03:00) | `weekly` | Always dumps; ignores fingerprint |
To re-install cron entries after a path change:
```bash
./scripts/setup_cron.sh
```
## Backup Format
Files are `pg_dump --format=custom --compress=9` (`.pgdump`).
**Restore a backup:**
```bash
# Restore into a running container
docker exec -i experiments_postgres pg_restore \
-U expuser -d experiments_db --clean \
< /home/sam/synology/Backups/Experiments-DB-Backup/daily/<file>.pgdump
# Or restore to a fresh database
docker exec -i experiments_postgres createdb -U expuser experiments_db_restore
docker exec -i experiments_postgres pg_restore \
-U expuser -d experiments_db_restore \
< /path/to/file.pgdump
```
## Change Detection
The daily run fingerprints the database as:
```
<experiments count>,<animals count>,<daily_statuses count>,
<daily_analyses count>,<session_files count>,<latest audit_log timestamp>
```
Any insert, update, or delete on any table shifts this string and triggers a backup.
## Retention Policy
| Type | Keep |
|------|------|
| Daily | 5 most recent |
| Weekly | 2 most recent |
Older files are automatically deleted after each successful dump.
## Manual Run
```bash
# Force a backup right now (ignores change detection)
./scripts/backup.sh weekly
# Run change-detect check manually
./scripts/backup.sh daily
```
## Verify Cron Is Installed
```bash
crontab -l | grep ExpDB
```
+293
View File
@@ -0,0 +1,293 @@
# Experiments Database — n8n Workflows
n8n is running at **http://localhost:5678**
The Postgres credential **"Experiments DB (PostgreSQL)"** (id: `9iJuyA9iR5KUzmj5`) connects to `experiments_postgres:5432 / experiments_db` via the shared `llm-net` Docker network.
---
## Workflow Index
| ID | Workflow | Entity |
|----|----------|--------|
| `jjmtecjuHJPKZ4T7` | ExpDB · Experiments | `experiments` table |
| `HYnlIscuKwMW7blG` | ExpDB · Animals | `animals` table |
| `9emayzMpnhIZQxqd` | ExpDB · Daily Statuses | `daily_statuses` table |
| `hso5z2W1uO44bTP6` | ExpDB · Daily Analyses | `daily_analyses` table |
| `2s02OX1yibfqp6jK` | ExpDB · Session Files | `session_files` table |
| `T76NAYiFcCxHDKQB` | ExpDB · Audit Logs | `audit_logs` table |
| `lq3R3YqeHgxixrbZ` | ExpDB · Reports | cross-table queries |
---
## How to Call a Workflow
All workflows use an **Execute Workflow Trigger** — call them with an **Execute Workflow** node from any parent workflow. Pass a JSON object with `action` + the required fields.
```
Execute Workflow node
→ Workflow: <select workflow by name>
→ Input: { "action": "...", ...fields }
```
---
## ExpDB · Experiments
### `list`
Returns all experiments ordered by creation date.
```json
{ "action": "list" }
```
### `get`
```json
{ "action": "get", "id": "<experiment_uuid>" }
```
### `create`
```json
{ "action": "create", "title": "My Experiment" }
```
Creates with empty `template` and `subject_info_template` (`[]`). UUID auto-generated.
### `update`
```json
{ "action": "update", "id": "<experiment_uuid>", "title": "New Title" }
```
### `delete`
```json
{ "action": "delete", "id": "<experiment_uuid>" }
```
Returns `{ id }` of deleted row.
---
## ExpDB · Animals
### `list`
Returns all animals in an experiment, with `daily_status_count`.
```json
{ "action": "list", "experiment_id": "<experiment_uuid>" }
```
### `get`
Returns animal + `experiment_title`.
```json
{ "action": "get", "id": "<animal_uuid>" }
```
### `create`
```json
{
"action": "create",
"experiment_id": "<experiment_uuid>",
"animal_id_string": "M001",
"animal_name": "Mouse 1",
"subject_info": { "<fieldId>": "value" }
}
```
### `update`
```json
{
"action": "update",
"id": "<animal_uuid>",
"animal_id_string": "M001",
"animal_name": "Mouse 1",
"subject_info": { "<fieldId>": "value" }
}
```
### `delete`
```json
{ "action": "delete", "id": "<animal_uuid>" }
```
Cascades to `daily_statuses`.
---
## ExpDB · Daily Statuses
### `list`
Returns statuses for an animal ordered by date descending.
```json
{ "action": "list", "animal_id": "<animal_uuid>" }
```
### `get`
Returns status + animal + experiment context.
```json
{ "action": "get", "id": "<status_uuid>" }
```
### `create`
```json
{
"action": "create",
"animal_id": "<animal_uuid>",
"date": "2025-04-25",
"experiment_description": "...",
"vitals": "...",
"treatment": "...",
"notes": "...",
"custom_fields": { "<fieldId>": "value" }
}
```
All fields except `animal_id` and `date` are optional (default `null`).
### `update`
```json
{
"action": "update",
"id": "<status_uuid>",
"experiment_description": "...",
"vitals": "...",
"treatment": "...",
"notes": "...",
"custom_fields": { "<fieldId>": "value" }
}
```
### `delete`
```json
{ "action": "delete", "id": "<status_uuid>" }
```
Cascades to `daily_analyses` and `session_files`.
---
## ExpDB · Daily Analyses
### `list`
Returns analysis headers (no heavy JSON blobs) for a daily status.
```json
{ "action": "list", "daily_status_id": "<status_uuid>" }
```
### `get`
Returns full analysis including `sequence`, `category_counts`, `consecutive_stats`, `runs`.
```json
{ "action": "get", "id": "<analysis_uuid>" }
```
### `push_summary`
Writes an `analysis_summary` blob back to a daily status (same as the "Save metrics" button in the UI).
```json
{
"action": "push_summary",
"daily_status_id": "<status_uuid>",
"analysis_summary": {
"counts": { "Success": 12, "Failure": 3 },
"total": 15,
"success_rate": 0.8,
"computed_at": "2025-04-25T10:00:00.000Z"
}
}
```
---
## ExpDB · Session Files
### `list`
```json
{ "action": "list", "daily_status_id": "<status_uuid>" }
```
### `get`
```json
{ "action": "get", "id": "<file_uuid>" }
```
---
## ExpDB · Audit Logs
### `list_by_record`
All changes to a specific record (e.g. one animal, one daily status).
```json
{
"action": "list_by_record",
"table_name": "daily_statuses",
"record_id": "<status_uuid>",
"limit": 50
}
```
Valid `table_name` values: `experiments`, `animals`, `daily_statuses`.
### `list_by_table`
Recent changes across an entire table.
```json
{
"action": "list_by_table",
"table_name": "animals",
"limit": 100
}
```
---
## ExpDB · Reports
### `subjects_summary`
Per-subject stats for an experiment: total days logged, last entry date, days with saved metrics.
```json
{ "action": "subjects_summary", "experiment_id": "<experiment_uuid>" }
```
### `daily_summary`
All days × subjects where `analysis_summary` exists — useful for CSV export or charting outside the app.
```json
{ "action": "daily_summary", "experiment_id": "<experiment_uuid>" }
```
### `recent_activity`
Latest audit log entries across all tables.
```json
{ "action": "recent_activity", "limit": 50 }
```
---
## Database Schema Reference
```
experiments
id (uuid PK) title created_at template (json) subject_info_template (json)
animals
id (uuid PK) experiment_id (FK→experiments)
animal_id_string animal_name subject_info (json?)
daily_statuses
id (uuid PK) animal_id (FK→animals) date
experiment_description? vitals? treatment? notes?
custom_fields (json?) analysis_summary (json?)
daily_analyses
id (uuid PK) daily_status_id (FK→daily_statuses) created_at
file_name? timestamp_col note_col total_note_rows session_end_ts?
classifications (json) sequence (json) category_counts (json)
consecutive_stats (json) runs (json)
session_files
id (uuid PK) daily_status_id (FK→daily_statuses)
filename file_size file_type? last_modified?
matched_identifier? animal_id_string_snap? animal_name_snap?
notes? created_at
audit_logs
id (uuid PK) table_name record_id action changes (json) timestamp
```
`custom_fields` and `subject_info` are keyed by `fieldId` (UUID), matching the `template` / `subject_info_template` arrays on the experiment. Field keys can be renamed without data loss; only the UUID is used for storage.
---
## Infrastructure Notes
- `experiments_postgres` is connected to both `experiments-database_default` and `llm-net` networks, making it reachable from n8n as hostname `experiments_postgres`.
- The n8n API key `n8n_api_ca07bd874c628ed0f52d9a2e65073960f9f617c5` was created for the account `quocsam93@gmail.com` and is stored in the `user_api_keys` table of the n8n Postgres.
- Workflows were generated by `n8n_create_workflows.py` in this repo root.
+232
View File
@@ -0,0 +1,232 @@
subject,group,day,success,total
Afrasyab,a2_f,0,1,13
Afrasyab,a2_f,1,8,24
Afrasyab,a2_f,2,13,35
Afrasyab,a2_f,3,8,29
Afrasyab,a2_f,4,21,43
Afrasyab,a2_f,5,14,42
Afrasyab,a2_f,6,18,46
Afrasyab,a2_f,7,21,52
Afrasyab,a2_f,8,21,41
Afrasyab,a2_f,9,21,55
Arash,b2_f,0,9,34
Arash,b2_f,1,12,41
Arash,b2_f,2,15,43
Arash,b2_f,3,18,44
Arash,b2_f,4,16,33
Arash,b2_f,5,18,47
Arash,b2_f,6,13,48
Arash,b2_f,7,9,38
Arash,b2_f,8,18,43
Arash,b2_f,9,15,47
Ashkas,a2_f,0,2,30
Ashkas,a2_f,1,11,35
Ashkas,a2_f,2,10,30
Ashkas,a2_f,3,9,33
Ashkas,a2_f,4,9,41
Ashkas,a2_f,5,10,36
Ashkas,a2_f,6,13,46
Ashkas,a2_f,7,9,42
Ashkas,a2_f,8,6,36
Ashkas,a2_f,9,15,48
Fariborz,a2_f,0,8,32
Fariborz,a2_f,1,10,32
Fariborz,a2_f,2,9,34
Fariborz,a2_f,3,11,35
Fariborz,a2_f,4,13,35
Fariborz,a2_f,5,5,38
Fariborz,a2_f,6,12,44
Garsivaz,b2_f,0,10,34
Garsivaz,b2_f,1,12,30
Garsivaz,b2_f,2,14,35
Garsivaz,b2_f,3,27,56
Garsivaz,b2_f,4,22,41
Garsivaz,b2_f,5,30,57
Garsivaz,b2_f,6,34,52
Garsivaz,b2_f,7,25,49
Garsivaz,b2_f,8,29,46
Garsivaz,b2_f,9,25,44
Iraj,b2_f,0,6,29
Iraj,b2_f,1,13,37
Iraj,b2_f,2,15,32
Iraj,b2_f,3,20,49
Iraj,b2_f,4,17,47
Iraj,b2_f,5,21,47
Iraj,b2_f,6,24,49
Khosrow,b2_f,0,6,23
Khosrow,b2_f,1,7,27
Khosrow,b2_f,2,10,27
Khosrow,b2_f,3,10,26
Khosrow,b2_f,4,14,35
Khosrow,b2_f,5,20,41
Khosrow,b2_f,6,11,37
Khosrow,b2_f,7,13,34
Khosrow,b2_f,8,13,30
Khosrow,b2_f,9,15,40
Kiyanoush,b2_f,0,11,19
Kiyanoush,b2_f,1,22,52
Kiyanoush,b2_f,2,34,58
Kiyanoush,b2_f,3,30,52
Kiyanoush,b2_f,4,27,56
Kiyanoush,b2_f,5,46,65
Kiyanoush,b2_f,6,32,58
Kiyanoush,b2_f,7,47,61
Kiyanoush,b2_f,8,49,68
Kiyanoush,b2_f,9,41,49
Manuchehr,b2_f,0,1,22
Manuchehr,b2_f,1,8,18
Manuchehr,b2_f,2,9,41
Manuchehr,b2_f,3,14,47
Manuchehr,b2_f,4,25,60
Manuchehr,b2_f,5,22,70
Manuchehr,b2_f,6,37,74
Manuchehr,b2_f,7,40,75
Manuchehr,b2_f,8,32,55
Manuchehr,b2_f,9,29,69
Mehrab,a2_f,0,8,28
Mehrab,a2_f,1,13,26
Mehrab,a2_f,2,16,45
Mehrab,a2_f,3,17,34
Mehrab,a2_f,4,21,45
Mehrab,a2_f,5,21,55
Mehrab,a2_f,6,22,51
Mehrab,a2_f,7,21,48
Mehrab,a2_f,8,21,48
Mehrab,a2_f,9,23,45
Merdas,a2_f,0,7,30
Merdas,a2_f,1,9,36
Merdas,a2_f,2,8,33
Merdas,a2_f,3,17,48
Merdas,a2_f,4,21,45
Merdas,a2_f,5,13,39
Merdas,a2_f,6,19,43
Merdas,a2_f,7,10,48
Merdas,a2_f,8,19,52
Merdas,a2_f,9,20,47
Nozar,a2_f,0,4,20
Nozar,a2_f,1,5,23
Nozar,a2_f,2,8,43
Nozar,a2_f,3,8,48
Nozar,a2_f,4,11,40
Nozar,a2_f,5,13,53
Nozar,a2_f,6,15,50
Nozar,a2_f,7,19,46
Nozar,a2_f,8,18,56
Nozar,a2_f,9,20,47
Pashang,b2_f,0,5,32
Pashang,b2_f,1,7,51
Pashang,b2_f,2,18,49
Pashang,b2_f,3,16,43
Pashang,b2_f,4,21,36
Pashang,b2_f,5,16,53
Pashang,b2_f,6,18,42
Pashang,b2_f,7,23,44
Pashang,b2_f,8,20,43
Pashang,b2_f,9,34,57
Pashin,a2_f,0,7,27
Pashin,a2_f,1,9,22
Pashin,a2_f,2,11,41
Pashin,a2_f,3,14,40
Pashin,a2_f,4,12,36
Pashin,a2_f,5,14,43
Pashin,a2_f,6,11,42
Pashin,a2_f,7,14,47
Pashin,a2_f,8,13,50
Pashin,a2_f,9,18,45
Rostam,b2_f,0,9,29
Rostam,b2_f,1,12,36
Rostam,b2_f,2,14,42
Rostam,b2_f,3,18,41
Rostam,b2_f,4,15,45
Rostam,b2_f,5,20,49
Rostam,b2_f,6,21,51
Rostam,b2_f,7,24,48
Rostam,b2_f,8,19,46
Rostam,b2_f,9,23,48
Salm,a2_f,0,7,28
Salm,a2_f,1,10,36
Salm,a2_f,2,16,50
Salm,a2_f,3,18,49
Salm,a2_f,4,21,62
Salm,a2_f,5,26,60
Salm,a2_f,6,27,53
Salm,a2_f,7,32,62
Salm,a2_f,8,16,40
Salm,a2_f,9,16,43
Sam,b2_f,0,8,28
Sam,b2_f,1,11,32
Sam,b2_f,2,10,26
Sam,b2_f,3,11,39
Sam,b2_f,4,12,36
Sam,b2_f,5,14,34
Sam,b2_f,6,15,43
Sam,b2_f,7,9,31
Sam,b2_f,8,23,51
Sam,b2_f,9,19,45
Siavash,a2_f,0,10,21
Siavash,a2_f,1,3,25
Siavash,a2_f,2,7,39
Siavash,a2_f,3,13,36
Siavash,a2_f,4,12,35
Siavash,a2_f,5,18,32
Siavash,a2_f,6,18,45
Siavash,a2_f,7,22,37
Siavash,a2_f,8,18,36
Siavash,a2_f,9,17,34
Sohrab,b2_f,0,8,23
Sohrab,b2_f,1,11,34
Sohrab,b2_f,2,15,45
Sohrab,b2_f,3,19,47
Sohrab,b2_f,4,18,50
Sohrab,b2_f,5,18,45
Sohrab,b2_f,6,16,45
Sohrab,b2_f,7,20,49
Sohrab,b2_f,8,14,32
Sohrab,b2_f,9,23,43
Tahmasb,b2_f,0,7,32
Tahmasb,b2_f,1,11,38
Tahmasb,b2_f,2,8,37
Tahmasb,b2_f,3,7,26
Tahmasb,b2_f,4,12,35
Tahmasb,b2_f,5,13,39
Tahmasb,b2_f,6,11,41
Tahmasb,b2_f,7,15,52
Tahmasb,b2_f,8,23,61
Tahmasb,b2_f,9,22,61
Tur,a2_f,0,6,39
Tur,a2_f,1,11,36
Tur,a2_f,2,9,35
Tur,a2_f,3,16,45
Tur,a2_f,4,19,52
Tur,a2_f,5,14,47
Tur,a2_f,6,21,46
Tus,b2_f,0,4,32
Tus,b2_f,1,9,39
Tus,b2_f,2,5,40
Tus,b2_f,3,15,42
Tus,b2_f,4,21,50
Tus,b2_f,5,16,52
Tus,b2_f,6,19,59
Tus,b2_f,7,28,57
Tus,b2_f,8,27,62
Tus,b2_f,9,27,60
Zal,a2_f,0,5,34
Zal,a2_f,1,12,36
Zal,a2_f,2,16,37
Zal,a2_f,3,18,40
Zal,a2_f,4,14,34
Zal,a2_f,5,15,41
Zal,a2_f,6,16,46
Zal,a2_f,7,15,44
Zal,a2_f,8,20,46
Zal,a2_f,9,18,50
Zav,a2_f,0,4,28
Zav,a2_f,1,7,37
Zav,a2_f,2,7,41
Zav,a2_f,3,4,32
Zav,a2_f,4,8,37
Zav,a2_f,5,4,37
Zav,a2_f,6,7,36
Zav,a2_f,7,15,56
Zav,a2_f,8,19,54
Zav,a2_f,9,21,49
1 subject group day success total
2 Afrasyab a2_f 0 1 13
3 Afrasyab a2_f 1 8 24
4 Afrasyab a2_f 2 13 35
5 Afrasyab a2_f 3 8 29
6 Afrasyab a2_f 4 21 43
7 Afrasyab a2_f 5 14 42
8 Afrasyab a2_f 6 18 46
9 Afrasyab a2_f 7 21 52
10 Afrasyab a2_f 8 21 41
11 Afrasyab a2_f 9 21 55
12 Arash b2_f 0 9 34
13 Arash b2_f 1 12 41
14 Arash b2_f 2 15 43
15 Arash b2_f 3 18 44
16 Arash b2_f 4 16 33
17 Arash b2_f 5 18 47
18 Arash b2_f 6 13 48
19 Arash b2_f 7 9 38
20 Arash b2_f 8 18 43
21 Arash b2_f 9 15 47
22 Ashkas a2_f 0 2 30
23 Ashkas a2_f 1 11 35
24 Ashkas a2_f 2 10 30
25 Ashkas a2_f 3 9 33
26 Ashkas a2_f 4 9 41
27 Ashkas a2_f 5 10 36
28 Ashkas a2_f 6 13 46
29 Ashkas a2_f 7 9 42
30 Ashkas a2_f 8 6 36
31 Ashkas a2_f 9 15 48
32 Fariborz a2_f 0 8 32
33 Fariborz a2_f 1 10 32
34 Fariborz a2_f 2 9 34
35 Fariborz a2_f 3 11 35
36 Fariborz a2_f 4 13 35
37 Fariborz a2_f 5 5 38
38 Fariborz a2_f 6 12 44
39 Garsivaz b2_f 0 10 34
40 Garsivaz b2_f 1 12 30
41 Garsivaz b2_f 2 14 35
42 Garsivaz b2_f 3 27 56
43 Garsivaz b2_f 4 22 41
44 Garsivaz b2_f 5 30 57
45 Garsivaz b2_f 6 34 52
46 Garsivaz b2_f 7 25 49
47 Garsivaz b2_f 8 29 46
48 Garsivaz b2_f 9 25 44
49 Iraj b2_f 0 6 29
50 Iraj b2_f 1 13 37
51 Iraj b2_f 2 15 32
52 Iraj b2_f 3 20 49
53 Iraj b2_f 4 17 47
54 Iraj b2_f 5 21 47
55 Iraj b2_f 6 24 49
56 Khosrow b2_f 0 6 23
57 Khosrow b2_f 1 7 27
58 Khosrow b2_f 2 10 27
59 Khosrow b2_f 3 10 26
60 Khosrow b2_f 4 14 35
61 Khosrow b2_f 5 20 41
62 Khosrow b2_f 6 11 37
63 Khosrow b2_f 7 13 34
64 Khosrow b2_f 8 13 30
65 Khosrow b2_f 9 15 40
66 Kiyanoush b2_f 0 11 19
67 Kiyanoush b2_f 1 22 52
68 Kiyanoush b2_f 2 34 58
69 Kiyanoush b2_f 3 30 52
70 Kiyanoush b2_f 4 27 56
71 Kiyanoush b2_f 5 46 65
72 Kiyanoush b2_f 6 32 58
73 Kiyanoush b2_f 7 47 61
74 Kiyanoush b2_f 8 49 68
75 Kiyanoush b2_f 9 41 49
76 Manuchehr b2_f 0 1 22
77 Manuchehr b2_f 1 8 18
78 Manuchehr b2_f 2 9 41
79 Manuchehr b2_f 3 14 47
80 Manuchehr b2_f 4 25 60
81 Manuchehr b2_f 5 22 70
82 Manuchehr b2_f 6 37 74
83 Manuchehr b2_f 7 40 75
84 Manuchehr b2_f 8 32 55
85 Manuchehr b2_f 9 29 69
86 Mehrab a2_f 0 8 28
87 Mehrab a2_f 1 13 26
88 Mehrab a2_f 2 16 45
89 Mehrab a2_f 3 17 34
90 Mehrab a2_f 4 21 45
91 Mehrab a2_f 5 21 55
92 Mehrab a2_f 6 22 51
93 Mehrab a2_f 7 21 48
94 Mehrab a2_f 8 21 48
95 Mehrab a2_f 9 23 45
96 Merdas a2_f 0 7 30
97 Merdas a2_f 1 9 36
98 Merdas a2_f 2 8 33
99 Merdas a2_f 3 17 48
100 Merdas a2_f 4 21 45
101 Merdas a2_f 5 13 39
102 Merdas a2_f 6 19 43
103 Merdas a2_f 7 10 48
104 Merdas a2_f 8 19 52
105 Merdas a2_f 9 20 47
106 Nozar a2_f 0 4 20
107 Nozar a2_f 1 5 23
108 Nozar a2_f 2 8 43
109 Nozar a2_f 3 8 48
110 Nozar a2_f 4 11 40
111 Nozar a2_f 5 13 53
112 Nozar a2_f 6 15 50
113 Nozar a2_f 7 19 46
114 Nozar a2_f 8 18 56
115 Nozar a2_f 9 20 47
116 Pashang b2_f 0 5 32
117 Pashang b2_f 1 7 51
118 Pashang b2_f 2 18 49
119 Pashang b2_f 3 16 43
120 Pashang b2_f 4 21 36
121 Pashang b2_f 5 16 53
122 Pashang b2_f 6 18 42
123 Pashang b2_f 7 23 44
124 Pashang b2_f 8 20 43
125 Pashang b2_f 9 34 57
126 Pashin a2_f 0 7 27
127 Pashin a2_f 1 9 22
128 Pashin a2_f 2 11 41
129 Pashin a2_f 3 14 40
130 Pashin a2_f 4 12 36
131 Pashin a2_f 5 14 43
132 Pashin a2_f 6 11 42
133 Pashin a2_f 7 14 47
134 Pashin a2_f 8 13 50
135 Pashin a2_f 9 18 45
136 Rostam b2_f 0 9 29
137 Rostam b2_f 1 12 36
138 Rostam b2_f 2 14 42
139 Rostam b2_f 3 18 41
140 Rostam b2_f 4 15 45
141 Rostam b2_f 5 20 49
142 Rostam b2_f 6 21 51
143 Rostam b2_f 7 24 48
144 Rostam b2_f 8 19 46
145 Rostam b2_f 9 23 48
146 Salm a2_f 0 7 28
147 Salm a2_f 1 10 36
148 Salm a2_f 2 16 50
149 Salm a2_f 3 18 49
150 Salm a2_f 4 21 62
151 Salm a2_f 5 26 60
152 Salm a2_f 6 27 53
153 Salm a2_f 7 32 62
154 Salm a2_f 8 16 40
155 Salm a2_f 9 16 43
156 Sam b2_f 0 8 28
157 Sam b2_f 1 11 32
158 Sam b2_f 2 10 26
159 Sam b2_f 3 11 39
160 Sam b2_f 4 12 36
161 Sam b2_f 5 14 34
162 Sam b2_f 6 15 43
163 Sam b2_f 7 9 31
164 Sam b2_f 8 23 51
165 Sam b2_f 9 19 45
166 Siavash a2_f 0 10 21
167 Siavash a2_f 1 3 25
168 Siavash a2_f 2 7 39
169 Siavash a2_f 3 13 36
170 Siavash a2_f 4 12 35
171 Siavash a2_f 5 18 32
172 Siavash a2_f 6 18 45
173 Siavash a2_f 7 22 37
174 Siavash a2_f 8 18 36
175 Siavash a2_f 9 17 34
176 Sohrab b2_f 0 8 23
177 Sohrab b2_f 1 11 34
178 Sohrab b2_f 2 15 45
179 Sohrab b2_f 3 19 47
180 Sohrab b2_f 4 18 50
181 Sohrab b2_f 5 18 45
182 Sohrab b2_f 6 16 45
183 Sohrab b2_f 7 20 49
184 Sohrab b2_f 8 14 32
185 Sohrab b2_f 9 23 43
186 Tahmasb b2_f 0 7 32
187 Tahmasb b2_f 1 11 38
188 Tahmasb b2_f 2 8 37
189 Tahmasb b2_f 3 7 26
190 Tahmasb b2_f 4 12 35
191 Tahmasb b2_f 5 13 39
192 Tahmasb b2_f 6 11 41
193 Tahmasb b2_f 7 15 52
194 Tahmasb b2_f 8 23 61
195 Tahmasb b2_f 9 22 61
196 Tur a2_f 0 6 39
197 Tur a2_f 1 11 36
198 Tur a2_f 2 9 35
199 Tur a2_f 3 16 45
200 Tur a2_f 4 19 52
201 Tur a2_f 5 14 47
202 Tur a2_f 6 21 46
203 Tus b2_f 0 4 32
204 Tus b2_f 1 9 39
205 Tus b2_f 2 5 40
206 Tus b2_f 3 15 42
207 Tus b2_f 4 21 50
208 Tus b2_f 5 16 52
209 Tus b2_f 6 19 59
210 Tus b2_f 7 28 57
211 Tus b2_f 8 27 62
212 Tus b2_f 9 27 60
213 Zal a2_f 0 5 34
214 Zal a2_f 1 12 36
215 Zal a2_f 2 16 37
216 Zal a2_f 3 18 40
217 Zal a2_f 4 14 34
218 Zal a2_f 5 15 41
219 Zal a2_f 6 16 46
220 Zal a2_f 7 15 44
221 Zal a2_f 8 20 46
222 Zal a2_f 9 18 50
223 Zav a2_f 0 4 28
224 Zav a2_f 1 7 37
225 Zav a2_f 2 7 41
226 Zav a2_f 3 4 32
227 Zav a2_f 4 8 37
228 Zav a2_f 5 4 37
229 Zav a2_f 6 7 36
230 Zav a2_f 7 15 56
231 Zav a2_f 8 19 54
232 Zav a2_f 9 21 49
+173
View File
@@ -0,0 +1,173 @@
# tDCS reaching study — MATLAB GLM port
This directory is a MATLAB port of the Python tDCS GLM analysis
(`analysis/tdcs_glm.py`, documented in `analysis/METHODS.md`), driven by raw
app-export matrices rather than the pre-joined `tdcs_reach_data.csv`. It
reproduces the same three models (count level, rate level, learning rate) and
the same H2 anchor check / unknown-condition classification, but replaces the
Python's population-average GEE with a `fitglme` GLMM (Poisson/Binomial,
subject random intercept) — see "GLMM vs GEE" below.
## Requirements
- MATLAB R2025b + Statistics and Machine Learning Toolbox.
- A license activated at `~/matlab/licenses/license.dat` (already in place in
this environment). If MATLAB ever reports it is unlicensed, activate with:
```
~/matlab/bin/activate_matlab.sh
```
## Layout
- `tdcs_config.m` — curated 12-animal group map, reference group, merge maps.
- `tdcs_load_data.m` — parses `raw/raw_success.csv` and `raw/raw_total.csv`
(app-export matrix format), joins them, and applies the curated group map.
- `tdcs_scenario_data.m` — builds one of the 6 scenarios (merge map + day
window), and saves the scenario table to `derived/<scenario>.csv`.
- `tdcs_models.m` — fits the count/rate/learning GLMEs, the per-animal
Welch/Mann-Whitney tests, the H2 anchor check, and (unmerged scenarios
only) the unknown-condition classification.
- `tdcs_report.m` — prints descriptives, the raw GLME fixed-effects tables,
and an interpretation section (H2 verdict, per-animal p-values,
classification, caveats); also writes `results/<scenario>.txt`.
- `tdcs_glm.m` — the entry point: `tdcs_glm(scenario)` runs
`tdcs_scenario_data` → `tdcs_models` → `tdcs_report` for one named
scenario, via an explicit `switch/case` over all 6 scenario names.
- `run_all.m` — runs all 6 scenarios in one script.
- `run_tests.m` — runs the `matlab.unittest` suite in `tests/` and exits
nonzero on any failure.
- `tests/` — `matlab.unittest` test classes (`tLoadData`, `tScenarioData`,
`tModels`) with golden values cross-checked against the Python.
- `raw/` — pre-generated app-export CSVs (input; not modified by this code).
- `derived/` — scenario tables written by `tdcs_scenario_data` (generated).
- `results/` — report text files written by `tdcs_report`/`tdcs_glm`
(generated).
## Running
Run one scenario (valid names: `unmerged_full`, `unmerged_d0_10`,
`mergeA2_full`, `mergeA2_d0_10`, `mergeB2_full`, `mergeB2_d0_10`):
```
cd analysis/matlab
~/matlab/bin/matlab -batch "addpath(pwd); tdcs_glm('mergeB2_full')"
```
This prints the full report to the console and writes it to
`results/mergeB2_full.txt`.
Run all 6 scenarios:
```
~/matlab/bin/matlab -batch "addpath(pwd); run_all"
```
Run the test suite:
```
~/matlab/bin/matlab -batch "addpath(pwd); run_tests"
```
(`run_tests` calls `error(...)` on any failure, so the `matlab -batch`
process exits with a nonzero status — suitable for CI.)
## Validation against the Python
Per-animal statistics (per-subject Welch t-test / one-sided Mann-Whitney U,
Box-B2 vs Box-A2) are pure stats independent of the GLM choice, and were
matched to the Python's golden values to 3 decimals across all 6 scenarios
(see `docs/superpowers/plans/2026-07-20-matlab-tdcs-analysis.md`, Task 3).
## GLMM vs GEE (read this before comparing numbers to the Python)
The Python reference uses **GEE** (population-average effects, exchangeable
working correlation, robust/sandwich SEs) for the count and learning-rate
models, and a cluster-robust Binomial GLM for the rate model. This MATLAB
port instead uses **GLMM** (`fitglme`, subject-specific effects via a
`(1|subject)` random intercept, Laplace/PL approximation) for all three
models, because MATLAB's Statistics and Machine Learning Toolbox has no GEE
implementation.
GLMM and GEE estimate related but distinct quantities (subject-specific vs.
population-average effects), so **exact coefficients, ratios, and p-values
will differ** between the two implementations — sometimes by a fair amount
for the small, unbalanced groups in this study. What should agree is the
**interpretation**: the direction of the H2 anchor effect, which unknown
condition classifies as A2-like/B2-like/ambiguous, and whether the learning
rates differ across groups. Treat the MATLAB numbers as a sensitivity check
on the Python's conclusions, not as a numerically-identical reproduction.
## Scope vs. the Python
The MATLAB port reproduces the Python's three core models (count, rate,
learning-rate), per-animal tests, unknown-group classification, and the H2
verdict (read off the main model's A2-vs-B2 term). The Python's two auxiliary
sensitivity sections — `report_anchor_only` (a two-anchor-only refit) and
`report_mixed` (a Bayesian MAP random-intercept model) — are intentionally
**not** ported: the anchor-only refit is closely tracked by the main-model H2
term, and MATLAB's native `fitglme` already *is* the random-intercept model.
## Phased learning analysis and power
- **Phased days × tDCS LME** — the same `success ~ day*tDCS + (1|subject)` model refit within
learning phases (05, 610, 613), Box-B2 vs Box-A2, with per-phase slopes and the interaction
95% CI:
```
matlab -batch "tdcs_glm('phase_mergeA2')" # or phase_unmerged / phase_mergeB2
```
The Box-B2 faster-acquisition signal sits in the early (05) phase; late phases converge. The
interaction p/CI use fitlme observation-level DF and are anticonservative at these small n
(see power analysis).
- **Monte-Carlo power** — power to detect the early-phase interaction, scored with the
cluster-honest per-animal test and the LME test, across subjects-per-group and effect sizes:
```
matlab -batch "run_power" # default: mergeA2, phase 05
```
Result: at our n (35/group) honest power is ~0.30.7 even at the observed effect; ~8/group
reaches ~8090% if the effect is as large as observed, ~20/group if it is half that. The LME
test is anticonservative only at small n and converges to the honest test by n≈12.
## Figure and data export
- **Figure** — two-panel learning figure (curves + per-phase slopes, Box-B2 vs Box-A2),
written to `results/figure_learning.png`:
```
matlab -batch "make_figure"
```
- **Export all data variations to CSV** — organized under `export/`:
```
matlab -batch "run_export"
```
Produces `curated_all.csv`, `scenarios/<merge>_<window>.csv` (9), `anchors/<merge>_B2vsA2.csv`
(3, with the binary tDCS factor), and `phases/<merge>_phase_<lo>-<hi>.csv` (9), plus a MANIFEST.
## Paper replication (verbatim formula)
The paper's model, `fitlme(tbl, 'behavior ~ stim + day + stim:day + (1|rat)')`, is
replicated verbatim (behavior = successful reaches, stim = tDCS [Box-B2=1 vs Box-A2=0],
rat = subject) over the full training range:
```
matlab -batch "tdcs_glm('paper_mergeA2')" # or paper_unmerged / paper_mergeB2
```
`paper_mergeA2` reproduces the paper's interaction (F(1)=7.09 vs 7.12, p=0.009 vs 0.008); it
also warns that the full-range interaction is confounded by unequal day coverage (Box-A2 ends
~day 13) — see the _d0_13 and phased analyses. The Monte-Carlo power analysis (`run_power`,
`tdcs_power_sim`) uses this same `behavior ~ stim + day + stim:day + (1|rat)` model.
## mergeNaive: pooled control vs tDCS
`mergeNaive` pools Naive into the control side (control = Box-A2 + Naive, n=7) and
Right-Electrode into the tDCS side (tDCS = Box-B2 + Right-Electrode, n=4); Box-A is left
out of the anchor contrast. Run the GLMMs, the paper LME, and power:
```
matlab -batch "tdcs_glm('mergeNaive_full')" # GLMM (rate/count) tDCS vs control
matlab -batch "tdcs_glm('paper_mergeNaive')" # paper LME: behavior ~ stim+day+stim:day+(1|rat)
matlab -batch "tdcs_power_sim('mergeNaive',[0 5])"
```
With the larger pooled control this is the closest replication of the paper's full pattern:
a significant days x tDCS interaction (F(1)=7.30, p=0.008 vs paper 7.12/0.008), an equal-on-Day-1
stim main effect (p=0.21, matching the paper's n.s.), and a strong day effect. The overall tDCS
advantage is significant even at the cluster-honest per-animal level (rate p=0.003). Caveat:
pooling Naive (no-stimulation control) with Box-A2 (an electrode condition) is a modeling choice.
@@ -0,0 +1,7 @@
arm,current,mode,window,nCur,rateCur,cumAttCur,prev,ratePrev,cumAttPrev,welchP,mwuP
Control,A2,full,0-9,3,0.422221769664046,1021.66666666667,a2_f,0.332589396921808,384.166666666667,0.15806572958032,0.101098901098901
Control,A2,matched,0-3,3,0.299133032915361,361,a2_f,0.332589396921808,384.166666666667,0.480083751892036,0.536263736263736
Control,A2+Naive,full,0-9,7,0.41833141401484,1011.85714285714,a2_f,0.332589396921808,384.166666666667,0.0135445411684472,0.0283400809716599
Control,A2+Naive,matched,0-3,7,0.26415993029607,293.714285714286,a2_f,0.332589396921808,384.166666666667,0.0948629941799642,0.119830118282131
Anodal,B2,full,0-9,3,0.536727902171637,1232.66666666667,b2_f,0.405880120526244,426.583333333333,0.0244732462562875,0.0703296703296703
Anodal,B2,matched,0-3,3,0.332091503267974,392.333333333333,b2_f,0.405880120526244,426.583333333333,0.0731567689117918,0.101098901098901
1 arm current mode window nCur rateCur cumAttCur prev ratePrev cumAttPrev welchP mwuP
2 Control A2 full 0-9 3 0.422221769664046 1021.66666666667 a2_f 0.332589396921808 384.166666666667 0.15806572958032 0.101098901098901
3 Control A2 matched 0-3 3 0.299133032915361 361 a2_f 0.332589396921808 384.166666666667 0.480083751892036 0.536263736263736
4 Control A2+Naive full 0-9 7 0.41833141401484 1011.85714285714 a2_f 0.332589396921808 384.166666666667 0.0135445411684472 0.0283400809716599
5 Control A2+Naive matched 0-3 7 0.26415993029607 293.714285714286 a2_f 0.332589396921808 384.166666666667 0.0948629941799642 0.119830118282131
6 Anodal B2 full 0-9 3 0.536727902171637 1232.66666666667 b2_f 0.405880120526244 426.583333333333 0.0244732462562875 0.0703296703296703
7 Anodal B2 matched 0-3 3 0.332091503267974 392.333333333333 b2_f 0.405880120526244 426.583333333333 0.0731567689117918 0.101098901098901
+29
View File
@@ -0,0 +1,29 @@
============================================================================================
CROSS-STUDY COMPARISON: current vs previous (Forouzan, _f) -- per-animal success RATE
============================================================================================
Metric: per-animal rate = sum(success)/sum(attempts). Rate is used because the
current protocol runs ~2.7x more attempts/session, so raw counts are not comparable.
Anodal = Box-B2 (contralateral tDCS); control = Box-A2 (ipsilateral sham) +/- Naive.
Previous study: b2_f = Anodal, a2_f = Control (validated: b2_f reproduces the paper's
positive tDCS x day interaction). "matched" = current days 0-3 vs previous full 0-9,
equalising cumulative attempts (the previous study's whole span ~= current's first 3 days).
arm current window nCur rate cumAtt prev rate cumAtt Welch p MWU p
-----------------------------------------------------------------------------------------------
Control A2 0-9 3 0.422 1022 a2_f 0.333 384 0.158 0.101
Control A2 0-3 3 0.299 361 a2_f 0.333 384 0.480 0.536
Control A2+Naive 0-9 7 0.418 1012 a2_f 0.333 384 0.014 0.028
Control A2+Naive 0-3 7 0.264 294 a2_f 0.333 384 0.095 0.120
Anodal B2 0-9 3 0.537 1233 b2_f 0.406 427 0.024 0.070
Anodal B2 0-3 3 0.332 392 b2_f 0.406 427 0.073 0.101
INTERPRETATION
- FULL range (0-9 both): current > previous for BOTH arms (control and anodal),
e.g. B2 0.54 vs b2_f 0.41 (p=0.024); A2+Naive 0.42 vs a2_f 0.33 (p=0.014).
- MATCHED effort (current 0-3 vs previous full): the gap disappears and slightly
reverses -- B2 0.33 vs b2_f 0.41 (n.s.); A2 0.30 vs a2_f 0.33 (n.s.).
=> The current study's apparent superiority is a PRACTICE/ATTEMPTS artifact: its
protocol packs ~2.7x more attempts/session, pushing every arm further along the
learning curve by a given day. At equal effort the two cohorts perform the same.
Note: A2+Naive 0-3 is slightly under-matched on attempts (294 vs ~384); A2-alone
0-3 (361 vs 384) is the cleaner apples-to-apples match.
+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-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
+153
View File
@@ -0,0 +1,153 @@
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
+186
View File
@@ -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
+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
+153
View File
@@ -0,0 +1,153 @@
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
+186
View File
@@ -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
@@ -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,Electrode-Box-A2,0,0,0,-4.92063492063492,24.2126480221718
Khoai-lang-2,Electrode-Box-A2,1,0,0,-3.92063492063492,15.371378180902
Khoai-lang-2,Electrode-Box-A2,2,10,47,-2.92063492063492,8.53010833963215
Khoai-lang-2,Electrode-Box-A2,3,11,52,-1.92063492063492,3.68883849836231
Khoai-lang-2,Electrode-Box-A2,4,9,56,-0.920634920634921,0.847568657092467
Khoai-lang-2,Electrode-Box-A2,5,34,95,0.0793650793650791,0.0062988158226253
Khoai-lang-2,Electrode-Box-A2,6,21,72,1.07936507936508,1.16502897455278
Khoai-lang-2,Electrode-Box-A2,7,23,99,2.07936507936508,4.32375913328294
Khoai-lang-2,Electrode-Box-A2,8,64,136,3.07936507936508,9.4824892920131
Khoai-lang-2,Electrode-Box-A2,9,75,131,4.07936507936508,16.6412194507433
Khoai-lang-2,Electrode-Box-A2,10,63,134,5.07936507936508,25.7999496094734
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,Electrode-Box-A2,1,21,68,-3.92063492063492,15.371378180902
Khoai-tay-2,Electrode-Box-A2,2,6,79,-2.92063492063492,8.53010833963215
Khoai-tay-2,Electrode-Box-A2,3,0,83,-1.92063492063492,3.68883849836231
Khoai-tay-2,Electrode-Box-A2,4,28,87,-0.920634920634921,0.847568657092467
Khoai-tay-2,Electrode-Box-A2,5,31,125,0.0793650793650791,0.0062988158226253
Khoai-tay-2,Electrode-Box-A2,6,62,144,1.07936507936508,1.16502897455278
Khoai-tay-2,Electrode-Box-A2,7,87,141,2.07936507936508,4.32375913328294
Khoai-tay-2,Electrode-Box-A2,8,105,152,3.07936507936508,9.4824892920131
Khoai-tay-2,Electrode-Box-A2,9,75,148,4.07936507936508,16.6412194507433
Khoai-tay-2,Electrode-Box-A2,10,101,149,5.07936507936508,25.7999496094734
OM-2,Electrode-Box-A2,0,1,7,-4.92063492063492,24.2126480221718
OM-2,Electrode-Box-A2,1,11,33,-3.92063492063492,15.371378180902
OM-2,Electrode-Box-A2,2,19,62,-2.92063492063492,8.53010833963215
OM-2,Electrode-Box-A2,3,29,117,-1.92063492063492,3.68883849836231
OM-2,Electrode-Box-A2,4,73,126,-0.920634920634921,0.847568657092467
OM-2,Electrode-Box-A2,5,53,135,0.0793650793650791,0.0062988158226253
OM-2,Electrode-Box-A2,6,73,138,1.07936507936508,1.16502897455278
OM-2,Electrode-Box-A2,7,80,131,2.07936507936508,4.32375913328294
OM-2,Electrode-Box-A2,8,91,141,3.07936507936508,9.4824892920131
OM-2,Electrode-Box-A2,9,90,135,4.07936507936508,16.6412194507433
OM-2,Electrode-Box-A2,10,95,142,5.07936507936508,25.7999496094734
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,Electrode-Box-A2,0,18,61,-4.92063492063492,24.2126480221718
Vu-vuong,Electrode-Box-A2,1,35,91,-3.92063492063492,15.371378180902
Vu-vuong,Electrode-Box-A2,2,61,127,-2.92063492063492,8.53010833963215
Vu-vuong,Electrode-Box-A2,3,34,146,-1.92063492063492,3.68883849836231
Vu-vuong,Electrode-Box-A2,4,61,141,-0.920634920634921,0.847568657092467
Vu-vuong,Electrode-Box-A2,5,37,151,0.0793650793650791,0.0062988158226253
Vu-vuong,Electrode-Box-A2,6,49,131,1.07936507936508,1.16502897455278
Vu-vuong,Electrode-Box-A2,7,65,149,2.07936507936508,4.32375913328294
Vu-vuong,Electrode-Box-A2,8,67,141,3.07936507936508,9.4824892920131
Vu-vuong,Electrode-Box-A2,9,73,140,4.07936507936508,16.6412194507433
Vu-vuong,Electrode-Box-A2,10,72,131,5.07936507936508,25.7999496094734
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 Electrode-Box-A2 0 0 0 -4.92063492063492 24.2126480221718
58 Khoai-lang-2 Electrode-Box-A2 1 0 0 -3.92063492063492 15.371378180902
59 Khoai-lang-2 Electrode-Box-A2 2 10 47 -2.92063492063492 8.53010833963215
60 Khoai-lang-2 Electrode-Box-A2 3 11 52 -1.92063492063492 3.68883849836231
61 Khoai-lang-2 Electrode-Box-A2 4 9 56 -0.920634920634921 0.847568657092467
62 Khoai-lang-2 Electrode-Box-A2 5 34 95 0.0793650793650791 0.0062988158226253
63 Khoai-lang-2 Electrode-Box-A2 6 21 72 1.07936507936508 1.16502897455278
64 Khoai-lang-2 Electrode-Box-A2 7 23 99 2.07936507936508 4.32375913328294
65 Khoai-lang-2 Electrode-Box-A2 8 64 136 3.07936507936508 9.4824892920131
66 Khoai-lang-2 Electrode-Box-A2 9 75 131 4.07936507936508 16.6412194507433
67 Khoai-lang-2 Electrode-Box-A2 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 Electrode-Box-A2 1 21 68 -3.92063492063492 15.371378180902
80 Khoai-tay-2 Electrode-Box-A2 2 6 79 -2.92063492063492 8.53010833963215
81 Khoai-tay-2 Electrode-Box-A2 3 0 83 -1.92063492063492 3.68883849836231
82 Khoai-tay-2 Electrode-Box-A2 4 28 87 -0.920634920634921 0.847568657092467
83 Khoai-tay-2 Electrode-Box-A2 5 31 125 0.0793650793650791 0.0062988158226253
84 Khoai-tay-2 Electrode-Box-A2 6 62 144 1.07936507936508 1.16502897455278
85 Khoai-tay-2 Electrode-Box-A2 7 87 141 2.07936507936508 4.32375913328294
86 Khoai-tay-2 Electrode-Box-A2 8 105 152 3.07936507936508 9.4824892920131
87 Khoai-tay-2 Electrode-Box-A2 9 75 148 4.07936507936508 16.6412194507433
88 Khoai-tay-2 Electrode-Box-A2 10 101 149 5.07936507936508 25.7999496094734
89 OM-2 Electrode-Box-A2 0 1 7 -4.92063492063492 24.2126480221718
90 OM-2 Electrode-Box-A2 1 11 33 -3.92063492063492 15.371378180902
91 OM-2 Electrode-Box-A2 2 19 62 -2.92063492063492 8.53010833963215
92 OM-2 Electrode-Box-A2 3 29 117 -1.92063492063492 3.68883849836231
93 OM-2 Electrode-Box-A2 4 73 126 -0.920634920634921 0.847568657092467
94 OM-2 Electrode-Box-A2 5 53 135 0.0793650793650791 0.0062988158226253
95 OM-2 Electrode-Box-A2 6 73 138 1.07936507936508 1.16502897455278
96 OM-2 Electrode-Box-A2 7 80 131 2.07936507936508 4.32375913328294
97 OM-2 Electrode-Box-A2 8 91 141 3.07936507936508 9.4824892920131
98 OM-2 Electrode-Box-A2 9 90 135 4.07936507936508 16.6412194507433
99 OM-2 Electrode-Box-A2 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 Electrode-Box-A2 0 18 61 -4.92063492063492 24.2126480221718
118 Vu-vuong Electrode-Box-A2 1 35 91 -3.92063492063492 15.371378180902
119 Vu-vuong Electrode-Box-A2 2 61 127 -2.92063492063492 8.53010833963215
120 Vu-vuong Electrode-Box-A2 3 34 146 -1.92063492063492 3.68883849836231
121 Vu-vuong Electrode-Box-A2 4 61 141 -0.920634920634921 0.847568657092467
122 Vu-vuong Electrode-Box-A2 5 37 151 0.0793650793650791 0.0062988158226253
123 Vu-vuong Electrode-Box-A2 6 49 131 1.07936507936508 1.16502897455278
124 Vu-vuong Electrode-Box-A2 7 65 149 2.07936507936508 4.32375913328294
125 Vu-vuong Electrode-Box-A2 8 67 141 3.07936507936508 9.4824892920131
126 Vu-vuong Electrode-Box-A2 9 73 140 4.07936507936508 16.6412194507433
127 Vu-vuong Electrode-Box-A2 10 72 131 5.07936507936508 25.7999496094734
@@ -0,0 +1,153 @@
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,Electrode-Box-A2,0,0,0,-6.125,37.515625
Khoai-lang-2,Electrode-Box-A2,1,0,0,-5.125,26.265625
Khoai-lang-2,Electrode-Box-A2,2,10,47,-4.125,17.015625
Khoai-lang-2,Electrode-Box-A2,3,11,52,-3.125,9.765625
Khoai-lang-2,Electrode-Box-A2,4,9,56,-2.125,4.515625
Khoai-lang-2,Electrode-Box-A2,5,34,95,-1.125,1.265625
Khoai-lang-2,Electrode-Box-A2,6,21,72,-0.125,0.015625
Khoai-lang-2,Electrode-Box-A2,7,23,99,0.875,0.765625
Khoai-lang-2,Electrode-Box-A2,8,64,136,1.875,3.515625
Khoai-lang-2,Electrode-Box-A2,9,75,131,2.875,8.265625
Khoai-lang-2,Electrode-Box-A2,10,63,134,3.875,15.015625
Khoai-lang-2,Electrode-Box-A2,11,59,139,4.875,23.765625
Khoai-lang-2,Electrode-Box-A2,12,51,129,5.875,34.515625
Khoai-lang-2,Electrode-Box-A2,13,73,143,6.875,47.265625
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,Electrode-Box-A2,1,21,68,-5.125,26.265625
Khoai-tay-2,Electrode-Box-A2,2,6,79,-4.125,17.015625
Khoai-tay-2,Electrode-Box-A2,3,0,83,-3.125,9.765625
Khoai-tay-2,Electrode-Box-A2,4,28,87,-2.125,4.515625
Khoai-tay-2,Electrode-Box-A2,5,31,125,-1.125,1.265625
Khoai-tay-2,Electrode-Box-A2,6,62,144,-0.125,0.015625
Khoai-tay-2,Electrode-Box-A2,7,87,141,0.875,0.765625
Khoai-tay-2,Electrode-Box-A2,8,105,152,1.875,3.515625
Khoai-tay-2,Electrode-Box-A2,9,75,148,2.875,8.265625
Khoai-tay-2,Electrode-Box-A2,10,101,149,3.875,15.015625
Khoai-tay-2,Electrode-Box-A2,11,102,154,4.875,23.765625
Khoai-tay-2,Electrode-Box-A2,12,95,144,5.875,34.515625
Khoai-tay-2,Electrode-Box-A2,13,77,149,6.875,47.265625
OM-2,Electrode-Box-A2,0,1,7,-6.125,37.515625
OM-2,Electrode-Box-A2,1,11,33,-5.125,26.265625
OM-2,Electrode-Box-A2,2,19,62,-4.125,17.015625
OM-2,Electrode-Box-A2,3,29,117,-3.125,9.765625
OM-2,Electrode-Box-A2,4,73,126,-2.125,4.515625
OM-2,Electrode-Box-A2,5,53,135,-1.125,1.265625
OM-2,Electrode-Box-A2,6,73,138,-0.125,0.015625
OM-2,Electrode-Box-A2,7,80,131,0.875,0.765625
OM-2,Electrode-Box-A2,8,91,141,1.875,3.515625
OM-2,Electrode-Box-A2,9,90,135,2.875,8.265625
OM-2,Electrode-Box-A2,10,95,142,3.875,15.015625
OM-2,Electrode-Box-A2,11,60,133,4.875,23.765625
OM-2,Electrode-Box-A2,12,58,142,5.875,34.515625
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,Electrode-Box-A2,0,18,61,-6.125,37.515625
Vu-vuong,Electrode-Box-A2,1,35,91,-5.125,26.265625
Vu-vuong,Electrode-Box-A2,2,61,127,-4.125,17.015625
Vu-vuong,Electrode-Box-A2,3,34,146,-3.125,9.765625
Vu-vuong,Electrode-Box-A2,4,61,141,-2.125,4.515625
Vu-vuong,Electrode-Box-A2,5,37,151,-1.125,1.265625
Vu-vuong,Electrode-Box-A2,6,49,131,-0.125,0.015625
Vu-vuong,Electrode-Box-A2,7,65,149,0.875,0.765625
Vu-vuong,Electrode-Box-A2,8,67,141,1.875,3.515625
Vu-vuong,Electrode-Box-A2,9,73,140,2.875,8.265625
Vu-vuong,Electrode-Box-A2,10,72,131,3.875,15.015625
Vu-vuong,Electrode-Box-A2,11,89,158,4.875,23.765625
Vu-vuong,Electrode-Box-A2,12,97,154,5.875,34.515625
Vu-vuong,Electrode-Box-A2,13,93,145,6.875,47.265625
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 Electrode-Box-A2 0 0 0 -6.125 37.515625
70 Khoai-lang-2 Electrode-Box-A2 1 0 0 -5.125 26.265625
71 Khoai-lang-2 Electrode-Box-A2 2 10 47 -4.125 17.015625
72 Khoai-lang-2 Electrode-Box-A2 3 11 52 -3.125 9.765625
73 Khoai-lang-2 Electrode-Box-A2 4 9 56 -2.125 4.515625
74 Khoai-lang-2 Electrode-Box-A2 5 34 95 -1.125 1.265625
75 Khoai-lang-2 Electrode-Box-A2 6 21 72 -0.125 0.015625
76 Khoai-lang-2 Electrode-Box-A2 7 23 99 0.875 0.765625
77 Khoai-lang-2 Electrode-Box-A2 8 64 136 1.875 3.515625
78 Khoai-lang-2 Electrode-Box-A2 9 75 131 2.875 8.265625
79 Khoai-lang-2 Electrode-Box-A2 10 63 134 3.875 15.015625
80 Khoai-lang-2 Electrode-Box-A2 11 59 139 4.875 23.765625
81 Khoai-lang-2 Electrode-Box-A2 12 51 129 5.875 34.515625
82 Khoai-lang-2 Electrode-Box-A2 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 Electrode-Box-A2 1 21 68 -5.125 26.265625
98 Khoai-tay-2 Electrode-Box-A2 2 6 79 -4.125 17.015625
99 Khoai-tay-2 Electrode-Box-A2 3 0 83 -3.125 9.765625
100 Khoai-tay-2 Electrode-Box-A2 4 28 87 -2.125 4.515625
101 Khoai-tay-2 Electrode-Box-A2 5 31 125 -1.125 1.265625
102 Khoai-tay-2 Electrode-Box-A2 6 62 144 -0.125 0.015625
103 Khoai-tay-2 Electrode-Box-A2 7 87 141 0.875 0.765625
104 Khoai-tay-2 Electrode-Box-A2 8 105 152 1.875 3.515625
105 Khoai-tay-2 Electrode-Box-A2 9 75 148 2.875 8.265625
106 Khoai-tay-2 Electrode-Box-A2 10 101 149 3.875 15.015625
107 Khoai-tay-2 Electrode-Box-A2 11 102 154 4.875 23.765625
108 Khoai-tay-2 Electrode-Box-A2 12 95 144 5.875 34.515625
109 Khoai-tay-2 Electrode-Box-A2 13 77 149 6.875 47.265625
110 OM-2 Electrode-Box-A2 0 1 7 -6.125 37.515625
111 OM-2 Electrode-Box-A2 1 11 33 -5.125 26.265625
112 OM-2 Electrode-Box-A2 2 19 62 -4.125 17.015625
113 OM-2 Electrode-Box-A2 3 29 117 -3.125 9.765625
114 OM-2 Electrode-Box-A2 4 73 126 -2.125 4.515625
115 OM-2 Electrode-Box-A2 5 53 135 -1.125 1.265625
116 OM-2 Electrode-Box-A2 6 73 138 -0.125 0.015625
117 OM-2 Electrode-Box-A2 7 80 131 0.875 0.765625
118 OM-2 Electrode-Box-A2 8 91 141 1.875 3.515625
119 OM-2 Electrode-Box-A2 9 90 135 2.875 8.265625
120 OM-2 Electrode-Box-A2 10 95 142 3.875 15.015625
121 OM-2 Electrode-Box-A2 11 60 133 4.875 23.765625
122 OM-2 Electrode-Box-A2 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 Electrode-Box-A2 0 18 61 -6.125 37.515625
141 Vu-vuong Electrode-Box-A2 1 35 91 -5.125 26.265625
142 Vu-vuong Electrode-Box-A2 2 61 127 -4.125 17.015625
143 Vu-vuong Electrode-Box-A2 3 34 146 -3.125 9.765625
144 Vu-vuong Electrode-Box-A2 4 61 141 -2.125 4.515625
145 Vu-vuong Electrode-Box-A2 5 37 151 -1.125 1.265625
146 Vu-vuong Electrode-Box-A2 6 49 131 -0.125 0.015625
147 Vu-vuong Electrode-Box-A2 7 65 149 0.875 0.765625
148 Vu-vuong Electrode-Box-A2 8 67 141 1.875 3.515625
149 Vu-vuong Electrode-Box-A2 9 73 140 2.875 8.265625
150 Vu-vuong Electrode-Box-A2 10 72 131 3.875 15.015625
151 Vu-vuong Electrode-Box-A2 11 89 158 4.875 23.765625
152 Vu-vuong Electrode-Box-A2 12 97 154 5.875 34.515625
153 Vu-vuong Electrode-Box-A2 13 93 145 6.875 47.265625
+186
View File
@@ -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
+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,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
+153
View File
@@ -0,0 +1,153 @@
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
+186
View File
@@ -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,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
+23
View File
@@ -0,0 +1,23 @@
tDCS data export -- 22 files
curated_all.csv
scenarios/unmerged_full.csv
scenarios/unmerged_d0_10.csv
scenarios/unmerged_d0_13.csv
scenarios/mergeA2_full.csv
scenarios/mergeA2_d0_10.csv
scenarios/mergeA2_d0_13.csv
scenarios/mergeB2_full.csv
scenarios/mergeB2_d0_10.csv
scenarios/mergeB2_d0_13.csv
anchors/unmerged_B2vsA2.csv
phases/unmerged_phase_0-5.csv
phases/unmerged_phase_6-10.csv
phases/unmerged_phase_6-13.csv
anchors/mergeA2_B2vsA2.csv
phases/mergeA2_phase_0-5.csv
phases/mergeA2_phase_6-10.csv
phases/mergeA2_phase_6-13.csv
anchors/mergeB2_B2vsA2.csv
phases/mergeB2_phase_0-5.csv
phases/mergeB2_phase_6-10.csv
phases/mergeB2_phase_6-13.csv
@@ -0,0 +1,110 @@
subject,group,day,success,total,day_c,day_c2,tDCS
Banh-mi-1,Electrode-Box-B2,0,13,84,-8.2972972972973,68.845142439737,1
Banh-mi-1,Electrode-Box-B2,1,35,86,-7.2972972972973,53.2505478451424,1
Banh-mi-1,Electrode-Box-B2,2,47,110,-6.2972972972973,39.6559532505478,1
Banh-mi-1,Electrode-Box-B2,3,65,140,-5.2972972972973,28.0613586559532,1
Banh-mi-1,Electrode-Box-B2,4,70,127,-4.2972972972973,18.4667640613586,1
Banh-mi-1,Electrode-Box-B2,5,102,142,-3.2972972972973,10.8721694667641,1
Banh-mi-1,Electrode-Box-B2,6,90,131,-2.2972972972973,5.27757487216946,1
Banh-mi-1,Electrode-Box-B2,7,109,148,-1.2972972972973,1.68298027757487,1
Banh-mi-1,Electrode-Box-B2,8,104,137,-0.297297297297296,0.0883856829802771,1
Banh-mi-1,Electrode-Box-B2,9,119,150,0.702702702702704,0.493791088385684,1
Banh-mi-1,Electrode-Box-B2,10,121,158,1.7027027027027,2.89919649379109,1
Banh-mi-1,Electrode-Box-B2,11,121,148,2.7027027027027,7.3046018991965,1
Banh-mi-1,Electrode-Box-B2,12,120,149,3.7027027027027,13.7100073046019,1
Banh-mi-1,Electrode-Box-B2,13,135,154,4.7027027027027,22.1154127100073,1
Banh-mi-2,Electrode-Box-A2,0,25,97,-8.2972972972973,68.845142439737,0
Banh-mi-2,Electrode-Box-A2,1,22,101,-7.2972972972973,53.2505478451424,0
Banh-mi-2,Electrode-Box-A2,2,22,119,-6.2972972972973,39.6559532505478,0
Banh-mi-2,Electrode-Box-A2,3,29,118,-5.2972972972973,28.0613586559532,0
Banh-mi-2,Electrode-Box-A2,4,27,136,-4.2972972972973,18.4667640613586,0
Banh-mi-2,Electrode-Box-A2,5,43,146,-3.2972972972973,10.8721694667641,0
Banh-mi-2,Electrode-Box-A2,6,74,146,-2.2972972972973,5.27757487216946,0
Banh-mi-2,Electrode-Box-A2,7,70,148,-1.2972972972973,1.68298027757487,0
Banh-mi-2,Electrode-Box-A2,8,65,130,-0.297297297297296,0.0883856829802771,0
Banh-mi-2,Electrode-Box-A2,9,79,151,0.702702702702704,0.493791088385684,0
Banh-mi-2,Electrode-Box-A2,10,93,152,1.7027027027027,2.89919649379109,0
Egg-tart-1,Electrode-Box-B2,0,7,56,-8.2972972972973,68.845142439737,1
Egg-tart-1,Electrode-Box-B2,1,16,78,-7.2972972972973,53.2505478451424,1
Egg-tart-1,Electrode-Box-B2,2,23,103,-6.2972972972973,39.6559532505478,1
Egg-tart-1,Electrode-Box-B2,3,63,120,-5.2972972972973,28.0613586559532,1
Egg-tart-1,Electrode-Box-B2,4,69,132,-4.2972972972973,18.4667640613586,1
Egg-tart-1,Electrode-Box-B2,5,83,136,-3.2972972972973,10.8721694667641,1
Egg-tart-1,Electrode-Box-B2,6,71,142,-2.2972972972973,5.27757487216946,1
Egg-tart-1,Electrode-Box-B2,7,79,138,-1.2972972972973,1.68298027757487,1
Egg-tart-1,Electrode-Box-B2,8,98,142,-0.297297297297296,0.0883856829802771,1
Egg-tart-1,Electrode-Box-B2,9,89,139,0.702702702702704,0.493791088385684,1
Egg-tart-1,Electrode-Box-B2,10,96,143,1.7027027027027,2.89919649379109,1
Egg-tart-1,Electrode-Box-B2,11,96,148,2.7027027027027,7.3046018991965,1
Egg-tart-1,Electrode-Box-B2,12,101,156,3.7027027027027,13.7100073046019,1
Egg-tart-1,Electrode-Box-B2,13,103,152,4.7027027027027,22.1154127100073,1
Egg-tart-1,Electrode-Box-B2,14,97,152,5.7027027027027,32.5208181154127,1
Egg-tart-2,Electrode-Box-A2,0,9,32,-8.2972972972973,68.845142439737,0
Egg-tart-2,Electrode-Box-A2,1,2,38,-7.2972972972973,53.2505478451424,0
Egg-tart-2,Electrode-Box-A2,2,31,93,-6.2972972972973,39.6559532505478,0
Egg-tart-2,Electrode-Box-A2,3,44,101,-5.2972972972973,28.0613586559532,0
Egg-tart-2,Electrode-Box-A2,4,54,131,-4.2972972972973,18.4667640613586,0
Egg-tart-2,Electrode-Box-A2,5,84,139,-3.2972972972973,10.8721694667641,0
Egg-tart-2,Electrode-Box-A2,6,85,145,-2.2972972972973,5.27757487216946,0
Egg-tart-2,Electrode-Box-A2,7,79,143,-1.2972972972973,1.68298027757487,0
Egg-tart-2,Electrode-Box-A2,8,76,131,-0.297297297297296,0.0883856829802771,0
Egg-tart-2,Electrode-Box-A2,9,88,149,0.702702702702704,0.493791088385684,0
Egg-tart-2,Electrode-Box-A2,10,81,151,1.7027027027027,2.89919649379109,0
Egg-tart-2,Electrode-Box-A2,11,78,152,2.7027027027027,7.3046018991965,0
Egg-tart-2,Electrode-Box-A2,12,96,155,3.7027027027027,13.7100073046019,0
Egg-tart-2,Electrode-Box-A2,13,84,155,4.7027027027027,22.1154127100073,0
Khoai-lang-1,Electrode-Box-B2,0,3,69,-8.2972972972973,68.845142439737,1
Khoai-lang-1,Electrode-Box-B2,1,18,97,-7.2972972972973,53.2505478451424,1
Khoai-lang-1,Electrode-Box-B2,2,27,84,-6.2972972972973,39.6559532505478,1
Khoai-lang-1,Electrode-Box-B2,3,46,121,-5.2972972972973,28.0613586559532,1
Khoai-lang-1,Electrode-Box-B2,4,65,143,-4.2972972972973,18.4667640613586,1
Khoai-lang-1,Electrode-Box-B2,5,76,141,-3.2972972972973,10.8721694667641,1
Khoai-lang-1,Electrode-Box-B2,6,79,146,-2.2972972972973,5.27757487216946,1
Khoai-lang-1,Electrode-Box-B2,7,81,153,-1.2972972972973,1.68298027757487,1
Khoai-lang-1,Electrode-Box-B2,8,98,144,-0.297297297297296,0.0883856829802771,1
Khoai-lang-1,Electrode-Box-B2,9,101,149,0.702702702702704,0.493791088385684,1
Khoai-lang-1,Electrode-Box-B2,10,103,150,1.7027027027027,2.89919649379109,1
Khoai-lang-1,Electrode-Box-B2,11,113,154,2.7027027027027,7.3046018991965,1
Khoai-lang-1,Electrode-Box-B2,12,117,148,3.7027027027027,13.7100073046019,1
Khoai-lang-1,Electrode-Box-B2,13,114,146,4.7027027027027,22.1154127100073,1
Khoai-lang-1,Electrode-Box-B2,14,119,132,5.7027027027027,32.5208181154127,1
Khoai-lang-1,Electrode-Box-B2,15,111,156,6.7027027027027,44.9262235208181,1
Khoai-lang-1,Electrode-Box-B2,16,74,156,7.7027027027027,59.3316289262235,1
Khoai-lang-1,Electrode-Box-B2,17,109,139,8.7027027027027,75.7370343316289,1
Khoai-lang-1,Electrode-Box-B2,18,88,138,9.7027027027027,94.1424397370344,1
Khoai-lang-1,Electrode-Box-B2,19,98,140,10.7027027027027,114.54784514244,1
Khoai-lang-1,Electrode-Box-B2,20,118,153,11.7027027027027,136.953250547845,1
Khoai-lang-1,Electrode-Box-B2,21,109,146,12.7027027027027,161.358655953251,1
Khoai-lang-1,Electrode-Box-B2,22,106,141,13.7027027027027,187.764061358656,1
Khoai-tay-1,Electrode-Box-A2,0,14,62,-8.2972972972973,68.845142439737,0
Khoai-tay-1,Electrode-Box-A2,1,22,83,-7.2972972972973,53.2505478451424,0
Khoai-tay-1,Electrode-Box-A2,2,6,79,-6.2972972972973,39.6559532505478,0
Khoai-tay-1,Electrode-Box-A2,3,28,97,-5.2972972972973,28.0613586559532,0
Khoai-tay-1,Electrode-Box-A2,4,60,134,-4.2972972972973,18.4667640613586,0
Khoai-tay-1,Electrode-Box-A2,5,75,138,-3.2972972972973,10.8721694667641,0
Khoai-tay-1,Electrode-Box-A2,6,81,137,-2.2972972972973,5.27757487216946,0
Khoai-tay-1,Electrode-Box-A2,7,78,147,-1.2972972972973,1.68298027757487,0
Khoai-tay-1,Electrode-Box-A2,8,91,132,-0.297297297297296,0.0883856829802771,0
Khoai-tay-1,Electrode-Box-A2,9,99,146,0.702702702702704,0.493791088385684,0
Khoai-tay-1,Electrode-Box-A2,10,94,143,1.7027027027027,2.89919649379109,0
Khoai-tay-1,Electrode-Box-A2,11,110,156,2.7027027027027,7.3046018991965,0
Khoai-tay-1,Electrode-Box-A2,12,105,143,3.7027027027027,13.7100073046019,0
Khoai-tay-1,Electrode-Box-A2,13,106,153,4.7027027027027,22.1154127100073,0
Khoai-tay-1,Electrode-Box-A2,14,91,152,5.7027027027027,32.5208181154127,0
Root-beer-1,Electrode-Box-B2,0,11,85,-8.2972972972973,68.845142439737,1
Root-beer-1,Electrode-Box-B2,1,18,76,-7.2972972972973,53.2505478451424,1
Root-beer-1,Electrode-Box-B2,2,40,105,-6.2972972972973,39.6559532505478,1
Root-beer-1,Electrode-Box-B2,3,55,134,-5.2972972972973,28.0613586559532,1
Root-beer-1,Electrode-Box-B2,4,75,136,-4.2972972972973,18.4667640613586,1
Root-beer-1,Electrode-Box-B2,5,64,133,-3.2972972972973,10.8721694667641,1
Root-beer-1,Electrode-Box-B2,6,104,139,-2.2972972972973,5.27757487216946,1
Root-beer-1,Electrode-Box-B2,7,98,148,-1.2972972972973,1.68298027757487,1
Root-beer-1,Electrode-Box-B2,8,81,145,-0.297297297297296,0.0883856829802771,1
Root-beer-1,Electrode-Box-B2,9,89,156,0.702702702702704,0.493791088385684,1
Root-beer-1,Electrode-Box-B2,10,105,158,1.7027027027027,2.89919649379109,1
Root-beer-2,Electrode-Box-A2,0,22,74,-8.2972972972973,68.845142439737,0
Root-beer-2,Electrode-Box-A2,1,31,87,-7.2972972972973,53.2505478451424,0
Root-beer-2,Electrode-Box-A2,2,49,134,-6.2972972972973,39.6559532505478,0
Root-beer-2,Electrode-Box-A2,3,31,89,-5.2972972972973,28.0613586559532,0
Root-beer-2,Electrode-Box-A2,4,60,140,-4.2972972972973,18.4667640613586,0
Root-beer-2,Electrode-Box-A2,5,84,147,-3.2972972972973,10.8721694667641,0
1 subject group day success total day_c day_c2 tDCS
2 Banh-mi-1 Electrode-Box-B2 0 13 84 -8.2972972972973 68.845142439737 1
3 Banh-mi-1 Electrode-Box-B2 1 35 86 -7.2972972972973 53.2505478451424 1
4 Banh-mi-1 Electrode-Box-B2 2 47 110 -6.2972972972973 39.6559532505478 1
5 Banh-mi-1 Electrode-Box-B2 3 65 140 -5.2972972972973 28.0613586559532 1
6 Banh-mi-1 Electrode-Box-B2 4 70 127 -4.2972972972973 18.4667640613586 1
7 Banh-mi-1 Electrode-Box-B2 5 102 142 -3.2972972972973 10.8721694667641 1
8 Banh-mi-1 Electrode-Box-B2 6 90 131 -2.2972972972973 5.27757487216946 1
9 Banh-mi-1 Electrode-Box-B2 7 109 148 -1.2972972972973 1.68298027757487 1
10 Banh-mi-1 Electrode-Box-B2 8 104 137 -0.297297297297296 0.0883856829802771 1
11 Banh-mi-1 Electrode-Box-B2 9 119 150 0.702702702702704 0.493791088385684 1
12 Banh-mi-1 Electrode-Box-B2 10 121 158 1.7027027027027 2.89919649379109 1
13 Banh-mi-1 Electrode-Box-B2 11 121 148 2.7027027027027 7.3046018991965 1
14 Banh-mi-1 Electrode-Box-B2 12 120 149 3.7027027027027 13.7100073046019 1
15 Banh-mi-1 Electrode-Box-B2 13 135 154 4.7027027027027 22.1154127100073 1
16 Banh-mi-2 Electrode-Box-A2 0 25 97 -8.2972972972973 68.845142439737 0
17 Banh-mi-2 Electrode-Box-A2 1 22 101 -7.2972972972973 53.2505478451424 0
18 Banh-mi-2 Electrode-Box-A2 2 22 119 -6.2972972972973 39.6559532505478 0
19 Banh-mi-2 Electrode-Box-A2 3 29 118 -5.2972972972973 28.0613586559532 0
20 Banh-mi-2 Electrode-Box-A2 4 27 136 -4.2972972972973 18.4667640613586 0
21 Banh-mi-2 Electrode-Box-A2 5 43 146 -3.2972972972973 10.8721694667641 0
22 Banh-mi-2 Electrode-Box-A2 6 74 146 -2.2972972972973 5.27757487216946 0
23 Banh-mi-2 Electrode-Box-A2 7 70 148 -1.2972972972973 1.68298027757487 0
24 Banh-mi-2 Electrode-Box-A2 8 65 130 -0.297297297297296 0.0883856829802771 0
25 Banh-mi-2 Electrode-Box-A2 9 79 151 0.702702702702704 0.493791088385684 0
26 Banh-mi-2 Electrode-Box-A2 10 93 152 1.7027027027027 2.89919649379109 0
27 Egg-tart-1 Electrode-Box-B2 0 7 56 -8.2972972972973 68.845142439737 1
28 Egg-tart-1 Electrode-Box-B2 1 16 78 -7.2972972972973 53.2505478451424 1
29 Egg-tart-1 Electrode-Box-B2 2 23 103 -6.2972972972973 39.6559532505478 1
30 Egg-tart-1 Electrode-Box-B2 3 63 120 -5.2972972972973 28.0613586559532 1
31 Egg-tart-1 Electrode-Box-B2 4 69 132 -4.2972972972973 18.4667640613586 1
32 Egg-tart-1 Electrode-Box-B2 5 83 136 -3.2972972972973 10.8721694667641 1
33 Egg-tart-1 Electrode-Box-B2 6 71 142 -2.2972972972973 5.27757487216946 1
34 Egg-tart-1 Electrode-Box-B2 7 79 138 -1.2972972972973 1.68298027757487 1
35 Egg-tart-1 Electrode-Box-B2 8 98 142 -0.297297297297296 0.0883856829802771 1
36 Egg-tart-1 Electrode-Box-B2 9 89 139 0.702702702702704 0.493791088385684 1
37 Egg-tart-1 Electrode-Box-B2 10 96 143 1.7027027027027 2.89919649379109 1
38 Egg-tart-1 Electrode-Box-B2 11 96 148 2.7027027027027 7.3046018991965 1
39 Egg-tart-1 Electrode-Box-B2 12 101 156 3.7027027027027 13.7100073046019 1
40 Egg-tart-1 Electrode-Box-B2 13 103 152 4.7027027027027 22.1154127100073 1
41 Egg-tart-1 Electrode-Box-B2 14 97 152 5.7027027027027 32.5208181154127 1
42 Egg-tart-2 Electrode-Box-A2 0 9 32 -8.2972972972973 68.845142439737 0
43 Egg-tart-2 Electrode-Box-A2 1 2 38 -7.2972972972973 53.2505478451424 0
44 Egg-tart-2 Electrode-Box-A2 2 31 93 -6.2972972972973 39.6559532505478 0
45 Egg-tart-2 Electrode-Box-A2 3 44 101 -5.2972972972973 28.0613586559532 0
46 Egg-tart-2 Electrode-Box-A2 4 54 131 -4.2972972972973 18.4667640613586 0
47 Egg-tart-2 Electrode-Box-A2 5 84 139 -3.2972972972973 10.8721694667641 0
48 Egg-tart-2 Electrode-Box-A2 6 85 145 -2.2972972972973 5.27757487216946 0
49 Egg-tart-2 Electrode-Box-A2 7 79 143 -1.2972972972973 1.68298027757487 0
50 Egg-tart-2 Electrode-Box-A2 8 76 131 -0.297297297297296 0.0883856829802771 0
51 Egg-tart-2 Electrode-Box-A2 9 88 149 0.702702702702704 0.493791088385684 0
52 Egg-tart-2 Electrode-Box-A2 10 81 151 1.7027027027027 2.89919649379109 0
53 Egg-tart-2 Electrode-Box-A2 11 78 152 2.7027027027027 7.3046018991965 0
54 Egg-tart-2 Electrode-Box-A2 12 96 155 3.7027027027027 13.7100073046019 0
55 Egg-tart-2 Electrode-Box-A2 13 84 155 4.7027027027027 22.1154127100073 0
56 Khoai-lang-1 Electrode-Box-B2 0 3 69 -8.2972972972973 68.845142439737 1
57 Khoai-lang-1 Electrode-Box-B2 1 18 97 -7.2972972972973 53.2505478451424 1
58 Khoai-lang-1 Electrode-Box-B2 2 27 84 -6.2972972972973 39.6559532505478 1
59 Khoai-lang-1 Electrode-Box-B2 3 46 121 -5.2972972972973 28.0613586559532 1
60 Khoai-lang-1 Electrode-Box-B2 4 65 143 -4.2972972972973 18.4667640613586 1
61 Khoai-lang-1 Electrode-Box-B2 5 76 141 -3.2972972972973 10.8721694667641 1
62 Khoai-lang-1 Electrode-Box-B2 6 79 146 -2.2972972972973 5.27757487216946 1
63 Khoai-lang-1 Electrode-Box-B2 7 81 153 -1.2972972972973 1.68298027757487 1
64 Khoai-lang-1 Electrode-Box-B2 8 98 144 -0.297297297297296 0.0883856829802771 1
65 Khoai-lang-1 Electrode-Box-B2 9 101 149 0.702702702702704 0.493791088385684 1
66 Khoai-lang-1 Electrode-Box-B2 10 103 150 1.7027027027027 2.89919649379109 1
67 Khoai-lang-1 Electrode-Box-B2 11 113 154 2.7027027027027 7.3046018991965 1
68 Khoai-lang-1 Electrode-Box-B2 12 117 148 3.7027027027027 13.7100073046019 1
69 Khoai-lang-1 Electrode-Box-B2 13 114 146 4.7027027027027 22.1154127100073 1
70 Khoai-lang-1 Electrode-Box-B2 14 119 132 5.7027027027027 32.5208181154127 1
71 Khoai-lang-1 Electrode-Box-B2 15 111 156 6.7027027027027 44.9262235208181 1
72 Khoai-lang-1 Electrode-Box-B2 16 74 156 7.7027027027027 59.3316289262235 1
73 Khoai-lang-1 Electrode-Box-B2 17 109 139 8.7027027027027 75.7370343316289 1
74 Khoai-lang-1 Electrode-Box-B2 18 88 138 9.7027027027027 94.1424397370344 1
75 Khoai-lang-1 Electrode-Box-B2 19 98 140 10.7027027027027 114.54784514244 1
76 Khoai-lang-1 Electrode-Box-B2 20 118 153 11.7027027027027 136.953250547845 1
77 Khoai-lang-1 Electrode-Box-B2 21 109 146 12.7027027027027 161.358655953251 1
78 Khoai-lang-1 Electrode-Box-B2 22 106 141 13.7027027027027 187.764061358656 1
79 Khoai-tay-1 Electrode-Box-A2 0 14 62 -8.2972972972973 68.845142439737 0
80 Khoai-tay-1 Electrode-Box-A2 1 22 83 -7.2972972972973 53.2505478451424 0
81 Khoai-tay-1 Electrode-Box-A2 2 6 79 -6.2972972972973 39.6559532505478 0
82 Khoai-tay-1 Electrode-Box-A2 3 28 97 -5.2972972972973 28.0613586559532 0
83 Khoai-tay-1 Electrode-Box-A2 4 60 134 -4.2972972972973 18.4667640613586 0
84 Khoai-tay-1 Electrode-Box-A2 5 75 138 -3.2972972972973 10.8721694667641 0
85 Khoai-tay-1 Electrode-Box-A2 6 81 137 -2.2972972972973 5.27757487216946 0
86 Khoai-tay-1 Electrode-Box-A2 7 78 147 -1.2972972972973 1.68298027757487 0
87 Khoai-tay-1 Electrode-Box-A2 8 91 132 -0.297297297297296 0.0883856829802771 0
88 Khoai-tay-1 Electrode-Box-A2 9 99 146 0.702702702702704 0.493791088385684 0
89 Khoai-tay-1 Electrode-Box-A2 10 94 143 1.7027027027027 2.89919649379109 0
90 Khoai-tay-1 Electrode-Box-A2 11 110 156 2.7027027027027 7.3046018991965 0
91 Khoai-tay-1 Electrode-Box-A2 12 105 143 3.7027027027027 13.7100073046019 0
92 Khoai-tay-1 Electrode-Box-A2 13 106 153 4.7027027027027 22.1154127100073 0
93 Khoai-tay-1 Electrode-Box-A2 14 91 152 5.7027027027027 32.5208181154127 0
94 Root-beer-1 Electrode-Box-B2 0 11 85 -8.2972972972973 68.845142439737 1
95 Root-beer-1 Electrode-Box-B2 1 18 76 -7.2972972972973 53.2505478451424 1
96 Root-beer-1 Electrode-Box-B2 2 40 105 -6.2972972972973 39.6559532505478 1
97 Root-beer-1 Electrode-Box-B2 3 55 134 -5.2972972972973 28.0613586559532 1
98 Root-beer-1 Electrode-Box-B2 4 75 136 -4.2972972972973 18.4667640613586 1
99 Root-beer-1 Electrode-Box-B2 5 64 133 -3.2972972972973 10.8721694667641 1
100 Root-beer-1 Electrode-Box-B2 6 104 139 -2.2972972972973 5.27757487216946 1
101 Root-beer-1 Electrode-Box-B2 7 98 148 -1.2972972972973 1.68298027757487 1
102 Root-beer-1 Electrode-Box-B2 8 81 145 -0.297297297297296 0.0883856829802771 1
103 Root-beer-1 Electrode-Box-B2 9 89 156 0.702702702702704 0.493791088385684 1
104 Root-beer-1 Electrode-Box-B2 10 105 158 1.7027027027027 2.89919649379109 1
105 Root-beer-2 Electrode-Box-A2 0 22 74 -8.2972972972973 68.845142439737 0
106 Root-beer-2 Electrode-Box-A2 1 31 87 -7.2972972972973 53.2505478451424 0
107 Root-beer-2 Electrode-Box-A2 2 49 134 -6.2972972972973 39.6559532505478 0
108 Root-beer-2 Electrode-Box-A2 3 31 89 -5.2972972972973 28.0613586559532 0
109 Root-beer-2 Electrode-Box-A2 4 60 140 -4.2972972972973 18.4667640613586 0
110 Root-beer-2 Electrode-Box-A2 5 84 147 -3.2972972972973 10.8721694667641 0
@@ -0,0 +1,110 @@
subject,group,day,success,total,day_c,day_c2,tDCS
Banh-mi-1,Electrode-Box-B2,0,13,84,-8.2972972972973,68.845142439737,1
Banh-mi-1,Electrode-Box-B2,1,35,86,-7.2972972972973,53.2505478451424,1
Banh-mi-1,Electrode-Box-B2,2,47,110,-6.2972972972973,39.6559532505478,1
Banh-mi-1,Electrode-Box-B2,3,65,140,-5.2972972972973,28.0613586559532,1
Banh-mi-1,Electrode-Box-B2,4,70,127,-4.2972972972973,18.4667640613586,1
Banh-mi-1,Electrode-Box-B2,5,102,142,-3.2972972972973,10.8721694667641,1
Banh-mi-1,Electrode-Box-B2,6,90,131,-2.2972972972973,5.27757487216946,1
Banh-mi-1,Electrode-Box-B2,7,109,148,-1.2972972972973,1.68298027757487,1
Banh-mi-1,Electrode-Box-B2,8,104,137,-0.297297297297296,0.0883856829802771,1
Banh-mi-1,Electrode-Box-B2,9,119,150,0.702702702702704,0.493791088385684,1
Banh-mi-1,Electrode-Box-B2,10,121,158,1.7027027027027,2.89919649379109,1
Banh-mi-1,Electrode-Box-B2,11,121,148,2.7027027027027,7.3046018991965,1
Banh-mi-1,Electrode-Box-B2,12,120,149,3.7027027027027,13.7100073046019,1
Banh-mi-1,Electrode-Box-B2,13,135,154,4.7027027027027,22.1154127100073,1
Banh-mi-2,Electrode-Box-A2,0,25,97,-8.2972972972973,68.845142439737,0
Banh-mi-2,Electrode-Box-A2,1,22,101,-7.2972972972973,53.2505478451424,0
Banh-mi-2,Electrode-Box-A2,2,22,119,-6.2972972972973,39.6559532505478,0
Banh-mi-2,Electrode-Box-A2,3,29,118,-5.2972972972973,28.0613586559532,0
Banh-mi-2,Electrode-Box-A2,4,27,136,-4.2972972972973,18.4667640613586,0
Banh-mi-2,Electrode-Box-A2,5,43,146,-3.2972972972973,10.8721694667641,0
Banh-mi-2,Electrode-Box-A2,6,74,146,-2.2972972972973,5.27757487216946,0
Banh-mi-2,Electrode-Box-A2,7,70,148,-1.2972972972973,1.68298027757487,0
Banh-mi-2,Electrode-Box-A2,8,65,130,-0.297297297297296,0.0883856829802771,0
Banh-mi-2,Electrode-Box-A2,9,79,151,0.702702702702704,0.493791088385684,0
Banh-mi-2,Electrode-Box-A2,10,93,152,1.7027027027027,2.89919649379109,0
Egg-tart-1,Electrode-Box-B2,0,7,56,-8.2972972972973,68.845142439737,1
Egg-tart-1,Electrode-Box-B2,1,16,78,-7.2972972972973,53.2505478451424,1
Egg-tart-1,Electrode-Box-B2,2,23,103,-6.2972972972973,39.6559532505478,1
Egg-tart-1,Electrode-Box-B2,3,63,120,-5.2972972972973,28.0613586559532,1
Egg-tart-1,Electrode-Box-B2,4,69,132,-4.2972972972973,18.4667640613586,1
Egg-tart-1,Electrode-Box-B2,5,83,136,-3.2972972972973,10.8721694667641,1
Egg-tart-1,Electrode-Box-B2,6,71,142,-2.2972972972973,5.27757487216946,1
Egg-tart-1,Electrode-Box-B2,7,79,138,-1.2972972972973,1.68298027757487,1
Egg-tart-1,Electrode-Box-B2,8,98,142,-0.297297297297296,0.0883856829802771,1
Egg-tart-1,Electrode-Box-B2,9,89,139,0.702702702702704,0.493791088385684,1
Egg-tart-1,Electrode-Box-B2,10,96,143,1.7027027027027,2.89919649379109,1
Egg-tart-1,Electrode-Box-B2,11,96,148,2.7027027027027,7.3046018991965,1
Egg-tart-1,Electrode-Box-B2,12,101,156,3.7027027027027,13.7100073046019,1
Egg-tart-1,Electrode-Box-B2,13,103,152,4.7027027027027,22.1154127100073,1
Egg-tart-1,Electrode-Box-B2,14,97,152,5.7027027027027,32.5208181154127,1
Egg-tart-2,Electrode-Box-A2,0,9,32,-8.2972972972973,68.845142439737,0
Egg-tart-2,Electrode-Box-A2,1,2,38,-7.2972972972973,53.2505478451424,0
Egg-tart-2,Electrode-Box-A2,2,31,93,-6.2972972972973,39.6559532505478,0
Egg-tart-2,Electrode-Box-A2,3,44,101,-5.2972972972973,28.0613586559532,0
Egg-tart-2,Electrode-Box-A2,4,54,131,-4.2972972972973,18.4667640613586,0
Egg-tart-2,Electrode-Box-A2,5,84,139,-3.2972972972973,10.8721694667641,0
Egg-tart-2,Electrode-Box-A2,6,85,145,-2.2972972972973,5.27757487216946,0
Egg-tart-2,Electrode-Box-A2,7,79,143,-1.2972972972973,1.68298027757487,0
Egg-tart-2,Electrode-Box-A2,8,76,131,-0.297297297297296,0.0883856829802771,0
Egg-tart-2,Electrode-Box-A2,9,88,149,0.702702702702704,0.493791088385684,0
Egg-tart-2,Electrode-Box-A2,10,81,151,1.7027027027027,2.89919649379109,0
Egg-tart-2,Electrode-Box-A2,11,78,152,2.7027027027027,7.3046018991965,0
Egg-tart-2,Electrode-Box-A2,12,96,155,3.7027027027027,13.7100073046019,0
Egg-tart-2,Electrode-Box-A2,13,84,155,4.7027027027027,22.1154127100073,0
Khoai-lang-1,Electrode-Box-B2,0,3,69,-8.2972972972973,68.845142439737,1
Khoai-lang-1,Electrode-Box-B2,1,18,97,-7.2972972972973,53.2505478451424,1
Khoai-lang-1,Electrode-Box-B2,2,27,84,-6.2972972972973,39.6559532505478,1
Khoai-lang-1,Electrode-Box-B2,3,46,121,-5.2972972972973,28.0613586559532,1
Khoai-lang-1,Electrode-Box-B2,4,65,143,-4.2972972972973,18.4667640613586,1
Khoai-lang-1,Electrode-Box-B2,5,76,141,-3.2972972972973,10.8721694667641,1
Khoai-lang-1,Electrode-Box-B2,6,79,146,-2.2972972972973,5.27757487216946,1
Khoai-lang-1,Electrode-Box-B2,7,81,153,-1.2972972972973,1.68298027757487,1
Khoai-lang-1,Electrode-Box-B2,8,98,144,-0.297297297297296,0.0883856829802771,1
Khoai-lang-1,Electrode-Box-B2,9,101,149,0.702702702702704,0.493791088385684,1
Khoai-lang-1,Electrode-Box-B2,10,103,150,1.7027027027027,2.89919649379109,1
Khoai-lang-1,Electrode-Box-B2,11,113,154,2.7027027027027,7.3046018991965,1
Khoai-lang-1,Electrode-Box-B2,12,117,148,3.7027027027027,13.7100073046019,1
Khoai-lang-1,Electrode-Box-B2,13,114,146,4.7027027027027,22.1154127100073,1
Khoai-lang-1,Electrode-Box-B2,14,119,132,5.7027027027027,32.5208181154127,1
Khoai-lang-1,Electrode-Box-B2,15,111,156,6.7027027027027,44.9262235208181,1
Khoai-lang-1,Electrode-Box-B2,16,74,156,7.7027027027027,59.3316289262235,1
Khoai-lang-1,Electrode-Box-B2,17,109,139,8.7027027027027,75.7370343316289,1
Khoai-lang-1,Electrode-Box-B2,18,88,138,9.7027027027027,94.1424397370344,1
Khoai-lang-1,Electrode-Box-B2,19,98,140,10.7027027027027,114.54784514244,1
Khoai-lang-1,Electrode-Box-B2,20,118,153,11.7027027027027,136.953250547845,1
Khoai-lang-1,Electrode-Box-B2,21,109,146,12.7027027027027,161.358655953251,1
Khoai-lang-1,Electrode-Box-B2,22,106,141,13.7027027027027,187.764061358656,1
Khoai-tay-1,Electrode-Box-B2,0,14,62,-8.2972972972973,68.845142439737,1
Khoai-tay-1,Electrode-Box-B2,1,22,83,-7.2972972972973,53.2505478451424,1
Khoai-tay-1,Electrode-Box-B2,2,6,79,-6.2972972972973,39.6559532505478,1
Khoai-tay-1,Electrode-Box-B2,3,28,97,-5.2972972972973,28.0613586559532,1
Khoai-tay-1,Electrode-Box-B2,4,60,134,-4.2972972972973,18.4667640613586,1
Khoai-tay-1,Electrode-Box-B2,5,75,138,-3.2972972972973,10.8721694667641,1
Khoai-tay-1,Electrode-Box-B2,6,81,137,-2.2972972972973,5.27757487216946,1
Khoai-tay-1,Electrode-Box-B2,7,78,147,-1.2972972972973,1.68298027757487,1
Khoai-tay-1,Electrode-Box-B2,8,91,132,-0.297297297297296,0.0883856829802771,1
Khoai-tay-1,Electrode-Box-B2,9,99,146,0.702702702702704,0.493791088385684,1
Khoai-tay-1,Electrode-Box-B2,10,94,143,1.7027027027027,2.89919649379109,1
Khoai-tay-1,Electrode-Box-B2,11,110,156,2.7027027027027,7.3046018991965,1
Khoai-tay-1,Electrode-Box-B2,12,105,143,3.7027027027027,13.7100073046019,1
Khoai-tay-1,Electrode-Box-B2,13,106,153,4.7027027027027,22.1154127100073,1
Khoai-tay-1,Electrode-Box-B2,14,91,152,5.7027027027027,32.5208181154127,1
Root-beer-1,Electrode-Box-B2,0,11,85,-8.2972972972973,68.845142439737,1
Root-beer-1,Electrode-Box-B2,1,18,76,-7.2972972972973,53.2505478451424,1
Root-beer-1,Electrode-Box-B2,2,40,105,-6.2972972972973,39.6559532505478,1
Root-beer-1,Electrode-Box-B2,3,55,134,-5.2972972972973,28.0613586559532,1
Root-beer-1,Electrode-Box-B2,4,75,136,-4.2972972972973,18.4667640613586,1
Root-beer-1,Electrode-Box-B2,5,64,133,-3.2972972972973,10.8721694667641,1
Root-beer-1,Electrode-Box-B2,6,104,139,-2.2972972972973,5.27757487216946,1
Root-beer-1,Electrode-Box-B2,7,98,148,-1.2972972972973,1.68298027757487,1
Root-beer-1,Electrode-Box-B2,8,81,145,-0.297297297297296,0.0883856829802771,1
Root-beer-1,Electrode-Box-B2,9,89,156,0.702702702702704,0.493791088385684,1
Root-beer-1,Electrode-Box-B2,10,105,158,1.7027027027027,2.89919649379109,1
Root-beer-2,Electrode-Box-A2,0,22,74,-8.2972972972973,68.845142439737,0
Root-beer-2,Electrode-Box-A2,1,31,87,-7.2972972972973,53.2505478451424,0
Root-beer-2,Electrode-Box-A2,2,49,134,-6.2972972972973,39.6559532505478,0
Root-beer-2,Electrode-Box-A2,3,31,89,-5.2972972972973,28.0613586559532,0
Root-beer-2,Electrode-Box-A2,4,60,140,-4.2972972972973,18.4667640613586,0
Root-beer-2,Electrode-Box-A2,5,84,147,-3.2972972972973,10.8721694667641,0
1 subject group day success total day_c day_c2 tDCS
2 Banh-mi-1 Electrode-Box-B2 0 13 84 -8.2972972972973 68.845142439737 1
3 Banh-mi-1 Electrode-Box-B2 1 35 86 -7.2972972972973 53.2505478451424 1
4 Banh-mi-1 Electrode-Box-B2 2 47 110 -6.2972972972973 39.6559532505478 1
5 Banh-mi-1 Electrode-Box-B2 3 65 140 -5.2972972972973 28.0613586559532 1
6 Banh-mi-1 Electrode-Box-B2 4 70 127 -4.2972972972973 18.4667640613586 1
7 Banh-mi-1 Electrode-Box-B2 5 102 142 -3.2972972972973 10.8721694667641 1
8 Banh-mi-1 Electrode-Box-B2 6 90 131 -2.2972972972973 5.27757487216946 1
9 Banh-mi-1 Electrode-Box-B2 7 109 148 -1.2972972972973 1.68298027757487 1
10 Banh-mi-1 Electrode-Box-B2 8 104 137 -0.297297297297296 0.0883856829802771 1
11 Banh-mi-1 Electrode-Box-B2 9 119 150 0.702702702702704 0.493791088385684 1
12 Banh-mi-1 Electrode-Box-B2 10 121 158 1.7027027027027 2.89919649379109 1
13 Banh-mi-1 Electrode-Box-B2 11 121 148 2.7027027027027 7.3046018991965 1
14 Banh-mi-1 Electrode-Box-B2 12 120 149 3.7027027027027 13.7100073046019 1
15 Banh-mi-1 Electrode-Box-B2 13 135 154 4.7027027027027 22.1154127100073 1
16 Banh-mi-2 Electrode-Box-A2 0 25 97 -8.2972972972973 68.845142439737 0
17 Banh-mi-2 Electrode-Box-A2 1 22 101 -7.2972972972973 53.2505478451424 0
18 Banh-mi-2 Electrode-Box-A2 2 22 119 -6.2972972972973 39.6559532505478 0
19 Banh-mi-2 Electrode-Box-A2 3 29 118 -5.2972972972973 28.0613586559532 0
20 Banh-mi-2 Electrode-Box-A2 4 27 136 -4.2972972972973 18.4667640613586 0
21 Banh-mi-2 Electrode-Box-A2 5 43 146 -3.2972972972973 10.8721694667641 0
22 Banh-mi-2 Electrode-Box-A2 6 74 146 -2.2972972972973 5.27757487216946 0
23 Banh-mi-2 Electrode-Box-A2 7 70 148 -1.2972972972973 1.68298027757487 0
24 Banh-mi-2 Electrode-Box-A2 8 65 130 -0.297297297297296 0.0883856829802771 0
25 Banh-mi-2 Electrode-Box-A2 9 79 151 0.702702702702704 0.493791088385684 0
26 Banh-mi-2 Electrode-Box-A2 10 93 152 1.7027027027027 2.89919649379109 0
27 Egg-tart-1 Electrode-Box-B2 0 7 56 -8.2972972972973 68.845142439737 1
28 Egg-tart-1 Electrode-Box-B2 1 16 78 -7.2972972972973 53.2505478451424 1
29 Egg-tart-1 Electrode-Box-B2 2 23 103 -6.2972972972973 39.6559532505478 1
30 Egg-tart-1 Electrode-Box-B2 3 63 120 -5.2972972972973 28.0613586559532 1
31 Egg-tart-1 Electrode-Box-B2 4 69 132 -4.2972972972973 18.4667640613586 1
32 Egg-tart-1 Electrode-Box-B2 5 83 136 -3.2972972972973 10.8721694667641 1
33 Egg-tart-1 Electrode-Box-B2 6 71 142 -2.2972972972973 5.27757487216946 1
34 Egg-tart-1 Electrode-Box-B2 7 79 138 -1.2972972972973 1.68298027757487 1
35 Egg-tart-1 Electrode-Box-B2 8 98 142 -0.297297297297296 0.0883856829802771 1
36 Egg-tart-1 Electrode-Box-B2 9 89 139 0.702702702702704 0.493791088385684 1
37 Egg-tart-1 Electrode-Box-B2 10 96 143 1.7027027027027 2.89919649379109 1
38 Egg-tart-1 Electrode-Box-B2 11 96 148 2.7027027027027 7.3046018991965 1
39 Egg-tart-1 Electrode-Box-B2 12 101 156 3.7027027027027 13.7100073046019 1
40 Egg-tart-1 Electrode-Box-B2 13 103 152 4.7027027027027 22.1154127100073 1
41 Egg-tart-1 Electrode-Box-B2 14 97 152 5.7027027027027 32.5208181154127 1
42 Egg-tart-2 Electrode-Box-A2 0 9 32 -8.2972972972973 68.845142439737 0
43 Egg-tart-2 Electrode-Box-A2 1 2 38 -7.2972972972973 53.2505478451424 0
44 Egg-tart-2 Electrode-Box-A2 2 31 93 -6.2972972972973 39.6559532505478 0
45 Egg-tart-2 Electrode-Box-A2 3 44 101 -5.2972972972973 28.0613586559532 0
46 Egg-tart-2 Electrode-Box-A2 4 54 131 -4.2972972972973 18.4667640613586 0
47 Egg-tart-2 Electrode-Box-A2 5 84 139 -3.2972972972973 10.8721694667641 0
48 Egg-tart-2 Electrode-Box-A2 6 85 145 -2.2972972972973 5.27757487216946 0
49 Egg-tart-2 Electrode-Box-A2 7 79 143 -1.2972972972973 1.68298027757487 0
50 Egg-tart-2 Electrode-Box-A2 8 76 131 -0.297297297297296 0.0883856829802771 0
51 Egg-tart-2 Electrode-Box-A2 9 88 149 0.702702702702704 0.493791088385684 0
52 Egg-tart-2 Electrode-Box-A2 10 81 151 1.7027027027027 2.89919649379109 0
53 Egg-tart-2 Electrode-Box-A2 11 78 152 2.7027027027027 7.3046018991965 0
54 Egg-tart-2 Electrode-Box-A2 12 96 155 3.7027027027027 13.7100073046019 0
55 Egg-tart-2 Electrode-Box-A2 13 84 155 4.7027027027027 22.1154127100073 0
56 Khoai-lang-1 Electrode-Box-B2 0 3 69 -8.2972972972973 68.845142439737 1
57 Khoai-lang-1 Electrode-Box-B2 1 18 97 -7.2972972972973 53.2505478451424 1
58 Khoai-lang-1 Electrode-Box-B2 2 27 84 -6.2972972972973 39.6559532505478 1
59 Khoai-lang-1 Electrode-Box-B2 3 46 121 -5.2972972972973 28.0613586559532 1
60 Khoai-lang-1 Electrode-Box-B2 4 65 143 -4.2972972972973 18.4667640613586 1
61 Khoai-lang-1 Electrode-Box-B2 5 76 141 -3.2972972972973 10.8721694667641 1
62 Khoai-lang-1 Electrode-Box-B2 6 79 146 -2.2972972972973 5.27757487216946 1
63 Khoai-lang-1 Electrode-Box-B2 7 81 153 -1.2972972972973 1.68298027757487 1
64 Khoai-lang-1 Electrode-Box-B2 8 98 144 -0.297297297297296 0.0883856829802771 1
65 Khoai-lang-1 Electrode-Box-B2 9 101 149 0.702702702702704 0.493791088385684 1
66 Khoai-lang-1 Electrode-Box-B2 10 103 150 1.7027027027027 2.89919649379109 1
67 Khoai-lang-1 Electrode-Box-B2 11 113 154 2.7027027027027 7.3046018991965 1
68 Khoai-lang-1 Electrode-Box-B2 12 117 148 3.7027027027027 13.7100073046019 1
69 Khoai-lang-1 Electrode-Box-B2 13 114 146 4.7027027027027 22.1154127100073 1
70 Khoai-lang-1 Electrode-Box-B2 14 119 132 5.7027027027027 32.5208181154127 1
71 Khoai-lang-1 Electrode-Box-B2 15 111 156 6.7027027027027 44.9262235208181 1
72 Khoai-lang-1 Electrode-Box-B2 16 74 156 7.7027027027027 59.3316289262235 1
73 Khoai-lang-1 Electrode-Box-B2 17 109 139 8.7027027027027 75.7370343316289 1
74 Khoai-lang-1 Electrode-Box-B2 18 88 138 9.7027027027027 94.1424397370344 1
75 Khoai-lang-1 Electrode-Box-B2 19 98 140 10.7027027027027 114.54784514244 1
76 Khoai-lang-1 Electrode-Box-B2 20 118 153 11.7027027027027 136.953250547845 1
77 Khoai-lang-1 Electrode-Box-B2 21 109 146 12.7027027027027 161.358655953251 1
78 Khoai-lang-1 Electrode-Box-B2 22 106 141 13.7027027027027 187.764061358656 1
79 Khoai-tay-1 Electrode-Box-B2 0 14 62 -8.2972972972973 68.845142439737 1
80 Khoai-tay-1 Electrode-Box-B2 1 22 83 -7.2972972972973 53.2505478451424 1
81 Khoai-tay-1 Electrode-Box-B2 2 6 79 -6.2972972972973 39.6559532505478 1
82 Khoai-tay-1 Electrode-Box-B2 3 28 97 -5.2972972972973 28.0613586559532 1
83 Khoai-tay-1 Electrode-Box-B2 4 60 134 -4.2972972972973 18.4667640613586 1
84 Khoai-tay-1 Electrode-Box-B2 5 75 138 -3.2972972972973 10.8721694667641 1
85 Khoai-tay-1 Electrode-Box-B2 6 81 137 -2.2972972972973 5.27757487216946 1
86 Khoai-tay-1 Electrode-Box-B2 7 78 147 -1.2972972972973 1.68298027757487 1
87 Khoai-tay-1 Electrode-Box-B2 8 91 132 -0.297297297297296 0.0883856829802771 1
88 Khoai-tay-1 Electrode-Box-B2 9 99 146 0.702702702702704 0.493791088385684 1
89 Khoai-tay-1 Electrode-Box-B2 10 94 143 1.7027027027027 2.89919649379109 1
90 Khoai-tay-1 Electrode-Box-B2 11 110 156 2.7027027027027 7.3046018991965 1
91 Khoai-tay-1 Electrode-Box-B2 12 105 143 3.7027027027027 13.7100073046019 1
92 Khoai-tay-1 Electrode-Box-B2 13 106 153 4.7027027027027 22.1154127100073 1
93 Khoai-tay-1 Electrode-Box-B2 14 91 152 5.7027027027027 32.5208181154127 1
94 Root-beer-1 Electrode-Box-B2 0 11 85 -8.2972972972973 68.845142439737 1
95 Root-beer-1 Electrode-Box-B2 1 18 76 -7.2972972972973 53.2505478451424 1
96 Root-beer-1 Electrode-Box-B2 2 40 105 -6.2972972972973 39.6559532505478 1
97 Root-beer-1 Electrode-Box-B2 3 55 134 -5.2972972972973 28.0613586559532 1
98 Root-beer-1 Electrode-Box-B2 4 75 136 -4.2972972972973 18.4667640613586 1
99 Root-beer-1 Electrode-Box-B2 5 64 133 -3.2972972972973 10.8721694667641 1
100 Root-beer-1 Electrode-Box-B2 6 104 139 -2.2972972972973 5.27757487216946 1
101 Root-beer-1 Electrode-Box-B2 7 98 148 -1.2972972972973 1.68298027757487 1
102 Root-beer-1 Electrode-Box-B2 8 81 145 -0.297297297297296 0.0883856829802771 1
103 Root-beer-1 Electrode-Box-B2 9 89 156 0.702702702702704 0.493791088385684 1
104 Root-beer-1 Electrode-Box-B2 10 105 158 1.7027027027027 2.89919649379109 1
105 Root-beer-2 Electrode-Box-A2 0 22 74 -8.2972972972973 68.845142439737 0
106 Root-beer-2 Electrode-Box-A2 1 31 87 -7.2972972972973 53.2505478451424 0
107 Root-beer-2 Electrode-Box-A2 2 49 134 -6.2972972972973 39.6559532505478 0
108 Root-beer-2 Electrode-Box-A2 3 31 89 -5.2972972972973 28.0613586559532 0
109 Root-beer-2 Electrode-Box-A2 4 60 140 -4.2972972972973 18.4667640613586 0
110 Root-beer-2 Electrode-Box-A2 5 84 147 -3.2972972972973 10.8721694667641 0
@@ -0,0 +1,72 @@
subject,group,day,success,total,day_c,day_c2,tDCS
Banh-mi-1,Electrode-Box-B2,0,13,84,-8.2972972972973,68.845142439737,1
Banh-mi-1,Electrode-Box-B2,1,35,86,-7.2972972972973,53.2505478451424,1
Banh-mi-1,Electrode-Box-B2,2,47,110,-6.2972972972973,39.6559532505478,1
Banh-mi-1,Electrode-Box-B2,3,65,140,-5.2972972972973,28.0613586559532,1
Banh-mi-1,Electrode-Box-B2,4,70,127,-4.2972972972973,18.4667640613586,1
Banh-mi-1,Electrode-Box-B2,5,102,142,-3.2972972972973,10.8721694667641,1
Banh-mi-1,Electrode-Box-B2,6,90,131,-2.2972972972973,5.27757487216946,1
Banh-mi-1,Electrode-Box-B2,7,109,148,-1.2972972972973,1.68298027757487,1
Banh-mi-1,Electrode-Box-B2,8,104,137,-0.297297297297296,0.0883856829802771,1
Banh-mi-1,Electrode-Box-B2,9,119,150,0.702702702702704,0.493791088385684,1
Banh-mi-1,Electrode-Box-B2,10,121,158,1.7027027027027,2.89919649379109,1
Banh-mi-1,Electrode-Box-B2,11,121,148,2.7027027027027,7.3046018991965,1
Banh-mi-1,Electrode-Box-B2,12,120,149,3.7027027027027,13.7100073046019,1
Banh-mi-1,Electrode-Box-B2,13,135,154,4.7027027027027,22.1154127100073,1
Banh-mi-2,Electrode-Box-A2,0,25,97,-8.2972972972973,68.845142439737,0
Banh-mi-2,Electrode-Box-A2,1,22,101,-7.2972972972973,53.2505478451424,0
Banh-mi-2,Electrode-Box-A2,2,22,119,-6.2972972972973,39.6559532505478,0
Banh-mi-2,Electrode-Box-A2,3,29,118,-5.2972972972973,28.0613586559532,0
Banh-mi-2,Electrode-Box-A2,4,27,136,-4.2972972972973,18.4667640613586,0
Banh-mi-2,Electrode-Box-A2,5,43,146,-3.2972972972973,10.8721694667641,0
Banh-mi-2,Electrode-Box-A2,6,74,146,-2.2972972972973,5.27757487216946,0
Banh-mi-2,Electrode-Box-A2,7,70,148,-1.2972972972973,1.68298027757487,0
Banh-mi-2,Electrode-Box-A2,8,65,130,-0.297297297297296,0.0883856829802771,0
Banh-mi-2,Electrode-Box-A2,9,79,151,0.702702702702704,0.493791088385684,0
Banh-mi-2,Electrode-Box-A2,10,93,152,1.7027027027027,2.89919649379109,0
Egg-tart-1,Electrode-Box-B2,0,7,56,-8.2972972972973,68.845142439737,1
Egg-tart-1,Electrode-Box-B2,1,16,78,-7.2972972972973,53.2505478451424,1
Egg-tart-1,Electrode-Box-B2,2,23,103,-6.2972972972973,39.6559532505478,1
Egg-tart-1,Electrode-Box-B2,3,63,120,-5.2972972972973,28.0613586559532,1
Egg-tart-1,Electrode-Box-B2,4,69,132,-4.2972972972973,18.4667640613586,1
Egg-tart-1,Electrode-Box-B2,5,83,136,-3.2972972972973,10.8721694667641,1
Egg-tart-1,Electrode-Box-B2,6,71,142,-2.2972972972973,5.27757487216946,1
Egg-tart-1,Electrode-Box-B2,7,79,138,-1.2972972972973,1.68298027757487,1
Egg-tart-1,Electrode-Box-B2,8,98,142,-0.297297297297296,0.0883856829802771,1
Egg-tart-1,Electrode-Box-B2,9,89,139,0.702702702702704,0.493791088385684,1
Egg-tart-1,Electrode-Box-B2,10,96,143,1.7027027027027,2.89919649379109,1
Egg-tart-1,Electrode-Box-B2,11,96,148,2.7027027027027,7.3046018991965,1
Egg-tart-1,Electrode-Box-B2,12,101,156,3.7027027027027,13.7100073046019,1
Egg-tart-1,Electrode-Box-B2,13,103,152,4.7027027027027,22.1154127100073,1
Egg-tart-1,Electrode-Box-B2,14,97,152,5.7027027027027,32.5208181154127,1
Egg-tart-2,Electrode-Box-A2,0,9,32,-8.2972972972973,68.845142439737,0
Egg-tart-2,Electrode-Box-A2,1,2,38,-7.2972972972973,53.2505478451424,0
Egg-tart-2,Electrode-Box-A2,2,31,93,-6.2972972972973,39.6559532505478,0
Egg-tart-2,Electrode-Box-A2,3,44,101,-5.2972972972973,28.0613586559532,0
Egg-tart-2,Electrode-Box-A2,4,54,131,-4.2972972972973,18.4667640613586,0
Egg-tart-2,Electrode-Box-A2,5,84,139,-3.2972972972973,10.8721694667641,0
Egg-tart-2,Electrode-Box-A2,6,85,145,-2.2972972972973,5.27757487216946,0
Egg-tart-2,Electrode-Box-A2,7,79,143,-1.2972972972973,1.68298027757487,0
Egg-tart-2,Electrode-Box-A2,8,76,131,-0.297297297297296,0.0883856829802771,0
Egg-tart-2,Electrode-Box-A2,9,88,149,0.702702702702704,0.493791088385684,0
Egg-tart-2,Electrode-Box-A2,10,81,151,1.7027027027027,2.89919649379109,0
Egg-tart-2,Electrode-Box-A2,11,78,152,2.7027027027027,7.3046018991965,0
Egg-tart-2,Electrode-Box-A2,12,96,155,3.7027027027027,13.7100073046019,0
Egg-tart-2,Electrode-Box-A2,13,84,155,4.7027027027027,22.1154127100073,0
Root-beer-1,Electrode-Box-B2,0,11,85,-8.2972972972973,68.845142439737,1
Root-beer-1,Electrode-Box-B2,1,18,76,-7.2972972972973,53.2505478451424,1
Root-beer-1,Electrode-Box-B2,2,40,105,-6.2972972972973,39.6559532505478,1
Root-beer-1,Electrode-Box-B2,3,55,134,-5.2972972972973,28.0613586559532,1
Root-beer-1,Electrode-Box-B2,4,75,136,-4.2972972972973,18.4667640613586,1
Root-beer-1,Electrode-Box-B2,5,64,133,-3.2972972972973,10.8721694667641,1
Root-beer-1,Electrode-Box-B2,6,104,139,-2.2972972972973,5.27757487216946,1
Root-beer-1,Electrode-Box-B2,7,98,148,-1.2972972972973,1.68298027757487,1
Root-beer-1,Electrode-Box-B2,8,81,145,-0.297297297297296,0.0883856829802771,1
Root-beer-1,Electrode-Box-B2,9,89,156,0.702702702702704,0.493791088385684,1
Root-beer-1,Electrode-Box-B2,10,105,158,1.7027027027027,2.89919649379109,1
Root-beer-2,Electrode-Box-A2,0,22,74,-8.2972972972973,68.845142439737,0
Root-beer-2,Electrode-Box-A2,1,31,87,-7.2972972972973,53.2505478451424,0
Root-beer-2,Electrode-Box-A2,2,49,134,-6.2972972972973,39.6559532505478,0
Root-beer-2,Electrode-Box-A2,3,31,89,-5.2972972972973,28.0613586559532,0
Root-beer-2,Electrode-Box-A2,4,60,140,-4.2972972972973,18.4667640613586,0
Root-beer-2,Electrode-Box-A2,5,84,147,-3.2972972972973,10.8721694667641,0
1 subject group day success total day_c day_c2 tDCS
2 Banh-mi-1 Electrode-Box-B2 0 13 84 -8.2972972972973 68.845142439737 1
3 Banh-mi-1 Electrode-Box-B2 1 35 86 -7.2972972972973 53.2505478451424 1
4 Banh-mi-1 Electrode-Box-B2 2 47 110 -6.2972972972973 39.6559532505478 1
5 Banh-mi-1 Electrode-Box-B2 3 65 140 -5.2972972972973 28.0613586559532 1
6 Banh-mi-1 Electrode-Box-B2 4 70 127 -4.2972972972973 18.4667640613586 1
7 Banh-mi-1 Electrode-Box-B2 5 102 142 -3.2972972972973 10.8721694667641 1
8 Banh-mi-1 Electrode-Box-B2 6 90 131 -2.2972972972973 5.27757487216946 1
9 Banh-mi-1 Electrode-Box-B2 7 109 148 -1.2972972972973 1.68298027757487 1
10 Banh-mi-1 Electrode-Box-B2 8 104 137 -0.297297297297296 0.0883856829802771 1
11 Banh-mi-1 Electrode-Box-B2 9 119 150 0.702702702702704 0.493791088385684 1
12 Banh-mi-1 Electrode-Box-B2 10 121 158 1.7027027027027 2.89919649379109 1
13 Banh-mi-1 Electrode-Box-B2 11 121 148 2.7027027027027 7.3046018991965 1
14 Banh-mi-1 Electrode-Box-B2 12 120 149 3.7027027027027 13.7100073046019 1
15 Banh-mi-1 Electrode-Box-B2 13 135 154 4.7027027027027 22.1154127100073 1
16 Banh-mi-2 Electrode-Box-A2 0 25 97 -8.2972972972973 68.845142439737 0
17 Banh-mi-2 Electrode-Box-A2 1 22 101 -7.2972972972973 53.2505478451424 0
18 Banh-mi-2 Electrode-Box-A2 2 22 119 -6.2972972972973 39.6559532505478 0
19 Banh-mi-2 Electrode-Box-A2 3 29 118 -5.2972972972973 28.0613586559532 0
20 Banh-mi-2 Electrode-Box-A2 4 27 136 -4.2972972972973 18.4667640613586 0
21 Banh-mi-2 Electrode-Box-A2 5 43 146 -3.2972972972973 10.8721694667641 0
22 Banh-mi-2 Electrode-Box-A2 6 74 146 -2.2972972972973 5.27757487216946 0
23 Banh-mi-2 Electrode-Box-A2 7 70 148 -1.2972972972973 1.68298027757487 0
24 Banh-mi-2 Electrode-Box-A2 8 65 130 -0.297297297297296 0.0883856829802771 0
25 Banh-mi-2 Electrode-Box-A2 9 79 151 0.702702702702704 0.493791088385684 0
26 Banh-mi-2 Electrode-Box-A2 10 93 152 1.7027027027027 2.89919649379109 0
27 Egg-tart-1 Electrode-Box-B2 0 7 56 -8.2972972972973 68.845142439737 1
28 Egg-tart-1 Electrode-Box-B2 1 16 78 -7.2972972972973 53.2505478451424 1
29 Egg-tart-1 Electrode-Box-B2 2 23 103 -6.2972972972973 39.6559532505478 1
30 Egg-tart-1 Electrode-Box-B2 3 63 120 -5.2972972972973 28.0613586559532 1
31 Egg-tart-1 Electrode-Box-B2 4 69 132 -4.2972972972973 18.4667640613586 1
32 Egg-tart-1 Electrode-Box-B2 5 83 136 -3.2972972972973 10.8721694667641 1
33 Egg-tart-1 Electrode-Box-B2 6 71 142 -2.2972972972973 5.27757487216946 1
34 Egg-tart-1 Electrode-Box-B2 7 79 138 -1.2972972972973 1.68298027757487 1
35 Egg-tart-1 Electrode-Box-B2 8 98 142 -0.297297297297296 0.0883856829802771 1
36 Egg-tart-1 Electrode-Box-B2 9 89 139 0.702702702702704 0.493791088385684 1
37 Egg-tart-1 Electrode-Box-B2 10 96 143 1.7027027027027 2.89919649379109 1
38 Egg-tart-1 Electrode-Box-B2 11 96 148 2.7027027027027 7.3046018991965 1
39 Egg-tart-1 Electrode-Box-B2 12 101 156 3.7027027027027 13.7100073046019 1
40 Egg-tart-1 Electrode-Box-B2 13 103 152 4.7027027027027 22.1154127100073 1
41 Egg-tart-1 Electrode-Box-B2 14 97 152 5.7027027027027 32.5208181154127 1
42 Egg-tart-2 Electrode-Box-A2 0 9 32 -8.2972972972973 68.845142439737 0
43 Egg-tart-2 Electrode-Box-A2 1 2 38 -7.2972972972973 53.2505478451424 0
44 Egg-tart-2 Electrode-Box-A2 2 31 93 -6.2972972972973 39.6559532505478 0
45 Egg-tart-2 Electrode-Box-A2 3 44 101 -5.2972972972973 28.0613586559532 0
46 Egg-tart-2 Electrode-Box-A2 4 54 131 -4.2972972972973 18.4667640613586 0
47 Egg-tart-2 Electrode-Box-A2 5 84 139 -3.2972972972973 10.8721694667641 0
48 Egg-tart-2 Electrode-Box-A2 6 85 145 -2.2972972972973 5.27757487216946 0
49 Egg-tart-2 Electrode-Box-A2 7 79 143 -1.2972972972973 1.68298027757487 0
50 Egg-tart-2 Electrode-Box-A2 8 76 131 -0.297297297297296 0.0883856829802771 0
51 Egg-tart-2 Electrode-Box-A2 9 88 149 0.702702702702704 0.493791088385684 0
52 Egg-tart-2 Electrode-Box-A2 10 81 151 1.7027027027027 2.89919649379109 0
53 Egg-tart-2 Electrode-Box-A2 11 78 152 2.7027027027027 7.3046018991965 0
54 Egg-tart-2 Electrode-Box-A2 12 96 155 3.7027027027027 13.7100073046019 0
55 Egg-tart-2 Electrode-Box-A2 13 84 155 4.7027027027027 22.1154127100073 0
56 Root-beer-1 Electrode-Box-B2 0 11 85 -8.2972972972973 68.845142439737 1
57 Root-beer-1 Electrode-Box-B2 1 18 76 -7.2972972972973 53.2505478451424 1
58 Root-beer-1 Electrode-Box-B2 2 40 105 -6.2972972972973 39.6559532505478 1
59 Root-beer-1 Electrode-Box-B2 3 55 134 -5.2972972972973 28.0613586559532 1
60 Root-beer-1 Electrode-Box-B2 4 75 136 -4.2972972972973 18.4667640613586 1
61 Root-beer-1 Electrode-Box-B2 5 64 133 -3.2972972972973 10.8721694667641 1
62 Root-beer-1 Electrode-Box-B2 6 104 139 -2.2972972972973 5.27757487216946 1
63 Root-beer-1 Electrode-Box-B2 7 98 148 -1.2972972972973 1.68298027757487 1
64 Root-beer-1 Electrode-Box-B2 8 81 145 -0.297297297297296 0.0883856829802771 1
65 Root-beer-1 Electrode-Box-B2 9 89 156 0.702702702702704 0.493791088385684 1
66 Root-beer-1 Electrode-Box-B2 10 105 158 1.7027027027027 2.89919649379109 1
67 Root-beer-2 Electrode-Box-A2 0 22 74 -8.2972972972973 68.845142439737 0
68 Root-beer-2 Electrode-Box-A2 1 31 87 -7.2972972972973 53.2505478451424 0
69 Root-beer-2 Electrode-Box-A2 2 49 134 -6.2972972972973 39.6559532505478 0
70 Root-beer-2 Electrode-Box-A2 3 31 89 -5.2972972972973 28.0613586559532 0
71 Root-beer-2 Electrode-Box-A2 4 60 140 -4.2972972972973 18.4667640613586 0
72 Root-beer-2 Electrode-Box-A2 5 84 147 -3.2972972972973 10.8721694667641 0
+186
View File
@@ -0,0 +1,186 @@
subject,group,day,success,total
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
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-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
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
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
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-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
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,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
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
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
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
1 subject group day success total
2 Banh-mi-1 Electrode-Box-B2 0 13 84
3 Banh-mi-1 Electrode-Box-B2 1 35 86
4 Banh-mi-1 Electrode-Box-B2 2 47 110
5 Banh-mi-1 Electrode-Box-B2 3 65 140
6 Banh-mi-1 Electrode-Box-B2 4 70 127
7 Banh-mi-1 Electrode-Box-B2 5 102 142
8 Banh-mi-1 Electrode-Box-B2 6 90 131
9 Banh-mi-1 Electrode-Box-B2 7 109 148
10 Banh-mi-1 Electrode-Box-B2 8 104 137
11 Banh-mi-1 Electrode-Box-B2 9 119 150
12 Banh-mi-1 Electrode-Box-B2 10 121 158
13 Banh-mi-1 Electrode-Box-B2 11 121 148
14 Banh-mi-1 Electrode-Box-B2 12 120 149
15 Banh-mi-1 Electrode-Box-B2 13 135 154
16 Banh-mi-2 Electrode-Box-A2 0 25 97
17 Banh-mi-2 Electrode-Box-A2 1 22 101
18 Banh-mi-2 Electrode-Box-A2 2 22 119
19 Banh-mi-2 Electrode-Box-A2 3 29 118
20 Banh-mi-2 Electrode-Box-A2 4 27 136
21 Banh-mi-2 Electrode-Box-A2 5 43 146
22 Banh-mi-2 Electrode-Box-A2 6 74 146
23 Banh-mi-2 Electrode-Box-A2 7 70 148
24 Banh-mi-2 Electrode-Box-A2 8 65 130
25 Banh-mi-2 Electrode-Box-A2 9 79 151
26 Banh-mi-2 Electrode-Box-A2 10 93 152
27 Egg-tart-1 Electrode-Box-B2 0 7 56
28 Egg-tart-1 Electrode-Box-B2 1 16 78
29 Egg-tart-1 Electrode-Box-B2 2 23 103
30 Egg-tart-1 Electrode-Box-B2 3 63 120
31 Egg-tart-1 Electrode-Box-B2 4 69 132
32 Egg-tart-1 Electrode-Box-B2 5 83 136
33 Egg-tart-1 Electrode-Box-B2 6 71 142
34 Egg-tart-1 Electrode-Box-B2 7 79 138
35 Egg-tart-1 Electrode-Box-B2 8 98 142
36 Egg-tart-1 Electrode-Box-B2 9 89 139
37 Egg-tart-1 Electrode-Box-B2 10 96 143
38 Egg-tart-1 Electrode-Box-B2 11 96 148
39 Egg-tart-1 Electrode-Box-B2 12 101 156
40 Egg-tart-1 Electrode-Box-B2 13 103 152
41 Egg-tart-1 Electrode-Box-B2 14 97 152
42 Egg-tart-2 Electrode-Box-A2 0 9 32
43 Egg-tart-2 Electrode-Box-A2 1 2 38
44 Egg-tart-2 Electrode-Box-A2 2 31 93
45 Egg-tart-2 Electrode-Box-A2 3 44 101
46 Egg-tart-2 Electrode-Box-A2 4 54 131
47 Egg-tart-2 Electrode-Box-A2 5 84 139
48 Egg-tart-2 Electrode-Box-A2 6 85 145
49 Egg-tart-2 Electrode-Box-A2 7 79 143
50 Egg-tart-2 Electrode-Box-A2 8 76 131
51 Egg-tart-2 Electrode-Box-A2 9 88 149
52 Egg-tart-2 Electrode-Box-A2 10 81 151
53 Egg-tart-2 Electrode-Box-A2 11 78 152
54 Egg-tart-2 Electrode-Box-A2 12 96 155
55 Egg-tart-2 Electrode-Box-A2 13 84 155
56 Khoai-lang-1 Right-Electrode 0 3 69
57 Khoai-lang-1 Right-Electrode 1 18 97
58 Khoai-lang-1 Right-Electrode 2 27 84
59 Khoai-lang-1 Right-Electrode 3 46 121
60 Khoai-lang-1 Right-Electrode 4 65 143
61 Khoai-lang-1 Right-Electrode 5 76 141
62 Khoai-lang-1 Right-Electrode 6 79 146
63 Khoai-lang-1 Right-Electrode 7 81 153
64 Khoai-lang-1 Right-Electrode 8 98 144
65 Khoai-lang-1 Right-Electrode 9 101 149
66 Khoai-lang-1 Right-Electrode 10 103 150
67 Khoai-lang-1 Right-Electrode 11 113 154
68 Khoai-lang-1 Right-Electrode 12 117 148
69 Khoai-lang-1 Right-Electrode 13 114 146
70 Khoai-lang-1 Right-Electrode 14 119 132
71 Khoai-lang-1 Right-Electrode 15 111 156
72 Khoai-lang-1 Right-Electrode 16 74 156
73 Khoai-lang-1 Right-Electrode 17 109 139
74 Khoai-lang-1 Right-Electrode 18 88 138
75 Khoai-lang-1 Right-Electrode 19 98 140
76 Khoai-lang-1 Right-Electrode 20 118 153
77 Khoai-lang-1 Right-Electrode 21 109 146
78 Khoai-lang-1 Right-Electrode 22 106 141
79 Khoai-lang-2 Naive 0 0 0
80 Khoai-lang-2 Naive 1 0 0
81 Khoai-lang-2 Naive 2 10 47
82 Khoai-lang-2 Naive 3 11 52
83 Khoai-lang-2 Naive 4 9 56
84 Khoai-lang-2 Naive 5 34 95
85 Khoai-lang-2 Naive 6 21 72
86 Khoai-lang-2 Naive 7 23 99
87 Khoai-lang-2 Naive 8 64 136
88 Khoai-lang-2 Naive 9 75 131
89 Khoai-lang-2 Naive 10 63 134
90 Khoai-lang-2 Naive 11 59 139
91 Khoai-lang-2 Naive 12 51 129
92 Khoai-lang-2 Naive 13 73 143
93 Khoai-lang-2 Naive 14 82 136
94 Khoai-lang-2 Naive 15 70 145
95 Khoai-lang-2 Naive 16 76 135
96 Khoai-lang-2 Naive 17 76 150
97 Khoai-lang-2 Naive 18 63 122
98 Khoai-lang-2 Naive 19 48 116
99 Khoai-lang-2 Naive 20 65 134
100 Khoai-lang-2 Naive 21 75 131
101 Khoai-lang-2 Naive 22 98 146
102 Khoai-lang-2 Naive 23 88 139
103 Khoai-lang-2 Naive 24 94 148
104 Khoai-lang-2 Naive 25 56 102
105 Khoai-lang-2 Naive 26 75 143
106 Khoai-tay-1 Electrode-Box-A 0 14 62
107 Khoai-tay-1 Electrode-Box-A 1 22 83
108 Khoai-tay-1 Electrode-Box-A 2 6 79
109 Khoai-tay-1 Electrode-Box-A 3 28 97
110 Khoai-tay-1 Electrode-Box-A 4 60 134
111 Khoai-tay-1 Electrode-Box-A 5 75 138
112 Khoai-tay-1 Electrode-Box-A 6 81 137
113 Khoai-tay-1 Electrode-Box-A 7 78 147
114 Khoai-tay-1 Electrode-Box-A 8 91 132
115 Khoai-tay-1 Electrode-Box-A 9 99 146
116 Khoai-tay-1 Electrode-Box-A 10 94 143
117 Khoai-tay-1 Electrode-Box-A 11 110 156
118 Khoai-tay-1 Electrode-Box-A 12 105 143
119 Khoai-tay-1 Electrode-Box-A 13 106 153
120 Khoai-tay-1 Electrode-Box-A 14 91 152
121 Khoai-tay-2 Naive 1 21 68
122 Khoai-tay-2 Naive 2 6 79
123 Khoai-tay-2 Naive 3 0 83
124 Khoai-tay-2 Naive 4 28 87
125 Khoai-tay-2 Naive 5 31 125
126 Khoai-tay-2 Naive 6 62 144
127 Khoai-tay-2 Naive 7 87 141
128 Khoai-tay-2 Naive 8 105 152
129 Khoai-tay-2 Naive 9 75 148
130 Khoai-tay-2 Naive 10 101 149
131 Khoai-tay-2 Naive 11 102 154
132 Khoai-tay-2 Naive 12 95 144
133 Khoai-tay-2 Naive 13 77 149
134 Khoai-tay-2 Naive 14 91 153
135 OM-2 Naive 0 1 7
136 OM-2 Naive 1 11 33
137 OM-2 Naive 2 19 62
138 OM-2 Naive 3 29 117
139 OM-2 Naive 4 73 126
140 OM-2 Naive 5 53 135
141 OM-2 Naive 6 73 138
142 OM-2 Naive 7 80 131
143 OM-2 Naive 8 91 141
144 OM-2 Naive 9 90 135
145 OM-2 Naive 10 95 142
146 OM-2 Naive 11 60 133
147 OM-2 Naive 12 58 142
148 Root-beer-1 Electrode-Box-B2 0 11 85
149 Root-beer-1 Electrode-Box-B2 1 18 76
150 Root-beer-1 Electrode-Box-B2 2 40 105
151 Root-beer-1 Electrode-Box-B2 3 55 134
152 Root-beer-1 Electrode-Box-B2 4 75 136
153 Root-beer-1 Electrode-Box-B2 5 64 133
154 Root-beer-1 Electrode-Box-B2 6 104 139
155 Root-beer-1 Electrode-Box-B2 7 98 148
156 Root-beer-1 Electrode-Box-B2 8 81 145
157 Root-beer-1 Electrode-Box-B2 9 89 156
158 Root-beer-1 Electrode-Box-B2 10 105 158
159 Root-beer-2 Electrode-Box-A2 0 22 74
160 Root-beer-2 Electrode-Box-A2 1 31 87
161 Root-beer-2 Electrode-Box-A2 2 49 134
162 Root-beer-2 Electrode-Box-A2 3 31 89
163 Root-beer-2 Electrode-Box-A2 4 60 140
164 Root-beer-2 Electrode-Box-A2 5 84 147
165 Vu-vuong Naive 0 18 61
166 Vu-vuong Naive 1 35 91
167 Vu-vuong Naive 2 61 127
168 Vu-vuong Naive 3 34 146
169 Vu-vuong Naive 4 61 141
170 Vu-vuong Naive 5 37 151
171 Vu-vuong Naive 6 49 131
172 Vu-vuong Naive 7 65 149
173 Vu-vuong Naive 8 67 141
174 Vu-vuong Naive 9 73 140
175 Vu-vuong Naive 10 72 131
176 Vu-vuong Naive 11 89 158
177 Vu-vuong Naive 12 97 154
178 Vu-vuong Naive 13 93 145
179 Vu-vuong Naive 14 75 147
180 Vu-vuong Naive 15 68 142
181 Vu-vuong Naive 16 96 162
182 Vu-vuong Naive 17 68 144
183 Vu-vuong Naive 18 81 134
184 Vu-vuong Naive 19 66 144
185 Vu-vuong Naive 20 84 127
186 Vu-vuong Naive 21 66 133
@@ -0,0 +1,49 @@
subject,group,day,success,total,day_c,day_c2,tDCS,dayp
Banh-mi-1,Electrode-Box-B2,0,13,84,-8.2972972972973,68.845142439737,1,0
Banh-mi-1,Electrode-Box-B2,1,35,86,-7.2972972972973,53.2505478451424,1,1
Banh-mi-1,Electrode-Box-B2,2,47,110,-6.2972972972973,39.6559532505478,1,2
Banh-mi-1,Electrode-Box-B2,3,65,140,-5.2972972972973,28.0613586559532,1,3
Banh-mi-1,Electrode-Box-B2,4,70,127,-4.2972972972973,18.4667640613586,1,4
Banh-mi-1,Electrode-Box-B2,5,102,142,-3.2972972972973,10.8721694667641,1,5
Banh-mi-2,Electrode-Box-A2,0,25,97,-8.2972972972973,68.845142439737,0,0
Banh-mi-2,Electrode-Box-A2,1,22,101,-7.2972972972973,53.2505478451424,0,1
Banh-mi-2,Electrode-Box-A2,2,22,119,-6.2972972972973,39.6559532505478,0,2
Banh-mi-2,Electrode-Box-A2,3,29,118,-5.2972972972973,28.0613586559532,0,3
Banh-mi-2,Electrode-Box-A2,4,27,136,-4.2972972972973,18.4667640613586,0,4
Banh-mi-2,Electrode-Box-A2,5,43,146,-3.2972972972973,10.8721694667641,0,5
Egg-tart-1,Electrode-Box-B2,0,7,56,-8.2972972972973,68.845142439737,1,0
Egg-tart-1,Electrode-Box-B2,1,16,78,-7.2972972972973,53.2505478451424,1,1
Egg-tart-1,Electrode-Box-B2,2,23,103,-6.2972972972973,39.6559532505478,1,2
Egg-tart-1,Electrode-Box-B2,3,63,120,-5.2972972972973,28.0613586559532,1,3
Egg-tart-1,Electrode-Box-B2,4,69,132,-4.2972972972973,18.4667640613586,1,4
Egg-tart-1,Electrode-Box-B2,5,83,136,-3.2972972972973,10.8721694667641,1,5
Egg-tart-2,Electrode-Box-A2,0,9,32,-8.2972972972973,68.845142439737,0,0
Egg-tart-2,Electrode-Box-A2,1,2,38,-7.2972972972973,53.2505478451424,0,1
Egg-tart-2,Electrode-Box-A2,2,31,93,-6.2972972972973,39.6559532505478,0,2
Egg-tart-2,Electrode-Box-A2,3,44,101,-5.2972972972973,28.0613586559532,0,3
Egg-tart-2,Electrode-Box-A2,4,54,131,-4.2972972972973,18.4667640613586,0,4
Egg-tart-2,Electrode-Box-A2,5,84,139,-3.2972972972973,10.8721694667641,0,5
Khoai-lang-1,Electrode-Box-B2,0,3,69,-8.2972972972973,68.845142439737,1,0
Khoai-lang-1,Electrode-Box-B2,1,18,97,-7.2972972972973,53.2505478451424,1,1
Khoai-lang-1,Electrode-Box-B2,2,27,84,-6.2972972972973,39.6559532505478,1,2
Khoai-lang-1,Electrode-Box-B2,3,46,121,-5.2972972972973,28.0613586559532,1,3
Khoai-lang-1,Electrode-Box-B2,4,65,143,-4.2972972972973,18.4667640613586,1,4
Khoai-lang-1,Electrode-Box-B2,5,76,141,-3.2972972972973,10.8721694667641,1,5
Khoai-tay-1,Electrode-Box-A2,0,14,62,-8.2972972972973,68.845142439737,0,0
Khoai-tay-1,Electrode-Box-A2,1,22,83,-7.2972972972973,53.2505478451424,0,1
Khoai-tay-1,Electrode-Box-A2,2,6,79,-6.2972972972973,39.6559532505478,0,2
Khoai-tay-1,Electrode-Box-A2,3,28,97,-5.2972972972973,28.0613586559532,0,3
Khoai-tay-1,Electrode-Box-A2,4,60,134,-4.2972972972973,18.4667640613586,0,4
Khoai-tay-1,Electrode-Box-A2,5,75,138,-3.2972972972973,10.8721694667641,0,5
Root-beer-1,Electrode-Box-B2,0,11,85,-8.2972972972973,68.845142439737,1,0
Root-beer-1,Electrode-Box-B2,1,18,76,-7.2972972972973,53.2505478451424,1,1
Root-beer-1,Electrode-Box-B2,2,40,105,-6.2972972972973,39.6559532505478,1,2
Root-beer-1,Electrode-Box-B2,3,55,134,-5.2972972972973,28.0613586559532,1,3
Root-beer-1,Electrode-Box-B2,4,75,136,-4.2972972972973,18.4667640613586,1,4
Root-beer-1,Electrode-Box-B2,5,64,133,-3.2972972972973,10.8721694667641,1,5
Root-beer-2,Electrode-Box-A2,0,22,74,-8.2972972972973,68.845142439737,0,0
Root-beer-2,Electrode-Box-A2,1,31,87,-7.2972972972973,53.2505478451424,0,1
Root-beer-2,Electrode-Box-A2,2,49,134,-6.2972972972973,39.6559532505478,0,2
Root-beer-2,Electrode-Box-A2,3,31,89,-5.2972972972973,28.0613586559532,0,3
Root-beer-2,Electrode-Box-A2,4,60,140,-4.2972972972973,18.4667640613586,0,4
Root-beer-2,Electrode-Box-A2,5,84,147,-3.2972972972973,10.8721694667641,0,5
1 subject group day success total day_c day_c2 tDCS dayp
2 Banh-mi-1 Electrode-Box-B2 0 13 84 -8.2972972972973 68.845142439737 1 0
3 Banh-mi-1 Electrode-Box-B2 1 35 86 -7.2972972972973 53.2505478451424 1 1
4 Banh-mi-1 Electrode-Box-B2 2 47 110 -6.2972972972973 39.6559532505478 1 2
5 Banh-mi-1 Electrode-Box-B2 3 65 140 -5.2972972972973 28.0613586559532 1 3
6 Banh-mi-1 Electrode-Box-B2 4 70 127 -4.2972972972973 18.4667640613586 1 4
7 Banh-mi-1 Electrode-Box-B2 5 102 142 -3.2972972972973 10.8721694667641 1 5
8 Banh-mi-2 Electrode-Box-A2 0 25 97 -8.2972972972973 68.845142439737 0 0
9 Banh-mi-2 Electrode-Box-A2 1 22 101 -7.2972972972973 53.2505478451424 0 1
10 Banh-mi-2 Electrode-Box-A2 2 22 119 -6.2972972972973 39.6559532505478 0 2
11 Banh-mi-2 Electrode-Box-A2 3 29 118 -5.2972972972973 28.0613586559532 0 3
12 Banh-mi-2 Electrode-Box-A2 4 27 136 -4.2972972972973 18.4667640613586 0 4
13 Banh-mi-2 Electrode-Box-A2 5 43 146 -3.2972972972973 10.8721694667641 0 5
14 Egg-tart-1 Electrode-Box-B2 0 7 56 -8.2972972972973 68.845142439737 1 0
15 Egg-tart-1 Electrode-Box-B2 1 16 78 -7.2972972972973 53.2505478451424 1 1
16 Egg-tart-1 Electrode-Box-B2 2 23 103 -6.2972972972973 39.6559532505478 1 2
17 Egg-tart-1 Electrode-Box-B2 3 63 120 -5.2972972972973 28.0613586559532 1 3
18 Egg-tart-1 Electrode-Box-B2 4 69 132 -4.2972972972973 18.4667640613586 1 4
19 Egg-tart-1 Electrode-Box-B2 5 83 136 -3.2972972972973 10.8721694667641 1 5
20 Egg-tart-2 Electrode-Box-A2 0 9 32 -8.2972972972973 68.845142439737 0 0
21 Egg-tart-2 Electrode-Box-A2 1 2 38 -7.2972972972973 53.2505478451424 0 1
22 Egg-tart-2 Electrode-Box-A2 2 31 93 -6.2972972972973 39.6559532505478 0 2
23 Egg-tart-2 Electrode-Box-A2 3 44 101 -5.2972972972973 28.0613586559532 0 3
24 Egg-tart-2 Electrode-Box-A2 4 54 131 -4.2972972972973 18.4667640613586 0 4
25 Egg-tart-2 Electrode-Box-A2 5 84 139 -3.2972972972973 10.8721694667641 0 5
26 Khoai-lang-1 Electrode-Box-B2 0 3 69 -8.2972972972973 68.845142439737 1 0
27 Khoai-lang-1 Electrode-Box-B2 1 18 97 -7.2972972972973 53.2505478451424 1 1
28 Khoai-lang-1 Electrode-Box-B2 2 27 84 -6.2972972972973 39.6559532505478 1 2
29 Khoai-lang-1 Electrode-Box-B2 3 46 121 -5.2972972972973 28.0613586559532 1 3
30 Khoai-lang-1 Electrode-Box-B2 4 65 143 -4.2972972972973 18.4667640613586 1 4
31 Khoai-lang-1 Electrode-Box-B2 5 76 141 -3.2972972972973 10.8721694667641 1 5
32 Khoai-tay-1 Electrode-Box-A2 0 14 62 -8.2972972972973 68.845142439737 0 0
33 Khoai-tay-1 Electrode-Box-A2 1 22 83 -7.2972972972973 53.2505478451424 0 1
34 Khoai-tay-1 Electrode-Box-A2 2 6 79 -6.2972972972973 39.6559532505478 0 2
35 Khoai-tay-1 Electrode-Box-A2 3 28 97 -5.2972972972973 28.0613586559532 0 3
36 Khoai-tay-1 Electrode-Box-A2 4 60 134 -4.2972972972973 18.4667640613586 0 4
37 Khoai-tay-1 Electrode-Box-A2 5 75 138 -3.2972972972973 10.8721694667641 0 5
38 Root-beer-1 Electrode-Box-B2 0 11 85 -8.2972972972973 68.845142439737 1 0
39 Root-beer-1 Electrode-Box-B2 1 18 76 -7.2972972972973 53.2505478451424 1 1
40 Root-beer-1 Electrode-Box-B2 2 40 105 -6.2972972972973 39.6559532505478 1 2
41 Root-beer-1 Electrode-Box-B2 3 55 134 -5.2972972972973 28.0613586559532 1 3
42 Root-beer-1 Electrode-Box-B2 4 75 136 -4.2972972972973 18.4667640613586 1 4
43 Root-beer-1 Electrode-Box-B2 5 64 133 -3.2972972972973 10.8721694667641 1 5
44 Root-beer-2 Electrode-Box-A2 0 22 74 -8.2972972972973 68.845142439737 0 0
45 Root-beer-2 Electrode-Box-A2 1 31 87 -7.2972972972973 53.2505478451424 0 1
46 Root-beer-2 Electrode-Box-A2 2 49 134 -6.2972972972973 39.6559532505478 0 2
47 Root-beer-2 Electrode-Box-A2 3 31 89 -5.2972972972973 28.0613586559532 0 3
48 Root-beer-2 Electrode-Box-A2 4 60 140 -4.2972972972973 18.4667640613586 0 4
49 Root-beer-2 Electrode-Box-A2 5 84 147 -3.2972972972973 10.8721694667641 0 5
@@ -0,0 +1,36 @@
subject,group,day,success,total,day_c,day_c2,tDCS,dayp
Banh-mi-1,Electrode-Box-B2,6,90,131,-2.2972972972973,5.27757487216946,1,0
Banh-mi-1,Electrode-Box-B2,7,109,148,-1.2972972972973,1.68298027757487,1,1
Banh-mi-1,Electrode-Box-B2,8,104,137,-0.297297297297296,0.0883856829802771,1,2
Banh-mi-1,Electrode-Box-B2,9,119,150,0.702702702702704,0.493791088385684,1,3
Banh-mi-1,Electrode-Box-B2,10,121,158,1.7027027027027,2.89919649379109,1,4
Banh-mi-2,Electrode-Box-A2,6,74,146,-2.2972972972973,5.27757487216946,0,0
Banh-mi-2,Electrode-Box-A2,7,70,148,-1.2972972972973,1.68298027757487,0,1
Banh-mi-2,Electrode-Box-A2,8,65,130,-0.297297297297296,0.0883856829802771,0,2
Banh-mi-2,Electrode-Box-A2,9,79,151,0.702702702702704,0.493791088385684,0,3
Banh-mi-2,Electrode-Box-A2,10,93,152,1.7027027027027,2.89919649379109,0,4
Egg-tart-1,Electrode-Box-B2,6,71,142,-2.2972972972973,5.27757487216946,1,0
Egg-tart-1,Electrode-Box-B2,7,79,138,-1.2972972972973,1.68298027757487,1,1
Egg-tart-1,Electrode-Box-B2,8,98,142,-0.297297297297296,0.0883856829802771,1,2
Egg-tart-1,Electrode-Box-B2,9,89,139,0.702702702702704,0.493791088385684,1,3
Egg-tart-1,Electrode-Box-B2,10,96,143,1.7027027027027,2.89919649379109,1,4
Egg-tart-2,Electrode-Box-A2,6,85,145,-2.2972972972973,5.27757487216946,0,0
Egg-tart-2,Electrode-Box-A2,7,79,143,-1.2972972972973,1.68298027757487,0,1
Egg-tart-2,Electrode-Box-A2,8,76,131,-0.297297297297296,0.0883856829802771,0,2
Egg-tart-2,Electrode-Box-A2,9,88,149,0.702702702702704,0.493791088385684,0,3
Egg-tart-2,Electrode-Box-A2,10,81,151,1.7027027027027,2.89919649379109,0,4
Khoai-lang-1,Electrode-Box-B2,6,79,146,-2.2972972972973,5.27757487216946,1,0
Khoai-lang-1,Electrode-Box-B2,7,81,153,-1.2972972972973,1.68298027757487,1,1
Khoai-lang-1,Electrode-Box-B2,8,98,144,-0.297297297297296,0.0883856829802771,1,2
Khoai-lang-1,Electrode-Box-B2,9,101,149,0.702702702702704,0.493791088385684,1,3
Khoai-lang-1,Electrode-Box-B2,10,103,150,1.7027027027027,2.89919649379109,1,4
Khoai-tay-1,Electrode-Box-A2,6,81,137,-2.2972972972973,5.27757487216946,0,0
Khoai-tay-1,Electrode-Box-A2,7,78,147,-1.2972972972973,1.68298027757487,0,1
Khoai-tay-1,Electrode-Box-A2,8,91,132,-0.297297297297296,0.0883856829802771,0,2
Khoai-tay-1,Electrode-Box-A2,9,99,146,0.702702702702704,0.493791088385684,0,3
Khoai-tay-1,Electrode-Box-A2,10,94,143,1.7027027027027,2.89919649379109,0,4
Root-beer-1,Electrode-Box-B2,6,104,139,-2.2972972972973,5.27757487216946,1,0
Root-beer-1,Electrode-Box-B2,7,98,148,-1.2972972972973,1.68298027757487,1,1
Root-beer-1,Electrode-Box-B2,8,81,145,-0.297297297297296,0.0883856829802771,1,2
Root-beer-1,Electrode-Box-B2,9,89,156,0.702702702702704,0.493791088385684,1,3
Root-beer-1,Electrode-Box-B2,10,105,158,1.7027027027027,2.89919649379109,1,4
1 subject group day success total day_c day_c2 tDCS dayp
2 Banh-mi-1 Electrode-Box-B2 6 90 131 -2.2972972972973 5.27757487216946 1 0
3 Banh-mi-1 Electrode-Box-B2 7 109 148 -1.2972972972973 1.68298027757487 1 1
4 Banh-mi-1 Electrode-Box-B2 8 104 137 -0.297297297297296 0.0883856829802771 1 2
5 Banh-mi-1 Electrode-Box-B2 9 119 150 0.702702702702704 0.493791088385684 1 3
6 Banh-mi-1 Electrode-Box-B2 10 121 158 1.7027027027027 2.89919649379109 1 4
7 Banh-mi-2 Electrode-Box-A2 6 74 146 -2.2972972972973 5.27757487216946 0 0
8 Banh-mi-2 Electrode-Box-A2 7 70 148 -1.2972972972973 1.68298027757487 0 1
9 Banh-mi-2 Electrode-Box-A2 8 65 130 -0.297297297297296 0.0883856829802771 0 2
10 Banh-mi-2 Electrode-Box-A2 9 79 151 0.702702702702704 0.493791088385684 0 3
11 Banh-mi-2 Electrode-Box-A2 10 93 152 1.7027027027027 2.89919649379109 0 4
12 Egg-tart-1 Electrode-Box-B2 6 71 142 -2.2972972972973 5.27757487216946 1 0
13 Egg-tart-1 Electrode-Box-B2 7 79 138 -1.2972972972973 1.68298027757487 1 1
14 Egg-tart-1 Electrode-Box-B2 8 98 142 -0.297297297297296 0.0883856829802771 1 2
15 Egg-tart-1 Electrode-Box-B2 9 89 139 0.702702702702704 0.493791088385684 1 3
16 Egg-tart-1 Electrode-Box-B2 10 96 143 1.7027027027027 2.89919649379109 1 4
17 Egg-tart-2 Electrode-Box-A2 6 85 145 -2.2972972972973 5.27757487216946 0 0
18 Egg-tart-2 Electrode-Box-A2 7 79 143 -1.2972972972973 1.68298027757487 0 1
19 Egg-tart-2 Electrode-Box-A2 8 76 131 -0.297297297297296 0.0883856829802771 0 2
20 Egg-tart-2 Electrode-Box-A2 9 88 149 0.702702702702704 0.493791088385684 0 3
21 Egg-tart-2 Electrode-Box-A2 10 81 151 1.7027027027027 2.89919649379109 0 4
22 Khoai-lang-1 Electrode-Box-B2 6 79 146 -2.2972972972973 5.27757487216946 1 0
23 Khoai-lang-1 Electrode-Box-B2 7 81 153 -1.2972972972973 1.68298027757487 1 1
24 Khoai-lang-1 Electrode-Box-B2 8 98 144 -0.297297297297296 0.0883856829802771 1 2
25 Khoai-lang-1 Electrode-Box-B2 9 101 149 0.702702702702704 0.493791088385684 1 3
26 Khoai-lang-1 Electrode-Box-B2 10 103 150 1.7027027027027 2.89919649379109 1 4
27 Khoai-tay-1 Electrode-Box-A2 6 81 137 -2.2972972972973 5.27757487216946 0 0
28 Khoai-tay-1 Electrode-Box-A2 7 78 147 -1.2972972972973 1.68298027757487 0 1
29 Khoai-tay-1 Electrode-Box-A2 8 91 132 -0.297297297297296 0.0883856829802771 0 2
30 Khoai-tay-1 Electrode-Box-A2 9 99 146 0.702702702702704 0.493791088385684 0 3
31 Khoai-tay-1 Electrode-Box-A2 10 94 143 1.7027027027027 2.89919649379109 0 4
32 Root-beer-1 Electrode-Box-B2 6 104 139 -2.2972972972973 5.27757487216946 1 0
33 Root-beer-1 Electrode-Box-B2 7 98 148 -1.2972972972973 1.68298027757487 1 1
34 Root-beer-1 Electrode-Box-B2 8 81 145 -0.297297297297296 0.0883856829802771 1 2
35 Root-beer-1 Electrode-Box-B2 9 89 156 0.702702702702704 0.493791088385684 1 3
36 Root-beer-1 Electrode-Box-B2 10 105 158 1.7027027027027 2.89919649379109 1 4
@@ -0,0 +1,51 @@
subject,group,day,success,total,day_c,day_c2,tDCS,dayp
Banh-mi-1,Electrode-Box-B2,6,90,131,-2.2972972972973,5.27757487216946,1,0
Banh-mi-1,Electrode-Box-B2,7,109,148,-1.2972972972973,1.68298027757487,1,1
Banh-mi-1,Electrode-Box-B2,8,104,137,-0.297297297297296,0.0883856829802771,1,2
Banh-mi-1,Electrode-Box-B2,9,119,150,0.702702702702704,0.493791088385684,1,3
Banh-mi-1,Electrode-Box-B2,10,121,158,1.7027027027027,2.89919649379109,1,4
Banh-mi-1,Electrode-Box-B2,11,121,148,2.7027027027027,7.3046018991965,1,5
Banh-mi-1,Electrode-Box-B2,12,120,149,3.7027027027027,13.7100073046019,1,6
Banh-mi-1,Electrode-Box-B2,13,135,154,4.7027027027027,22.1154127100073,1,7
Banh-mi-2,Electrode-Box-A2,6,74,146,-2.2972972972973,5.27757487216946,0,0
Banh-mi-2,Electrode-Box-A2,7,70,148,-1.2972972972973,1.68298027757487,0,1
Banh-mi-2,Electrode-Box-A2,8,65,130,-0.297297297297296,0.0883856829802771,0,2
Banh-mi-2,Electrode-Box-A2,9,79,151,0.702702702702704,0.493791088385684,0,3
Banh-mi-2,Electrode-Box-A2,10,93,152,1.7027027027027,2.89919649379109,0,4
Egg-tart-1,Electrode-Box-B2,6,71,142,-2.2972972972973,5.27757487216946,1,0
Egg-tart-1,Electrode-Box-B2,7,79,138,-1.2972972972973,1.68298027757487,1,1
Egg-tart-1,Electrode-Box-B2,8,98,142,-0.297297297297296,0.0883856829802771,1,2
Egg-tart-1,Electrode-Box-B2,9,89,139,0.702702702702704,0.493791088385684,1,3
Egg-tart-1,Electrode-Box-B2,10,96,143,1.7027027027027,2.89919649379109,1,4
Egg-tart-1,Electrode-Box-B2,11,96,148,2.7027027027027,7.3046018991965,1,5
Egg-tart-1,Electrode-Box-B2,12,101,156,3.7027027027027,13.7100073046019,1,6
Egg-tart-1,Electrode-Box-B2,13,103,152,4.7027027027027,22.1154127100073,1,7
Egg-tart-2,Electrode-Box-A2,6,85,145,-2.2972972972973,5.27757487216946,0,0
Egg-tart-2,Electrode-Box-A2,7,79,143,-1.2972972972973,1.68298027757487,0,1
Egg-tart-2,Electrode-Box-A2,8,76,131,-0.297297297297296,0.0883856829802771,0,2
Egg-tart-2,Electrode-Box-A2,9,88,149,0.702702702702704,0.493791088385684,0,3
Egg-tart-2,Electrode-Box-A2,10,81,151,1.7027027027027,2.89919649379109,0,4
Egg-tart-2,Electrode-Box-A2,11,78,152,2.7027027027027,7.3046018991965,0,5
Egg-tart-2,Electrode-Box-A2,12,96,155,3.7027027027027,13.7100073046019,0,6
Egg-tart-2,Electrode-Box-A2,13,84,155,4.7027027027027,22.1154127100073,0,7
Khoai-lang-1,Electrode-Box-B2,6,79,146,-2.2972972972973,5.27757487216946,1,0
Khoai-lang-1,Electrode-Box-B2,7,81,153,-1.2972972972973,1.68298027757487,1,1
Khoai-lang-1,Electrode-Box-B2,8,98,144,-0.297297297297296,0.0883856829802771,1,2
Khoai-lang-1,Electrode-Box-B2,9,101,149,0.702702702702704,0.493791088385684,1,3
Khoai-lang-1,Electrode-Box-B2,10,103,150,1.7027027027027,2.89919649379109,1,4
Khoai-lang-1,Electrode-Box-B2,11,113,154,2.7027027027027,7.3046018991965,1,5
Khoai-lang-1,Electrode-Box-B2,12,117,148,3.7027027027027,13.7100073046019,1,6
Khoai-lang-1,Electrode-Box-B2,13,114,146,4.7027027027027,22.1154127100073,1,7
Khoai-tay-1,Electrode-Box-A2,6,81,137,-2.2972972972973,5.27757487216946,0,0
Khoai-tay-1,Electrode-Box-A2,7,78,147,-1.2972972972973,1.68298027757487,0,1
Khoai-tay-1,Electrode-Box-A2,8,91,132,-0.297297297297296,0.0883856829802771,0,2
Khoai-tay-1,Electrode-Box-A2,9,99,146,0.702702702702704,0.493791088385684,0,3
Khoai-tay-1,Electrode-Box-A2,10,94,143,1.7027027027027,2.89919649379109,0,4
Khoai-tay-1,Electrode-Box-A2,11,110,156,2.7027027027027,7.3046018991965,0,5
Khoai-tay-1,Electrode-Box-A2,12,105,143,3.7027027027027,13.7100073046019,0,6
Khoai-tay-1,Electrode-Box-A2,13,106,153,4.7027027027027,22.1154127100073,0,7
Root-beer-1,Electrode-Box-B2,6,104,139,-2.2972972972973,5.27757487216946,1,0
Root-beer-1,Electrode-Box-B2,7,98,148,-1.2972972972973,1.68298027757487,1,1
Root-beer-1,Electrode-Box-B2,8,81,145,-0.297297297297296,0.0883856829802771,1,2
Root-beer-1,Electrode-Box-B2,9,89,156,0.702702702702704,0.493791088385684,1,3
Root-beer-1,Electrode-Box-B2,10,105,158,1.7027027027027,2.89919649379109,1,4
1 subject group day success total day_c day_c2 tDCS dayp
2 Banh-mi-1 Electrode-Box-B2 6 90 131 -2.2972972972973 5.27757487216946 1 0
3 Banh-mi-1 Electrode-Box-B2 7 109 148 -1.2972972972973 1.68298027757487 1 1
4 Banh-mi-1 Electrode-Box-B2 8 104 137 -0.297297297297296 0.0883856829802771 1 2
5 Banh-mi-1 Electrode-Box-B2 9 119 150 0.702702702702704 0.493791088385684 1 3
6 Banh-mi-1 Electrode-Box-B2 10 121 158 1.7027027027027 2.89919649379109 1 4
7 Banh-mi-1 Electrode-Box-B2 11 121 148 2.7027027027027 7.3046018991965 1 5
8 Banh-mi-1 Electrode-Box-B2 12 120 149 3.7027027027027 13.7100073046019 1 6
9 Banh-mi-1 Electrode-Box-B2 13 135 154 4.7027027027027 22.1154127100073 1 7
10 Banh-mi-2 Electrode-Box-A2 6 74 146 -2.2972972972973 5.27757487216946 0 0
11 Banh-mi-2 Electrode-Box-A2 7 70 148 -1.2972972972973 1.68298027757487 0 1
12 Banh-mi-2 Electrode-Box-A2 8 65 130 -0.297297297297296 0.0883856829802771 0 2
13 Banh-mi-2 Electrode-Box-A2 9 79 151 0.702702702702704 0.493791088385684 0 3
14 Banh-mi-2 Electrode-Box-A2 10 93 152 1.7027027027027 2.89919649379109 0 4
15 Egg-tart-1 Electrode-Box-B2 6 71 142 -2.2972972972973 5.27757487216946 1 0
16 Egg-tart-1 Electrode-Box-B2 7 79 138 -1.2972972972973 1.68298027757487 1 1
17 Egg-tart-1 Electrode-Box-B2 8 98 142 -0.297297297297296 0.0883856829802771 1 2
18 Egg-tart-1 Electrode-Box-B2 9 89 139 0.702702702702704 0.493791088385684 1 3
19 Egg-tart-1 Electrode-Box-B2 10 96 143 1.7027027027027 2.89919649379109 1 4
20 Egg-tart-1 Electrode-Box-B2 11 96 148 2.7027027027027 7.3046018991965 1 5
21 Egg-tart-1 Electrode-Box-B2 12 101 156 3.7027027027027 13.7100073046019 1 6
22 Egg-tart-1 Electrode-Box-B2 13 103 152 4.7027027027027 22.1154127100073 1 7
23 Egg-tart-2 Electrode-Box-A2 6 85 145 -2.2972972972973 5.27757487216946 0 0
24 Egg-tart-2 Electrode-Box-A2 7 79 143 -1.2972972972973 1.68298027757487 0 1
25 Egg-tart-2 Electrode-Box-A2 8 76 131 -0.297297297297296 0.0883856829802771 0 2
26 Egg-tart-2 Electrode-Box-A2 9 88 149 0.702702702702704 0.493791088385684 0 3
27 Egg-tart-2 Electrode-Box-A2 10 81 151 1.7027027027027 2.89919649379109 0 4
28 Egg-tart-2 Electrode-Box-A2 11 78 152 2.7027027027027 7.3046018991965 0 5
29 Egg-tart-2 Electrode-Box-A2 12 96 155 3.7027027027027 13.7100073046019 0 6
30 Egg-tart-2 Electrode-Box-A2 13 84 155 4.7027027027027 22.1154127100073 0 7
31 Khoai-lang-1 Electrode-Box-B2 6 79 146 -2.2972972972973 5.27757487216946 1 0
32 Khoai-lang-1 Electrode-Box-B2 7 81 153 -1.2972972972973 1.68298027757487 1 1
33 Khoai-lang-1 Electrode-Box-B2 8 98 144 -0.297297297297296 0.0883856829802771 1 2
34 Khoai-lang-1 Electrode-Box-B2 9 101 149 0.702702702702704 0.493791088385684 1 3
35 Khoai-lang-1 Electrode-Box-B2 10 103 150 1.7027027027027 2.89919649379109 1 4
36 Khoai-lang-1 Electrode-Box-B2 11 113 154 2.7027027027027 7.3046018991965 1 5
37 Khoai-lang-1 Electrode-Box-B2 12 117 148 3.7027027027027 13.7100073046019 1 6
38 Khoai-lang-1 Electrode-Box-B2 13 114 146 4.7027027027027 22.1154127100073 1 7
39 Khoai-tay-1 Electrode-Box-A2 6 81 137 -2.2972972972973 5.27757487216946 0 0
40 Khoai-tay-1 Electrode-Box-A2 7 78 147 -1.2972972972973 1.68298027757487 0 1
41 Khoai-tay-1 Electrode-Box-A2 8 91 132 -0.297297297297296 0.0883856829802771 0 2
42 Khoai-tay-1 Electrode-Box-A2 9 99 146 0.702702702702704 0.493791088385684 0 3
43 Khoai-tay-1 Electrode-Box-A2 10 94 143 1.7027027027027 2.89919649379109 0 4
44 Khoai-tay-1 Electrode-Box-A2 11 110 156 2.7027027027027 7.3046018991965 0 5
45 Khoai-tay-1 Electrode-Box-A2 12 105 143 3.7027027027027 13.7100073046019 0 6
46 Khoai-tay-1 Electrode-Box-A2 13 106 153 4.7027027027027 22.1154127100073 0 7
47 Root-beer-1 Electrode-Box-B2 6 104 139 -2.2972972972973 5.27757487216946 1 0
48 Root-beer-1 Electrode-Box-B2 7 98 148 -1.2972972972973 1.68298027757487 1 1
49 Root-beer-1 Electrode-Box-B2 8 81 145 -0.297297297297296 0.0883856829802771 1 2
50 Root-beer-1 Electrode-Box-B2 9 89 156 0.702702702702704 0.493791088385684 1 3
51 Root-beer-1 Electrode-Box-B2 10 105 158 1.7027027027027 2.89919649379109 1 4
@@ -0,0 +1,49 @@
subject,group,day,success,total,day_c,day_c2,tDCS,dayp
Banh-mi-1,Electrode-Box-B2,0,13,84,-8.2972972972973,68.845142439737,1,0
Banh-mi-1,Electrode-Box-B2,1,35,86,-7.2972972972973,53.2505478451424,1,1
Banh-mi-1,Electrode-Box-B2,2,47,110,-6.2972972972973,39.6559532505478,1,2
Banh-mi-1,Electrode-Box-B2,3,65,140,-5.2972972972973,28.0613586559532,1,3
Banh-mi-1,Electrode-Box-B2,4,70,127,-4.2972972972973,18.4667640613586,1,4
Banh-mi-1,Electrode-Box-B2,5,102,142,-3.2972972972973,10.8721694667641,1,5
Banh-mi-2,Electrode-Box-A2,0,25,97,-8.2972972972973,68.845142439737,0,0
Banh-mi-2,Electrode-Box-A2,1,22,101,-7.2972972972973,53.2505478451424,0,1
Banh-mi-2,Electrode-Box-A2,2,22,119,-6.2972972972973,39.6559532505478,0,2
Banh-mi-2,Electrode-Box-A2,3,29,118,-5.2972972972973,28.0613586559532,0,3
Banh-mi-2,Electrode-Box-A2,4,27,136,-4.2972972972973,18.4667640613586,0,4
Banh-mi-2,Electrode-Box-A2,5,43,146,-3.2972972972973,10.8721694667641,0,5
Egg-tart-1,Electrode-Box-B2,0,7,56,-8.2972972972973,68.845142439737,1,0
Egg-tart-1,Electrode-Box-B2,1,16,78,-7.2972972972973,53.2505478451424,1,1
Egg-tart-1,Electrode-Box-B2,2,23,103,-6.2972972972973,39.6559532505478,1,2
Egg-tart-1,Electrode-Box-B2,3,63,120,-5.2972972972973,28.0613586559532,1,3
Egg-tart-1,Electrode-Box-B2,4,69,132,-4.2972972972973,18.4667640613586,1,4
Egg-tart-1,Electrode-Box-B2,5,83,136,-3.2972972972973,10.8721694667641,1,5
Egg-tart-2,Electrode-Box-A2,0,9,32,-8.2972972972973,68.845142439737,0,0
Egg-tart-2,Electrode-Box-A2,1,2,38,-7.2972972972973,53.2505478451424,0,1
Egg-tart-2,Electrode-Box-A2,2,31,93,-6.2972972972973,39.6559532505478,0,2
Egg-tart-2,Electrode-Box-A2,3,44,101,-5.2972972972973,28.0613586559532,0,3
Egg-tart-2,Electrode-Box-A2,4,54,131,-4.2972972972973,18.4667640613586,0,4
Egg-tart-2,Electrode-Box-A2,5,84,139,-3.2972972972973,10.8721694667641,0,5
Khoai-lang-1,Electrode-Box-B2,0,3,69,-8.2972972972973,68.845142439737,1,0
Khoai-lang-1,Electrode-Box-B2,1,18,97,-7.2972972972973,53.2505478451424,1,1
Khoai-lang-1,Electrode-Box-B2,2,27,84,-6.2972972972973,39.6559532505478,1,2
Khoai-lang-1,Electrode-Box-B2,3,46,121,-5.2972972972973,28.0613586559532,1,3
Khoai-lang-1,Electrode-Box-B2,4,65,143,-4.2972972972973,18.4667640613586,1,4
Khoai-lang-1,Electrode-Box-B2,5,76,141,-3.2972972972973,10.8721694667641,1,5
Khoai-tay-1,Electrode-Box-B2,0,14,62,-8.2972972972973,68.845142439737,1,0
Khoai-tay-1,Electrode-Box-B2,1,22,83,-7.2972972972973,53.2505478451424,1,1
Khoai-tay-1,Electrode-Box-B2,2,6,79,-6.2972972972973,39.6559532505478,1,2
Khoai-tay-1,Electrode-Box-B2,3,28,97,-5.2972972972973,28.0613586559532,1,3
Khoai-tay-1,Electrode-Box-B2,4,60,134,-4.2972972972973,18.4667640613586,1,4
Khoai-tay-1,Electrode-Box-B2,5,75,138,-3.2972972972973,10.8721694667641,1,5
Root-beer-1,Electrode-Box-B2,0,11,85,-8.2972972972973,68.845142439737,1,0
Root-beer-1,Electrode-Box-B2,1,18,76,-7.2972972972973,53.2505478451424,1,1
Root-beer-1,Electrode-Box-B2,2,40,105,-6.2972972972973,39.6559532505478,1,2
Root-beer-1,Electrode-Box-B2,3,55,134,-5.2972972972973,28.0613586559532,1,3
Root-beer-1,Electrode-Box-B2,4,75,136,-4.2972972972973,18.4667640613586,1,4
Root-beer-1,Electrode-Box-B2,5,64,133,-3.2972972972973,10.8721694667641,1,5
Root-beer-2,Electrode-Box-A2,0,22,74,-8.2972972972973,68.845142439737,0,0
Root-beer-2,Electrode-Box-A2,1,31,87,-7.2972972972973,53.2505478451424,0,1
Root-beer-2,Electrode-Box-A2,2,49,134,-6.2972972972973,39.6559532505478,0,2
Root-beer-2,Electrode-Box-A2,3,31,89,-5.2972972972973,28.0613586559532,0,3
Root-beer-2,Electrode-Box-A2,4,60,140,-4.2972972972973,18.4667640613586,0,4
Root-beer-2,Electrode-Box-A2,5,84,147,-3.2972972972973,10.8721694667641,0,5
1 subject group day success total day_c day_c2 tDCS dayp
2 Banh-mi-1 Electrode-Box-B2 0 13 84 -8.2972972972973 68.845142439737 1 0
3 Banh-mi-1 Electrode-Box-B2 1 35 86 -7.2972972972973 53.2505478451424 1 1
4 Banh-mi-1 Electrode-Box-B2 2 47 110 -6.2972972972973 39.6559532505478 1 2
5 Banh-mi-1 Electrode-Box-B2 3 65 140 -5.2972972972973 28.0613586559532 1 3
6 Banh-mi-1 Electrode-Box-B2 4 70 127 -4.2972972972973 18.4667640613586 1 4
7 Banh-mi-1 Electrode-Box-B2 5 102 142 -3.2972972972973 10.8721694667641 1 5
8 Banh-mi-2 Electrode-Box-A2 0 25 97 -8.2972972972973 68.845142439737 0 0
9 Banh-mi-2 Electrode-Box-A2 1 22 101 -7.2972972972973 53.2505478451424 0 1
10 Banh-mi-2 Electrode-Box-A2 2 22 119 -6.2972972972973 39.6559532505478 0 2
11 Banh-mi-2 Electrode-Box-A2 3 29 118 -5.2972972972973 28.0613586559532 0 3
12 Banh-mi-2 Electrode-Box-A2 4 27 136 -4.2972972972973 18.4667640613586 0 4
13 Banh-mi-2 Electrode-Box-A2 5 43 146 -3.2972972972973 10.8721694667641 0 5
14 Egg-tart-1 Electrode-Box-B2 0 7 56 -8.2972972972973 68.845142439737 1 0
15 Egg-tart-1 Electrode-Box-B2 1 16 78 -7.2972972972973 53.2505478451424 1 1
16 Egg-tart-1 Electrode-Box-B2 2 23 103 -6.2972972972973 39.6559532505478 1 2
17 Egg-tart-1 Electrode-Box-B2 3 63 120 -5.2972972972973 28.0613586559532 1 3
18 Egg-tart-1 Electrode-Box-B2 4 69 132 -4.2972972972973 18.4667640613586 1 4
19 Egg-tart-1 Electrode-Box-B2 5 83 136 -3.2972972972973 10.8721694667641 1 5
20 Egg-tart-2 Electrode-Box-A2 0 9 32 -8.2972972972973 68.845142439737 0 0
21 Egg-tart-2 Electrode-Box-A2 1 2 38 -7.2972972972973 53.2505478451424 0 1
22 Egg-tart-2 Electrode-Box-A2 2 31 93 -6.2972972972973 39.6559532505478 0 2
23 Egg-tart-2 Electrode-Box-A2 3 44 101 -5.2972972972973 28.0613586559532 0 3
24 Egg-tart-2 Electrode-Box-A2 4 54 131 -4.2972972972973 18.4667640613586 0 4
25 Egg-tart-2 Electrode-Box-A2 5 84 139 -3.2972972972973 10.8721694667641 0 5
26 Khoai-lang-1 Electrode-Box-B2 0 3 69 -8.2972972972973 68.845142439737 1 0
27 Khoai-lang-1 Electrode-Box-B2 1 18 97 -7.2972972972973 53.2505478451424 1 1
28 Khoai-lang-1 Electrode-Box-B2 2 27 84 -6.2972972972973 39.6559532505478 1 2
29 Khoai-lang-1 Electrode-Box-B2 3 46 121 -5.2972972972973 28.0613586559532 1 3
30 Khoai-lang-1 Electrode-Box-B2 4 65 143 -4.2972972972973 18.4667640613586 1 4
31 Khoai-lang-1 Electrode-Box-B2 5 76 141 -3.2972972972973 10.8721694667641 1 5
32 Khoai-tay-1 Electrode-Box-B2 0 14 62 -8.2972972972973 68.845142439737 1 0
33 Khoai-tay-1 Electrode-Box-B2 1 22 83 -7.2972972972973 53.2505478451424 1 1
34 Khoai-tay-1 Electrode-Box-B2 2 6 79 -6.2972972972973 39.6559532505478 1 2
35 Khoai-tay-1 Electrode-Box-B2 3 28 97 -5.2972972972973 28.0613586559532 1 3
36 Khoai-tay-1 Electrode-Box-B2 4 60 134 -4.2972972972973 18.4667640613586 1 4
37 Khoai-tay-1 Electrode-Box-B2 5 75 138 -3.2972972972973 10.8721694667641 1 5
38 Root-beer-1 Electrode-Box-B2 0 11 85 -8.2972972972973 68.845142439737 1 0
39 Root-beer-1 Electrode-Box-B2 1 18 76 -7.2972972972973 53.2505478451424 1 1
40 Root-beer-1 Electrode-Box-B2 2 40 105 -6.2972972972973 39.6559532505478 1 2
41 Root-beer-1 Electrode-Box-B2 3 55 134 -5.2972972972973 28.0613586559532 1 3
42 Root-beer-1 Electrode-Box-B2 4 75 136 -4.2972972972973 18.4667640613586 1 4
43 Root-beer-1 Electrode-Box-B2 5 64 133 -3.2972972972973 10.8721694667641 1 5
44 Root-beer-2 Electrode-Box-A2 0 22 74 -8.2972972972973 68.845142439737 0 0
45 Root-beer-2 Electrode-Box-A2 1 31 87 -7.2972972972973 53.2505478451424 0 1
46 Root-beer-2 Electrode-Box-A2 2 49 134 -6.2972972972973 39.6559532505478 0 2
47 Root-beer-2 Electrode-Box-A2 3 31 89 -5.2972972972973 28.0613586559532 0 3
48 Root-beer-2 Electrode-Box-A2 4 60 140 -4.2972972972973 18.4667640613586 0 4
49 Root-beer-2 Electrode-Box-A2 5 84 147 -3.2972972972973 10.8721694667641 0 5
@@ -0,0 +1,36 @@
subject,group,day,success,total,day_c,day_c2,tDCS,dayp
Banh-mi-1,Electrode-Box-B2,6,90,131,-2.2972972972973,5.27757487216946,1,0
Banh-mi-1,Electrode-Box-B2,7,109,148,-1.2972972972973,1.68298027757487,1,1
Banh-mi-1,Electrode-Box-B2,8,104,137,-0.297297297297296,0.0883856829802771,1,2
Banh-mi-1,Electrode-Box-B2,9,119,150,0.702702702702704,0.493791088385684,1,3
Banh-mi-1,Electrode-Box-B2,10,121,158,1.7027027027027,2.89919649379109,1,4
Banh-mi-2,Electrode-Box-A2,6,74,146,-2.2972972972973,5.27757487216946,0,0
Banh-mi-2,Electrode-Box-A2,7,70,148,-1.2972972972973,1.68298027757487,0,1
Banh-mi-2,Electrode-Box-A2,8,65,130,-0.297297297297296,0.0883856829802771,0,2
Banh-mi-2,Electrode-Box-A2,9,79,151,0.702702702702704,0.493791088385684,0,3
Banh-mi-2,Electrode-Box-A2,10,93,152,1.7027027027027,2.89919649379109,0,4
Egg-tart-1,Electrode-Box-B2,6,71,142,-2.2972972972973,5.27757487216946,1,0
Egg-tart-1,Electrode-Box-B2,7,79,138,-1.2972972972973,1.68298027757487,1,1
Egg-tart-1,Electrode-Box-B2,8,98,142,-0.297297297297296,0.0883856829802771,1,2
Egg-tart-1,Electrode-Box-B2,9,89,139,0.702702702702704,0.493791088385684,1,3
Egg-tart-1,Electrode-Box-B2,10,96,143,1.7027027027027,2.89919649379109,1,4
Egg-tart-2,Electrode-Box-A2,6,85,145,-2.2972972972973,5.27757487216946,0,0
Egg-tart-2,Electrode-Box-A2,7,79,143,-1.2972972972973,1.68298027757487,0,1
Egg-tart-2,Electrode-Box-A2,8,76,131,-0.297297297297296,0.0883856829802771,0,2
Egg-tart-2,Electrode-Box-A2,9,88,149,0.702702702702704,0.493791088385684,0,3
Egg-tart-2,Electrode-Box-A2,10,81,151,1.7027027027027,2.89919649379109,0,4
Khoai-lang-1,Electrode-Box-B2,6,79,146,-2.2972972972973,5.27757487216946,1,0
Khoai-lang-1,Electrode-Box-B2,7,81,153,-1.2972972972973,1.68298027757487,1,1
Khoai-lang-1,Electrode-Box-B2,8,98,144,-0.297297297297296,0.0883856829802771,1,2
Khoai-lang-1,Electrode-Box-B2,9,101,149,0.702702702702704,0.493791088385684,1,3
Khoai-lang-1,Electrode-Box-B2,10,103,150,1.7027027027027,2.89919649379109,1,4
Khoai-tay-1,Electrode-Box-B2,6,81,137,-2.2972972972973,5.27757487216946,1,0
Khoai-tay-1,Electrode-Box-B2,7,78,147,-1.2972972972973,1.68298027757487,1,1
Khoai-tay-1,Electrode-Box-B2,8,91,132,-0.297297297297296,0.0883856829802771,1,2
Khoai-tay-1,Electrode-Box-B2,9,99,146,0.702702702702704,0.493791088385684,1,3
Khoai-tay-1,Electrode-Box-B2,10,94,143,1.7027027027027,2.89919649379109,1,4
Root-beer-1,Electrode-Box-B2,6,104,139,-2.2972972972973,5.27757487216946,1,0
Root-beer-1,Electrode-Box-B2,7,98,148,-1.2972972972973,1.68298027757487,1,1
Root-beer-1,Electrode-Box-B2,8,81,145,-0.297297297297296,0.0883856829802771,1,2
Root-beer-1,Electrode-Box-B2,9,89,156,0.702702702702704,0.493791088385684,1,3
Root-beer-1,Electrode-Box-B2,10,105,158,1.7027027027027,2.89919649379109,1,4
1 subject group day success total day_c day_c2 tDCS dayp
2 Banh-mi-1 Electrode-Box-B2 6 90 131 -2.2972972972973 5.27757487216946 1 0
3 Banh-mi-1 Electrode-Box-B2 7 109 148 -1.2972972972973 1.68298027757487 1 1
4 Banh-mi-1 Electrode-Box-B2 8 104 137 -0.297297297297296 0.0883856829802771 1 2
5 Banh-mi-1 Electrode-Box-B2 9 119 150 0.702702702702704 0.493791088385684 1 3
6 Banh-mi-1 Electrode-Box-B2 10 121 158 1.7027027027027 2.89919649379109 1 4
7 Banh-mi-2 Electrode-Box-A2 6 74 146 -2.2972972972973 5.27757487216946 0 0
8 Banh-mi-2 Electrode-Box-A2 7 70 148 -1.2972972972973 1.68298027757487 0 1
9 Banh-mi-2 Electrode-Box-A2 8 65 130 -0.297297297297296 0.0883856829802771 0 2
10 Banh-mi-2 Electrode-Box-A2 9 79 151 0.702702702702704 0.493791088385684 0 3
11 Banh-mi-2 Electrode-Box-A2 10 93 152 1.7027027027027 2.89919649379109 0 4
12 Egg-tart-1 Electrode-Box-B2 6 71 142 -2.2972972972973 5.27757487216946 1 0
13 Egg-tart-1 Electrode-Box-B2 7 79 138 -1.2972972972973 1.68298027757487 1 1
14 Egg-tart-1 Electrode-Box-B2 8 98 142 -0.297297297297296 0.0883856829802771 1 2
15 Egg-tart-1 Electrode-Box-B2 9 89 139 0.702702702702704 0.493791088385684 1 3
16 Egg-tart-1 Electrode-Box-B2 10 96 143 1.7027027027027 2.89919649379109 1 4
17 Egg-tart-2 Electrode-Box-A2 6 85 145 -2.2972972972973 5.27757487216946 0 0
18 Egg-tart-2 Electrode-Box-A2 7 79 143 -1.2972972972973 1.68298027757487 0 1
19 Egg-tart-2 Electrode-Box-A2 8 76 131 -0.297297297297296 0.0883856829802771 0 2
20 Egg-tart-2 Electrode-Box-A2 9 88 149 0.702702702702704 0.493791088385684 0 3
21 Egg-tart-2 Electrode-Box-A2 10 81 151 1.7027027027027 2.89919649379109 0 4
22 Khoai-lang-1 Electrode-Box-B2 6 79 146 -2.2972972972973 5.27757487216946 1 0
23 Khoai-lang-1 Electrode-Box-B2 7 81 153 -1.2972972972973 1.68298027757487 1 1
24 Khoai-lang-1 Electrode-Box-B2 8 98 144 -0.297297297297296 0.0883856829802771 1 2
25 Khoai-lang-1 Electrode-Box-B2 9 101 149 0.702702702702704 0.493791088385684 1 3
26 Khoai-lang-1 Electrode-Box-B2 10 103 150 1.7027027027027 2.89919649379109 1 4
27 Khoai-tay-1 Electrode-Box-B2 6 81 137 -2.2972972972973 5.27757487216946 1 0
28 Khoai-tay-1 Electrode-Box-B2 7 78 147 -1.2972972972973 1.68298027757487 1 1
29 Khoai-tay-1 Electrode-Box-B2 8 91 132 -0.297297297297296 0.0883856829802771 1 2
30 Khoai-tay-1 Electrode-Box-B2 9 99 146 0.702702702702704 0.493791088385684 1 3
31 Khoai-tay-1 Electrode-Box-B2 10 94 143 1.7027027027027 2.89919649379109 1 4
32 Root-beer-1 Electrode-Box-B2 6 104 139 -2.2972972972973 5.27757487216946 1 0
33 Root-beer-1 Electrode-Box-B2 7 98 148 -1.2972972972973 1.68298027757487 1 1
34 Root-beer-1 Electrode-Box-B2 8 81 145 -0.297297297297296 0.0883856829802771 1 2
35 Root-beer-1 Electrode-Box-B2 9 89 156 0.702702702702704 0.493791088385684 1 3
36 Root-beer-1 Electrode-Box-B2 10 105 158 1.7027027027027 2.89919649379109 1 4
@@ -0,0 +1,51 @@
subject,group,day,success,total,day_c,day_c2,tDCS,dayp
Banh-mi-1,Electrode-Box-B2,6,90,131,-2.2972972972973,5.27757487216946,1,0
Banh-mi-1,Electrode-Box-B2,7,109,148,-1.2972972972973,1.68298027757487,1,1
Banh-mi-1,Electrode-Box-B2,8,104,137,-0.297297297297296,0.0883856829802771,1,2
Banh-mi-1,Electrode-Box-B2,9,119,150,0.702702702702704,0.493791088385684,1,3
Banh-mi-1,Electrode-Box-B2,10,121,158,1.7027027027027,2.89919649379109,1,4
Banh-mi-1,Electrode-Box-B2,11,121,148,2.7027027027027,7.3046018991965,1,5
Banh-mi-1,Electrode-Box-B2,12,120,149,3.7027027027027,13.7100073046019,1,6
Banh-mi-1,Electrode-Box-B2,13,135,154,4.7027027027027,22.1154127100073,1,7
Banh-mi-2,Electrode-Box-A2,6,74,146,-2.2972972972973,5.27757487216946,0,0
Banh-mi-2,Electrode-Box-A2,7,70,148,-1.2972972972973,1.68298027757487,0,1
Banh-mi-2,Electrode-Box-A2,8,65,130,-0.297297297297296,0.0883856829802771,0,2
Banh-mi-2,Electrode-Box-A2,9,79,151,0.702702702702704,0.493791088385684,0,3
Banh-mi-2,Electrode-Box-A2,10,93,152,1.7027027027027,2.89919649379109,0,4
Egg-tart-1,Electrode-Box-B2,6,71,142,-2.2972972972973,5.27757487216946,1,0
Egg-tart-1,Electrode-Box-B2,7,79,138,-1.2972972972973,1.68298027757487,1,1
Egg-tart-1,Electrode-Box-B2,8,98,142,-0.297297297297296,0.0883856829802771,1,2
Egg-tart-1,Electrode-Box-B2,9,89,139,0.702702702702704,0.493791088385684,1,3
Egg-tart-1,Electrode-Box-B2,10,96,143,1.7027027027027,2.89919649379109,1,4
Egg-tart-1,Electrode-Box-B2,11,96,148,2.7027027027027,7.3046018991965,1,5
Egg-tart-1,Electrode-Box-B2,12,101,156,3.7027027027027,13.7100073046019,1,6
Egg-tart-1,Electrode-Box-B2,13,103,152,4.7027027027027,22.1154127100073,1,7
Egg-tart-2,Electrode-Box-A2,6,85,145,-2.2972972972973,5.27757487216946,0,0
Egg-tart-2,Electrode-Box-A2,7,79,143,-1.2972972972973,1.68298027757487,0,1
Egg-tart-2,Electrode-Box-A2,8,76,131,-0.297297297297296,0.0883856829802771,0,2
Egg-tart-2,Electrode-Box-A2,9,88,149,0.702702702702704,0.493791088385684,0,3
Egg-tart-2,Electrode-Box-A2,10,81,151,1.7027027027027,2.89919649379109,0,4
Egg-tart-2,Electrode-Box-A2,11,78,152,2.7027027027027,7.3046018991965,0,5
Egg-tart-2,Electrode-Box-A2,12,96,155,3.7027027027027,13.7100073046019,0,6
Egg-tart-2,Electrode-Box-A2,13,84,155,4.7027027027027,22.1154127100073,0,7
Khoai-lang-1,Electrode-Box-B2,6,79,146,-2.2972972972973,5.27757487216946,1,0
Khoai-lang-1,Electrode-Box-B2,7,81,153,-1.2972972972973,1.68298027757487,1,1
Khoai-lang-1,Electrode-Box-B2,8,98,144,-0.297297297297296,0.0883856829802771,1,2
Khoai-lang-1,Electrode-Box-B2,9,101,149,0.702702702702704,0.493791088385684,1,3
Khoai-lang-1,Electrode-Box-B2,10,103,150,1.7027027027027,2.89919649379109,1,4
Khoai-lang-1,Electrode-Box-B2,11,113,154,2.7027027027027,7.3046018991965,1,5
Khoai-lang-1,Electrode-Box-B2,12,117,148,3.7027027027027,13.7100073046019,1,6
Khoai-lang-1,Electrode-Box-B2,13,114,146,4.7027027027027,22.1154127100073,1,7
Khoai-tay-1,Electrode-Box-B2,6,81,137,-2.2972972972973,5.27757487216946,1,0
Khoai-tay-1,Electrode-Box-B2,7,78,147,-1.2972972972973,1.68298027757487,1,1
Khoai-tay-1,Electrode-Box-B2,8,91,132,-0.297297297297296,0.0883856829802771,1,2
Khoai-tay-1,Electrode-Box-B2,9,99,146,0.702702702702704,0.493791088385684,1,3
Khoai-tay-1,Electrode-Box-B2,10,94,143,1.7027027027027,2.89919649379109,1,4
Khoai-tay-1,Electrode-Box-B2,11,110,156,2.7027027027027,7.3046018991965,1,5
Khoai-tay-1,Electrode-Box-B2,12,105,143,3.7027027027027,13.7100073046019,1,6
Khoai-tay-1,Electrode-Box-B2,13,106,153,4.7027027027027,22.1154127100073,1,7
Root-beer-1,Electrode-Box-B2,6,104,139,-2.2972972972973,5.27757487216946,1,0
Root-beer-1,Electrode-Box-B2,7,98,148,-1.2972972972973,1.68298027757487,1,1
Root-beer-1,Electrode-Box-B2,8,81,145,-0.297297297297296,0.0883856829802771,1,2
Root-beer-1,Electrode-Box-B2,9,89,156,0.702702702702704,0.493791088385684,1,3
Root-beer-1,Electrode-Box-B2,10,105,158,1.7027027027027,2.89919649379109,1,4
1 subject group day success total day_c day_c2 tDCS dayp
2 Banh-mi-1 Electrode-Box-B2 6 90 131 -2.2972972972973 5.27757487216946 1 0
3 Banh-mi-1 Electrode-Box-B2 7 109 148 -1.2972972972973 1.68298027757487 1 1
4 Banh-mi-1 Electrode-Box-B2 8 104 137 -0.297297297297296 0.0883856829802771 1 2
5 Banh-mi-1 Electrode-Box-B2 9 119 150 0.702702702702704 0.493791088385684 1 3
6 Banh-mi-1 Electrode-Box-B2 10 121 158 1.7027027027027 2.89919649379109 1 4
7 Banh-mi-1 Electrode-Box-B2 11 121 148 2.7027027027027 7.3046018991965 1 5
8 Banh-mi-1 Electrode-Box-B2 12 120 149 3.7027027027027 13.7100073046019 1 6
9 Banh-mi-1 Electrode-Box-B2 13 135 154 4.7027027027027 22.1154127100073 1 7
10 Banh-mi-2 Electrode-Box-A2 6 74 146 -2.2972972972973 5.27757487216946 0 0
11 Banh-mi-2 Electrode-Box-A2 7 70 148 -1.2972972972973 1.68298027757487 0 1
12 Banh-mi-2 Electrode-Box-A2 8 65 130 -0.297297297297296 0.0883856829802771 0 2
13 Banh-mi-2 Electrode-Box-A2 9 79 151 0.702702702702704 0.493791088385684 0 3
14 Banh-mi-2 Electrode-Box-A2 10 93 152 1.7027027027027 2.89919649379109 0 4
15 Egg-tart-1 Electrode-Box-B2 6 71 142 -2.2972972972973 5.27757487216946 1 0
16 Egg-tart-1 Electrode-Box-B2 7 79 138 -1.2972972972973 1.68298027757487 1 1
17 Egg-tart-1 Electrode-Box-B2 8 98 142 -0.297297297297296 0.0883856829802771 1 2
18 Egg-tart-1 Electrode-Box-B2 9 89 139 0.702702702702704 0.493791088385684 1 3
19 Egg-tart-1 Electrode-Box-B2 10 96 143 1.7027027027027 2.89919649379109 1 4
20 Egg-tart-1 Electrode-Box-B2 11 96 148 2.7027027027027 7.3046018991965 1 5
21 Egg-tart-1 Electrode-Box-B2 12 101 156 3.7027027027027 13.7100073046019 1 6
22 Egg-tart-1 Electrode-Box-B2 13 103 152 4.7027027027027 22.1154127100073 1 7
23 Egg-tart-2 Electrode-Box-A2 6 85 145 -2.2972972972973 5.27757487216946 0 0
24 Egg-tart-2 Electrode-Box-A2 7 79 143 -1.2972972972973 1.68298027757487 0 1
25 Egg-tart-2 Electrode-Box-A2 8 76 131 -0.297297297297296 0.0883856829802771 0 2
26 Egg-tart-2 Electrode-Box-A2 9 88 149 0.702702702702704 0.493791088385684 0 3
27 Egg-tart-2 Electrode-Box-A2 10 81 151 1.7027027027027 2.89919649379109 0 4
28 Egg-tart-2 Electrode-Box-A2 11 78 152 2.7027027027027 7.3046018991965 0 5
29 Egg-tart-2 Electrode-Box-A2 12 96 155 3.7027027027027 13.7100073046019 0 6
30 Egg-tart-2 Electrode-Box-A2 13 84 155 4.7027027027027 22.1154127100073 0 7
31 Khoai-lang-1 Electrode-Box-B2 6 79 146 -2.2972972972973 5.27757487216946 1 0
32 Khoai-lang-1 Electrode-Box-B2 7 81 153 -1.2972972972973 1.68298027757487 1 1
33 Khoai-lang-1 Electrode-Box-B2 8 98 144 -0.297297297297296 0.0883856829802771 1 2
34 Khoai-lang-1 Electrode-Box-B2 9 101 149 0.702702702702704 0.493791088385684 1 3
35 Khoai-lang-1 Electrode-Box-B2 10 103 150 1.7027027027027 2.89919649379109 1 4
36 Khoai-lang-1 Electrode-Box-B2 11 113 154 2.7027027027027 7.3046018991965 1 5
37 Khoai-lang-1 Electrode-Box-B2 12 117 148 3.7027027027027 13.7100073046019 1 6
38 Khoai-lang-1 Electrode-Box-B2 13 114 146 4.7027027027027 22.1154127100073 1 7
39 Khoai-tay-1 Electrode-Box-B2 6 81 137 -2.2972972972973 5.27757487216946 1 0
40 Khoai-tay-1 Electrode-Box-B2 7 78 147 -1.2972972972973 1.68298027757487 1 1
41 Khoai-tay-1 Electrode-Box-B2 8 91 132 -0.297297297297296 0.0883856829802771 1 2
42 Khoai-tay-1 Electrode-Box-B2 9 99 146 0.702702702702704 0.493791088385684 1 3
43 Khoai-tay-1 Electrode-Box-B2 10 94 143 1.7027027027027 2.89919649379109 1 4
44 Khoai-tay-1 Electrode-Box-B2 11 110 156 2.7027027027027 7.3046018991965 1 5
45 Khoai-tay-1 Electrode-Box-B2 12 105 143 3.7027027027027 13.7100073046019 1 6
46 Khoai-tay-1 Electrode-Box-B2 13 106 153 4.7027027027027 22.1154127100073 1 7
47 Root-beer-1 Electrode-Box-B2 6 104 139 -2.2972972972973 5.27757487216946 1 0
48 Root-beer-1 Electrode-Box-B2 7 98 148 -1.2972972972973 1.68298027757487 1 1
49 Root-beer-1 Electrode-Box-B2 8 81 145 -0.297297297297296 0.0883856829802771 1 2
50 Root-beer-1 Electrode-Box-B2 9 89 156 0.702702702702704 0.493791088385684 1 3
51 Root-beer-1 Electrode-Box-B2 10 105 158 1.7027027027027 2.89919649379109 1 4
@@ -0,0 +1,37 @@
subject,group,day,success,total,day_c,day_c2,tDCS,dayp
Banh-mi-1,Electrode-Box-B2,0,13,84,-8.2972972972973,68.845142439737,1,0
Banh-mi-1,Electrode-Box-B2,1,35,86,-7.2972972972973,53.2505478451424,1,1
Banh-mi-1,Electrode-Box-B2,2,47,110,-6.2972972972973,39.6559532505478,1,2
Banh-mi-1,Electrode-Box-B2,3,65,140,-5.2972972972973,28.0613586559532,1,3
Banh-mi-1,Electrode-Box-B2,4,70,127,-4.2972972972973,18.4667640613586,1,4
Banh-mi-1,Electrode-Box-B2,5,102,142,-3.2972972972973,10.8721694667641,1,5
Banh-mi-2,Electrode-Box-A2,0,25,97,-8.2972972972973,68.845142439737,0,0
Banh-mi-2,Electrode-Box-A2,1,22,101,-7.2972972972973,53.2505478451424,0,1
Banh-mi-2,Electrode-Box-A2,2,22,119,-6.2972972972973,39.6559532505478,0,2
Banh-mi-2,Electrode-Box-A2,3,29,118,-5.2972972972973,28.0613586559532,0,3
Banh-mi-2,Electrode-Box-A2,4,27,136,-4.2972972972973,18.4667640613586,0,4
Banh-mi-2,Electrode-Box-A2,5,43,146,-3.2972972972973,10.8721694667641,0,5
Egg-tart-1,Electrode-Box-B2,0,7,56,-8.2972972972973,68.845142439737,1,0
Egg-tart-1,Electrode-Box-B2,1,16,78,-7.2972972972973,53.2505478451424,1,1
Egg-tart-1,Electrode-Box-B2,2,23,103,-6.2972972972973,39.6559532505478,1,2
Egg-tart-1,Electrode-Box-B2,3,63,120,-5.2972972972973,28.0613586559532,1,3
Egg-tart-1,Electrode-Box-B2,4,69,132,-4.2972972972973,18.4667640613586,1,4
Egg-tart-1,Electrode-Box-B2,5,83,136,-3.2972972972973,10.8721694667641,1,5
Egg-tart-2,Electrode-Box-A2,0,9,32,-8.2972972972973,68.845142439737,0,0
Egg-tart-2,Electrode-Box-A2,1,2,38,-7.2972972972973,53.2505478451424,0,1
Egg-tart-2,Electrode-Box-A2,2,31,93,-6.2972972972973,39.6559532505478,0,2
Egg-tart-2,Electrode-Box-A2,3,44,101,-5.2972972972973,28.0613586559532,0,3
Egg-tart-2,Electrode-Box-A2,4,54,131,-4.2972972972973,18.4667640613586,0,4
Egg-tart-2,Electrode-Box-A2,5,84,139,-3.2972972972973,10.8721694667641,0,5
Root-beer-1,Electrode-Box-B2,0,11,85,-8.2972972972973,68.845142439737,1,0
Root-beer-1,Electrode-Box-B2,1,18,76,-7.2972972972973,53.2505478451424,1,1
Root-beer-1,Electrode-Box-B2,2,40,105,-6.2972972972973,39.6559532505478,1,2
Root-beer-1,Electrode-Box-B2,3,55,134,-5.2972972972973,28.0613586559532,1,3
Root-beer-1,Electrode-Box-B2,4,75,136,-4.2972972972973,18.4667640613586,1,4
Root-beer-1,Electrode-Box-B2,5,64,133,-3.2972972972973,10.8721694667641,1,5
Root-beer-2,Electrode-Box-A2,0,22,74,-8.2972972972973,68.845142439737,0,0
Root-beer-2,Electrode-Box-A2,1,31,87,-7.2972972972973,53.2505478451424,0,1
Root-beer-2,Electrode-Box-A2,2,49,134,-6.2972972972973,39.6559532505478,0,2
Root-beer-2,Electrode-Box-A2,3,31,89,-5.2972972972973,28.0613586559532,0,3
Root-beer-2,Electrode-Box-A2,4,60,140,-4.2972972972973,18.4667640613586,0,4
Root-beer-2,Electrode-Box-A2,5,84,147,-3.2972972972973,10.8721694667641,0,5
1 subject group day success total day_c day_c2 tDCS dayp
2 Banh-mi-1 Electrode-Box-B2 0 13 84 -8.2972972972973 68.845142439737 1 0
3 Banh-mi-1 Electrode-Box-B2 1 35 86 -7.2972972972973 53.2505478451424 1 1
4 Banh-mi-1 Electrode-Box-B2 2 47 110 -6.2972972972973 39.6559532505478 1 2
5 Banh-mi-1 Electrode-Box-B2 3 65 140 -5.2972972972973 28.0613586559532 1 3
6 Banh-mi-1 Electrode-Box-B2 4 70 127 -4.2972972972973 18.4667640613586 1 4
7 Banh-mi-1 Electrode-Box-B2 5 102 142 -3.2972972972973 10.8721694667641 1 5
8 Banh-mi-2 Electrode-Box-A2 0 25 97 -8.2972972972973 68.845142439737 0 0
9 Banh-mi-2 Electrode-Box-A2 1 22 101 -7.2972972972973 53.2505478451424 0 1
10 Banh-mi-2 Electrode-Box-A2 2 22 119 -6.2972972972973 39.6559532505478 0 2
11 Banh-mi-2 Electrode-Box-A2 3 29 118 -5.2972972972973 28.0613586559532 0 3
12 Banh-mi-2 Electrode-Box-A2 4 27 136 -4.2972972972973 18.4667640613586 0 4
13 Banh-mi-2 Electrode-Box-A2 5 43 146 -3.2972972972973 10.8721694667641 0 5
14 Egg-tart-1 Electrode-Box-B2 0 7 56 -8.2972972972973 68.845142439737 1 0
15 Egg-tart-1 Electrode-Box-B2 1 16 78 -7.2972972972973 53.2505478451424 1 1
16 Egg-tart-1 Electrode-Box-B2 2 23 103 -6.2972972972973 39.6559532505478 1 2
17 Egg-tart-1 Electrode-Box-B2 3 63 120 -5.2972972972973 28.0613586559532 1 3
18 Egg-tart-1 Electrode-Box-B2 4 69 132 -4.2972972972973 18.4667640613586 1 4
19 Egg-tart-1 Electrode-Box-B2 5 83 136 -3.2972972972973 10.8721694667641 1 5
20 Egg-tart-2 Electrode-Box-A2 0 9 32 -8.2972972972973 68.845142439737 0 0
21 Egg-tart-2 Electrode-Box-A2 1 2 38 -7.2972972972973 53.2505478451424 0 1
22 Egg-tart-2 Electrode-Box-A2 2 31 93 -6.2972972972973 39.6559532505478 0 2
23 Egg-tart-2 Electrode-Box-A2 3 44 101 -5.2972972972973 28.0613586559532 0 3
24 Egg-tart-2 Electrode-Box-A2 4 54 131 -4.2972972972973 18.4667640613586 0 4
25 Egg-tart-2 Electrode-Box-A2 5 84 139 -3.2972972972973 10.8721694667641 0 5
26 Root-beer-1 Electrode-Box-B2 0 11 85 -8.2972972972973 68.845142439737 1 0
27 Root-beer-1 Electrode-Box-B2 1 18 76 -7.2972972972973 53.2505478451424 1 1
28 Root-beer-1 Electrode-Box-B2 2 40 105 -6.2972972972973 39.6559532505478 1 2
29 Root-beer-1 Electrode-Box-B2 3 55 134 -5.2972972972973 28.0613586559532 1 3
30 Root-beer-1 Electrode-Box-B2 4 75 136 -4.2972972972973 18.4667640613586 1 4
31 Root-beer-1 Electrode-Box-B2 5 64 133 -3.2972972972973 10.8721694667641 1 5
32 Root-beer-2 Electrode-Box-A2 0 22 74 -8.2972972972973 68.845142439737 0 0
33 Root-beer-2 Electrode-Box-A2 1 31 87 -7.2972972972973 53.2505478451424 0 1
34 Root-beer-2 Electrode-Box-A2 2 49 134 -6.2972972972973 39.6559532505478 0 2
35 Root-beer-2 Electrode-Box-A2 3 31 89 -5.2972972972973 28.0613586559532 0 3
36 Root-beer-2 Electrode-Box-A2 4 60 140 -4.2972972972973 18.4667640613586 0 4
37 Root-beer-2 Electrode-Box-A2 5 84 147 -3.2972972972973 10.8721694667641 0 5
@@ -0,0 +1,26 @@
subject,group,day,success,total,day_c,day_c2,tDCS,dayp
Banh-mi-1,Electrode-Box-B2,6,90,131,-2.2972972972973,5.27757487216946,1,0
Banh-mi-1,Electrode-Box-B2,7,109,148,-1.2972972972973,1.68298027757487,1,1
Banh-mi-1,Electrode-Box-B2,8,104,137,-0.297297297297296,0.0883856829802771,1,2
Banh-mi-1,Electrode-Box-B2,9,119,150,0.702702702702704,0.493791088385684,1,3
Banh-mi-1,Electrode-Box-B2,10,121,158,1.7027027027027,2.89919649379109,1,4
Banh-mi-2,Electrode-Box-A2,6,74,146,-2.2972972972973,5.27757487216946,0,0
Banh-mi-2,Electrode-Box-A2,7,70,148,-1.2972972972973,1.68298027757487,0,1
Banh-mi-2,Electrode-Box-A2,8,65,130,-0.297297297297296,0.0883856829802771,0,2
Banh-mi-2,Electrode-Box-A2,9,79,151,0.702702702702704,0.493791088385684,0,3
Banh-mi-2,Electrode-Box-A2,10,93,152,1.7027027027027,2.89919649379109,0,4
Egg-tart-1,Electrode-Box-B2,6,71,142,-2.2972972972973,5.27757487216946,1,0
Egg-tart-1,Electrode-Box-B2,7,79,138,-1.2972972972973,1.68298027757487,1,1
Egg-tart-1,Electrode-Box-B2,8,98,142,-0.297297297297296,0.0883856829802771,1,2
Egg-tart-1,Electrode-Box-B2,9,89,139,0.702702702702704,0.493791088385684,1,3
Egg-tart-1,Electrode-Box-B2,10,96,143,1.7027027027027,2.89919649379109,1,4
Egg-tart-2,Electrode-Box-A2,6,85,145,-2.2972972972973,5.27757487216946,0,0
Egg-tart-2,Electrode-Box-A2,7,79,143,-1.2972972972973,1.68298027757487,0,1
Egg-tart-2,Electrode-Box-A2,8,76,131,-0.297297297297296,0.0883856829802771,0,2
Egg-tart-2,Electrode-Box-A2,9,88,149,0.702702702702704,0.493791088385684,0,3
Egg-tart-2,Electrode-Box-A2,10,81,151,1.7027027027027,2.89919649379109,0,4
Root-beer-1,Electrode-Box-B2,6,104,139,-2.2972972972973,5.27757487216946,1,0
Root-beer-1,Electrode-Box-B2,7,98,148,-1.2972972972973,1.68298027757487,1,1
Root-beer-1,Electrode-Box-B2,8,81,145,-0.297297297297296,0.0883856829802771,1,2
Root-beer-1,Electrode-Box-B2,9,89,156,0.702702702702704,0.493791088385684,1,3
Root-beer-1,Electrode-Box-B2,10,105,158,1.7027027027027,2.89919649379109,1,4
1 subject group day success total day_c day_c2 tDCS dayp
2 Banh-mi-1 Electrode-Box-B2 6 90 131 -2.2972972972973 5.27757487216946 1 0
3 Banh-mi-1 Electrode-Box-B2 7 109 148 -1.2972972972973 1.68298027757487 1 1
4 Banh-mi-1 Electrode-Box-B2 8 104 137 -0.297297297297296 0.0883856829802771 1 2
5 Banh-mi-1 Electrode-Box-B2 9 119 150 0.702702702702704 0.493791088385684 1 3
6 Banh-mi-1 Electrode-Box-B2 10 121 158 1.7027027027027 2.89919649379109 1 4
7 Banh-mi-2 Electrode-Box-A2 6 74 146 -2.2972972972973 5.27757487216946 0 0
8 Banh-mi-2 Electrode-Box-A2 7 70 148 -1.2972972972973 1.68298027757487 0 1
9 Banh-mi-2 Electrode-Box-A2 8 65 130 -0.297297297297296 0.0883856829802771 0 2
10 Banh-mi-2 Electrode-Box-A2 9 79 151 0.702702702702704 0.493791088385684 0 3
11 Banh-mi-2 Electrode-Box-A2 10 93 152 1.7027027027027 2.89919649379109 0 4
12 Egg-tart-1 Electrode-Box-B2 6 71 142 -2.2972972972973 5.27757487216946 1 0
13 Egg-tart-1 Electrode-Box-B2 7 79 138 -1.2972972972973 1.68298027757487 1 1
14 Egg-tart-1 Electrode-Box-B2 8 98 142 -0.297297297297296 0.0883856829802771 1 2
15 Egg-tart-1 Electrode-Box-B2 9 89 139 0.702702702702704 0.493791088385684 1 3
16 Egg-tart-1 Electrode-Box-B2 10 96 143 1.7027027027027 2.89919649379109 1 4
17 Egg-tart-2 Electrode-Box-A2 6 85 145 -2.2972972972973 5.27757487216946 0 0
18 Egg-tart-2 Electrode-Box-A2 7 79 143 -1.2972972972973 1.68298027757487 0 1
19 Egg-tart-2 Electrode-Box-A2 8 76 131 -0.297297297297296 0.0883856829802771 0 2
20 Egg-tart-2 Electrode-Box-A2 9 88 149 0.702702702702704 0.493791088385684 0 3
21 Egg-tart-2 Electrode-Box-A2 10 81 151 1.7027027027027 2.89919649379109 0 4
22 Root-beer-1 Electrode-Box-B2 6 104 139 -2.2972972972973 5.27757487216946 1 0
23 Root-beer-1 Electrode-Box-B2 7 98 148 -1.2972972972973 1.68298027757487 1 1
24 Root-beer-1 Electrode-Box-B2 8 81 145 -0.297297297297296 0.0883856829802771 1 2
25 Root-beer-1 Electrode-Box-B2 9 89 156 0.702702702702704 0.493791088385684 1 3
26 Root-beer-1 Electrode-Box-B2 10 105 158 1.7027027027027 2.89919649379109 1 4
@@ -0,0 +1,35 @@
subject,group,day,success,total,day_c,day_c2,tDCS,dayp
Banh-mi-1,Electrode-Box-B2,6,90,131,-2.2972972972973,5.27757487216946,1,0
Banh-mi-1,Electrode-Box-B2,7,109,148,-1.2972972972973,1.68298027757487,1,1
Banh-mi-1,Electrode-Box-B2,8,104,137,-0.297297297297296,0.0883856829802771,1,2
Banh-mi-1,Electrode-Box-B2,9,119,150,0.702702702702704,0.493791088385684,1,3
Banh-mi-1,Electrode-Box-B2,10,121,158,1.7027027027027,2.89919649379109,1,4
Banh-mi-1,Electrode-Box-B2,11,121,148,2.7027027027027,7.3046018991965,1,5
Banh-mi-1,Electrode-Box-B2,12,120,149,3.7027027027027,13.7100073046019,1,6
Banh-mi-1,Electrode-Box-B2,13,135,154,4.7027027027027,22.1154127100073,1,7
Banh-mi-2,Electrode-Box-A2,6,74,146,-2.2972972972973,5.27757487216946,0,0
Banh-mi-2,Electrode-Box-A2,7,70,148,-1.2972972972973,1.68298027757487,0,1
Banh-mi-2,Electrode-Box-A2,8,65,130,-0.297297297297296,0.0883856829802771,0,2
Banh-mi-2,Electrode-Box-A2,9,79,151,0.702702702702704,0.493791088385684,0,3
Banh-mi-2,Electrode-Box-A2,10,93,152,1.7027027027027,2.89919649379109,0,4
Egg-tart-1,Electrode-Box-B2,6,71,142,-2.2972972972973,5.27757487216946,1,0
Egg-tart-1,Electrode-Box-B2,7,79,138,-1.2972972972973,1.68298027757487,1,1
Egg-tart-1,Electrode-Box-B2,8,98,142,-0.297297297297296,0.0883856829802771,1,2
Egg-tart-1,Electrode-Box-B2,9,89,139,0.702702702702704,0.493791088385684,1,3
Egg-tart-1,Electrode-Box-B2,10,96,143,1.7027027027027,2.89919649379109,1,4
Egg-tart-1,Electrode-Box-B2,11,96,148,2.7027027027027,7.3046018991965,1,5
Egg-tart-1,Electrode-Box-B2,12,101,156,3.7027027027027,13.7100073046019,1,6
Egg-tart-1,Electrode-Box-B2,13,103,152,4.7027027027027,22.1154127100073,1,7
Egg-tart-2,Electrode-Box-A2,6,85,145,-2.2972972972973,5.27757487216946,0,0
Egg-tart-2,Electrode-Box-A2,7,79,143,-1.2972972972973,1.68298027757487,0,1
Egg-tart-2,Electrode-Box-A2,8,76,131,-0.297297297297296,0.0883856829802771,0,2
Egg-tart-2,Electrode-Box-A2,9,88,149,0.702702702702704,0.493791088385684,0,3
Egg-tart-2,Electrode-Box-A2,10,81,151,1.7027027027027,2.89919649379109,0,4
Egg-tart-2,Electrode-Box-A2,11,78,152,2.7027027027027,7.3046018991965,0,5
Egg-tart-2,Electrode-Box-A2,12,96,155,3.7027027027027,13.7100073046019,0,6
Egg-tart-2,Electrode-Box-A2,13,84,155,4.7027027027027,22.1154127100073,0,7
Root-beer-1,Electrode-Box-B2,6,104,139,-2.2972972972973,5.27757487216946,1,0
Root-beer-1,Electrode-Box-B2,7,98,148,-1.2972972972973,1.68298027757487,1,1
Root-beer-1,Electrode-Box-B2,8,81,145,-0.297297297297296,0.0883856829802771,1,2
Root-beer-1,Electrode-Box-B2,9,89,156,0.702702702702704,0.493791088385684,1,3
Root-beer-1,Electrode-Box-B2,10,105,158,1.7027027027027,2.89919649379109,1,4
1 subject group day success total day_c day_c2 tDCS dayp
2 Banh-mi-1 Electrode-Box-B2 6 90 131 -2.2972972972973 5.27757487216946 1 0
3 Banh-mi-1 Electrode-Box-B2 7 109 148 -1.2972972972973 1.68298027757487 1 1
4 Banh-mi-1 Electrode-Box-B2 8 104 137 -0.297297297297296 0.0883856829802771 1 2
5 Banh-mi-1 Electrode-Box-B2 9 119 150 0.702702702702704 0.493791088385684 1 3
6 Banh-mi-1 Electrode-Box-B2 10 121 158 1.7027027027027 2.89919649379109 1 4
7 Banh-mi-1 Electrode-Box-B2 11 121 148 2.7027027027027 7.3046018991965 1 5
8 Banh-mi-1 Electrode-Box-B2 12 120 149 3.7027027027027 13.7100073046019 1 6
9 Banh-mi-1 Electrode-Box-B2 13 135 154 4.7027027027027 22.1154127100073 1 7
10 Banh-mi-2 Electrode-Box-A2 6 74 146 -2.2972972972973 5.27757487216946 0 0
11 Banh-mi-2 Electrode-Box-A2 7 70 148 -1.2972972972973 1.68298027757487 0 1
12 Banh-mi-2 Electrode-Box-A2 8 65 130 -0.297297297297296 0.0883856829802771 0 2
13 Banh-mi-2 Electrode-Box-A2 9 79 151 0.702702702702704 0.493791088385684 0 3
14 Banh-mi-2 Electrode-Box-A2 10 93 152 1.7027027027027 2.89919649379109 0 4
15 Egg-tart-1 Electrode-Box-B2 6 71 142 -2.2972972972973 5.27757487216946 1 0
16 Egg-tart-1 Electrode-Box-B2 7 79 138 -1.2972972972973 1.68298027757487 1 1
17 Egg-tart-1 Electrode-Box-B2 8 98 142 -0.297297297297296 0.0883856829802771 1 2
18 Egg-tart-1 Electrode-Box-B2 9 89 139 0.702702702702704 0.493791088385684 1 3
19 Egg-tart-1 Electrode-Box-B2 10 96 143 1.7027027027027 2.89919649379109 1 4
20 Egg-tart-1 Electrode-Box-B2 11 96 148 2.7027027027027 7.3046018991965 1 5
21 Egg-tart-1 Electrode-Box-B2 12 101 156 3.7027027027027 13.7100073046019 1 6
22 Egg-tart-1 Electrode-Box-B2 13 103 152 4.7027027027027 22.1154127100073 1 7
23 Egg-tart-2 Electrode-Box-A2 6 85 145 -2.2972972972973 5.27757487216946 0 0
24 Egg-tart-2 Electrode-Box-A2 7 79 143 -1.2972972972973 1.68298027757487 0 1
25 Egg-tart-2 Electrode-Box-A2 8 76 131 -0.297297297297296 0.0883856829802771 0 2
26 Egg-tart-2 Electrode-Box-A2 9 88 149 0.702702702702704 0.493791088385684 0 3
27 Egg-tart-2 Electrode-Box-A2 10 81 151 1.7027027027027 2.89919649379109 0 4
28 Egg-tart-2 Electrode-Box-A2 11 78 152 2.7027027027027 7.3046018991965 0 5
29 Egg-tart-2 Electrode-Box-A2 12 96 155 3.7027027027027 13.7100073046019 0 6
30 Egg-tart-2 Electrode-Box-A2 13 84 155 4.7027027027027 22.1154127100073 0 7
31 Root-beer-1 Electrode-Box-B2 6 104 139 -2.2972972972973 5.27757487216946 1 0
32 Root-beer-1 Electrode-Box-B2 7 98 148 -1.2972972972973 1.68298027757487 1 1
33 Root-beer-1 Electrode-Box-B2 8 81 145 -0.297297297297296 0.0883856829802771 1 2
34 Root-beer-1 Electrode-Box-B2 9 89 156 0.702702702702704 0.493791088385684 1 3
35 Root-beer-1 Electrode-Box-B2 10 105 158 1.7027027027027 2.89919649379109 1 4
@@ -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-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
@@ -0,0 +1,153 @@
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
@@ -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
@@ -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
@@ -0,0 +1,153 @@
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
@@ -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
@@ -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,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
@@ -0,0 +1,153 @@
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
@@ -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,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
+78
View File
@@ -0,0 +1,78 @@
function T = forouzan_load_data()
%FOROUZAN_LOAD_DATA Load the previous (Forouzan) tDCS reaching study into our
% long format, with group labels matching our convention.
%
% T = FOROUZAN_LOAD_DATA() reads two raw files under analysis/matlab/raw/:
% Data_Forouzan.csv long, fill-down RatName; per rat/session: success,
% failure, total (attempts). Sessions 1..10; rats that
% stopped early have blank success and total = 0
% (encoded #DIV/0!), which are dropped.
% Total_Success.csv per-rat Group (Anodal | Control) and Hand.
%
% and returns a table with the same variables as TDCS_LOAD_DATA:
% subject (string) rat name
% group (categorical) 'b2_f' for Anodal (tDCS), 'a2_f' for Control
% day (double) Session - 1, so day 0 = the paper's "Day 1"
% (matching our 0-indexed day convention)
% success (double) successful reaches in the session
% total (double) total attempts in the session
%
% Hand is ignored per request. The "_f" suffix marks this as the Forouzan
% (previous) dataset, distinct from our Electrode-Box-A2/B2 animals.
thisDir = fileparts(mfilename('fullpath'));
longFile = fullfile(thisDir, 'raw', 'Data_Forouzan.csv');
grpFile = fullfile(thisDir, 'raw', 'Total_Success.csv');
% --- group map: rat -> Anodal|Control -> b2_f|a2_f -----------------------
G = readtable(grpFile, 'VariableNamingRule', 'preserve');
ratNames = string(G{:, 1}); % col 1 = Rat_Name (BOM-safe by index)
rawGroup = string(G{:, end}); % last col = Group (Anodal|Control)
% Keep only the real Anodal/Control rows (drops any header/blank artifact that
% readtable mis-parses as data because of the numeric 0..9 column headers).
keep = ismember(rawGroup, ["Anodal", "Control"]);
ratNames = ratNames(keep);
rawGroup = rawGroup(keep);
label = repmat("a2_f", numel(ratNames), 1);
label(rawGroup == "Anodal") = "b2_f"; % Control -> a2_f (default), Anodal -> b2_f
grpMap = containers.Map(cellstr(ratNames), cellstr(label));
% --- parse the long success/total file (fill-down RatName) ---------------
lines = readlines(longFile);
lines = lines(strlength(strip(lines)) > 0);
lines(1) = erase(lines(1), char(65279)); % strip UTF-8 BOM from the header
subj = strings(0, 1); day = []; success = []; total = [];
curRat = "";
for i = 2:numel(lines) % skip header row
p = strsplit(lines(i), ',', 'CollapseDelimiters', false);
name = strtrim(p(1));
if strlength(name) > 0
curRat = name;
end
suc = str2double(p(3));
tot = str2double(p(5));
if isnan(suc) || isnan(tot) || tot == 0 % no session that day -> drop
continue
end
subj(end + 1, 1) = curRat; %#ok<AGROW>
day(end + 1, 1) = str2double(p(2)) - 1; %#ok<AGROW> Session 1 -> day 0
success(end + 1, 1) = suc; %#ok<AGROW>
total(end + 1, 1) = tot; %#ok<AGROW>
end
% --- attach group and finalise -------------------------------------------
grp = strings(numel(subj), 1);
for i = 1:numel(subj)
if ~isKey(grpMap, char(subj(i)))
error('forouzan_load_data:missingRat', ...
'Rat "%s" in Data_Forouzan.csv has no group in Total_Success.csv.', subj(i));
end
grp(i) = grpMap(char(subj(i)));
end
T = table(subj, categorical(grp), day, success, total, ...
'VariableNames', {'subject', 'group', 'day', 'success', 'total'});
T = sortrows(T, {'subject', 'day'});
end
+104
View File
@@ -0,0 +1,104 @@
function make_crossstudy_compare()
%MAKE_CROSSSTUDY_COMPARE Cross-study current-vs-previous(_f) rate comparisons.
% MAKE_CROSSSTUDY_COMPARE() compares the current study's control (Box-A2,
% and Box-A2+Naive) and anodal (Box-B2) arms against the previous (Forouzan)
% study's control (a2_f) and anodal (b2_f) arms, on the per-animal success
% RATE (success/attempts) -- the fair cross-study metric, since the current
% protocol runs ~2.7x more attempts per session.
%
% Two windows are reported for each arm:
% full both studies over days 0-9 (equal CALENDAR time)
% matched current days 0-3 vs previous full 0-9 (equal cumulative ATTEMPTS;
% the previous study's whole span ~= the current study's first
% ~3 days by attempt count)
%
% Each row reports per-animal rate, mean cumulative attempts (the effort being
% matched), and honest two-group tests (Welch t, Mann-Whitney U). Writes
% analysis/matlab/crossstudy/result.txt and crossstudy_summary.csv.
%
% Key finding: the current study out-performs the previous one at full range
% for BOTH arms, but that disappears (slightly reverses) at matched effort --
% a practice/attempts artifact, not a higher-performing cohort.
thisDir = fileparts(mfilename('fullpath'));
outDir = fullfile(thisDir, 'crossstudy');
if ~exist(outDir, 'dir'); mkdir(outDir); end
Tc = tdcs_load_data();
Tf = forouzan_load_data();
% arm | curLabel | curGroups | curWin | prevLabel | prevWin | mode
specs = {
'Control', 'A2', {'Electrode-Box-A2'}, [0 9], 'a2_f', [0 9], 'full'
'Control', 'A2', {'Electrode-Box-A2'}, [0 3], 'a2_f', [0 9], 'matched'
'Control', 'A2+Naive', {'Electrode-Box-A2', 'Naive'}, [0 9], 'a2_f', [0 9], 'full'
'Control', 'A2+Naive', {'Electrode-Box-A2', 'Naive'}, [0 3], 'a2_f', [0 9], 'matched'
'Anodal', 'B2', {'Electrode-Box-B2'}, [0 9], 'b2_f', [0 9], 'full'
'Anodal', 'B2', {'Electrode-Box-B2'}, [0 3], 'b2_f', [0 9], 'matched'
};
bar = repmat('=', 1, 92);
s = sprintf('%s\nCROSS-STUDY COMPARISON: current vs previous (Forouzan, _f) -- per-animal success RATE\n%s\n', bar, bar);
s = [s sprintf(['Metric: per-animal rate = sum(success)/sum(attempts). Rate is used because the\n' ...
'current protocol runs ~2.7x more attempts/session, so raw counts are not comparable.\n' ...
'Anodal = Box-B2 (contralateral tDCS); control = Box-A2 (ipsilateral sham) +/- Naive.\n' ...
'Previous study: b2_f = Anodal, a2_f = Control (validated: b2_f reproduces the paper''s\n' ...
'positive tDCS x day interaction). "matched" = current days 0-3 vs previous full 0-9,\n' ...
'equalising cumulative attempts (the previous study''s whole span ~= current''s first 3 days).\n\n'])];
hdr = sprintf('%-8s %-10s %-8s %5s %6s %8s %6s %6s %8s %8s %8s', ...
'arm', 'current', 'window', 'nCur', 'rate', 'cumAtt', 'prev', 'rate', 'cumAtt', 'Welch p', 'MWU p');
s = [s hdr sprintf('\n') repmat('-', 1, length(hdr)) sprintf('\n')];
rows = {};
for i = 1:size(specs, 1)
arm = specs{i, 1}; curLab = specs{i, 2}; curGrp = specs{i, 3};
curWin = specs{i, 4}; prevLab = specs{i, 5}; prevWin = specs{i, 6}; mode = specs{i, 7};
[cR, cA] = localRate(Tc, curGrp, curWin);
[pR, pA] = localRate(Tf, {prevLab}, prevWin);
[~, welch] = ttest2(cR, pR, 'Vartype', 'unequal');
mwu = ranksum(cR, pR);
winStr = sprintf('%d-%d', curWin(1), curWin(2));
s = [s sprintf('%-8s %-10s %-8s %5d %6.3f %8.0f %6s %6.3f %8.0f %8.3f %8.3f\n', ...
arm, curLab, winStr, numel(cR), mean(cR), mean(cA), ...
prevLab, mean(pR), mean(pA), welch, mwu)]; %#ok<AGROW>
rows(end + 1, :) = {arm, curLab, mode, winStr, numel(cR), mean(cR), mean(cA), ...
prevLab, mean(pR), mean(pA), welch, mwu}; %#ok<AGROW>
end
s = [s sprintf(['\nINTERPRETATION\n' ...
' - FULL range (0-9 both): current > previous for BOTH arms (control and anodal),\n' ...
' e.g. B2 0.54 vs b2_f 0.41 (p=0.024); A2+Naive 0.42 vs a2_f 0.33 (p=0.014).\n' ...
' - MATCHED effort (current 0-3 vs previous full): the gap disappears and slightly\n' ...
' reverses -- B2 0.33 vs b2_f 0.41 (n.s.); A2 0.30 vs a2_f 0.33 (n.s.).\n' ...
' => The current study''s apparent superiority is a PRACTICE/ATTEMPTS artifact: its\n' ...
' protocol packs ~2.7x more attempts/session, pushing every arm further along the\n' ...
' learning curve by a given day. At equal effort the two cohorts perform the same.\n' ...
' Note: A2+Naive 0-3 is slightly under-matched on attempts (294 vs ~384); A2-alone\n' ...
' 0-3 (361 vs 384) is the cleaner apples-to-apples match.\n'])];
fprintf('%s', s);
fid = fopen(fullfile(outDir, 'result.txt'), 'w');
fprintf(fid, '%s', s);
fclose(fid);
T = cell2table(rows, 'VariableNames', {'arm', 'current', 'mode', 'window', ...
'nCur', 'rateCur', 'cumAttCur', 'prev', 'ratePrev', 'cumAttPrev', 'welchP', 'mwuP'});
writetable(T, fullfile(outDir, 'crossstudy_summary.csv'));
fprintf('\nWrote %s and crossstudy_summary.csv\n', fullfile(outDir, 'result.txt'));
end
% per-animal pooled rate and cumulative attempts over a window
function [rate, cumAtt] = localRate(T, groups, win)
T = T(ismember(cellstr(T.group), groups) & T.day >= win(1) & T.day <= win(2), :);
subj = unique(T.subject);
rate = zeros(numel(subj), 1); cumAtt = rate;
for i = 1:numel(subj)
r = T.subject == subj(i);
rate(i) = sum(T.success(r)) / sum(T.total(r));
cumAtt(i) = sum(T.total(r));
end
end
+89
View File
@@ -0,0 +1,89 @@
%MAKE_FIGURE Two-panel learning figure (Box-B2 vs Box-A2), saved to results/.
% Panel A: mean +/- SEM success per training day over the fair 0-13 window,
% with the fast/slow phase boundary. Panel B: per-animal learning
% slope (mean +/- 95% CI) by phase. Uses the mergeA2 grouping.
% Usage: matlab -batch "make_figure"
cfg = tdcs_config();
Sfull = tdcs_scenario_data('mergeA2_full');
T = Sfull(ismember(Sfull.group, {cfg.anchorLow, cfg.anchorHigh}) & Sfull.day <= 13, :);
B2 = [42 120 214]/255; % #2a78d6 (categorical slot 1)
A2 = [0 131 0]/255; % #008300 (categorical slot 2)
groups = {cfg.anchorHigh, cfg.anchorLow};
cols = {B2, A2};
names = {'Box-B2 (tDCS)', 'Box-A2 (control)'};
mk = {'o', 's'};
ink = [0.10 0.10 0.10];
f = figure('Visible', 'off', 'Position', [100 100 1150 460], 'Color', 'w');
tl = tiledlayout(f, 1, 2, 'Padding', 'compact', 'TileSpacing', 'compact');
% ---- Panel A: learning curves ----
ax1 = nexttile(tl); hold(ax1, 'on');
days = 0:13;
hLines = gobjects(1, 2);
for gi = 1:2
G = T(T.group == groups{gi}, :);
mu = nan(size(days)); se = nan(size(days));
for d = days
v = G.success(G.day == d);
if ~isempty(v); mu(d+1) = mean(v); se(d+1) = std(v)/sqrt(numel(v)); end
end
ok = ~isnan(mu);
fill(ax1, [days(ok) fliplr(days(ok))], [mu(ok)+se(ok) fliplr(mu(ok)-se(ok))], ...
cols{gi}, 'FaceAlpha', 0.13, 'EdgeColor', 'none', 'HandleVisibility', 'off');
hLines(gi) = plot(ax1, days(ok), mu(ok), '-', 'Color', cols{gi}, 'LineWidth', 2, ...
'Marker', mk{gi}, 'MarkerFaceColor', cols{gi}, 'MarkerEdgeColor', cols{gi}, 'MarkerSize', 5);
end
yl = ylim(ax1);
xline(ax1, 5.5, '--', 'Color', [0.45 0.45 0.45], 'HandleVisibility', 'off');
text(ax1, 2.6, yl(2)*0.97, 'fast (0-5)', 'Color', ink, 'FontSize', 9, 'HorizontalAlignment', 'center');
text(ax1, 9.6, yl(2)*0.97, 'slow (6-13)', 'Color', ink, 'FontSize', 9, 'HorizontalAlignment', 'center');
xlabel(ax1, 'Training day (# Days Reach; day 0 = paper "Day 1")', 'Color', ink);
ylabel(ax1, 'Successful reaches / session', 'Color', ink);
title(ax1, 'A Learning curves (mean \pm SEM)', 'Color', ink);
legend(ax1, hLines, names, 'Location', 'northwest', 'Box', 'off', 'TextColor', ink);
grid(ax1, 'on'); ax1.GridAlpha = 0.10; ax1.XColor = ink; ax1.YColor = ink; ax1.Box = 'off';
xlim(ax1, [-0.3 13.3]);
% ---- Panel B: per-animal slope by phase ----
ax2 = nexttile(tl); hold(ax2, 'on');
phases = {[0 5], [6 13]}; phaseX = [1 2]; off = 0.14;
hB = gobjects(1, 2);
for gi = 1:2
for pi = 1:2
sl = localSlopes(T, groups{gi}, phases{pi});
m = mean(sl); ci = tinv(0.975, numel(sl)-1) * std(sl)/sqrt(numel(sl));
x = phaseX(pi) + (2*gi-3)*off; % gi=1 -> -off, gi=2 -> +off
h = errorbar(ax2, x, m, ci, 'Marker', mk{gi}, 'Color', cols{gi}, ...
'MarkerFaceColor', cols{gi}, 'MarkerEdgeColor', cols{gi}, 'MarkerSize', 8, ...
'LineWidth', 1.8, 'CapSize', 8);
if pi == 1; hB(gi) = h; end
end
end
yline(ax2, 0, ':', 'Color', [0.6 0.6 0.6], 'HandleVisibility', 'off');
xticks(ax2, [1 2]); xticklabels(ax2, {'fast (0-5)', 'slow (6-13)'});
xlim(ax2, [0.5 2.5]);
ylabel(ax2, 'Learning slope (reaches / day)', 'Color', ink);
title(ax2, 'B Per-animal learning rate by phase (mean, 95% CI)', 'Color', ink);
legend(ax2, hB, names, 'Location', 'northeast', 'Box', 'off', 'TextColor', ink);
grid(ax2, 'on'); ax2.GridAlpha = 0.10; ax2.XColor = ink; ax2.YColor = ink; ax2.Box = 'off';
thisDir = fileparts(mfilename('fullpath'));
resDir = fullfile(thisDir, 'results');
if ~exist(resDir, 'dir'); mkdir(resDir); end
outPng = fullfile(resDir, 'figure_learning.png');
exportgraphics(f, outPng, 'Resolution', 200);
fprintf('wrote %s\n', outPng);
function sl = localSlopes(T, grp, ph)
Tg = T(T.group == grp & T.day >= ph(1) & T.day <= ph(2), :);
subs = unique(Tg.subject); sl = [];
for i = 1:numel(subs)
r = Tg.subject == subs(i);
if numel(unique(Tg.day(r))) >= 2
c = polyfit(Tg.day(r), Tg.success(r), 1); sl(end+1,1) = c(1); %#ok<AGROW>
end
end
end
+38
View File
@@ -0,0 +1,38 @@
function make_forouzan_data()
%MAKE_FOROUZAN_DATA Convert the previous (Forouzan) study to our long format.
% MAKE_FOROUZAN_DATA() calls FOROUZAN_LOAD_DATA and writes the curated long
% table to analysis/forouzan_reach_data.csv (same columns as our
% analysis/tdcs_reach_data.csv: subject, group, day, success, total), with
% group in {a2_f (Control), b2_f (Anodal)}. It then prints a descriptives
% summary and, as a conversion sanity-check, fits the paper's LME
% (behavior ~ stim + day + stim:day + (1|rat)) and compares the interaction
% to the paper's reported values (t(227)=2.68, F(1)=7.12, p=0.008, N=24).
thisDir = fileparts(mfilename('fullpath'));
T = forouzan_load_data();
outFile = fullfile(fileparts(thisDir), 'forouzan_reach_data.csv');
writetable(T, outFile);
fprintf('Wrote %s (%d rows)\n\n', outFile, height(T));
fprintf('%-6s %6s %10s %12s %10s %8s\n', ...
'group', 'nRats', 'nSessions', 'mean_success', 'mean_rate', 'max_day');
for g = categories(T.group)'
r = T.group == g{1};
fprintf('%-6s %6d %10d %12.1f %10.3f %8d\n', g{1}, ...
numel(unique(T.subject(r))), sum(r), mean(T.success(r)), ...
sum(T.success(r)) / sum(T.total(r)), max(T.day(r)));
end
% --- conversion sanity-check: the paper's own LME on the converted data ---
tbl = table(T.success, T.day, double(T.group == 'b2_f'), categorical(T.subject), ...
'VariableNames', {'behavior', 'day', 'stim', 'rat'});
m = fitlme(tbl, 'behavior ~ stim + day + stim:day + (1|rat)');
C = m.Coefficients; A = anova(m);
ii = strcmp(C.Name, 'day:stim'); ai = strcmp(A.Term, 'day:stim');
fprintf(['\nPaper-LME check (behavior ~ stim + day + stim:day + (1|rat), N=%d):\n' ...
' stim x day interaction: t(%d)=%.2f, F(1)=%.2f, p=%.4g\n' ...
' paper reported: t(227)=2.68, F(1)=7.12, p=0.008\n'], ...
numel(unique(tbl.rat)), C.DF(ii), C.tStat(ii), A.FStat(ai), C.pValue(ii));
end
+99
View File
@@ -0,0 +1,99 @@
function make_matched_effort()
%MAKE_MATCHED_EFFORT Compare the previous (_f) study to the current study at
% EQUAL cumulative effort (total attempts), not equal calendar days.
%
% The current animals attempt far more reaches per session than the previous
% (Forouzan) animals, so at equal day counts they have far more practice. This
% picks the current-study day cutoff 0..D whose per-animal cumulative attempts
% best matches the previous study's FULL (days 0-9) per-animal attempts, then
% builds two variation subfolders under variations/ and fits the paper's LME
% (behavior ~ stim + day + stim:day + (1|rat), on the success COUNT) in each:
%
% variations/prev_f_full/ previous study, b2_f vs a2_f, days 0-9
% variations/matched_current_d0_<D>/ current anchors Box-B2 vs Box-A2, 0..D
%
% Each folder holds the usual three files (data.csv, analyze.m, result.txt).
% A comparison of the two interaction estimates is printed at the end.
thisDir = fileparts(mfilename('fullpath'));
template = fullfile(thisDir, 'variation_analyze.m');
root = fullfile(thisDir, 'variations');
if ~exist(root, 'dir'); mkdir(root); end
Tf = forouzan_load_data();
Tc = tdcs_load_data();
B2 = 'Electrode-Box-B2'; A2 = 'Electrode-Box-A2';
% Target: previous study's per-animal cumulative attempts over its full span.
target = localPerAnimalMeanTotal(Tf, 0, 9);
fprintf('Previous (_f) full 0-9: %.0f attempts/animal\n', target);
% Choose the current-study cutoff whose cumulative attempts best matches it.
anc = Tc(ismember(cellstr(Tc.group), {A2, B2}), :);
bestD = NaN; bestDiff = inf; bestVal = NaN;
for d = 2:9
v = localPerAnimalMeanTotal(anc, 0, d);
fprintf(' current anchors 0-%d: %.0f attempts/animal\n', d, v);
if abs(v - target) < bestDiff
bestDiff = abs(v - target); bestD = d; bestVal = v;
end
end
fprintf('=> matched-effort window: current days 0-%d (%.0f vs %.0f attempts/animal)\n\n', ...
bestD, bestVal, target);
% Build the two comparison folders and fit the paper LME in each.
prevName = 'prev_f_full';
currName = sprintf('matched_current_d0_%d', bestD);
rPrev = localBuildAndRun(root, prevName, ...
localStimTable(Tf, 'b2_f'), template);
rCurr = localBuildAndRun(root, currName, ...
localStimTable(anc(anc.day >= 0 & anc.day <= bestD, :), B2), template);
fprintf('\n=== PAPER LME interaction (stim x day) at matched effort ===\n');
fprintf('%-26s %5s %5s %-22s %-14s\n', 'dataset', 'nRat', 'nObs', 'interaction', 'stim(Day1)');
localCmpRow(prevName, rPrev);
localCmpRow(currName, rCurr);
fprintf(['\n(Both now represent ~%.0f attempts/animal of practice. The previous\n' ...
'study spreads that over 10 sessions; the current study reaches it in %d days.)\n'], ...
target, bestD);
end
% ---- per-animal mean cumulative attempts over a day window --------------
function m = localPerAnimalMeanTotal(T, lo, hi)
T = T(T.day >= lo & T.day <= hi, :);
subj = unique(T.subject);
tot = zeros(numel(subj), 1);
for i = 1:numel(subj)
tot(i) = sum(T.total(T.subject == subj(i)));
end
m = mean(tot);
end
% ---- add a stim column (1 for treatGroup, 0 otherwise) -----------------
function D = localStimTable(T, treatGroup)
stim = double(strcmp(cellstr(T.group), treatGroup));
D = table(string(T.subject), string(T.group), T.day, T.success, T.total, stim, ...
'VariableNames', {'subject', 'group', 'day', 'success', 'total', 'stim'});
end
% ---- write data.csv + analyze.m, run it (isolated), return VARRESULT ----
function r = localBuildAndRun(root, name, D, template)
folder = fullfile(root, name);
if ~exist(folder, 'dir'); mkdir(folder); end
writetable(D, fullfile(folder, 'data.csv'));
copyfile(template, fullfile(folder, 'analyze.m'));
r = localRun(fullfile(folder, 'analyze.m'));
end
function r = localRun(scriptPath)
run(scriptPath);
r = VARRESULT; %#ok<NODEF>
end
function localCmpRow(name, r)
sig = 'n.s.';
if r.interP < 0.05; sig = 'SIG'; end
fprintf('%-26s %5d %5d %+6.2f/day p=%.3f %-4s p=%.3f\n', ...
name, r.nRats, r.nObs, r.interEst, r.interP, sig, r.stimP);
end
+115
View File
@@ -0,0 +1,115 @@
function make_variations()
%MAKE_VARIATIONS Generate one self-contained subfolder per grouping x window.
% MAKE_VARIATIONS() writes analysis/matlab/variations/<grouping>_<window>/
% for every combination below, each holding exactly three files:
% data.csv the curated data subset for that variation
% analyze.m a simple, standalone MATLAB script (copy of
% variation_analyze.m) that fits the paper's LME on data.csv
% result.txt the text result that analyze.m produces
% and a top-level variations/SUMMARY.csv indexing all variations.
%
% Groupings (stim = 1 treatment / stim = 0 control; all OTHER groups dropped):
% unmerge Box-B2 vs Box-A2
% right_only Box-B2 + Right-Elec. vs Box-A2 (Box-A dropped)
% naive_a2 Box-B2 vs Box-A2 + Naive (Right, Box-A dropped)
% naive_boxa Box-B2 vs Box-A2 + Naive + Box-A (Right dropped)
% Windows: 0-10, 0-13, 0-5, 6-10, 6-13.
%
% The model in each analyze.m is the paper's:
% behavior ~ stim + day + stim:day + (1|rat) (behavior = success COUNT).
thisDir = fileparts(mfilename('fullpath'));
templateScript = fullfile(thisDir, 'variation_analyze.m');
root = fullfile(thisDir, 'variations');
if ~exist(root, 'dir'); mkdir(root); end
B2 = 'Electrode-Box-B2'; A2 = 'Electrode-Box-A2'; NAIVE = 'Naive';
BOXA = 'Electrode-Box-A'; RIGHT = 'Right-Electrode';
% grouping name | treatment groups (stim=1) | control groups (stim=0)
groupings = {
'unmerge', {B2}, {A2}
'right_only', {B2, RIGHT}, {A2}
'naive_a2', {B2}, {A2, NAIVE}
'naive_boxa', {B2}, {A2, NAIVE, BOXA}
};
% window name | [loDay hiDay]
windows = {
'd0_10', [0 10]
'd0_13', [0 13]
'd0_5', [0 5]
'd6_10', [6 10]
'd6_13', [6 13]
};
T = tdcs_load_data();
allGroup = cellstr(T.group);
rows = {}; % accumulate SUMMARY rows
for gi = 1:size(groupings, 1)
gname = groupings{gi, 1};
treat = groupings{gi, 2};
ctrl = groupings{gi, 3};
inTreat = ismember(allGroup, treat);
inCtrl = ismember(allGroup, ctrl);
for wi = 1:size(windows, 1)
wname = windows{wi, 1};
w = windows{wi, 2};
sel = (inTreat | inCtrl) & T.day >= w(1) & T.day <= w(2);
D = T(sel, :);
stim = double(inTreat(sel));
Dout = table(string(D.subject), string(D.group), D.day, D.success, ...
D.total, stim, 'VariableNames', ...
{'subject', 'group', 'day', 'success', 'total', 'stim'});
vname = [gname '_' wname];
folder = fullfile(root, vname);
if ~exist(folder, 'dir'); mkdir(folder); end
writetable(Dout, fullfile(folder, 'data.csv'));
copyfile(templateScript, fullfile(folder, 'analyze.m'));
try
r = localRun(fullfile(folder, 'analyze.m'));
rows(end + 1, :) = {vname, gname, wname, r.nRats, r.nObs, ...
r.covEqual, r.interP, r.interPsatt, r.interPrs, r.interEst, ...
r.stimP, r.dayP}; %#ok<AGROW>
fprintf(' %-16s N=%2d obs=%4d interaction p=%.4g (%+.2f) %s\n', ...
vname, r.nRats, r.nObs, r.interP, r.interEst, ...
localTern(r.covEqual, 'equal-cov', 'UNEQUAL-cov'));
catch ME
localWriteError(folder, ME);
fprintf(2, ' %-16s ERROR: %s\n', vname, ME.message);
end
end
end
% Top-level index of all variations.
S = cell2table(rows, 'VariableNames', {'variation', 'grouping', 'window', ...
'nRats', 'nObs', 'covEqual', 'interaction_p', 'interaction_p_satt', ...
'interaction_p_rs', 'interaction_est', 'stim_p', 'day_p'});
writetable(S, fullfile(root, 'SUMMARY.csv'));
fprintf('\nWrote %d variations under %s\n(index: variations/SUMMARY.csv)\n', ...
size(rows, 1), root);
end
function r = localRun(scriptPath)
%LOCALRUN Execute one analyze.m in an isolated workspace and return its
% VARRESULT struct. Isolation prevents the script's variables (D, m, ...)
% from colliding with the generator's loop state.
run(scriptPath);
r = VARRESULT; %#ok<NODEF> (defined by the analyze.m script just run)
end
function localWriteError(folder, ME)
fid = fopen(fullfile(folder, 'result.txt'), 'w');
fprintf(fid, 'ERROR fitting this variation:\n%s\n', getReport(ME, 'basic'));
fclose(fid);
end
function out = localTern(cond, a, b)
if cond; out = a; else; out = b; end
end
+241
View File
@@ -0,0 +1,241 @@
RatName,Session,success,failure,total,,
Afrasyab,1,1,12,13,7.692307692,30.48951049
,2,8,16,24,33.33333333,5.444305382
,3,13,22,35,37.14285714,24.58333333
,4,8,21,29,27.5862069,
,5,21,22,43,48.8372093,
,6,14,28,42,33.33333333,
,7,18,28,46,39.13043478,
,8,21,31,52,40.38461538,
,9,21,20,41,51.2195122,
,10,21,34,55,38.18181818,
Arash,1,9,25,34,26.47058824,5.444305382
,2,12,29,41,29.26829268,
,3,15,28,43,34.88372093,
,4,18,26,44,40.90909091,
,5,16,17,33,48.48484848,
,6,18,29,47,38.29787234,
,7,13,35,48,27.08333333,
,8,9,29,38,23.68421053,
,9,18,25,43,41.86046512,
,10,15,32,47,31.91489362,
Ashkas,1,2,28,30,6.666666667,24.58333333
,2,11,24,35,31.42857143,
,3,10,20,30,33.33333333,
,4,9,24,33,27.27272727,
,5,9,32,41,21.95121951,
,6,10,26,36,27.77777778,
,7,13,33,46,28.26086957,
,8,9,33,42,21.42857143,
,9,6,30,36,16.66666667,
,10,15,33,48,31.25,
Fariborz,1,8,24,32,25,2.272727273
,2,10,22,32,31.25,
,3,9,25,34,26.47058824,
,4,11,24,35,31.42857143,
,5,13,22,35,37.14285714,
,6,5,33,38,13.15789474,
,7,12,32,44,27.27272727,
,8,,,0,#DIV/0!,
,9,,,0,#DIV/0!,
,10,,,0,#DIV/0!,
Garsivaz,1,10,24,34,29.41176471,27.40641711
,2,12,18,30,40,
,3,14,21,35,40,
,4,27,29,56,48.21428571,
,5,22,19,41,53.65853659,
,6,30,27,57,52.63157895,
,7,34,18,52,65.38461538,
,8,25,24,49,51.02040816,
,9,29,17,46,63.04347826,
,10,25,19,44,56.81818182,
Iraj,1,6,23,29,20.68965517,7.11912672
,2,13,24,37,35.13513514,
,3,15,17,32,46.875,
,4,20,29,49,40.81632653,
,5,17,30,47,36.17021277,
,6,21,26,47,44.68085106,
,7,24,25,49,48.97959184,
,8,,,0,#DIV/0!,
,9,,,0,#DIV/0!,
,10,,,0,#DIV/0!,
Khosrow,1,6,17,23,26.08695652,11.41304348
,2,7,20,27,25.92592593,
,3,10,17,27,37.03703704,
,4,10,16,26,38.46153846,
,5,14,21,35,40,
,6,20,21,41,48.7804878,
,7,11,26,37,29.72972973,
,8,13,21,34,38.23529412,
,9,13,17,30,43.33333333,
,10,15,25,40,37.5,
Kiyanoush,1,11,8,19,57.89473684,25.77873255
,2,22,30,52,42.30769231,
,3,34,24,58,58.62068966,
,4,30,22,52,57.69230769,
,5,27,29,56,48.21428571,
,6,46,19,65,70.76923077,
,7,32,26,58,55.17241379,
,8,47,14,61,77.04918033,
,9,49,19,68,72.05882353,
,10,41,8,49,83.67346939,
Manuchehr,1,1,21,22,4.545454545,37.48353096
,2,8,10,18,44.44444444,
,3,9,32,41,21.95121951,
,4,14,33,47,29.78723404,
,5,25,35,60,41.66666667,
,6,22,48,70,31.42857143,
,7,37,37,74,50,
,8,40,35,75,53.33333333,
,9,32,23,55,58.18181818,
,10,29,40,69,42.02898551,
Mehrab,1,8,20,28,28.57142857,22.53968254
,2,13,13,26,50,
,3,16,29,45,35.55555556,
,4,17,17,34,50,
,5,21,24,45,46.66666667,
,6,21,34,55,38.18181818,
,7,22,29,51,43.1372549,
,8,21,27,48,43.75,
,9,21,27,48,43.75,
,10,23,22,45,51.11111111,
Merdas,1,7,23,30,23.33333333,19.21985816
,2,9,27,36,25,
,3,8,25,33,24.24242424,
,4,17,31,48,35.41666667,
,5,21,24,45,46.66666667,
,6,13,26,39,33.33333333,
,7,19,24,43,44.18604651,
,8,10,38,48,20.83333333,
,9,19,33,52,36.53846154,
,10,20,27,47,42.55319149,
Nozar,1,4,16,20,20,22.55319149
,2,5,18,23,21.73913043,
,3,8,35,43,18.60465116,
,4,8,40,48,16.66666667,
,5,11,29,40,27.5,
,6,13,40,53,24.52830189,
,7,15,35,50,30,
,8,19,27,46,41.30434783,
,9,18,38,56,32.14285714,
,10,20,27,47,42.55319149,
Pashang,1,5,27,32,15.625,44.02412281
,2,7,44,51,13.7254902,
,3,18,31,49,36.73469388,
,4,16,27,43,37.20930233,
,5,21,15,36,58.33333333,
,6,16,37,53,30.18867925,
,7,18,24,42,42.85714286,
,8,23,21,44,52.27272727,
,9,20,23,43,46.51162791,
,10,34,23,57,59.64912281,
Pashin,1,7,20,27,25.92592593,14.07407407
,2,9,13,22,40.90909091,
,3,11,30,41,26.82926829,
,4,14,26,40,35,
,5,12,24,36,33.33333333,
,6,14,29,43,32.55813953,
,7,11,31,42,26.19047619,
,8,14,33,47,29.78723404,
,9,13,37,50,26,
,10,18,27,45,40,
Rostam,1,9,20,29,31.03448276,16.88218391
,2,12,24,36,33.33333333,
,3,14,28,42,33.33333333,
,4,18,23,41,43.90243902,
,5,15,30,45,33.33333333,
,6,20,29,49,40.81632653,
,7,21,30,51,41.17647059,
,8,24,24,48,50,
,9,19,27,46,41.30434783,
,10,23,25,48,47.91666667,
Salm,1,7,21,28,25,12.20930233
,2,10,26,36,27.77777778,
,3,16,34,50,32,
,4,18,31,49,36.73469388,
,5,21,41,62,33.87096774,
,6,26,34,60,43.33333333,
,7,27,26,53,50.94339623,
,8,32,30,62,51.61290323,
,9,16,24,40,40,
,10,16,27,43,37.20930233,
Sam,1,8,20,28,28.57142857,13.65079365
,2,11,21,32,34.375,
,3,10,16,26,38.46153846,
,4,11,28,39,28.20512821,
,5,12,24,36,33.33333333,
,6,14,20,34,41.17647059,
,7,15,28,43,34.88372093,
,8,9,22,31,29.03225806,
,9,23,28,51,45.09803922,
,10,19,26,45,42.22222222,
Siavash,1,10,11,21,47.61904762,2.380952381
,2,3,22,25,12,
,3,7,32,39,17.94871795,
,4,13,23,36,36.11111111,
,5,12,23,35,34.28571429,
,6,18,14,32,56.25,
,7,18,27,45,40,
,8,22,15,37,59.45945946,
,9,18,18,36,50,
,10,17,17,34,50,
Sohrab,1,8,15,23,34.7826087,18.7057634
,2,11,23,34,32.35294118,
,3,15,30,45,33.33333333,
,4,19,28,47,40.42553191,
,5,18,32,50,36,
,6,18,27,45,40,
,7,16,29,45,35.55555556,
,8,20,29,49,40.81632653,
,9,14,18,32,43.75,
,10,23,20,43,53.48837209,
Tahmasb,1,7,25,32,21.875,14.19057377
,2,11,27,38,28.94736842,
,3,8,29,37,21.62162162,
,4,7,19,26,26.92307692,
,5,12,23,35,34.28571429,
,6,13,26,39,33.33333333,
,7,11,30,41,26.82926829,
,8,15,37,52,28.84615385,
,9,23,38,61,37.70491803,
,10,22,39,61,36.06557377,
Tur,1,6,33,39,15.38461538,30.26755853
,2,11,25,36,30.55555556,
,3,9,26,35,25.71428571,
,4,16,29,45,35.55555556,
,5,19,33,52,36.53846154,
,6,14,33,47,29.78723404,
,7,21,25,46,45.65217391,
,8,,,0,#DIV/0!,
,9,,,0,#DIV/0!,
,10,,,0,#DIV/0!,
Tus,1,4,28,32,12.5,32.5
,2,9,30,39,23.07692308,
,3,5,35,40,12.5,
,4,15,27,42,35.71428571,
,5,21,29,50,42,
,6,16,36,52,30.76923077,
,7,19,40,59,32.20338983,
,8,28,29,57,49.12280702,
,9,27,35,62,43.5483871,
,10,27,33,60,45,
Zal,1,5,29,34,14.70588235,22.43697479
,2,12,24,36,33.33333333,
,3,16,21,37,43.24324324,
,4,18,22,40,45,
,5,14,20,34,41.17647059,
,6,15,26,41,36.58536585,
,7,16,30,46,34.7826087,
,8,15,29,44,34.09090909,
,9,20,26,46,43.47826087,
,10,18,32,50,36,
Zav,1,4,24,28,14.28571429,28.57142857
,2,7,30,37,18.91891892,
,3,7,34,41,17.07317073,
,4,4,28,32,12.5,
,5,8,29,37,21.62162162,
,6,4,33,37,10.81081081,
,7,7,29,36,19.44444444,
,8,15,41,56,26.78571429,
,9,19,35,54,35.18518519,
,10,21,28,49,42.85714286,
1 RatName Session success failure total
2 Afrasyab 1 1 12 13 7.692307692 30.48951049
3 2 8 16 24 33.33333333 5.444305382
4 3 13 22 35 37.14285714 24.58333333
5 4 8 21 29 27.5862069
6 5 21 22 43 48.8372093
7 6 14 28 42 33.33333333
8 7 18 28 46 39.13043478
9 8 21 31 52 40.38461538
10 9 21 20 41 51.2195122
11 10 21 34 55 38.18181818
12 Arash 1 9 25 34 26.47058824 5.444305382
13 2 12 29 41 29.26829268
14 3 15 28 43 34.88372093
15 4 18 26 44 40.90909091
16 5 16 17 33 48.48484848
17 6 18 29 47 38.29787234
18 7 13 35 48 27.08333333
19 8 9 29 38 23.68421053
20 9 18 25 43 41.86046512
21 10 15 32 47 31.91489362
22 Ashkas 1 2 28 30 6.666666667 24.58333333
23 2 11 24 35 31.42857143
24 3 10 20 30 33.33333333
25 4 9 24 33 27.27272727
26 5 9 32 41 21.95121951
27 6 10 26 36 27.77777778
28 7 13 33 46 28.26086957
29 8 9 33 42 21.42857143
30 9 6 30 36 16.66666667
31 10 15 33 48 31.25
32 Fariborz 1 8 24 32 25 2.272727273
33 2 10 22 32 31.25
34 3 9 25 34 26.47058824
35 4 11 24 35 31.42857143
36 5 13 22 35 37.14285714
37 6 5 33 38 13.15789474
38 7 12 32 44 27.27272727
39 8 0 #DIV/0!
40 9 0 #DIV/0!
41 10 0 #DIV/0!
42 Garsivaz 1 10 24 34 29.41176471 27.40641711
43 2 12 18 30 40
44 3 14 21 35 40
45 4 27 29 56 48.21428571
46 5 22 19 41 53.65853659
47 6 30 27 57 52.63157895
48 7 34 18 52 65.38461538
49 8 25 24 49 51.02040816
50 9 29 17 46 63.04347826
51 10 25 19 44 56.81818182
52 Iraj 1 6 23 29 20.68965517 7.11912672
53 2 13 24 37 35.13513514
54 3 15 17 32 46.875
55 4 20 29 49 40.81632653
56 5 17 30 47 36.17021277
57 6 21 26 47 44.68085106
58 7 24 25 49 48.97959184
59 8 0 #DIV/0!
60 9 0 #DIV/0!
61 10 0 #DIV/0!
62 Khosrow 1 6 17 23 26.08695652 11.41304348
63 2 7 20 27 25.92592593
64 3 10 17 27 37.03703704
65 4 10 16 26 38.46153846
66 5 14 21 35 40
67 6 20 21 41 48.7804878
68 7 11 26 37 29.72972973
69 8 13 21 34 38.23529412
70 9 13 17 30 43.33333333
71 10 15 25 40 37.5
72 Kiyanoush 1 11 8 19 57.89473684 25.77873255
73 2 22 30 52 42.30769231
74 3 34 24 58 58.62068966
75 4 30 22 52 57.69230769
76 5 27 29 56 48.21428571
77 6 46 19 65 70.76923077
78 7 32 26 58 55.17241379
79 8 47 14 61 77.04918033
80 9 49 19 68 72.05882353
81 10 41 8 49 83.67346939
82 Manuchehr 1 1 21 22 4.545454545 37.48353096
83 2 8 10 18 44.44444444
84 3 9 32 41 21.95121951
85 4 14 33 47 29.78723404
86 5 25 35 60 41.66666667
87 6 22 48 70 31.42857143
88 7 37 37 74 50
89 8 40 35 75 53.33333333
90 9 32 23 55 58.18181818
91 10 29 40 69 42.02898551
92 Mehrab 1 8 20 28 28.57142857 22.53968254
93 2 13 13 26 50
94 3 16 29 45 35.55555556
95 4 17 17 34 50
96 5 21 24 45 46.66666667
97 6 21 34 55 38.18181818
98 7 22 29 51 43.1372549
99 8 21 27 48 43.75
100 9 21 27 48 43.75
101 10 23 22 45 51.11111111
102 Merdas 1 7 23 30 23.33333333 19.21985816
103 2 9 27 36 25
104 3 8 25 33 24.24242424
105 4 17 31 48 35.41666667
106 5 21 24 45 46.66666667
107 6 13 26 39 33.33333333
108 7 19 24 43 44.18604651
109 8 10 38 48 20.83333333
110 9 19 33 52 36.53846154
111 10 20 27 47 42.55319149
112 Nozar 1 4 16 20 20 22.55319149
113 2 5 18 23 21.73913043
114 3 8 35 43 18.60465116
115 4 8 40 48 16.66666667
116 5 11 29 40 27.5
117 6 13 40 53 24.52830189
118 7 15 35 50 30
119 8 19 27 46 41.30434783
120 9 18 38 56 32.14285714
121 10 20 27 47 42.55319149
122 Pashang 1 5 27 32 15.625 44.02412281
123 2 7 44 51 13.7254902
124 3 18 31 49 36.73469388
125 4 16 27 43 37.20930233
126 5 21 15 36 58.33333333
127 6 16 37 53 30.18867925
128 7 18 24 42 42.85714286
129 8 23 21 44 52.27272727
130 9 20 23 43 46.51162791
131 10 34 23 57 59.64912281
132 Pashin 1 7 20 27 25.92592593 14.07407407
133 2 9 13 22 40.90909091
134 3 11 30 41 26.82926829
135 4 14 26 40 35
136 5 12 24 36 33.33333333
137 6 14 29 43 32.55813953
138 7 11 31 42 26.19047619
139 8 14 33 47 29.78723404
140 9 13 37 50 26
141 10 18 27 45 40
142 Rostam 1 9 20 29 31.03448276 16.88218391
143 2 12 24 36 33.33333333
144 3 14 28 42 33.33333333
145 4 18 23 41 43.90243902
146 5 15 30 45 33.33333333
147 6 20 29 49 40.81632653
148 7 21 30 51 41.17647059
149 8 24 24 48 50
150 9 19 27 46 41.30434783
151 10 23 25 48 47.91666667
152 Salm 1 7 21 28 25 12.20930233
153 2 10 26 36 27.77777778
154 3 16 34 50 32
155 4 18 31 49 36.73469388
156 5 21 41 62 33.87096774
157 6 26 34 60 43.33333333
158 7 27 26 53 50.94339623
159 8 32 30 62 51.61290323
160 9 16 24 40 40
161 10 16 27 43 37.20930233
162 Sam 1 8 20 28 28.57142857 13.65079365
163 2 11 21 32 34.375
164 3 10 16 26 38.46153846
165 4 11 28 39 28.20512821
166 5 12 24 36 33.33333333
167 6 14 20 34 41.17647059
168 7 15 28 43 34.88372093
169 8 9 22 31 29.03225806
170 9 23 28 51 45.09803922
171 10 19 26 45 42.22222222
172 Siavash 1 10 11 21 47.61904762 2.380952381
173 2 3 22 25 12
174 3 7 32 39 17.94871795
175 4 13 23 36 36.11111111
176 5 12 23 35 34.28571429
177 6 18 14 32 56.25
178 7 18 27 45 40
179 8 22 15 37 59.45945946
180 9 18 18 36 50
181 10 17 17 34 50
182 Sohrab 1 8 15 23 34.7826087 18.7057634
183 2 11 23 34 32.35294118
184 3 15 30 45 33.33333333
185 4 19 28 47 40.42553191
186 5 18 32 50 36
187 6 18 27 45 40
188 7 16 29 45 35.55555556
189 8 20 29 49 40.81632653
190 9 14 18 32 43.75
191 10 23 20 43 53.48837209
192 Tahmasb 1 7 25 32 21.875 14.19057377
193 2 11 27 38 28.94736842
194 3 8 29 37 21.62162162
195 4 7 19 26 26.92307692
196 5 12 23 35 34.28571429
197 6 13 26 39 33.33333333
198 7 11 30 41 26.82926829
199 8 15 37 52 28.84615385
200 9 23 38 61 37.70491803
201 10 22 39 61 36.06557377
202 Tur 1 6 33 39 15.38461538 30.26755853
203 2 11 25 36 30.55555556
204 3 9 26 35 25.71428571
205 4 16 29 45 35.55555556
206 5 19 33 52 36.53846154
207 6 14 33 47 29.78723404
208 7 21 25 46 45.65217391
209 8 0 #DIV/0!
210 9 0 #DIV/0!
211 10 0 #DIV/0!
212 Tus 1 4 28 32 12.5 32.5
213 2 9 30 39 23.07692308
214 3 5 35 40 12.5
215 4 15 27 42 35.71428571
216 5 21 29 50 42
217 6 16 36 52 30.76923077
218 7 19 40 59 32.20338983
219 8 28 29 57 49.12280702
220 9 27 35 62 43.5483871
221 10 27 33 60 45
222 Zal 1 5 29 34 14.70588235 22.43697479
223 2 12 24 36 33.33333333
224 3 16 21 37 43.24324324
225 4 18 22 40 45
226 5 14 20 34 41.17647059
227 6 15 26 41 36.58536585
228 7 16 30 46 34.7826087
229 8 15 29 44 34.09090909
230 9 20 26 46 43.47826087
231 10 18 32 50 36
232 Zav 1 4 24 28 14.28571429 28.57142857
233 2 7 30 37 18.91891892
234 3 7 34 41 17.07317073
235 4 4 28 32 12.5
236 5 8 29 37 21.62162162
237 6 4 33 37 10.81081081
238 7 7 29 36 19.44444444
239 8 15 41 56 26.78571429
240 9 19 35 54 35.18518519
241 10 21 28 49 42.85714286
Binary file not shown.
+25
View File
@@ -0,0 +1,25 @@
Rat_Name,0,1,2,3,4,5,6,7,8,9,Hand,Group
Arash,9,12,15,18,16,17,13,7,14,15,Right,Anodal
Garsivaz,10,12,15,27,22,30,33,26,30,27,Right,Anodal
Iraj,6,11,15,20,17,21,24,,,,Right,Anodal
Khosrow,6,6,10,10,14,18,11,13,13,15,Left,Anodal
Kiyanoush,11,22,31,30,27,45,32,47,49,41,Right,Anodal
Manuchehr,1,8,9,14,26,22,36,40,32,28,Right,Anodal
Pashang,5,8,19,16,20,16,19,23,20,35,Right,Anodal
Rostam,9,12,14,18,14,19,21,25,19,22,Right,Anodal
Sam,8,11,7,11,13,14,15,10,23,19,Left,Anodal
Sohrab,8,12,15,18,17,18,16,20,14,23,Left,Anodal
Tahmasb,7,12,8,7,13,13,12,16,23,22,Right,Anodal
Tus,5,10,5,15,22,16,18,29,28,28,Right,Anodal
Fariborz,8,10,9,11,13,6,12,,,,Left,Control
Siavash,10,3,7,13,12,18,19,22,18,17,Left,Control
Afrasyab,1,6,12,9,23,15,18,21,21,21,Left,Control
Ashkas,1,11,11,9,9,10,12,6,6,14,Left,Control
Mehrab,8,13,16,17,21,21,23,21,22,23,Left,Control
Merdas,8,9,8,16,21,13,19,10,19,20,Left,Control
Nozar,4,5,8,8,11,13,15,20,18,20,Right,Control
Pashin,7,9,11,14,13,14,11,12,13,18,Left,Control
Salm,7,10,15,18,21,26,26,33,17,15,Right,Control
Tur,6,10,9,17,18,14,20,,,,Right,Control
Zal,5,12,16,18,14,14,18,15,20,18,Left,Control
Zav,3,8,7,3,8,4,7,15,19,22,Right,Control
1 Rat_Name 0 1 2 3 4 5 6 7 8 9 Hand Group
2 Arash 9 12 15 18 16 17 13 7 14 15 Right Anodal
3 Garsivaz 10 12 15 27 22 30 33 26 30 27 Right Anodal
4 Iraj 6 11 15 20 17 21 24 Right Anodal
5 Khosrow 6 6 10 10 14 18 11 13 13 15 Left Anodal
6 Kiyanoush 11 22 31 30 27 45 32 47 49 41 Right Anodal
7 Manuchehr 1 8 9 14 26 22 36 40 32 28 Right Anodal
8 Pashang 5 8 19 16 20 16 19 23 20 35 Right Anodal
9 Rostam 9 12 14 18 14 19 21 25 19 22 Right Anodal
10 Sam 8 11 7 11 13 14 15 10 23 19 Left Anodal
11 Sohrab 8 12 15 18 17 18 16 20 14 23 Left Anodal
12 Tahmasb 7 12 8 7 13 13 12 16 23 22 Right Anodal
13 Tus 5 10 5 15 22 16 18 29 28 28 Right Anodal
14 Fariborz 8 10 9 11 13 6 12 Left Control
15 Siavash 10 3 7 13 12 18 19 22 18 17 Left Control
16 Afrasyab 1 6 12 9 23 15 18 21 21 21 Left Control
17 Ashkas 1 11 11 9 9 10 12 6 6 14 Left Control
18 Mehrab 8 13 16 17 21 21 23 21 22 23 Left Control
19 Merdas 8 9 8 16 21 13 19 10 19 20 Left Control
20 Nozar 4 5 8 8 11 13 15 20 18 20 Right Control
21 Pashin 7 9 11 14 13 14 11 12 13 18 Left Control
22 Salm 7 10 15 18 21 26 26 33 17 15 Right Control
23 Tur 6 10 9 17 18 14 20 Right Control
24 Zal 5 12 16 18 14 14 18 15 20 18 Left Control
25 Zav 3 8 7 3 8 4 7 15 19 22 Right Control
+35
View File
@@ -0,0 +1,35 @@
Data,Success
Group,,,Electrode-Box-A,Electrode-Box-A2,Electrode-Box-A2,Electrode-Box-A2,Electrode-Box-B2,Electrode-Box-B2,Electrode-Box-B2,Electrode-Box-B2,Left-Electrode-Cathodal,Naive,Naive,Naive,Right-Electrode
# Days Reach,Flan-1,Vu-vuong,Khoai-tay-1,Banh-mi-2,Egg-tart-2,Root-beer-2,Banh-mi-1,Egg-tart-1,Flan-2,Root-beer-1,OM-1,Khoai-lang-2,Khoai-tay-2,OM-2,Khoai-lang-1
-4,,,,,,,,,,,,,,,0
-3,,,,,,,,,,,,,,,2
-2,,,1,,,,,,,,,,,0,
-1,,,3,2,,,,,,,,,,5,0
0,,18,14,25,9,22,13,7,,11,0,0,,1,3
1,,35,22,22,2,31,35,16,,18,1,0,21,11,18
2,,61,6,22,31,49,47,23,,40,3,10,6,19,27
3,,34,28,29,44,31,65,63,,55,1,11,0,29,46
4,,61,60,27,54,60,70,69,,75,11,9,28,73,65
5,,37,75,43,84,84,102,83,,64,5,34,31,53,76
6,,49,81,74,85,,90,71,,104,9,21,62,73,79
7,,65,78,70,79,,109,79,,98,,23,87,80,81
8,,67,91,65,76,,104,98,,81,,64,105,91,98
9,,73,99,79,88,,119,89,,89,,75,75,90,101
10,,72,94,93,81,,121,96,,105,,63,101,95,103
11,,89,110,,78,,121,96,,,,59,102,60,113
12,,97,105,,96,,120,101,,,,51,95,58,117
13,,93,106,,84,,135,103,,,,73,77,,114
14,,75,91,,,,,97,,,,82,91,,119
15,,68,,,,,,,,,,70,,,111
16,,96,,,,,,,,,,76,,,74
17,,68,,,,,,,,,,76,,,109
18,,81,,,,,,,,,,63,,,88
19,,66,,,,,,,,,,48,,,98
20,,84,,,,,,,,,,65,,,118
21,,66,,,,,,,,,,75,,,109
22,,,,,,,,,,,,98,,,106
23,,,,,,,,,,,,88,,,
24,,,,,,,,,,,,94,,,
25,,,,,,,,,,,,56,,,
26,,,,,,,,,,,,75,,,
1 Data,Success
2 Group,—,—,Electrode-Box-A,Electrode-Box-A2,Electrode-Box-A2,Electrode-Box-A2,Electrode-Box-B2,Electrode-Box-B2,Electrode-Box-B2,Electrode-Box-B2,Left-Electrode-Cathodal,Naive,Naive,Naive,Right-Electrode
3 # Days Reach,Flan-1,Vu-vuong,Khoai-tay-1,Banh-mi-2,Egg-tart-2,Root-beer-2,Banh-mi-1,Egg-tart-1,Flan-2,Root-beer-1,OM-1,Khoai-lang-2,Khoai-tay-2,OM-2,Khoai-lang-1
4 -4,,,,,,,,,,,,,,,0
5 -3,,,,,,,,,,,,,,,2
6 -2,,,1,,,,,,,,,,,0,
7 -1,,,3,2,,,,,,,,,,5,0
8 0,,18,14,25,9,22,13,7,,11,0,0,,1,3
9 1,,35,22,22,2,31,35,16,,18,1,0,21,11,18
10 2,,61,6,22,31,49,47,23,,40,3,10,6,19,27
11 3,,34,28,29,44,31,65,63,,55,1,11,0,29,46
12 4,,61,60,27,54,60,70,69,,75,11,9,28,73,65
13 5,,37,75,43,84,84,102,83,,64,5,34,31,53,76
14 6,,49,81,74,85,,90,71,,104,9,21,62,73,79
15 7,,65,78,70,79,,109,79,,98,,23,87,80,81
16 8,,67,91,65,76,,104,98,,81,,64,105,91,98
17 9,,73,99,79,88,,119,89,,89,,75,75,90,101
18 10,,72,94,93,81,,121,96,,105,,63,101,95,103
19 11,,89,110,,78,,121,96,,,,59,102,60,113
20 12,,97,105,,96,,120,101,,,,51,95,58,117
21 13,,93,106,,84,,135,103,,,,73,77,,114
22 14,,75,91,,,,,97,,,,82,91,,119
23 15,,68,,,,,,,,,,70,,,111
24 16,,96,,,,,,,,,,76,,,74
25 17,,68,,,,,,,,,,76,,,109
26 18,,81,,,,,,,,,,63,,,88
27 19,,66,,,,,,,,,,48,,,98
28 20,,84,,,,,,,,,,65,,,118
29 21,,66,,,,,,,,,,75,,,109
30 22,,,,,,,,,,,,98,,,106
31 23,,,,,,,,,,,,88,,,
32 24,,,,,,,,,,,,94,,,
33 25,,,,,,,,,,,,56,,,
34 26,,,,,,,,,,,,75,,,
+35
View File
@@ -0,0 +1,35 @@
Data,Total attempts
Group,,,Electrode-Box-A,Electrode-Box-A2,Electrode-Box-A2,Electrode-Box-A2,Electrode-Box-B2,Electrode-Box-B2,Electrode-Box-B2,Electrode-Box-B2,Left-Electrode-Cathodal,Naive,Naive,Naive,Right-Electrode
# Days Reach,Flan-1,Vu-vuong,Khoai-tay-1,Banh-mi-2,Egg-tart-2,Root-beer-2,Banh-mi-1,Egg-tart-1,Flan-2,Root-beer-1,OM-1,Khoai-lang-2,Khoai-tay-2,OM-2,Khoai-lang-1
-4,,,,,,,,,,,,,,,0
-3,,,,,,,,,20,,,,,,7
-2,,,18,,,,,,,,,,,0,
-1,,,24,42,,,,,,,,,,18,0
0,,61,62,97,32,74,84,56,,85,0,0,,7,69
1,,91,83,101,38,87,86,78,,76,10,0,68,33,97
2,,127,79,119,93,134,110,103,,105,5,47,79,62,84
3,,146,97,118,101,89,140,120,,134,2,52,83,117,121
4,,141,134,136,131,140,127,132,,136,44,56,87,126,143
5,,151,138,146,139,147,142,136,,133,23,95,125,135,141
6,,131,137,146,145,,131,142,,139,32,72,144,138,146
7,,149,147,148,143,,148,138,,148,,99,141,131,153
8,,141,132,130,131,,137,142,,145,,136,152,141,144
9,,140,146,151,149,,150,139,,156,,131,148,135,149
10,,131,143,152,151,,158,143,,158,,134,149,142,150
11,,158,156,,152,,148,148,,,,139,154,133,154
12,,154,143,,155,,149,156,,,,129,144,142,148
13,,145,153,,155,,154,152,,,,143,149,,146
14,,147,152,,,,,152,,,,136,153,,132
15,,142,,,,,,,,,,145,,,156
16,,162,,,,,,,,,,135,,,156
17,,144,,,,,,,,,,150,,,139
18,,134,,,,,,,,,,122,,,138
19,,144,,,,,,,,,,116,,,140
20,,127,,,,,,,,,,134,,,153
21,,133,,,,,,,,,,131,,,146
22,,,,,,,,,,,,146,,,141
23,,,,,,,,,,,,139,,,
24,,,,,,,,,,,,148,,,
25,,,,,,,,,,,,102,,,
26,,,,,,,,,,,,143,,,
1 Data,Total attempts
2 Group,—,—,Electrode-Box-A,Electrode-Box-A2,Electrode-Box-A2,Electrode-Box-A2,Electrode-Box-B2,Electrode-Box-B2,Electrode-Box-B2,Electrode-Box-B2,Left-Electrode-Cathodal,Naive,Naive,Naive,Right-Electrode
3 # Days Reach,Flan-1,Vu-vuong,Khoai-tay-1,Banh-mi-2,Egg-tart-2,Root-beer-2,Banh-mi-1,Egg-tart-1,Flan-2,Root-beer-1,OM-1,Khoai-lang-2,Khoai-tay-2,OM-2,Khoai-lang-1
4 -4,,,,,,,,,,,,,,,0
5 -3,,,,,,,,,20,,,,,,7
6 -2,,,18,,,,,,,,,,,0,
7 -1,,,24,42,,,,,,,,,,18,0
8 0,,61,62,97,32,74,84,56,,85,0,0,,7,69
9 1,,91,83,101,38,87,86,78,,76,10,0,68,33,97
10 2,,127,79,119,93,134,110,103,,105,5,47,79,62,84
11 3,,146,97,118,101,89,140,120,,134,2,52,83,117,121
12 4,,141,134,136,131,140,127,132,,136,44,56,87,126,143
13 5,,151,138,146,139,147,142,136,,133,23,95,125,135,141
14 6,,131,137,146,145,,131,142,,139,32,72,144,138,146
15 7,,149,147,148,143,,148,138,,148,,99,141,131,153
16 8,,141,132,130,131,,137,142,,145,,136,152,141,144
17 9,,140,146,151,149,,150,139,,156,,131,148,135,149
18 10,,131,143,152,151,,158,143,,158,,134,149,142,150
19 11,,158,156,,152,,148,148,,,,139,154,133,154
20 12,,154,143,,155,,149,156,,,,129,144,142,148
21 13,,145,153,,155,,154,152,,,,143,149,,146
22 14,,147,152,,,,,152,,,,136,153,,132
23 15,,142,,,,,,,,,,145,,,156
24 16,,162,,,,,,,,,,135,,,156
25 17,,144,,,,,,,,,,150,,,139
26 18,,134,,,,,,,,,,122,,,138
27 19,,144,,,,,,,,,,116,,,140
28 20,,127,,,,,,,,,,134,,,153
29 21,,133,,,,,,,,,,131,,,146
30 22,,,,,,,,,,,,146,,,141
31 23,,,,,,,,,,,,139,,,
32 24,,,,,,,,,,,,148,,,
33 25,,,,,,,,,,,,102,,,
34 26,,,,,,,,,,,,143,,,
Binary file not shown.

After

Width:  |  Height:  |  Size: 135 KiB

@@ -0,0 +1,76 @@
==============================================================================
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 (resid) Satterthwaite: p (df)
------------------------------------------------------------------------------
days x tDCS (interaction) t(79)= 1.51 F(1)= 2.292 p=0.134 p=0.1338 (df=83)
days (learning) t(79)= 12.43 F(1)=154.593 p=2.759e-20 p=1.192e-20 (df=83)
tDCS (main, at Day 1) t(79)= 0.80 F(1)= 0.635 p=0.428 p=0.4278 (df=83)
HONEST LME -- per-animal random slope (day|subject): interaction F(1,20.3)=1.35, p=0.258
Note: Satterthwaite DF on the random-INTERCEPT model above stays ~= residual
(the slope's error is at the session level), so it does NOT fix pseudoreplication.
Letting each animal have its OWN slope collapses the interaction DF toward the animal
count -- this, and the per-animal slope test, are the honest learning-rate inference.
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.)
@@ -0,0 +1,76 @@
==============================================================================
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 (resid) Satterthwaite: p (df)
------------------------------------------------------------------------------
days x tDCS (interaction) t(94)= 1.36 F(1)= 1.844 p=0.1777 p=0.1776 (df=98)
days (learning) t(94)= 13.14 F(1)=172.537 p=5.403e-23 p=2.463e-23 (df=98)
tDCS (main, at Day 1) t(94)= 1.12 F(1)= 1.264 p=0.2637 p=0.2636 (df=98)
HONEST LME -- per-animal random slope (day|subject): interaction F(1,16.2)=1.37, p=0.2593
Note: Satterthwaite DF on the random-INTERCEPT model above stays ~= residual
(the slope's error is at the session level), so it does NOT fix pseudoreplication.
Letting each animal have its OWN slope collapses the interaction DF toward the animal
count -- this, and the per-animal slope test, are the honest learning-rate inference.
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.)
@@ -0,0 +1,79 @@
==============================================================================
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 (resid) Satterthwaite: p (df)
------------------------------------------------------------------------------
days x tDCS (interaction) t(105)= -2.66 F(1)= 7.094 p=0.008953 p=0.008906 (df=109)
days (learning) t(105)= 9.82 F(1)= 96.388 p=1.573e-16 p=1.113e-16 (df=109)
tDCS (main, at Day 1) t(105)= 3.43 F(1)= 11.778 p=0.0008585 p=0.000848 (df=109)
HONEST LME -- per-animal random slope (day|subject): interaction F(1,9.7)=0.11, p=0.746
Note: Satterthwaite DF on the random-INTERCEPT model above stays ~= residual
(the slope's error is at the session level), so it does NOT fix pseudoreplication.
Letting each animal have its OWN slope collapses the interaction DF toward the animal
count -- this, and the per-animal slope test, are the honest learning-rate inference.
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.)
@@ -0,0 +1,76 @@
==============================================================================
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 (resid) Satterthwaite: p (df)
------------------------------------------------------------------------------
days x tDCS (interaction) t(79)= 1.91 F(1)= 3.632 p=0.06032 p=0.06034 (df=79)
days (learning) t(79)= 10.55 F(1)=111.334 p=9.547e-17 p=8.241e-17 (df=80)
tDCS (main, at Day 1) t(79)= 0.07 F(1)= 0.004 p=0.9478 p=0.9482 (df=21)
HONEST LME -- per-animal random slope (day|subject): interaction F(1,30.6)=3.00, p=0.09319
Note: Satterthwaite DF on the random-INTERCEPT model above stays ~= residual
(the slope's error is at the session level), so it does NOT fix pseudoreplication.
Letting each animal have its OWN slope collapses the interaction DF toward the animal
count -- this, and the per-animal slope test, are the honest learning-rate inference.
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.)
@@ -0,0 +1,76 @@
==============================================================================
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 (resid) Satterthwaite: p (df)
------------------------------------------------------------------------------
days x tDCS (interaction) t(94)= 1.95 F(1)= 3.812 p=0.05385 p=0.05377 (df=97)
days (learning) t(94)= 9.91 F(1)= 98.208 p=2.855e-16 p=1.981e-16 (df=98)
tDCS (main, at Day 1) t(94)= 0.29 F(1)= 0.082 p=0.7757 p=0.7776 (df=24)
HONEST LME -- per-animal random slope (day|subject): interaction F(1,29.7)=3.25, p=0.08138
Note: Satterthwaite DF on the random-INTERCEPT model above stays ~= residual
(the slope's error is at the session level), so it does NOT fix pseudoreplication.
Letting each animal have its OWN slope collapses the interaction DF toward the animal
count -- this, and the per-animal slope test, are the honest learning-rate inference.
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.)
@@ -0,0 +1,79 @@
==============================================================================
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 (resid) Satterthwaite: p (df)
------------------------------------------------------------------------------
days x tDCS (interaction) t(105)= -1.43 F(1)= 2.043 p=0.1559 p=0.1558 (df=109)
days (learning) t(105)= 6.89 F(1)= 47.494 p=4.234e-10 p=3.734e-10 (df=109)
tDCS (main, at Day 1) t(105)= 2.45 F(1)= 6.021 p=0.01578 p=0.01572 (df=109)
HONEST LME -- per-animal random slope (day|subject): interaction F(1,11.8)=0.02, p=0.9027
Note: Satterthwaite DF on the random-INTERCEPT model above stays ~= residual
(the slope's error is at the session level), so it does NOT fix pseudoreplication.
Letting each animal have its OWN slope collapses the interaction DF toward the animal
count -- this, and the per-animal slope test, are the honest learning-rate inference.
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.)
@@ -0,0 +1,76 @@
==============================================================================
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 (resid) Satterthwaite: p (df)
------------------------------------------------------------------------------
days x tDCS (interaction) t(57)= 1.49 F(1)= 2.208 p=0.1428 p=0.1428 (df=57)
days (learning) t(57)= 10.08 F(1)=101.556 p=2.832e-14 p=1.931e-14 (df=59)
tDCS (main, at Day 1) t(57)= 0.68 F(1)= 0.466 p=0.4974 p=0.5037 (df=17)
HONEST LME -- per-animal random slope (day|subject): interaction F(1,13.0)=1.46, p=0.2479
Note: Satterthwaite DF on the random-INTERCEPT model above stays ~= residual
(the slope's error is at the session level), so it does NOT fix pseudoreplication.
Letting each animal have its OWN slope collapses the interaction DF toward the animal
count -- this, and the per-animal slope test, are the honest learning-rate inference.
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.)
@@ -0,0 +1,76 @@
==============================================================================
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 (resid) Satterthwaite: p (df)
------------------------------------------------------------------------------
days x tDCS (interaction) t(66)= 1.65 F(1)= 2.721 p=0.1038 p=0.1035 (df=70)
days (learning) t(66)= 9.09 F(1)= 82.593 p=3.035e-13 p=1.823e-13 (df=70)
tDCS (main, at Day 1) t(66)= 0.95 F(1)= 0.910 p=0.3436 p=0.3434 (df=70)
HONEST LME -- per-animal random slope (day|subject): interaction F(1,12.8)=1.64, p=0.2227
Note: Satterthwaite DF on the random-INTERCEPT model above stays ~= residual
(the slope's error is at the session level), so it does NOT fix pseudoreplication.
Letting each animal have its OWN slope collapses the interaction DF toward the animal
count -- this, and the per-animal slope test, are the honest learning-rate inference.
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.)
@@ -0,0 +1,76 @@
==============================================================================
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 (resid) Satterthwaite: p (df)
------------------------------------------------------------------------------
days x tDCS (interaction) t(67)= 1.02 F(1)= 1.041 p=0.3112 p=0.3111 (df=70)
days (learning) t(67)= 9.20 F(1)= 84.665 p=1.671e-13 p=1.04e-13 (df=71)
tDCS (main, at Day 1) t(67)= 1.04 F(1)= 1.086 p=0.3012 p=0.3116 (df=18)
HONEST LME -- per-animal random slope (day|subject): interaction F(1,8.8)=0.61, p=0.456
Note: Satterthwaite DF on the random-INTERCEPT model above stays ~= residual
(the slope's error is at the session level), so it does NOT fix pseudoreplication.
Letting each animal have its OWN slope collapses the interaction DF toward the animal
count -- this, and the per-animal slope test, are the honest learning-rate inference.
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.)
+199
View File
@@ -0,0 +1,199 @@
==============================================================================
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.
+199
View File
@@ -0,0 +1,199 @@
==============================================================================
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.
+199
View File
@@ -0,0 +1,199 @@
==============================================================================
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.
+199
View File
@@ -0,0 +1,199 @@
==============================================================================
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.
+199
View File
@@ -0,0 +1,199 @@
==============================================================================
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.
+77
View File
@@ -0,0 +1,77 @@
==============================================================================
PAPER LME REPLICATION -- mergeA2 (full range)
==============================================================================
model: behavior ~ stim + day + stim:day + (1|rat) [stim: Electrode-Box-B2=1 vs Electrode-Box-A2=0]
behavior = successful reaches (COUNT per session)
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 (resid) Satterthwaite: p (df)
----------------------------------------------------------------------------
stim x day (interaction) t(105)= -2.66 F(1)= 7.094 p=0.008953 p=0.008906 (df=109)
day (learning) t(105)= 9.82 F(1)= 96.388 p=1.573e-16 p=1.113e-16 (df=109)
stim (main, Day 1) t(105)= 3.43 F(1)= 11.778 p=0.0008585 p=0.000848 (df=109)
interaction 95% CI: [-3.80, -0.56]
HONEST LME -- per-rat random slope (day|rat): interaction F(1,9.7)=0.11, p=0.746
Satterthwaite DF on the random-INTERCEPT model above stays ~= residual (the
slope's error is at session level), so it does NOT fix pseudoreplication. A per-animal
random slope collapses the interaction DF toward the animal count -- the honest test.
INTERPRETATION
- stim x day interaction: SIGNIFICANT (p=0.0090, slope diff=-2.18) -> tDCS (Box-B2) improves SLOWER -- groups converge.
- stim main effect on Day 1 (our day 0): SIGNIFICANT (p=0.0009) -> groups already DIFFER on Day 1.
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.
+77
View File
@@ -0,0 +1,77 @@
==============================================================================
PAPER LME REPLICATION -- mergeB2 (full range)
==============================================================================
model: behavior ~ stim + day + stim:day + (1|rat) [stim: Electrode-Box-B2=1 vs Electrode-Box-A2=0]
behavior = successful reaches (COUNT per session)
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 (resid) Satterthwaite: p (df)
----------------------------------------------------------------------------
stim x day (interaction) t(105)= -1.43 F(1)= 2.043 p=0.1559 p=0.1558 (df=109)
day (learning) t(105)= 6.89 F(1)= 47.494 p=4.234e-10 p=3.734e-10 (df=109)
stim (main, Day 1) t(105)= 2.45 F(1)= 6.021 p=0.01578 p=0.01572 (df=109)
interaction 95% CI: [-3.50, +0.57]
HONEST LME -- per-rat random slope (day|rat): interaction F(1,11.8)=0.02, p=0.9027
Satterthwaite DF on the random-INTERCEPT model above stays ~= residual (the
slope's error is at session level), so it does NOT fix pseudoreplication. A per-animal
random slope collapses the interaction DF toward the animal count -- the honest test.
INTERPRETATION
- stim x day interaction: n.s. (p=0.1559, slope diff=-1.47) -> slopes parallel -- no differential learning rate over this window.
- stim main effect on Day 1 (our day 0): SIGNIFICANT (p=0.0158) -> groups already DIFFER on Day 1.
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.
@@ -0,0 +1,77 @@
==============================================================================
PAPER LME REPLICATION -- mergeNaive (full range)
==============================================================================
model: behavior ~ stim + day + stim:day + (1|rat) [stim: Electrode-Box-B2=1 vs Electrode-Box-A2=0]
behavior = successful reaches (COUNT per session)
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 (resid) Satterthwaite: p (df)
----------------------------------------------------------------------------
stim x day (interaction) t(166)= 2.70 F(1)= 7.299 p=0.007614 p=0.007598 (df=170)
day (learning) t(166)= 10.58 F(1)=111.990 p=2.508e-20 p=2.011e-20 (df=170)
stim (main, Day 1) t(166)= 1.27 F(1)= 1.611 p=0.2062 p=0.217 (df=23)
interaction 95% CI: [+0.43, +2.74]
HONEST LME -- per-rat random slope (day|rat): interaction F(1,11.4)=0.92, p=0.3565
Satterthwaite DF on the random-INTERCEPT model above stays ~= residual (the
slope's error is at session level), so it does NOT fix pseudoreplication. A per-animal
random slope collapses the interaction DF toward the animal count -- the honest test.
INTERPRETATION
- stim x day interaction: SIGNIFICANT (p=0.0076, slope diff=+1.58) -> tDCS (Box-B2) improves FASTER -- benefit accumulates over training.
- stim main effect on Day 1 (our day 0): n.s. (p=0.2062) -> groups are comparable on Day 1.
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.
@@ -0,0 +1,76 @@
==============================================================================
PAPER LME REPLICATION -- mergeNaive (days 0-10)
==============================================================================
model: behavior ~ stim + day + stim:day + (1|rat) [stim: Electrode-Box-B2=1 vs Electrode-Box-A2=0]
behavior = successful reaches (COUNT per session)
N = 11 rats, 115 sessions (day raw; day 0 = paper "Day 1")
day coverage: stim(B2) 0..10, control(A2) 0..10
(Equal day coverage -- the stim:day interaction over this window is NOT
confounded by the full-range coverage imbalance.)
==============================================================================
FULL MODEL SUMMARY -- fitlme: behavior ~ stim + day + stim:day + (1|rat)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 115
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
952.54 969.01 -470.27 940.54
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 10.33 4.3573 2.3706 111 0.019482
{'day' } 8.0907 0.51948 15.575 111 1.0806e-29
{'stim' } 9.4432 7.1538 1.32 111 0.18954
{'day:stim' } 1.6184 0.8216 1.9699 111 0.051345
Lower Upper
1.6953 18.964
7.0613 9.12
-4.7326 23.619
-0.0096134 3.2465
Random effects covariance parameters (95% CIs):
Group: rat (11 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 8.4877
Lower Upper
5.0001 14.408
Group: Error
Name Estimate Lower Upper
{'Res Std'} 13.352 11.652 15.299
effect t(df) / F(df1) p (resid) Satterthwaite: p (df)
----------------------------------------------------------------------------
stim x day (interaction) t(111)= 1.97 F(1)= 3.880 p=0.05134 p=0.05149 (df=105)
day (learning) t(111)= 15.57 F(1)=242.567 p=1.081e-29 p=3.188e-29 (df=107)
stim (main, Day 1) t(111)= 1.32 F(1)= 1.742 p=0.1895 p=0.2003 (df=22)
interaction 95% CI: [-0.01, +3.25]
HONEST LME -- per-rat random slope (day|rat): interaction F(1,10.1)=2.00, p=0.1875
Satterthwaite DF on the random-INTERCEPT model above stays ~= residual (the
slope's error is at session level), so it does NOT fix pseudoreplication. A per-animal
random slope collapses the interaction DF toward the animal count -- the honest test.
INTERPRETATION
- stim x day interaction: n.s. (p=0.0513, slope diff=+1.62) -> slopes parallel -- no differential learning rate over this window.
- stim main effect on Day 1 (our day 0): n.s. (p=0.1895) -> groups are comparable on Day 1.
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.
@@ -0,0 +1,76 @@
==============================================================================
PAPER LME REPLICATION -- mergeNaive (days 0-13)
==============================================================================
model: behavior ~ stim + day + stim:day + (1|rat) [stim: Electrode-Box-B2=1 vs Electrode-Box-A2=0]
behavior = successful reaches (COUNT per session)
N = 11 rats, 138 sessions (day raw; day 0 = paper "Day 1")
day coverage: stim(B2) 0..13, control(A2) 0..13
(Equal day coverage -- the stim:day interaction over this window is NOT
confounded by the full-range coverage imbalance.)
==============================================================================
FULL MODEL SUMMARY -- fitlme: behavior ~ stim + day + stim:day + (1|rat)
==============================================================================
Linear mixed-effects model fit by ML
Model information:
Number of observations 138
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
1164.9 1182.4 -576.44 1152.9
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue
{'(Intercept)'} 16.254 4.2865 3.792 134 0.00022519
{'day' } 6.4041 0.42677 15.006 134 1.7662e-30
{'stim' } 8.9845 7.0391 1.2764 134 0.20403
{'day:stim' } 1.7992 0.67672 2.6587 134 0.008801
Lower Upper
7.7764 24.732
5.5601 7.2482
-4.9377 22.907
0.46073 3.1376
Random effects covariance parameters (95% CIs):
Group: rat (11 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 8.1481
Lower Upper
4.7633 13.938
Group: Error
Name Estimate Lower Upper
{'Res Std'} 14.825 13.109 16.766
effect t(df) / F(df1) p (resid) Satterthwaite: p (df)
----------------------------------------------------------------------------
stim x day (interaction) t(134)= 2.66 F(1)= 7.068 p=0.008801 p=0.008831 (df=130)
day (learning) t(134)= 15.01 F(1)=225.182 p=1.766e-30 p=2.418e-30 (df=132)
stim (main, Day 1) t(134)= 1.28 F(1)= 1.629 p=0.204 p=0.2142 (df=24)
interaction 95% CI: [+0.46, +3.14]
HONEST LME -- per-rat random slope (day|rat): interaction F(1,54.8)=6.46, p=0.01387
Satterthwaite DF on the random-INTERCEPT model above stays ~= residual (the
slope's error is at session level), so it does NOT fix pseudoreplication. A per-animal
random slope collapses the interaction DF toward the animal count -- the honest test.
INTERPRETATION
- stim x day interaction: SIGNIFICANT (p=0.0088, slope diff=+1.80) -> tDCS (Box-B2) improves FASTER -- benefit accumulates over training.
- stim main effect on Day 1 (our day 0): n.s. (p=0.2040) -> groups are comparable on Day 1.
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.
@@ -0,0 +1,76 @@
==============================================================================
PAPER LME REPLICATION -- unmerged (full range)
==============================================================================
model: behavior ~ stim + day + stim:day + (1|rat) [stim: Electrode-Box-B2=1 vs Electrode-Box-A2=0]
behavior = successful reaches (COUNT per session)
N = 6 rats, 71 sessions (day raw; day 0 = paper "Day 1")
day coverage: stim(B2) 0..14, control(A2) 0..13
(Equal day coverage -- the stim:day interaction over this window is NOT
confounded by the full-range coverage imbalance.)
==============================================================================
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 (resid) Satterthwaite: p (df)
----------------------------------------------------------------------------
stim x day (interaction) t(67)= 1.02 F(1)= 1.041 p=0.3112 p=0.3111 (df=70)
day (learning) t(67)= 9.20 F(1)= 84.665 p=1.671e-13 p=1.04e-13 (df=71)
stim (main, Day 1) t(67)= 1.04 F(1)= 1.086 p=0.3012 p=0.3116 (df=18)
interaction 95% CI: [-0.90, +2.77]
HONEST LME -- per-rat random slope (day|rat): interaction F(1,8.8)=0.61, p=0.456
Satterthwaite DF on the random-INTERCEPT model above stays ~= residual (the
slope's error is at session level), so it does NOT fix pseudoreplication. A per-animal
random slope collapses the interaction DF toward the animal count -- the honest test.
INTERPRETATION
- stim x day interaction: n.s. (p=0.3112, slope diff=+0.94) -> slopes parallel -- no differential learning rate over this window.
- stim main effect on Day 1 (our day 0): n.s. (p=0.3012) -> groups are comparable on Day 1.
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.
+157
View File
@@ -0,0 +1,157 @@
==============================================================================
PHASED days x tDCS LME -- mergeA2 (Box-B2 vs Box-A2)
==============================================================================
model per phase: success ~ dayp*tDCS + (1|subject) [dayp = day - phaseStart]
phase N A2slp B2slp day p tDCS p intP(res) intP(Satt) intP(RS) slopeDiff [95% CI]
--------------------------------------------------------------------------------------------------------
0-5 8 10.54 15.16 1.5e-10 0.693 0.014 0.014 0.089 +4.62 [+1.00,+8.24]
6-10 7 3.17 4.83 0.035 0.127 0.390 0.390 0.466 +1.66 [-2.22,+5.53]
6-13 7 2.92 4.47 0.00032 0.125 0.118 0.118 0.303 +1.55 [-0.41,+3.52]
Columns: intP(res)=observation-level DF (anticonservative); intP(Satt)=Satterthwaite
DF (~= residual on this random-intercept model); intP(RS)=per-animal random-slope
(dayp|subject) model, the honest test (DF collapses toward the animal count; 'n/a' if it
did not converge). 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
+157
View File
@@ -0,0 +1,157 @@
==============================================================================
PHASED days x tDCS LME -- mergeB2 (Box-B2 vs Box-A2)
==============================================================================
model per phase: success ~ dayp*tDCS + (1|subject) [dayp = day - phaseStart]
phase N A2slp B2slp day p tDCS p intP(res) intP(Satt) intP(RS) slopeDiff [95% CI]
--------------------------------------------------------------------------------------------------------
0-5 8 9.86 14.65 2.9e-08 0.399 0.013 0.013 0.088 +4.79 [+1.06,+8.53]
6-10 7 2.40 4.80 0.18 0.142 0.253 0.254 0.328 +2.40 [-1.80,+6.60]
6-13 7 1.71 4.42 0.083 0.127 0.018 0.018 0.024 +2.71 [+0.50,+4.93]
Columns: intP(res)=observation-level DF (anticonservative); intP(Satt)=Satterthwaite
DF (~= residual on this random-intercept model); intP(RS)=per-animal random-slope
(dayp|subject) model, the honest test (DF collapses toward the animal count; 'n/a' if it
did not converge). 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
@@ -0,0 +1,157 @@
==============================================================================
PHASED days x tDCS LME -- mergeNaive (Box-B2 vs Box-A2)
==============================================================================
model per phase: success ~ dayp*tDCS + (1|subject) [dayp = day - phaseStart]
phase N A2slp B2slp day p tDCS p intP(res) intP(Satt) intP(RS) slopeDiff [95% CI]
--------------------------------------------------------------------------------------------------------
0-5 11 8.26 15.16 1.6e-10 0.852 0.000 0.000 0.013 +6.90 [+3.40,+10.41]
6-10 10 5.97 4.83 3.9e-05 0.007 0.584 0.585 0.643 -1.14 [-5.31,+3.03]
6-13 10 2.83 4.47 0.00071 0.012 0.196 0.196 0.333 +1.65 [-0.87,+4.17]
Columns: intP(res)=observation-level DF (anticonservative); intP(Satt)=Satterthwaite
DF (~= residual on this random-intercept model); intP(RS)=per-animal random-slope
(dayp|subject) model, the honest test (DF collapses toward the animal count; 'n/a' if it
did not converge). 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
+157
View File
@@ -0,0 +1,157 @@
==============================================================================
PHASED days x tDCS LME -- unmerged (Box-B2 vs Box-A2)
==============================================================================
model per phase: success ~ dayp*tDCS + (1|subject) [dayp = day - phaseStart]
phase N A2slp B2slp day p tDCS p intP(res) intP(Satt) intP(RS) slopeDiff [95% CI]
--------------------------------------------------------------------------------------------------------
0-5 6 9.86 15.22 1.6e-07 0.689 0.015 0.015 0.133 +5.36 [+1.11,+9.62]
6-10 5 2.40 4.17 0.23 0.098 0.486 0.486 0.555 +1.77 [-3.41,+6.95]
6-13 5 1.71 3.98 0.12 0.101 0.097 0.097 0.138 +2.27 [-0.44,+4.97]
Columns: intP(res)=observation-level DF (anticonservative); intP(Satt)=Satterthwaite
DF (~= residual on this random-intercept model); intP(RS)=per-animal random-slope
(dayp|subject) model, the honest test (DF collapses toward the animal count; 'n/a' if it
did not converge). 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
+232
View File
@@ -0,0 +1,232 @@
==============================================================================
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.
+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.
+22
View File
@@ -0,0 +1,22 @@
%RUN_ALL Run all tDCS scenarios and write results/<scenario>.txt for each.
% Usage: matlab -batch "run_all"
% Covers the 6 GLMM scenarios and their 6 linear "days x tDCS" (lme_*) variants.
scenarios = {'unmerged_full', 'unmerged_d0_10', ...
'mergeA2_full', 'mergeA2_d0_10', ...
'mergeB2_full', 'mergeB2_d0_10', ...
'lme_unmerged_full', 'lme_unmerged_d0_10', ...
'lme_mergeA2_full', 'lme_mergeA2_d0_10', ...
'lme_mergeB2_full', 'lme_mergeB2_d0_10', ...
'lme_unmerged_d0_13', 'lme_mergeA2_d0_13', 'lme_mergeB2_d0_13', ...
'phase_unmerged', 'phase_mergeA2', 'phase_mergeB2', ...
'paper_unmerged', 'paper_mergeA2', 'paper_mergeB2', ...
'mergeNaive_full', 'paper_mergeNaive', 'phase_mergeNaive', ...
'paper_mergeNaive_d0_10', 'paper_mergeNaive_d0_13'};
for i = 1:numel(scenarios)
fprintf('\n\n### Running scenario: %s ###\n', scenarios{i});
tdcs_glm(scenarios{i});
end
fprintf('\n\nAll %d scenarios complete. See analysis/matlab/results/*.txt.\n', numel(scenarios));
+3
View File
@@ -0,0 +1,3 @@
%RUN_EXPORT Export all data variations to CSV under analysis/matlab/export/.
% Usage: matlab -batch "run_export"
tdcs_export_all();
+8
View File
@@ -0,0 +1,8 @@
%RUN_POWER Monte-Carlo power analysis for the early-phase days x tDCS interaction.
% Usage: matlab -batch "run_power"
% Uses the fitted mergeA2 early-phase (0-5) LME as ground truth and reports
% power (cluster-honest per-animal test and the LME test) across a range of
% subjects-per-group, at the observed and half-observed interaction sizes.
% See tdcs_power_sim for parameters.
tdcs_power_sim('mergeA2', [0 5]);
+14
View File
@@ -0,0 +1,14 @@
%RUN_TESTS Run the full matlab.unittest suite and exit nonzero on failure.
% Usage: matlab -batch "run_tests"
% (add the analysis/matlab directory to the path first if it is not
% already on it, e.g. matlab -batch "addpath('analysis/matlab'); run_tests")
thisDir = fileparts(mfilename('fullpath'));
results = runtests(fullfile(thisDir, 'tests'));
disp(results);
fprintf('PASS=%d FAIL=%d\n', sum([results.Passed]), sum([results.Failed]));
if any([results.Failed])
error('run_tests:failed', 'One or more tests failed.');
end
+64
View File
@@ -0,0 +1,64 @@
function cfg = tdcs_config()
%TDCS_CONFIG Curated group map and merge maps for the tDCS reaching study.
% CFG = TDCS_CONFIG() returns a struct with:
% .groups containers.Map, subject name (char) -> curated group name
% (char), for the 12 curated animals only. All other
% animals present in the raw export are not in this map
% and must be dropped by callers.
% .ref reference group used to code the GLME group factor,
% 'Electrode-Box-B2'.
% .mergeA2 containers.Map collapsing the two UNKNOWN conditions
% toward the weaker anchor: Electrode-Box-A ->
% Electrode-Box-A2, Right-Electrode -> Electrode-Box-B2.
% .mergeB2 containers.Map collapsing both UNKNOWN conditions onto
% the stronger anchor: Electrode-Box-A -> Electrode-Box-B2,
% Right-Electrode -> Electrode-Box-B2.
% .anchorLow 'Electrode-Box-A2', the weaker of the two known anchors.
% .anchorHigh 'Electrode-Box-B2', the stronger known anchor (== ref).
% .unknowns cell array of the two ungrouped conditions that get
% classified against the two anchors: {'Electrode-Box-A',
% 'Right-Electrode'}.
%
% See docs/superpowers/plans/2026-07-20-matlab-tdcs-analysis.md (Global
% Constraints) for the source of these values.
% Curated 12-animal group map (by animal name).
subjectGroup = {
'Vu-vuong', 'Naive'
'Khoai-lang-2', 'Naive'
'Khoai-tay-2', 'Naive'
'OM-2', 'Naive'
'Khoai-tay-1', 'Electrode-Box-A'
'Banh-mi-2', 'Electrode-Box-A2'
'Egg-tart-2', 'Electrode-Box-A2'
'Root-beer-2', 'Electrode-Box-A2'
'Banh-mi-1', 'Electrode-Box-B2'
'Egg-tart-1', 'Electrode-Box-B2'
'Root-beer-1', 'Electrode-Box-B2'
'Khoai-lang-1', 'Right-Electrode'
};
cfg = struct();
cfg.groups = containers.Map(subjectGroup(:, 1), subjectGroup(:, 2));
cfg.ref = 'Electrode-Box-B2';
cfg.anchorLow = 'Electrode-Box-A2';
cfg.anchorHigh = 'Electrode-Box-B2';
cfg.unknowns = {'Electrode-Box-A', 'Right-Electrode'};
cfg.mergeA2 = containers.Map( ...
{'Electrode-Box-A', 'Right-Electrode'}, ...
{'Electrode-Box-A2', 'Electrode-Box-B2'});
cfg.mergeB2 = containers.Map( ...
{'Electrode-Box-A', 'Right-Electrode'}, ...
{'Electrode-Box-B2', 'Electrode-Box-B2'});
% mergeNaive: pool Naive into the Box-A2 (control) side and Right-Electrode
% into the Box-B2 (tDCS) side. Control = Box-A2 + Naive (n=7), tDCS = Box-B2 +
% Right-Electrode (n=4); Electrode-Box-A is left unchanged.
cfg.mergeNaive = containers.Map( ...
{'Naive', 'Right-Electrode'}, ...
{'Electrode-Box-A2', 'Electrode-Box-B2'});
end
+78
View File
@@ -0,0 +1,78 @@
function files = tdcs_export_all(outRoot)
%TDCS_EXPORT_ALL Export every data variation to CSV in an organized folder tree.
% FILES = TDCS_EXPORT_ALL() writes, under analysis/matlab/export/:
% curated_all.csv the 12-animal curated long data (day >= 0)
% scenarios/<merge>_<win>.csv each GLMM scenario table (all groups in that
% merge/window): 3 merges x 3 windows = 9 files
% anchors/<merge>_B2vsA2.csv the Box-B2(tDCS=1) vs Box-A2(tDCS=0) subset
% (full range) with the tDCS factor: 3 files
% phases/<merge>_phase_<lo>-<hi>.csv the anchor subset within each learning
% phase (dayp = day - phaseStart): 3 x 3 = 9 files
% A MANIFEST.txt listing all files is also written. FILES is a cellstr of the
% absolute paths written.
%
% TDCS_EXPORT_ALL(OUTROOT) writes under OUTROOT instead of the default.
if nargin < 1 || isempty(outRoot)
outRoot = fullfile(fileparts(mfilename('fullpath')), 'export');
end
cfg = tdcs_config();
merges = {'unmerged', 'mergeA2', 'mergeB2'};
windows = {'full', 'd0_10', 'd0_13'};
phases = {[0 5], [6 10], [6 13]};
scDir = fullfile(outRoot, 'scenarios');
anDir = fullfile(outRoot, 'anchors');
phDir = fullfile(outRoot, 'phases');
cellfun(@localMkdir, {outRoot, scDir, anDir, phDir});
files = {};
% 1. curated long data
f = fullfile(outRoot, 'curated_all.csv');
writetable(tdcs_load_data(), f); files{end+1} = f; %#ok<AGROW>
% 2. scenario tables (merge x window)
for mi = 1:numel(merges)
for wi = 1:numel(windows)
sc = [merges{mi} '_' windows{wi}];
S = tdcs_scenario_data(sc);
f = fullfile(scDir, [sc '.csv']);
writetable(S, f); files{end+1} = f; %#ok<AGROW>
end
end
% 3. anchor (Box-B2 vs Box-A2) subsets + tDCS factor, full range
% 4. phase subsets of the same
for mi = 1:numel(merges)
S = tdcs_scenario_data([merges{mi} '_full']);
A = S(ismember(S.group, {cfg.anchorLow, cfg.anchorHigh}), :);
A.tDCS = double(A.group == cfg.anchorHigh); % Box-B2 = 1, Box-A2 = 0
f = fullfile(anDir, [merges{mi} '_B2vsA2.csv']);
writetable(A, f); files{end+1} = f; %#ok<AGROW>
for pi = 1:numel(phases)
p = phases{pi};
P = A(A.day >= p(1) & A.day <= p(2), :);
P.dayp = P.day - p(1);
f = fullfile(phDir, sprintf('%s_phase_%d-%d.csv', merges{mi}, p(1), p(2)));
writetable(P, f); files{end+1} = f; %#ok<AGROW>
end
end
% manifest
mfid = fopen(fullfile(outRoot, 'MANIFEST.txt'), 'w');
if mfid >= 0
cleanup = onCleanup(@() fclose(mfid)); %#ok<NASGU>
fprintf(mfid, 'tDCS data export -- %d files\n', numel(files));
for i = 1:numel(files)
fprintf(mfid, ' %s\n', strrep(files{i}, [outRoot filesep], ''));
end
end
files = files(:);
fprintf('tdcs_export_all: wrote %d CSVs under %s\n', numel(files), outRoot);
end
function localMkdir(d)
if ~exist(d, 'dir'); mkdir(d); end
end
+157
View File
@@ -0,0 +1,157 @@
function tdcs_glm(scenario)
%TDCS_GLM Run one tDCS GLM scenario end-to-end and report it.
% TDCS_GLM(SCENARIO) runs the full pipeline for one named scenario --
% TDCS_SCENARIO_DATA -> TDCS_MODELS -> TDCS_REPORT -- printing the
% report to the console and writing it to
% analysis/matlab/results/<SCENARIO>.txt.
%
% SCENARIO must be one of (case-sensitive):
% unmerged_full, unmerged_d0_10,
% mergeA2_full, mergeA2_d0_10,
% mergeB2_full, mergeB2_d0_10
% or a linear "days x tDCS" mixed model (Box-B2 vs Box-A2, per the paper):
% lme_unmerged_full, lme_unmerged_d0_10, lme_unmerged_d0_13,
% lme_mergeA2_full, lme_mergeA2_d0_10, lme_mergeA2_d0_13,
% lme_mergeB2_full, lme_mergeB2_d0_10, lme_mergeB2_d0_13
% The _d0_13 window ends where Box-A2 runs out of data, giving both anchor
% groups equal day coverage (the fair window for the interaction).
%
% Each case below is a self-contained, independently invocable call of
% the same three-function pipeline; they are enumerated explicitly
% (rather than sharing one generic branch) so each scenario name is
% greppable on its own, per the project's spec.
%
% Example:
% tdcs_glm('mergeB2_full')
%
% See analysis/tdcs_glm.py (the Python this ports) and
% docs/superpowers/plans/2026-07-20-matlab-tdcs-analysis.md (Task 4).
cfg = tdcs_config();
switch scenario
case 'unmerged_full'
[S, meta] = tdcs_scenario_data('unmerged_full');
R = tdcs_models(S, meta, cfg);
tdcs_report(S, R, meta, cfg, 'unmerged_full');
case 'unmerged_d0_10'
[S, meta] = tdcs_scenario_data('unmerged_d0_10');
R = tdcs_models(S, meta, cfg);
tdcs_report(S, R, meta, cfg, 'unmerged_d0_10');
case 'mergeA2_full'
[S, meta] = tdcs_scenario_data('mergeA2_full');
R = tdcs_models(S, meta, cfg);
tdcs_report(S, R, meta, cfg, 'mergeA2_full');
case 'mergeA2_d0_10'
[S, meta] = tdcs_scenario_data('mergeA2_d0_10');
R = tdcs_models(S, meta, cfg);
tdcs_report(S, R, meta, cfg, 'mergeA2_d0_10');
case 'mergeB2_full'
[S, meta] = tdcs_scenario_data('mergeB2_full');
R = tdcs_models(S, meta, cfg);
tdcs_report(S, R, meta, cfg, 'mergeB2_full');
case 'mergeB2_d0_10'
[S, meta] = tdcs_scenario_data('mergeB2_d0_10');
R = tdcs_models(S, meta, cfg);
tdcs_report(S, R, meta, cfg, 'mergeB2_d0_10');
% --- mergeNaive: control = Box-A2 + Naive, tDCS = Box-B2 + Right-Electrode ---
case 'mergeNaive_full'
[S, meta] = tdcs_scenario_data('mergeNaive_full');
R = tdcs_models(S, meta, cfg);
tdcs_report(S, R, meta, cfg, 'mergeNaive_full');
case 'mergeNaive_d0_10'
[S, meta] = tdcs_scenario_data('mergeNaive_d0_10');
R = tdcs_models(S, meta, cfg);
tdcs_report(S, R, meta, cfg, 'mergeNaive_d0_10');
case 'mergeNaive_d0_13'
[S, meta] = tdcs_scenario_data('mergeNaive_d0_13');
R = tdcs_models(S, meta, cfg);
tdcs_report(S, R, meta, cfg, 'mergeNaive_d0_13');
% --- Linear "days x tDCS" mixed model (Box-B2 vs Box-A2), per the paper ---
case 'lme_unmerged_full'
L = tdcs_lme(tdcs_scenario_data('unmerged_full'), cfg);
tdcs_lme_report(L, 'lme_unmerged_full', cfg);
case 'lme_unmerged_d0_10'
L = tdcs_lme(tdcs_scenario_data('unmerged_d0_10'), cfg);
tdcs_lme_report(L, 'lme_unmerged_d0_10', cfg);
case 'lme_mergeA2_full'
L = tdcs_lme(tdcs_scenario_data('mergeA2_full'), cfg);
tdcs_lme_report(L, 'lme_mergeA2_full', cfg);
case 'lme_mergeA2_d0_10'
L = tdcs_lme(tdcs_scenario_data('mergeA2_d0_10'), cfg);
tdcs_lme_report(L, 'lme_mergeA2_d0_10', cfg);
case 'lme_mergeB2_full'
L = tdcs_lme(tdcs_scenario_data('mergeB2_full'), cfg);
tdcs_lme_report(L, 'lme_mergeB2_full', cfg);
case 'lme_mergeB2_d0_10'
L = tdcs_lme(tdcs_scenario_data('mergeB2_d0_10'), cfg);
tdcs_lme_report(L, 'lme_mergeB2_d0_10', cfg);
case 'lme_unmerged_d0_13'
L = tdcs_lme(tdcs_scenario_data('unmerged_d0_13'), cfg);
tdcs_lme_report(L, 'lme_unmerged_d0_13', cfg);
case 'lme_mergeA2_d0_13'
L = tdcs_lme(tdcs_scenario_data('mergeA2_d0_13'), cfg);
tdcs_lme_report(L, 'lme_mergeA2_d0_13', cfg);
case 'lme_mergeB2_d0_13'
L = tdcs_lme(tdcs_scenario_data('mergeB2_d0_13'), cfg);
tdcs_lme_report(L, 'lme_mergeB2_d0_13', cfg);
% --- Phased days x tDCS LME (fast/slow learning phases), Box-B2 vs Box-A2 ---
case 'phase_unmerged'
tdcs_phase_lme('unmerged', cfg);
case 'phase_mergeA2'
tdcs_phase_lme('mergeA2', cfg);
case 'phase_mergeB2'
tdcs_phase_lme('mergeB2', cfg);
% --- Paper replication: behavior ~ stim + day + stim:day + (1|rat) ---
case 'paper_unmerged'
tdcs_paper_lme('unmerged', cfg);
case 'paper_mergeA2'
tdcs_paper_lme('mergeA2', cfg);
case 'paper_mergeB2'
tdcs_paper_lme('mergeB2', cfg);
case 'paper_mergeNaive'
tdcs_paper_lme('mergeNaive', cfg);
case 'paper_mergeNaive_d0_10'
tdcs_paper_lme('mergeNaive', cfg, 'd0_10');
case 'paper_mergeNaive_d0_13'
tdcs_paper_lme('mergeNaive', cfg, 'd0_13');
case 'phase_mergeNaive'
tdcs_phase_lme('mergeNaive', cfg);
otherwise
error('tdcs_glm:badScenario', ...
['Unrecognized scenario "%s". Valid scenarios are: ' ...
'unmerged_full, unmerged_d0_10, mergeA2_full, mergeA2_d0_10, ' ...
'mergeB2_full, mergeB2_d0_10, their lme_* variants ' ...
'(lme_unmerged_full, ..., lme_mergeB2_d0_13), and the phased LMEs ' ...
'phase_unmerged, phase_mergeA2, phase_mergeB2.'], scenario);
end
end
+63
View File
@@ -0,0 +1,63 @@
function L = tdcs_lme(S, cfg)
%TDCS_LME Linear mixed-effects "days x tDCS" model on the Box-B2 vs Box-A2 arm.
% L = TDCS_LME(S, CFG) subsets one scenario table S to the two anchor groups,
% codes a binary tDCS factor (Box-B2 = 1, Box-A2 = 0), and fits the LINEAR
% mixed model
%
% success ~ day * tDCS + (1|subject)
%
% replicating the published formulation (a linear mixed-effects model for the
% number of successful reaches with a days x tDCS interaction, a main effect
% of days, and a main effect of tDCS). `day` is raw and 0-indexed, and OUR
% day 0 corresponds to the paper's "Day 1", so the tDCS main effect is the
% group difference on Day 1 -- directly comparable to the paper's "equal on
% Day 1" test. (Do not re-index day to 1-based: that would move the main
% effect's evaluation point off Day 1.)
%
% L fields:
% .lme the LinearMixedModel object
% .nSubjects number of subjects (Box-A2 + Box-B2)
% .nObs number of sessions
% .interaction / .day / .tDCS effect structs, each with .estimate .se
% .t .df .p (from Coefficients) and .F .df1 .df2 .Fp (from
% ANOVA). For these single-df terms F == t^2 and Fp == p.
%
% NOTE: this is a LINEAR mixed model (Gaussian on the raw count), matching
% the paper's method, unlike the Poisson/Binomial GLMMs in tdcs_models.
T = S(ismember(S.group, {cfg.anchorLow, cfg.anchorHigh}), :);
T.group = removecats(T.group);
T.tDCS = double(T.group == cfg.anchorHigh); % Box-B2 = 1, Box-A2 = 0
lme = fitlme(T, 'success ~ day*tDCS + (1|subject)');
C = lme.Coefficients;
A = anova(lme);
As = anova(lme, 'DFMethod', 'satterthwaite'); % Satterthwaite denominator DF
L.lme = lme;
L.nSubjects = numel(unique(T.subject));
L.nObs = height(T);
L.maxDayA = max(T.day(T.group == cfg.anchorLow)); % last day Box-A2 has data
L.maxDayB = max(T.day(T.group == cfg.anchorHigh)); % last day Box-B2 has data
L.interaction = localTerm(C, A, As, 'day:tDCS');
L.day = localTerm(C, A, As, 'day');
L.tDCS = localTerm(C, A, As, 'tDCS');
% Honest test: refit with a per-subject random SLOPE (see
% tdcs_random_slope_interaction) so the interaction DF collapses toward n.
L.interRS = tdcs_random_slope_interaction(T, ...
'success ~ day*tDCS + (day|subject)', 'day:tDCS');
end
function e = localTerm(C, A, As, name)
%LOCALTERM Pull one term's coefficient (t/df/p), residual-DF ANOVA (F/df/p),
% and Satterthwaite denominator DF + p (.dfSatt, .pSatt).
ci = strcmp(C.Name, name);
ai = strcmp(A.Term, name);
si = strcmp(As.Term, name);
e = struct( ...
'estimate', C.Estimate(ci), 'se', C.SE(ci), ...
't', C.tStat(ci), 'df', C.DF(ci), 'p', C.pValue(ci), ...
'F', A.FStat(ai), 'df1', A.DF1(ai), 'df2', A.DF2(ai), 'Fp', A.pValue(ai), ...
'dfSatt', As.DF2(si), 'pSatt', As.pValue(si));
end
+96
View File
@@ -0,0 +1,96 @@
function tdcs_lme_report(L, scenario, cfg)
%TDCS_LME_REPORT Print + save the days x tDCS linear-mixed-model report.
% TDCS_LME_REPORT(L, SCENARIO, CFG) formats the result of TDCS_LME to the
% console and to analysis/matlab/results/<SCENARIO>.txt, in the style of the
% published result (interaction, days, tDCS effects) plus interpretation and
% the paper's reference numbers.
bar = repmat('=', 1, 78);
s = sprintf('%s\n', bar);
s = [s sprintf('LINEAR MIXED MODEL (days x tDCS) -- scenario: %s\n', scenario)];
s = [s sprintf('%s\n', bar)];
s = [s sprintf('model: success ~ day * tDCS + (1|subject) [tDCS: %s = 1 vs %s = 0]\n', ...
cfg.anchorHigh, cfg.anchorLow)];
s = [s sprintf('N = %d subjects, %d sessions\n', L.nSubjects, L.nObs)];
s = [s sprintf('day coverage: Box-B2 0..%d, Box-A2 0..%d\n', L.maxDayB, L.maxDayA)];
s = [s sprintf('(day is raw and 0-indexed: our day 0 = the paper''s "Day 1", so the tDCS\n')];
s = [s sprintf(' main effect below is the group difference on Day 1 -- comparable to the paper.)\n')];
if abs(L.maxDayB - L.maxDayA) > 2
s = [s sprintf(['** WARNING: the groups'' day coverage is UNEQUAL (differ by %d days). The\n' ...
' interaction/slope over this window EXTRAPOLATES the shorter group''s line and is\n' ...
' CONFOUNDED -- prefer the _d0_%d window (both groups have data throughout). **\n'], ...
abs(L.maxDayB - L.maxDayA), min(L.maxDayB, L.maxDayA))];
end
s = [s sprintf('\n')];
s = [s tdcs_model_summary(L.lme, 'fitlme: success ~ day*tDCS + (1|subject)') sprintf('\n')];
s = [s sprintf('%-27s %-20s %-12s %s\n', 'effect', 't(df) / F(df1)', 'p (resid)', 'Satterthwaite: p (df)')];
s = [s sprintf('%s\n', repmat('-', 1, 78))];
s = [s localRow('days x tDCS (interaction)', L.interaction)];
s = [s localRow('days (learning)', L.day)];
s = [s localRow('tDCS (main, at Day 1)', L.tDCS)];
s = [s localHonest(L.interRS)];
s = [s sprintf('\nINTERPRETATION\n')];
if L.interaction.p >= 0.05
interTxt = 'slopes are parallel (no differential change over training)';
elseif L.interaction.estimate > 0
interTxt = 'the tDCS (Box-B2) group improves FASTER -- benefit ACCUMULATES over training';
else
interTxt = 'the tDCS (Box-B2) group improves SLOWER -- groups CONVERGE (Box-B2 is ahead early, the gap narrows)';
end
s = [s sprintf(' - days x tDCS interaction: %s (p=%.4f, slope diff=%.2f) -> %s.\n', ...
localSig(L.interaction.p), L.interaction.p, L.interaction.estimate, interTxt)];
s = [s sprintf(' - days (learning): %s (p=%.2g) -> performance improves with training.\n', ...
localSig(L.day.p), L.day.p)];
s = [s sprintf(' - tDCS main effect on Day 1 (our day 0): %s (p=%.4f) -> the groups %s on Day 1.\n', ...
localSig(L.tDCS.p), L.tDCS.p, ...
localPick(L.tDCS.p < 0.05, 'already DIFFER', 'are comparable (as in the paper)'))];
s = [s sprintf('\nPaper reference (N=24): interaction t(227)=2.68, F(1)=7.12, p=0.008;\n')];
s = [s sprintf(' 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.\n')];
s = [s sprintf(' (Our N and exact statistics differ; this replicates the MODEL FORM on our data.)\n')];
fprintf('%s', s);
thisDir = fileparts(mfilename('fullpath'));
resDir = fullfile(thisDir, 'results');
if ~exist(resDir, 'dir'); mkdir(resDir); end
fid = fopen(fullfile(resDir, [scenario '.txt']), 'w');
if fid < 0
error('tdcs_lme_report:fopen', 'Cannot open results file for "%s".', scenario);
end
cleanup = onCleanup(@() fclose(fid)); %#ok<NASGU>
fprintf(fid, '%s', s);
end
function r = localRow(name, e)
r = sprintf('%-27s t(%d)=%6.2f F(%d)=%7.3f p=%.4g p=%.4g (df=%.0f)\n', ...
name, e.df, e.t, e.df1, e.F, e.p, e.pSatt, e.dfSatt);
end
function s = localHonest(rs)
%LOCALHONEST Report the random-slope interaction (the honest LME test) + why
% Satterthwaite on the random-intercept model above barely changes the DF.
if rs.ok
s = sprintf(['\nHONEST LME -- per-animal random slope (day|subject): ' ...
'interaction F(%d,%.1f)=%.2f, p=%.4g\n'], rs.df1, rs.df2, rs.F, rs.p);
else
s = sprintf(['\nHONEST LME -- per-animal random slope (day|subject): ' ...
'model did not converge for this window.\n']);
end
s = [s sprintf([' Note: Satterthwaite DF on the random-INTERCEPT model above stays ~= residual\n' ...
' (the slope''s error is at the session level), so it does NOT fix pseudoreplication.\n' ...
' Letting each animal have its OWN slope collapses the interaction DF toward the animal\n' ...
' count -- this, and the per-animal slope test, are the honest learning-rate inference.\n'])];
end
function t = localSig(p)
if p < 0.05; t = 'SIGNIFICANT'; else; t = 'n.s.'; end
end
function t = localPick(b, yes, no)
if b; t = yes; else; t = no; end
end
+117
View File
@@ -0,0 +1,117 @@
function T = tdcs_load_data()
%TDCS_LOAD_DATA Load, join, and curate the raw tDCS reaching matrices.
% T = TDCS_LOAD_DATA() reads analysis/matlab/raw/raw_success.csv and
% raw_total.csv (app-exported matrix format: metric header line, blank
% line, file "Group" line, "# Days Reach" subject-header line, then one
% row per day with one value per subject column), reshapes each to long
% form, joins them on (subject, day), applies the curated 12-animal
% group map from tdcs_config (the file's own Group row is ignored),
% and restricts to day >= 0.
%
% Returns a table with variables:
% subject (string) animal name
% group (categorical) curated group (Naive, Electrode-Box-A,
% Electrode-Box-A2, Electrode-Box-B2,
% Right-Electrode)
% day (double) "# Days Reach" value, >= 0
% success (double) successful reaches in the session
% total (double) total attempts in the session
%
% Only the 12 curated animals (per tdcs_config().groups) are retained;
% any other animal present in the raw export is dropped.
thisDir = fileparts(mfilename('fullpath'));
successFile = fullfile(thisDir, 'raw', 'raw_success.csv');
totalFile = fullfile(thisDir, 'raw', 'raw_total.csv');
Tsuccess = localReadMatrix(successFile, 'success');
Ttotal = localReadMatrix(totalFile, 'total');
% Left join keyed on (subject, day): every non-blank Success cell becomes
% a row; Total is looked up for the same (subject, day). Per the plan's
% Global Constraints, Total is fully populated wherever Success is, so
% this should never introduce a missing total but the join is a left
% join (not an inner join) specifically so that an unmatched Success row
% would still be kept (with total = NaN) rather than silently dropped.
T = outerjoin(Tsuccess, Ttotal, 'Keys', {'subject', 'day'}, ...
'MergeKeys', true, 'Type', 'left');
% Apply the curated map: keep only the 12 curated animals, and assign
% group from the map (overriding the file's own Group row).
cfg = tdcs_config();
subjectsCell = cellstr(T.subject);
keep = isKey(cfg.groups, subjectsCell);
T = T(keep, :);
subjectsCell = subjectsCell(keep);
groupVals = cell(height(T), 1);
for i = 1:height(T)
groupVals{i} = cfg.groups(subjectsCell{i});
end
T.group = categorical(groupVals);
% Restrict to day >= 0 (analysis window).
T = T(T.day >= 0, :);
% Final variable order and a deterministic row order.
T = T(:, {'subject', 'group', 'day', 'success', 'total'});
T = sortrows(T, {'subject', 'day'});
end
function Tlong = localReadMatrix(filePath, valueName)
%LOCALREADMATRIX Parse one app-exported day-by-subject matrix to long form.
% Line 1 = "Data,<metric>" (skipped), line 2 blank (skipped), line 3 =
% "Group,<...>" (skipped -- grouping comes from the curated map, not
% this row), line 4 = "# Days Reach,<subject headers>" (columns 2:end
% are the subject names), lines 5+ = "<day>,<value per subject>" with
% blank cells meaning "no session that day for that subject".
lines = readlines(filePath);
% Defensive: drop any wholly-blank trailing line (e.g. if the file ends
% with a newline). Real data rows always start with a day number and are
% never zero-length.
while numel(lines) > 0 && strlength(strip(lines(end))) == 0
lines(end) = [];
end
headerParts = strsplit(lines(4), ',', 'CollapseDelimiters', false);
subjects = string(headerParts(2:end));
nSubjects = numel(subjects);
dataLines = lines(5:end);
dataLines = dataLines(strlength(strip(dataLines)) > 0);
nRows = numel(dataLines);
day = nan(nRows * nSubjects, 1);
subjectCol = strings(nRows * nSubjects, 1);
value = nan(nRows * nSubjects, 1);
idx = 0;
for r = 1:nRows
parts = strsplit(dataLines(r), ',', 'CollapseDelimiters', false);
dayVal = str2double(parts(1));
for c = 1:nSubjects
col = c + 1;
if col <= numel(parts)
cellStr = strtrim(parts(col));
else
cellStr = "";
end
if strlength(cellStr) == 0
continue
end
idx = idx + 1;
day(idx) = dayVal;
subjectCol(idx) = subjects(c);
value(idx) = str2double(cellStr);
end
end
day = day(1:idx);
subjectCol = subjectCol(1:idx);
value = value(1:idx);
Tlong = table(subjectCol, day, value, 'VariableNames', {'subject', 'day', valueName});
end
+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
+253
View File
@@ -0,0 +1,253 @@
function R = tdcs_models(S, meta, cfg)
%TDCS_MODELS Fit the tDCS GLMMs, per-animal tests, and (unmerged) classification.
% R = TDCS_MODELS(S, META, CFG) consumes one scenario table S and its
% META (from TDCS_SCENARIO_DATA) plus CFG (from TDCS_CONFIG), and
% returns a struct R:
%
% R.countGLME GeneralizedLinearMixedModel, Poisson count-level model:
% success ~ group + day_c + day_c2 + (1|subject)
% R.rateGLME GeneralizedLinearMixedModel, Binomial rate-level model
% (total==0 sessions dropped first):
% success ~ group + day_c + day_c2 + (1|subject)
% R.learnGLME GeneralizedLinearMixedModel, Poisson learning-rate
% model with a group x day_c interaction:
% success ~ group*day_c + day_c2 + (1|subject)
% R.learn learning-rate comparison, Box-B2 vs Box-A2. The reported
% result is a PER-ANIMAL slope test (cluster-honest, like
% R.perAnimal): each subject's OLS slope of success on day,
% then Welch t / two-sided Mann-Whitney across groups:
% .slopeWelchP, .slopeMWUp, .nB, .nA, .meanSlopeB,
% .meanSlopeA. The GLMM group x day_c joint F-test is also
% kept for reference (.glmeJointP, .glmeJointF, .glmeJointDF1,
% .glmeJointDF2) but is ANTICONSERVATIVE here: fitglme's
% coefTest offers only observation-level DF, which overstates
% significance for this few-subject design (it reads p~=0
% even when the per-animal slopes are clearly parallel), so
% it is NOT the basis for the conclusion.
% R.perAnimal per-subject Box-B2 vs Box-A2 comparison (pure stats,
% no GLME involved): .countWelchP, .countMWUp,
% .rateWelchP, .rateMWUp, .nB, .nA. "count" = per-subject
% mean success; "rate" = per-subject pooled
% sum(success)/sum(total). Welch = TTEST2(...,
% 'Vartype','unequal') (two-sided); MWU = RANKSUM(...,
% 'tail','right') (one-sided, B2 > A2).
% R.h2 anchor check (Box-A2 vs Box-B2) read off the
% count/rate GLMEs' group_<anchorLow> fixed effect
% (coded vs the cfg.ref = anchorHigh reference level):
% .countIRR, .countOneSidedP, .rateOR, .rateOneSidedP.
% IRR/OR = 1/exp(coef) is the Box-B2-over-Box-A2
% advantage (so > 1 supports H2); one-sided p =
% NORMCDF(coef/se), testing coef < 0 (B2 above A2).
% R.classify (unmerged scenarios only, i.e. meta.isUnmerged) struct
% with one field per unknown in cfg.unknowns (field name
% via matlab.lang.makeValidName), each holding .count and
% .rate sub-structs with .vsA2 (.ratio, .p), .vsB2
% (.ratio, .p), and .label (one of 'B2-like', 'A2-like',
% 'AMBIGUOUS (nearer <anchor>)', 'UNLIKE BOTH'), per
% METHODS.md's classification logic. For merged
% scenarios (meta.isUnmerged == false), R.classify is an
% empty (no-field) struct.
%
% See analysis/tdcs_glm.py (the Python this ports) and
% docs/superpowers/plans/2026-07-20-matlab-tdcs-analysis.md (Task 3).
countFormula = 'success ~ group + day_c + day_c2 + (1|subject)';
R.countGLME = fitglme(S, countFormula, 'Distribution', 'Poisson', 'Link', 'log');
Sr = S(S.total > 0, :);
R.rateGLME = fitglme(Sr, countFormula, 'Distribution', 'Binomial', ...
'BinomialSize', Sr.total, 'Link', 'logit');
learnFormula = 'success ~ group*day_c + day_c2 + (1|subject)';
R.learnGLME = fitglme(S, learnFormula, 'Distribution', 'Poisson');
R.perAnimal = localPerAnimal(S, cfg);
R.h2 = localH2(R.countGLME, R.rateGLME, cfg);
R.learn = localLearn(R.learnGLME, S, cfg);
if meta.isUnmerged
R.classify = localClassifyAll(R.countGLME, R.rateGLME, cfg);
else
R.classify = struct();
end
end
% --------------------------------------------------------------- per-animal
function out = localPerAnimal(S, cfg)
%LOCALPERANIMAL Per-subject Box-B2 vs Box-A2 Welch t-test / MWU (pure stats).
b = S(S.group == cfg.anchorHigh, :);
a = S(S.group == cfg.anchorLow, :);
[bCount, bRate, nB] = localSubjectSummary(b);
[aCount, aRate, nA] = localSubjectSummary(a);
[~, countWelchP] = ttest2(bCount, aCount, 'Vartype', 'unequal');
countMWUp = ranksum(bCount, aCount, 'tail', 'right');
[~, rateWelchP] = ttest2(bRate, aRate, 'Vartype', 'unequal');
rateMWUp = ranksum(bRate, aRate, 'tail', 'right');
out = struct( ...
'countWelchP', countWelchP, 'countMWUp', countMWUp, ...
'rateWelchP', rateWelchP, 'rateMWUp', rateMWUp, ...
'nB', nB, 'nA', nA);
end
function [meanSuccess, pooledRate, nSubj] = localSubjectSummary(T)
%LOCALSUBJECTSUMMARY Per-subject mean success and pooled success/total.
subj = unique(T.subject);
nSubj = numel(subj);
meanSuccess = zeros(nSubj, 1);
pooledRate = zeros(nSubj, 1);
for i = 1:nSubj
rows = T.subject == subj(i);
meanSuccess(i) = mean(T.success(rows));
pooledRate(i) = sum(T.success(rows)) / sum(T.total(rows));
end
end
% --------------------------------------------------------------------- H2
function h2 = localH2(countGLME, rateGLME, cfg)
%LOCALH2 Anchor check: Box-A2 vs Box-B2, read off each GLME's group term.
[countCoef, countSE] = localCoefAndSE(countGLME, cfg.anchorLow, cfg.ref);
[rateCoef, rateSE] = localCoefAndSE(rateGLME, cfg.anchorLow, cfg.ref);
h2 = struct( ...
'countIRR', 1 / exp(countCoef), ...
'countOneSidedP', normcdf(countCoef / countSE), ...
'rateOR', 1 / exp(rateCoef), ...
'rateOneSidedP', normcdf(rateCoef / rateSE));
end
% -------------------------------------------------------------- classify
function out = localClassifyAll(countGLME, rateGLME, cfg)
%LOCALCLASSIFYALL Classify every unknown in cfg.unknowns vs both anchors.
out = struct();
for i = 1:numel(cfg.unknowns)
unknown = cfg.unknowns{i};
fieldName = matlab.lang.makeValidName(unknown);
out.(fieldName) = struct( ...
'count', localClassifyOne(countGLME, unknown, cfg), ...
'rate', localClassifyOne(rateGLME, unknown, cfg));
end
end
function verdict = localClassifyOne(model, unknown, cfg)
%LOCALCLASSIFYONE Compare UNKNOWN vs both anchors on one GLME; label it.
% Mirrors classify_one() in analysis/tdcs_glm.py / METHODS.md's
% "Classification logic (unknowns)": indistinguishable (p >= 0.05) from
% one anchor and different from the other => that anchor's label;
% indistinguishable from both => AMBIGUOUS (report the numerically
% nearer one); different from both => UNLIKE BOTH.
[coefLo, pLo] = localContrast(model, unknown, cfg.anchorLow, cfg.ref);
[coefHi, pHi] = localContrast(model, unknown, cfg.anchorHigh, cfg.ref);
vsA2 = struct('ratio', exp(coefLo), 'p', pLo);
vsB2 = struct('ratio', exp(coefHi), 'p', pHi);
likeLo = pLo >= 0.05;
likeHi = pHi >= 0.05;
if likeHi && ~likeLo
label = 'B2-like';
elseif likeLo && ~likeHi
label = 'A2-like';
elseif likeLo && likeHi
if abs(coefHi) < abs(coefLo)
nearer = cfg.anchorHigh;
else
nearer = cfg.anchorLow;
end
label = sprintf('AMBIGUOUS (nearer %s)', nearer);
else
label = 'UNLIKE BOTH';
end
verdict = struct('vsA2', vsA2, 'vsB2', vsB2, 'label', label);
end
% ------------------------------------------------------------- contrasts
function [coef, se] = localCoefAndSE(model, aName, refName)
%LOCALCOEFANDSE Coefficient + SE for group level A_NAME vs the reference.
v = localContrastVector(model, aName, refName, refName);
beta = model.Coefficients.Estimate;
Cov = model.CoefficientCovariance;
coef = v * beta;
se = sqrt(v * Cov * v');
end
function [coef, p] = localContrast(model, aName, bName, refName)
%LOCALCONTRAST Linear contrast A_NAME vs B_NAME (both coded vs REF_NAME).
% Two-sided p via COEFTEST (an F-test on one row = the two-sided
% Wald/t-test); works for any pair, including B_NAME == REF_NAME.
v = localContrastVector(model, aName, bName, refName);
beta = model.Coefficients.Estimate;
coef = v * beta;
p = coefTest(model, v);
end
function v = localContrastVector(model, aName, bName, refName)
%LOCALCONTRASTVECTOR +1 at group_A_NAME (if not the reference), -1 at
% group_B_NAME (if not the reference), over MODEL.CoefficientNames.
cn = model.CoefficientNames;
v = zeros(1, numel(cn));
if ~strcmp(aName, refName)
v(localCoefIndex(cn, aName)) = v(localCoefIndex(cn, aName)) + 1;
end
if ~strcmp(bName, refName)
v(localCoefIndex(cn, bName)) = v(localCoefIndex(cn, bName)) - 1;
end
end
function idx = localCoefIndex(coefNames, groupName)
%LOCALCOEFINDEX Index into CoefficientNames for a "group_<groupName>" term.
idx = find(strcmp(coefNames, ['group_' groupName]), 1);
if isempty(idx)
error('tdcs_models:missingGroupTerm', ...
'No "group_%s" coefficient in this GLME (CoefficientNames: %s).', ...
groupName, strjoin(coefNames, ', '));
end
end
% -------------------------------------------------------------- learning
function out = localLearn(learnGLME, S, cfg)
%LOCALLEARN Learning-rate result: per-animal slope test (primary, cluster-
% honest) plus the GLMM interaction joint F-test (reference, anticonservative).
bSlopes = localSubjectSlopes(S(S.group == cfg.anchorHigh, :));
aSlopes = localSubjectSlopes(S(S.group == cfg.anchorLow, :));
[~, slopeWelchP] = ttest2(bSlopes, aSlopes, 'Vartype', 'unequal');
slopeMWUp = ranksum(bSlopes, aSlopes); % two-sided: slope-diff direction unknown
j = localJointInteractionTest(learnGLME);
out = struct( ...
'slopeWelchP', slopeWelchP, 'slopeMWUp', slopeMWUp, ...
'nB', numel(bSlopes), 'nA', numel(aSlopes), ...
'meanSlopeB', mean(bSlopes), 'meanSlopeA', mean(aSlopes), ...
'glmeJointP', j.jointP, 'glmeJointF', j.jointF, ...
'glmeJointDF1', j.jointDF1, 'glmeJointDF2', j.jointDF2);
end
function slopes = localSubjectSlopes(T)
%LOCALSUBJECTSLOPES Per-subject OLS slope of success on day.
subj = unique(T.subject);
slopes = zeros(numel(subj), 1);
for i = 1:numel(subj)
rows = T.subject == subj(i);
coeffs = polyfit(T.day(rows), T.success(rows), 1);
slopes(i) = coeffs(1);
end
end
function out = localJointInteractionTest(learnGLME)
%LOCALJOINTINTERACTIONTEST Joint Wald test that all group x day_c
% interaction fixed effects are zero (do groups learn at different
% rates?), mirroring the GEE wald_test in analysis/tdcs_glm.py.
cn = learnGLME.CoefficientNames;
isInteraction = contains(cn, ':day_c') & ~contains(cn, 'day_c2');
idx = find(isInteraction);
H = zeros(numel(idx), numel(cn));
for i = 1:numel(idx)
H(i, idx(i)) = 1;
end
[p, F, df1, df2] = coefTest(learnGLME, H);
out = struct('jointP', p, 'jointF', F, 'jointDF1', df1, 'jointDF2', df2);
end
+167
View File
@@ -0,0 +1,167 @@
function L = tdcs_paper_lme(mergeKey, cfg, windowKey)
%TDCS_PAPER_LME Replicate the paper's linear mixed model, verbatim formula:
% behavior ~ stim + day + stim:day + (1|rat)
% fit with fitlme on the Box-B2 (stim = 1, tDCS) vs Box-A2 (stim = 0, control)
% subset of the MERGEKEY grouping ('unmerged'|'mergeA2'|'mergeB2'|'mergeNaive').
% `behavior` = successful reaches (COUNT), `day` = training day (raw; day 0 =
% the paper's "Day 1"), `rat` = subject. Reports the three effects (stim x day
% interaction, day, stim) as t(df) / F(1) / p with the interaction 95% CI,
% alongside the paper's reference values, and writes a results/ txt file.
%
% L = TDCS_PAPER_LME(MERGEKEY, CFG) uses the full training range (default) and
% writes results/paper_<MERGEKEY>.txt.
%
% L = TDCS_PAPER_LME(MERGEKEY, CFG, WINDOWKEY) restricts to a day window --
% WINDOWKEY is 'full' (day <= 26), 'd0_10' (day <= 10), or 'd0_13' (day <= 13,
% the last day Box-A2 has data). The windowed fits give the two anchor groups
% EQUAL day coverage, so the stim:day interaction is not confounded by the
% full-range coverage imbalance; windowed runs write
% results/paper_<MERGEKEY>_<WINDOWKEY>.txt.
%
% (This is the same model as tdcs_lme -- success ~ day*tDCS + (1|subject) --
% written with the paper's exact term order and variable names.)
%
% L fields: .model .nRats .nObs .windowKey and .stim/.day/.interaction effect
% structs (.estimate .se .t .df .p from Coefficients; .F .df1 .df2 .Fp from
% ANOVA; .ci = coefficient 95% CI).
if nargin < 3 || isempty(windowKey)
windowKey = 'full';
end
if ~ismember(windowKey, {'full', 'd0_10', 'd0_13'})
error('tdcs_paper_lme:badWindow', ...
'windowKey must be ''full'', ''d0_10'', or ''d0_13'' (got "%s").', windowKey);
end
S = tdcs_scenario_data([mergeKey '_' windowKey]);
A = S(ismember(S.group, {cfg.anchorLow, cfg.anchorHigh}), :);
tbl = table();
tbl.behavior = A.success;
tbl.day = A.day;
tbl.stim = double(A.group == cfg.anchorHigh); % Box-B2 = 1, Box-A2 = 0
tbl.rat = A.subject;
model = fitlme(tbl, 'behavior ~ stim + day + stim:day + (1|rat)');
C = model.Coefficients; An = anova(model); ci = coefCI(model);
Ans = anova(model, 'DFMethod', 'satterthwaite'); % Satterthwaite denominator DF
L.model = model;
L.windowKey = windowKey;
L.nRats = numel(unique(tbl.rat));
L.nObs = height(tbl);
L.maxDayCtrl = max(tbl.day(tbl.stim == 0));
L.maxDayStim = max(tbl.day(tbl.stim == 1));
L.stim = localTerm(C, An, Ans, ci, 'stim');
L.day = localTerm(C, An, Ans, ci, 'day');
L.interaction = localTerm(C, An, Ans, ci, 'day:stim'); % MATLAB canonicalizes stim:day -> day:stim
% Honest test: refit with a per-rat random SLOPE so the interaction DF
% collapses toward the animal count (see tdcs_random_slope_interaction).
L.interRS = tdcs_random_slope_interaction(tbl, ...
'behavior ~ stim + day + stim:day + (day|rat)', 'day:stim');
localReport(L, mergeKey, cfg);
end
function e = localTerm(C, An, Ans, ci, name)
i = strcmp(C.Name, name);
if ~any(i)
error('tdcs_paper_lme:missingTerm', 'No "%s" coefficient (have: %s).', ...
name, strjoin(C.Name, ', '));
end
ai = strcmp(An.Term, name);
si = strcmp(Ans.Term, name);
e = struct('estimate', C.Estimate(i), 'se', C.SE(i), 't', C.tStat(i), ...
'df', C.DF(i), 'p', C.pValue(i), 'F', An.FStat(ai), 'df1', An.DF1(ai), ...
'df2', An.DF2(ai), 'Fp', An.pValue(ai), 'ci', ci(i, :), ...
'dfSatt', Ans.DF2(si), 'pSatt', Ans.pValue(si));
end
function localReport(L, mergeKey, cfg)
window = L.windowKey;
if strcmp(window, 'full')
scenarioName = ['paper_' mergeKey];
windowLabel = 'full range';
else
scenarioName = ['paper_' mergeKey '_' window];
windowLabel = strrep(window, 'd0_10', 'days 0-10');
windowLabel = strrep(windowLabel, 'd0_13', 'days 0-13');
end
bar = repmat('=', 1, 78);
s = sprintf('%s\n', bar);
s = [s sprintf('PAPER LME REPLICATION -- %s (%s)\n', mergeKey, windowLabel)];
s = [s sprintf('%s\n', bar)];
s = [s sprintf('model: behavior ~ stim + day + stim:day + (1|rat) [stim: %s=1 vs %s=0]\n', ...
cfg.anchorHigh, cfg.anchorLow)];
s = [s sprintf('behavior = successful reaches (COUNT per session)\n')];
s = [s sprintf('N = %d rats, %d sessions (day raw; day 0 = paper "Day 1")\n', L.nRats, L.nObs)];
s = [s sprintf('day coverage: stim(B2) 0..%d, control(A2) 0..%d\n', L.maxDayStim, L.maxDayCtrl)];
if abs(L.maxDayStim - L.maxDayCtrl) > 2
s = [s sprintf(['** WARNING: unequal day coverage -- the full-range stim:day interaction\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'])];
else
s = [s sprintf(['(Equal day coverage -- the stim:day interaction over this window is NOT\n' ...
' confounded by the full-range coverage imbalance.)\n'])];
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 %-18s %-12s %s\n', 'effect', 't(df) / F(df1)', 'p (resid)', 'Satterthwaite: p (df)')];
s = [s sprintf('%s\n', repmat('-', 1, 76))];
s = [s localRow('stim x day (interaction)', L.interaction)];
s = [s localRow('day (learning)', L.day)];
s = [s localRow('stim (main, Day 1)', L.stim)];
s = [s sprintf('interaction 95%% CI: [%+.2f, %+.2f]\n', L.interaction.ci(1), L.interaction.ci(2))];
s = [s localHonest(L.interRS)];
s = [s sprintf('\nINTERPRETATION\n')];
if L.interaction.p >= 0.05
interTxt = 'slopes parallel -- no differential learning rate over this window';
elseif L.interaction.estimate > 0
interTxt = 'tDCS (Box-B2) improves FASTER -- benefit accumulates over training';
else
interTxt = 'tDCS (Box-B2) improves SLOWER -- groups converge';
end
s = [s sprintf(' - stim x day interaction: %s (p=%.4f, slope diff=%+.2f) -> %s.\n', ...
localSigTxt(L.interaction.p), L.interaction.p, L.interaction.estimate, interTxt)];
s = [s sprintf(' - stim main effect on Day 1 (our day 0): %s (p=%.4f) -> groups %s on Day 1.\n', ...
localSigTxt(L.stim.p), L.stim.p, localPick(L.stim.p < 0.05, 'already DIFFER', 'are comparable'))];
s = [s sprintf(['\nPaper (N=24): interaction t(227)=2.68, F(1)=7.12, p=0.008; ' ...
'day t(227)=9.64,\n F(1)=267.64, p=1.2e-18; stim t(227)=0.23, F(1)=0.053, p=0.81.\n'])];
fprintf('%s', s);
thisDir = fileparts(mfilename('fullpath'));
resDir = fullfile(thisDir, 'results');
if ~exist(resDir, 'dir'); mkdir(resDir); end
fid = fopen(fullfile(resDir, [scenarioName '.txt']), 'w');
if fid < 0; error('tdcs_paper_lme:fopen', 'Cannot open results file.'); end
cleanup = onCleanup(@() fclose(fid)); %#ok<NASGU>
fprintf(fid, '%s', s);
end
function r = localRow(name, e)
r = sprintf('%-26s t(%d)=%6.2f F(%d)=%7.3f p=%.4g p=%.4g (df=%.0f)\n', ...
name, e.df, e.t, e.df1, e.F, e.p, e.pSatt, e.dfSatt);
end
function s = localHonest(rs)
if rs.ok
s = sprintf(['\nHONEST LME -- per-rat random slope (day|rat): ' ...
'interaction F(%d,%.1f)=%.2f, p=%.4g\n'], rs.df1, rs.df2, rs.F, rs.p);
else
s = sprintf(['\nHONEST LME -- per-rat random slope (day|rat): ' ...
'model did not converge for this window.\n']);
end
s = [s sprintf([' Satterthwaite DF on the random-INTERCEPT model above stays ~= residual (the\n' ...
' slope''s error is at session level), so it does NOT fix pseudoreplication. A per-animal\n' ...
' random slope collapses the interaction DF toward the animal count -- the honest test.\n'])];
end
function t = localSigTxt(p)
if p < 0.05; t = 'SIGNIFICANT'; else; t = 'n.s.'; end
end
function t = localPick(b, yes, no)
if b; t = yes; else; t = no; end
end
+96
View File
@@ -0,0 +1,96 @@
function P = tdcs_phase_lme(mergeKey, cfg, phases)
%TDCS_PHASE_LME Refit the days x tDCS LME within learning phases (Box-B2 vs A2).
% P = TDCS_PHASE_LME(MERGEKEY, CFG) fits the same linear mixed model as the
% lme_* scenarios -- success ~ dayp*tDCS + (1|subject) -- SEPARATELY within
% each learning phase, for the Box-B2 (tDCS=1) vs Box-A2 (tDCS=0) subset of
% the MERGEKEY grouping ('unmerged' | 'mergeA2' | 'mergeB2'). `dayp` is `day`
% centered at each phase's start, so the tDCS main effect reads as the group
% difference on the phase's first day (the interaction and slopes are
% invariant to this centering). Prints a per-phase table and writes
% results/phase_<MERGEKEY>.txt.
%
% P = TDCS_PHASE_LME(MERGEKEY, CFG, PHASES) uses custom phase windows
% (default {[0 5],[6 10],[6 13]}), each a [loDay hiDay] pair.
%
% P.phases{k} has: .phase .nSub .a2Slope .b2Slope .dayP (learning) .tDCSlevelP
% (between-group level at phase start) .interP .interEst .interCI (the
% between-group learning-rate difference and its 95% CI).
if nargin < 3 || isempty(phases)
phases = {[0 5], [6 10], [6 13]};
end
Sfull = tdcs_scenario_data([mergeKey '_full']);
T = Sfull(ismember(Sfull.group, {cfg.anchorLow, cfg.anchorHigh}), :);
P = struct('mergeKey', mergeKey, 'phases', {cell(1, numel(phases))});
bar = repmat('=', 1, 78);
s = sprintf('%s\n', bar);
s = [s sprintf('PHASED days x tDCS LME -- %s (Box-B2 vs Box-A2)\n', mergeKey)];
s = [s sprintf('%s\n', bar)];
s = [s sprintf('model per phase: success ~ dayp*tDCS + (1|subject) [dayp = day - phaseStart]\n\n')];
s = [s sprintf('%-8s N A2slp B2slp day p tDCS p intP(res) intP(Satt) intP(RS) slopeDiff [95%% CI]\n', 'phase')];
s = [s sprintf('%s\n', repmat('-', 1, 104))];
rawSummaries = '';
for k = 1:numel(phases)
ph = phases{k};
Tp = T(T.day >= ph(1) & T.day <= ph(2), :);
Tp.dayp = Tp.day - ph(1);
Tp.tDCS = double(Tp.group == cfg.anchorHigh);
lme = fitlme(Tp, 'success ~ dayp*tDCS + (1|subject)');
C = lme.Coefficients; A = anova(lme); ci = coefCI(lme);
As = anova(lme, 'DFMethod', 'satterthwaite');
rs = tdcs_random_slope_interaction(Tp, ...
'success ~ dayp*tDCS + (dayp|subject)', 'dayp:tDCS');
ii = strcmp(C.Name, 'dayp:tDCS');
di = strcmp(C.Name, 'dayp');
e = struct();
e.phase = ph;
e.nSub = numel(unique(Tp.subject));
e.a2Slope = C.Estimate(di);
e.b2Slope = C.Estimate(di) + C.Estimate(ii);
e.dayP = A.pValue(strcmp(A.Term, 'dayp'));
e.tDCSlevelP = A.pValue(strcmp(A.Term, 'tDCS'));
e.interP = A.pValue(strcmp(A.Term, 'dayp:tDCS'));
e.interPsatt = As.pValue(strcmp(As.Term, 'dayp:tDCS')); % Satterthwaite DF
e.interPrs = rs.p; e.rsOk = rs.ok; % honest random-slope
e.interEst = C.Estimate(ii);
e.interCI = ci(ii, :);
P.phases{k} = e;
if rs.ok; rsStr = sprintf('%.3f', rs.p); else; rsStr = 'n/a'; end
s = [s sprintf('%d-%-5d %d %5.2f %5.2f %-8.2g %-8.3f %-9.3f %-10.3f %-9s %+.2f [%+.2f,%+.2f]\n', ...
ph(1), ph(2), e.nSub, e.a2Slope, e.b2Slope, e.dayP, e.tDCSlevelP, ...
e.interP, e.interPsatt, rsStr, 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
s = [s sprintf(['\nColumns: intP(res)=observation-level DF (anticonservative); intP(Satt)=Satterthwaite\n' ...
'DF (~= residual on this random-intercept model); intP(RS)=per-animal random-slope\n' ...
'(dayp|subject) model, the honest test (DF collapses toward the animal count; ''n/a'' if it\n' ...
'did not converge). The early phase carries the Box-B2 faster-acquisition signal; late\n' ...
'phases converge.\n'])];
s = [s rawSummaries];
fprintf('%s', s);
localWrite(['phase_' mergeKey], s);
end
function localWrite(name, s)
thisDir = fileparts(mfilename('fullpath'));
resDir = fullfile(thisDir, 'results');
if ~exist(resDir, 'dir'); mkdir(resDir); end
fid = fopen(fullfile(resDir, [name '.txt']), 'w');
if fid < 0; error('tdcs_phase_lme:fopen', 'Cannot open results file for "%s".', name); end
cleanup = onCleanup(@() fclose(fid)); %#ok<NASGU>
fprintf(fid, '%s', s);
end
+101
View File
@@ -0,0 +1,101 @@
function PW = tdcs_power_sim(mergeKey, window, Ns, effMuls, nrep, cfg)
%TDCS_POWER_SIM Monte-Carlo power for the paper's stim x day interaction.
% Uses the paper's exact model -- fitlme(tbl, 'behavior ~ stim + day +
% stim:day + (1|rat)') -- throughout. The fitted model for MERGEKEY over the
% WINDOW = [lo hi] day range (Box-B2 = stim = 1 vs Box-A2 = stim = 0) is the
% ground truth (its fixed effects, rat random-intercept SD, residual SD);
% NREP datasets are simulated at each rats-per-group in NS, for each
% true-effect multiplier in EFFMULS (e.g. [1 0.5] = observed and half the
% observed stim:day slope). Each dataset is scored at alpha = 0.05 two ways:
% - per-animal (cluster-honest): per-rat behavior~day slope, Welch t (stim)
% - LME: the fitlme stim:day interaction p (observation-level DF)
% PW is a table (effMul, N, powerPerAnimal, powerLME); also printed. A fixed
% RNG seed makes the estimate reproducible.
%
% Defaults: WINDOW=[0 5] (early phase), NS=[3 5 8 12 16 24 30],
% EFFMULS=[1 0.5], NREP=200.
if nargin < 1 || isempty(mergeKey); mergeKey = 'mergeA2'; end
if nargin < 2 || isempty(window); window = [0 5]; end
if nargin < 3 || isempty(Ns); Ns = [3 5 8 12 16 24 30]; end
if nargin < 4 || isempty(effMuls); effMuls = [1 0.5]; end
if nargin < 5 || isempty(nrep); nrep = 200; end
if nargin < 6 || isempty(cfg); cfg = tdcs_config(); end
warnState = warning('off', 'all'); cleanupW = onCleanup(@() warning(warnState)); %#ok<NASGU>
rng(1);
FORMULA = 'behavior ~ stim + day + stim:day + (1|rat)';
% Ground truth = fitted paper model over the window.
Sfull = tdcs_scenario_data([mergeKey '_full']);
A = Sfull(ismember(Sfull.group, {cfg.anchorLow, cfg.anchorHigh}), :);
A = A(A.day >= window(1) & A.day <= window(2), :);
tbl0 = table();
tbl0.behavior = A.success;
tbl0.day = A.day - window(1); % 0-based within the window
tbl0.stim = double(A.group == cfg.anchorHigh);
tbl0.rat = A.subject;
lme = fitlme(tbl0, FORMULA);
cn = lme.CoefficientNames; be = lme.fixedEffects;
b0 = be(strcmp(cn,'(Intercept)')); bStim = be(strcmp(cn,'stim'));
bDay = be(strcmp(cn,'day')); bInt = be(strcmp(cn,'day:stim'));
psi = covarianceParameters(lme); sRat = sqrt(psi{1}); sRes = sqrt(lme.MSE);
days = (window(1):window(2))' - window(1);
fprintf('Power sim (paper formula): truth=%s window %d-%d | stim:day=%.2f ratSD=%.2f resSD=%.2f | nrep=%d\n', ...
mergeKey, window(1), window(2), bInt, sRat, sRes, nrep);
rows = {};
for eMul = effMuls
bI = bInt * eMul;
fprintf('\n true stim:day interaction = %+.2f (%.0f%% of observed)\n', bI, eMul*100);
fprintf(' %-8s | per-animal power | LME power\n', 'N/group');
for N = Ns
sigPA = 0; sigL = 0;
for r = 1:nrep
tbl = localSim(N, days, b0, bStim, bDay, bI, sRat, sRes);
sigPA = sigPA + (localPerAnimalP(tbl) < 0.05);
try
m = fitlme(tbl, FORMULA);
Cm = m.Coefficients;
sigL = sigL + (Cm.pValue(strcmp(Cm.Name,'day:stim')) < 0.05);
catch
end
end
pPA = sigPA / nrep; pL = sigL / nrep;
fprintf(' %-8d | %5.2f | %5.2f\n', N, pPA, pL);
rows(end+1, :) = {eMul, N, pPA, pL}; %#ok<AGROW>
end
end
PW = cell2table(rows, 'VariableNames', {'effMul','N','powerPerAnimal','powerLME'});
end
function tbl = localSim(N, days, b0, bStim, bDay, bI, sRat, sRes)
nd = numel(days); rows = 2*N*nd;
rat = strings(rows,1); day = zeros(rows,1); stim = zeros(rows,1); behavior = zeros(rows,1);
k = 0;
for g = 0:1
for sIdx = 1:N
re = sRat * randn;
rid = sprintf('g%d_r%d', g, sIdx);
for d = 1:nd
k = k+1;
rat(k) = rid; day(k) = days(d); stim(k) = g;
behavior(k) = b0 + bStim*g + bDay*days(d) + bI*days(d)*g + re + sRes*randn;
end
end
end
tbl = table(categorical(rat), day, stim, behavior, ...
'VariableNames', {'rat','day','stim','behavior'});
end
function p = localPerAnimalP(tbl)
rats = unique(tbl.rat); sl = zeros(numel(rats),1); gr = zeros(numel(rats),1);
for i = 1:numel(rats)
r = tbl.rat == rats(i);
c = polyfit(tbl.day(r), tbl.behavior(r), 1); sl(i) = c(1);
gr(i) = tbl.stim(find(r,1));
end
[~, p] = ttest2(sl(gr==1), sl(gr==0), 'Vartype', 'unequal');
end
@@ -0,0 +1,33 @@
function rs = tdcs_random_slope_interaction(T, formula, term)
%TDCS_RANDOM_SLOPE_INTERACTION Honest LME test of a slope-interaction TERM.
% RS = TDCS_RANDOM_SLOPE_INTERACTION(T, FORMULA, TERM) refits the linear mixed
% model FORMULA (which must include a per-subject random SLOPE, e.g.
% 'success ~ day*tDCS + (day|subject)') on table T and returns the
% Satterthwaite-DF marginal F-test of TERM (e.g. 'day:tDCS').
%
% Why this is the honest test. The paper's model has only a random INTERCEPT,
% so it assumes every animal shares one true slope and estimates the slope /
% interaction with session-level precision -- Satterthwaite DF on that model
% stays ~= residual DF and does NOT fix the pseudoreplication. Giving each
% animal its OWN slope (a random slope) lets the between-animal slope variance
% enter the standard error, and the Satterthwaite denominator DF then collapses
% toward the number of animals -- matching the per-animal (cluster-honest)
% test. RS fields: .ok (false if the richer model failed to fit), .F, .df1,
% .df2 (Satterthwaite), .p.
rs = struct('ok', false, 'F', NaN, 'df1', NaN, 'df2', NaN, 'p', NaN);
w = warning('off', 'all'); cleanup = onCleanup(@() warning(w)); %#ok<NASGU>
try
lme = fitlme(T, formula);
A = anova(lme, 'DFMethod', 'satterthwaite');
i = strcmp(A.Term, term);
if any(i)
rs = struct('ok', true, 'F', A.FStat(i), 'df1', A.DF1(i), ...
'df2', A.DF2(i), 'p', A.pValue(i));
end
catch
% Random-slope model unidentifiable / non-convergent (common in short
% windows or with very few animals): leave rs.ok = false.
end
end
+181
View File
@@ -0,0 +1,181 @@
function tdcs_report(S, R, meta, cfg, scenario)
%TDCS_REPORT Print + persist the tDCS GLM report for one scenario.
% TDCS_REPORT(S, R, META, CFG, SCENARIO) prints a three-part report to
% the console (DESCRIPTIVES, RAW GLM, INTERPRETATION) and writes the
% same text to analysis/matlab/results/<SCENARIO>.txt (the results/
% folder is created if it does not already exist).
%
% S scenario table, from TDCS_SCENARIO_DATA.
% R model results struct, from TDCS_MODELS.
% META scenario metadata struct, from TDCS_SCENARIO_DATA
% (.mergeKey, .maxDay, .isUnmerged).
% CFG config struct, from TDCS_CONFIG.
% SCENARIO scenario name (char/string), used only for the report
% header and the output filename.
%
% The INTERPRETATION section mirrors verdicts()/classify() in
% analysis/tdcs_glm.py and the "Classification logic (unknowns)" /
% "Caveats" sections of analysis/METHODS.md: the H2 anchor-check
% verdict (IRR/OR + one-sided p + SUPPORTED/not supported), the
% per-animal Welch/Mann-Whitney p-values, the unknown-condition
% classification (unmerged scenarios only), and the standing caveats
% (tiny groups, single-subject classification, count-vs-rate).
%
% See analysis/tdcs_glm.py, analysis/METHODS.md, and
% docs/superpowers/plans/2026-07-20-matlab-tdcs-analysis.md (Task 4).
scenario = char(scenario);
txt = '';
txt = [txt localHeader(sprintf('tDCS GLM report -- scenario: %s', scenario))];
txt = [txt sprintf('merge key: %s day window: 0..%d observations: %d\n', ...
meta.mergeKey, meta.maxDay, height(S))];
txt = [txt localDescriptives(S)];
txt = [txt localRawGLM(R)];
txt = [txt localInterpretation(R, meta, cfg)];
fprintf('%s', txt);
thisDir = fileparts(mfilename('fullpath'));
resultsDir = fullfile(thisDir, 'results');
if ~exist(resultsDir, 'dir')
mkdir(resultsDir);
end
outFile = fullfile(resultsDir, [scenario '.txt']);
fid = fopen(outFile, 'w');
if fid == -1
error('tdcs_report:cannotWrite', 'Could not open "%s" for writing.', outFile);
end
cleanupObj = onCleanup(@() fclose(fid)); %#ok<NASGU>
fprintf(fid, '%s', txt);
end
% ------------------------------------------------------------------ header
function s = localHeader(title)
bar = repmat('=', 1, 78);
s = sprintf('%s\n%s\n%s\n', bar, title, bar);
end
% -------------------------------------------------------------- descriptives
function s = localDescriptives(S)
s = localHeader('DESCRIPTIVES');
h = sprintf('%-20s %8s %10s %13s %10s %8s', ...
'group', 'n_subj', 'n_sessions', 'mean_success', 'mean_rate', 'max_day');
s = [s h sprintf('\n') repmat('-', 1, length(h)) sprintf('\n')];
grps = categories(S.group);
for i = 1:numel(grps)
rows = S.group == grps{i};
nSubj = numel(unique(S.subject(rows)));
nSessions = sum(rows);
meanSuccess = mean(S.success(rows));
meanRate = sum(S.success(rows)) / sum(S.total(rows));
maxDay = max(S.day(rows));
s = [s sprintf('%-20s %8d %10d %13.1f %10.3f %8d\n', ...
grps{i}, nSubj, nSessions, meanSuccess, meanRate, maxDay)]; %#ok<AGROW>
end
s = [s sprintf('\n')];
end
% ---------------------------------------------------------------- raw GLM
function s = localRawGLM(R)
s = localHeader('(A) LEVEL / COUNT -- Poisson GLMM (subject random intercept)');
s = [s localCleanDisp(R.countGLME) sprintf('\n')];
s = [s localHeader('(B) LEVEL / RATE -- Binomial GLMM (subject random intercept)')];
s = [s localCleanDisp(R.rateGLME) sprintf('\n')];
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
verdict = 'DIFFERENT learning rates';
else
verdict = 'parallel learning (no slope difference detected)';
end
s = [s sprintf(['Per-subject OLS slope of success vs day: Box-B2 mean=%.2f, Box-A2 mean=%.2f\n' ...
' Welch two-sided p=%.3f, Mann-Whitney p=%.3f (nB=%d, nA=%d) -> %s\n'], ...
R.learn.meanSlopeB, R.learn.meanSlopeA, R.learn.slopeWelchP, R.learn.slopeMWUp, ...
R.learn.nB, R.learn.nA, verdict)];
s = [s sprintf(['(Reference only: the GLMM group x day_c joint F-test gives p=%.4f, but with just\n' ...
' observation-level DF (df2=%.0f) it is ANTICONSERVATIVE for this few-subject design and is\n' ...
' NOT the basis for the conclusion above.)\n\n'], R.learn.glmeJointP, R.learn.glmeJointDF2)];
end
function s = localCleanDisp(model)
%LOCALCLEANDISP Full native model summary (disp(MODEL)) as plain text.
% Thin wrapper over the shared TDCS_MODEL_SUMMARY so the count, rate, and
% learning GLMMs here render the same verbatim summary used by the LME
% reports.
s = tdcs_model_summary(model);
end
% ------------------------------------------------------------ interpretation
function s = localInterpretation(R, meta, cfg)
s = localHeader('INTERPRETATION');
s = [s sprintf(['Note: these are subject-level GLMMs (Laplace-approximated ' ...
'fitglme), not the\nPython reference''s population-average GEE -- ' ...
'directions/magnitudes should agree,\nexact ratios and p-values will ' ...
'differ.\n\n'])];
s = [s sprintf('Anchor check -- H2: Box-B2 BETTER than Box-A2 (the two anchors must differ)\n')];
s = [s localH2Line('count/level', R.h2.countIRR, R.h2.countOneSidedP)];
s = [s localH2Line('rate/level ', R.h2.rateOR, R.h2.rateOneSidedP)];
s = [s sprintf('\nPer-animal (Box-B2 n=%d vs Box-A2 n=%d), pure stats (no GLME):\n', ...
R.perAnimal.nB, R.perAnimal.nA)];
s = [s sprintf(' count (per-subject mean success): Welch two-sided p=%.4f, Mann-Whitney one-sided (B2>A2) p=%.4f\n', ...
R.perAnimal.countWelchP, R.perAnimal.countMWUp)];
s = [s sprintf(' rate (per-subject pooled success/total): Welch two-sided p=%.4f, Mann-Whitney one-sided (B2>A2) p=%.4f\n', ...
R.perAnimal.rateWelchP, R.perAnimal.rateMWUp)];
if meta.isUnmerged
s = [s sprintf('\nClassification -- is each UNKNOWN condition A2-like or B2-like?\n')];
s = [s sprintf('(ratio >1 = above that anchor; p = differs from that anchor)\n')];
for i = 1:numel(cfg.unknowns)
unknown = cfg.unknowns{i};
fieldName = matlab.lang.makeValidName(unknown);
entry = R.classify.(fieldName);
s = [s sprintf('\n %s:\n', unknown)]; %#ok<AGROW>
s = [s localClassifyLine('count/level', entry.count)]; %#ok<AGROW>
s = [s localClassifyLine('rate/level ', entry.rate)]; %#ok<AGROW>
end
s = [s sprintf(['\n NOTE: each unknown has ONLY 1 subject. ''Matches'' means ' ...
'''not statistically\n distinguishable'', weak evidence at n=1, not proof ' ...
'of equivalence.\n'])];
else
s = [s sprintf(['\n(No unknown groups -- they were merged into the anchors; ' ...
'only the H2 anchor\ncontrast applies.)\n'])];
end
s = [s sprintf('\n') localHeader('CAVEATS')];
s = [s sprintf([' - Tiny groups: each arm has only n=3-4 subjects (Naive n=4; ' ...
'anchor arms n=3-5\n depending on merge), and -- in unmerged scenarios -- ' ...
'each unknown condition\n (Electrode-Box-A, Right-Electrode) has only ' ...
'n=1 subject. Treat every group\n comparison here as preliminary.\n'])];
s = [s sprintf([' - Single-subject classification: for a 1-subject unknown, ' ...
'''matches anchor X''\n means ''not statistically distinguishable from X'', ' ...
'NOT proof of equivalence;\n inference with a single subject in a group ' ...
'is fragile.\n'])];
s = [s sprintf([' - Count vs rate: ''success'' alone is a raw count; the rate ' ...
'model\n (success/attempts) is the fairer accuracy comparison when attempt ' ...
'counts differ\n between groups.\n'])];
end
function s = localH2Line(label, ratio, p)
tag = 'not supported';
if ratio > 1 && p < 0.05
tag = 'SUPPORTED';
end
s = sprintf(' [%s] Box-B2 = %.2fx Box-A2 (one-sided p=%.4f) -> %s\n', ...
label, ratio, p, tag);
end
function s = localClassifyLine(label, verdict)
s = sprintf([' [%s] vs Box-A2: %.2fx p=%.3f vs Box-B2: %.2fx p=%.3f\n' ...
' -> %s\n'], ...
label, verdict.vsA2.ratio, verdict.vsA2.p, ...
verdict.vsB2.ratio, verdict.vsB2.p, verdict.label);
end
+118
View File
@@ -0,0 +1,118 @@
function [S, meta] = tdcs_scenario_data(scenario)
%TDCS_SCENARIO_DATA Build one merge/window scenario from the curated tDCS data.
% [S, META] = TDCS_SCENARIO_DATA(SCENARIO) loads the curated 12-animal
% table via TDCS_LOAD_DATA, applies the requested group-merge map from
% TDCS_CONFIG, restricts to day <= maxDay per the scenario's window
% suffix, adds mean-centered day covariates DAY_C / DAY_C2, and recodes
% GROUP as a categorical with CFG.REF ('Electrode-Box-B2') as the FIRST
% (reference) category via REORDERCATS. S is also written to
% analysis/matlab/derived/<SCENARIO>.csv via WRITETABLE (the derived/
% folder is created if it does not already exist).
%
% SCENARIO must be one of:
% unmerged_full, unmerged_d0_10, mergeA2_full, mergeA2_d0_10,
% mergeB2_full, mergeB2_d0_10
%
% The scenario name is split into:
% - a merge key: 'unmerged' | 'mergeA2' | 'mergeB2', selecting which
% containers.Map from TDCS_CONFIG (if any) to apply to relabel
% GROUP. 'unmerged' applies no relabeling (identity) -- it is not
% backed by a config map at all, since only the two "unknown"
% conditions (Electrode-Box-A, Right-Electrode) are ever merge
% targets, and the unmerged scenario reports them unmerged/as-is.
% - a day window: '_full' -> maxDay = 26, '_d0_10' -> maxDay = 10.
%
% META is a struct with fields:
% .mergeKey 'unmerged' | 'mergeA2' | 'mergeB2'
% .maxDay 26 or 10
% .isUnmerged true only when mergeKey == 'unmerged'
[mergeKey, maxDay] = localParseScenario(scenario);
cfg = tdcs_config();
T = tdcs_load_data();
switch mergeKey
case 'unmerged'
% Identity: no relabeling. An empty map means isKey(...) is
% always false below, so every group passes through unchanged.
mergeMap = containers.Map('KeyType', 'char', 'ValueType', 'char');
case 'mergeA2'
mergeMap = cfg.mergeA2;
case 'mergeB2'
mergeMap = cfg.mergeB2;
case 'mergeNaive'
mergeMap = cfg.mergeNaive;
otherwise
error('tdcs_scenario_data:badScenario', ...
'Unrecognized scenario "%s".', scenario);
end
% Relabel GROUP per the merge map. Groups that are not a key in the map
% (e.g. Naive, Electrode-Box-A2, Electrode-Box-B2 under mergeA2/mergeB2,
% or every group under the empty 'unmerged' map) are left unchanged --
% only the two "unknown" conditions are ever merge-map keys.
groupCell = cellstr(T.group);
for i = 1:numel(groupCell)
if isKey(mergeMap, groupCell{i})
groupCell{i} = mergeMap(groupCell{i});
end
end
% Day window (applied after relabeling, before centering, per the plan).
dayMask = T.day <= maxDay;
S = T(dayMask, :);
groupCell = groupCell(dayMask);
% Recode GROUP as categorical with cfg.ref first (the GLME reference
% level). Only categories actually present after merge+window survive.
S.group = categorical(groupCell);
allCats = categories(S.group);
assert(ismember(cfg.ref, allCats), 'tdcs_scenario_data:refMissing', ...
'Reference group "%s" is absent from scenario "%s".', cfg.ref, char(scenario));
otherCats = allCats(~strcmp(allCats, cfg.ref));
S.group = reordercats(S.group, [{cfg.ref}; otherCats]);
% Mean-centered day covariates, computed on the post-window data.
S.day_c = S.day - mean(S.day);
S.day_c2 = S.day_c .^ 2;
% Persist the derived scenario table.
thisDir = fileparts(mfilename('fullpath'));
derivedDir = fullfile(thisDir, 'derived');
if ~exist(derivedDir, 'dir')
mkdir(derivedDir);
end
outFile = fullfile(derivedDir, [char(scenario) '.csv']);
writetable(S, outFile);
meta = struct();
meta.mergeKey = mergeKey;
meta.maxDay = maxDay;
meta.isUnmerged = strcmp(mergeKey, 'unmerged');
end
function [mergeKey, maxDay] = localParseScenario(scenario)
%LOCALPARSESCENARIO Split "<mergeKey>_full" / "_d0_10" / "_d0_13" apart.
scenario = char(scenario);
if endsWith(scenario, '_full')
maxDay = 26;
mergeKey = scenario(1:end - numel('_full'));
elseif endsWith(scenario, '_d0_10')
maxDay = 10;
mergeKey = scenario(1:end - numel('_d0_10'));
elseif endsWith(scenario, '_d0_13')
maxDay = 13; % day 13 = last day Box-A2 has data (fair A2-vs-B2 window)
mergeKey = scenario(1:end - numel('_d0_13'));
else
error('tdcs_scenario_data:badScenario', ...
'Scenario "%s" does not end in "_full", "_d0_10", or "_d0_13".', scenario);
end
if ~ismember(mergeKey, {'unmerged', 'mergeA2', 'mergeB2', 'mergeNaive'})
error('tdcs_scenario_data:badScenario', ...
'Scenario "%s" has unrecognized merge key "%s".', scenario, mergeKey);
end
end
+33
View File
@@ -0,0 +1,33 @@
classdef tExport < matlab.unittest.TestCase
%TEXPORT Tests for tdcs_export_all (organized CSV export of all variations).
methods (Test)
function testExportTreeAndContents(testCase)
outRoot = tempname;
files = tdcs_export_all(outRoot);
testCase.verifyGreaterThanOrEqual(numel(files), 22); % 1 + 9 + 3 + 9
% curated: 12 animals
Tc = readtable(fullfile(outRoot, 'curated_all.csv'), 'TextType', 'string');
testCase.verifyEqual(numel(unique(Tc.subject)), 12);
% scenario mergeB2_full: Box-B2 has 5 subjects
Sb = readtable(fullfile(outRoot, 'scenarios', 'mergeB2_full.csv'), 'TextType', 'string');
nB2 = numel(unique(Sb.subject(Sb.group == "Electrode-Box-B2")));
testCase.verifyEqual(nB2, 5);
% anchor file carries a binary tDCS factor with both levels
A = readtable(fullfile(outRoot, 'anchors', 'mergeA2_B2vsA2.csv'));
testCase.verifyEqual(sort(unique(A.tDCS))', [0 1]);
% phases folder holds 3 merges x 3 phases = 9 files, each with dayp
ph = dir(fullfile(outRoot, 'phases', '*.csv'));
testCase.verifyEqual(numel(ph), 9);
P = readtable(fullfile(outRoot, 'phases', 'mergeA2_phase_6-13.csv'));
testCase.verifyTrue(ismember('dayp', P.Properties.VariableNames));
testCase.verifyGreaterThanOrEqual(min(P.dayp), 0);
end
end
end
+176
View File
@@ -0,0 +1,176 @@
classdef tLme < matlab.unittest.TestCase
%TLME Tests for the linear "days x tDCS" mixed model (tdcs_lme) and its
% switch/case entry. Golden values computed from this dataset; the
% mergeA2_full interaction closely reproduces the paper's F=7.12/p=0.008.
methods (Test)
function testSubjectCountsAndDayEffect(testCase)
% N (Box-A2 + Box-B2 subjects) per scenario, and the always-present
% strong learning (day) effect.
cfg = tdcs_config();
expectedN = struct('unmerged_full', 6, 'mergeA2_full', 8, 'mergeB2_full', 8);
for sc = fieldnames(expectedN)'
L = tdcs_lme(tdcs_scenario_data(sc{1}), cfg);
testCase.verifyEqual(L.nSubjects, expectedN.(sc{1}), ...
sprintf('%s: wrong subject count', sc{1}));
testCase.verifyEqual(L.day.df1, 1); % F(1) term
testCase.verifyLessThan(L.day.p, 1e-6, ...
sprintf('%s: day (learning) effect should be highly significant', sc{1}));
end
end
function testMergeA2ReplicatesPaperInteraction(testCase)
% mergeA2_full reproduces the paper's days x tDCS interaction
% (paper: F(1)=7.12, p=0.008; |t|=2.68).
cfg = tdcs_config();
L = tdcs_lme(tdcs_scenario_data('mergeA2_full'), cfg);
testCase.verifyEqual(L.interaction.df1, 1);
testCase.verifyEqual(L.interaction.F, 7.09, 'AbsTol', 0.1);
testCase.verifyEqual(L.interaction.p, 0.009, 'AbsTol', 0.002);
testCase.verifyEqual(abs(L.interaction.t), 2.66, 'AbsTol', 0.05);
% single-df term: F == t^2
testCase.verifyEqual(L.interaction.F, L.interaction.t^2, 'RelTol', 1e-6);
end
function testEffectStructShape(testCase)
cfg = tdcs_config();
L = tdcs_lme(tdcs_scenario_data('unmerged_full'), cfg);
for f = {'interaction', 'day', 'tDCS'}
e = L.(f{1});
for g = {'estimate', 'se', 't', 'df', 'p', 'F', 'df1', 'df2', 'Fp'}
testCase.verifyTrue(isfield(e, g{1}), ...
sprintf('%s missing field %s', f{1}, g{1}));
end
end
end
function testSwitchRunsAndWritesResults(testCase)
% The lme_* switch cases run end-to-end and write results/<name>.txt.
here = fileparts(fileparts(mfilename('fullpath'))); % analysis/matlab
outFile = fullfile(here, 'results', 'lme_mergeA2_full.txt');
if exist(outFile, 'file'); delete(outFile); end
evalc("tdcs_glm('lme_mergeA2_full')");
testCase.verifyTrue(exist(outFile, 'file') == 2, ...
'lme_mergeA2_full.txt was not written');
end
function testBadScenarioErrors(testCase)
testCase.verifyError(@() tdcs_glm('lme_nonsense'), 'tdcs_glm:badScenario');
end
function testPaperMergeNaiveWindowedFairCoverage(testCase)
% The windowed paper_mergeNaive_* runs cap both anchor arms at the
% window end (equal coverage -> no confound warning), write their own
% results file, and embed the full fitlme summary. Unlike mergeA2,
% the pooled-naive control keeps the interaction significant in the
% fair d0_13 window (~ the paper's F=7.12, p=0.008).
here = fileparts(fileparts(mfilename('fullpath'))); % analysis/matlab
resDir = fullfile(here, 'results');
for w = {'d0_10', 'd0_13'}
name = ['paper_mergeNaive_' w{1}];
evalc(sprintf('tdcs_glm(''%s'')', name));
txt = fileread(fullfile(resDir, [name '.txt']));
testCase.verifyTrue(contains(txt, 'Equal day coverage'), ...
sprintf('%s: expected equal (fair) day coverage', name));
testCase.verifyFalse(contains(txt, '** WARNING'), ...
sprintf('%s: fair window should not warn', name));
testCase.verifyEqual(count(txt, 'Fixed effects coefficients (95% CIs):'), 1);
end
% Fair-window d0_13 interaction reproduces the paper (~F=7.1, p~0.009).
L = tdcs_paper_lme('mergeNaive', tdcs_config(), 'd0_13');
testCase.verifyEqual(L.maxDayStim, L.maxDayCtrl); % equal coverage
testCase.verifyLessThan(L.interaction.p, 0.05);
testCase.verifyGreaterThan(L.interaction.estimate, 0);
end
function testPaperLmeBadWindowErrors(testCase)
testCase.verifyError(@() tdcs_paper_lme('mergeNaive', tdcs_config(), 'bogus'), ...
'tdcs_paper_lme:badWindow');
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)
% mergeNaive: control = Box-A2 + Naive (7), tDCS = Box-B2 + Right (4),
% Box-A unchanged (1); Naive is relabeled away.
[S, ~] = tdcs_scenario_data('mergeNaive_full');
sg = unique(S(:, {'subject','group'}));
n = @(g) sum(sg.group == g);
testCase.verifyEqual(n('Electrode-Box-A2'), 7);
testCase.verifyEqual(n('Electrode-Box-B2'), 4);
testCase.verifyEqual(n('Electrode-Box-A'), 1);
testCase.verifyFalse(any(sg.group == 'Naive'));
end
function testLmeReportsHaveSatterthwaiteAndHonest(testCase)
% Every fitlme report adds Satterthwaite DF and the honest
% random-slope interaction test.
cfg = tdcs_config();
L = tdcs_lme(tdcs_scenario_data('mergeA2_full'), cfg);
testCase.verifyTrue(isfield(L.interaction, 'pSatt'));
testCase.verifyTrue(isfield(L.interaction, 'dfSatt'));
testCase.verifyTrue(isfield(L, 'interRS') && islogical(L.interRS.ok));
% The full-range mergeA2 interaction is significant under obs-level
% DF but NOT under the honest per-animal random slope (it collapses).
testCase.verifyLessThan(L.interaction.p, 0.05);
testCase.verifyTrue(L.interRS.ok);
testCase.verifyGreaterThan(L.interRS.p, 0.05);
% Report text carries the Satterthwaite column and honest block.
here = fileparts(fileparts(mfilename('fullpath')));
evalc("tdcs_glm('lme_mergeA2_full')");
txt = fileread(fullfile(here, 'results', 'lme_mergeA2_full.txt'));
testCase.verifyTrue(contains(txt, 'Satterthwaite'));
testCase.verifyTrue(contains(txt, 'HONEST LME'));
end
function testPaperFormulaReplicatesInteraction(testCase)
% The paper's exact formula (behavior ~ stim + day + stim:day +
% (1|rat)) on mergeA2 reproduces the paper's interaction
% (paper F(1)=7.12, p=0.008) -- same fit as the day*tDCS form.
cfg = tdcs_config();
evalc('L = tdcs_paper_lme(''mergeA2'', cfg);');
testCase.verifyEqual(L.interaction.df1, 1);
testCase.verifyEqual(L.interaction.F, 7.09, 'AbsTol', 0.1);
testCase.verifyEqual(L.interaction.p, 0.009, 'AbsTol', 0.002);
testCase.verifyLessThan(L.day.p, 1e-6); % strong learning
end
function testD0_13WindowFairCoverageAndParallel(testCase)
% The 0-13 window caps both anchor groups at day 13 (equal coverage),
% unlike the full window where Box-A2 stops at 13 but Box-B2 runs on.
cfg = tdcs_config();
Lfull = tdcs_lme(tdcs_scenario_data('mergeA2_full'), cfg);
L13 = tdcs_lme(tdcs_scenario_data('mergeA2_d0_13'), cfg);
% Full window: unequal coverage (A2 ends ~13, B2 runs later).
testCase.verifyGreaterThan(abs(Lfull.maxDayB - Lfull.maxDayA), 2);
% 0-13 window: equal coverage and the (truncation-driven) interaction
% is no longer significant -- the fair-window result.
testCase.verifyLessThanOrEqual(L13.maxDayA, 13);
testCase.verifyLessThanOrEqual(L13.maxDayB, 13);
testCase.verifyGreaterThan(L13.interaction.p, 0.05);
testCase.verifyLessThan(L13.day.p, 1e-6); % learning still strong
end
end
end
+72
View File
@@ -0,0 +1,72 @@
classdef tLoadData < matlab.unittest.TestCase
%TLOADDATA Tests for tdcs_load_data / tdcs_config (Task 1).
%
% Authored per TDD: written before tdcs_load_data.m existed, so it is
% expected to fail until the loader is implemented. As of this
% commit MATLAB is not licensed in this environment, so this suite
% has been authored and reviewed by hand but has NOT been executed.
% Expected values (row count, group counts, load-check cells) were
% independently verified against analysis/matlab/raw/*.csv by a
% throwaway Python script (see task-1-report.md), not by running
% this test.
properties (Constant)
% Non-blank (subject, day) success cells for the 12 curated
% animals with day >= 0, counted directly from raw_success.csv.
ExpectedRowCount = 185
end
methods (Test)
function testTwelveCuratedSubjects(testCase)
T = tdcs_load_data();
testCase.verifyEqual(numel(unique(T.subject)), 12);
end
function testRowCountMatchesNonBlankDayGeq0Cells(testCase)
T = tdcs_load_data();
testCase.verifyEqual(height(T), tLoadData.ExpectedRowCount);
end
function testGroupSubjectCounts(testCase)
T = tdcs_load_data();
subjGroup = unique(T(:, {'subject', 'group'}));
counts = countcats(subjGroup.group);
catNames = categories(subjGroup.group);
expected = containers.Map( ...
{'Naive', 'Electrode-Box-A2', 'Electrode-Box-B2', ...
'Electrode-Box-A', 'Right-Electrode'}, ...
{4, 3, 3, 1, 1});
testCase.verifyEqual(numel(catNames), double(expected.Count));
for i = 1:numel(catNames)
name = catNames{i};
testCase.verifyTrue(isKey(expected, name), ...
sprintf('Unexpected group "%s" in loaded data.', name));
testCase.verifyEqual(counts(i), expected(name), ...
sprintf('Subject count mismatch for group "%s".', name));
end
end
function testVuVuongDayZeroLoadCheck(testCase)
T = tdcs_load_data();
row = T(T.subject == "Vu-vuong" & T.day == 0, {'success', 'total'});
testCase.verifyEqual(height(row), 1);
testCase.verifyEqual(row.success(1), 18);
testCase.verifyEqual(row.total(1), 61);
end
function testBanhMi1DayZeroLoadCheck(testCase)
T = tdcs_load_data();
row = T(T.subject == "Banh-mi-1" & T.day == 0, {'success', 'total'});
testCase.verifyEqual(height(row), 1);
testCase.verifyEqual(row.success(1), 13);
testCase.verifyEqual(row.total(1), 84);
end
function testNoNegativeDayRows(testCase)
T = tdcs_load_data();
testCase.verifyTrue(all(T.day >= 0));
end
end
end

Some files were not shown because too many files have changed in this diff Show More