sqc fixes for unicorn #176
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JohnGriffiths
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* started pipelines function * almost working simple function equivalents of nb scripts * fix: fixed import (brainflow updated API) * sqc fixes for unicorn (#176) * Ignore pushes * Trying to create a cli * Stepping through the problem * First commit * Fixing pause in signal quality check * Fixing Signal quality check problem * fix the technical debt * Save path done for automated saving pdf * I feel amazing * Almost through * Update eegnb/cli/__main__.py Co-authored-by: Erik Bjäreholt <[email protected]> * Trying to create cli but it's being really painful * Extra word cli error * Changed example handling * Pain * Adding whole datapath * Finally fixed cli * hmm * Looking good * added hyperlink * Having some issues with detecting css and image deltetion * Just the css now * Fixed the css linking problem though it's a weird soln * Automated running, still fnames problem * Hahahah embedded images in html * Improving code * Okay now * Look at that * Almost there just the two figures now * Now * Added attrdict to do with cli error Co-authored-by: John Griffiths <[email protected]> Co-authored-by: Erik Bjäreholt <[email protected]> Co-authored-by: John Griffiths <[email protected]>
JohnGriffiths
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Jan 19, 2023
* example test commit (#182) * example test commit * example edit * ci: run test workflow on develop branch * ci: add develop branch to job triggers * ci: fix syntax issue in workflow * fix: fixed import (brainflow updated API) * build(deps): locked pylsl==1.10.5 (#187) * Experiment Class Refactor (update to #183), converting specific experiments to subclasses (#184) * First commit * Second commit * Modifications * Lol * Lol * Incorporated N170 and p300, looking good for a PR * ssvep update * Implementing subclasses instead of loose functions * fix: fixed import (brainflow updated API) * Playing around still * Fixing import errors * Adding abstractmethod decorators * Still working on the import error * Guess what's finally working * Comments and naming ticks * More comments * Live coding demonstration * ssvep adapted * Adapting Auditory Oddball * changing save_fn to self.save_fun * This maybe the last big change * utils file changed, changes work through cli Co-authored-by: Erik Bjäreholt <[email protected]> * Submodule added for gsoc * Adding pipelines for cli analysis (#202) * started pipelines function * almost working simple function equivalents of nb scripts * fix: fixed import (brainflow updated API) * sqc fixes for unicorn (#176) * Ignore pushes * Trying to create a cli * Stepping through the problem * First commit * Fixing pause in signal quality check * Fixing Signal quality check problem * fix the technical debt * Save path done for automated saving pdf * I feel amazing * Almost through * Update eegnb/cli/__main__.py Co-authored-by: Erik Bjäreholt <[email protected]> * Trying to create cli but it's being really painful * Extra word cli error * Changed example handling * Pain * Adding whole datapath * Finally fixed cli * hmm * Looking good * added hyperlink * Having some issues with detecting css and image deltetion * Just the css now * Fixed the css linking problem though it's a weird soln * Automated running, still fnames problem * Hahahah embedded images in html * Improving code * Okay now * Look at that * Almost there just the two figures now * Now * Added attrdict to do with cli error Co-authored-by: John Griffiths <[email protected]> Co-authored-by: Erik Bjäreholt <[email protected]> Co-authored-by: John Griffiths <[email protected]> * added more options for site args; improved function names; removed some redundant lines (#209) * fix subject num parsing bug * analysis report function improvements for openbci cyton and gtec unicorn devices * run exp fix * Update requirements.txt * fixes to get docs building by github action (#210) * fixes to get docs building by github action * reverted some changes * Update 01r__ssvep_viz.py Co-authored-by: John Griffiths <[email protected]> * Update README.rst small commit to test doc build workflow on this branch * removing gsoc submodule Co-authored-by: Erik Bjäreholt <[email protected]> Co-authored-by: Parv Agarwal <[email protected]> Co-authored-by: Parvfect <[email protected]> Co-authored-by: Ben Pettit <[email protected]>
oreHGA
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Mar 4, 2023
* major update: merging develop to master (#217) * example test commit (#182) * example test commit * example edit * ci: run test workflow on develop branch * ci: add develop branch to job triggers * ci: fix syntax issue in workflow * fix: fixed import (brainflow updated API) * build(deps): locked pylsl==1.10.5 (#187) * Experiment Class Refactor (update to #183), converting specific experiments to subclasses (#184) * First commit * Second commit * Modifications * Lol * Lol * Incorporated N170 and p300, looking good for a PR * ssvep update * Implementing subclasses instead of loose functions * fix: fixed import (brainflow updated API) * Playing around still * Fixing import errors * Adding abstractmethod decorators * Still working on the import error * Guess what's finally working * Comments and naming ticks * More comments * Live coding demonstration * ssvep adapted * Adapting Auditory Oddball * changing save_fn to self.save_fun * This maybe the last big change * utils file changed, changes work through cli Co-authored-by: Erik Bjäreholt <[email protected]> * Submodule added for gsoc * Adding pipelines for cli analysis (#202) * started pipelines function * almost working simple function equivalents of nb scripts * fix: fixed import (brainflow updated API) * sqc fixes for unicorn (#176) * Ignore pushes * Trying to create a cli * Stepping through the problem * First commit * Fixing pause in signal quality check * Fixing Signal quality check problem * fix the technical debt * Save path done for automated saving pdf * I feel amazing * Almost through * Update eegnb/cli/__main__.py Co-authored-by: Erik Bjäreholt <[email protected]> * Trying to create cli but it's being really painful * Extra word cli error * Changed example handling * Pain * Adding whole datapath * Finally fixed cli * hmm * Looking good * added hyperlink * Having some issues with detecting css and image deltetion * Just the css now * Fixed the css linking problem though it's a weird soln * Automated running, still fnames problem * Hahahah embedded images in html * Improving code * Okay now * Look at that * Almost there just the two figures now * Now * Added attrdict to do with cli error Co-authored-by: John Griffiths <[email protected]> Co-authored-by: Erik Bjäreholt <[email protected]> Co-authored-by: John Griffiths <[email protected]> * added more options for site args; improved function names; removed some redundant lines (#209) * fix subject num parsing bug * analysis report function improvements for openbci cyton and gtec unicorn devices * run exp fix * Update requirements.txt * fixes to get docs building by github action (#210) * fixes to get docs building by github action * reverted some changes * Update 01r__ssvep_viz.py Co-authored-by: John Griffiths <[email protected]> * Update README.rst small commit to test doc build workflow on this branch * removing gsoc submodule Co-authored-by: Erik Bjäreholt <[email protected]> Co-authored-by: Parv Agarwal <[email protected]> Co-authored-by: Parvfect <[email protected]> Co-authored-by: Ben Pettit <[email protected]> * update dependencies - seaborn * docs/perf: reduced the imports: `cueing` example * bug: update deprecated `plot_psd()` method - feature of new `mne` version. - instead of doing plot_psd() from the `mne.io.Raw` object, must do this: - `raw.compute_psd().plot()` - i.e., has to pass through a `spectrum` object * updated deprec. `mne` function * perf: removed importage of unused packages from example - One of them, i.e., `collections.Iterable` is even deprecated. - Must use `collections.abc.Iterable` instead now. - Resulting in faster build/user run * bugfix: `plot_conditions` - due to `sns` deprecation * bugfix: resolved `psd_welch()` deprecation (`mne`) --------- Co-authored-by: John Griffiths <[email protected]> Co-authored-by: Erik Bjäreholt <[email protected]> Co-authored-by: Parv Agarwal <[email protected]> Co-authored-by: Parvfect <[email protected]> Co-authored-by: Ben Pettit <[email protected]> Co-authored-by: Taha Morshedzadeh <[email protected]>
oreHGA
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Mar 10, 2023
…Refactor (#218) * major update: merging develop to master (#217) * example test commit (#182) * example test commit * example edit * ci: run test workflow on develop branch * ci: add develop branch to job triggers * ci: fix syntax issue in workflow * fix: fixed import (brainflow updated API) * build(deps): locked pylsl==1.10.5 (#187) * Experiment Class Refactor (update to #183), converting specific experiments to subclasses (#184) * First commit * Second commit * Modifications * Lol * Lol * Incorporated N170 and p300, looking good for a PR * ssvep update * Implementing subclasses instead of loose functions * fix: fixed import (brainflow updated API) * Playing around still * Fixing import errors * Adding abstractmethod decorators * Still working on the import error * Guess what's finally working * Comments and naming ticks * More comments * Live coding demonstration * ssvep adapted * Adapting Auditory Oddball * changing save_fn to self.save_fun * This maybe the last big change * utils file changed, changes work through cli Co-authored-by: Erik Bjäreholt <[email protected]> * Submodule added for gsoc * Adding pipelines for cli analysis (#202) * started pipelines function * almost working simple function equivalents of nb scripts * fix: fixed import (brainflow updated API) * sqc fixes for unicorn (#176) * Ignore pushes * Trying to create a cli * Stepping through the problem * First commit * Fixing pause in signal quality check * Fixing Signal quality check problem * fix the technical debt * Save path done for automated saving pdf * I feel amazing * Almost through * Update eegnb/cli/__main__.py Co-authored-by: Erik Bjäreholt <[email protected]> * Trying to create cli but it's being really painful * Extra word cli error * Changed example handling * Pain * Adding whole datapath * Finally fixed cli * hmm * Looking good * added hyperlink * Having some issues with detecting css and image deltetion * Just the css now * Fixed the css linking problem though it's a weird soln * Automated running, still fnames problem * Hahahah embedded images in html * Improving code * Okay now * Look at that * Almost there just the two figures now * Now * Added attrdict to do with cli error Co-authored-by: John Griffiths <[email protected]> Co-authored-by: Erik Bjäreholt <[email protected]> Co-authored-by: John Griffiths <[email protected]> * added more options for site args; improved function names; removed some redundant lines (#209) * fix subject num parsing bug * analysis report function improvements for openbci cyton and gtec unicorn devices * run exp fix * Update requirements.txt * fixes to get docs building by github action (#210) * fixes to get docs building by github action * reverted some changes * Update 01r__ssvep_viz.py Co-authored-by: John Griffiths <[email protected]> * Update README.rst small commit to test doc build workflow on this branch * removing gsoc submodule Co-authored-by: Erik Bjäreholt <[email protected]> Co-authored-by: Parv Agarwal <[email protected]> Co-authored-by: Parvfect <[email protected]> Co-authored-by: Ben Pettit <[email protected]> * Updated doc examples * Update 00x__n170_run_experiment.py fix: typo in func param --------- Co-authored-by: John Griffiths <[email protected]> Co-authored-by: Erik Bjäreholt <[email protected]> Co-authored-by: Ben Pettit <[email protected]> Co-authored-by: Ore O <[email protected]>
JohnGriffiths
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Jun 21, 2024
* example test commit (#182) * example test commit * example edit * ci: run test workflow on develop branch * ci: add develop branch to job triggers * ci: fix syntax issue in workflow * fix: fixed import (brainflow updated API) * build(deps): locked pylsl==1.10.5 (#187) * Experiment Class Refactor (update to #183), converting specific experiments to subclasses (#184) * First commit * Second commit * Modifications * Lol * Lol * Incorporated N170 and p300, looking good for a PR * ssvep update * Implementing subclasses instead of loose functions * fix: fixed import (brainflow updated API) * Playing around still * Fixing import errors * Adding abstractmethod decorators * Still working on the import error * Guess what's finally working * Comments and naming ticks * More comments * Live coding demonstration * ssvep adapted * Adapting Auditory Oddball * changing save_fn to self.save_fun * This maybe the last big change * utils file changed, changes work through cli Co-authored-by: Erik Bjäreholt <[email protected]> * Submodule added for gsoc * Adding pipelines for cli analysis (#202) * started pipelines function * almost working simple function equivalents of nb scripts * fix: fixed import (brainflow updated API) * sqc fixes for unicorn (#176) * Ignore pushes * Trying to create a cli * Stepping through the problem * First commit * Fixing pause in signal quality check * Fixing Signal quality check problem * fix the technical debt * Save path done for automated saving pdf * I feel amazing * Almost through * Update eegnb/cli/__main__.py Co-authored-by: Erik Bjäreholt <[email protected]> * Trying to create cli but it's being really painful * Extra word cli error * Changed example handling * Pain * Adding whole datapath * Finally fixed cli * hmm * Looking good * added hyperlink * Having some issues with detecting css and image deltetion * Just the css now * Fixed the css linking problem though it's a weird soln * Automated running, still fnames problem * Hahahah embedded images in html * Improving code * Okay now * Look at that * Almost there just the two figures now * Now * Added attrdict to do with cli error Co-authored-by: John Griffiths <[email protected]> Co-authored-by: Erik Bjäreholt <[email protected]> Co-authored-by: John Griffiths <[email protected]> * added more options for site args; improved function names; removed some redundant lines (#209) * fix subject num parsing bug * analysis report function improvements for openbci cyton and gtec unicorn devices * run exp fix * Update requirements.txt * fixes to get docs building by github action (#210) * fixes to get docs building by github action * reverted some changes * Update 01r__ssvep_viz.py Co-authored-by: John Griffiths <[email protected]> * Update README.rst small commit to test doc build workflow on this branch * removing gsoc submodule * ci: update python to 3.8, update wxPython, update setup-python action * ci: pin ubuntu versions to 22.04, updated wxPython urls * ci: bumped psychopy to 2023.1.0 * build(deps): set upper supported numpy version to 1.23.x * chore: applied no_implicit_optional * update dependencies - for build (#220) * major update: merging develop to master (#217) * example test commit (#182) * example test commit * example edit * ci: run test workflow on develop branch * ci: add develop branch to job triggers * ci: fix syntax issue in workflow * fix: fixed import (brainflow updated API) * build(deps): locked pylsl==1.10.5 (#187) * Experiment Class Refactor (update to #183), converting specific experiments to subclasses (#184) * First commit * Second commit * Modifications * Lol * Lol * Incorporated N170 and p300, looking good for a PR * ssvep update * Implementing subclasses instead of loose functions * fix: fixed import (brainflow updated API) * Playing around still * Fixing import errors * Adding abstractmethod decorators * Still working on the import error * Guess what's finally working * Comments and naming ticks * More comments * Live coding demonstration * ssvep adapted * Adapting Auditory Oddball * changing save_fn to self.save_fun * This maybe the last big change * utils file changed, changes work through cli Co-authored-by: Erik Bjäreholt <[email protected]> * Submodule added for gsoc * Adding pipelines for cli analysis (#202) * started pipelines function * almost working simple function equivalents of nb scripts * fix: fixed import (brainflow updated API) * sqc fixes for unicorn (#176) * Ignore pushes * Trying to create a cli * Stepping through the problem * First commit * Fixing pause in signal quality check * Fixing Signal quality check problem * fix the technical debt * Save path done for automated saving pdf * I feel amazing * Almost through * Update eegnb/cli/__main__.py Co-authored-by: Erik Bjäreholt <[email protected]> * Trying to create cli but it's being really painful * Extra word cli error * Changed example handling * Pain * Adding whole datapath * Finally fixed cli * hmm * Looking good * added hyperlink * Having some issues with detecting css and image deltetion * Just the css now * Fixed the css linking problem though it's a weird soln * Automated running, still fnames problem * Hahahah embedded images in html * Improving code * Okay now * Look at that * Almost there just the two figures now * Now * Added attrdict to do with cli error Co-authored-by: John Griffiths <[email protected]> Co-authored-by: Erik Bjäreholt <[email protected]> Co-authored-by: John Griffiths <[email protected]> * added more options for site args; improved function names; removed some redundant lines (#209) * fix subject num parsing bug * analysis report function improvements for openbci cyton and gtec unicorn devices * run exp fix * Update requirements.txt * fixes to get docs building by github action (#210) * fixes to get docs building by github action * reverted some changes * Update 01r__ssvep_viz.py Co-authored-by: John Griffiths <[email protected]> * Update README.rst small commit to test doc build workflow on this branch * removing gsoc submodule Co-authored-by: Erik Bjäreholt <[email protected]> Co-authored-by: Parv Agarwal <[email protected]> Co-authored-by: Parvfect <[email protected]> Co-authored-by: Ben Pettit <[email protected]> * update dependencies - seaborn * docs/perf: reduced the imports: `cueing` example * bug: update deprecated `plot_psd()` method - feature of new `mne` version. - instead of doing plot_psd() from the `mne.io.Raw` object, must do this: - `raw.compute_psd().plot()` - i.e., has to pass through a `spectrum` object * updated deprec. `mne` function * perf: removed importage of unused packages from example - One of them, i.e., `collections.Iterable` is even deprecated. - Must use `collections.abc.Iterable` instead now. - Resulting in faster build/user run * bugfix: `plot_conditions` - due to `sns` deprecation * bugfix: resolved `psd_welch()` deprecation (`mne`) --------- Co-authored-by: John Griffiths <[email protected]> Co-authored-by: Erik Bjäreholt <[email protected]> Co-authored-by: Parv Agarwal <[email protected]> Co-authored-by: Parvfect <[email protected]> Co-authored-by: Ben Pettit <[email protected]> Co-authored-by: Taha Morshedzadeh <[email protected]> * Updated psychopy (#215) * update psychopy for psychxr compatibility * updated n170 example to run again. * Updated doc examples for N170, P300 and SSVEP after Experiment Class Refactor (#218) * major update: merging develop to master (#217) * example test commit (#182) * example test commit * example edit * ci: run test workflow on develop branch * ci: add develop branch to job triggers * ci: fix syntax issue in workflow * fix: fixed import (brainflow updated API) * build(deps): locked pylsl==1.10.5 (#187) * Experiment Class Refactor (update to #183), converting specific experiments to subclasses (#184) * First commit * Second commit * Modifications * Lol * Lol * Incorporated N170 and p300, looking good for a PR * ssvep update * Implementing subclasses instead of loose functions * fix: fixed import (brainflow updated API) * Playing around still * Fixing import errors * Adding abstractmethod decorators * Still working on the import error * Guess what's finally working * Comments and naming ticks * More comments * Live coding demonstration * ssvep adapted * Adapting Auditory Oddball * changing save_fn to self.save_fun * This maybe the last big change * utils file changed, changes work through cli Co-authored-by: Erik Bjäreholt <[email protected]> * Submodule added for gsoc * Adding pipelines for cli analysis (#202) * started pipelines function * almost working simple function equivalents of nb scripts * fix: fixed import (brainflow updated API) * sqc fixes for unicorn (#176) * Ignore pushes * Trying to create a cli * Stepping through the problem * First commit * Fixing pause in signal quality check * Fixing Signal quality check problem * fix the technical debt * Save path done for automated saving pdf * I feel amazing * Almost through * Update eegnb/cli/__main__.py Co-authored-by: Erik Bjäreholt <[email protected]> * Trying to create cli but it's being really painful * Extra word cli error * Changed example handling * Pain * Adding whole datapath * Finally fixed cli * hmm * Looking good * added hyperlink * Having some issues with detecting css and image deltetion * Just the css now * Fixed the css linking problem though it's a weird soln * Automated running, still fnames problem * Hahahah embedded images in html * Improving code * Okay now * Look at that * Almost there just the two figures now * Now * Added attrdict to do with cli error Co-authored-by: John Griffiths <[email protected]> Co-authored-by: Erik Bjäreholt <[email protected]> Co-authored-by: John Griffiths <[email protected]> * added more options for site args; improved function names; removed some redundant lines (#209) * fix subject num parsing bug * analysis report function improvements for openbci cyton and gtec unicorn devices * run exp fix * Update requirements.txt * fixes to get docs building by github action (#210) * fixes to get docs building by github action * reverted some changes * Update 01r__ssvep_viz.py Co-authored-by: John Griffiths <[email protected]> * Update README.rst small commit to test doc build workflow on this branch * removing gsoc submodule Co-authored-by: Erik Bjäreholt <[email protected]> Co-authored-by: Parv Agarwal <[email protected]> Co-authored-by: Parvfect <[email protected]> Co-authored-by: Ben Pettit <[email protected]> * Updated doc examples * Update 00x__n170_run_experiment.py fix: typo in func param --------- Co-authored-by: John Griffiths <[email protected]> Co-authored-by: Erik Bjäreholt <[email protected]> Co-authored-by: Ben Pettit <[email protected]> Co-authored-by: Ore O <[email protected]> * fix error breaking n170 test (#223) * fixed requirements.txt so 'pip install -e .' would work on windows. (#229) * Get CI test builds working again! (#170) * Revert "Revert PR #167: "ci: fix broken CI" (#169)" This reverts commit 2d74871. * Update Makefile * fix: Update vep.py import * Update Makefile * Update vep.py * fix: typo in makefile * fix: update BaseExperiment class reference * Update Makefile * Update vep.py * Update 01r__n170_viz.py * makefile: install libnotify4 --------- Co-authored-by: Ore O <[email protected]> * fix macos build (#245) * Add devcontainer configuration for CPU environment * Fixed the python version needed * Fix plot conditions (#257) * fixed plot_conditions functoni issues * small change to viz n170 plotting example * small change to viz p300 plotting example * fixed to plotting issue * modify plot command * update example files * fix condition label bug * fix: set layout engine to fix colorbar error --------- Co-authored-by: Ore O <[email protected]> * Started the name switch (#251) * started renaming from eegnb to eegexpy * more eegnb renaming work * more eegnb switches * more relabelling * ssvep renamings * cueing eg * update for more misc files * more of the same * update * Update and rename available_notebooks.md to available_experiments.md * Add newlogo (#260) * Add files via upload * Update README.rst * added to enable eegexpy commands (#265) * started alias of main package for imports (#266) * Add multiple installation options (#263) * added newly separated analysis and streaming utils files * modified setup and requirements to allow for optional install types * updated imports in experiment examples * fixed some typos * Update requirements.txt moved click library to stim pres requirements section * Update requirements.txt Co-authored-by: Taha Morshedzadeh <[email protected]> * Update Makefile * Update docs.yml * Update Makefile this does a full build with all dependencies for EEG-ExPy --------- Co-authored-by: Ore O <[email protected]> Co-authored-by: Taha Morshedzadeh <[email protected]> * Add support for /develop in docs site (#259) * feat: update action to build doc page in a folder * test: see if it works without if clause * test: change source for docs * Initial support for VR headsets (#241) * fixed requirements.txt so 'pip install -e .' would work on windows. * added support for n170 to run on rift * altered logic to add back in jitter * simplified logic * made fullscreen again * further simplified logic * decreased font size of instructions for vr * fixed instructions display, further simplified logic, removed logs * made code easier to read * reverted board back to muse * Enable headlocking to fix jittering - cancel out any rotation and translation coming from the headset. * fixed use_vr parameter to be set to False by default for existing experiments. * fix macos build * reverted unnecessary changes and made p300 experiment display correctly * added vr support for p300 and ssvep * fix psychxr version * adding vr doc * updated vr doco --------- Co-authored-by: John Griffiths <[email protected]> * ssaep volumefadingfixes (#81) * fixed duration on instructions screen * put sound object instantiation inside trials loop. fixes sound fading issue --------- Co-authored-by: Erik Bjäreholt <[email protected]> Co-authored-by: Parv Agarwal <[email protected]> Co-authored-by: Parvfect <[email protected]> Co-authored-by: Ben Pettit <[email protected]> Co-authored-by: Ore Ogundipe <[email protected]> Co-authored-by: Taha Morshedzadeh <[email protected]> Co-authored-by: Ben Pettit <[email protected]> Co-authored-by: Taha Morshedzadeh <[email protected]>
oreHGA
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Aug 2, 2024
* started pipelines function * almost working simple function equivalents of nb scripts * fix: fixed import (brainflow updated API) * sqc fixes for unicorn (#176) * Ignore pushes * Trying to create a cli * Stepping through the problem * First commit * Fixing pause in signal quality check * Fixing Signal quality check problem * fix the technical debt * Save path done for automated saving pdf * I feel amazing * Almost through * Update eegnb/cli/__main__.py Co-authored-by: Erik Bjäreholt <[email protected]> * Trying to create cli but it's being really painful * Extra word cli error * Changed example handling * Pain * Adding whole datapath * Finally fixed cli * hmm * Looking good * added hyperlink * Having some issues with detecting css and image deltetion * Just the css now * Fixed the css linking problem though it's a weird soln * Automated running, still fnames problem * Hahahah embedded images in html * Improving code * Okay now * Look at that * Almost there just the two figures now * Now * Added attrdict to do with cli error Co-authored-by: John Griffiths <[email protected]> Co-authored-by: Erik Bjäreholt <[email protected]> Co-authored-by: John Griffiths <[email protected]>
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Put in some candidate numbers for stdev thresholds for unicorn. Exact numbers to be revised upon further experience with the device. Now, at least, the cli sigqual check and experiment runner works.
Note that unicorn usage here requires a third-party software from the manufacturers for initiation of a stream ('unicorn suite hybrid black'). This is a minimal GUI that functions similarly to BlueMuse. The key difference from BlueMuse is that the unicorn suite works with + is necessary for brainflow-based streaming, whereas BlueMuse works with muselsl. Note that the unicorn suite required is not the unicorn Python API, which is an additional software purchase for the cost of (~$400). I do not have the Python API library and don't know anything about it; brainflow compatibility is all we need.
Initial impressions are that ERPs from the unicorn are very good. Montage is a little different from OpenBCI and Muse (no TP chans, concentrated more around occipital). Will add data to the demo set soon.
Interestingly the electrodes are designed to allow both dry and wet recordings. First testing was done dry, will be giving it a spin with gel next. Interested to see how much better it gets.