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| completedprojects:eegsnr [2024/12/02 10:07] – sdm63 | completedprojects:eegsnr [2025/05/06 13:09] (current) – sdm63 | ||
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| == Code Documentation == | == Code Documentation == | ||
| * Preprocessing | * Preprocessing | ||
| - | * Preprocessing can be run using [[https:// | + | * Preprocessing can be run using [[https:// |
| * < | * < | ||
| * Pulls in raw data from hera(' | * Pulls in raw data from hera(' | ||
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| \\ | \\ | ||
| * Calculate Total, Evoked, and Spontaneous Activity | * Calculate Total, Evoked, and Spontaneous Activity | ||
| - | * Run the bash script [[https:// | + | * Run the bash script [[https:// |
| * < | * < | ||
| * Calls totalEvokedSpontaneous.m (Cortical_SNR_Deveopment/ | * Calls totalEvokedSpontaneous.m (Cortical_SNR_Deveopment/ | ||
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| \\ | \\ | ||
| * Combine Individual Subject Files | * Combine Individual Subject Files | ||
| - | * [[https:// | + | * [[https:// |
| * < | * < | ||
| # | # | ||
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| \\ | \\ | ||
| * Combine All Stimulus Conditions | * Combine All Stimulus Conditions | ||
| - | * [[https:// | + | * [[https:// |
| * Combines the csv files on the previous step into one large csv files with all frequency stimulus conditions | * Combines the csv files on the previous step into one large csv files with all frequency stimulus conditions | ||
| * Preforms outlier detection (2 SDs above the mean) | * Preforms outlier detection (2 SDs above the mean) | ||
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| \\ | \\ | ||
| * Impute missing data and Calculate frontal region PCA | * Impute missing data and Calculate frontal region PCA | ||
| - | * [[https:// | + | * [[https:// |
| * Read in csv with all subjects info | * Read in csv with all subjects info | ||
| * Select the freq and hertz combo you want to analyze | * Select the freq and hertz combo you want to analyze | ||
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| * Figures and Statistics | * Figures and Statistics | ||
| - | * [[https:// | + | * [[https:// |
| * To assess developmental trajectories of cortical SNR activity, we implemented GAMMs on the first principal component, PC1, of evoked power, spontaneous power, and SNR, including random intercepts estimated for each participant. | * To assess developmental trajectories of cortical SNR activity, we implemented GAMMs on the first principal component, PC1, of evoked power, spontaneous power, and SNR, including random intercepts estimated for each participant. | ||
| * Regression splines were implemented (4 degrees of freedom) to assess linear and non-linear effects. | * Regression splines were implemented (4 degrees of freedom) to assess linear and non-linear effects. | ||