API
ddmra.workflows
: Common workflows
Perform distance-dependent motion-related artifact analyses.
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Run scrubbing, high-low motion, and QCRSFC analyses. |
ddmra.analysis
: Analysis functions
Perform distance-dependent motion-related artifact analyses.
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Perform Power scrubbing analysis. |
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Perform high-low QC analysis. |
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Perform quality-control resting-state functional connectivity analysis. |
ddmra.plotting
: Figure generation functions
Generate distance-dependent motion-related artifact plots.
The rank for the intercept (smoothing curve at 35mm) indexes general dependence on motion (i.e., a mix of global and focal effects), while the rank for the slope (difference in smoothing curve at 100mm and 35mm) indexes distance dependence (i.e., focal effects).
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Generate plot for a DDMRA analysis. |
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Plot the results for all three analyses from a workflow run and save to a file. |
ddmra.filter
: Filtering functions
Functions for the Earl filter.
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Apply Earl filter to motion parameters. |
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Calculate filter parameters for respiration filter. |
ddmra.utils
: Miscellaneous utility functions
Miscellaneous utility functions for the DDMRA package.
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Perform interpolation to get value from y_arr at index of x_val based on x_arr. |
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Return p-value for test value(s) against null array. |
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Fast correlations between y and each row of X, for QC-RSFC. |
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Calculate Framewise Displacement (Power version). |
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Calculate running average along values array. |
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Measure significance of smoothing curve against null curves. |