Extract confounding variables calculated separately for each pupil data file
Source:R/pipeline-confounds.R
summarize_confounds.RdCalculates various confounding variables for pupil data, including blink statistics, gaze position metrics, and pupil size characteristics. These confounds are calculated separately for each preprocessing step, recording block, and epoched timeseries in the eyeris object.
Arguments
- eyeris
An object of class
eyerisderived fromload_asc()
Value
An eyeris object with a new nested list of data frames:
$confounds
The confounds are organized hierarchically by block and preprocessing step.
Each step contains metrics such as:
Blink rate and duration statistics
Gaze position (x,y) mean and standard deviation
Pupil size mean, standard deviation, and range
Missing data percentage
Examples
# load demo dataset
demo_data <- eyelink_asc_demo_dataset()
# calculate confounds for all blocks and preprocessing steps
confounds <- demo_data |>
eyeris::glassbox() |>
eyeris::epoch(
events = "PROBE_{type}_{trial}",
limits = c(-1, 1), # grab 1 second prior to and 1 second post event
label = "prePostProbe" # custom epoch label name
) |>
eyeris::summarize_confounds()
#> ✔ [ OK ] - Running eyeris::load_asc()
#> ℹ [ INFO ] - Processing block: block_1
#> ✔ [ OK ] - Running eyeris::deblink() for block_1
#> ✔ [ OK ] - Running eyeris::detransient() for block_1
#> ✔ [ OK ] - Running eyeris::interpolate() for block_1
#> ✔ [ OK ] - Running eyeris::lpfilt() for block_1
#> ! [ SKIP ] - Skipping eyeris::downsample() for block_1
#> ! [ SKIP ] - Skipping eyeris::bin() for block_1
#> ! [ SKIP ] - Skipping eyeris::detrend() for block_1
#> ✔ [ OK ] - Running eyeris::zscore() for block_1
#>
#> Block processing summary:
#> block_1: OK (steps: 6, latest: pupil_raw_deblink_detransient_interpolate_lpfilt_z)
#>
#> ✔ [ OK ] - Running eyeris::summarize_confounds()
#> ℹ Epoching pupil data...
#> ℹ Block 1: found 10 matching events for PROBEtypetrial
#> ✔ Done!
#> ✔ Block 1: pupil data from 10 unique event messages extracted
#> ✔ Pupil epoching completed in 0.10 seconds
#> ℹ Recalculating epoched confounds for new epochs...
# access confounds for entire timeseries for a specific block and step
confounds$confounds$unepoched_timeseries
#> $block_1
#> $block_1$pupil_raw
#> sampling_rate_hz total_time_ms n_samples n_invalid prop_invalid n_gaps
#> 1 1000 20766 20767 74 0.003563346 1
#> max_gap_n_samples max_gap_duration_ms min_gap_n_samples min_gap_duration_ms
#> 1 74 74 74 74
#> mean_gap_n_samples mean_gap_duration_ms screen_width screen_height
#> 1 74 74 1920 1080
#> gaze_x_var_px gaze_y_var_px mean_gaze_distance_from_center_px
#> 1 197.3489 780.2944 21.01572
#> mean_gaze_distance_from_center_norm prop_clipped n_blinks blink_rate_hz
#> 1 0.02866172 0.00014446 1 0.04815564
#> min_blink_duration_ms max_blink_duration_ms mean_blink_duration_ms
#> 1 56 56 56
#> total_blink_time_ms prop_blink_time
#> 1 56 0.002696716
#>
#> $block_1$pupil_raw_deblink
#> sampling_rate_hz total_time_ms n_samples n_invalid prop_invalid n_gaps
#> 1 1000 20766 20767 156 0.007511918 1
#> max_gap_n_samples max_gap_duration_ms min_gap_n_samples min_gap_duration_ms
#> 1 156 156 156 156
#> mean_gap_n_samples mean_gap_duration_ms screen_width screen_height
#> 1 156 156 1920 1080
#> gaze_x_var_px gaze_y_var_px mean_gaze_distance_from_center_px
#> 1 197.3489 780.2944 21.01572
#> mean_gaze_distance_from_center_norm prop_clipped n_blinks blink_rate_hz
#> 1 0.02866172 9.630664e-05 1 0.04815564
#> min_blink_duration_ms max_blink_duration_ms mean_blink_duration_ms
#> 1 156 156 156
#> total_blink_time_ms prop_blink_time
#> 1 156 0.00751228
#>
#> $block_1$pupil_raw_deblink_detransient
#> sampling_rate_hz total_time_ms n_samples n_invalid prop_invalid n_gaps
#> 1 1000 20766 20767 156 0.007511918 1
#> max_gap_n_samples max_gap_duration_ms min_gap_n_samples min_gap_duration_ms
#> 1 156 156 156 156
#> mean_gap_n_samples mean_gap_duration_ms screen_width screen_height
#> 1 156 156 1920 1080
#> gaze_x_var_px gaze_y_var_px mean_gaze_distance_from_center_px
#> 1 197.3489 780.2944 21.01572
#> mean_gaze_distance_from_center_norm prop_clipped n_blinks blink_rate_hz
#> 1 0.02866172 9.630664e-05 1 0.04815564
#> min_blink_duration_ms max_blink_duration_ms mean_blink_duration_ms
#> 1 156 156 156
#> total_blink_time_ms prop_blink_time
#> 1 156 0.00751228
#>
#> $block_1$pupil_raw_deblink_detransient_interpolate
#> sampling_rate_hz total_time_ms n_samples n_invalid prop_invalid n_gaps
#> 1 1000 20766 20767 NA NA 0
#> max_gap_n_samples max_gap_duration_ms min_gap_n_samples min_gap_duration_ms
#> 1 0 0 0 0
#> mean_gap_n_samples mean_gap_duration_ms screen_width screen_height
#> 1 0 0 1920 1080
#> gaze_x_var_px gaze_y_var_px mean_gaze_distance_from_center_px
#> 1 197.3489 780.2944 21.01572
#> mean_gaze_distance_from_center_norm prop_clipped n_blinks blink_rate_hz
#> 1 0.02866172 9.630664e-05 0 0
#> min_blink_duration_ms max_blink_duration_ms mean_blink_duration_ms
#> 1 NA NA NA
#> total_blink_time_ms prop_blink_time
#> 1 0 0
#>
#> $block_1$pupil_raw_deblink_detransient_interpolate_lpfilt
#> sampling_rate_hz total_time_ms n_samples n_invalid prop_invalid n_gaps
#> 1 1000 20766 20767 NA NA 0
#> max_gap_n_samples max_gap_duration_ms min_gap_n_samples min_gap_duration_ms
#> 1 0 0 0 0
#> mean_gap_n_samples mean_gap_duration_ms screen_width screen_height
#> 1 0 0 1920 1080
#> gaze_x_var_px gaze_y_var_px mean_gaze_distance_from_center_px
#> 1 197.3489 780.2944 21.01572
#> mean_gaze_distance_from_center_norm prop_clipped n_blinks blink_rate_hz
#> 1 0.02866172 9.630664e-05 0 0
#> min_blink_duration_ms max_blink_duration_ms mean_blink_duration_ms
#> 1 NA NA NA
#> total_blink_time_ms prop_blink_time
#> 1 0 0
#>
#> $block_1$pupil_raw_deblink_detransient_interpolate_lpfilt_z
#> sampling_rate_hz total_time_ms n_samples n_invalid prop_invalid n_gaps
#> 1 1000 20766 20767 NA NA 0
#> max_gap_n_samples max_gap_duration_ms min_gap_n_samples min_gap_duration_ms
#> 1 0 0 0 0
#> mean_gap_n_samples mean_gap_duration_ms screen_width screen_height
#> 1 0 0 1920 1080
#> gaze_x_var_px gaze_y_var_px mean_gaze_distance_from_center_px
#> 1 197.3489 780.2944 21.01572
#> mean_gaze_distance_from_center_norm prop_clipped n_blinks blink_rate_hz
#> 1 0.02866172 9.630664e-05 0 0
#> min_blink_duration_ms max_blink_duration_ms mean_blink_duration_ms
#> 1 NA NA NA
#> total_blink_time_ms prop_blink_time
#> 1 0 0
#>
#>
# access confounds for a specific epoched timeseries
# for a specific block and step
confounds$confounds$epoched_timeseries
#> $epoch_prePostProbe
#> $epoch_prePostProbe$block_1
#> matched_event
#> PROBE_START_22.pupil_raw PROBE_START_22
#> PROBE_START_22.pupil_raw_deblink PROBE_START_22
#> PROBE_START_22.pupil_raw_deblink_detransient PROBE_START_22
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate PROBE_START_22
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate_lpfilt PROBE_START_22
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate_lpfilt_z PROBE_START_22
#> PROBE_STOP_22.pupil_raw PROBE_STOP_22
#> PROBE_STOP_22.pupil_raw_deblink PROBE_STOP_22
#> PROBE_STOP_22.pupil_raw_deblink_detransient PROBE_STOP_22
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate PROBE_STOP_22
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate_lpfilt PROBE_STOP_22
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate_lpfilt_z PROBE_STOP_22
#> PROBE_START_23.pupil_raw PROBE_START_23
#> PROBE_START_23.pupil_raw_deblink PROBE_START_23
#> PROBE_START_23.pupil_raw_deblink_detransient PROBE_START_23
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate PROBE_START_23
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate_lpfilt PROBE_START_23
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate_lpfilt_z PROBE_START_23
#> PROBE_STOP_23.pupil_raw PROBE_STOP_23
#> PROBE_STOP_23.pupil_raw_deblink PROBE_STOP_23
#> PROBE_STOP_23.pupil_raw_deblink_detransient PROBE_STOP_23
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate PROBE_STOP_23
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate_lpfilt PROBE_STOP_23
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate_lpfilt_z PROBE_STOP_23
#> PROBE_START_24.pupil_raw PROBE_START_24
#> PROBE_START_24.pupil_raw_deblink PROBE_START_24
#> PROBE_START_24.pupil_raw_deblink_detransient PROBE_START_24
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate PROBE_START_24
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate_lpfilt PROBE_START_24
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate_lpfilt_z PROBE_START_24
#> PROBE_STOP_24.pupil_raw PROBE_STOP_24
#> PROBE_STOP_24.pupil_raw_deblink PROBE_STOP_24
#> PROBE_STOP_24.pupil_raw_deblink_detransient PROBE_STOP_24
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate PROBE_STOP_24
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate_lpfilt PROBE_STOP_24
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate_lpfilt_z PROBE_STOP_24
#> PROBE_START_25.pupil_raw PROBE_START_25
#> PROBE_START_25.pupil_raw_deblink PROBE_START_25
#> PROBE_START_25.pupil_raw_deblink_detransient PROBE_START_25
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate PROBE_START_25
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate_lpfilt PROBE_START_25
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate_lpfilt_z PROBE_START_25
#> PROBE_STOP_25.pupil_raw PROBE_STOP_25
#> PROBE_STOP_25.pupil_raw_deblink PROBE_STOP_25
#> PROBE_STOP_25.pupil_raw_deblink_detransient PROBE_STOP_25
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate PROBE_STOP_25
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate_lpfilt PROBE_STOP_25
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate_lpfilt_z PROBE_STOP_25
#> PROBE_START_26.pupil_raw PROBE_START_26
#> PROBE_START_26.pupil_raw_deblink PROBE_START_26
#> PROBE_START_26.pupil_raw_deblink_detransient PROBE_START_26
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate PROBE_START_26
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate_lpfilt PROBE_START_26
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate_lpfilt_z PROBE_START_26
#> PROBE_STOP_26.pupil_raw PROBE_STOP_26
#> PROBE_STOP_26.pupil_raw_deblink PROBE_STOP_26
#> PROBE_STOP_26.pupil_raw_deblink_detransient PROBE_STOP_26
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate PROBE_STOP_26
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate_lpfilt PROBE_STOP_26
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate_lpfilt_z PROBE_STOP_26
#> text_unique
#> PROBE_START_22.pupil_raw PROBE_START_22
#> PROBE_START_22.pupil_raw_deblink PROBE_START_22
#> PROBE_START_22.pupil_raw_deblink_detransient PROBE_START_22
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate PROBE_START_22
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate_lpfilt PROBE_START_22
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate_lpfilt_z PROBE_START_22
#> PROBE_STOP_22.pupil_raw PROBE_STOP_22
#> PROBE_STOP_22.pupil_raw_deblink PROBE_STOP_22
#> PROBE_STOP_22.pupil_raw_deblink_detransient PROBE_STOP_22
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate PROBE_STOP_22
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate_lpfilt PROBE_STOP_22
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate_lpfilt_z PROBE_STOP_22
#> PROBE_START_23.pupil_raw PROBE_START_23
#> PROBE_START_23.pupil_raw_deblink PROBE_START_23
#> PROBE_START_23.pupil_raw_deblink_detransient PROBE_START_23
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate PROBE_START_23
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate_lpfilt PROBE_START_23
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate_lpfilt_z PROBE_START_23
#> PROBE_STOP_23.pupil_raw PROBE_STOP_23
#> PROBE_STOP_23.pupil_raw_deblink PROBE_STOP_23
#> PROBE_STOP_23.pupil_raw_deblink_detransient PROBE_STOP_23
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate PROBE_STOP_23
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate_lpfilt PROBE_STOP_23
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate_lpfilt_z PROBE_STOP_23
#> PROBE_START_24.pupil_raw PROBE_START_24
#> PROBE_START_24.pupil_raw_deblink PROBE_START_24
#> PROBE_START_24.pupil_raw_deblink_detransient PROBE_START_24
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate PROBE_START_24
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate_lpfilt PROBE_START_24
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate_lpfilt_z PROBE_START_24
#> PROBE_STOP_24.pupil_raw PROBE_STOP_24
#> PROBE_STOP_24.pupil_raw_deblink PROBE_STOP_24
#> PROBE_STOP_24.pupil_raw_deblink_detransient PROBE_STOP_24
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate PROBE_STOP_24
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate_lpfilt PROBE_STOP_24
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate_lpfilt_z PROBE_STOP_24
#> PROBE_START_25.pupil_raw PROBE_START_25
#> PROBE_START_25.pupil_raw_deblink PROBE_START_25
#> PROBE_START_25.pupil_raw_deblink_detransient PROBE_START_25
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate PROBE_START_25
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate_lpfilt PROBE_START_25
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate_lpfilt_z PROBE_START_25
#> PROBE_STOP_25.pupil_raw PROBE_STOP_25
#> PROBE_STOP_25.pupil_raw_deblink PROBE_STOP_25
#> PROBE_STOP_25.pupil_raw_deblink_detransient PROBE_STOP_25
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate PROBE_STOP_25
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate_lpfilt PROBE_STOP_25
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate_lpfilt_z PROBE_STOP_25
#> PROBE_START_26.pupil_raw PROBE_START_26
#> PROBE_START_26.pupil_raw_deblink PROBE_START_26
#> PROBE_START_26.pupil_raw_deblink_detransient PROBE_START_26
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate PROBE_START_26
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate_lpfilt PROBE_START_26
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate_lpfilt_z PROBE_START_26
#> PROBE_STOP_26.pupil_raw PROBE_STOP_26
#> PROBE_STOP_26.pupil_raw_deblink PROBE_STOP_26
#> PROBE_STOP_26.pupil_raw_deblink_detransient PROBE_STOP_26
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate PROBE_STOP_26
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate_lpfilt PROBE_STOP_26
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate_lpfilt_z PROBE_STOP_26
#> step
#> PROBE_START_22.pupil_raw raw
#> PROBE_START_22.pupil_raw_deblink raw_deblink
#> PROBE_START_22.pupil_raw_deblink_detransient raw_deblink_detransient
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate raw_deblink_detransient_interpolate
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate_lpfilt raw_deblink_detransient_interpolate_lpfilt
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate_lpfilt_z raw_deblink_detransient_interpolate_lpfilt_z
#> PROBE_STOP_22.pupil_raw raw
#> PROBE_STOP_22.pupil_raw_deblink raw_deblink
#> PROBE_STOP_22.pupil_raw_deblink_detransient raw_deblink_detransient
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate raw_deblink_detransient_interpolate
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate_lpfilt raw_deblink_detransient_interpolate_lpfilt
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate_lpfilt_z raw_deblink_detransient_interpolate_lpfilt_z
#> PROBE_START_23.pupil_raw raw
#> PROBE_START_23.pupil_raw_deblink raw_deblink
#> PROBE_START_23.pupil_raw_deblink_detransient raw_deblink_detransient
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate raw_deblink_detransient_interpolate
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate_lpfilt raw_deblink_detransient_interpolate_lpfilt
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate_lpfilt_z raw_deblink_detransient_interpolate_lpfilt_z
#> PROBE_STOP_23.pupil_raw raw
#> PROBE_STOP_23.pupil_raw_deblink raw_deblink
#> PROBE_STOP_23.pupil_raw_deblink_detransient raw_deblink_detransient
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate raw_deblink_detransient_interpolate
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate_lpfilt raw_deblink_detransient_interpolate_lpfilt
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate_lpfilt_z raw_deblink_detransient_interpolate_lpfilt_z
#> PROBE_START_24.pupil_raw raw
#> PROBE_START_24.pupil_raw_deblink raw_deblink
#> PROBE_START_24.pupil_raw_deblink_detransient raw_deblink_detransient
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate raw_deblink_detransient_interpolate
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate_lpfilt raw_deblink_detransient_interpolate_lpfilt
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate_lpfilt_z raw_deblink_detransient_interpolate_lpfilt_z
#> PROBE_STOP_24.pupil_raw raw
#> PROBE_STOP_24.pupil_raw_deblink raw_deblink
#> PROBE_STOP_24.pupil_raw_deblink_detransient raw_deblink_detransient
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate raw_deblink_detransient_interpolate
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate_lpfilt raw_deblink_detransient_interpolate_lpfilt
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate_lpfilt_z raw_deblink_detransient_interpolate_lpfilt_z
#> PROBE_START_25.pupil_raw raw
#> PROBE_START_25.pupil_raw_deblink raw_deblink
#> PROBE_START_25.pupil_raw_deblink_detransient raw_deblink_detransient
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate raw_deblink_detransient_interpolate
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate_lpfilt raw_deblink_detransient_interpolate_lpfilt
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate_lpfilt_z raw_deblink_detransient_interpolate_lpfilt_z
#> PROBE_STOP_25.pupil_raw raw
#> PROBE_STOP_25.pupil_raw_deblink raw_deblink
#> PROBE_STOP_25.pupil_raw_deblink_detransient raw_deblink_detransient
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate raw_deblink_detransient_interpolate
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate_lpfilt raw_deblink_detransient_interpolate_lpfilt
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate_lpfilt_z raw_deblink_detransient_interpolate_lpfilt_z
#> PROBE_START_26.pupil_raw raw
#> PROBE_START_26.pupil_raw_deblink raw_deblink
#> PROBE_START_26.pupil_raw_deblink_detransient raw_deblink_detransient
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate raw_deblink_detransient_interpolate
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate_lpfilt raw_deblink_detransient_interpolate_lpfilt
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate_lpfilt_z raw_deblink_detransient_interpolate_lpfilt_z
#> PROBE_STOP_26.pupil_raw raw
#> PROBE_STOP_26.pupil_raw_deblink raw_deblink
#> PROBE_STOP_26.pupil_raw_deblink_detransient raw_deblink_detransient
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate raw_deblink_detransient_interpolate
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate_lpfilt raw_deblink_detransient_interpolate_lpfilt
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate_lpfilt_z raw_deblink_detransient_interpolate_lpfilt_z
#> range
#> PROBE_START_22.pupil_raw 998.000000
#> PROBE_START_22.pupil_raw_deblink 998.000000
#> PROBE_START_22.pupil_raw_deblink_detransient 998.000000
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate 998.000000
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate_lpfilt 971.130196
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate_lpfilt_z 2.140145
#> PROBE_STOP_22.pupil_raw 1051.000000
#> PROBE_STOP_22.pupil_raw_deblink 1051.000000
#> PROBE_STOP_22.pupil_raw_deblink_detransient 1051.000000
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate 1051.000000
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate_lpfilt 1010.411304
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate_lpfilt_z 2.226711
#> PROBE_START_23.pupil_raw 1260.000000
#> PROBE_START_23.pupil_raw_deblink 1260.000000
#> PROBE_START_23.pupil_raw_deblink_detransient 1260.000000
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate 1260.000000
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate_lpfilt 1231.702862
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate_lpfilt_z 2.714386
#> PROBE_STOP_23.pupil_raw 1699.000000
#> PROBE_STOP_23.pupil_raw_deblink 1699.000000
#> PROBE_STOP_23.pupil_raw_deblink_detransient 1699.000000
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate 1699.000000
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate_lpfilt 1660.799078
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate_lpfilt_z 3.660014
#> PROBE_START_24.pupil_raw 1040.000000
#> PROBE_START_24.pupil_raw_deblink 1040.000000
#> PROBE_START_24.pupil_raw_deblink_detransient 1040.000000
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate 1040.000000
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate_lpfilt 999.811746
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate_lpfilt_z 2.203352
#> PROBE_STOP_24.pupil_raw 1129.000000
#> PROBE_STOP_24.pupil_raw_deblink 1129.000000
#> PROBE_STOP_24.pupil_raw_deblink_detransient 1129.000000
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate 1129.000000
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate_lpfilt 1080.197345
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate_lpfilt_z 2.380503
#> PROBE_START_25.pupil_raw 2619.000000
#> PROBE_START_25.pupil_raw_deblink 797.000000
#> PROBE_START_25.pupil_raw_deblink_detransient 797.000000
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate 797.000000
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate_lpfilt 737.992888
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate_lpfilt_z 1.626364
#> PROBE_STOP_25.pupil_raw 680.000000
#> PROBE_STOP_25.pupil_raw_deblink 680.000000
#> PROBE_STOP_25.pupil_raw_deblink_detransient 680.000000
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate 680.000000
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate_lpfilt 624.752894
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate_lpfilt_z 1.376810
#> PROBE_START_26.pupil_raw 1088.000000
#> PROBE_START_26.pupil_raw_deblink 1088.000000
#> PROBE_START_26.pupil_raw_deblink_detransient 1088.000000
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate 1088.000000
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate_lpfilt 1036.831886
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate_lpfilt_z 2.284936
#> PROBE_STOP_26.pupil_raw 1136.000000
#> PROBE_STOP_26.pupil_raw_deblink 1136.000000
#> PROBE_STOP_26.pupil_raw_deblink_detransient 1136.000000
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate 1136.000000
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate_lpfilt 1093.494898
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate_lpfilt_z 2.409808
#> zscore_max
#> PROBE_START_22.pupil_raw 1.8741331
#> PROBE_START_22.pupil_raw_deblink 1.8741331
#> PROBE_START_22.pupil_raw_deblink_detransient 1.8741331
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate 1.8741331
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate_lpfilt 1.8252086
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate_lpfilt_z 1.8252086
#> PROBE_STOP_22.pupil_raw 1.7388454
#> PROBE_STOP_22.pupil_raw_deblink 1.7388454
#> PROBE_STOP_22.pupil_raw_deblink_detransient 1.7388454
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate 1.7388454
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate_lpfilt 1.7002157
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate_lpfilt_z 1.7002157
#> PROBE_START_23.pupil_raw 1.7529229
#> PROBE_START_23.pupil_raw_deblink 1.7529229
#> PROBE_START_23.pupil_raw_deblink_detransient 1.7529229
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate 1.7529229
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate_lpfilt 1.6937001
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate_lpfilt_z 1.6937001
#> PROBE_STOP_23.pupil_raw 1.4647589
#> PROBE_STOP_23.pupil_raw_deblink 1.4647589
#> PROBE_STOP_23.pupil_raw_deblink_detransient 1.4647589
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate 1.4647589
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate_lpfilt 1.4340379
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate_lpfilt_z 1.4340379
#> PROBE_START_24.pupil_raw 1.8640236
#> PROBE_START_24.pupil_raw_deblink 1.8640236
#> PROBE_START_24.pupil_raw_deblink_detransient 1.8640236
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate 1.8640236
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate_lpfilt 1.8174791
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate_lpfilt_z 1.8174791
#> PROBE_STOP_24.pupil_raw 1.7923244
#> PROBE_STOP_24.pupil_raw_deblink 1.7923244
#> PROBE_STOP_24.pupil_raw_deblink_detransient 1.7923244
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate 1.7923244
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate_lpfilt 1.7495699
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate_lpfilt_z 1.7495699
#> PROBE_START_25.pupil_raw 1.3800539
#> PROBE_START_25.pupil_raw_deblink 1.6486043
#> PROBE_START_25.pupil_raw_deblink_detransient 1.6486043
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate 1.4772399
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate_lpfilt 1.3809607
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate_lpfilt_z 1.3809607
#> PROBE_STOP_25.pupil_raw 2.0509766
#> PROBE_STOP_25.pupil_raw_deblink 2.0509766
#> PROBE_STOP_25.pupil_raw_deblink_detransient 2.0509766
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate 2.0509766
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate_lpfilt 1.9363269
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate_lpfilt_z 1.9363269
#> PROBE_START_26.pupil_raw 0.9536077
#> PROBE_START_26.pupil_raw_deblink 0.9536077
#> PROBE_START_26.pupil_raw_deblink_detransient 0.9536077
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate 0.9536077
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate_lpfilt 0.8914853
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.8914853
#> PROBE_STOP_26.pupil_raw 1.3920774
#> PROBE_STOP_26.pupil_raw_deblink 1.3920774
#> PROBE_STOP_26.pupil_raw_deblink_detransient 1.3920774
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate 1.3920774
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate_lpfilt 1.3508719
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate_lpfilt_z 1.3508719
#> zscore_min
#> PROBE_START_22.pupil_raw -1.777871
#> PROBE_START_22.pupil_raw_deblink -1.777871
#> PROBE_START_22.pupil_raw_deblink_detransient -1.777871
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate -1.777871
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate_lpfilt -1.732595
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate_lpfilt_z -1.732595
#> PROBE_STOP_22.pupil_raw -1.255038
#> PROBE_STOP_22.pupil_raw_deblink -1.255038
#> PROBE_STOP_22.pupil_raw_deblink_detransient -1.255038
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate -1.255038
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate_lpfilt -1.179065
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate_lpfilt_z -1.179065
#> PROBE_START_23.pupil_raw -2.423805
#> PROBE_START_23.pupil_raw_deblink -2.423805
#> PROBE_START_23.pupil_raw_deblink_detransient -2.423805
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate -2.423805
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate_lpfilt -2.391404
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate_lpfilt_z -2.391404
#> PROBE_STOP_23.pupil_raw -1.440223
#> PROBE_STOP_23.pupil_raw_deblink -1.440223
#> PROBE_STOP_23.pupil_raw_deblink_detransient -1.440223
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate -1.440223
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate_lpfilt -1.406486
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate_lpfilt_z -1.406486
#> PROBE_START_24.pupil_raw -1.388605
#> PROBE_START_24.pupil_raw_deblink -1.388605
#> PROBE_START_24.pupil_raw_deblink_detransient -1.388605
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate -1.388605
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate_lpfilt -1.311083
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate_lpfilt_z -1.311083
#> PROBE_STOP_24.pupil_raw -1.427859
#> PROBE_STOP_24.pupil_raw_deblink -1.427859
#> PROBE_STOP_24.pupil_raw_deblink_detransient -1.427859
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate -1.427859
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate_lpfilt -1.333209
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate_lpfilt_z -1.333209
#> PROBE_START_25.pupil_raw -6.868822
#> PROBE_START_25.pupil_raw_deblink -1.478325
#> PROBE_START_25.pupil_raw_deblink_detransient -1.478325
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate -1.534412
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate_lpfilt -1.410658
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate_lpfilt_z -1.410658
#> PROBE_STOP_25.pupil_raw -1.567514
#> PROBE_STOP_25.pupil_raw_deblink -1.567514
#> PROBE_STOP_25.pupil_raw_deblink_detransient -1.567514
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate -1.567514
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate_lpfilt -1.394280
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate_lpfilt_z -1.394280
#> PROBE_START_26.pupil_raw -2.652579
#> PROBE_START_26.pupil_raw_deblink -2.652579
#> PROBE_START_26.pupil_raw_deblink_detransient -2.652579
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate -2.652579
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate_lpfilt -2.548880
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate_lpfilt_z -2.548880
#> PROBE_STOP_26.pupil_raw -1.119261
#> PROBE_STOP_26.pupil_raw_deblink -1.119261
#> PROBE_STOP_26.pupil_raw_deblink_detransient -1.119261
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate -1.119261
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate_lpfilt -1.067685
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate_lpfilt_z -1.067685
#> prop_blink_time
#> PROBE_START_22.pupil_raw 0.00000000
#> PROBE_START_22.pupil_raw_deblink 0.00000000
#> PROBE_START_22.pupil_raw_deblink_detransient 0.00000000
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate 0.00000000
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate_lpfilt 0.00000000
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.00000000
#> PROBE_STOP_22.pupil_raw 0.00000000
#> PROBE_STOP_22.pupil_raw_deblink 0.00000000
#> PROBE_STOP_22.pupil_raw_deblink_detransient 0.00000000
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate 0.00000000
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate_lpfilt 0.00000000
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.00000000
#> PROBE_START_23.pupil_raw 0.00000000
#> PROBE_START_23.pupil_raw_deblink 0.00000000
#> PROBE_START_23.pupil_raw_deblink_detransient 0.00000000
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate 0.00000000
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate_lpfilt 0.00000000
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.00000000
#> PROBE_STOP_23.pupil_raw 0.00000000
#> PROBE_STOP_23.pupil_raw_deblink 0.00000000
#> PROBE_STOP_23.pupil_raw_deblink_detransient 0.00000000
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate 0.00000000
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate_lpfilt 0.00000000
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.00000000
#> PROBE_START_24.pupil_raw 0.00000000
#> PROBE_START_24.pupil_raw_deblink 0.00000000
#> PROBE_START_24.pupil_raw_deblink_detransient 0.00000000
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate 0.00000000
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate_lpfilt 0.00000000
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.00000000
#> PROBE_STOP_24.pupil_raw 0.00000000
#> PROBE_STOP_24.pupil_raw_deblink 0.00000000
#> PROBE_STOP_24.pupil_raw_deblink_detransient 0.00000000
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate 0.00000000
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate_lpfilt 0.00000000
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.00000000
#> PROBE_START_25.pupil_raw 0.02801401
#> PROBE_START_25.pupil_raw_deblink 0.07803902
#> PROBE_START_25.pupil_raw_deblink_detransient 0.07803902
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate 0.00000000
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate_lpfilt 0.00000000
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.00000000
#> PROBE_STOP_25.pupil_raw 0.00000000
#> PROBE_STOP_25.pupil_raw_deblink 0.00000000
#> PROBE_STOP_25.pupil_raw_deblink_detransient 0.00000000
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate 0.00000000
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate_lpfilt 0.00000000
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.00000000
#> PROBE_START_26.pupil_raw 0.00000000
#> PROBE_START_26.pupil_raw_deblink 0.00000000
#> PROBE_START_26.pupil_raw_deblink_detransient 0.00000000
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate 0.00000000
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate_lpfilt 0.00000000
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.00000000
#> PROBE_STOP_26.pupil_raw 0.00000000
#> PROBE_STOP_26.pupil_raw_deblink 0.00000000
#> PROBE_STOP_26.pupil_raw_deblink_detransient 0.00000000
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate 0.00000000
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate_lpfilt 0.00000000
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.00000000
#> pre_epoch_pupil_sd
#> PROBE_START_22.pupil_raw 18.87011114
#> PROBE_START_22.pupil_raw_deblink 18.87011114
#> PROBE_START_22.pupil_raw_deblink_detransient 18.87011114
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate 18.87011114
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate_lpfilt 15.83341397
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.03489315
#> PROBE_STOP_22.pupil_raw 19.58511847
#> PROBE_STOP_22.pupil_raw_deblink 19.58511847
#> PROBE_STOP_22.pupil_raw_deblink_detransient 19.58511847
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate 19.58511847
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate_lpfilt 16.76829235
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.03695341
#> PROBE_START_23.pupil_raw 39.18459439
#> PROBE_START_23.pupil_raw_deblink 39.18459439
#> PROBE_START_23.pupil_raw_deblink_detransient 39.18459439
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate 39.18459439
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate_lpfilt 36.55426622
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.08055708
#> PROBE_STOP_23.pupil_raw 46.75058783
#> PROBE_STOP_23.pupil_raw_deblink 46.75058783
#> PROBE_STOP_23.pupil_raw_deblink_detransient 46.75058783
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate 46.75058783
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate_lpfilt 44.20880062
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.09742589
#> PROBE_START_24.pupil_raw 14.64897395
#> PROBE_START_24.pupil_raw_deblink 14.64897395
#> PROBE_START_24.pupil_raw_deblink_detransient 14.64897395
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate 14.64897395
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate_lpfilt 8.15804826
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.01797844
#> PROBE_STOP_24.pupil_raw 71.34731950
#> PROBE_STOP_24.pupil_raw_deblink 71.34731950
#> PROBE_STOP_24.pupil_raw_deblink_detransient 71.34731950
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate 71.34731950
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate_lpfilt 69.20431208
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.15251017
#> PROBE_START_25.pupil_raw 25.10132303
#> PROBE_START_25.pupil_raw_deblink 25.10132303
#> PROBE_START_25.pupil_raw_deblink_detransient 25.10132303
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate 25.10132303
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate_lpfilt 21.23178857
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.04678991
#> PROBE_STOP_25.pupil_raw 78.38380633
#> PROBE_STOP_25.pupil_raw_deblink 78.38380633
#> PROBE_STOP_25.pupil_raw_deblink_detransient 78.38380633
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate 78.38380633
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate_lpfilt 80.27863046
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.17691539
#> PROBE_START_26.pupil_raw 14.94516511
#> PROBE_START_26.pupil_raw_deblink 14.94516511
#> PROBE_START_26.pupil_raw_deblink_detransient 14.94516511
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate 14.94516511
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate_lpfilt 11.00293946
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.02424791
#> PROBE_STOP_26.pupil_raw 25.89951305
#> PROBE_STOP_26.pupil_raw_deblink 25.89951305
#> PROBE_STOP_26.pupil_raw_deblink_detransient 25.89951305
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate 25.89951305
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate_lpfilt 25.86194518
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.05699370
#> epoch_pupil_sd
#> PROBE_START_22.pupil_raw 273.2746093
#> PROBE_START_22.pupil_raw_deblink 273.2746093
#> PROBE_START_22.pupil_raw_deblink_detransient 273.2746093
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate 273.2746093
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate_lpfilt 272.9577740
#> PROBE_START_22.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.6015353
#> PROBE_STOP_22.pupil_raw 351.0490369
#> PROBE_STOP_22.pupil_raw_deblink 351.0490369
#> PROBE_STOP_22.pupil_raw_deblink_detransient 351.0490369
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate 351.0490369
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate_lpfilt 350.9249533
#> PROBE_STOP_22.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.7733568
#> PROBE_START_23.pupil_raw 301.6715758
#> PROBE_START_23.pupil_raw_deblink 301.6715758
#> PROBE_START_23.pupil_raw_deblink_detransient 301.6715758
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate 301.6715758
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate_lpfilt 301.5107621
#> PROBE_START_23.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.6644594
#> PROBE_STOP_23.pupil_raw 584.8573616
#> PROBE_STOP_23.pupil_raw_deblink 584.8573616
#> PROBE_STOP_23.pupil_raw_deblink_detransient 584.8573616
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate 584.8573616
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate_lpfilt 584.6805383
#> PROBE_STOP_23.pupil_raw_deblink_detransient_interpolate_lpfilt_z 1.2884996
#> PROBE_START_24.pupil_raw 319.7413904
#> PROBE_START_24.pupil_raw_deblink 319.7413904
#> PROBE_START_24.pupil_raw_deblink_detransient 319.7413904
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate 319.7413904
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate_lpfilt 319.5755099
#> PROBE_START_24.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.7042699
#> PROBE_STOP_24.pupil_raw 350.6011604
#> PROBE_STOP_24.pupil_raw_deblink 350.6011604
#> PROBE_STOP_24.pupil_raw_deblink_detransient 350.6011604
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate 350.6011604
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate_lpfilt 350.3972600
#> PROBE_STOP_24.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.7721939
#> PROBE_START_25.pupil_raw 317.4978075
#> PROBE_START_25.pupil_raw_deblink 254.8826566
#> PROBE_START_25.pupil_raw_deblink_detransient 254.8826566
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate 264.6388087
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate_lpfilt 264.3601953
#> PROBE_START_25.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.5825883
#> PROBE_STOP_25.pupil_raw 187.9236423
#> PROBE_STOP_25.pupil_raw_deblink 187.9236423
#> PROBE_STOP_25.pupil_raw_deblink_detransient 187.9236423
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate 187.9236423
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate_lpfilt 187.5792866
#> PROBE_STOP_25.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.4133810
#> PROBE_START_26.pupil_raw 301.7037201
#> PROBE_START_26.pupil_raw_deblink 301.7037201
#> PROBE_START_26.pupil_raw_deblink_detransient 301.7037201
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate 301.7037201
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate_lpfilt 301.3726523
#> PROBE_START_26.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.6641551
#> PROBE_STOP_26.pupil_raw 452.3483977
#> PROBE_STOP_26.pupil_raw_deblink 452.3483977
#> PROBE_STOP_26.pupil_raw_deblink_detransient 452.3483977
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate 452.3483977
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate_lpfilt 452.1269805
#> PROBE_STOP_26.pupil_raw_deblink_detransient_interpolate_lpfilt_z 0.9963825
#>
#>
confounds$confounds$epoched_epoch_wide
#> $epoch_prePostProbe
#> $epoch_prePostProbe$block_1
#> matched_event text_unique n_samples n_blinks_in_baseline
#> PROBE_START_22 PROBE_START_22 PROBE_START_22 2000 NA
#> PROBE_STOP_22 PROBE_STOP_22 PROBE_STOP_22 2000 NA
#> PROBE_START_23 PROBE_START_23 PROBE_START_23 2000 NA
#> PROBE_STOP_23 PROBE_STOP_23 PROBE_STOP_23 2000 NA
#> PROBE_START_24 PROBE_START_24 PROBE_START_24 2000 NA
#> PROBE_STOP_24 PROBE_STOP_24 PROBE_STOP_24 2000 NA
#> PROBE_START_25 PROBE_START_25 PROBE_START_25 2000 NA
#> PROBE_STOP_25 PROBE_STOP_25 PROBE_STOP_25 2000 NA
#> PROBE_START_26 PROBE_START_26 PROBE_START_26 2000 NA
#> PROBE_STOP_26 PROBE_STOP_26 PROBE_STOP_26 2000 NA
#> time_to_first_blink_ms epoch_duration_ms
#> PROBE_START_22 NA 1999
#> PROBE_STOP_22 NA 1999
#> PROBE_START_23 NA 1999
#> PROBE_STOP_23 NA 1999
#> PROBE_START_24 NA 1999
#> PROBE_STOP_24 NA 1999
#> PROBE_START_25 295 1999
#> PROBE_STOP_25 NA 1999
#> PROBE_START_26 NA 1999
#> PROBE_STOP_26 NA 1999
#>
#>