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Read Event Files from a BIDS Project

Source: R/all_generic.R
read_events.Rd

This generic function reads and nests event files from a BIDS project. Event files contain timing information about task events, conditions, and responses during functional MRI scans. The function can filter events by subject and task, and returns a nested tibble for easy data manipulation.

Usage

read_events(x, ...)

Arguments

x

The object to read events from (typically a bids_project).

...

Additional arguments passed to methods.

Value

A nested tibble with columns:

  • .task: Task name

  • .run: Run number

  • .subid: Subject ID

  • data: Nested column containing the event data If no matching data is found, returns an empty tibble with appropriate columns.

Examples

# \donttest{
# Create a BIDS project
tryCatch({
  ds001_path <- get_example_bids_dataset("ds001")
  proj <- bids_project(ds001_path)
  
  # Read all event files
  all_events <- read_events(proj)
  
  # Read events for specific subjects
  sub_events <- read_events(proj, subid="0[123]")
  
  # Read events for a specific task
  task_events <- read_events(proj, task="balloonanalogrisktask")
  
  # Combine multiple filters
  filtered_events <- read_events(proj,
                                subid="01",
                                task="balloonanalogrisktask")
  
  # Access nested data
  if (nrow(filtered_events) > 0) {
    first_run <- filtered_events$data[[1]]
    print(head(first_run))
  }
  
  # Clean up
  unlink(ds001_path, recursive=TRUE)
}, error = function(e) {
  message("Example requires internet connection: ", e$message)
})
#> Rows: 158 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 156 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 149 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 185 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 184 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 186 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 150 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 169 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 175 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 166 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 175 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 169 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 135 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 138 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 146 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 177 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 187 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 172 Columns: 8
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#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 170 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 162 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 160 Columns: 8
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#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 163 Columns: 8
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#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 166 Columns: 8
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#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 165 Columns: 8
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#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 172 Columns: 8
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#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 167 Columns: 8
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#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 158 Columns: 8
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#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 175 Columns: 8
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#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 173 Columns: 8
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#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 173 Columns: 8
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#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 150 Columns: 8
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#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 153 Columns: 8
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#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 168 Columns: 8
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#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 149 Columns: 8
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#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 156 Columns: 8
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#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 148 Columns: 8
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#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 151 Columns: 8
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#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 172 Columns: 8
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#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 162 Columns: 8
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#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 168 Columns: 8
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#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 173 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 162 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 149 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 127 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 135 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 121 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 141 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 157 Columns: 8
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#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 158 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 156 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 149 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 185 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 184 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 186 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 150 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 169 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 175 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 158 Columns: 8
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#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 156 Columns: 8
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#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 149 Columns: 8
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#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 185 Columns: 8
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#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 184 Columns: 8
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#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 186 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
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#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 150 Columns: 8
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#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 169 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 175 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
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#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 166 Columns: 8
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#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
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#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 175 Columns: 8
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#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
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#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 169 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 135 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 138 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 146 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 177 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 187 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 172 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 170 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 162 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 160 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 163 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 166 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 165 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 172 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 167 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 158 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 175 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 173 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 173 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 150 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 153 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 168 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 149 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 156 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 148 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 151 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 172 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 162 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 168 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 173 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 162 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 149 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 127 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 135 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 121 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 141 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 157 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 158 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 156 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> Rows: 149 Columns: 8
#> ── Column specification ────────────────────────────────────────────────────────
#> Delimiter: "\t"
#> chr (1): trial_type
#> dbl (7): onset, duration, cash_demean, control_pumps_demean, explode_demean,...
#> 
#> ℹ Use `spec()` to retrieve the full column specification for this data.
#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
#> # A tibble: 6 × 9
#>    onset duration trial_type     cash_demean control_pumps_demean explode_demean
#>    <dbl>    <dbl> <chr>                <dbl>                <dbl>          <dbl>
#> 1  0.061    0.772 pumps_demean            NA                   NA           NA  
#> 2  4.96     0.772 pumps_demean            NA                   NA           NA  
#> 3  7.18     0.772 pumps_demean            NA                   NA           NA  
#> 4 10.4      0.772 pumps_demean            NA                   NA           NA  
#> 5 13.4      0.772 pumps_demean            NA                   NA           NA  
#> 6 16.8      0.772 explode_demean          NA                   NA            1.7
#> # ℹ 3 more variables: pumps_demean <dbl>, response_time <dbl>, .file <chr>
# }