Prepares simulation output for Amortized Bayesian Inference (ABI) analysis
using the NeuralEstimators package. Extracts parameters and summary statistics
from simulation results, splits data into training and validation sets, and formats
them into matrices suitable for neural network training.
Usage
build_abi_input(
simulation_output,
theta,
Z,
train_ratio = 0.8,
n_test = 100,
rank_levels = NULL
)Arguments
- simulation_output
A eam_simulation_output object from
run_simulationorload_simulation_output.- theta
Character vector of parameter names to extract from simulation_output. These parameters will be used as the target variables for inference.
- Z
Character vector of summary statistic column names to extract from the simulation output dataset (e.g., "rt", "item_idx", "choice").
- train_ratio
Numeric value between 0 and 1 specifying the proportion of non-test conditions to use for training, with the remainder used for validation (default: 0.8).
- n_test
Integer specifying the number of conditions to use for testing (default: 10).
- rank_levels
Numeric vector specifying which rank indices to include. If NULL (default), uses all ranks from 1 to n_items from simulation config.
Value
A list with components suitable for abi package training:
- theta_train
Matrix of training parameters (parameters × conditions)
- theta_val
Matrix of validation parameters (parameters × conditions)
- theta_test
Matrix of test parameters (parameters × conditions)
- Z_train
List of matrices, one per training condition (ranks*Z × trials)
- Z_val
List of matrices, one per validation condition (ranks*Z × trials)
- Z_test
List of matrices, one per test condition (ranks*Z × trials)
- train_idx
Vector of condition indices used for training
- val_idx
Vector of condition indices used for validation
- test_idx
Vector of condition indices used for testing
- train_ratio
The training ratio used (train / non-test conditions)
- n_test
The number of test conditions used
- rank_levels
The rank levels included in Z matrices
- theta
Character vector of parameter names used
- Z
Character vector of summary statistic names used
Details
This function provides a streamlined workflow for preparing ABI inputs. It
requires that simulation_output be created by run_simulation
or load_simulation_output. The function automatically handles
missing trials and ranks by filling with zeros to ensure complete data matrices.
The output format is optimized for the abi package's training functions,
with parameters formatted as matrices (each column is a condition) and summary
statistics formatted as lists of matrices (one per condition, with trials as columns).
Examples
# Load the example dataset
rdm_minimal_example <- system.file("extdata", "rdm_minimal", package = "eam")
sim_output <- load_simulation_output(file.path(rdm_minimal_example, "simulation"))
# build the ABI input
abi_input <- build_abi_input(
sim_output,
c(
"V_beta_1",
"V_beta_group"
),
c(
"item_idx",
"rt",
"choice"
)
)
# view the structure of the ABI input
str(abi_input)
#> List of 14
#> $ theta_train: num [1:2, 1:320] 0.579 0.265 0.121 0.248 0.602 ...
#> ..- attr(*, "dimnames")=List of 2
#> .. ..$ : chr [1:2] "V_beta_1" "V_beta_group"
#> .. ..$ : NULL
#> $ theta_val : num [1:2, 1:80] 0.269 0.203 0.452 0.122 0.95 ...
#> ..- attr(*, "dimnames")=List of 2
#> .. ..$ : chr [1:2] "V_beta_1" "V_beta_group"
#> .. ..$ : NULL
#> $ theta_test : num [1:2, 1:100] 0.239 0.164 0.394 0.133 0.43 ...
#> ..- attr(*, "dimnames")=List of 2
#> .. ..$ : chr [1:2] "V_beta_1" "V_beta_group"
#> .. ..$ : NULL
#> $ Z_train :List of 320
#> ..$ : num [1:9, 1:100] 3 1 2 0.339 0.549 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.391 1.068 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 2 3 0.21 0.223 0.731 1 1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.827 0.928 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.63 1.35 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.22 0.433 0.606 1 -1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.681 0.892 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.337 0.576 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.525 0.968 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 0.505 0.645 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.149 1.63 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.43 0.61 0.765 -1 1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.27 0.325 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.256 0.481 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.286 0.428 0.93 1 1 1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 0.275 0.279 0.413 1 1 1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.138 0.237 0.443 1 1 -1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.314 0.44 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 2 3 0.383 0.553 0.592 1 1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.535 0.556 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.27 0.285 0.759 1 -1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.297 1.24 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.338 1.489 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.125 0.691 0.796 1 1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.288 0.344 0.469 1 1 1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.12 2.06 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.49 0.631 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.323 0.423 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.193 0.213 0.427 1 1 1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 0.105 0.421 0.761 1 1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.508 0.54 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.385 0.485 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 1.01 1.73 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.189 0.309 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.201 0.294 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.145 0.239 0.352 1 1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.73 0.858 0.894 1 1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.382 0.599 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 0.174 0.856 0.889 1 1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.139 0.794 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.215 0.299 0.763 1 1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.359 0.561 0.771 1 -1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 0.643 0.756 0.943 -1 1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.468 0.582 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.287 1.052 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 2 3 0.219 0.544 0.717 1 1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.449 0.928 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.27 0.646 0.712 1 1 1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.2 0.407 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 2 3 0.225 0.247 0.26 -1 -1 -1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.388 0.559 0.629 1 1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.355 0.476 0.751 1 1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.268 0.384 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.172 0.526 0.553 1 1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.178 0.801 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.391 0.655 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 2 3 0.366 0.873 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 2 3 0.297 0.44 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 0.198 0.538 0.752 1 1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 1.19 1.51 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.312 0.794 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.475 0.522 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.393 0.47 0.82 -1 1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.866 1.259 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.211 0.461 0.466 1 1 -1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.926 1.165 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.454 0.525 0.716 1 1 1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 0.505 1.144 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 1.13 1.22 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.205 0.559 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.17 0.67 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.28 0.365 0.512 1 -1 -1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.4 0.755 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.673 1.424 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> .. [list output truncated]
#> $ Z_val :List of 80
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.41 0.841 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.448 0.479 0.55 1 1 -1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 1.36 1.52 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 0.331 1.021 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 0.186 0.457 0.5 1 1 1 3 ...
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.362 0.728 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.239 0.614 ...
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 2 3 0.265 0.72 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.268 0.304 0.887 1 1 1 3 ...
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.264 1.615 ...
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 0.509 0.697 ...
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 1.01 1.14 ...
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.423 0.918 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.613 1.002 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 0.396 0.42 0.629 1 -1 -1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.307 0.451 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 0.223 0.434 0.703 1 1 1 2 ...
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.266 0.467 0.646 -1 1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.281 0.313 0.342 1 1 1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.561 0.945 0.949 1 1 -1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.413 0.533 0.768 1 1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.874 0.927 0.996 1 1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 2 3 0.233 0.579 0.778 1 1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.143 0.248 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 2 3 0.141 0.32 0.379 -1 -1 -1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.317 1.263 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.831 0.844 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 1.13 1.64 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.437 0.638 0.65 1 1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.572 0.901 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.213 0.227 0.39 1 1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.265 0.29 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.353 0.532 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.59 0.642 0.697 1 1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.296 0.378 0.593 1 1 1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.213 0.221 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.385 0.472 0.931 1 1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.555 0.669 0.842 1 1 -1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.464 0.725 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.26 0.311 0.526 1 1 1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 0.453 0.817 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.634 0.704 0.829 1 1 1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 0.568 0.704 0.809 1 1 1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.255 0.293 0.682 1 1 1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 1.29 1.4 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 2 3 0.582 0.722 0.889 1 1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.155 0.435 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.119 1.138 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.345 0.818 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.538 0.541 0.699 1 1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.608 0.872 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.368 0.794 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 2 3 0.491 0.69 0.835 1 1 1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.583 0.743 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.274 0.379 0.629 1 1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.243 0.244 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.529 0.541 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> $ Z_test :List of 100
#> ..$ : num [1:9, 1:100] 2 1 3 0.334 0.484 0.657 1 1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.104 0.105 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.434 0.456 0.543 1 1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.245 0.536 0.576 1 1 1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.249 0.316 0.609 1 -1 1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.3 0.97 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.644 1.241 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 0.338 0.378 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 2 3 0.227 0.371 0.384 1 1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.437 0.449 0.546 1 1 1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.315 0.66 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.196 1.262 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.605 1.111 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.715 1.42 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 2 3 0.526 1.013 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.295 0.55 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.338 0.723 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.278 0.731 0.74 1 1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.196 0.26 0.615 1 -1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 0.29 0.53 0.666 1 -1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 2 3 0.818 1.499 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.359 0.375 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.271 0.34 0.432 1 1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.164 1.206 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.233 0.26 0.962 1 1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.238 0.473 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.131 0.332 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.537 0.721 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.295 0.322 0.486 1 1 1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.367 1.361 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 2 3 0.204 0.301 0.494 -1 1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.294 0.296 0.436 1 1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.198 0.609 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.642 0.904 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 2 3 0.673 1.092 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.348 0.46 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.138 1.053 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 0.525 0.687 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
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#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.517 0.717 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 2 3 0.275 0.712 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.2 0.335 0.922 1 1 -1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 1.08 1.1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 1.02 1.37 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.828 0.92 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.13 0.136 0.568 1 1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 2 3 0.286 0.434 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.639 1.156 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.334 0.897 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.408 0.56 0.751 1 1 1 2 ...
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.362 0.424 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.275 0.467 0.86 1 1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 0.166 0.335 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.544 1.236 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.502 0.623 0.626 1 1 1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.345 0.486 0.583 1 1 1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : NULL
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#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.179 0.463 ...
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#> .. .. ..$ : NULL
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#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.847 1.257 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.688 0.816 ...
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
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#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 2 3 0.237 0.282 0.309 1 1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.135 0.165 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.294 0.353 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.41 0.506 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.477 0.664 0.679 1 1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.23 0.66 0.728 1 1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 0.688 0.962 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 2 3 0.662 0.713 0.748 1 -1 1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 2 3 0.28 0.425 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.238 0.271 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 1 3 0.116 0.477 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.952 1.436 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 1.05 1.34 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.291 0.4 0.615 1 -1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 2 3 1 0.161 0.308 0.756 1 1 1 3 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 1 2 0.402 0.619 0.929 1 1 1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.255 0.488 0.605 1 1 1 2 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 1 3 2 0.393 1.318 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> ..$ : num [1:9, 1:100] 3 2 1 0.361 0.721 0.77 1 1 -1 1 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:9] "rank_1_item_idx" "rank_2_item_idx" "rank_3_item_idx" "rank_1_rt" ...
#> .. .. ..$ : NULL
#> .. [list output truncated]
#> $ train_idx : int [1:320] 185 85 385 480 137 426 226 447 462 403 ...
#> $ val_idx : int [1:80] 10 17 22 24 45 54 56 58 65 67 ...
#> $ test_idx : int [1:100] 154 114 251 36 176 346 418 440 491 488 ...
#> $ train_ratio: num 0.8
#> $ n_test : num 100
#> $ rank_levels: int [1:3] 1 2 3
#> $ theta : chr [1:2] "V_beta_1" "V_beta_group"
#> $ Z : chr [1:3] "item_idx" "rt" "choice"
#> - attr(*, "class")= chr [1:2] "eam_abi_input" "list"
if (FALSE) { # \dontrun{
# Example of using the ABI input for training
# (requires NeuralEstimators package and build your estimator first, see our tutorials)
train(
estimator,
theta_train = abi_input$theta_train,
theta_val = abi_input$theta_val,
Z_train = abi_input$Z_train,
Z_val = abi_input$Z_val,
epochs = 500,
stopping_epochs = 200
)
} # }