diff --git a/.github/workflows/pylint.yml b/.github/workflows/ruff_linting.yml
similarity index 77%
rename from .github/workflows/pylint.yml
rename to .github/workflows/ruff_linting.yml
index 2cf8a861..f427c6b3 100644
--- a/.github/workflows/pylint.yml
+++ b/.github/workflows/ruff_linting.yml
@@ -1,4 +1,4 @@
-name: Pylint
+name: Ruff linting
 
 on: [push]
 
@@ -19,13 +19,13 @@ jobs:
         run: |
           python -m pip install --upgrade pip
           pip install git+https://github.com/OnnoKampman/FCEst.git@v0.1.0
-          pip install matplotlib nilearn pandas==1.5.3 ptitprince pylint seaborn
-      - name: Analyze code with pylint
+          pip install matplotlib nilearn pandas==1.5.3 ptitprince ruff seaborn
+      - name: Analyze code with Ruff
         run: |
           echo $PYTHONPATH
           pwd
           ls -al
           export PYTHONPATH=$PWD
           echo $PYTHONPATH
-          pylint $(git ls-files '*.py') --disable=line-too-long,missing-class-docstring,missing-function-docstring,missing-module-docstring --fail-under=7
+          ruff check . --exit-zero
         continue-on-error: true
diff --git a/.gitignore b/.gitignore
index 299c1e36..1f15eddc 100644
--- a/.gitignore
+++ b/.gitignore
@@ -6,6 +6,13 @@ __pycache__
 # Data.
 opk20_hivemind_paper_1/
 
+**.tar.gz
+
+datasets/fmri/rs/HCP/hcp-openaccess/
+# HCP_PTN1200_recon2/
+
+# Results.
+
 results/fmri/rs/HCP/HCP_PTN1200_recon2/3T_HCP1200_MSMAll_d15_ts2/brain_states/k01/
 results/fmri/rs/HCP/HCP_PTN1200_recon2/3T_HCP1200_MSMAll_d15_ts2/brain_states/k02/
 results/fmri/rs/HCP/HCP_PTN1200_recon2/3T_HCP1200_MSMAll_d15_ts2/brain_states/k04/
@@ -32,22 +39,3 @@ results/fmri/rs/HCP/HCP_PTN1200_recon2/3T_HCP1200_MSMAll_d50_ts2/brain_states/k1
 results/fmri/rs/HCP/HCP_PTN1200_recon2/3T_HCP1200_MSMAll_d50_ts2/brain_states/k15/
 results/fmri/rs/HCP/HCP_PTN1200_recon2/3T_HCP1200_MSMAll_d50_ts2/brain_states/k18/
 results/fmri/rs/HCP/HCP_PTN1200_recon2/3T_HCP1200_MSMAll_d50_ts2/brain_states/k21/
-
-# Ignore simulation benchmarks where N is not 400.
-results/fmri/sim/d2/N0120_T0200/
-results/fmri/sim/d2/N0200_T0200/
-results/fmri/sim/d2/N1200_T0200/
-
-results/fmri/sim/d3d/N0120_T0200/
-results/fmri/sim/d3d/N0200_T0200/
-
-results/fmri/sim/d3s/N0120_T0200/
-results/fmri/sim/d3s/N0200_T0200/
-
-results/fmri/sim/d4s/N0200_T0010/
-
-results/fmri/sim/d6s/N0200_T0010/
-
-results/fmri/sim/d9s/N0200_T0010/
-
-results/fmri/sim/d15s/N0200_T0010/
diff --git a/benchmarks/fmri/rs/ABCD/README.md b/benchmarks/fmri/rs/ABCD/README.md
new file mode 100644
index 00000000..5c1f325d
--- /dev/null
+++ b/benchmarks/fmri/rs/ABCD/README.md
@@ -0,0 +1,3 @@
+# ABCD dataset
+
+https://nda.nih.gov/abcd
diff --git a/benchmarks/fmri/rs/HCP/TVFC_summary_measures/save_TVFC_estimates_summary_measures.py b/benchmarks/fmri/rs/HCP/TVFC_summary_measures/save_TVFC_estimates_summary_measures.py
index d93ed764..7b2e9cea 100644
--- a/benchmarks/fmri/rs/HCP/TVFC_summary_measures/save_TVFC_estimates_summary_measures.py
+++ b/benchmarks/fmri/rs/HCP/TVFC_summary_measures/save_TVFC_estimates_summary_measures.py
@@ -98,7 +98,7 @@
                 reconstruct_symmetric_summary_measure_matrix_from_tril(
                     mean_over_subjects_edgewise_summarized_tvfc_df.values,
                     tvfc_summary_measure=tvfc_summary_measure,
-                    n_time_series=n_time_series
+                    num_time_series=n_time_series
                 )
             )  # (D, D)
 
diff --git a/benchmarks/fmri/rs/HCP/brain_states/compute_brain_state_switch_counts_ICC.py b/benchmarks/fmri/rs/HCP/brain_states/compute_brain_state_switch_counts_ICC.py
index ec6c0d3e..d2c2c60d 100644
--- a/benchmarks/fmri/rs/HCP/brain_states/compute_brain_state_switch_counts_ICC.py
+++ b/benchmarks/fmri/rs/HCP/brain_states/compute_brain_state_switch_counts_ICC.py
@@ -11,7 +11,7 @@
 
 def _compute_brain_state_switch_count_icc(
     config_dict: dict,
-    n_basis_states: int,
+    num_basis_states: int,
     connectivity_metric: str = 'correlation',
 ) -> None:
     """
@@ -20,7 +20,7 @@ def _compute_brain_state_switch_count_icc(
     Parameters
     ----------
     :param config_dict:
-    :param n_basis_states:
+    :param num_basis_states:
     :param connectivity_metric:
         'correlation', 'covariance'
     :return:
@@ -28,14 +28,14 @@ def _compute_brain_state_switch_count_icc(
     all_brain_state_switch_counts_iccs_df = pd.DataFrame()
     for model_name in config_dict['models-brain-state-analysis']:
         # Load number of switches in brain state file.
-        n_brain_state_switches_savedir = os.path.join(
-            config_dict['git-results-basedir'], 'brain_states', f'k{n_basis_states:02d}'
+        num_brain_state_switches_savedir = os.path.join(
+            config_dict['git-results-basedir'], 'brain_states', f'k{num_basis_states:02d}'
         )
-        n_brain_state_switches_filename = f'number_of_brain_state_switches_{model_name:s}.csv'
+        num_brain_state_switches_filename = f'number_of_brain_state_switches_{model_name:s}.csv'
         brain_state_switch_counts_df = pd.read_csv(
-            os.path.join(n_brain_state_switches_savedir, n_brain_state_switches_filename),
+            os.path.join(num_brain_state_switches_savedir, num_brain_state_switches_filename),
             index_col=0
-        )  # (n_subjects, n_scans)
+        )  # (num_subjects, num_scans)
 
         brain_state_switch_counts_icc = compute_icc_scores_pingouin(
             brain_state_switch_counts_df.values,
@@ -51,10 +51,10 @@ def _compute_brain_state_switch_count_icc(
         all_brain_state_switch_counts_iccs_df.loc[model_name, 'ICC'] = brain_state_switch_counts_icc
 
     all_brain_state_switch_counts_iccs_df.to_csv(
-        os.path.join(n_brain_state_switches_savedir, 'number_of_brain_state_switches_ICC.csv'),
+        os.path.join(num_brain_state_switches_savedir, 'number_of_brain_state_switches_ICC.csv'),
         float_format="%.2f"
     )
-    logging.info(f"Saved ICC scores in '{n_brain_state_switches_savedir:s}'.")
+    logging.info(f"Saved ICC scores in '{num_brain_state_switches_savedir:s}'.")
 
 
 if __name__ == "__main__":
@@ -66,10 +66,10 @@ def _compute_brain_state_switch_count_icc(
         subset_dimensionality=data_dimensionality,
         hostname=socket.gethostname()
     )
-    n_brain_states_list = cfg['n-brain-states-list']
+    num_brain_states_list = cfg['n-brain-states-list']
 
-    for n_brain_states in n_brain_states_list:
+    for n_brain_states in num_brain_states_list:
         _compute_brain_state_switch_count_icc(
             config_dict=cfg,
-            n_basis_states=n_brain_states
+            num_basis_states=n_brain_states
         )
diff --git a/benchmarks/fmri/rs/HCP/brain_states/extract_brain_states.py b/benchmarks/fmri/rs/HCP/brain_states/extract_brain_states.py
index aff28065..1a4acecc 100644
--- a/benchmarks/fmri/rs/HCP/brain_states/extract_brain_states.py
+++ b/benchmarks/fmri/rs/HCP/brain_states/extract_brain_states.py
@@ -59,25 +59,25 @@
             )  # (N, D*(D-1)/2)
             all_subjects_tril_tvfc_per_time_step.append(subject_tril_tvfc_per_time_step)
 
-        n_time_steps = single_subject_tvfc_estimates.shape[0]
-        n_time_series = single_subject_tvfc_estimates.shape[1]
+        num_time_steps = single_subject_tvfc_estimates.shape[0]
+        num_time_series = single_subject_tvfc_estimates.shape[1]
 
         # Aggregates all observed 'states' over time and over subjects.
         all_subjects_tril_tvfc_per_time_step = np.array(all_subjects_tril_tvfc_per_time_step)  # (n_subjects, N, D*(D-1)/2)
         all_subjects_tril_tvfc_per_time_step = all_subjects_tril_tvfc_per_time_step.reshape(-1, all_subjects_tril_tvfc_per_time_step.shape[-1])  # (n_subjects*N, D*(D-1)/2)
-        assert all_subjects_tril_tvfc_per_time_step.shape == (num_subjects * n_time_steps, int(n_time_series * (n_time_series-1) / 2))
+        assert all_subjects_tril_tvfc_per_time_step.shape == (num_subjects * num_time_steps, int(num_time_series * (num_time_series-1) / 2))
 
-        for n_brain_states in num_brain_states_list:
-            n_brain_states_inertia, _, _ = compute_basis_state(
+        for num_brain_states in num_brain_states_list:
+            num_brain_states_inertia, _, _ = compute_basis_state(
                 config_dict=cfg,
                 all_subjects_tril_tvfc=all_subjects_tril_tvfc_per_time_step,
                 scan_session_id=scan_id,
                 model_name=model_name,
-                n_basis_states=n_brain_states,
-                n_time_series=n_time_series,
-                n_time_steps=n_time_steps,
+                n_basis_states=num_brain_states,
+                n_time_series=num_time_series,
+                n_time_steps=num_time_steps,
             )
-            distortions_df.loc[n_brain_states, scan_id] = n_brain_states_inertia / num_subjects
+            distortions_df.loc[num_brain_states, scan_id] = num_brain_states_inertia / num_subjects
 
     distortions_df.astype(float).round(2).to_csv(
         os.path.join(
diff --git a/benchmarks/fmri/rs/HCP/brain_states/plot_brain_state_switch_counts.py b/benchmarks/fmri/rs/HCP/brain_states/plot_brain_state_switch_counts.py
index 691a3b14..fb683823 100644
--- a/benchmarks/fmri/rs/HCP/brain_states/plot_brain_state_switch_counts.py
+++ b/benchmarks/fmri/rs/HCP/brain_states/plot_brain_state_switch_counts.py
@@ -14,7 +14,7 @@
 
 def plot_brain_state_switch_count(
     config_dict: dict,
-    n_basis_states: int,
+    num_basis_states: int,
     connectivity_metric: str = 'correlation',
     figure_savedir: str = None,
 ) -> None:
@@ -24,7 +24,7 @@ def plot_brain_state_switch_count(
     Parameters
     ----------
     :param config_dict:
-    :param n_basis_states:
+    :param num_basis_states:
     :param connectivity_metric:
         'correlation', 'covariance'
     :param figure_savedir:
@@ -32,17 +32,17 @@ def plot_brain_state_switch_count(
     sns.set(style="whitegrid")
     plt.style.use(os.path.join(config_dict['git-basedir'], 'configs', 'fig.mplstyle'))
 
-    n_brain_state_switches_savedir = os.path.join(
-        config_dict['git-results-basedir'], 'brain_states', f'k{n_basis_states:02d}'
+    num_brain_state_switches_savedir = os.path.join(
+        config_dict['git-results-basedir'], 'brain_states', f'k{num_basis_states:02d}'
     )
 
     all_brain_state_switch_counts_df = pd.DataFrame()
     for model_name in config_dict['models-brain-state-analysis']:
-        n_brain_state_switches_filename = f'number_of_brain_state_switches_{model_name:s}.csv'
+        num_brain_state_switches_filename = f'number_of_brain_state_switches_{model_name:s}.csv'
         brain_state_switch_counts_df = pd.read_csv(
-            os.path.join(n_brain_state_switches_savedir, n_brain_state_switches_filename),
+            os.path.join(num_brain_state_switches_savedir, num_brain_state_switches_filename),
             index_col=0
-        )  # (n_subjects, n_scans)
+        )  # (num_subjects, num_scans)
 
         # Shorten model names for plot.
         model_name = model_name.replace('SVWP_joint', 'WP')
@@ -101,12 +101,12 @@ def plot_brain_state_switch_count(
         subset_dimensionality=data_dimensionality,
         hostname=socket.gethostname()
     )
-    n_brain_states_list = cfg['n-brain-states-list']
+    num_brain_states_list = cfg['n-brain-states-list']
 
-    for n_brain_states in n_brain_states_list:
+    for n_brain_states in num_brain_states_list:
         plot_brain_state_switch_count(
             config_dict=cfg,
-            n_basis_states=n_brain_states,
+            num_basis_states=n_brain_states,
             figure_savedir=os.path.join(
                 cfg['figures-basedir'], 'brain_states', f'k{n_brain_states:02d}'
             )
diff --git a/benchmarks/fmri/rs/HCP/imputation_benchmark/compute_LEOO_likelihoods.py b/benchmarks/fmri/rs/HCP/imputation_benchmark/compute_LEOO_likelihoods.py
index 4766979f..767abf4c 100644
--- a/benchmarks/fmri/rs/HCP/imputation_benchmark/compute_LEOO_likelihoods.py
+++ b/benchmarks/fmri/rs/HCP/imputation_benchmark/compute_LEOO_likelihoods.py
@@ -48,14 +48,7 @@
                 scan_id=scan_id,
                 verbose=False,
             )
-            n_time_series = y.shape[1]
-            if experiment_dimensionality == 'bivariate':
-                chosen_indices = [0, 1]
-                # chosen_indices_df = cfg['chosen-indices']
-                # chosen_indices = chosen_indices_df.loc[subject, scan_id]
-                y = y[:, chosen_indices]
-                n_time_series = y.shape[1]
-                print('y', y.shape)
+            num_time_series = y.shape[1]
 
             x_train, x_test = leave_every_other_out_split(x)  # (N/2, 1), (N/2, 1)
             y_train, y_test = leave_every_other_out_split(y)  # (N/2, D), (N/2, D)
@@ -64,7 +57,7 @@
             test_locations_predicted_covariance_structure = get_test_location_estimated_covariance_structure(
                 config_dict=cfg,
                 model_name=model_name,
-                n_time_series=n_time_series,
+                num_time_series=num_time_series,
                 x_train_locations=x_train,
                 x_test_locations=x_test,
                 scan_id=scan_id,
diff --git a/benchmarks/fmri/rs/HCP/imputation_benchmark/compute_edgewise_LEOO_likelihoods.py b/benchmarks/fmri/rs/HCP/imputation_benchmark/compute_edgewise_LEOO_likelihoods.py
index 7463a969..b3cd9bb3 100644
--- a/benchmarks/fmri/rs/HCP/imputation_benchmark/compute_edgewise_LEOO_likelihoods.py
+++ b/benchmarks/fmri/rs/HCP/imputation_benchmark/compute_edgewise_LEOO_likelihoods.py
@@ -58,7 +58,7 @@
             test_locations_predicted_covariance_structure = get_test_location_estimated_covariance_structure(
                 config_dict=cfg,
                 model_name=model_name,
-                n_time_series=num_time_series,
+                num_time_series=num_time_series,
                 x_train_locations=x_train,
                 x_test_locations=x_test,
                 scan_id=scan_id,
diff --git a/benchmarks/fmri/rs/HCP/imputation_benchmark/plot_edgewise_LEOO_likelihoods.py b/benchmarks/fmri/rs/HCP/imputation_benchmark/plot_edgewise_LEOO_likelihoods.py
index bb12d5b1..6fa5a2a3 100644
--- a/benchmarks/fmri/rs/HCP/imputation_benchmark/plot_edgewise_LEOO_likelihoods.py
+++ b/benchmarks/fmri/rs/HCP/imputation_benchmark/plot_edgewise_LEOO_likelihoods.py
@@ -54,18 +54,18 @@ def plot_edgewise_imputation_benchmark_scores_joint(
             index_col=0
         )  # (D, D)
 
-        n_time_series = edgewise_likelihoods.shape[0]
+        num_time_series = edgewise_likelihoods.shape[0]
         if data_dimensionality == 'd15':
             edgewise_likelihoods, new_rsn_names = reorder_ica_components(
                 config_dict=config_dict,
                 original_matrix=edgewise_likelihoods.values,
-                n_time_series=n_time_series,
+                n_time_series=num_time_series,
                 # lower_triangular=True
             )
         else:
             # TODO: add RSN names map for d50
             edgewise_likelihoods = edgewise_likelihoods.values
-            new_rsn_names = np.arange(n_time_series)
+            new_rsn_names = np.arange(num_time_series)
 
         # Define mask for upper triangular values.
         mask = np.zeros_like(edgewise_likelihoods)
@@ -126,18 +126,18 @@ def plot_edgewise_imputation_benchmark_scores(
 
     vmin, vmax = -4.0, -2.0
 
-    n_time_series = edgewise_likelihoods.shape[0]
+    num_time_series = edgewise_likelihoods.shape[0]
     if data_dimensionality == 'd15':
         edgewise_likelihoods, new_rsn_names = reorder_ica_components(
             config_dict=config_dict,
             original_matrix=edgewise_likelihoods.values,
-            n_time_series=n_time_series,
+            n_time_series=num_time_series,
             # lower_triangular=True
         )
     else:
         # TODO: add RSN names map for d50
         edgewise_likelihoods = edgewise_likelihoods.values
-        new_rsn_names = np.arange(n_time_series)
+        new_rsn_names = np.arange(num_time_series)
 
     # Define mask for upper triangular values.
     mask = np.zeros_like(edgewise_likelihoods)
diff --git a/benchmarks/fmri/rs/HCP/kernel_analysis/compute_kernel_params_ICC.py b/benchmarks/fmri/rs/HCP/kernel_analysis/compute_kernel_params_ICC.py
index f410cc1f..4f6ef7ef 100644
--- a/benchmarks/fmri/rs/HCP/kernel_analysis/compute_kernel_params_ICC.py
+++ b/benchmarks/fmri/rs/HCP/kernel_analysis/compute_kernel_params_ICC.py
@@ -18,7 +18,6 @@
         data_set_name='HCP_PTN1200_recon2',
         subset_dimensionality=data_dimensionality
     )
-    n_time_series = int(data_dimensionality[1:])
 
     # The kernel parameters were saved with the experiments in the git repo.
     kernel_params_savedir = os.path.join(cfg['git-results-basedir'], 'kernel_analysis')
diff --git a/benchmarks/fmri/rs/HCP/plotters/plot_TVFC_estimates.py b/benchmarks/fmri/rs/HCP/plotters/plot_TVFC_estimates.py
index 51988e6c..04fb2c2d 100644
--- a/benchmarks/fmri/rs/HCP/plotters/plot_TVFC_estimates.py
+++ b/benchmarks/fmri/rs/HCP/plotters/plot_TVFC_estimates.py
@@ -3,24 +3,18 @@
 import socket
 import sys
 
-from fcest.helpers.data import to_3d_format
-from fcest.models.wishart_process import SparseVariationalWishartProcess
-import gpflow
 import matplotlib.pyplot as plt
 import numpy as np
-import pandas as pd
 import seaborn as sns
 
 from configs.configs import get_config_dict
 from helpers.evaluation import leave_every_other_out_split
 from helpers.hcp import load_human_connectome_project_data
 from helpers.plotters import convert_to_minutes
-from helpers.plotters import plot_windowed_covariances, plot_sliding_windows_estimated_covariance_structure, plot_mgarch_estimated_covariance_structure
-from helpers.plotters import plot_cross_validated_sliding_windows_estimated_covariance_structure
-from helpers.plotters import plot_wishart_process_covariances_pairwise
+from helpers.plotters import plot_method_tvfc_estimates
 
 
-def plot_tvfc_estimates(
+def plot_hcp_tvfc_estimates(
     config_dict: dict,
     x_train_locations: np.array,
     y_train_locations: np.array,
@@ -36,6 +30,8 @@ def plot_tvfc_estimates(
     """
     Plots estimated TVFC for a specified or random selection of edges.
 
+    TODO: can we make lines less opaque so that orange and green are both visible?
+
     Parameters
     ----------
     config_dict : dict
@@ -100,7 +96,7 @@ def plot_tvfc_estimates(
 
         for tvfc_estimation_method in config_dict['plot-model-estimates-methods'][:-1]:  # remove sFC plot
 
-            _plot_method_tvfc_estimates(
+            plot_method_tvfc_estimates(
                 config_dict=config_dict,
                 model_name=tvfc_estimation_method,
                 i_time_series=i_time_series,
@@ -166,139 +162,6 @@ def plot_tvfc_estimates(
         plt.close()
 
 
-def _plot_method_tvfc_estimates(
-    config_dict: dict,
-    model_name: str,
-    i_time_series: int,
-    j_time_series: int,
-    x_train_locations: np.array,
-    y_train_locations: np.array,
-    data_split: str,
-    scan_id: int,
-    experiment_dimensionality: str,
-    subject: int,
-    metric: str,
-) -> None:
-    """
-    Plot TVFC estimates for a single estimation method.
-    """
-    n_time_series = y_train_locations.shape[1]
-
-    sns.set(style="whitegrid")
-    plt.style.use(os.path.join(config_dict['git-basedir'], 'configs', 'fig.mplstyle'))
-
-    match model_name:
-        case 'SVWP_joint':
-            model_savedir = os.path.join(
-                config_dict['experiments-basedir'], 'saved_models', f'scan_{scan_id:d}',
-                data_split, experiment_dimensionality, model_name
-            )
-            if os.path.exists(model_savedir):
-                k = gpflow.kernels.Matern52()
-                m = SparseVariationalWishartProcess(
-                    D=n_time_series,
-                    Z=x_train_locations[:config_dict['n-inducing-points']],
-                    nu=n_time_series,
-                    kernel=k,
-                    verbose=False
-                )
-                m.load_from_params_dict(
-                    savedir=model_savedir,
-                    model_name=f'{subject:d}.json',
-                )
-                x_predict = np.linspace(
-                    0., 1., config_dict['wp-n-predict-samples']
-                ).reshape(-1, 1)
-                plot_wishart_process_covariances_pairwise(
-                    x_predict,
-                    m,
-                    i=i_time_series,
-                    j=j_time_series,
-                    rescale_x_axis='minutes',
-                    connectivity_metric=metric,
-                    repetition_time=config_dict['repetition-time'],
-                    data_length=x_train_locations.shape[0],
-                    label='WP',  # SVWP-J for specific implementation
-                )
-                del m
-            else:
-                logging.warning(f"SVWP model not found in '{model_savedir:s}'.")
-        case 'DCC_joint' | 'DCC_bivariate_loop':
-            model_estimates_dir = os.path.join(
-                config_dict['experiments-basedir'], 'TVFC_estimates', f'scan_{scan_id:d}',
-                data_split, experiment_dimensionality, metric, model_name
-            )
-            estimates_path = os.path.join(model_estimates_dir, f"{subject:d}.csv")
-            if os.path.exists(estimates_path):
-                covariance_structure_df = pd.read_csv(
-                    estimates_path,
-                    index_col=0,
-                    )  # (D*D, N)
-                covariance_structure = to_3d_format(covariance_structure_df.values)  # (N, D, D)
-                plot_mgarch_estimated_covariance_structure(
-                    estimated_tvfc_array=covariance_structure,
-                    xx=x_train_locations,
-                    model_name=model_name,
-                    i=i_time_series,
-                    j=j_time_series,
-                    connectivity_metric=metric,
-                    markersize=0
-                )
-            else:
-                logging.warning('MGARCH model not found.')
-        case 'SW_cross_validated':
-            model_estimates_dir = os.path.join(
-                config_dict['experiments-basedir'], 'TVFC_estimates', f'scan_{scan_id:d}',
-                data_split, experiment_dimensionality, metric, model_name
-            )
-            estimates_path = os.path.join(model_estimates_dir, f"{subject:d}.csv")
-            if os.path.exists(estimates_path):
-                covariance_structure_df = pd.read_csv(
-                    estimates_path,
-                    index_col=0,
-                )  # (D*D, N)
-                covariance_structure = to_3d_format(covariance_structure_df.values)  # (N, D, D)
-                plot_cross_validated_sliding_windows_estimated_covariance_structure(
-                    estimated_tvfc_array=covariance_structure,
-                    xx=x_train_locations,
-                    model_name=model_name,
-                    i=i_time_series,
-                    j=j_time_series,
-                    connectivity_metric=metric,
-                    markersize=0
-                )
-            else:
-                logging.warning(f"SW-CV TVFC estimates in '{model_estimates_dir:s}' not found.")
-        case 'SW_30' | 'SW_60':
-            window_length = int(model_name.removeprefix("SW_"))  # in seconds
-            window_length = int(np.floor(window_length / config_dict['repetition-time']))  # TODO: check this
-            if data_split == 'LEOO':
-                window_length = int(window_length / 2)
-            plot_sliding_windows_estimated_covariance_structure(
-                xx=x_train_locations,
-                y=y_train_locations,
-                window_length=window_length,
-                repetition_time=config_dict['repetition-time'],
-                i=i_time_series,
-                j=j_time_series,
-                label=model_name,
-                connectivity_metric=metric,
-                markersize=0,
-            )
-        case 'sFC':
-            plot_windowed_covariances(
-                xx=x_train_locations,
-                y=y_train_locations,
-                n_windows_list=[1],
-                i=i_time_series,
-                j=j_time_series,
-                repetition_time=config_dict['repetition-time'],
-                connectivity_metric=metric,
-            )
-        case _:
-            logging.error(f"Model name '{model_name:s}' not recognized.")
-
-
 if __name__ == "__main__":
 
     data_split = 'all'
@@ -360,7 +223,7 @@ def _plot_method_tvfc_estimates(
                 repetition_time=cfg['repetition-time'],
                 data_length=n_time_steps
             )
-            plot_tvfc_estimates(
+            plot_hcp_tvfc_estimates(
                 config_dict=cfg,
                 x_train_locations=xx,
                 y_train_locations=y_train,
@@ -372,7 +235,7 @@ def _plot_method_tvfc_estimates(
                 random_edges=False,
                 figures_savedir=figures_savedir,
             )
-            plot_tvfc_estimates(
+            plot_hcp_tvfc_estimates(
                 config_dict=cfg,
                 x_train_locations=xx,
                 y_train_locations=y_train,
diff --git a/benchmarks/fmri/rs/HCP/plotters/plot_sFC_estimates.py b/benchmarks/fmri/rs/HCP/plotters/plot_sFC_estimates.py
index 454f747e..a5f3aafd 100644
--- a/benchmarks/fmri/rs/HCP/plotters/plot_sFC_estimates.py
+++ b/benchmarks/fmri/rs/HCP/plotters/plot_sFC_estimates.py
@@ -13,9 +13,11 @@
 
 
 def _plot_static_functional_connectivity_estimate(
-        config_dict: dict, correlation_matrix: np.array,
-        subject: str = None, mean_estimate: bool = False,
-        figures_savedir: str = None
+    config_dict: dict,
+    correlation_matrix: np.array,
+    subject: str = None,
+    mean_estimate: bool = False,
+    figures_savedir: str = None,
 ) -> None:
     """
     Plot static functional connectivity, i.e. just a correlation matrix.
@@ -28,13 +30,13 @@ def _plot_static_functional_connectivity_estimate(
     else:
         figure_name_correlation_matrix = f"{subject:s}_sFC_correlation_matrix.pdf"
 
-    n_time_series = correlation_matrix.shape[0]
+    num_time_series = correlation_matrix.shape[0]
 
     # Re-order ICA components.
     re_ordered_correlation_matrix, new_rsn_names = reorder_ica_components(
         config_dict=config_dict,
         original_matrix=correlation_matrix,
-        n_time_series=n_time_series,
+        n_time_series=num_time_series,
     )
 
     plt.figure()
diff --git a/benchmarks/fmri/rs/HCP/train_models/train_SW_cross_validated.py b/benchmarks/fmri/rs/HCP/train_models/train_SW_cross_validated.py
index 1703ee17..2779e50f 100644
--- a/benchmarks/fmri/rs/HCP/train_models/train_SW_cross_validated.py
+++ b/benchmarks/fmri/rs/HCP/train_models/train_SW_cross_validated.py
@@ -16,11 +16,11 @@
     hostname = socket.gethostname()
     print('\nHostname:', hostname)
 
+    experiment_dimensionality = 'multivariate'  # 'multivariate' or 'bivariate'
     model_name = 'SW_cross_validated'
 
     data_dimensionality = sys.argv[1]        # 'd15' or 'd50'
     data_split = sys.argv[2]                 # 'all' or 'LEOO'
-    experiment_dimensionality = sys.argv[3]  # 'multivariate' or 'bivariate'
 
     cfg = get_config_dict(
         data_set_name='HCP_PTN1200_recon2',
@@ -99,7 +99,8 @@
     savedir = os.path.join(cfg['git-results-basedir'], 'optimal_window_lengths', data_split)
     if not os.path.exists(savedir):
         os.makedirs(savedir)
-    optimal_window_lengths_df.to_csv(
-        os.path.join(savedir, 'optimal_window_lengths.csv')
+    optimal_window_lengths_df.astype(float).to_csv(
+        os.path.join(savedir, 'optimal_window_lengths.csv'),
+        float_format='%.0f',
     )
     logging.info(f"Saved {data_split:s} optimal window lengths in git repository.")
diff --git a/benchmarks/fmri/rs/rockland/README.md b/benchmarks/fmri/rs/rockland/README.md
new file mode 100644
index 00000000..3a4b704f
--- /dev/null
+++ b/benchmarks/fmri/rs/rockland/README.md
@@ -0,0 +1,3 @@
+# Rockland resting-state fMRI
+
+https://fcon_1000.projects.nitrc.org/indi/enhanced/neurodata.html
diff --git a/benchmarks/fmri/sim/TVFC_summary_measures/save_TVFC_estimates_summary_measures.py b/benchmarks/fmri/sim/TVFC_summary_measures/save_TVFC_estimates_summary_measures.py
new file mode 100644
index 00000000..fabb928a
--- /dev/null
+++ b/benchmarks/fmri/sim/TVFC_summary_measures/save_TVFC_estimates_summary_measures.py
@@ -0,0 +1,105 @@
+import logging
+import os
+import socket
+import sys
+
+from fcest.helpers.data import to_3d_format
+from fcest.helpers.summary_measures import summarize_tvfc_estimates
+from nilearn import connectome
+import numpy as np
+import pandas as pd
+
+from configs.configs import get_config_dict
+from helpers.array_operations import reconstruct_symmetric_summary_measure_matrix_from_tril
+
+
+if __name__ == "__main__":
+
+    metric = 'correlation'
+
+    data_set_name = sys.argv[1]    # 'd2', 'd3d', 'd{%d}s'
+    data_split = sys.argv[2]       # 'all', 'LEOO'
+    experiment_data = sys.argv[3]  # 'Nxxxx_Txxxx'
+    model_name = sys.argv[4]       # 'SVWP_joint', 'DCC', 'DCC_joint', 'SW_cross_validated', 'sFC'
+
+    cfg = get_config_dict(
+        data_set_name=data_set_name,
+        experiment_data=experiment_data,
+        hostname=socket.gethostname()
+    )
+    num_trials = int(experiment_data[-4:])
+    num_time_series = int(data_set_name[1:-1])
+
+    for tvfc_summary_measure in cfg['TVFC-summary-measures']:
+
+        if model_name == 'sFC' and tvfc_summary_measure != 'mean':
+            continue
+
+        for noise_type in cfg['noise-types']:
+
+            for covs_type in cfg['covs-types']:
+
+                for i_trial in range(num_trials):
+
+                    edgewise_tvfc_summary_per_trial_df = []
+
+                    tvfc_estimates_savedir = os.path.join(
+                        cfg['experiments-basedir'], noise_type, f'trial_{i_trial:03d}', 'TVFC_estimates',
+                        data_split, metric, model_name
+                    )
+                    tvfc_estimates_filepath = os.path.join(
+                        tvfc_estimates_savedir, f'{covs_type:s}.csv'
+                    )
+                    if not os.path.exists(tvfc_estimates_filepath):
+                        logging.warning(f"Could not find TVFC estimates '{tvfc_estimates_filepath:s}'.")
+                        tvfc_estimates_array = np.empty((int(num_time_series * (num_time_series - 1) / 2), ))
+                        tvfc_estimates_array[:] = np.nan
+                    else:
+                        tvfc_estimates_df = pd.read_csv(tvfc_estimates_filepath, index_col=0)  # (D*D, N)
+                        tvfc_estimates = to_3d_format(tvfc_estimates_df.values)  # (N, D, D)
+                        tvfc_estimates_summary = summarize_tvfc_estimates(
+                            full_covariance_structure=tvfc_estimates,
+                            tvfc_summary_metric=tvfc_summary_measure
+                        )  # (D, D)
+                        tvfc_estimates_array = connectome.sym_matrix_to_vec(tvfc_estimates_summary, discard_diagonal=True)  # (D*(D-1)/2, )
+                    edgewise_tvfc_summary_per_trial_df.append(tvfc_estimates_array)
+                edgewise_tvfc_summary_per_trial_df = pd.DataFrame(
+                    edgewise_tvfc_summary_per_trial_df,
+                    index=range(num_trials)
+                )  # (num_trials, D*(D-1)/2)
+                print(edgewise_tvfc_summary_per_trial_df)
+
+                tvfc_estimates_summaries_savedir = os.path.join(
+                    cfg['experiments-basedir'], 'TVFC_estimates_summary_measures', noise_type, f'trial_{i_trial:03d}',
+                    data_split, metric, model_name
+                )
+                if not os.path.exists(tvfc_estimates_summaries_savedir):
+                    os.makedirs(tvfc_estimates_summaries_savedir)
+                file_name = f"TVFC_{tvfc_summary_measure:s}.csv"
+                edgewise_tvfc_summary_per_trial_df.to_csv(
+                    os.path.join(tvfc_estimates_summaries_savedir, file_name),
+                    float_format='%.3f'
+                )
+                logging.info(f"Saved TVFC summaries '{file_name:s}' in '{tvfc_estimates_summaries_savedir:s}'.")
+
+                mean_over_trials_edgewise_summarized_tvfc_df = edgewise_tvfc_summary_per_trial_df.mean(axis=0)  # (D*(D-1)/2, )
+                mean_over_trials_edgewise_summarized_tvfc_array = pd.DataFrame(
+                    reconstruct_symmetric_summary_measure_matrix_from_tril(
+                        mean_over_trials_edgewise_summarized_tvfc_df.values,
+                        tvfc_summary_measure=tvfc_summary_measure,
+                        num_time_series=num_time_series,
+                    )
+                )  # (D, D)
+
+                tvfc_estimates_git_savedir = os.path.join(
+                    cfg['git-results-basedir'], noise_type, data_split, 'TVFC_estimates_summary_measures', f'trial_{i_trial:03d}',
+                    data_split, metric
+                )
+                if not os.path.exists(tvfc_estimates_git_savedir):
+                    os.makedirs(tvfc_estimates_git_savedir)
+                file_name = f"{model_name:s}_TVFC_{tvfc_summary_measure:s}_mean_over_trials.csv"
+                mean_over_trials_edgewise_summarized_tvfc_array.to_csv(
+                    os.path.join(tvfc_estimates_git_savedir, file_name),
+                    float_format='%.3f'
+                )
+                logging.info(f"Saved TVFC summaries '{file_name:s}' in '{tvfc_estimates_git_savedir:s}'.")
diff --git a/benchmarks/fmri/sim/evaluation/compute_all_quantitative_results.py b/benchmarks/fmri/sim/evaluation/compute_all_quantitative_results.py
index f2705610..ec407727 100644
--- a/benchmarks/fmri/sim/evaluation/compute_all_quantitative_results.py
+++ b/benchmarks/fmri/sim/evaluation/compute_all_quantitative_results.py
@@ -28,20 +28,22 @@ def _get_performance_metric(
     Parameters
     ----------
     :param performance_metric:
-    :param predicted_covariance_structure_test_locations: np.array,
+    :param predicted_covariance_structure_test_locations: np.array
     :param ground_truth_covariance_structure_test_locations:
     :param y_test_locations:
     :return:
     """
     match performance_metric:
-        case 'covariance_RMSE':
-            return get_d2_covariance_term_rmse(
+        case 'correlation_matrix_RMSE':
+            return get_corr_matrices_rmse(
                 predicted_covariance_structure_test_locations, ground_truth_covariance_structure_test_locations
             )
         case 'correlation_RMSE':
             return get_d2_correlation_term_rmse(
                 predicted_covariance_structure_test_locations, ground_truth_covariance_structure_test_locations
             )
+        case 'correlation_tril_matrix_elements_RMSE':
+            raise NotImplementedError
         case 'covariance_correlation':
             return get_d2_covariance_term_correlation(
                 predicted_covariance_structure_test_locations, ground_truth_covariance_structure_test_locations
@@ -50,20 +52,18 @@ def _get_performance_metric(
             return get_cov_matrices_rmse(
                 predicted_covariance_structure_test_locations, ground_truth_covariance_structure_test_locations
             )
-        case 'correlation_matrix_RMSE':
-            return get_corr_matrices_rmse(
+        case 'covariance_RMSE':
+            return get_d2_covariance_term_rmse(
                 predicted_covariance_structure_test_locations, ground_truth_covariance_structure_test_locations
             )
-        case 'correlation_tril_matrix_elements_RMSE':
-            raise NotImplementedError
         case 'covariance_tril_matrix_elements_RMSE':
             raise NotImplementedError
+        case 'test_log_likelihood':
+            return get_test_log_likelihood(predicted_covariance_structure_test_locations, y_test_locations)
         case 'tril_correlation':
             return get_corr_matrices_tril_spearman_correlation(
                 predicted_covariance_structure_test_locations, ground_truth_covariance_structure_test_locations
             )
-        case 'test_log_likelihood':
-            return get_test_log_likelihood(predicted_covariance_structure_test_locations, y_test_locations)
         case _:
             logging.error(f"Performance metric '{performance_metric:s}' not recognized.")
 
@@ -74,7 +74,7 @@ def _get_performance_metric(
 
     data_set_name = sys.argv[1]    # 'd2', 'd3d', or 'd{%d}s'
     data_split = sys.argv[2]       # 'all', or 'LEOO'
-    experiment_data = sys.argv[3]  # e.g. 'N0200_T0200'
+    experiment_data = sys.argv[3]  # 'Nxxxx_Txxxx'
 
     cfg = get_config_dict(
         data_set_name=data_set_name,
@@ -135,11 +135,10 @@ def _get_performance_metric(
                         data_file,
                         verbose=False,
                     )  # (N, 1), (N, D)
-                    n_time_series = y.shape[1]  # D
 
                     gt_covariance_structure = get_ground_truth_covariance_structure(
                         covs_type=covs_type,
-                        n_samples=len(x),
+                        num_samples=len(x),
                         signal_to_noise_ratio=SNR,
                         data_set_name=data_set_name,
                     )
@@ -190,6 +189,7 @@ def _get_performance_metric(
                 )
                 performance_df.to_csv(
                     quantitative_results_savepath,
-                    index=True
+                    index=True,
+                    float_format='%.4f',
                 )
                 logging.info(f"Saved quantitative results in '{quantitative_results_savedir:s}'.")
diff --git a/benchmarks/fmri/sim/evaluation/compute_average_quantitative_results.py b/benchmarks/fmri/sim/evaluation/compute_average_quantitative_results.py
index 9885a467..b4278ac3 100644
--- a/benchmarks/fmri/sim/evaluation/compute_average_quantitative_results.py
+++ b/benchmarks/fmri/sim/evaluation/compute_average_quantitative_results.py
@@ -118,17 +118,17 @@
                 all_method_t_values_df.to_csv(
                     os.path.join(ttest_results_savedir, tvals_filename),
                     index=True,
-                    float_format='%.2f'
+                    float_format='%.2f',
                 )
                 all_method_significances_df.to_csv(
                     os.path.join(ttest_results_savedir, pvals_filename),
                     index=True,
-                    float_format='%.4f'
+                    float_format='%.4e',
                 )
                 all_method_effect_sizes_df.to_csv(
                     os.path.join(ttest_results_savedir, effect_sizes_filename),
                     index=True,
-                    float_format='%.2f'
+                    float_format='%.2f',
                 )
                 logging.info(f"Saved {data_split:s} t-test results '{tvals_filename:s}', '{pvals_filename:s}', and '{effect_sizes_filename:s}' in '{ttest_results_savedir:s}'.")
 
@@ -144,7 +144,7 @@
                 pairwise_ttest_results_pingouin_df.to_csv(
                     os.path.join(ttest_results_savedir, ptests_results_filename),
                     index=True,
-                    float_format='%.4f'
+                    float_format='%.4f',
                 )
                 logging.info(f"Saved {data_split:s} t-test ptests results '{ptests_results_filename:s}' in '{ttest_results_savedir:s}'.")
 
diff --git a/benchmarks/fmri/sim/imputation_benchmark/compute_LEOO_likelihoods.py b/benchmarks/fmri/sim/imputation_benchmark/compute_LEOO_likelihoods.py
index 6a0a706a..2bc89e34 100644
--- a/benchmarks/fmri/sim/imputation_benchmark/compute_LEOO_likelihoods.py
+++ b/benchmarks/fmri/sim/imputation_benchmark/compute_LEOO_likelihoods.py
@@ -54,7 +54,7 @@
                     data_filepath,
                     verbose=False,
                 )  # (N, 1), (N, D)
-                n_time_series = y.shape[1]  # D
+                num_time_series = y.shape[1]  # D
 
                 x_train, x_test = leave_every_other_out_split(x)  # (N/2, 1), (N/2, 1)
                 y_train, y_test = leave_every_other_out_split(y)  # (N/2, D), (N/2, D)
@@ -62,7 +62,7 @@
                 test_locations_predicted_covariance_structure = get_test_location_estimated_covariance_structure(
                     config_dict=cfg,
                     model_name=model_name,
-                    n_time_series=n_time_series,
+                    num_time_series=num_time_series,
                     x_train_locations=x_train,
                     y_train_locations=y_train,  # only used for VWP models
                     x_test_locations=x_test,
diff --git a/benchmarks/fmri/sim/imputation_benchmark/plot_LEOO_likelihoods.py b/benchmarks/fmri/sim/imputation_benchmark/plot_LEOO_likelihoods.py
index ef9a6f12..947356e8 100644
--- a/benchmarks/fmri/sim/imputation_benchmark/plot_LEOO_likelihoods.py
+++ b/benchmarks/fmri/sim/imputation_benchmark/plot_LEOO_likelihoods.py
@@ -89,7 +89,7 @@ def _plot_all_covs_structures_bar(
         experiment_data=experiment_data,
         hostname=socket.gethostname()
     )
-    n_trials = int(experiment_data[-4:])
+    num_trials = int(experiment_data[-4:])
     test_likelihoods_savedir = os.path.join(cfg['git-results-basedir'], 'imputation_benchmark')
 
     for noise_type in cfg['noise-types']:
@@ -168,7 +168,7 @@ def _plot_all_covs_structures_bar(
         for covs_type in cfg['plot-covs-types']:
             covs_type_df = pd.DataFrame(
                 np.nan,
-                index=np.arange(n_trials), columns=cfg['plot-models']
+                index=np.arange(num_trials), columns=cfg['plot-models']
             )
             for model_name in cfg['plot-models']:
                 likelihoods_filename = f'{data_split:s}_{noise_type:s}_likelihoods_{model_name:s}.csv'
@@ -178,7 +178,7 @@ def _plot_all_covs_structures_bar(
                     likelihoods_df = pd.read_csv(
                         test_likelihoods_savepath, index_col=0
                     )  # (n_trials, n_train_covs_types)
-                    if not likelihoods_df.shape == (n_trials, len(cfg['all-covs-types'])):
+                    if not likelihoods_df.shape == (num_trials, len(cfg['all-covs-types'])):
                         logging.warning("Unexpected number of covariance structures found.")
                         print(likelihoods_df.round(3))
                     likelihoods_df = likelihoods_df.loc[:, cfg['plot-covs-types']]
diff --git a/benchmarks/fmri/sim/imputation_benchmark/run_statistical_test_between_estimation_methods.py b/benchmarks/fmri/sim/imputation_benchmark/run_statistical_test_between_estimation_methods.py
index 3f4807f9..d7f7b4c8 100644
--- a/benchmarks/fmri/sim/imputation_benchmark/run_statistical_test_between_estimation_methods.py
+++ b/benchmarks/fmri/sim/imputation_benchmark/run_statistical_test_between_estimation_methods.py
@@ -34,12 +34,12 @@
             all_method_significances_df = pd.DataFrame(
                 np.nan,
                 index=models_list,
-                columns=models_list
+                columns=models_list,
             )
             all_method_cod_df = pd.DataFrame(
                 np.nan,
                 index=models_list,
-                columns=models_list
+                columns=models_list,
             )
             for (i_model, j_model) in get_all_lower_triangular_indices_tuples(len(models_list)):
                 print(i_model, j_model)
@@ -54,10 +54,11 @@
                         logging.warning(
                             f"Test likelihoods not found: '{test_likelihoods_savepath:s}'"
                         )
+                        all_methods_test_likelihoods.append(np.full([num_trials], np.nan))
                         continue
                     test_likelihoods_df = pd.read_csv(
                         test_likelihoods_savepath,
-                        index_col=0
+                        index_col=0,
                     )
                     print(test_likelihoods_df)
                     logging.info(
@@ -81,7 +82,7 @@
             all_method_significances_df.to_csv(
                 os.path.join(test_likelihoods_savedir, likelihoods_pvals_filename),
                 index=True,
-                float_format='%.3f',
+                float_format='%.4e',
             )
             logging.info(f"Saved {data_split:s} likelihoods p-values '{likelihoods_pvals_filename:s}' in '{test_likelihoods_savedir:s}'.")
 
@@ -89,6 +90,6 @@
             all_method_cod_df.to_csv(
                 os.path.join(test_likelihoods_savedir, likelihoods_cod_filename),
                 index=True,
-                float_format='%.3f'
+                float_format='%.3f',
             )
             logging.info(f"Saved {data_split:s} likelihoods Cohen's D '{likelihoods_cod_filename:s}' in '{test_likelihoods_savedir:s}'.")
diff --git a/benchmarks/fmri/sim/plotters/plot_TVFC_estimates.py b/benchmarks/fmri/sim/plotters/plot_TVFC_estimates.py
index ab79f673..59938e50 100644
--- a/benchmarks/fmri/sim/plotters/plot_TVFC_estimates.py
+++ b/benchmarks/fmri/sim/plotters/plot_TVFC_estimates.py
@@ -81,7 +81,7 @@ def plot_d2_all_covariance_structures(
         )  # (N, 1), (N, D)
         ground_truth_covariance_structure = get_ground_truth_covariance_structure(
             covs_type=covs_type,
-            n_samples=len(x),
+            num_samples=len(x),
             signal_to_noise_ratio=signal_to_noise_ratio,
             data_set_name=config_dict['data-set-name'],
         )
diff --git a/benchmarks/fmri/sim/plotters/plot_covariance_structures.py b/benchmarks/fmri/sim/plotters/plot_covariance_structures.py
index 5009083c..e28fcee2 100644
--- a/benchmarks/fmri/sim/plotters/plot_covariance_structures.py
+++ b/benchmarks/fmri/sim/plotters/plot_covariance_structures.py
@@ -40,7 +40,7 @@ def _plot_synthetic_covariance_structures(
     for i_covs_type, covs_type in enumerate(config_dict['plot-covs-types']):
         ground_truth_covariance_structure = get_covariance_time_series(
             covs_type,
-            n_samples=n_time_steps,
+            num_samples=n_time_steps,
             signal_to_noise_ratio=None
         )  # (N, )
 
diff --git a/benchmarks/fmri/sim/plotters/plot_kernel_lengthscales.py b/benchmarks/fmri/sim/plotters/plot_kernel_lengthscales.py
index 2458b1b3..05c1ea98 100644
--- a/benchmarks/fmri/sim/plotters/plot_kernel_lengthscales.py
+++ b/benchmarks/fmri/sim/plotters/plot_kernel_lengthscales.py
@@ -79,7 +79,7 @@ def plot_kernel_lengthscales(
     for model_name in ['VWP', 'SVWP']:
         for noise_type in cfg['noise-types']:
             kernel_lengthscales_df_filepath = os.path.join(
-                cfg['git-results-basedir'], noise_type, data_split, f'{model_name:s}_{kernel_param:s}_kernel_params.csv'
+                cfg['git-results-basedir'], noise_type, data_split, 'kernel_params', f'{model_name:s}_{kernel_param:s}_kernel_params.csv'
             )
             if not os.path.exists(kernel_lengthscales_df_filepath):
                 continue
diff --git a/benchmarks/fmri/sim/plotters/plot_node_timeseries.py b/benchmarks/fmri/sim/plotters/plot_node_timeseries.py
index 6a54f106..0d1f42a8 100644
--- a/benchmarks/fmri/sim/plotters/plot_node_timeseries.py
+++ b/benchmarks/fmri/sim/plotters/plot_node_timeseries.py
@@ -21,7 +21,7 @@
         experiment_data=experiment_data,
         hostname=socket.gethostname()
     )
-    n_trials = int(experiment_data[-4:])
+    num_trials = int(experiment_data[-4:])
     assert os.path.exists(os.path.join(cfg['data-dir']))
 
     noise_types = cfg['noise-types']
@@ -29,8 +29,8 @@
 
     for noise_type in noise_types:
         for covs_type in covs_types:
-            for i_trial in range(n_trials):
-                print(f"\n> TRIAL {i_trial+1:d} / {n_trials:d}\n")
+            for i_trial in range(num_trials):
+                print(f"\n> TRIAL {i_trial+1:d} / {num_trials:d}\n")
 
                 data_file = os.path.join(
                     cfg['data-dir'], noise_type, f'trial_{i_trial:03d}',
diff --git a/benchmarks/fmri/sim/train_models/save_TVFC_estimates.py b/benchmarks/fmri/sim/train_models/save_TVFC_estimates.py
index 35488321..978101d5 100644
--- a/benchmarks/fmri/sim/train_models/save_TVFC_estimates.py
+++ b/benchmarks/fmri/sim/train_models/save_TVFC_estimates.py
@@ -43,10 +43,11 @@
                             cfg['data-dir'], noise_type, f'trial_{i_trial:03d}',
                             'checkerboard_covariance.csv'
                         )
-                    if not os.path.exists(data_filepath):
-                        logging.warning(f"Node time series not found: '{data_filepath:s}'")
+                        if not os.path.exists(data_filepath):
+                            logging.warning(f"Node time series not found: '{data_filepath:s}'")
+                            continue
+                    else:
                         continue
-                    continue
 
                 tvfc_estimates_savedir = os.path.join(
                     cfg['experiments-basedir'], noise_type, f'trial_{i_trial:03d}', 'TVFC_estimates',
@@ -64,8 +65,6 @@
                     data_filepath,
                     verbose=False,
                 )  # (N, 1), (N, D)
-                num_time_steps = x.shape[0]
-                num_time_series = y.shape[1]
 
                 match data_split:
                     case "LEOO":
@@ -86,7 +85,7 @@
                     data_split=data_split,
                     noise_type=noise_type,
                     i_trial=i_trial,
-                    covs_type=covs_type
+                    covs_type=covs_type,
                 )
                 if estimated_tvfc is None:
                     continue
diff --git a/benchmarks/fmri/sim/train_models/save_WP_kernel_params.py b/benchmarks/fmri/sim/train_models/save_WP_kernel_params.py
index 65a8dd43..91001528 100644
--- a/benchmarks/fmri/sim/train_models/save_WP_kernel_params.py
+++ b/benchmarks/fmri/sim/train_models/save_WP_kernel_params.py
@@ -54,7 +54,9 @@
                         logging.warning(f"Model '{model_savepath:s}' not found.")
                     kernel_params_df.loc[i_trial, covs_type] = m_dict[kernel_param]
             kernel_params_df_filename = f'{model_name:s}_{kernel_param:s}_kernel_params.csv'
-            kernel_params_savedir = os.path.join(cfg['git-results-basedir'], noise_type, data_split)
+            kernel_params_savedir = os.path.join(
+                cfg['git-results-basedir'], noise_type, data_split, 'kernel_params'
+            )
             if not os.path.exists(kernel_params_savedir):
                 os.makedirs(kernel_params_savedir)
             kernel_params_df.to_csv(
diff --git a/benchmarks/fmri/sim/train_models/train_mgarch.py b/benchmarks/fmri/sim/train_models/train_mgarch.py
index 64c9e3f3..9d76f1e7 100644
--- a/benchmarks/fmri/sim/train_models/train_mgarch.py
+++ b/benchmarks/fmri/sim/train_models/train_mgarch.py
@@ -18,14 +18,14 @@
 
     data_set_name = sys.argv[1]    # 'd2', 'd3d', 'd{%d}s'
     data_split = sys.argv[2]       # 'all', 'LEOO'
-    experiment_data = sys.argv[3]  # e.g. 'N0200_T0001'
+    experiment_data = sys.argv[3]  # 'Nxxxx_Txxxx'
 
     cfg = get_config_dict(
         data_set_name=data_set_name,
         experiment_data=experiment_data,
         hostname=hostname
     )
-    n_trials = int(experiment_data[-4:])
+    num_trials = int(experiment_data[-4:])
 
     # Allow for local and CPU cluster training.
     # When running on the Hivemind with SLURM, only one model is trained here.
@@ -44,12 +44,12 @@
             noise_types = [noise_type]
             covs_types = [covs_type]
         except KeyError:
-            i_trials = range(n_trials)
+            i_trials = range(num_trials)
             noise_types = cfg['noise-types']
             covs_types = cfg['all-covs-types']
     else:
         print('Running locally...')
-        i_trials = range(n_trials)
+        i_trials = range(num_trials)
         noise_types = cfg['noise-types']
         covs_types = cfg['all-covs-types']
 
@@ -83,7 +83,6 @@
                     data_file,
                     verbose=False
                 )  # (N, 1), (N, D)
-                n_time_series = y.shape[1]
 
                 match data_split:
                     case "LEOO":
diff --git a/benchmarks/fmri/tb/rockland/imputation_benchmark/compute_LEOO_likelihoods.py b/benchmarks/fmri/tb/rockland/imputation_benchmark/compute_LEOO_likelihoods.py
index e170698d..e865ec57 100644
--- a/benchmarks/fmri/tb/rockland/imputation_benchmark/compute_LEOO_likelihoods.py
+++ b/benchmarks/fmri/tb/rockland/imputation_benchmark/compute_LEOO_likelihoods.py
@@ -45,7 +45,7 @@
             y_train_locations=y_train,
             data_split=data_split,
             subject=subject_filename,
-            n_time_series=n_time_series
+            num_time_series=n_time_series
         )
 
         # Get likelihood of observed data at test locations under predicted covariance matrices.
diff --git a/benchmarks/fmri/tb/rockland/plotters/plot_sFC_estimates.py b/benchmarks/fmri/tb/rockland/plotters/plot_sFC_estimates.py
index 428d56d4..98491da1 100644
--- a/benchmarks/fmri/tb/rockland/plotters/plot_sFC_estimates.py
+++ b/benchmarks/fmri/tb/rockland/plotters/plot_sFC_estimates.py
@@ -81,14 +81,14 @@ def plot_static_functional_connectivity_estimate(
     )
     all_subjects_list = get_rockland_subjects(config_dict=cfg)
     brain_regions_of_interest = cfg['roi-list']
-    n_time_series = len(brain_regions_of_interest)
+    num_time_series = len(brain_regions_of_interest)
     figures_base_savedir = os.path.join(
         cfg['figures-basedir'], pp_pipeline, 'sFC_estimates', cfg['roi-list-name'], data_split
     )
     if not os.path.exists(figures_base_savedir):
         os.makedirs(figures_base_savedir)
 
-    mean_sfc_estimate = np.zeros((n_time_series, n_time_series))
+    mean_sfc_estimate = np.zeros((num_time_series, num_time_series))
     for i_subject, subject_filename in enumerate(all_subjects_list):
         
         print(f'\n> Subject {i_subject+1:d} / {len(all_subjects_list):d}: {subject_filename:s}\n')
diff --git a/benchmarks/fmri/tb/rockland/train_models/train_WP.py b/benchmarks/fmri/tb/rockland/train_models/train_WP.py
index 38067854..fd2f73db 100644
--- a/benchmarks/fmri/tb/rockland/train_models/train_WP.py
+++ b/benchmarks/fmri/tb/rockland/train_models/train_WP.py
@@ -28,7 +28,7 @@
     )
 
     all_subjects_list = get_rockland_subjects(config_dict=cfg)
-    n_subjects = len(all_subjects_list)
+    num_subjects = len(all_subjects_list)
 
     # Allow for local and CPU cluster training.
     if socket.gethostname() == 'hivemind':
@@ -45,7 +45,7 @@
         subjects = all_subjects_list
 
     for i_subject, subject_filename in enumerate(subjects):
-        print(f'\n> SUBJECT {i_subject+1:d} / {n_subjects:d}: {subject_filename:s}\n')
+        print(f'\n> SUBJECT {i_subject+1:d} / {num_subjects:d}: {subject_filename:s}\n')
 
         # TODO: Check if model exists already.
         model_savedir = os.path.join(
@@ -62,14 +62,14 @@
         else:
             x_train = x  # (N, 1)
             y_train = y  # (N, D)
-        n_time_series = y_train.shape[1]
+        num_time_series = y_train.shape[1]
 
         k = gpflow.kernels.Matern52()
         match model_name:
             case 'VWP_joint':
                 m = VariationalWishartProcess(
                     x_train, y_train,
-                    nu=n_time_series,
+                    nu=num_time_series,
                     kernel=k
                 )
                 maxiter = ci_niter(cfg['n-iterations'])
@@ -83,9 +83,9 @@
                 )
             case 'SVWP_joint':
                 m = SparseVariationalWishartProcess(
-                    D=n_time_series,
+                    D=num_time_series,
                     Z=x[:cfg['n-inducing-points']],
-                    nu=n_time_series,
+                    nu=num_time_series,
                     kernel=k
                 )
                 maxiter = ci_niter(cfg['n-iterations-svwp'])
diff --git a/configs/configs.py b/configs/configs.py
index 03206483..4cac7fa7 100644
--- a/configs/configs.py
+++ b/configs/configs.py
@@ -25,7 +25,7 @@ def get_config_dict(
     Parameters
     ----------
     :param data_set_name:
-        simulations: 'sim', 'd2', 'd3d', 'd3s', 'd4s', 'd6s', 'd9s', 'd15s'
+        simulations: 'sim', 'd2', 'd3d', 'd3s', 'd4s', 'd6s', 'd9s', 'd15s', 'd50s'
         resting state data: 'HCP_PTN1200_recon2'
         task data: 'rockland'
     :param subset:
@@ -106,7 +106,7 @@ def get_config_dict(
                 shared_config_dict=shared_config_dict,
                 benchmark_dimensions=experiment_data
             )
-        case 'd3s' | 'd4s' | 'd5s' | 'd6s' | 'd9s' | 'd15s':
+        case 'd3s' | 'd4s' | 'd5s' | 'd6s' | 'd9s' | 'd15s' | 'd50s':
             config_dict = _get_sparse_config_dict(
                 shared_config_dict=shared_config_dict,
                 benchmark_dimensions=experiment_data
@@ -177,7 +177,7 @@ def _get_human_connectome_project_config_dict(
         ],
         'mgarch-training-types': [
             'bivariate_loop',
-            'joint'
+            'joint',
         ],
         'models-brain-state-analysis': [
             'SVWP_joint',
@@ -666,7 +666,7 @@ def _get_rockland_config_dict(
             [0, 2],
             [0, 3],
             [0, 4],
-            [0, 5]
+            [0, 5],
         ]),
         'stimulus-prediction-models': [
             'VWP_joint',
diff --git a/datasets/fmri/rs/ic_to_rsn/README.md b/datasets/fmri/rs/HCP/ic_to_rsn/README.md
similarity index 100%
rename from datasets/fmri/rs/ic_to_rsn/README.md
rename to datasets/fmri/rs/HCP/ic_to_rsn/README.md
diff --git a/datasets/fmri/rs/ic_to_rsn/match_ic_to_rsn.m b/datasets/fmri/rs/HCP/ic_to_rsn/match_ic_to_rsn.m
similarity index 100%
rename from datasets/fmri/rs/ic_to_rsn/match_ic_to_rsn.m
rename to datasets/fmri/rs/HCP/ic_to_rsn/match_ic_to_rsn.m
diff --git a/datasets/fmri/rs/ic_to_rsn/results/ic_to_rsn_mapping_dice_coefficients.csv b/datasets/fmri/rs/HCP/ic_to_rsn/results/ic_to_rsn_mapping_dice_coefficients.csv
similarity index 100%
rename from datasets/fmri/rs/ic_to_rsn/results/ic_to_rsn_mapping_dice_coefficients.csv
rename to datasets/fmri/rs/HCP/ic_to_rsn/results/ic_to_rsn_mapping_dice_coefficients.csv
diff --git a/datasets/fmri/rs/ic_to_rsn/results/ic_to_rsn_mapping_percent.csv b/datasets/fmri/rs/HCP/ic_to_rsn/results/ic_to_rsn_mapping_percent.csv
similarity index 100%
rename from datasets/fmri/rs/ic_to_rsn/results/ic_to_rsn_mapping_percent.csv
rename to datasets/fmri/rs/HCP/ic_to_rsn/results/ic_to_rsn_mapping_percent.csv
diff --git a/datasets/fmri/rs/rockland/.gitkeep b/datasets/fmri/rs/rockland/.gitkeep
new file mode 100644
index 00000000..446cf3c8
--- /dev/null
+++ b/datasets/fmri/rs/rockland/.gitkeep
@@ -0,0 +1 @@
+# Rockland rs-fMRI datasets
diff --git a/datasets/fmri/sim/generate_dataset.py b/datasets/fmri/sim/generate_dataset.py
index a9903e95..9be331e7 100644
--- a/datasets/fmri/sim/generate_dataset.py
+++ b/datasets/fmri/sim/generate_dataset.py
@@ -62,13 +62,13 @@ def _define_noise_type_name(
     match [data_set_name[0], data_set_name[1:-1], data_set_name[-1]]:
         case ['d', '2', 's' | 'd'] | ['d', '', '2']:  # 'd2', 'd2d', or 'd2s'
             get_covariance_structure = get_d2_covariance_structure
-            n_time_series = 2
+            num_time_series = 2
         case ['d', '3', 'd']:  # 'd3d'
             get_covariance_structure = get_d3d_covariance_structure
-            n_time_series = 3
-        case ['d', n_time_series, 's']:  # seq of 3 elems: 'd', anything, 's', e.g. 'd3s'
+            num_time_series = 3
+        case ['d', num_time_series, 's']:  # seq of 3 elems: 'd', anything, 's', e.g. 'd3s'
             get_covariance_structure = get_sparse_covariance_structure
-            n_time_series = int(n_time_series)
+            num_time_series = int(num_time_series)
         case _:
             raise NotImplementedError(f"Data set name '{data_set_name:s}' not recognized.")
 
@@ -88,39 +88,39 @@ def _define_noise_type_name(
             save_synthetic_dataset(
                 config_dict=cfg,
                 covariance_structure=get_covariance_structure(
-                    get_constant_covariances(n_samples=N, covariance=0),
-                    n_time_series=n_time_series
+                    get_constant_covariances(num_samples=N, covariance=0),
+                    num_time_series=num_time_series
                 ),
                 white_noise_snr=white_noise_snr,
                 hcp_noise_snr=hcp_noise_snr,
                 dataset_name='null_covariance.csv',
-                synthetic_data_dir=data_dir
+                synthetic_data_dir=data_dir,
             )
 
             # Constant data set.
             save_synthetic_dataset(
                 config_dict=cfg,
                 covariance_structure=get_covariance_structure(
-                    get_constant_covariances(n_samples=N, covariance=cfg['constant-covariance']),
-                    n_time_series=n_time_series
+                    get_constant_covariances(num_samples=N, covariance=cfg['constant-covariance']),
+                    num_time_series=num_time_series
                 ),
                 white_noise_snr=white_noise_snr,
                 hcp_noise_snr=hcp_noise_snr,
                 dataset_name='constant_covariance.csv',
-                synthetic_data_dir=data_dir
+                synthetic_data_dir=data_dir,
             )
 
             # Periodic data sets.
-            for n_periods in [1, 2, 3, 4, 5]:
+            for num_periods in [1, 2, 3, 4, 5]:
                 save_synthetic_dataset(
                     config_dict=cfg,
                     covariance_structure=get_covariance_structure(
-                        get_periodic_covariances(n_samples=N, n_periods=n_periods),
-                        n_time_series=n_time_series
+                        get_periodic_covariances(num_samples=N, num_periods=num_periods),
+                        num_time_series=num_time_series
                     ),
                     white_noise_snr=white_noise_snr,
                     hcp_noise_snr=hcp_noise_snr,
-                    dataset_name=f'periodic_{n_periods:d}_covariance.csv',
+                    dataset_name=f'periodic_{num_periods:d}_covariance.csv',
                     synthetic_data_dir=data_dir
                 )
 
@@ -128,8 +128,8 @@ def _define_noise_type_name(
             save_synthetic_dataset(
                 config_dict=cfg,
                 covariance_structure=get_covariance_structure(
-                    get_stepwise_covariances(n_samples=N),
-                    n_time_series=n_time_series
+                    get_stepwise_covariances(num_samples=N),
+                    num_time_series=num_time_series
                 ),
                 white_noise_snr=white_noise_snr,
                 hcp_noise_snr=hcp_noise_snr,
@@ -141,8 +141,8 @@ def _define_noise_type_name(
             save_synthetic_dataset(
                 config_dict=cfg,
                 covariance_structure=get_covariance_structure(
-                    get_state_transition_covariances(n_samples=N),
-                    n_time_series=n_time_series
+                    get_state_transition_covariances(num_samples=N),
+                    num_time_series=num_time_series
                 ),
                 white_noise_snr=white_noise_snr,
                 hcp_noise_snr=hcp_noise_snr,
@@ -154,8 +154,8 @@ def _define_noise_type_name(
             save_synthetic_dataset(
                 config_dict=cfg,
                 covariance_structure=get_covariance_structure(
-                    get_boxcar_covariances(n_samples=N),
-                    n_time_series=n_time_series
+                    get_boxcar_covariances(num_samples=N),
+                    num_time_series=num_time_series
                 ),
                 white_noise_snr=white_noise_snr,
                 hcp_noise_snr=hcp_noise_snr,
@@ -167,8 +167,8 @@ def _define_noise_type_name(
             save_synthetic_dataset(
                 config_dict=cfg,
                 covariance_structure=get_covariance_structure(
-                    get_change_point_covariances(n_samples=N),
-                    n_time_series=n_time_series
+                    get_change_point_covariances(num_samples=N),
+                    num_time_series=num_time_series
                 ),
                 white_noise_snr=white_noise_snr,
                 hcp_noise_snr=hcp_noise_snr,
diff --git a/environment.yml b/environment.yml
index 7b55051c..bc310299 100644
--- a/environment.yml
+++ b/environment.yml
@@ -31,6 +31,7 @@ dependencies:
     - pandas==1.5.3
     - pingouin==0.5.3
     - ptitprince==0.2.6
+    - ruff
     - scikit-learn==1.3.0
     - scipy==1.10.1
     - seaborn==0.11.0
diff --git a/helpers/array_operations.py b/helpers/array_operations.py
index 21bb1eaa..b262878d 100644
--- a/helpers/array_operations.py
+++ b/helpers/array_operations.py
@@ -60,31 +60,36 @@ def reconstruct_symmetric_matrix_from_tril(
 
 
 def reconstruct_symmetric_summary_measure_matrix_from_tril(
-        cluster_array: np.array, n_time_series: int, tvfc_summary_measure: str
+    cluster_array: np.array,
+    num_time_series: int,
+    tvfc_summary_measure: str,
 ) -> np.array:
     """
     This propagates NaN values if present.
     TODO: perhaps we could merge this with nilearn.connectome.vec_to_sym_matrix
 
+    Parameters
+    ----------
     :param cluster_array:
-    :param n_time_series: denoted as D.
+    :param num_time_series:
+        Denoted as D.
     :param tvfc_summary_measure:
     :return:
-        array of shape (D, D).
+        Array of shape (D, D).
     """
     if np.isnan(cluster_array).any():
-        return np.full(shape=[n_time_series, n_time_series], fill_value=np.nan)
+        return np.full(shape=[num_time_series, num_time_series], fill_value=np.nan)
     match tvfc_summary_measure:
         case 'ar1':
-            return reconstruct_symmetric_matrix_from_tril(cluster_array, n_time_series, diagonal='zeros')
+            return reconstruct_symmetric_matrix_from_tril(cluster_array, num_time_series, diagonal='zeros')
         case 'mean':
-            return reconstruct_symmetric_matrix_from_tril(cluster_array, n_time_series, diagonal='ones')
+            return reconstruct_symmetric_matrix_from_tril(cluster_array, num_time_series, diagonal='ones')
         case 'rate_of_change':
-            return reconstruct_symmetric_matrix_from_tril(cluster_array, n_time_series, diagonal='zeros')
+            return reconstruct_symmetric_matrix_from_tril(cluster_array, num_time_series, diagonal='zeros')
         case 'std':
-            return reconstruct_symmetric_matrix_from_tril(cluster_array, n_time_series, diagonal='zeros')
+            return reconstruct_symmetric_matrix_from_tril(cluster_array, num_time_series, diagonal='zeros')
         case 'variance':
-            return reconstruct_symmetric_matrix_from_tril(cluster_array, n_time_series, diagonal='zeros')
+            return reconstruct_symmetric_matrix_from_tril(cluster_array, num_time_series, diagonal='zeros')
         case _:
             logging.error(f"Summary measure '{tvfc_summary_measure:s}' not recognized.")
 
diff --git a/helpers/evaluation.py b/helpers/evaluation.py
index 632aed1e..8dfb2981 100644
--- a/helpers/evaluation.py
+++ b/helpers/evaluation.py
@@ -227,6 +227,9 @@ def get_tvfc_estimates(
     Estimates train locations covariance structure.
     Note that there is no reason for WP to predict at the same locations, we could also predict at more locations.
 
+    Parameters
+    ----------
+    config_dict: dict
     :return:
         estimated TVFC, array of shape (N, D, D).
     """
@@ -234,7 +237,7 @@ def get_tvfc_estimates(
 
     data_set_name = config_dict['data-set-name']
     match data_set_name:
-        case 'd2' | 'd3d' | 'd3s' | 'd4s' | 'd6s' | 'd9s' | 'd15s':
+        case 'd2' | 'd3d' | 'd3s' | 'd4s' | 'd6s' | 'd9s' | 'd15s' | 'd50s':
             assert noise_type is not None
             assert i_trial is not None
             assert covs_type is not None
@@ -401,7 +404,7 @@ def get_tvfc_estimates(
 def get_test_location_estimated_covariance_structure(
     config_dict: dict,
     model_name: str,
-    n_time_series: int,
+    num_time_series: int,
     x_train_locations: np.array,
     x_test_locations: np.array,
     subject: str,
@@ -422,12 +425,24 @@ def get_test_location_estimated_covariance_structure(
     ----------
     config_dict: dict
     model_name: str
+    num_time_series: int
+    x_train_locations: np.array
+    x_test_locations: np.array
+    subject: str
+    data_split: str
+    y_train_locations: np.array
+    scan_id: int
     experiment_dimensionality: str
         'multivariate' or 'bivariate'.
+    noise_type: str
+    i_trial: int
+    covs_type: str
+    connectivity_metric: str
+        'covariance' or 'correlation'
     """
     data_set_name = config_dict['data-set-name']
     match data_set_name:
-        case 'd2' | 'd3d' | 'd3s' | 'd4s' | 'd6s' | 'd9s' | 'd15s':  # TODO: generalize this
+        case 'd2' | 'd3d' | 'd3s' | 'd4s' | 'd6s' | 'd9s' | 'd15s' | 'd50s':
 
             wp_model_savedir = os.path.join(
                 config_dict['experiments-basedir'], noise_type, data_split,
@@ -493,7 +508,7 @@ def get_test_location_estimated_covariance_structure(
             m = VariationalWishartProcess(
                 x_observed=x_train_locations,
                 y_observed=y_train_locations,
-                nu=n_time_series,
+                nu=num_time_series,
                 kernel=k
             )
             m.load_from_params_dict(wp_model_savedir, wp_model_filename)
@@ -509,9 +524,9 @@ def get_test_location_estimated_covariance_structure(
                 raise FileNotFoundError(f"Could not load WP model '{wp_model_filepath:s}'.")
             k = gpflow.kernels.Matern52()
             m = SparseVariationalWishartProcess(
-                D=n_time_series,
+                D=num_time_series,
                 Z=np.linspace(x_train_locations[0], x_train_locations[-1], config_dict['n-inducing-points']),  # these will be overwritten by saved model
-                nu=n_time_series,
+                nu=num_time_series,
                 kernel=k,
                 verbose=False
             )
diff --git a/helpers/kernel_analysis.py b/helpers/kernel_analysis.py
index e74d97d5..512905f0 100644
--- a/helpers/kernel_analysis.py
+++ b/helpers/kernel_analysis.py
@@ -11,20 +11,22 @@
 
 
 def plot_lengthscale_window_length_relation(
-        config_dict: dict, kernel_params_array: np.array, optimal_window_lengths_array: np.array,
-        figures_savedir: str = None
+    config_dict: dict,
+    kernel_params_array: np.array,
+    optimal_window_lengths_array: np.array,
+    figures_savedir: str = None,
 ) -> None:
     """
-    TODO: how do we deal with outliers?
-
     Plots a simple figure showing the relationship between WP kernel lengthscale and SW-CV window length.
 
+    TODO: how do we deal with outliers?
+
     Sources:
         https://seaborn.pydata.org/generated/seaborn.jointplot.html
         https://seaborn.pydata.org/examples/joint_kde.html
     """
-    sns.set(style="whitegrid", font_scale=1.0)
-    # plt.rcParams["font.family"] = 'serif'
+    sns.set(style="whitegrid")
+    plt.style.use(os.path.join(config_dict['git-basedir'], 'configs', 'fig.mplstyle'))
 
     # Convert axes to seconds.
     n_time_steps = config_dict['n-time-steps']  # N
@@ -39,31 +41,32 @@ def plot_lengthscale_window_length_relation(
     optimal_window_lengths_array = np.squeeze(optimal_window_lengths_array)
 
     # Compute fit.
-    if np.any(kernel_params_array) == np.nan or np.any(optimal_window_lengths_array) == np.nan:
-        r, p = scipy.stats.pearsonr(
-            kernel_params_array, optimal_window_lengths_array
-        )
-        print(f'r = {r:.2f}, p = {p:.2f}')
-    else:
-        print('Found NaNs in arrays.')
+    r, p = scipy.stats.pearsonr(
+        kernel_params_array,
+        optimal_window_lengths_array,
+    )
+    print(f'r = {r:.2f}, p = {p:.2f}')
 
     g = sns.jointplot(
         x=kernel_params_array,
         y=optimal_window_lengths_array,
         # data=(kernel_params_array, optimal_window_lengths_array),
         kind='reg',  # or 'scatter', 'kde', 'hist', 'hex', 'reg', 'resid'
-        height=4.0,  # plot will be square
+        height=3.2,  # plot will be square
         # xlim=,
         # ylim=,
         marker="+",
-        scatter_kws={"s": 8},
+        scatter_kws={
+            "s": 8
+        },
         marginal_kws=dict(
             bins=40,
-            fill=False
+            fill=False,
         ),
     )
 
     g.set_axis_labels('WP kernel lengthscale [s]', 'SW-CV window length [s]')
+
     # g.figure.tight_layout()
 
     if figures_savedir is not None:
diff --git a/helpers/plotters.py b/helpers/plotters.py
index d30b4129..de4c7d88 100644
--- a/helpers/plotters.py
+++ b/helpers/plotters.py
@@ -23,6 +23,9 @@ def plot_method_tvfc_estimates(
     y_train_locations: np.array,
     data_split: str,
     metric: str,
+    scan_id: int = None,
+    experiment_dimensionality: str = None,
+    subject: int = None,
     subject_name: str = None,
     noise_type: str = None,
     i_trial: int = None,
@@ -33,10 +36,9 @@ def plot_method_tvfc_estimates(
     ax=None,
 ) -> None:
     """
-    Plots a time series of TVFC estimates for a given estimation method.
+    Plots a time series of TVFC estimates for a (single) given estimation method.
     For the leave-every-other-out scheme, we only plot at the train locations.
 
-    TODO: add compatability with HCP benchmarks
     TODO: merge with helpers.evaluation.get_tvfc_estimates
 
     Parameters
@@ -55,12 +57,17 @@ def plot_method_tvfc_estimates(
     :param label_name:
     :param metric:
         'correlation' or 'covariance'.
+    :param scan_id:
     :param subject_name:
     :param i_time_series:
         By default we expect the bivariate case.
     :param j_time_series:
         By default we expect the bivariate case.
     """
+
+    # sns.set(style="whitegrid")
+    # plt.style.use(os.path.join(config_dict['git-basedir'], 'configs', 'fig.mplstyle'))
+
     n_time_series = y_train_locations.shape[1]
     data_set_name = config_dict['data-set-name']
     match data_set_name:
@@ -94,7 +101,17 @@ def plot_method_tvfc_estimates(
 
             rescale_x_axis = None
         case 'HCP_PTN1200_recon2':
-            raise NotImplementedError
+            wp_model_savedir = os.path.join(
+                config_dict['experiments-basedir'], 'saved_models', f'scan_{scan_id:d}',
+                data_split, experiment_dimensionality, model_name
+            )
+            wp_model_filename = f"{subject:d}.json"
+
+            tvfc_estimates_savedir = os.path.join(
+                config_dict['experiments-basedir'], 'TVFC_estimates', f'scan_{scan_id:d}',
+                data_split, experiment_dimensionality, metric, model_name
+            )
+            tvfc_estimates_filepath = os.path.join(tvfc_estimates_savedir, f"{subject:d}.csv")
         case 'rockland':
             wp_model_savedir = os.path.join(
                 config_dict['experiments-basedir'], pp_pipeline, 'saved_models',
@@ -164,10 +181,11 @@ def plot_method_tvfc_estimates(
                     0., 1., config_dict['wp-n-predict-samples']
                 ).reshape(-1, 1)
                 plot_wishart_process_covariances_pairwise(
-                    x_predict, m,
+                    x_predict,
+                    m,
                     i=i_time_series,
                     j=j_time_series,
-                    rescale_x_axis='seconds' if data_set_name == 'rockland' else rescale_x_axis,
+                    rescale_x_axis='seconds' if data_set_name == 'rockland' else 'minutes' if data_set_name == 'HCP_PTN1200_recon2' else rescale_x_axis,
                     connectivity_metric=metric,
                     repetition_time=config_dict['repetition-time'] if data_set_name[0] != 'd' else None,
                     data_length=x_train_locations.shape[0],
@@ -179,7 +197,10 @@ def plot_method_tvfc_estimates(
                 logging.warning(f"SVWP model not found in '{wp_model_savedir:s}'.")
         case 'DCC' | 'DCC_joint' | 'DCC_bivariate_loop':
             if os.path.exists(tvfc_estimates_filepath):
-                df = pd.read_csv(tvfc_estimates_filepath, index_col=0)  # (D*D, N)
+                df = pd.read_csv(
+                    tvfc_estimates_filepath, 
+                    index_col=0,
+                )  # (D*D, N)
 
                 # Remove zero padding required to run these models (only for TR=1.4).
                 if data_set_name == 'rockland' and config_dict['repetition-time'] == 1.4:
@@ -204,7 +225,7 @@ def plot_method_tvfc_estimates(
             if os.path.exists(tvfc_estimates_filepath):
                 covariance_structure_df = pd.read_csv(
                     tvfc_estimates_filepath,
-                    index_col=0
+                    index_col=0,
                 )  # (D*D, N)
                 covariance_structure = to_3d_format(covariance_structure_df.values)  # (N, D, D)
                 if data_set_name == 'rockland':
@@ -225,8 +246,8 @@ def plot_method_tvfc_estimates(
                         j=j_time_series,
                         connectivity_metric=metric,
                         markersize=3.6 if data_set_name not in ['d2'] else 0,
-                        plot_color=plot_color,
-                        ax=ax
+                        plot_color=plot_color,  # TODO: this was not there in HCP function
+                        ax=ax,
                     )
             else:
                 logging.warning(f"SW-CV TVFC estimates '{tvfc_estimates_filepath:s}' not found.")
@@ -244,7 +265,7 @@ def plot_method_tvfc_estimates(
                 j=j_time_series,
                 label=model_name.replace('_', '-'),
                 connectivity_metric=metric,
-                markersize=3.6,
+                markersize=3.6,  # TODO: is 0 in HCP function
                 ax=ax,
             )
         case 'SW':  # TODO: should we divide by 2 for leave-one-out?
@@ -267,7 +288,7 @@ def plot_method_tvfc_estimates(
                 j=j_time_series,
                 connectivity_metric=metric,
                 repetition_time=config_dict['repetition-time'],
-                plot_color=plot_color,
+                plot_color=plot_color,  # TODO: not there in HCP script
                 ax=ax,
             )
         case _:
diff --git a/helpers/synthetic_covariance_structures.py b/helpers/synthetic_covariance_structures.py
index e81bb0be..e80a718b 100644
--- a/helpers/synthetic_covariance_structures.py
+++ b/helpers/synthetic_covariance_structures.py
@@ -5,7 +5,7 @@
 
 def get_ground_truth_covariance_structure(
     covs_type: str,
-    n_samples: int,
+    num_samples: int,
     signal_to_noise_ratio,
     data_set_name: str,
 ) -> np.array:
@@ -19,14 +19,14 @@ def get_ground_truth_covariance_structure(
     Parameters
     ----------
     covs_type: str
-    n_samples: int
+    num_samples: int
     signal_to_noise_ratio: float
     data_set_name: str
     return: np.array
     """
     covariance_structure = get_covariance_time_series(
         covs_type,
-        n_samples=n_samples,
+        num_samples=num_samples,
         signal_to_noise_ratio=signal_to_noise_ratio
     )  # (N, )
     match [data_set_name[0], data_set_name[1:-1], data_set_name[-1]]:
@@ -34,10 +34,10 @@ def get_ground_truth_covariance_structure(
             covariance_structure = get_d2_covariance_structure(covariance_structure)  # (N, D, D)
         case ['d', '3', 'd']:
             covariance_structure = get_d3d_covariance_structure(covariance_structure)  # (N, D, D)
-        case ['d', n_time_series, 's']:
+        case ['d', num_time_series, 's']:
             covariance_structure = get_sparse_covariance_structure(
                 covariance_structure,
-                n_time_series=int(n_time_series)
+                num_time_series=int(num_time_series)
             )  # (N, D, D)
         case _:
             logging.warning(f"Data set name '{data_set_name:s}' not recognized.")
@@ -47,18 +47,18 @@ def get_ground_truth_covariance_structure(
 
 def get_covariance_time_series(
     cov_type: str,
-    n_samples: int,
+    num_samples: int,
     signal_to_noise_ratio=None,
 ) -> np.array:
     """
     This function is only called from the plotting and quantitative results scripts.
 
     :param cov_type:
-    :param n_samples:
+    :param num_samples:
     :param signal_to_noise_ratio:
     :return:
     """
-    covariance_time_series = get_covariance_structure(cov_type, n_samples)
+    covariance_time_series = get_covariance_structure(cov_type, num_samples)
     if signal_to_noise_ratio is not None:
         covariance_time_series = _adjust_with_signal_to_noise_ratio(
             covariance_time_series,
@@ -67,37 +67,40 @@ def get_covariance_time_series(
     return covariance_time_series
 
 
-def get_covariance_structure(cov_type: str, n_samples: int) -> np.array:
+def get_covariance_structure(cov_type: str, num_samples: int) -> np.array:
     """
     Selects the correct covariance structure of interest.
 
+    Parameters
+    ----------
     :param cov_type:
-    :param n_samples:
-    :return: array of shape (N, ).
+    :param num_samples:
+    :return:
+        Array of shape (N, ).
     """
     match cov_type:
         case 'null':
-            covariance_time_series = get_constant_covariances(n_samples, covariance=0)
+            covariance_time_series = get_constant_covariances(num_samples, covariance=0)
         case 'change_point':
-            covariance_time_series = get_change_point_covariances(n_samples)
+            covariance_time_series = get_change_point_covariances(num_samples)
         case 'constant':
-            covariance_time_series = get_constant_covariances(n_samples, covariance=0.8)
+            covariance_time_series = get_constant_covariances(num_samples, covariance=0.8)
         case 'stepwise':
-            covariance_time_series = get_stepwise_covariances(n_samples)
+            covariance_time_series = get_stepwise_covariances(num_samples)
         case 'periodic_1':
-            covariance_time_series = get_periodic_covariances(n_samples, n_periods=1)
+            covariance_time_series = get_periodic_covariances(num_samples, num_periods=1)
         case 'periodic_2':
-            covariance_time_series = get_periodic_covariances(n_samples, n_periods=2)
+            covariance_time_series = get_periodic_covariances(num_samples, num_periods=2)
         case 'periodic_3':
-            covariance_time_series = get_periodic_covariances(n_samples, n_periods=3)
+            covariance_time_series = get_periodic_covariances(num_samples, num_periods=3)
         case 'periodic_4':
-            covariance_time_series = get_periodic_covariances(n_samples, n_periods=4)
+            covariance_time_series = get_periodic_covariances(num_samples, num_periods=4)
         case 'periodic_5':
-            covariance_time_series = get_periodic_covariances(n_samples, n_periods=5)
+            covariance_time_series = get_periodic_covariances(num_samples, num_periods=5)
         case 'state_transition':
-            covariance_time_series = get_state_transition_covariances(n_samples)
+            covariance_time_series = get_state_transition_covariances(num_samples)
         case 'boxcar' | 'checkerboard':
-            covariance_time_series = get_boxcar_covariances(n_samples)
+            covariance_time_series = get_boxcar_covariances(num_samples)
         case _:
             logging.error(f"cov_type '{cov_type:s}' not recognized.")
             covariance_time_series = None
@@ -118,29 +121,32 @@ def _adjust_with_signal_to_noise_ratio(covariances_ts: np.array, signal_to_noise
     return covariances_ts
 
 
-def get_constant_covariances(n_samples: int, covariance: float) -> np.array:
+def get_constant_covariances(num_samples: int, covariance: float) -> np.array:
     """
     Constant, time-invariant (static) covariance.
 
-    :param n_samples: N, number of data points over time.
+    :param num_samples: N, number of data points over time.
     :param covariance: if set to 0 this is the null model (uncorrelated time series).
     :return:
         array of shape (N, ).
     """
-    return covariance * np.ones(n_samples)
+    return covariance * np.ones(num_samples)
 
 
-def get_periodic_covariances(n_samples: int, n_periods: int) -> np.array:
+def get_periodic_covariances(
+    num_samples: int,
+    num_periods: int,
+) -> np.array:
     """
     Simple dynamic periodic covariance.
 
     :return:
         array of shape (N, ).
     """
-    return np.sin(n_periods * 2 * np.pi / n_samples * np.arange(n_samples))
+    return np.sin(num_periods * 2 * np.pi / num_samples * np.arange(num_samples))
 
 
-def get_stepwise_covariances(n_samples: int) -> np.array:
+def get_stepwise_covariances(num_samples: int) -> np.array:
     """
     Simple dynamic covariance.
     Perfect correlation up and till a certain point, then perfectly uncorrelated, then perfectly anti-correlated.
@@ -149,14 +155,14 @@ def get_stepwise_covariances(n_samples: int) -> np.array:
     :return:
         array of shape (N, ).
     """
-    n_steps = 3
-    covs = np.zeros(n_samples)
-    covs[:int(n_samples/n_steps)] = 1 - 1e-3
-    covs[-int(n_samples/n_steps):] = -1 + 1e-3
+    num_steps = 3
+    covs = np.zeros(num_samples)
+    covs[:int(num_samples/num_steps)] = 1 - 1e-3
+    covs[-int(num_samples/num_steps):] = -1 + 1e-3
     return covs
 
 
-def get_state_transition_covariances(n_samples: int) -> np.array:
+def get_state_transition_covariances(num_samples: int) -> np.array:
     """
     This mimics when two regions are jointly active in a brain state or not.
     TODO: this does not work for all N, for example not for N=100 (it does for 80 and 120)
@@ -168,8 +174,8 @@ def get_state_transition_covariances(n_samples: int) -> np.array:
     on_covariance = 0.6
 
     durations = [5, 15, 10, 25, 20, 5, 15, 30, 10, 25, 20, 20]
-    durations = [int(d * n_samples / 200) for d in durations]  # scale to make it fit
-    assert sum(durations) == n_samples
+    durations = [int(d * num_samples / 200) for d in durations]  # scale to make it fit
+    assert sum(durations) == num_samples
 
     covs = np.array([])
     state = 0
@@ -182,7 +188,7 @@ def get_state_transition_covariances(n_samples: int) -> np.array:
     return covs
 
 
-def get_boxcar_covariances(n_samples: int) -> np.array:
+def get_boxcar_covariances(num_samples: int) -> np.array:
     """
     Synthetic covariance structure inspired by Rockland experiments.
     That is, the external visual stimuli is a simple off-on-off-on-off-on-off boxcar function (7 segments).
@@ -191,44 +197,44 @@ def get_boxcar_covariances(n_samples: int) -> np.array:
 
     Parameters
     ----------
-    n_samples: int
+    num_samples: int
     :return:
         array of shape (N, ).
     """
     off_covariance = 0.0
     on_covariance = 0.8
-    n_segments = 7
-    segment_duration = int(n_samples / n_segments)
+    num_segments = 7
+    segment_duration = int(num_samples / num_segments)
     covs = np.array([])
     visual_stimulus = 0
-    for _ in range(n_segments - 1):
+    for _ in range(num_segments - 1):
         if visual_stimulus == 0:
             covs = np.concatenate((covs, off_covariance * np.ones(segment_duration)))
         if visual_stimulus == 1:
             covs = np.concatenate((covs, on_covariance * np.ones(segment_duration)))
         visual_stimulus = 1 - visual_stimulus
-    final_segment_duration = n_samples - len(covs)
+    final_segment_duration = num_samples - len(covs)
     covs = np.concatenate((covs, off_covariance * np.ones(final_segment_duration)))
-    assert len(covs) == n_samples
+    assert len(covs) == num_samples
 
     # Convolve with hemodynamic response function.
-    hrf_signal = hrf(np.arange(n_samples))
-    convolved_covs = np.convolve(covs, hrf_signal)[:n_samples]
+    hrf_signal = hrf(np.arange(num_samples))
+    convolved_covs = np.convolve(covs, hrf_signal)[:num_samples]
     convolved_covs = (convolved_covs / np.max(convolved_covs)) * (on_covariance - off_covariance) + off_covariance
 
     return convolved_covs
 
 
-def get_change_point_covariances(n_samples: int) -> np.array:
+def get_change_point_covariances(num_samples: int) -> np.array:
     """
     Covariance structure to study change points with.
 
-    :param n_samples: N, number of data points over time.
+    :param num_samples: N, number of data points over time.
     :return:
         array of shape (N, ).
     """
-    covariance_array = 0.8 * np.ones(n_samples)
-    covariance_array[:int(n_samples/2)] = 0.2
+    covariance_array = 0.8 * np.ones(num_samples)
+    covariance_array[:int(num_samples/2)] = 0.2
     return covariance_array
 
 
@@ -240,7 +246,8 @@ def hrf(t):
 
 
 def get_d2_covariance_structure(
-        covariance_time_series: np.array, n_time_series: int = 2
+    covariance_time_series: np.array,
+    num_time_series: int = 2,
 ) -> np.array:
     """
     Returns full covariance structure.
@@ -250,21 +257,21 @@ def get_d2_covariance_structure(
     :return:
         array of shape (N, D, D), i.e. (N, 2, 2) in this case.
     """
-    return get_sparse_covariance_structure(covariance_time_series, n_time_series=2)
+    return get_sparse_covariance_structure(covariance_time_series, num_time_series=2)
 
 
-def get_d3d_covariance_structure(covariance_time_series: np.array, n_time_series: int = 3) -> np.array:
+def get_d3d_covariance_structure(covariance_time_series: np.array, num_time_series: int = 3) -> np.array:
     """
     Returns the full covariance structure (a series of covariance matrices).
     All off-diagonals are identical here.
     The allowed range for p(t) is -0.5 to 1.
 
     :param covariance_time_series: time series of varying covariance term of shape (N, ).
-    :param n_time_series:
+    :param num_time_series:
     :return:
         array of shape (N, D, D), i.e. (N, 3, 3) in this case.
     """
-    n_time_steps = len(covariance_time_series)
+    num_time_steps = len(covariance_time_series)
 
     # Make sure matrix is positive semi-definite.
     covariance_time_series[covariance_time_series == 1] -= 1e-3
@@ -276,32 +283,38 @@ def get_d3d_covariance_structure(covariance_time_series: np.array, n_time_series
         covariance_time_series = covariance_time_series * 3 / 4 + 1 / 4  # re-scale to allowed range
 
     covariance_structure = []
-    for sample_step in range(n_time_steps):
-        time_step_covariance_matrix = covariance_time_series[sample_step] * np.ones((n_time_series, n_time_series))
+    for sample_step in range(num_time_steps):
+        time_step_covariance_matrix = covariance_time_series[sample_step] * np.ones((num_time_series, num_time_series))
         np.fill_diagonal(time_step_covariance_matrix, 1)
         covariance_structure.append(time_step_covariance_matrix)
     return np.array(covariance_structure)
 
 
-def get_sparse_covariance_structure(covariance_time_series: np.array, n_time_series: int) -> np.array:
+def get_sparse_covariance_structure(
+    covariance_time_series: np.array,
+    num_time_series: int,
+) -> np.array:
     """
     Returns the full covariance structure (a series of covariance matrices).
     The first two time series are correlated, but the others are uncorrelated with both of these.
 
-    :param covariance_time_series: time series of varying covariance term of shape (N, ).
-    :param n_time_series:
+    Parameters
+    ----------
+    :param covariance_time_series:
+        Time series of varying covariance term of shape (N, ).
+    :param num_time_series:
     :return:
         covariance structure array of shape (N, D, D).
     """
-    n_time_steps = len(covariance_time_series)  # N
+    num_time_steps = len(covariance_time_series)  # N
 
     # Make sure matrix is positive semi-definite.
     covariance_time_series[covariance_time_series == 1] -= 1e-3
     covariance_time_series[covariance_time_series == -1] += 1e-3
 
     covariance_structure = []
-    for sample_step in range(n_time_steps):
-        time_step_covariance_matrix = np.eye(n_time_series)
+    for sample_step in range(num_time_steps):
+        time_step_covariance_matrix = np.eye(num_time_series)
         time_step_covariance_matrix[0, 1] = time_step_covariance_matrix[1, 0] = covariance_time_series[sample_step]
         covariance_structure.append(time_step_covariance_matrix)
     return np.array(covariance_structure)
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index bee851e5..c9bd3a97 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.7391,0.1917,0.0663,0.0000,0.6730,0.0633,0.4333,0.5282
-DCC_joint,,0.7391,,0.1472,0.0044,0.0000,0.3293,0.0371,0.1031,0.6115
-DCC_bivariate_loop,,0.1917,0.1472,,0.0011,0.0000,0.0580,0.4165,0.0158,0.3267
-SW_cross_validated,,0.0663,0.0044,0.0011,,0.0004,0.1034,0.0005,0.1444,0.0034
-SW_15,,0.0000,0.0000,0.0000,0.0004,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.6730,0.3293,0.0580,0.1034,0.0000,,0.0172,0.7038,0.2089
-SW_60,,0.0633,0.0371,0.4165,0.0005,0.0000,0.0172,,0.0049,0.0909
-SW_120,,0.4333,0.1031,0.0158,0.1444,0.0000,0.7038,0.0049,,0.0635
-sFC,,0.5282,0.6115,0.3267,0.0034,0.0000,0.2089,0.0909,0.0635,
+SVWP_joint,,,7.3915e-01,1.9165e-01,6.6338e-02,2.6269e-05,6.7299e-01,6.3327e-02,4.3330e-01,5.2823e-01
+DCC_joint,,7.3915e-01,,1.4719e-01,4.4033e-03,9.5085e-08,3.2933e-01,3.7133e-02,1.0307e-01,6.1150e-01
+DCC_bivariate_loop,,1.9165e-01,1.4719e-01,,1.1410e-03,2.0884e-07,5.8004e-02,4.1652e-01,1.5824e-02,3.2672e-01
+SW_cross_validated,,6.6338e-02,4.4033e-03,1.1410e-03,,4.2340e-04,1.0338e-01,4.7006e-04,1.4436e-01,3.3576e-03
+SW_15,,2.6269e-05,9.5085e-08,2.0884e-07,4.2340e-04,,1.5460e-05,2.4694e-07,7.7649e-06,1.6795e-07
+SW_30,,6.7299e-01,3.2933e-01,5.8004e-02,1.0338e-01,1.5460e-05,,1.7192e-02,7.0382e-01,2.0888e-01
+SW_60,,6.3327e-02,3.7133e-02,4.1652e-01,4.7006e-04,2.4694e-07,1.7192e-02,,4.8506e-03,9.0930e-02
+SW_120,,4.3330e-01,1.0307e-01,1.5824e-02,1.4436e-01,7.7649e-06,7.0382e-01,4.8506e-03,,6.3531e-02
+sFC,,5.2823e-01,6.1150e-01,3.2672e-01,3.3576e-03,1.6795e-07,2.0888e-01,9.0930e-02,6.3531e-02,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index 2aa447c4..f9b97b0a 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.1108,0.0000,0.0000,0.0009,0.5220,0.0002
-DCC_joint,,0.0000,,0.7214,0.0000,0.0000,0.2139,0.0215,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.7214,,0.0000,0.0000,0.3458,0.0056,0.0000,0.0000
-SW_cross_validated,,0.1108,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0140,0.0018
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.2139,0.3458,0.0000,0.0000,,0.0004,0.0000,0.0000
-SW_60,,0.0009,0.0215,0.0056,0.0000,0.0000,0.0004,,0.0007,0.0000
-SW_120,,0.5220,0.0000,0.0000,0.0140,0.0000,0.0000,0.0007,,0.0000
-sFC,,0.0002,0.0000,0.0000,0.0018,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.4986e-05,1.0395e-05,1.1075e-01,1.5238e-11,1.0965e-06,9.1227e-04,5.2201e-01,1.5362e-04
+DCC_joint,,4.4986e-05,,7.2138e-01,1.2091e-06,1.0693e-06,2.1394e-01,2.1486e-02,3.9215e-05,4.4177e-08
+DCC_bivariate_loop,,1.0395e-05,7.2138e-01,,2.3723e-07,1.0015e-06,3.4576e-01,5.5516e-03,6.8527e-06,1.3955e-08
+SW_cross_validated,,1.1075e-01,1.2091e-06,2.3723e-07,,4.9385e-13,2.7043e-08,5.2776e-06,1.3966e-02,1.8091e-03
+SW_15,,1.5238e-11,1.0693e-06,1.0015e-06,4.9385e-13,,6.3728e-06,1.2066e-10,1.5092e-12,1.3072e-12
+SW_30,,1.0965e-06,2.1394e-01,3.4576e-01,2.7043e-08,6.3728e-06,,3.5435e-04,5.3174e-07,3.0258e-09
+SW_60,,9.1227e-04,2.1486e-02,5.5516e-03,5.2776e-06,1.2066e-10,3.5435e-04,,7.4547e-04,1.1986e-07
+SW_120,,5.2201e-01,3.9215e-05,6.8527e-06,1.3966e-02,1.5092e-12,5.3174e-07,7.4547e-04,,1.7773e-05
+sFC,,1.5362e-04,4.4177e-08,1.3955e-08,1.8091e-03,1.3072e-12,3.0258e-09,1.1986e-07,1.7773e-05,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index 247c6a85..210df14b 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2934,0.3681,0.0000,0.0000,0.0000,0.0000,0.0000,0.8358
-DCC_joint,,0.2934,,0.8797,0.0000,0.0000,0.0000,0.0000,0.0000,0.2914
-DCC_bivariate_loop,,0.3681,0.8797,,0.0000,0.0000,0.0000,0.0000,0.0000,0.3506
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0001,0.0761,0.0002
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0106,0.0001,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0106,,0.0301,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0761,0.0000,0.0001,0.0301,,0.0000
-sFC,,0.8358,0.2914,0.3506,0.0002,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.9342e-01,3.6807e-01,6.9635e-06,4.2036e-14,2.6285e-11,4.5871e-09,3.0469e-06,8.3584e-01
+DCC_joint,,2.9342e-01,,8.7965e-01,9.1856e-07,2.2004e-14,9.6295e-12,1.2766e-09,6.3602e-07,2.9137e-01
+DCC_bivariate_loop,,3.6807e-01,8.7965e-01,,1.3096e-06,2.6306e-14,1.2068e-11,1.6350e-09,8.2890e-07,3.5060e-01
+SW_cross_validated,,6.9635e-06,9.1856e-07,1.3096e-06,,5.5867e-12,6.0841e-08,7.1393e-05,7.6056e-02,1.6361e-04
+SW_15,,4.2036e-14,2.2004e-14,2.6306e-14,5.5867e-12,,2.6212e-06,4.0139e-08,4.8801e-09,1.9712e-12
+SW_30,,2.6285e-11,9.6295e-12,1.2068e-11,6.0841e-08,2.6212e-06,,1.0617e-02,9.8088e-05,1.1618e-09
+SW_60,,4.5871e-09,1.2766e-09,1.6350e-09,7.1393e-05,4.0139e-08,1.0617e-02,,3.0097e-02,1.1149e-07
+SW_120,,3.0469e-06,6.3602e-07,8.2890e-07,7.6056e-02,4.8801e-09,9.8088e-05,3.0097e-02,,2.8981e-05
+sFC,,8.3584e-01,2.9137e-01,3.5060e-01,1.6361e-04,1.9712e-12,1.1618e-09,1.1149e-07,2.8981e-05,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index 7f60c41e..7c1d08fa 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0002,0.1364,0.0000,0.0000,0.0326,0.3955,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0030
-DCC_bivariate_loop,,0.0002,0.0000,,0.0021,0.0000,0.0792,0.0294,0.0034,0.0000
-SW_cross_validated,,0.1364,0.0000,0.0021,,0.0000,0.0000,0.3423,0.6620,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0792,0.0000,0.0000,,0.0002,0.0000,0.0000
-SW_60,,0.0326,0.0000,0.0294,0.3423,0.0000,0.0002,,0.2386,0.0000
-SW_120,,0.3955,0.0000,0.0034,0.6620,0.0000,0.0000,0.2386,,0.0000
-sFC,,0.0000,0.0030,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.2093e-13,1.7090e-04,1.3637e-01,2.2098e-10,4.2632e-07,3.2628e-02,3.9551e-01,9.6748e-14
+DCC_joint,,3.2093e-13,,3.4409e-10,1.0905e-13,3.2329e-05,1.5986e-12,9.4753e-12,2.3464e-11,3.0357e-03
+DCC_bivariate_loop,,1.7090e-04,3.4409e-10,,2.1106e-03,1.1674e-06,7.9159e-02,2.9360e-02,3.4037e-03,6.0952e-11
+SW_cross_validated,,1.3637e-01,1.0905e-13,2.1106e-03,,3.0601e-10,2.2430e-06,3.4230e-01,6.6195e-01,2.9140e-14
+SW_15,,2.2098e-10,3.2329e-05,1.1674e-06,3.0601e-10,,7.1778e-07,1.1950e-08,8.8762e-09,7.1148e-07
+SW_30,,4.2632e-07,1.5986e-12,7.9159e-02,2.2430e-06,7.1778e-07,,1.5965e-04,2.7995e-05,2.0663e-13
+SW_60,,3.2628e-02,9.4753e-12,2.9360e-02,3.4230e-01,1.1950e-08,1.5965e-04,,2.3860e-01,2.2924e-12
+SW_120,,3.9551e-01,2.3464e-11,3.4037e-03,6.6195e-01,8.8762e-09,2.7995e-05,2.3860e-01,,6.5546e-12
+sFC,,9.6748e-14,3.0357e-03,6.0952e-11,2.9140e-14,7.1148e-07,2.0663e-13,2.2924e-12,6.5546e-12,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index 556a747e..72e7b613 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.1466,0.0000,0.0008,0.9570,0.2519,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0614,0.0000,0.0000,0.0000,0.0001,0.0179
-DCC_bivariate_loop,,0.1466,0.0000,,0.0000,0.0005,0.0191,0.0010,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0614,0.0000,,0.0000,0.0000,0.0000,0.0003,0.2925
-SW_15,,0.0008,0.0000,0.0005,0.0000,,0.0000,0.0000,0.0070,0.0000
-SW_30,,0.9570,0.0000,0.0191,0.0000,0.0000,,0.0742,0.0000,0.0000
-SW_60,,0.2519,0.0000,0.0010,0.0000,0.0000,0.0742,,0.0000,0.0000
-SW_120,,0.0000,0.0001,0.0000,0.0003,0.0070,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0179,0.0000,0.2925,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.6616e-07,1.4656e-01,2.8088e-07,7.7184e-04,9.5703e-01,2.5195e-01,1.1797e-05,2.0097e-07
+DCC_joint,,3.6616e-07,,6.7114e-11,6.1371e-02,2.8437e-06,7.9933e-13,2.8793e-11,9.4323e-05,1.7860e-02
+DCC_bivariate_loop,,1.4656e-01,6.7114e-11,,1.9332e-09,4.5505e-04,1.9072e-02,9.8665e-04,1.0456e-07,4.4130e-11
+SW_cross_validated,,2.8088e-07,6.1371e-02,1.9332e-09,,6.1184e-06,5.4769e-11,1.6386e-10,2.7952e-04,2.9254e-01
+SW_15,,7.7184e-04,2.8437e-06,4.5505e-04,6.1184e-06,,2.3240e-06,8.4361e-07,6.9809e-03,9.4034e-07
+SW_30,,9.5703e-01,7.9933e-13,1.9072e-02,5.4769e-11,2.3240e-06,,7.4225e-02,7.5161e-10,6.7153e-13
+SW_60,,2.5195e-01,2.8793e-11,9.8665e-04,1.6386e-10,8.4361e-07,7.4225e-02,,2.7008e-09,1.9429e-11
+SW_120,,1.1797e-05,9.4323e-05,1.0456e-07,2.7952e-04,6.9809e-03,7.5161e-10,2.7008e-09,,1.6354e-05
+sFC,,2.0097e-07,1.7860e-02,4.4130e-11,2.9254e-01,9.4034e-07,6.7153e-13,1.9429e-11,1.6354e-05,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index f69390d5..41a076f2 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.9539,0.7686,0.7826,0.0000,0.0003,0.0413,0.0598,0.0355
-DCC_joint,,0.9539,,0.8025,0.8203,0.0000,0.0001,0.0350,0.0531,0.0123
-DCC_bivariate_loop,,0.7686,0.8025,,0.9548,0.0000,0.0002,0.0693,0.0995,0.0098
-SW_cross_validated,,0.7826,0.8203,0.9548,,0.0000,0.0000,0.0368,0.0578,0.0022
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0000,0.0000
-SW_30,,0.0003,0.0001,0.0002,0.0000,0.0001,,0.0246,0.0176,0.0000
-SW_60,,0.0413,0.0350,0.0693,0.0368,0.0000,0.0246,,0.8620,0.0000
-SW_120,,0.0598,0.0531,0.0995,0.0578,0.0000,0.0176,0.8620,,0.0001
-sFC,,0.0355,0.0123,0.0098,0.0022,0.0000,0.0000,0.0000,0.0001,
+SVWP_joint,,,9.5389e-01,7.6862e-01,7.8255e-01,5.3438e-07,3.3363e-04,4.1341e-02,5.9820e-02,3.5467e-02
+DCC_joint,,9.5389e-01,,8.0254e-01,8.2034e-01,1.1356e-08,7.2346e-05,3.5029e-02,5.3054e-02,1.2324e-02
+DCC_bivariate_loop,,7.6862e-01,8.0254e-01,,9.5478e-01,4.1865e-08,2.4384e-04,6.9293e-02,9.9538e-02,9.7937e-03
+SW_cross_validated,,7.8255e-01,8.2034e-01,9.5478e-01,,3.1753e-09,3.6340e-05,3.6809e-02,5.7818e-02,2.2035e-03
+SW_15,,5.3438e-07,1.1356e-08,4.1865e-08,3.1753e-09,,5.5419e-05,1.5262e-06,1.2635e-06,2.5462e-12
+SW_30,,3.3363e-04,7.2346e-05,2.4384e-04,3.6340e-05,5.5419e-05,,2.4626e-02,1.7559e-02,6.8788e-09
+SW_60,,4.1341e-02,3.5029e-02,6.9293e-02,3.6809e-02,1.5262e-06,2.4626e-02,,8.6197e-01,3.2522e-05
+SW_120,,5.9820e-02,5.3054e-02,9.9538e-02,5.7818e-02,1.2635e-06,1.7559e-02,8.6197e-01,,6.5510e-05
+sFC,,3.5467e-02,1.2324e-02,9.7937e-03,2.2035e-03,2.5462e-12,6.8788e-09,3.2522e-05,6.5510e-05,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index df72405b..3be7b7c2 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0020,0.8966,0.0000,0.0030,0.3142,0.7556,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0005
-DCC_bivariate_loop,,0.0020,0.0000,,0.0023,0.0032,0.4543,0.0483,0.0050,0.0000
-SW_cross_validated,,0.8966,0.0000,0.0023,,0.0000,0.0034,0.3562,0.8452,0.0000
-SW_15,,0.0000,0.0000,0.0032,0.0000,,0.0001,0.0000,0.0000,0.0000
-SW_30,,0.0030,0.0000,0.4543,0.0034,0.0001,,0.1110,0.0090,0.0000
-SW_60,,0.3142,0.0000,0.0483,0.3562,0.0000,0.1110,,0.4661,0.0000
-SW_120,,0.7556,0.0000,0.0050,0.8452,0.0000,0.0090,0.4661,,0.0000
-sFC,,0.0000,0.0005,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.7675e-13,2.0482e-03,8.9661e-01,1.5800e-07,3.0448e-03,3.1419e-01,7.5558e-01,2.7171e-14
+DCC_joint,,9.7675e-13,,1.8400e-08,5.9354e-13,1.4846e-06,6.4790e-11,8.8233e-10,5.3293e-12,4.9480e-04
+DCC_bivariate_loop,,2.0482e-03,1.8400e-08,,2.2782e-03,3.1801e-03,4.5429e-01,4.8314e-02,4.9559e-03,5.6543e-10
+SW_cross_validated,,8.9661e-01,5.9354e-13,2.2782e-03,,1.3998e-07,3.3773e-03,3.5617e-01,8.4521e-01,1.4097e-14
+SW_15,,1.5800e-07,1.4846e-06,3.1801e-03,1.3998e-07,,9.5903e-05,2.6439e-05,5.6735e-07,7.9089e-09
+SW_30,,3.0448e-03,6.4790e-11,4.5429e-01,3.3773e-03,9.5903e-05,,1.1104e-01,8.9874e-03,9.9707e-13
+SW_60,,3.1419e-01,8.8233e-10,4.8314e-02,3.5617e-01,2.6439e-05,1.1104e-01,,4.6609e-01,4.8745e-11
+SW_120,,7.5558e-01,5.3293e-12,4.9559e-03,8.4521e-01,5.6735e-07,8.9874e-03,4.6609e-01,,1.8291e-13
+sFC,,2.7171e-14,4.9480e-04,5.6543e-10,1.4097e-14,7.9089e-09,9.9707e-13,4.8745e-11,1.8291e-13,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 47a323f9..c7d584f0 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.3449e-11,3.4632e-09,1.9247e-08,8.7099e-23,1.6793e-18,1.7452e-14,1.0599e-11,1.0315e-04
+DCC_joint,,2.3449e-11,,2.1262e-07,1.4041e-16,7.4376e-30,3.0363e-26,9.2142e-22,1.1488e-18,1.6489e-11
+DCC_bivariate_loop,,3.4632e-09,2.1262e-07,,1.8267e-15,5.2085e-30,4.0157e-26,3.4722e-21,7.8826e-18,6.9150e-08
+SW_cross_validated,,1.9247e-08,1.4041e-16,1.8267e-15,,5.1877e-22,2.4388e-16,3.8775e-10,1.6967e-05,8.2398e-13
+SW_15,,8.7099e-23,7.4376e-30,5.2085e-30,5.1877e-22,,9.0292e-22,2.4094e-22,2.3808e-21,2.4301e-27
+SW_30,,1.6793e-18,3.0363e-26,4.0157e-26,2.4388e-16,9.0292e-22,,1.3577e-13,2.0497e-14,2.7398e-23
+SW_60,,1.7452e-14,9.2142e-22,3.4722e-21,3.8775e-10,2.4094e-22,1.3577e-13,,1.5524e-05,8.9892e-19
+SW_120,,1.0599e-11,1.1488e-18,7.8826e-18,1.6967e-05,2.3808e-21,2.0497e-14,1.5524e-05,,1.3955e-15
+sFC,,1.0315e-04,1.6489e-11,6.9150e-08,8.2398e-13,2.4301e-27,2.7398e-23,8.9892e-19,1.3955e-15,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index ed2baaeb..b80ba22e 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0020,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0020,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.6975e-09,2.8564e-07,3.4600e-06,4.9028e-21,1.2412e-16,3.2886e-13,3.3358e-10,1.1528e-04
+DCC_joint,,2.6975e-09,,6.9548e-06,7.8157e-13,1.2391e-28,2.0921e-23,8.2217e-21,1.4155e-17,5.0742e-10
+DCC_bivariate_loop,,2.8564e-07,6.9548e-06,,9.3683e-12,1.8650e-29,1.9403e-23,1.4225e-20,6.4274e-17,3.8398e-06
+SW_cross_validated,,3.4600e-06,7.8157e-13,9.3683e-12,,2.5662e-18,7.0175e-13,1.0307e-07,1.9579e-03,2.1953e-10
+SW_15,,4.9028e-21,1.2391e-28,1.8650e-29,2.5662e-18,,4.8391e-19,3.6854e-22,3.6395e-21,6.9019e-29
+SW_30,,1.2412e-16,2.0921e-23,1.9403e-23,7.0175e-13,4.8391e-19,,1.5419e-12,4.6799e-14,9.8802e-23
+SW_60,,3.2886e-13,8.2217e-21,1.4225e-20,1.0307e-07,3.6854e-22,1.5419e-12,,2.0314e-06,1.3069e-19
+SW_120,,3.3358e-10,1.4155e-17,6.4274e-17,1.9579e-03,3.6395e-21,4.6799e-14,2.0314e-06,,9.2828e-16
+sFC,,1.1528e-04,5.0742e-10,3.8398e-06,2.1953e-10,6.9019e-29,9.8802e-23,1.3069e-19,9.2828e-16,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 3bd0224f..a211e46e 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0087
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0016,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0027,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0016,0.0000,0.0000,0.0027,,0.0000
-sFC,,0.0087,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.1584e-09,2.2525e-07,2.2229e-07,1.1597e-21,2.0084e-17,1.8860e-13,4.2532e-10,8.7238e-03
+DCC_joint,,1.1584e-09,,4.7447e-06,1.1409e-13,2.1026e-29,9.9010e-25,6.6282e-20,1.9196e-15,1.7413e-10
+DCC_bivariate_loop,,2.2525e-07,4.7447e-06,,1.6714e-12,4.6242e-29,3.7046e-24,4.2326e-19,1.6494e-14,4.7716e-07
+SW_cross_validated,,2.2229e-07,1.1409e-13,1.6714e-12,,1.6413e-18,5.9992e-13,2.7559e-07,1.6236e-03,4.4999e-10
+SW_15,,1.1597e-21,2.1026e-29,4.6242e-29,1.6413e-18,,1.4399e-20,2.6059e-20,1.7536e-17,3.8242e-26
+SW_30,,2.0084e-17,9.9010e-25,3.7046e-24,5.9992e-13,1.4399e-20,,2.0886e-11,1.0444e-10,1.5584e-21
+SW_60,,1.8860e-13,6.6282e-20,4.2326e-19,2.7559e-07,2.6059e-20,2.0886e-11,,2.7137e-03,8.0929e-17
+SW_120,,4.2532e-10,1.9196e-15,1.6494e-14,1.6236e-03,1.7536e-17,1.0444e-10,2.7137e-03,,1.6065e-12
+sFC,,8.7238e-03,1.7413e-10,4.7716e-07,4.4999e-10,3.8242e-26,1.5584e-21,8.0929e-17,1.6065e-12,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 8cd72d8b..ce054533 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0478
-DCC_joint,,0.0000,,0.0014,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0014,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0025,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0025,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0478,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.1727e-09,7.1007e-08,3.2727e-08,1.6626e-22,7.6537e-18,2.4289e-14,3.6714e-10,4.7806e-02
+DCC_joint,,2.1727e-09,,1.4214e-03,3.8522e-15,1.8589e-32,2.9634e-25,7.8774e-22,5.7763e-16,2.4230e-09
+DCC_bivariate_loop,,7.1007e-08,1.4214e-03,,3.8689e-14,1.3329e-29,9.0922e-24,1.7647e-20,4.0270e-15,3.0225e-07
+SW_cross_validated,,3.2727e-08,3.8522e-15,3.8689e-14,,5.0170e-21,6.1511e-15,2.4047e-09,2.5384e-03,2.3136e-10
+SW_15,,1.6626e-22,1.8589e-32,1.3329e-29,5.0170e-21,,2.0510e-20,1.4854e-22,1.3702e-19,6.6250e-25
+SW_30,,7.6537e-18,2.9634e-25,9.0922e-24,6.1511e-15,2.0510e-20,,1.1572e-12,9.0154e-13,5.0907e-20
+SW_60,,2.4289e-14,7.8774e-22,1.7647e-20,2.4047e-09,1.4854e-22,1.1572e-12,,1.0552e-05,1.3325e-16
+SW_120,,3.6714e-10,5.7763e-16,4.0270e-15,2.5384e-03,1.3702e-19,9.0154e-13,1.0552e-05,,5.4793e-12
+sFC,,4.7806e-02,2.4230e-09,3.0225e-07,2.3136e-10,6.6250e-25,5.0907e-20,1.3325e-16,5.4793e-12,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index bc395cfc..bf73e51a 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0032,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0032,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.1057e-14,4.6525e-12,8.7935e-13,3.5216e-30,2.7532e-21,3.3765e-17,2.1506e-17,5.0800e-06
+DCC_joint,,1.1057e-14,,3.2030e-03,9.1711e-17,5.3675e-30,7.9154e-23,1.2657e-19,2.8549e-20,1.8192e-10
+DCC_bivariate_loop,,4.6525e-12,3.2030e-03,,1.0257e-15,1.7301e-28,5.6538e-22,9.0802e-19,4.7232e-19,1.2490e-07
+SW_cross_validated,,8.7935e-13,9.1711e-17,1.0257e-15,,3.0388e-22,6.1466e-15,4.5205e-09,4.2618e-05,8.6170e-14
+SW_15,,3.5216e-30,5.3675e-30,1.7301e-28,3.0388e-22,,2.5355e-18,3.1269e-20,4.8449e-24,3.1753e-28
+SW_30,,2.7532e-21,7.9154e-23,5.6538e-22,6.1466e-15,2.5355e-18,,3.8083e-10,1.4565e-14,3.7723e-21
+SW_60,,3.3765e-17,1.2657e-19,9.0802e-19,4.5205e-09,3.1269e-20,3.8083e-10,,2.1105e-06,1.5108e-17
+SW_120,,2.1506e-17,2.8549e-20,4.7232e-19,4.2618e-05,4.8449e-24,1.4565e-14,2.1105e-06,,1.4190e-17
+sFC,,5.0800e-06,1.8192e-10,1.2490e-07,8.6170e-14,3.1753e-28,3.7723e-21,1.5108e-17,1.4190e-17,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index ce4a0987..ee5e99bf 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0007
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0001,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0007,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.8979e-06,3.7992e-05,3.6594e-06,9.7460e-10,6.2995e-09,8.5499e-09,9.1478e-08,6.6149e-04
+DCC_joint,,5.8979e-06,,5.0315e-09,1.0166e-15,9.1295e-33,4.7625e-27,4.0084e-22,6.7094e-20,1.1271e-11
+DCC_bivariate_loop,,3.7992e-05,5.0315e-09,,3.0418e-14,3.7434e-31,1.0505e-25,6.6367e-21,1.5156e-18,1.0859e-06
+SW_cross_validated,,3.6594e-06,1.0166e-15,3.0418e-14,,8.4837e-21,7.1862e-15,1.6171e-09,6.3119e-05,3.9530e-12
+SW_15,,9.7460e-10,9.1295e-33,3.7434e-31,8.4837e-21,,2.8154e-22,5.6180e-22,1.9198e-22,6.9669e-28
+SW_30,,6.2995e-09,4.7625e-27,1.0505e-25,7.1862e-15,2.8154e-22,,3.7032e-12,6.1683e-15,4.7739e-23
+SW_60,,8.5499e-09,4.0084e-22,6.6367e-21,1.6171e-09,5.6180e-22,3.7032e-12,,8.3342e-07,8.4553e-19
+SW_120,,9.1478e-08,6.7094e-20,1.5156e-18,6.3119e-05,1.9198e-22,6.1683e-15,8.3342e-07,,2.3382e-16
+sFC,,6.6149e-04,1.1271e-11,1.0859e-06,3.9530e-12,6.9669e-28,4.7739e-23,8.4553e-19,2.3382e-16,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index c3007666..91a5e9ff 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0059
-DCC_joint,,0.0000,,0.0309,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0309,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0059,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.5845e-09,1.3411e-08,1.3341e-06,2.0568e-22,4.2891e-18,3.3221e-14,4.8829e-12,5.8590e-03
+DCC_joint,,1.5845e-09,,3.0947e-02,4.9303e-13,5.8157e-30,2.2011e-25,1.0163e-20,1.2502e-19,7.1360e-11
+DCC_bivariate_loop,,1.3411e-08,3.0947e-02,,1.7326e-12,5.8167e-29,1.5175e-24,4.3276e-20,6.8140e-19,3.0712e-09
+SW_cross_validated,,1.3341e-06,4.9303e-13,1.7326e-12,,1.4402e-19,3.1733e-14,4.6100e-09,2.9388e-05,1.6989e-09
+SW_15,,2.0568e-22,5.8157e-30,5.8167e-29,1.4402e-19,,1.9189e-20,3.4559e-21,5.8277e-23,3.8375e-27
+SW_30,,4.2891e-18,2.2011e-25,1.5175e-24,3.1733e-14,1.9189e-20,,3.2626e-12,7.8936e-16,1.6111e-22
+SW_60,,3.3221e-14,1.0163e-20,4.3276e-20,4.6100e-09,3.4559e-21,3.2626e-12,,5.0471e-07,6.5064e-18
+SW_120,,4.8829e-12,1.2502e-19,6.8140e-19,2.9388e-05,5.8277e-23,7.8936e-16,5.0471e-07,,3.2467e-16
+sFC,,5.8590e-03,7.1360e-11,3.0712e-09,1.6989e-09,3.8375e-27,1.6111e-22,6.5064e-18,3.2467e-16,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index e62de69e..e06ad4cd 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1228,0.0015,0.7166,0.0117,0.0005,0.0024,0.8146,0.3869
-DCC_joint,,0.1228,,0.0000,0.0017,0.0100,0.0000,0.0001,0.0087,0.1421
-DCC_bivariate_loop,,0.0015,0.0000,,0.0000,0.1937,0.3489,0.7266,0.0000,0.0000
-SW_cross_validated,,0.7166,0.0017,0.0000,,0.0001,0.0000,0.0000,0.3432,0.0576
-SW_15,,0.0117,0.0100,0.1937,0.0001,,0.0443,0.3162,0.0004,0.0036
-SW_30,,0.0005,0.0000,0.3489,0.0000,0.0443,,0.2103,0.0000,0.0000
-SW_60,,0.0024,0.0001,0.7266,0.0000,0.3162,0.2103,,0.0000,0.0001
-SW_120,,0.8146,0.0087,0.0000,0.3432,0.0004,0.0000,0.0000,,0.2649
-sFC,,0.3869,0.1421,0.0000,0.0576,0.0036,0.0000,0.0001,0.2649,
+SVWP_joint,,,1.2281e-01,1.5409e-03,7.1659e-01,1.1713e-02,5.3428e-04,2.3762e-03,8.1455e-01,3.8685e-01
+DCC_joint,,1.2281e-01,,1.6273e-05,1.6887e-03,9.9863e-03,1.4668e-06,6.1177e-05,8.6642e-03,1.4212e-01
+DCC_bivariate_loop,,1.5409e-03,1.6273e-05,,2.7597e-06,1.9368e-01,3.4893e-01,7.2660e-01,5.0625e-06,4.0073e-05
+SW_cross_validated,,7.1659e-01,1.6887e-03,2.7597e-06,,1.3237e-04,6.5436e-07,5.6583e-06,3.4324e-01,5.7599e-02
+SW_15,,1.1713e-02,9.9863e-03,1.9368e-01,1.3237e-04,,4.4252e-02,3.1622e-01,4.3334e-04,3.6068e-03
+SW_30,,5.3428e-04,1.4668e-06,3.4893e-01,6.5436e-07,4.4252e-02,,2.1026e-01,9.7396e-07,6.4065e-06
+SW_60,,2.3762e-03,6.1177e-05,7.2660e-01,5.6583e-06,3.1622e-01,2.1026e-01,,1.1708e-05,9.8293e-05
+SW_120,,8.1455e-01,8.6642e-03,5.0625e-06,3.4324e-01,4.3334e-04,9.7396e-07,1.1708e-05,,2.6486e-01
+sFC,,3.8685e-01,1.4212e-01,4.0073e-05,5.7599e-02,3.6068e-03,6.4065e-06,9.8293e-05,2.6486e-01,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index 54f42b18..17380361 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0008,0.4141,0.0004,0.0205,0.3577,0.9726,0.0003
-DCC_joint,,0.0001,,0.3149,0.0010,0.0000,0.0000,0.0000,0.0001,0.5981
-DCC_bivariate_loop,,0.0008,0.3149,,0.0064,0.0000,0.0000,0.0000,0.0005,0.2045
-SW_cross_validated,,0.4141,0.0010,0.0064,,0.0000,0.0030,0.0610,0.3819,0.0018
-SW_15,,0.0004,0.0000,0.0000,0.0000,,0.1527,0.0001,0.0003,0.0000
-SW_30,,0.0205,0.0000,0.0000,0.0030,0.1527,,0.0347,0.0184,0.0000
-SW_60,,0.3577,0.0000,0.0000,0.0610,0.0001,0.0347,,0.3565,0.0000
-SW_120,,0.9726,0.0001,0.0005,0.3819,0.0003,0.0184,0.3565,,0.0002
-sFC,,0.0003,0.5981,0.2045,0.0018,0.0000,0.0000,0.0000,0.0002,
+SVWP_joint,,,1.2262e-04,7.8017e-04,4.1415e-01,3.8894e-04,2.0507e-02,3.5767e-01,9.7259e-01,3.3156e-04
+DCC_joint,,1.2262e-04,,3.1489e-01,9.9157e-04,4.3091e-10,1.6369e-07,2.7550e-07,7.3618e-05,5.9812e-01
+DCC_bivariate_loop,,7.8017e-04,3.1489e-01,,6.4467e-03,1.8839e-09,8.1260e-07,2.2293e-06,4.9558e-04,2.0448e-01
+SW_cross_validated,,4.1415e-01,9.9157e-04,6.4467e-03,,3.9387e-05,2.9770e-03,6.0958e-02,3.8188e-01,1.8198e-03
+SW_15,,3.8894e-04,4.3091e-10,1.8839e-09,3.9387e-05,,1.5274e-01,5.3490e-05,2.6752e-04,3.4825e-08
+SW_30,,2.0507e-02,1.6369e-07,8.1260e-07,2.9770e-03,1.5274e-01,,3.4674e-02,1.8431e-02,1.6641e-06
+SW_60,,3.5767e-01,2.7550e-07,2.2293e-06,6.0958e-02,5.3490e-05,3.4674e-02,,3.5652e-01,8.0860e-06
+SW_120,,9.7259e-01,7.3618e-05,4.9558e-04,3.8188e-01,2.6752e-04,1.8431e-02,3.5652e-01,,2.4060e-04
+sFC,,3.3156e-04,5.9812e-01,2.0448e-01,1.8198e-03,3.4825e-08,1.6641e-06,8.0860e-06,2.4060e-04,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index e110870f..21c0be47 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0401,0.0502,0.0002,0.0000,0.0000,0.0000,0.0001,0.8436
-DCC_joint,,0.0401,,0.8911,0.0000,0.0000,0.0000,0.0000,0.0000,0.0725
-DCC_bivariate_loop,,0.0502,0.8911,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0855
-SW_cross_validated,,0.0002,0.0000,0.0000,,0.0000,0.0010,0.0024,0.1225,0.0023
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0038,0.1250,0.0281,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0010,0.0038,,0.6098,0.4055,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0024,0.1250,0.6098,,0.2920,0.0000
-SW_120,,0.0001,0.0000,0.0000,0.1225,0.0281,0.4055,0.2920,,0.0005
-sFC,,0.8436,0.0725,0.0855,0.0023,0.0000,0.0000,0.0000,0.0005,
+SVWP_joint,,,4.0054e-02,5.0193e-02,1.5725e-04,6.8933e-10,3.0405e-08,2.9504e-07,6.4893e-05,8.4359e-01
+DCC_joint,,4.0054e-02,,8.9107e-01,3.1099e-07,5.0301e-13,2.4633e-11,1.4663e-09,9.5535e-07,7.2547e-02
+DCC_bivariate_loop,,5.0193e-02,8.9107e-01,,3.8217e-07,5.6543e-13,2.8516e-11,1.6993e-09,1.1178e-06,8.5486e-02
+SW_cross_validated,,1.5725e-04,3.1099e-07,3.8217e-07,,4.3911e-06,9.8918e-04,2.3921e-03,1.2250e-01,2.3320e-03
+SW_15,,6.8933e-10,5.0301e-13,5.6543e-13,4.3911e-06,,3.7697e-03,1.2497e-01,2.8068e-02,1.5874e-07
+SW_30,,3.0405e-08,2.4633e-11,2.8516e-11,9.8918e-04,3.7697e-03,,6.0977e-01,4.0547e-01,3.6746e-06
+SW_60,,2.9504e-07,1.4663e-09,1.6993e-09,2.3921e-03,1.2497e-01,6.0977e-01,,2.9200e-01,8.7298e-06
+SW_120,,6.4893e-05,9.5535e-07,1.1178e-06,1.2250e-01,2.8068e-02,4.0547e-01,2.9200e-01,,4.5405e-04
+sFC,,8.4359e-01,7.2547e-02,8.5486e-02,2.3320e-03,1.5874e-07,3.6746e-06,8.7298e-06,4.5405e-04,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index 7fc3e842..916c5e49 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.1489,0.2685,0.0409,0.7910,0.1015,0.0917,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0013
-DCC_bivariate_loop,,0.1489,0.0000,,0.5890,0.0000,0.0079,0.6494,0.5116,0.0000
-SW_cross_validated,,0.2685,0.0000,0.5890,,0.0002,0.0359,0.3665,0.3076,0.0000
-SW_15,,0.0409,0.0000,0.0000,0.0002,,0.0108,0.0001,0.0001,0.0000
-SW_30,,0.7910,0.0000,0.0079,0.0359,0.0108,,0.0064,0.0112,0.0000
-SW_60,,0.1015,0.0000,0.6494,0.3665,0.0001,0.0064,,0.7877,0.0000
-SW_120,,0.0917,0.0000,0.5116,0.3076,0.0001,0.0112,0.7877,,0.0000
-sFC,,0.0000,0.0013,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.9764e-13,1.4893e-01,2.6850e-01,4.0899e-02,7.9098e-01,1.0151e-01,9.1706e-02,8.7422e-14
+DCC_joint,,1.9764e-13,,1.4133e-19,1.3287e-18,5.3822e-15,2.3832e-18,3.6110e-18,3.4448e-16,1.2613e-03
+DCC_bivariate_loop,,1.4893e-01,1.4133e-19,,5.8901e-01,4.8414e-05,7.8775e-03,6.4940e-01,5.1159e-01,2.9639e-19
+SW_cross_validated,,2.6850e-01,1.3287e-18,5.8901e-01,,2.0180e-04,3.5946e-02,3.6648e-01,3.0764e-01,1.9110e-18
+SW_15,,4.0899e-02,5.3822e-15,4.8414e-05,2.0180e-04,,1.0845e-02,5.3765e-05,1.4351e-04,3.1354e-15
+SW_30,,7.9098e-01,2.3832e-18,7.8775e-03,3.5946e-02,1.0845e-02,,6.3522e-03,1.1245e-02,3.5708e-18
+SW_60,,1.0151e-01,3.6110e-18,6.4940e-01,3.6648e-01,5.3765e-05,6.3522e-03,,7.8766e-01,4.2198e-18
+SW_120,,9.1706e-02,3.4448e-16,5.1159e-01,3.0764e-01,1.4351e-04,1.1245e-02,7.8766e-01,,2.3596e-16
+sFC,,8.7422e-14,1.2613e-03,2.9639e-19,1.9110e-18,3.1354e-15,3.5708e-18,4.2198e-18,2.3596e-16,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index 68d06980..6b429235 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.1574,0.0000,0.1203,0.0052,0.0571,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0421,0.0000,0.0000,0.0000,0.0002,0.0078
-DCC_bivariate_loop,,0.1574,0.0000,,0.0000,0.6868,0.0029,0.2592,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0421,0.0000,,0.0000,0.0000,0.0000,0.0004,0.2443
-SW_15,,0.1203,0.0000,0.6868,0.0000,,0.0177,0.4759,0.0000,0.0000
-SW_30,,0.0052,0.0000,0.0029,0.0000,0.0177,,0.1330,0.0000,0.0000
-SW_60,,0.0571,0.0000,0.2592,0.0000,0.4759,0.1330,,0.0000,0.0000
-SW_120,,0.0000,0.0002,0.0000,0.0004,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0078,0.0000,0.2443,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.3125e-07,1.5742e-01,5.0187e-07,1.2034e-01,5.1738e-03,5.7054e-02,2.7890e-05,3.5477e-07
+DCC_joint,,7.3125e-07,,1.3735e-15,4.2076e-02,1.4978e-13,1.5458e-15,1.4512e-12,2.3555e-04,7.8101e-03
+DCC_bivariate_loop,,1.5742e-01,1.3735e-15,,2.7686e-12,6.8677e-01,2.8833e-03,2.5922e-01,8.3107e-12,2.1660e-15
+SW_cross_validated,,5.0187e-07,4.2076e-02,2.7686e-12,,1.3491e-11,5.2076e-13,2.9529e-11,3.6008e-04,2.4429e-01
+SW_15,,1.2034e-01,1.4978e-13,6.8677e-01,1.3491e-11,,1.7708e-02,4.7589e-01,9.4909e-11,1.3530e-13
+SW_30,,5.1738e-03,1.5458e-15,2.8833e-03,5.2076e-13,1.7708e-02,,1.3299e-01,1.2434e-12,1.8641e-15
+SW_60,,5.7054e-02,1.4512e-12,2.5922e-01,2.9529e-11,4.7589e-01,1.3299e-01,,2.8297e-10,1.0908e-12
+SW_120,,2.7890e-05,2.3555e-04,8.3107e-12,3.6008e-04,9.4909e-11,1.2434e-12,2.8297e-10,,3.1730e-05
+sFC,,3.5477e-07,7.8101e-03,2.1660e-15,2.4429e-01,1.3530e-13,1.8641e-15,1.0908e-12,3.1730e-05,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index 2c82b913..6deb0e8c 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0167,0.0189,0.8844,0.1602,0.5732,0.4119,0.1211,0.0388
-DCC_joint,,0.0167,,0.8828,0.0007,0.0000,0.0001,0.0004,0.0011,0.2734
-DCC_bivariate_loop,,0.0189,0.8828,,0.0018,0.0000,0.0003,0.0007,0.0015,0.4162
-SW_cross_validated,,0.8844,0.0007,0.0018,,0.0531,0.3911,0.2698,0.0758,0.0065
-SW_15,,0.1602,0.0000,0.0000,0.0531,,0.3053,0.6009,0.4552,0.0000
-SW_30,,0.5732,0.0001,0.0003,0.3911,0.3053,,0.7225,0.1959,0.0011
-SW_60,,0.4119,0.0004,0.0007,0.2698,0.6009,0.7225,,0.3124,0.0019
-SW_120,,0.1211,0.0011,0.0015,0.0758,0.4552,0.1959,0.3124,,0.0028
-sFC,,0.0388,0.2734,0.4162,0.0065,0.0000,0.0011,0.0019,0.0028,
+SVWP_joint,,,1.6727e-02,1.8883e-02,8.8442e-01,1.6017e-01,5.7324e-01,4.1189e-01,1.2108e-01,3.8753e-02
+DCC_joint,,1.6727e-02,,8.8279e-01,7.0324e-04,1.7748e-06,1.4136e-04,3.8747e-04,1.1262e-03,2.7340e-01
+DCC_bivariate_loop,,1.8883e-02,8.8279e-01,,1.7727e-03,6.6366e-06,3.4406e-04,7.0415e-04,1.4561e-03,4.1619e-01
+SW_cross_validated,,8.8442e-01,7.0324e-04,1.7727e-03,,5.3061e-02,3.9107e-01,2.6981e-01,7.5799e-02,6.5419e-03
+SW_15,,1.6017e-01,1.7748e-06,6.6366e-06,5.3061e-02,,3.0531e-01,6.0090e-01,4.5518e-01,2.1968e-05
+SW_30,,5.7324e-01,1.4136e-04,3.4406e-04,3.9107e-01,3.0531e-01,,7.2248e-01,1.9592e-01,1.1432e-03
+SW_60,,4.1189e-01,3.8747e-04,7.0415e-04,2.6981e-01,6.0090e-01,7.2248e-01,,3.1244e-01,1.9348e-03
+SW_120,,1.2108e-01,1.1262e-03,1.4561e-03,7.5799e-02,4.5518e-01,1.9592e-01,3.1244e-01,,2.7847e-03
+sFC,,3.8753e-02,2.7340e-01,4.1619e-01,6.5419e-03,2.1968e-05,1.1432e-03,1.9348e-03,2.7847e-03,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index 41d069f9..17957dea 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.1759,0.4865,0.5676,0.0332,0.6268,0.5800,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0002
-DCC_bivariate_loop,,0.1759,0.0000,,0.0328,0.4180,0.4201,0.3509,0.3608,0.0000
-SW_cross_validated,,0.4865,0.0000,0.0328,,0.1849,0.0031,0.2049,0.1666,0.0000
-SW_15,,0.5676,0.0000,0.4180,0.1849,,0.1070,0.9172,0.9548,0.0000
-SW_30,,0.0332,0.0000,0.4201,0.0031,0.1070,,0.0794,0.0778,0.0000
-SW_60,,0.6268,0.0000,0.3509,0.2049,0.9172,0.0794,,0.9581,0.0000
-SW_120,,0.5800,0.0000,0.3608,0.1666,0.9548,0.0778,0.9581,,0.0000
-sFC,,0.0000,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.3630e-13,1.7588e-01,4.8646e-01,5.6759e-01,3.3194e-02,6.2677e-01,5.7998e-01,1.8211e-14
+DCC_joint,,2.3630e-13,,1.1589e-13,2.3210e-15,1.6978e-13,1.9151e-14,7.3970e-14,2.4907e-14,2.4981e-04
+DCC_bivariate_loop,,1.7588e-01,1.1589e-13,,3.2762e-02,4.1802e-01,4.2013e-01,3.5094e-01,3.6083e-01,1.1210e-14
+SW_cross_validated,,4.8646e-01,2.3210e-15,3.2762e-02,,1.8493e-01,3.0999e-03,2.0488e-01,1.6663e-01,8.5693e-17
+SW_15,,5.6759e-01,1.6978e-13,4.1802e-01,1.8493e-01,,1.0696e-01,9.1723e-01,9.5478e-01,1.4377e-14
+SW_30,,3.3194e-02,1.9151e-14,4.2013e-01,3.0999e-03,1.0696e-01,,7.9421e-02,7.7813e-02,1.8540e-15
+SW_60,,6.2677e-01,7.3970e-14,3.5094e-01,2.0488e-01,9.1723e-01,7.9421e-02,,9.5811e-01,5.6802e-15
+SW_120,,5.7998e-01,2.4907e-14,3.6083e-01,1.6663e-01,9.5478e-01,7.7813e-02,9.5811e-01,,1.7318e-15
+sFC,,1.8211e-14,2.4981e-04,1.1210e-14,8.5693e-17,1.4377e-14,1.8540e-15,5.6802e-15,1.7318e-15,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 8f493543..f9ec9230 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0069,0.0000,0.0000,0.0000,0.0000,0.0000,0.6269
-DCC_bivariate_loop,,0.0000,0.0069,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0690
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0001,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0066,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,0.0066,,0.0000
-sFC,,0.0000,0.6269,0.0690,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.4027e-09,4.5569e-08,1.3750e-05,2.3713e-17,5.3568e-14,8.7243e-11,1.2008e-08,1.9440e-08
+DCC_joint,,5.4027e-09,,6.9495e-03,7.3926e-15,1.9820e-27,1.3474e-24,6.9338e-20,1.6261e-16,6.2689e-01
+DCC_bivariate_loop,,4.5569e-08,6.9495e-03,,2.8248e-14,2.0005e-27,1.8265e-24,1.5551e-19,4.5865e-16,6.9014e-02
+SW_cross_validated,,1.3750e-05,7.3926e-15,2.8248e-14,,4.3775e-18,2.1702e-13,4.8301e-08,1.2853e-04,5.3590e-14
+SW_15,,2.3713e-17,1.9820e-27,2.0005e-27,4.3775e-18,,4.1976e-21,1.6893e-18,3.0311e-16,9.8260e-25
+SW_30,,5.3568e-14,1.3474e-24,1.8265e-24,2.1702e-13,4.1976e-21,,1.6530e-10,4.6604e-10,4.1781e-22
+SW_60,,8.7243e-11,6.9338e-20,1.5551e-19,4.8301e-08,1.6893e-18,1.6530e-10,,6.5753e-03,1.6941e-18
+SW_120,,1.2008e-08,1.6261e-16,4.5865e-16,1.2853e-04,3.0311e-16,4.6604e-10,6.5753e-03,,1.0662e-15
+sFC,,1.9440e-08,6.2689e-01,6.9014e-02,5.3590e-14,9.8260e-25,4.1781e-22,1.6941e-18,1.0662e-15,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index dc3e599e..43a60b4c 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0009,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0107,0.0000,0.0000,0.0000,0.0000,0.0000,0.7957
-DCC_bivariate_loop,,0.0000,0.0107,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0044
-SW_cross_validated,,0.0009,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0074,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0006,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0074,0.0000,0.0000,0.0006,,0.0000
-sFC,,0.0000,0.7957,0.0044,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.1433e-07,5.4410e-06,8.8688e-04,8.0560e-15,1.1417e-11,3.7632e-09,2.7278e-07,4.5075e-07
+DCC_joint,,6.1433e-07,,1.0734e-02,1.2624e-10,2.9278e-25,4.9920e-20,4.7336e-18,2.0913e-16,7.9573e-01
+DCC_bivariate_loop,,5.4410e-06,1.0734e-02,,5.3274e-10,1.4078e-25,7.0534e-20,8.8336e-18,5.0610e-16,4.3952e-03
+SW_cross_validated,,8.8688e-04,1.2624e-10,5.3274e-10,,5.8369e-13,6.4447e-09,2.4686e-05,7.4203e-03,9.6146e-11
+SW_15,,8.0560e-15,2.9278e-25,1.4078e-25,5.8369e-13,,8.0433e-12,1.9017e-15,2.1185e-16,7.2530e-26
+SW_30,,1.1417e-11,4.9920e-20,7.0534e-20,6.4447e-09,8.0433e-12,,3.3268e-07,7.9919e-10,2.6665e-20
+SW_60,,3.7632e-09,4.7336e-18,8.8336e-18,2.4686e-05,1.9017e-15,3.3268e-07,,6.3992e-04,2.5764e-18
+SW_120,,2.7278e-07,2.0913e-16,5.0610e-16,7.4203e-03,2.1185e-16,7.9919e-10,6.3992e-04,,1.1934e-16
+sFC,,4.5075e-07,7.9573e-01,4.3952e-03,9.6146e-11,7.2530e-26,2.6665e-20,2.5764e-18,1.1934e-16,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index cb2ff02a..07348231 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0039,0.0000,0.0000,0.0000,0.0000,0.0000,0.8020
-DCC_bivariate_loop,,0.0000,0.0039,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0582
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0103,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0003,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.3220,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0103,0.0000,0.0003,0.3220,,0.0000
-sFC,,0.0000,0.8020,0.0582,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.1714e-07,1.2630e-06,4.2847e-05,8.1327e-17,1.1890e-13,1.9175e-10,1.1993e-06,5.6340e-07
+DCC_joint,,1.1714e-07,,3.9170e-03,1.7217e-11,1.6402e-26,2.3804e-22,1.8291e-17,6.0742e-11,8.0205e-01
+DCC_bivariate_loop,,1.2630e-06,3.9170e-03,,6.5718e-11,3.3493e-27,1.6528e-22,3.3502e-17,1.7135e-10,5.8157e-02
+SW_cross_validated,,4.2847e-05,1.7217e-11,6.5718e-11,,6.9790e-14,1.2088e-09,1.8813e-05,1.0293e-02,7.5661e-11
+SW_15,,8.1327e-17,1.6402e-26,3.3493e-27,6.9790e-14,,1.9090e-15,1.3263e-14,4.3480e-09,8.8962e-23
+SW_30,,1.1890e-13,2.3804e-22,1.6528e-22,1.2088e-09,1.9090e-15,,4.6127e-07,2.5683e-04,1.0024e-19
+SW_60,,1.9175e-10,1.8291e-17,3.3502e-17,1.8813e-05,1.3263e-14,4.6127e-07,,3.2202e-01,4.2371e-16
+SW_120,,1.1993e-06,6.0742e-11,1.7135e-10,1.0293e-02,4.3480e-09,2.5683e-04,3.2202e-01,,1.3295e-10
+sFC,,5.6340e-07,8.0205e-01,5.8157e-02,7.5661e-11,8.8962e-23,1.0024e-19,4.2371e-16,1.3295e-10,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index ff36e4f3..8ca87fd1 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.2812,0.0000,0.0000,0.0000,0.0000,0.0000,0.7029
-DCC_bivariate_loop,,0.0000,0.2812,,0.0000,0.0000,0.0000,0.0000,0.0000,0.3854
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0056,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0003,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0056,0.0000,0.0000,0.0003,,0.0000
-sFC,,0.0000,0.7029,0.3854,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.8395e-07,2.6550e-07,2.8937e-05,5.4702e-17,1.2428e-13,3.7740e-11,7.2863e-08,8.3681e-06
+DCC_joint,,4.8395e-07,,2.8120e-01,2.3999e-12,3.3969e-29,6.0363e-23,4.2531e-20,1.2878e-14,7.0285e-01
+DCC_bivariate_loop,,2.6550e-07,2.8120e-01,,1.7505e-12,9.9863e-29,7.6697e-23,4.5237e-20,1.0330e-14,3.8536e-01
+SW_cross_validated,,2.8937e-05,2.3999e-12,1.7505e-12,,9.3446e-16,3.6690e-11,2.3862e-07,5.5720e-03,1.1539e-10
+SW_15,,5.4702e-17,3.3969e-29,9.9863e-29,9.3446e-16,,1.5383e-15,1.4490e-17,4.6181e-15,2.8355e-21
+SW_30,,1.2428e-13,6.0363e-23,7.6697e-23,3.6690e-11,1.5383e-15,,1.7483e-08,2.2739e-09,3.6959e-18
+SW_60,,3.7740e-11,4.2531e-20,4.5237e-20,2.3862e-07,1.4490e-17,1.7483e-08,,2.7452e-04,4.1869e-16
+SW_120,,7.2863e-08,1.2878e-14,1.0330e-14,5.5720e-03,4.6181e-15,2.2739e-09,2.7452e-04,,1.1000e-12
+sFC,,8.3681e-06,7.0285e-01,3.8536e-01,1.1539e-10,2.8355e-21,3.6959e-18,4.1869e-16,1.1000e-12,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 4d8d79f7..91e347ae 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.9150,0.0000,0.0000,0.0000,0.0000,0.0000,0.4873
-DCC_bivariate_loop,,0.0000,0.9150,,0.0000,0.0000,0.0000,0.0000,0.0000,0.5636
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0228,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0009,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0228,0.0000,0.0000,0.0009,,0.0000
-sFC,,0.0000,0.4873,0.5636,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.1203e-11,1.3542e-10,4.3285e-08,5.2973e-21,6.8211e-17,2.4382e-13,1.1241e-11,5.0110e-10
+DCC_joint,,7.1203e-11,,9.1501e-01,2.3127e-13,3.9035e-28,1.2131e-22,2.2418e-18,2.0395e-17,4.8730e-01
+DCC_bivariate_loop,,1.3542e-10,9.1501e-01,,3.0735e-13,6.3760e-27,4.5448e-22,4.2861e-18,4.0219e-17,5.6362e-01
+SW_cross_validated,,4.3285e-08,2.3127e-13,3.0735e-13,,1.1084e-14,1.4051e-09,2.8073e-05,2.2802e-02,5.8622e-13
+SW_15,,5.2973e-21,3.9035e-28,6.3760e-27,1.1084e-14,,1.4095e-14,6.6769e-15,1.1176e-16,1.3469e-24
+SW_30,,6.8211e-17,1.2131e-22,4.5448e-22,1.4051e-09,1.4095e-14,,1.6597e-06,5.8530e-10,9.7005e-21
+SW_60,,2.4382e-13,2.2418e-18,4.2861e-18,2.8073e-05,6.6769e-15,1.6597e-06,,8.6271e-04,2.1523e-17
+SW_120,,1.1241e-11,2.0395e-17,4.0219e-17,2.2802e-02,1.1176e-16,5.8530e-10,8.6271e-04,,2.1140e-16
+sFC,,5.0110e-10,4.8730e-01,5.6362e-01,5.8622e-13,1.3469e-24,9.7005e-21,2.1523e-17,2.1140e-16,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 8e52498a..1639dac5 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0002,0.0004,0.0009,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_joint,,0.0002,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.6734
-DCC_bivariate_loop,,0.0004,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0014
-SW_cross_validated,,0.0009,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0020,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0027,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0020,0.0000,0.0000,0.0027,,0.0000
-sFC,,0.0001,0.6734,0.0014,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.7184e-04,4.4379e-04,9.2224e-04,4.8773e-07,4.6487e-06,7.0982e-06,1.9885e-05,7.0926e-05
+DCC_joint,,1.7184e-04,,2.4990e-07,5.9038e-13,6.4008e-33,8.0609e-28,2.5546e-20,1.0420e-16,6.7338e-01
+DCC_bivariate_loop,,4.4379e-04,2.4990e-07,,3.1005e-12,1.1812e-32,2.0874e-27,8.4211e-20,4.0574e-16,1.4469e-03
+SW_cross_validated,,9.2224e-04,5.9038e-13,3.1005e-12,,1.1101e-14,3.8080e-10,2.1769e-06,2.0207e-03,2.4361e-12
+SW_15,,4.8773e-07,6.4008e-33,1.1812e-32,1.1101e-14,,1.8182e-20,2.5833e-16,3.9736e-15,9.7014e-25
+SW_30,,4.6487e-06,8.0609e-28,2.0874e-27,3.8080e-10,1.8182e-20,,1.2440e-07,6.7583e-09,5.0550e-22
+SW_60,,7.0982e-06,2.5546e-20,8.4211e-20,2.1769e-06,2.5833e-16,1.2440e-07,,2.6674e-03,2.6312e-18
+SW_120,,1.9885e-05,1.0420e-16,4.0574e-16,2.0207e-03,3.9736e-15,6.7583e-09,2.6674e-03,,1.3447e-15
+sFC,,7.0926e-05,6.7338e-01,1.4469e-03,2.4361e-12,9.7014e-25,5.0550e-22,2.6312e-18,1.3447e-15,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 02ae7734..efb38881 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0012,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.1712,0.0000,0.0000,0.0000,0.0000,0.0000,0.5933
-DCC_bivariate_loop,,0.0000,0.1712,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0780
-SW_cross_validated,,0.0012,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0001,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0014,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,0.0014,,0.0000
-sFC,,0.0000,0.5933,0.0780,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.3580e-08,2.4757e-08,1.2122e-03,7.5321e-17,1.3812e-13,8.8554e-11,3.1948e-08,1.9852e-07
+DCC_joint,,8.3580e-08,,1.7119e-01,5.6648e-11,1.3569e-24,1.8427e-21,5.2390e-18,5.4243e-15,5.9334e-01
+DCC_bivariate_loop,,2.4757e-08,1.7119e-01,,2.4895e-11,1.8721e-24,1.9493e-21,3.9857e-18,3.2850e-15,7.7973e-02
+SW_cross_validated,,1.2122e-03,5.6648e-11,2.4895e-11,,1.7506e-15,1.8847e-11,6.8038e-08,9.4657e-05,1.2074e-10
+SW_15,,7.5321e-17,1.3569e-24,1.8721e-24,1.7506e-15,,3.7673e-15,1.3069e-15,5.6135e-15,8.9530e-24
+SW_30,,1.3812e-13,1.8427e-21,1.9493e-21,1.8847e-11,3.7673e-15,,1.6763e-07,3.7423e-09,9.3369e-21
+SW_60,,8.8554e-11,5.2390e-18,3.9857e-18,6.8038e-08,1.3069e-15,1.6763e-07,,1.3848e-03,1.6288e-17
+SW_120,,3.1948e-08,5.4243e-15,3.2850e-15,9.4657e-05,5.6135e-15,3.7423e-09,1.3848e-03,,1.2625e-14
+sFC,,1.9852e-07,5.9334e-01,7.7973e-02,1.2074e-10,8.9530e-24,9.3369e-21,1.6288e-17,1.2625e-14,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index 4f7570d8..cd30fbca 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0943,0.0000,0.0000,0.0001,0.0000,0.0000,0.0079,0.5930
-DCC_joint,,0.0943,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0874,0.1664
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0561,0.0104,0.0311,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0001,0.0000,0.0561,0.0000,,0.0003,0.0008,0.0000,0.0001
-SW_30,,0.0000,0.0000,0.0104,0.0000,0.0003,,0.5912,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0311,0.0000,0.0008,0.5912,,0.0000,0.0000
-SW_120,,0.0079,0.0874,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0120
-sFC,,0.5930,0.1664,0.0000,0.0000,0.0001,0.0000,0.0000,0.0120,
+SVWP_joint,,,9.4340e-02,1.1366e-08,3.0309e-12,1.3676e-04,5.6574e-11,1.0862e-10,7.9410e-03,5.9305e-01
+DCC_joint,,9.4340e-02,,4.5883e-09,4.9675e-11,4.8713e-05,2.9009e-11,5.3745e-11,8.7447e-02,1.6639e-01
+DCC_bivariate_loop,,1.1366e-08,4.5883e-09,,4.7795e-12,5.6112e-02,1.0370e-02,3.1122e-02,4.1182e-09,7.0511e-09
+SW_cross_validated,,3.0309e-12,4.9675e-11,4.7795e-12,,2.4410e-08,1.1938e-13,1.7538e-13,8.9352e-07,8.6834e-13
+SW_15,,1.3676e-04,4.8713e-05,5.6112e-02,2.4410e-08,,3.2468e-04,8.4323e-04,1.7280e-05,9.5198e-05
+SW_30,,5.6574e-11,2.9009e-11,1.0370e-02,1.1938e-13,3.2468e-04,,5.9118e-01,3.9422e-11,3.6835e-11
+SW_60,,1.0862e-10,5.3745e-11,3.1122e-02,1.7538e-13,8.4323e-04,5.9118e-01,,7.1519e-11,6.9587e-11
+SW_120,,7.9410e-03,8.7447e-02,4.1182e-09,8.9352e-07,1.7280e-05,3.9422e-11,7.1519e-11,,1.1964e-02
+sFC,,5.9305e-01,1.6639e-01,7.0511e-09,8.6834e-13,9.5198e-05,3.6835e-11,6.9587e-11,1.1964e-02,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index d538007f..dd88f9b9 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2180,0.1338,0.4270,0.0000,0.0000,0.0004,0.1545,0.0171
-DCC_joint,,0.2180,,0.7796,0.5316,0.0000,0.0000,0.0329,0.8494,0.0031
-DCC_bivariate_loop,,0.1338,0.7796,,0.3540,0.0000,0.0001,0.0691,0.9269,0.0018
-SW_cross_validated,,0.4270,0.5316,0.3540,,0.0000,0.0000,0.0019,0.4031,0.0022
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0001,0.0000,0.0001,,0.0009,0.0000,0.0000
-SW_60,,0.0004,0.0329,0.0691,0.0019,0.0000,0.0009,,0.0530,0.0000
-SW_120,,0.1545,0.8494,0.9269,0.4031,0.0000,0.0000,0.0530,,0.0020
-sFC,,0.0171,0.0031,0.0018,0.0022,0.0000,0.0000,0.0000,0.0020,
+SVWP_joint,,,2.1798e-01,1.3378e-01,4.2697e-01,5.6710e-12,9.5036e-08,3.9288e-04,1.5452e-01,1.7066e-02
+DCC_joint,,2.1798e-01,,7.7961e-01,5.3165e-01,5.0374e-09,2.1190e-05,3.2894e-02,8.4942e-01,3.1490e-03
+DCC_bivariate_loop,,1.3378e-01,7.7961e-01,,3.5401e-01,1.4965e-08,5.7245e-05,6.9114e-02,9.2686e-01,1.8266e-03
+SW_cross_validated,,4.2697e-01,5.3165e-01,3.5401e-01,,1.0795e-11,2.9965e-07,1.9166e-03,4.0305e-01,2.1521e-03
+SW_15,,5.6710e-12,5.0374e-09,1.4965e-08,1.0795e-11,,8.6402e-05,1.3607e-08,9.0454e-09,2.7098e-14
+SW_30,,9.5036e-08,2.1190e-05,5.7245e-05,2.9965e-07,8.6402e-05,,8.9243e-04,3.7990e-05,5.7814e-10
+SW_60,,3.9288e-04,3.2894e-02,6.9114e-02,1.9166e-03,1.3607e-08,8.9243e-04,,5.3048e-02,9.8827e-07
+SW_120,,1.5452e-01,8.4942e-01,9.2686e-01,4.0305e-01,9.0454e-09,3.7990e-05,5.3048e-02,,2.0362e-03
+sFC,,1.7066e-02,3.1490e-03,1.8266e-03,2.1521e-03,2.7098e-14,5.7814e-10,9.8827e-07,2.0362e-03,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index cc8d4c5b..2c9dd278 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0067,0.0026,0.0001,0.0000,0.0000,0.0000,0.0000,0.0848
-DCC_joint,,0.0067,,0.3387,0.0315,0.0000,0.0000,0.0000,0.0001,0.3227
-DCC_bivariate_loop,,0.0026,0.3387,,0.2485,0.0000,0.0000,0.0000,0.0009,0.0879
-SW_cross_validated,,0.0001,0.0315,0.2485,,0.0000,0.0000,0.0005,0.0094,0.0061
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0003,0.0008,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0005,0.0000,0.0003,,0.6094,0.0000
-SW_120,,0.0000,0.0001,0.0009,0.0094,0.0000,0.0008,0.6094,,0.0000
-sFC,,0.0848,0.3227,0.0879,0.0061,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.7246e-03,2.5538e-03,1.2286e-04,6.2688e-14,8.0424e-12,2.7445e-09,7.9451e-07,8.4778e-02
+DCC_joint,,6.7246e-03,,3.3870e-01,3.1486e-02,1.1254e-12,4.1714e-10,4.9387e-07,6.2460e-05,3.2272e-01
+DCC_bivariate_loop,,2.5538e-03,3.3870e-01,,2.4849e-01,2.6635e-11,1.8476e-08,2.8041e-05,9.0577e-04,8.7930e-02
+SW_cross_validated,,1.2286e-04,3.1486e-02,2.4849e-01,,1.3123e-10,1.7979e-07,5.2063e-04,9.4221e-03,6.1438e-03
+SW_15,,6.2688e-14,1.1254e-12,2.6635e-11,1.3123e-10,,2.3626e-05,1.0504e-08,1.0316e-07,8.1977e-13
+SW_30,,8.0424e-12,4.1714e-10,1.8476e-08,1.7979e-07,2.3626e-05,,3.2352e-04,8.3767e-04,2.2183e-10
+SW_60,,2.7445e-09,4.9387e-07,2.8041e-05,5.2063e-04,1.0504e-08,3.2352e-04,,6.0939e-01,1.5459e-07
+SW_120,,7.9451e-07,6.2460e-05,9.0577e-04,9.4221e-03,1.0316e-07,8.3767e-04,6.0939e-01,,1.7619e-05
+sFC,,8.4778e-02,3.2272e-01,8.7930e-02,6.1438e-03,8.1977e-13,2.2183e-10,1.5459e-07,1.7619e-05,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index 140ed2b3..c35938db 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0087,0.8736,0.0121,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0014
-DCC_bivariate_loop,,0.0000,0.0000,,0.0002,0.0219,0.0070,0.0000,0.0080,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0002,,0.3560,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0219,0.3560,,0.0001,0.0000,0.0001,0.0000
-SW_30,,0.0087,0.0000,0.0070,0.0000,0.0001,,0.0091,0.9527,0.0000
-SW_60,,0.8736,0.0000,0.0000,0.0000,0.0000,0.0091,,0.0122,0.0000
-SW_120,,0.0121,0.0000,0.0080,0.0000,0.0001,0.9527,0.0122,,0.0000
-sFC,,0.0000,0.0014,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.0115e-19,1.5752e-05,2.1124e-09,5.1868e-07,8.6965e-03,8.7362e-01,1.2073e-02,5.1330e-21
+DCC_joint,,1.0115e-19,,1.5632e-19,1.9140e-21,1.1937e-17,7.3564e-20,4.6195e-19,1.8695e-19,1.4476e-03
+DCC_bivariate_loop,,1.5752e-05,1.5632e-19,,1.8238e-04,2.1904e-02,7.0121e-03,2.5177e-05,7.9579e-03,2.9156e-21
+SW_cross_validated,,2.1124e-09,1.9140e-21,1.8238e-04,,3.5598e-01,1.6169e-07,7.1199e-09,3.3216e-07,1.9393e-25
+SW_15,,5.1868e-07,1.1937e-17,2.1904e-02,3.5598e-01,,6.5507e-05,8.5994e-07,8.2663e-05,5.6142e-19
+SW_30,,8.6965e-03,7.3564e-20,7.0121e-03,1.6169e-07,6.5507e-05,,9.1252e-03,9.5273e-01,1.9561e-21
+SW_60,,8.7362e-01,4.6195e-19,2.5177e-05,7.1199e-09,8.5994e-07,9.1252e-03,,1.2242e-02,3.5673e-20
+SW_120,,1.2073e-02,1.8695e-19,7.9579e-03,3.3216e-07,8.2663e-05,9.5273e-01,1.2242e-02,,6.9800e-21
+sFC,,5.1330e-21,1.4476e-03,2.9156e-21,1.9393e-25,5.6142e-19,1.9561e-21,3.5673e-20,6.9800e-21,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index 640950a0..a2768d32 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.6633,0.0000,0.5768,0.1108,0.9963,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.5765,0.0000,0.0000,0.0000,0.0000,0.6090
-DCC_bivariate_loop,,0.6633,0.0000,,0.0000,0.0045,0.0000,0.2650,0.0000,0.0000
-SW_cross_validated,,0.0000,0.5765,0.0000,,0.0000,0.0000,0.0000,0.0015,0.6248
-SW_15,,0.5768,0.0000,0.0045,0.0000,,0.0005,0.0909,0.0000,0.0000
-SW_30,,0.1108,0.0000,0.0000,0.0000,0.0005,,0.0002,0.0000,0.0000
-SW_60,,0.9963,0.0000,0.2650,0.0000,0.0909,0.0002,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0015,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.6090,0.0000,0.6248,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.6875e-08,6.6332e-01,2.2383e-07,5.7680e-01,1.1084e-01,9.9626e-01,1.5162e-06,3.5193e-08
+DCC_joint,,3.6875e-08,,8.4298e-17,5.7653e-01,6.4590e-23,3.0987e-20,3.2538e-17,8.0092e-11,6.0902e-01
+DCC_bivariate_loop,,6.6332e-01,8.4298e-17,,1.0611e-10,4.5101e-03,1.2311e-05,2.6496e-01,5.5241e-14,1.0723e-16
+SW_cross_validated,,2.2383e-07,5.7653e-01,1.0611e-10,,5.2812e-12,1.6277e-12,4.6088e-11,1.4728e-03,6.2483e-01
+SW_15,,5.7680e-01,6.4590e-23,4.5101e-03,5.2812e-12,,4.5592e-04,9.0871e-02,1.2595e-18,2.0331e-22
+SW_30,,1.1084e-01,3.0987e-20,1.2311e-05,1.6277e-12,4.5592e-04,,1.8241e-04,1.8684e-17,4.8091e-20
+SW_60,,9.9626e-01,3.2538e-17,2.6496e-01,4.6088e-11,9.0871e-02,1.8241e-04,,1.6661e-14,4.1634e-17
+SW_120,,1.5162e-06,8.0092e-11,5.5241e-14,1.4728e-03,1.2595e-18,1.8684e-17,1.6661e-14,,1.6487e-10
+sFC,,3.5193e-08,6.0902e-01,1.0723e-16,6.2483e-01,2.0331e-22,4.8091e-20,4.1634e-17,1.6487e-10,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index bebbef06..75087774 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.6414,0.1296,0.4192,0.0000,0.0016,0.1728,0.0001,0.4381
-DCC_joint,,0.6414,,0.4054,0.2929,0.0000,0.0022,0.1308,0.0012,0.9314
-DCC_bivariate_loop,,0.1296,0.4054,,0.0392,0.0000,0.0003,0.0348,0.0000,0.3314
-SW_cross_validated,,0.4192,0.2929,0.0392,,0.0000,0.0060,0.3513,0.0020,0.1238
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0016,0.0022,0.0003,0.0060,0.0000,,0.1817,0.2722,0.0005
-SW_60,,0.1728,0.1308,0.0348,0.3513,0.0000,0.1817,,0.4407,0.0830
-SW_120,,0.0001,0.0012,0.0000,0.0020,0.0000,0.2722,0.4407,,0.0000
-sFC,,0.4381,0.9314,0.3314,0.1238,0.0000,0.0005,0.0830,0.0000,
+SVWP_joint,,,6.4140e-01,1.2956e-01,4.1915e-01,3.4726e-10,1.5909e-03,1.7277e-01,1.3323e-04,4.3812e-01
+DCC_joint,,6.4140e-01,,4.0540e-01,2.9292e-01,1.9613e-09,2.2082e-03,1.3084e-01,1.2295e-03,9.3140e-01
+DCC_bivariate_loop,,1.2956e-01,4.0540e-01,,3.9189e-02,3.1922e-10,2.7155e-04,3.4849e-02,3.3434e-05,3.3142e-01
+SW_cross_validated,,4.1915e-01,2.9292e-01,3.9189e-02,,9.5510e-10,6.0495e-03,3.5129e-01,2.0016e-03,1.2382e-01
+SW_15,,3.4726e-10,1.9613e-09,3.1922e-10,9.5510e-10,,2.0984e-06,7.0018e-07,6.8157e-09,1.4441e-10
+SW_30,,1.5909e-03,2.2082e-03,2.7155e-04,6.0495e-03,2.0984e-06,,1.8174e-01,2.7217e-01,4.6924e-04
+SW_60,,1.7277e-01,1.3084e-01,3.4849e-02,3.5129e-01,7.0018e-07,1.8174e-01,,4.4073e-01,8.3026e-02
+SW_120,,1.3323e-04,1.2295e-03,3.3434e-05,2.0016e-03,6.8157e-09,2.7217e-01,4.4073e-01,,1.0050e-05
+sFC,,4.3812e-01,9.3140e-01,3.3142e-01,1.2382e-01,1.4441e-10,4.6924e-04,8.3026e-02,1.0050e-05,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index 1ca7b34e..d83795d7 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0456,0.0006,0.7292,0.0001,0.0000,0.5518,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0456,0.0000,,0.5314,0.1754,0.0000,0.0000,0.0203,0.0000
-SW_cross_validated,,0.0006,0.0000,0.5314,,0.0299,0.0000,0.0000,0.0002,0.0000
-SW_15,,0.7292,0.0000,0.1754,0.0299,,0.0013,0.0005,0.4493,0.0000
-SW_30,,0.0001,0.0000,0.0000,0.0000,0.0013,,0.6043,0.0007,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0005,0.6043,,0.0002,0.0000
-SW_120,,0.5518,0.0000,0.0203,0.0002,0.4493,0.0007,0.0002,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.9479e-20,4.5585e-02,5.6922e-04,7.2919e-01,1.2646e-04,3.6720e-05,5.5176e-01,2.3118e-25
+DCC_joint,,4.9479e-20,,4.7157e-18,5.5296e-20,4.7268e-18,2.3306e-20,1.9113e-20,6.9197e-20,2.8592e-05
+DCC_bivariate_loop,,4.5585e-02,4.7157e-18,,5.3144e-01,1.7543e-01,1.9374e-05,7.9602e-06,2.0310e-02,3.1604e-21
+SW_cross_validated,,5.6922e-04,5.5296e-20,5.3144e-01,,2.9912e-02,3.4200e-08,1.2159e-08,2.2312e-04,1.1996e-26
+SW_15,,7.2919e-01,4.7268e-18,1.7543e-01,2.9912e-02,,1.2534e-03,5.0639e-04,4.4927e-01,6.1583e-21
+SW_30,,1.2646e-04,2.3306e-20,1.9374e-05,3.4200e-08,1.2534e-03,,6.0427e-01,6.9695e-04,5.4833e-25
+SW_60,,3.6720e-05,1.9113e-20,7.9602e-06,1.2159e-08,5.0639e-04,6.0427e-01,,2.0711e-04,4.2999e-25
+SW_120,,5.5176e-01,6.9197e-20,2.0310e-02,2.2312e-04,4.4927e-01,6.9695e-04,2.0711e-04,,9.7024e-25
+sFC,,2.3118e-25,2.8592e-05,3.1604e-21,1.1996e-26,6.1583e-21,5.4833e-25,4.2999e-25,9.7024e-25,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index a007d650..bb070111 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0001,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0052
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0953
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0052,0.0953,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.0364e-04,1.1566e-08,6.4232e-16,3.0663e-29,5.7165e-26,1.0739e-21,2.8312e-16,1.0394e-06
+DCC_joint,,1.0364e-04,,1.4129e-05,9.9555e-16,1.7204e-30,2.8978e-27,2.3488e-22,6.3878e-16,5.2325e-03
+DCC_bivariate_loop,,1.1566e-08,1.4129e-05,,1.4245e-14,1.0632e-30,2.1333e-27,4.3352e-22,3.7613e-15,9.5347e-02
+SW_cross_validated,,6.4232e-16,9.9555e-16,1.4245e-14,,9.9276e-28,3.0879e-23,1.2155e-16,2.7671e-08,4.4636e-14
+SW_15,,3.0663e-29,1.7204e-30,1.0632e-30,9.9276e-28,,2.5499e-23,7.7770e-26,1.8074e-23,2.1408e-29
+SW_30,,5.7165e-26,2.8978e-27,2.1333e-27,3.0879e-23,2.5499e-23,,1.2231e-18,9.2263e-18,6.2187e-26
+SW_60,,1.0739e-21,2.3488e-22,4.3352e-22,1.2155e-16,7.7770e-26,1.2231e-18,,4.4049e-09,3.9465e-21
+SW_120,,2.8312e-16,6.3878e-16,3.7613e-15,2.7671e-08,1.8074e-23,9.2263e-18,4.4049e-09,,5.0336e-15
+sFC,,1.0394e-06,5.2325e-03,9.5347e-02,4.4636e-14,2.1408e-29,6.2187e-26,3.9465e-21,5.0336e-15,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index 95bcc68b..a9768f1e 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0012,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0012,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0361
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0010
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0361,0.0010,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.2346e-03,3.8901e-08,5.2387e-14,8.5413e-27,2.8618e-23,8.8830e-20,4.0943e-15,4.7649e-05
+DCC_joint,,1.2346e-03,,1.0846e-06,6.3200e-15,1.1477e-29,7.5067e-26,8.9131e-22,2.7586e-15,3.6127e-02
+DCC_bivariate_loop,,3.8901e-08,1.0846e-06,,1.6465e-12,1.0259e-29,1.3015e-25,4.6715e-21,6.3961e-14,9.9750e-04
+SW_cross_validated,,5.2387e-14,6.3200e-15,1.6465e-12,,1.1597e-28,8.4999e-24,8.2257e-18,4.5378e-09,5.7086e-13
+SW_15,,8.5413e-27,1.1477e-29,1.0259e-29,1.1597e-28,,6.1491e-24,1.1816e-26,2.0008e-22,4.0555e-28
+SW_30,,2.8618e-23,7.5067e-26,1.3015e-25,8.4999e-24,6.1491e-24,,7.4349e-19,1.4826e-16,2.8587e-24
+SW_60,,8.8830e-20,8.9131e-22,4.6715e-21,8.2257e-18,1.1816e-26,7.4349e-19,,4.8685e-08,3.1937e-20
+SW_120,,4.0943e-15,2.7586e-15,6.3961e-14,4.5378e-09,2.0008e-22,1.4826e-16,4.8685e-08,,2.4397e-14
+sFC,,4.7649e-05,3.6127e-02,9.9750e-04,5.7086e-13,4.0555e-28,2.8587e-24,3.1937e-20,2.4397e-14,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 1764d1e7..b0139819 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0002,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0277
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0242
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0277,0.0242,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.1638e-04,2.9565e-08,4.1028e-14,5.1632e-27,4.9143e-24,1.4189e-20,5.6934e-18,5.4585e-06
+DCC_joint,,2.1638e-04,,3.6285e-05,1.6693e-13,3.7004e-28,3.2646e-25,2.5419e-21,3.8931e-18,2.7690e-02
+DCC_bivariate_loop,,2.9565e-08,3.6285e-05,,2.4130e-11,5.6225e-28,7.5754e-25,1.3612e-20,4.5704e-17,2.4229e-02
+SW_cross_validated,,4.1028e-14,1.6693e-13,2.4130e-11,,1.7694e-26,1.6649e-22,6.8941e-17,5.1649e-12,9.8452e-12
+SW_15,,5.1632e-27,3.7004e-28,5.6225e-28,1.7694e-26,,5.6982e-22,3.2606e-25,5.1514e-25,4.4975e-27
+SW_30,,4.9143e-24,3.2646e-25,7.5754e-25,1.6649e-22,5.6982e-22,,1.3346e-18,1.1714e-19,7.1947e-24
+SW_60,,1.4189e-20,2.5419e-21,1.3612e-20,6.8941e-17,3.2606e-25,1.3346e-18,,4.6492e-10,6.5642e-20
+SW_120,,5.6934e-18,3.8931e-18,4.5704e-17,5.1649e-12,5.1514e-25,1.1714e-19,4.6492e-10,,8.0969e-17
+sFC,,5.4585e-06,2.7690e-02,2.4229e-02,9.8452e-12,4.4975e-27,7.1947e-24,6.5642e-20,8.0969e-17,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 98a71c78..d2974df9 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0057
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0057,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.4161e-08,2.9068e-05,7.8652e-11,4.1395e-24,1.3145e-20,2.0935e-17,9.5247e-14,8.0636e-09
+DCC_joint,,3.4161e-08,,2.9305e-05,1.0141e-08,2.1599e-31,1.6340e-27,3.7946e-24,1.2600e-13,5.6565e-03
+DCC_bivariate_loop,,2.9068e-05,2.9305e-05,,5.2823e-10,6.9550e-28,4.6998e-24,1.9059e-20,6.7209e-14,1.5031e-06
+SW_cross_validated,,7.8652e-11,1.0141e-08,5.2823e-10,,3.2309e-26,1.3309e-21,1.6834e-16,6.6533e-09,2.3852e-06
+SW_15,,4.1395e-24,2.1599e-31,6.9550e-28,3.2309e-26,,5.0973e-24,1.7582e-28,6.8709e-23,5.4079e-29
+SW_30,,1.3145e-20,1.6340e-27,4.6998e-24,1.3309e-21,5.0973e-24,,3.4903e-21,5.2956e-17,7.1555e-25
+SW_60,,2.0935e-17,3.7946e-24,1.9059e-20,1.6834e-16,1.7582e-28,3.4903e-21,,1.9082e-08,7.8123e-21
+SW_120,,9.5247e-14,1.2600e-13,6.7209e-14,6.6533e-09,6.8709e-23,5.2956e-17,1.9082e-08,,2.0810e-12
+sFC,,8.0636e-09,5.6565e-03,1.5031e-06,2.3852e-06,5.4079e-29,7.1555e-25,7.8123e-21,2.0810e-12,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index b2d15f6e..79dcb654 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0004
-DCC_bivariate_loop,,0.0002,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0001,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0004,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,0.0004,,0.0000
-sFC,,0.0000,0.0004,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.3899e-07,1.5379e-04,5.4989e-14,7.0256e-25,8.9737e-21,1.3854e-16,1.6096e-13,2.0936e-08
+DCC_joint,,1.3899e-07,,4.5866e-07,3.1921e-16,7.9402e-34,4.2434e-26,1.3591e-18,5.0573e-13,4.3861e-04
+DCC_bivariate_loop,,1.5379e-04,4.5866e-07,,2.1255e-16,1.0078e-30,6.8669e-25,1.1586e-18,8.4760e-14,7.1828e-09
+SW_cross_validated,,5.4989e-14,3.1921e-16,2.1255e-16,,1.8404e-27,1.6974e-20,2.2124e-11,6.2794e-05,1.9798e-15
+SW_15,,7.0256e-25,7.9402e-34,1.0078e-30,1.8404e-27,,4.0561e-23,1.4635e-23,1.1066e-20,2.7895e-33
+SW_30,,8.9737e-21,4.2434e-26,6.8669e-25,1.6974e-20,4.0561e-23,,5.0921e-15,6.5184e-14,1.0282e-25
+SW_60,,1.3854e-16,1.3591e-18,1.1586e-18,2.2124e-11,1.4635e-23,5.0921e-15,,3.7448e-04,3.6538e-18
+SW_120,,1.6096e-13,5.0573e-13,8.4760e-14,6.2794e-05,1.1066e-20,6.5184e-14,3.7448e-04,,1.4716e-12
+sFC,,2.0936e-08,4.3861e-04,7.1828e-09,1.9798e-15,2.7895e-33,1.0282e-25,3.6538e-18,1.4716e-12,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 25c3d703..dba4cc50 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0014
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0006
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0014,0.0006,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.5045e-05,7.8306e-10,1.4735e-16,3.4940e-30,1.8764e-26,1.1154e-22,4.3736e-19,3.3217e-08
+DCC_joint,,1.5045e-05,,9.2473e-07,5.1188e-16,1.8508e-31,1.9804e-27,3.7132e-23,6.5935e-19,1.3510e-03
+DCC_bivariate_loop,,7.8306e-10,9.2473e-07,,1.1153e-12,1.0276e-29,1.4822e-25,3.8959e-21,7.7516e-17,5.8168e-04
+SW_cross_validated,,1.4735e-16,5.1188e-16,1.1153e-12,,6.0120e-29,5.7297e-24,4.7568e-18,1.2128e-11,3.3684e-15
+SW_15,,3.4940e-30,1.8508e-31,1.0276e-29,6.0120e-29,,1.4191e-24,4.0559e-27,2.4406e-26,1.3788e-31
+SW_30,,1.8764e-26,1.9804e-27,1.4822e-25,5.7297e-24,1.4191e-24,,4.1467e-19,2.7275e-20,1.9895e-27
+SW_60,,1.1154e-22,3.7132e-23,3.8959e-21,4.7568e-18,4.0559e-27,4.1467e-19,,1.8193e-11,5.9854e-23
+SW_120,,4.3736e-19,6.5935e-19,7.7516e-17,1.2128e-11,2.4406e-26,2.7275e-20,1.8193e-11,,1.8507e-18
+sFC,,3.3217e-08,1.3510e-03,5.8168e-04,3.3684e-15,1.3788e-31,1.9895e-27,5.9854e-23,1.8507e-18,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index b7c9e5ab..afbeaebf 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0002
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0002,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.0621e-15,8.0837e-09,3.4236e-15,1.5886e-29,3.6547e-25,7.6135e-22,4.9768e-17,8.0704e-17
+DCC_joint,,6.0621e-15,,9.7466e-08,2.9058e-07,1.8263e-29,3.5741e-24,1.0979e-19,3.2105e-13,1.6799e-05
+DCC_bivariate_loop,,8.0837e-09,9.7466e-08,,1.0674e-10,7.5557e-28,2.6940e-23,2.1254e-19,1.8685e-14,1.8366e-10
+SW_cross_validated,,3.4236e-15,2.9058e-07,1.0674e-10,,1.7214e-26,3.0062e-21,5.7271e-16,1.6014e-09,1.6335e-04
+SW_15,,1.5886e-29,1.8263e-29,7.5557e-28,1.7214e-26,,7.9514e-21,1.4900e-24,3.2342e-23,7.6522e-30
+SW_30,,3.6547e-25,3.5741e-24,2.6940e-23,3.0062e-21,7.9514e-21,,2.3944e-16,5.1886e-17,3.0458e-24
+SW_60,,7.6135e-22,1.0979e-19,2.1254e-19,5.7271e-16,1.4900e-24,2.3944e-16,,1.3551e-08,1.9007e-19
+SW_120,,4.9768e-17,3.2105e-13,1.8685e-14,1.6014e-09,3.2342e-23,5.1886e-17,1.3551e-08,,2.4333e-12
+sFC,,8.0704e-17,1.6799e-05,1.8366e-10,1.6335e-04,7.6522e-30,3.0458e-24,1.9007e-19,2.4333e-12,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index 76a4cf49..7b2ee0fc 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.7089,0.0000,0.0000,0.0000,0.0000,0.0000,0.9072,0.9470
-DCC_joint,,0.7089,,0.0000,0.0000,0.0000,0.0000,0.0000,0.9286,0.7011
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0042,0.0454,0.2205,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0002,0.0000
-SW_15,,0.0000,0.0000,0.0042,0.0000,,0.0000,0.0002,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0454,0.0000,0.0000,,0.4846,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.2205,0.0000,0.0002,0.4846,,0.0000,0.0000
-SW_120,,0.9072,0.9286,0.0000,0.0002,0.0000,0.0000,0.0000,,0.9317
-sFC,,0.9470,0.7011,0.0000,0.0000,0.0000,0.0000,0.0000,0.9317,
+SVWP_joint,,,7.0886e-01,6.3418e-10,4.2894e-07,6.5730e-09,4.6680e-13,7.7562e-11,9.0721e-01,9.4696e-01
+DCC_joint,,7.0886e-01,,3.3554e-10,1.1392e-07,2.4305e-09,1.8366e-13,4.1680e-11,9.2855e-01,7.0107e-01
+DCC_bivariate_loop,,6.3418e-10,3.3554e-10,,8.6452e-12,4.1542e-03,4.5403e-02,2.2049e-01,5.4496e-09,3.8346e-10
+SW_cross_validated,,4.2894e-07,1.1392e-07,8.6452e-12,,1.7901e-11,1.1203e-14,1.6115e-12,1.6492e-04,5.6566e-08
+SW_15,,6.5730e-09,2.4305e-09,4.1542e-03,1.7901e-11,,5.3089e-06,1.7703e-04,1.4672e-07,2.9233e-09
+SW_30,,4.6680e-13,1.8366e-13,4.5403e-02,1.1203e-14,5.3089e-06,,4.8461e-01,1.5823e-11,2.0005e-13
+SW_60,,7.7562e-11,4.1680e-11,2.2049e-01,1.6115e-12,1.7703e-04,4.8461e-01,,7.0424e-10,4.6781e-11
+SW_120,,9.0721e-01,9.2855e-01,5.4496e-09,1.6492e-04,1.4672e-07,1.5823e-11,7.0424e-10,,9.3168e-01
+sFC,,9.4696e-01,7.0107e-01,3.8346e-10,5.6566e-08,2.9233e-09,2.0005e-13,4.6781e-11,9.3168e-01,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index c7ac9d54..bfba89ea 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0258,0.0776,0.0000,0.0000,0.0000,0.0000,0.0004,0.0058
-DCC_joint,,0.0258,,0.5029,0.0000,0.0000,0.0000,0.0000,0.0000,0.4595
-DCC_bivariate_loop,,0.0776,0.5029,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1527
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.3872,0.0797,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.3872,0.0000,0.0000,,0.0431,0.0000
-SW_120,,0.0004,0.0000,0.0000,0.0797,0.0000,0.0000,0.0431,,0.0000
-sFC,,0.0058,0.4595,0.1527,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.5824e-02,7.7558e-02,4.4046e-06,4.3647e-12,1.9696e-09,7.1921e-06,3.9291e-04,5.7842e-03
+DCC_joint,,2.5824e-02,,5.0293e-01,8.8227e-11,3.6064e-15,6.1442e-13,1.5918e-09,9.6941e-08,4.5954e-01
+DCC_bivariate_loop,,7.7558e-02,5.0293e-01,,4.4539e-10,8.6877e-15,1.8163e-12,5.8410e-09,3.9795e-07,1.5275e-01
+SW_cross_validated,,4.4046e-06,8.8227e-11,4.4539e-10,,1.7120e-12,6.1540e-08,3.8720e-01,7.9699e-02,1.6136e-12
+SW_15,,4.3647e-12,3.6064e-15,8.6877e-15,1.7120e-12,,1.2565e-06,2.8467e-10,3.2658e-11,3.3441e-16
+SW_30,,1.9696e-09,6.1442e-13,1.8163e-12,6.1540e-08,1.2565e-06,,1.2512e-05,2.4261e-07,4.2790e-14
+SW_60,,7.1921e-06,1.5918e-09,5.8410e-09,3.8720e-01,2.8467e-10,1.2512e-05,,4.3073e-02,1.2272e-10
+SW_120,,3.9291e-04,9.6941e-08,3.9795e-07,7.9699e-02,3.2658e-11,2.4261e-07,4.3073e-02,,8.0889e-09
+sFC,,5.7842e-03,4.5954e-01,1.5275e-01,1.6136e-12,3.3441e-16,4.2790e-14,1.2272e-10,8.0889e-09,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index b8603e34..e9c89179 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0089,0.0028,0.0002,0.0000,0.0000,0.0000,0.0000,0.0799
-DCC_joint,,0.0089,,0.3465,0.0639,0.0000,0.0000,0.0000,0.0001,0.4311
-DCC_bivariate_loop,,0.0028,0.3465,,0.4215,0.0000,0.0000,0.0001,0.0016,0.1239
-SW_cross_validated,,0.0002,0.0639,0.4215,,0.0000,0.0000,0.0005,0.0053,0.0182
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0010,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0010,,0.0018,0.0090,0.0000
-SW_60,,0.0000,0.0000,0.0001,0.0005,0.0000,0.0018,,0.9255,0.0000
-SW_120,,0.0000,0.0001,0.0016,0.0053,0.0000,0.0090,0.9255,,0.0001
-sFC,,0.0799,0.4311,0.1239,0.0182,0.0000,0.0000,0.0000,0.0001,
+SVWP_joint,,,8.9074e-03,2.8059e-03,1.7849e-04,9.0759e-13,7.2231e-11,1.5370e-08,1.8291e-06,7.9878e-02
+DCC_joint,,8.9074e-03,,3.4651e-01,6.3855e-02,2.6812e-11,4.9196e-09,3.2148e-06,1.3474e-04,4.3111e-01
+DCC_bivariate_loop,,2.8059e-03,3.4651e-01,,4.2146e-01,7.2713e-10,1.8237e-07,1.3311e-04,1.5620e-03,1.2393e-01
+SW_cross_validated,,1.7849e-04,6.3855e-02,4.2146e-01,,9.7681e-10,3.7644e-07,4.9989e-04,5.2920e-03,1.8199e-02
+SW_15,,9.0759e-13,2.6812e-11,7.2713e-10,9.7681e-10,,9.5564e-04,5.1534e-07,1.1056e-05,2.9420e-11
+SW_30,,7.2231e-11,4.9196e-09,1.8237e-07,3.7644e-07,9.5564e-04,,1.7520e-03,9.0281e-03,4.0682e-09
+SW_60,,1.5370e-08,3.2148e-06,1.3311e-04,4.9989e-04,5.1534e-07,1.7520e-03,,9.2546e-01,1.6378e-06
+SW_120,,1.8291e-06,1.3474e-04,1.5620e-03,5.2920e-03,1.1056e-05,9.0281e-03,9.2546e-01,,5.6164e-05
+sFC,,7.9878e-02,4.3111e-01,1.2393e-01,1.8199e-02,2.9420e-11,4.0682e-09,1.6378e-06,5.6164e-05,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index efa51df2..5b2b7f92 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0007,0.0002,0.0000,0.0005,0.5165,0.3465,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0011
-DCC_bivariate_loop,,0.0007,0.0000,,0.4359,0.0000,0.8700,0.0000,0.0003,0.0000
-SW_cross_validated,,0.0002,0.0000,0.4359,,0.0000,0.5336,0.0000,0.0001,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0005,0.0000,0.8700,0.5336,0.0000,,0.0000,0.0002,0.0000
-SW_60,,0.5165,0.0000,0.0000,0.0000,0.0000,0.0000,,0.6282,0.0000
-SW_120,,0.3465,0.0000,0.0003,0.0001,0.0000,0.0002,0.6282,,0.0000
-sFC,,0.0000,0.0011,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.7161e-17,6.6605e-04,2.4748e-04,2.4668e-08,5.3446e-04,5.1650e-01,3.4650e-01,5.1899e-18
+DCC_joint,,2.7161e-17,,7.0772e-20,4.6951e-19,4.0503e-17,9.3781e-20,1.9594e-21,1.2457e-20,1.1095e-03
+DCC_bivariate_loop,,6.6605e-04,7.0772e-20,,4.3594e-01,5.1908e-07,8.7003e-01,4.8159e-05,2.6899e-04,1.8899e-21
+SW_cross_validated,,2.4748e-04,4.6951e-19,4.3594e-01,,4.4201e-06,5.3361e-01,1.6840e-05,8.3639e-05,2.0237e-20
+SW_15,,2.4668e-08,4.0503e-17,5.1908e-07,4.4201e-06,,7.5776e-07,1.8028e-10,7.7292e-10,1.6425e-18
+SW_30,,5.3446e-04,9.3781e-20,8.7003e-01,5.3361e-01,7.5776e-07,,3.6642e-05,2.0229e-04,2.6871e-21
+SW_60,,5.1650e-01,1.9594e-21,4.8159e-05,1.6840e-05,1.8028e-10,3.6642e-05,,6.2816e-01,3.3385e-23
+SW_120,,3.4650e-01,1.2457e-20,2.6899e-04,8.3639e-05,7.7292e-10,2.0229e-04,6.2816e-01,,4.0856e-22
+sFC,,5.1899e-18,1.1095e-03,1.8899e-21,2.0237e-20,1.6425e-18,2.6871e-21,3.3385e-23,4.0856e-22,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index e675f102..a911bd83 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.9565,0.0000,0.7183,0.3238,0.9522,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.4979,0.0000,0.0000,0.0000,0.0000,0.5649
-DCC_bivariate_loop,,0.9565,0.0000,,0.0000,0.2355,0.0218,0.9888,0.0000,0.0000
-SW_cross_validated,,0.0000,0.4979,0.0000,,0.0000,0.0000,0.0000,0.0017,0.5491
-SW_15,,0.7183,0.0000,0.2355,0.0000,,0.0006,0.2463,0.0000,0.0000
-SW_30,,0.3238,0.0000,0.0218,0.0000,0.0006,,0.0261,0.0000,0.0000
-SW_60,,0.9522,0.0000,0.9888,0.0000,0.2463,0.0261,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0017,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.5649,0.0000,0.5491,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.7627e-08,9.5647e-01,3.0190e-07,7.1833e-01,3.2377e-01,9.5219e-01,2.0329e-06,5.4572e-08
+DCC_joint,,5.7627e-08,,4.9426e-17,4.9792e-01,3.7202e-19,3.5759e-18,1.2816e-16,2.0845e-10,5.6490e-01
+DCC_bivariate_loop,,9.5647e-01,4.9426e-17,,6.0275e-11,2.3550e-01,2.1782e-02,9.8876e-01,2.1838e-14,6.5345e-17
+SW_cross_validated,,3.0190e-07,4.9792e-01,6.0275e-11,,6.2965e-11,9.9048e-12,7.0587e-11,1.7157e-03,5.4909e-01
+SW_15,,7.1833e-01,3.7202e-19,2.3550e-01,6.2965e-11,,5.7441e-04,2.4627e-01,9.2057e-16,6.8417e-19
+SW_30,,3.2377e-01,3.5759e-18,2.1782e-02,9.9048e-12,5.7441e-04,,2.6150e-02,1.1817e-15,4.9379e-18
+SW_60,,9.5219e-01,1.2816e-16,9.8876e-01,7.0587e-11,2.4627e-01,2.6150e-02,,4.6724e-14,1.6304e-16
+SW_120,,2.0329e-06,2.0845e-10,2.1838e-14,1.7157e-03,9.2057e-16,1.1817e-15,4.6724e-14,,4.5796e-10
+sFC,,5.4572e-08,5.6490e-01,6.5345e-17,5.4909e-01,6.8417e-19,4.9379e-18,1.6304e-16,4.5796e-10,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index a34ac0eb..1adfb367 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0497,0.0010,0.0087,0.0000,0.0003,0.0442,0.0000,0.2806
-DCC_joint,,0.0497,,0.0670,0.0003,0.0000,0.0000,0.0031,0.0000,0.3531
-DCC_bivariate_loop,,0.0010,0.0670,,0.0000,0.0000,0.0000,0.0003,0.0000,0.0117
-SW_cross_validated,,0.0087,0.0003,0.0000,,0.0000,0.2773,0.7460,0.1267,0.0015
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0003,0.0000,0.0000,0.2773,0.0000,,0.1946,0.7006,0.0001
-SW_60,,0.0442,0.0031,0.0003,0.7460,0.0000,0.1946,,0.0916,0.0110
-SW_120,,0.0000,0.0000,0.0000,0.1267,0.0000,0.7006,0.0916,,0.0000
-sFC,,0.2806,0.3531,0.0117,0.0015,0.0000,0.0001,0.0110,0.0000,
+SVWP_joint,,,4.9690e-02,9.5161e-04,8.7093e-03,5.0738e-09,3.1028e-04,4.4190e-02,2.3861e-05,2.8064e-01
+DCC_joint,,4.9690e-02,,6.7020e-02,3.2334e-04,6.7009e-10,1.0124e-05,3.1136e-03,5.0120e-07,3.5307e-01
+DCC_bivariate_loop,,9.5161e-04,6.7020e-02,,2.3931e-05,1.6427e-10,8.2936e-07,3.2471e-04,3.4079e-08,1.1699e-02
+SW_cross_validated,,8.7093e-03,3.2334e-04,2.3931e-05,,2.7513e-06,2.7734e-01,7.4596e-01,1.2666e-01,1.5455e-03
+SW_15,,5.0738e-09,6.7009e-10,1.6427e-10,2.7513e-06,,1.6006e-05,4.1628e-06,1.3752e-05,1.7919e-09
+SW_30,,3.1028e-04,1.0124e-05,8.2936e-07,2.7734e-01,1.6006e-05,,1.9460e-01,7.0057e-01,5.1086e-05
+SW_60,,4.4190e-02,3.1136e-03,3.2471e-04,7.4596e-01,4.1628e-06,1.9460e-01,,9.1648e-02,1.1030e-02
+SW_120,,2.3861e-05,5.0120e-07,3.4079e-08,1.2666e-01,1.3752e-05,7.0057e-01,9.1648e-02,,3.2231e-06
+sFC,,2.8064e-01,3.5307e-01,1.1699e-02,1.5455e-03,1.7919e-09,5.1086e-05,1.1030e-02,3.2231e-06,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index 4f4e0ce9..b31d060c 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.7281,0.0000,0.0000,0.5112,0.3150,0.0268,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.7281,0.0000,,0.0000,0.0000,0.7531,0.2215,0.0704,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.3048,0.0000,0.0000,0.0003,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.3048,,0.0002,0.0000,0.0049,0.0000
-SW_30,,0.5112,0.0000,0.7531,0.0000,0.0002,,0.1511,0.1504,0.0000
-SW_60,,0.3150,0.0000,0.2215,0.0000,0.0000,0.1511,,0.0061,0.0000
-SW_120,,0.0268,0.0000,0.0704,0.0003,0.0049,0.1504,0.0061,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.0818e-19,7.2805e-01,9.6590e-08,4.9376e-06,5.1120e-01,3.1497e-01,2.6776e-02,1.7943e-23
+DCC_joint,,1.0818e-19,,7.2226e-19,1.1385e-18,6.4651e-18,3.2437e-18,4.8628e-19,5.7936e-18,1.7009e-05
+DCC_bivariate_loop,,7.2805e-01,7.2226e-19,,1.1140e-06,3.2278e-05,7.5306e-01,2.2146e-01,7.0438e-02,6.6180e-22
+SW_cross_validated,,9.6590e-08,1.1385e-18,1.1140e-06,,3.0481e-01,7.6236e-06,9.6969e-08,2.8696e-04,3.3637e-23
+SW_15,,4.9376e-06,6.4651e-18,3.2278e-05,3.0481e-01,,1.5066e-04,2.5904e-06,4.9268e-03,2.8996e-21
+SW_30,,5.1120e-01,3.2437e-18,7.5306e-01,7.6236e-06,1.5066e-04,,1.5113e-01,1.5040e-01,7.6593e-21
+SW_60,,3.1497e-01,4.8628e-19,2.2146e-01,9.6969e-08,2.5904e-06,1.5113e-01,,6.1377e-03,5.5039e-22
+SW_120,,2.6776e-02,5.7936e-18,7.0438e-02,2.8696e-04,4.9268e-03,1.5040e-01,6.1377e-03,,1.0838e-20
+sFC,,1.7943e-23,1.7009e-05,6.6180e-22,3.3637e-23,2.8996e-21,7.6593e-21,5.5039e-22,1.0838e-20,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index c3104ff5..9c3d811b 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1224,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0047
-DCC_joint,,0.1224,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0148
-DCC_bivariate_loop,,0.0001,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1114
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0047,0.0148,0.1114,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.2242e-01,1.2335e-04,1.9247e-15,2.2890e-26,6.2869e-23,4.7066e-19,4.3094e-15,4.6893e-03
+DCC_joint,,1.2242e-01,,1.1165e-05,1.1861e-18,1.5020e-30,2.2169e-26,2.4477e-21,4.5064e-16,1.4848e-02
+DCC_bivariate_loop,,1.2335e-04,1.1165e-05,,1.5024e-17,2.9552e-30,5.6711e-26,9.2771e-21,2.4805e-15,1.1136e-01
+SW_cross_validated,,1.9247e-15,1.1861e-18,1.5024e-17,,5.2593e-27,8.5819e-22,9.8151e-15,4.9849e-07,3.3335e-16
+SW_15,,2.2890e-26,1.5020e-30,2.9552e-30,5.2593e-27,,2.3304e-20,1.5363e-22,5.5120e-21,3.2586e-28
+SW_30,,6.2869e-23,2.2169e-26,5.6711e-26,8.5819e-22,2.3304e-20,,5.6655e-15,2.1192e-15,2.1937e-24
+SW_60,,4.7066e-19,2.4477e-21,9.2771e-21,9.8151e-15,1.5363e-22,5.6655e-15,,4.0341e-07,7.5961e-20
+SW_120,,4.3094e-15,4.5064e-16,2.4805e-15,4.9849e-07,5.5120e-21,2.1192e-15,4.0341e-07,,4.3875e-15
+sFC,,4.6893e-03,1.4848e-02,1.1136e-01,3.3335e-16,3.2586e-28,2.1937e-24,7.5961e-20,4.3875e-15,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index 4ae692ee..eb7b74c1 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0784,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0038
-DCC_joint,,0.0784,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0595
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0017
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0038,0.0595,0.0017,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.8355e-02,1.0322e-06,3.6128e-15,1.7375e-25,8.2231e-23,5.2720e-20,1.3684e-14,3.7729e-03
+DCC_joint,,7.8355e-02,,1.4706e-06,1.3993e-16,1.5378e-27,7.0404e-25,6.2049e-22,7.4864e-15,5.9456e-02
+DCC_bivariate_loop,,1.0322e-06,1.4706e-06,,4.4154e-15,1.2504e-27,8.7883e-25,1.6910e-21,9.7454e-14,1.6741e-03
+SW_cross_validated,,3.6128e-15,1.3993e-16,4.4154e-15,,2.1681e-25,1.8332e-21,3.2656e-16,2.8774e-07,1.4877e-14
+SW_15,,1.7375e-25,1.5378e-27,1.2504e-27,2.1681e-25,,4.1219e-19,3.7618e-23,1.5027e-18,7.1368e-26
+SW_30,,8.2231e-23,7.0404e-25,8.7883e-25,1.8332e-21,4.1219e-19,,1.6488e-16,2.5638e-13,4.5057e-23
+SW_60,,5.2720e-20,6.2049e-22,1.6910e-21,3.2656e-16,3.7618e-23,1.6488e-16,,2.0979e-05,4.8298e-20
+SW_120,,1.3684e-14,7.4864e-15,9.7454e-14,2.8774e-07,1.5027e-18,2.5638e-13,2.0979e-05,,5.3422e-14
+sFC,,3.7729e-03,5.9456e-02,1.6741e-03,1.4877e-14,7.1368e-26,4.5057e-23,4.8298e-20,5.3422e-14,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index cb7d683e..9d3db621 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0264,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0009
-DCC_joint,,0.0264,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0542
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0249
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0009,0.0542,0.0249,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.6397e-02,1.0584e-06,1.0177e-15,1.0967e-26,7.3384e-24,5.2378e-21,2.3511e-17,9.4345e-04
+DCC_joint,,2.6397e-02,,3.0972e-05,4.0684e-16,7.0820e-28,5.8171e-25,5.8183e-22,1.4371e-17,5.4209e-02
+DCC_bivariate_loop,,1.0584e-06,3.0972e-05,,1.2943e-14,9.5621e-28,1.1938e-24,2.2642e-21,1.1622e-16,2.4890e-02
+SW_cross_validated,,1.0177e-15,4.0684e-16,1.2943e-14,,5.5680e-26,7.2680e-22,1.0709e-16,1.8551e-10,6.5417e-14
+SW_15,,1.0967e-26,7.0820e-28,9.5621e-28,5.5680e-26,,5.7491e-20,5.4854e-24,1.3760e-21,6.0026e-26
+SW_30,,7.3384e-24,5.8171e-25,1.1938e-24,7.2680e-22,5.7491e-20,,4.5251e-17,4.3194e-16,5.8820e-23
+SW_60,,5.2378e-21,5.8183e-22,2.2642e-21,1.0709e-16,5.4854e-24,4.5251e-17,,5.2383e-07,7.2550e-20
+SW_120,,2.3511e-17,1.4371e-17,1.1622e-16,1.8551e-10,1.3760e-21,4.3194e-16,5.2383e-07,,3.2644e-16
+sFC,,9.4345e-04,5.4209e-02,2.4890e-02,6.5417e-14,6.0026e-26,5.8820e-23,7.2550e-20,3.2644e-16,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 968e2105..665ab0ed 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0400,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0103
-DCC_bivariate_loop,,0.0400,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0014,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0014,,0.0000
-sFC,,0.0000,0.0103,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.0473e-05,3.9999e-02,2.1663e-10,1.2590e-21,9.1208e-19,7.5133e-16,1.1664e-11,3.5818e-06
+DCC_joint,,2.0473e-05,,1.8386e-06,5.7004e-13,9.2381e-29,1.7369e-26,3.3598e-24,1.5540e-11,1.0252e-02
+DCC_bivariate_loop,,3.9999e-02,1.8386e-06,,2.9335e-13,3.1053e-26,1.4784e-23,9.6573e-21,1.9920e-12,3.3288e-07
+SW_cross_validated,,2.1663e-10,5.7004e-13,2.9335e-13,,2.7480e-25,1.0532e-21,4.4429e-17,4.3030e-07,3.8588e-10
+SW_15,,1.2590e-21,9.2381e-29,3.1053e-26,2.7480e-25,,7.7443e-20,9.5984e-25,4.4796e-17,1.7612e-26
+SW_30,,9.1208e-19,1.7369e-26,1.4784e-23,1.0532e-21,7.7443e-20,,6.1719e-19,1.1895e-11,1.3746e-23
+SW_60,,7.5133e-16,3.3598e-24,9.6573e-21,4.4429e-17,9.5984e-25,6.1719e-19,,1.4055e-03,2.4008e-20
+SW_120,,1.1664e-11,1.5540e-11,1.9920e-12,4.3030e-07,4.4796e-17,1.1895e-11,1.4055e-03,,1.0000e-10
+sFC,,3.5818e-06,1.0252e-02,3.3288e-07,3.8588e-10,1.7612e-26,1.3746e-23,2.4008e-20,1.0000e-10,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 77f8cf90..be9b28af 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0019,0.5210,0.0000,0.0000,0.0000,0.0000,0.0000,0.0002
-DCC_joint,,0.0019,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0071
-DCC_bivariate_loop,,0.5210,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0011,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0170,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0011,0.0000,0.0000,0.0170,,0.0000
-sFC,,0.0002,0.0071,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.9301e-03,5.2095e-01,8.2314e-14,3.2657e-23,1.2935e-19,1.5293e-15,2.5526e-12,2.3369e-04
+DCC_joint,,1.9301e-03,,1.0222e-08,1.7486e-17,1.5037e-28,1.1570e-23,1.0818e-17,1.1342e-12,7.0821e-03
+DCC_bivariate_loop,,5.2095e-01,1.0222e-08,,4.4904e-18,8.2855e-28,1.6760e-23,2.7702e-18,1.0761e-13,6.9311e-10
+SW_cross_validated,,8.2314e-14,1.7486e-17,4.4904e-18,,1.1939e-23,1.1544e-17,6.4562e-09,1.1243e-03,6.3336e-17
+SW_15,,3.2657e-23,1.5037e-28,8.2855e-28,1.1939e-23,,1.3229e-17,1.1504e-19,4.6003e-17,2.9527e-28
+SW_30,,1.2935e-19,1.1570e-23,1.6760e-23,1.1544e-17,1.3229e-17,,3.6879e-12,6.1787e-11,2.2928e-23
+SW_60,,1.5293e-15,1.0818e-17,2.7702e-18,6.4562e-09,1.1504e-19,3.6879e-12,,1.6965e-02,2.3224e-17
+SW_120,,2.5526e-12,1.1342e-12,1.0761e-13,1.1243e-03,4.6003e-17,6.1787e-11,1.6965e-02,,2.3845e-12
+sFC,,2.3369e-04,7.0821e-03,6.9311e-10,6.3336e-17,2.9527e-28,2.2928e-23,2.3224e-17,2.3845e-12,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 8998d4ac..cf492514 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0305,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0002
-DCC_joint,,0.0305,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0041
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0005
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0002,0.0041,0.0005,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.0465e-02,3.8785e-07,1.6052e-16,2.3292e-27,4.0640e-24,1.9641e-20,1.9534e-17,1.9297e-04
+DCC_joint,,3.0465e-02,,7.3182e-07,4.2566e-18,5.7405e-30,2.5901e-26,7.4818e-22,3.2886e-18,4.0879e-03
+DCC_bivariate_loop,,3.8785e-07,7.3182e-07,,1.7246e-15,1.8690e-28,9.3012e-25,2.6283e-20,1.2551e-16,4.9728e-04
+SW_cross_validated,,1.6052e-16,4.2566e-18,1.7246e-15,,1.4546e-26,9.3444e-22,2.3990e-15,2.2403e-09,3.8716e-17
+SW_15,,2.3292e-27,5.7405e-30,1.8690e-28,1.4546e-26,,2.4399e-20,1.2081e-22,2.9119e-22,2.0232e-29
+SW_30,,4.0640e-24,2.5901e-26,9.3012e-25,9.3444e-22,2.4399e-20,,3.8550e-15,1.3535e-16,9.5426e-26
+SW_60,,1.9641e-20,7.4818e-22,2.6283e-20,2.3990e-15,1.2081e-22,3.8550e-15,,6.5687e-08,2.7767e-21
+SW_120,,1.9534e-17,3.2886e-18,1.2551e-16,2.2403e-09,2.9119e-22,1.3535e-16,6.5687e-08,,1.2795e-17
+sFC,,1.9297e-04,4.0879e-03,4.9728e-04,3.8716e-17,2.0232e-29,9.5426e-26,2.7767e-21,1.2795e-17,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 1635e579..34e6c4b6 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_bivariate_loop,,0.0001,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0003,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0003,,0.0000
-sFC,,0.0000,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.0128e-13,9.9632e-05,6.6890e-16,1.0415e-27,2.0727e-25,4.5413e-19,9.0948e-14,1.3277e-14
+DCC_joint,,9.0128e-13,,2.0025e-09,1.4777e-11,5.2021e-28,1.7118e-25,2.6994e-17,4.7303e-11,5.2297e-05
+DCC_bivariate_loop,,9.9632e-05,2.0025e-09,,3.1467e-14,4.1579e-27,1.3403e-24,3.3468e-18,7.9717e-13,9.2803e-12
+SW_cross_validated,,6.6890e-16,1.4777e-11,3.1467e-14,,8.5845e-25,4.0416e-21,3.9846e-13,1.4583e-06,5.0971e-10
+SW_15,,1.0415e-27,5.2021e-28,4.1579e-27,8.5845e-25,,1.4295e-19,4.3728e-20,1.4344e-17,3.5653e-28
+SW_30,,2.0727e-25,1.7118e-25,1.3403e-24,4.0416e-21,1.4295e-19,,1.8512e-13,2.6619e-12,1.2165e-25
+SW_60,,4.5413e-19,2.6994e-17,3.3468e-18,3.9846e-13,4.3728e-20,1.8512e-13,,3.3324e-04,7.7893e-17
+SW_120,,9.0948e-14,4.7303e-11,7.9717e-13,1.4583e-06,1.4344e-17,2.6619e-12,3.3324e-04,,2.5946e-10
+sFC,,1.3277e-14,5.2297e-05,9.2803e-12,5.0971e-10,3.5653e-28,1.2165e-25,7.7893e-17,2.5946e-10,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index a2a9384b..18e08687 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0082,0.0000,0.0000,0.0000,0.0000,0.0000,0.0124,0.0080
-DCC_joint,,0.0082,,0.0000,0.0000,0.0000,0.0000,0.0000,0.5242,0.9332
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.1496,0.0003,0.0038,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.1496,0.0000,,0.0352,0.4014,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0003,0.0000,0.0352,,0.0608,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0038,0.0000,0.4014,0.0608,,0.0000,0.0000
-SW_120,,0.0124,0.5242,0.0000,0.0000,0.0000,0.0000,0.0000,,0.5563
-sFC,,0.0080,0.9332,0.0000,0.0000,0.0000,0.0000,0.0000,0.5563,
+SVWP_joint,,,8.2430e-03,3.3903e-10,3.6514e-09,7.2509e-09,1.4180e-11,6.7303e-13,1.2370e-02,7.9613e-03
+DCC_joint,,8.2430e-03,,4.3831e-12,1.2466e-09,5.2382e-10,8.4980e-13,5.8429e-15,5.2423e-01,9.3321e-01
+DCC_bivariate_loop,,3.3903e-10,4.3831e-12,,7.9893e-14,1.4956e-01,2.6600e-04,3.7742e-03,2.0968e-11,4.5164e-12
+SW_cross_validated,,3.6514e-09,1.2466e-09,7.9893e-14,,7.4554e-12,3.5795e-14,5.7020e-16,1.8500e-07,1.5344e-09
+SW_15,,7.2509e-09,5.2382e-10,1.4956e-01,7.4554e-12,,3.5246e-02,4.0144e-01,8.5760e-10,5.2380e-10
+SW_30,,1.4180e-11,8.4980e-13,2.6600e-04,3.5795e-14,3.5246e-02,,6.0783e-02,2.1107e-12,8.6178e-13
+SW_60,,6.7303e-13,5.8429e-15,3.7742e-03,5.7020e-16,4.0144e-01,6.0783e-02,,5.8991e-14,6.1883e-15
+SW_120,,1.2370e-02,5.2423e-01,2.0968e-11,1.8500e-07,8.5760e-10,2.1107e-12,5.8991e-14,,5.5628e-01
+sFC,,7.9613e-03,9.3321e-01,4.5164e-12,1.5344e-09,5.2380e-10,8.6178e-13,6.1883e-15,5.5628e-01,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index 0a767a66..4adbaeba 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0429,0.4193,0.3353,0.0000,0.0000,0.0000,0.0073,0.0979
-DCC_joint,,0.0429,,0.2548,0.0031,0.0000,0.0000,0.0000,0.0001,0.6399
-DCC_bivariate_loop,,0.4193,0.2548,,0.0883,0.0000,0.0000,0.0000,0.0020,0.4561
-SW_cross_validated,,0.3353,0.0031,0.0883,,0.0000,0.0000,0.0000,0.0301,0.0083
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001,,0.0204,0.0000
-SW_120,,0.0073,0.0001,0.0020,0.0301,0.0000,0.0000,0.0204,,0.0002
-sFC,,0.0979,0.6399,0.4561,0.0083,0.0000,0.0000,0.0000,0.0002,
+SVWP_joint,,,4.2870e-02,4.1932e-01,3.3531e-01,8.6302e-12,4.9995e-09,9.2964e-06,7.3083e-03,9.7876e-02
+DCC_joint,,4.2870e-02,,2.5476e-01,3.0753e-03,1.0295e-12,1.9597e-10,9.8238e-08,7.2281e-05,6.3988e-01
+DCC_bivariate_loop,,4.1932e-01,2.5476e-01,,8.8277e-02,9.1427e-12,4.1195e-09,4.1334e-06,1.9728e-03,4.5614e-01
+SW_cross_validated,,3.3531e-01,3.0753e-03,8.8277e-02,,7.3201e-12,5.4034e-09,2.1733e-05,3.0136e-02,8.3255e-03
+SW_15,,8.6302e-12,1.0295e-12,9.1427e-12,7.3201e-12,,6.6158e-06,2.9383e-09,4.5551e-10,1.2760e-12
+SW_30,,4.9995e-09,1.9597e-10,4.1195e-09,5.4034e-09,6.6158e-06,,1.2239e-04,2.2521e-06,2.8257e-10
+SW_60,,9.2964e-06,9.8238e-08,4.1334e-06,2.1733e-05,2.9383e-09,1.2239e-04,,2.0435e-02,1.8178e-07
+SW_120,,7.3083e-03,7.2281e-05,1.9728e-03,3.0136e-02,4.5551e-10,2.2521e-06,2.0435e-02,,1.6101e-04
+sFC,,9.7876e-02,6.3988e-01,4.5614e-01,8.3255e-03,1.2760e-12,2.8257e-10,1.8178e-07,1.6101e-04,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index f34bd7bc..54c0b05b 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0034,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0040
-DCC_joint,,0.0034,,0.1220,0.0010,0.0000,0.0000,0.0000,0.0000,0.8552
-DCC_bivariate_loop,,0.0001,0.1220,,0.0263,0.0000,0.0000,0.0000,0.0003,0.1938
-SW_cross_validated,,0.0000,0.0010,0.0263,,0.0000,0.0000,0.0000,0.0578,0.0021
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0024,0.0000
-SW_120,,0.0000,0.0000,0.0003,0.0578,0.0000,0.0000,0.0024,,0.0000
-sFC,,0.0040,0.8552,0.1938,0.0021,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.3662e-03,9.4347e-05,1.6521e-06,1.1331e-17,1.4558e-15,5.6615e-11,6.2393e-08,4.0353e-03
+DCC_joint,,3.3662e-03,,1.2198e-01,9.8554e-04,3.7879e-16,1.6183e-13,5.5224e-09,1.3799e-05,8.5521e-01
+DCC_bivariate_loop,,9.4347e-05,1.2198e-01,,2.6280e-02,2.1193e-15,1.7403e-12,7.5879e-08,3.0712e-04,1.9377e-01
+SW_cross_validated,,1.6521e-06,9.8554e-04,2.6280e-02,,9.3633e-14,2.8959e-10,1.6501e-05,5.7812e-02,2.0872e-03
+SW_15,,1.1331e-17,3.7879e-16,2.1193e-15,9.3633e-14,,2.0634e-08,1.1957e-10,2.3227e-12,1.0561e-15
+SW_30,,1.4558e-15,1.6183e-13,1.7403e-12,2.8959e-10,2.0634e-08,,4.0942e-05,2.8543e-08,5.5762e-13
+SW_60,,5.6615e-11,5.5224e-09,7.5879e-08,1.6501e-05,1.1957e-10,4.0942e-05,,2.3921e-03,1.3394e-08
+SW_120,,6.2393e-08,1.3799e-05,3.0712e-04,5.7812e-02,2.3227e-12,2.8543e-08,2.3921e-03,,3.0294e-05
+sFC,,4.0353e-03,8.5521e-01,1.9377e-01,2.0872e-03,1.0561e-15,5.5762e-13,1.3394e-08,3.0294e-05,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index acb2e966..7091c84f 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0010,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0001,0.1590,0.0000,0.0000,0.6257,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0001,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.1590,0.0000,,0.0003,0.0000,0.3539,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0003,,0.0801,0.0001,0.0000
-SW_60,,0.0010,0.0000,0.0000,0.0000,0.0000,0.0801,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.6257,0.0000,0.3539,0.0001,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.2269e-23,1.0184e-09,1.1474e-12,3.9699e-09,2.1777e-05,1.0133e-03,2.1690e-09,1.3266e-26
+DCC_joint,,2.2269e-23,,1.7708e-20,8.3170e-20,3.3808e-21,7.7739e-22,1.8803e-22,1.3839e-20,2.3284e-06
+DCC_bivariate_loop,,1.0184e-09,1.7708e-20,,1.4246e-04,1.5900e-01,2.3113e-05,4.8828e-07,6.2566e-01,7.1524e-23
+SW_cross_validated,,1.1474e-12,8.3170e-20,1.4246e-04,,3.6699e-06,2.5804e-09,1.2856e-10,4.6651e-05,2.0917e-22
+SW_15,,3.9699e-09,3.3808e-21,1.5900e-01,3.6699e-06,,3.3412e-04,4.4811e-06,3.5392e-01,7.2319e-24
+SW_30,,2.1777e-05,7.7739e-22,2.3113e-05,2.5804e-09,3.3412e-04,,8.0124e-02,6.7820e-05,1.9557e-24
+SW_60,,1.0133e-03,1.8803e-22,4.8828e-07,1.2856e-10,4.4811e-06,8.0124e-02,,1.2912e-06,2.6721e-25
+SW_120,,2.1690e-09,1.3839e-20,6.2566e-01,4.6651e-05,3.5392e-01,6.7820e-05,1.2912e-06,,5.5431e-23
+sFC,,1.3266e-26,2.3284e-06,7.1524e-23,2.0917e-22,7.2319e-24,1.9557e-24,2.6721e-25,5.5431e-23,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index e587b094..a6ec2692 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.4973,0.0000,0.0000,0.0000,0.0000,0.0006
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.2170,0.0000,0.0000
-SW_cross_validated,,0.0000,0.4973,0.0000,,0.0000,0.0000,0.0000,0.0029,0.7328
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0010,0.0000,0.0000,0.0000
-SW_30,,0.0001,0.0000,0.0000,0.0000,0.0010,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.2170,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0029,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0006,0.0000,0.7328,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.3899e-24,9.1290e-10,2.7061e-12,4.3031e-08,1.2420e-04,1.3007e-11,5.8820e-23,3.5050e-25
+DCC_joint,,1.3899e-24,,4.2784e-18,4.9734e-01,1.5909e-24,3.6002e-24,1.3520e-22,2.7751e-15,6.0502e-04
+DCC_bivariate_loop,,9.1290e-10,4.2784e-18,,6.3091e-10,1.1940e-05,1.4326e-07,2.1701e-01,5.5021e-16,1.8279e-18
+SW_cross_validated,,2.7061e-12,4.9734e-01,6.3091e-10,,2.5282e-11,9.6621e-12,1.9906e-10,2.9234e-03,7.3284e-01
+SW_15,,4.3031e-08,1.5909e-24,1.1940e-05,2.5282e-11,,1.0038e-03,1.3596e-06,1.3498e-22,2.7043e-25
+SW_30,,1.2420e-04,3.6002e-24,1.4326e-07,9.6621e-12,1.0038e-03,,5.5179e-09,2.1204e-22,8.3010e-25
+SW_60,,1.3007e-11,1.3520e-22,2.1701e-01,1.9906e-10,1.3596e-06,5.5179e-09,,1.9064e-20,2.9282e-23
+SW_120,,5.8820e-23,2.7751e-15,5.5021e-16,2.9234e-03,1.3498e-22,2.1204e-22,1.9064e-20,,1.1516e-17
+sFC,,3.5050e-25,6.0502e-04,1.8279e-18,7.3284e-01,2.7043e-25,8.3010e-25,2.9282e-23,1.1516e-17,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index d673a7b3..0221f049 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
 SVWP_joint,,,,,,,,,,
-DCC_joint,,,,0.0022,0.1981,0.0000,0.4766,0.2029,0.0064,0.9576
-DCC_bivariate_loop,,,0.0022,,0.0026,0.0000,0.0858,0.0438,0.0012,0.0023
-SW_cross_validated,,,0.1981,0.0026,,0.0000,0.9216,0.4307,0.0197,0.1877
-SW_15,,,0.0000,0.0000,0.0000,,0.0015,0.0275,0.6374,0.0000
-SW_30,,,0.4766,0.0858,0.9216,0.0015,,0.5512,0.0470,0.4682
-SW_60,,,0.2029,0.0438,0.4307,0.0275,0.5512,,0.1748,0.1993
-SW_120,,,0.0064,0.0012,0.0197,0.6374,0.0470,0.1748,,0.0062
-sFC,,,0.9576,0.0023,0.1877,0.0000,0.4682,0.1993,0.0062,
+DCC_joint,,,,2.2275e-03,1.9811e-01,4.5200e-07,4.7663e-01,2.0287e-01,6.3612e-03,9.5759e-01
+DCC_bivariate_loop,,,2.2275e-03,,2.6005e-03,4.3766e-08,8.5770e-02,4.3794e-02,1.1942e-03,2.3452e-03
+SW_cross_validated,,,1.9811e-01,2.6005e-03,,1.5709e-05,9.2165e-01,4.3073e-01,1.9717e-02,1.8771e-01
+SW_15,,,4.5200e-07,4.3766e-08,1.5709e-05,,1.4559e-03,2.7454e-02,6.3741e-01,4.2784e-07
+SW_30,,,4.7663e-01,8.5770e-02,9.2165e-01,1.4559e-03,,5.5124e-01,4.6998e-02,4.6823e-01
+SW_60,,,2.0287e-01,4.3794e-02,4.3073e-01,2.7454e-02,5.5124e-01,,1.7480e-01,1.9928e-01
+SW_120,,,6.3612e-03,1.1942e-03,1.9717e-02,6.3741e-01,4.6998e-02,1.7480e-01,,6.2170e-03
+sFC,,,9.5759e-01,2.3452e-03,1.8771e-01,4.2784e-07,4.6823e-01,1.9928e-01,6.2170e-03,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index 6e6ad80f..1c9a9265 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
 SVWP_joint,,,,,,,,,,
-DCC_joint,,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,,0.0000,,0.0006,0.0003,0.0000,0.0000,0.3019,0.0000
-SW_cross_validated,,,0.0000,0.0006,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,,0.0000,0.0003,0.0000,,0.0115,0.0817,0.0001,0.0000
-SW_30,,,0.0000,0.0000,0.0000,0.0115,,0.1827,0.0000,0.0000
-SW_60,,,0.0000,0.0000,0.0000,0.0817,0.1827,,0.0000,0.0000
-SW_120,,,0.0000,0.3019,0.0000,0.0001,0.0000,0.0000,,0.0000
-sFC,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+DCC_joint,,,,4.1736e-19,6.5679e-21,1.3410e-20,4.3099e-22,4.4836e-22,2.1366e-21,3.2698e-08
+DCC_bivariate_loop,,,4.1736e-19,,5.5388e-04,2.6205e-04,4.7440e-07,2.0388e-06,3.0192e-01,9.6838e-23
+SW_cross_validated,,,6.5679e-21,5.5388e-04,,7.7714e-10,2.2091e-14,3.9017e-14,4.2678e-09,1.3438e-30
+SW_15,,,1.3410e-20,2.6205e-04,7.7714e-10,,1.1508e-02,8.1674e-02,7.7184e-05,6.2130e-25
+SW_30,,,4.3099e-22,4.7440e-07,2.2091e-14,1.1508e-02,,1.8273e-01,1.5359e-09,8.4012e-29
+SW_60,,,4.4836e-22,2.0388e-06,3.9017e-14,8.1674e-02,1.8273e-01,,7.7645e-09,3.7830e-29
+SW_120,,,2.1366e-21,3.0192e-01,4.2678e-09,7.7184e-05,1.5359e-09,7.7645e-09,,3.4212e-29
+sFC,,,3.2698e-08,9.6838e-23,1.3438e-30,6.2130e-25,8.4012e-29,3.7830e-29,3.4212e-29,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index cc750098..309d40a9 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0023,0.0000,0.0000,0.0000,0.0000,0.0000,0.9099
-DCC_bivariate_loop,,0.0000,0.0023,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0025
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.9099,0.0025,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.1140e-10,1.0619e-11,5.8153e-19,5.2141e-33,2.6407e-29,9.4432e-25,9.6426e-19,7.2569e-11
+DCC_joint,,1.1140e-10,,2.3058e-03,5.8264e-17,8.0822e-34,8.9036e-30,1.9800e-24,2.5192e-17,9.0995e-01
+DCC_bivariate_loop,,1.0619e-11,2.3058e-03,,3.9682e-15,1.4548e-32,1.7818e-28,3.0297e-23,1.7153e-16,2.4748e-03
+SW_cross_validated,,5.8153e-19,5.8264e-17,3.9682e-15,,3.6736e-32,2.5858e-27,2.1171e-20,3.1091e-11,4.1905e-17
+SW_15,,5.2141e-33,8.0822e-34,1.4548e-32,3.6736e-32,,2.3342e-27,1.2109e-29,3.0060e-26,4.6767e-34
+SW_30,,2.6407e-29,8.9036e-30,1.7818e-28,2.5858e-27,2.3342e-27,,3.9348e-22,1.6796e-20,5.3011e-30
+SW_60,,9.4432e-25,1.9800e-24,3.0297e-23,2.1171e-20,1.2109e-29,3.9348e-22,,2.3710e-11,1.3820e-24
+SW_120,,9.6426e-19,2.5192e-17,1.7153e-16,3.1091e-11,3.0060e-26,1.6796e-20,2.3710e-11,,2.2937e-17
+sFC,,7.2569e-11,9.0995e-01,2.4748e-03,4.1905e-17,4.6767e-34,5.3011e-30,1.3820e-24,2.2937e-17,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index 6b0e8935..d68b59bc 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.8543
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.8543,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.9463e-08,3.4609e-12,4.8351e-17,1.7777e-29,6.3783e-26,4.1184e-22,1.0331e-15,1.1134e-07
+DCC_joint,,7.9463e-08,,8.6411e-07,9.4180e-15,9.9314e-30,8.0041e-26,1.9500e-21,4.0025e-14,8.5428e-01
+DCC_bivariate_loop,,3.4609e-12,8.6411e-07,,6.9719e-13,1.0550e-30,1.9579e-26,2.1386e-21,7.4125e-13,6.1879e-07
+SW_cross_validated,,4.8351e-17,9.4180e-15,6.9719e-13,,4.1701e-31,3.9053e-26,1.0049e-19,5.2053e-09,8.5985e-15
+SW_15,,1.7777e-29,9.9314e-30,1.0550e-30,4.1701e-31,,6.2498e-24,1.0689e-26,2.1940e-22,1.0520e-29
+SW_30,,6.3783e-26,8.0041e-26,1.9579e-26,3.9053e-26,6.2498e-24,,4.6984e-19,7.6296e-17,8.3016e-26
+SW_60,,4.1184e-22,1.9500e-21,2.1386e-21,1.0049e-19,1.0689e-26,4.6984e-19,,9.3433e-09,1.9487e-21
+SW_120,,1.0331e-15,4.0025e-14,7.4125e-13,5.2053e-09,2.1940e-22,7.6296e-17,9.3433e-09,,3.7213e-14
+sFC,,1.1134e-07,8.5428e-01,6.1879e-07,8.5985e-15,1.0520e-29,8.3016e-26,1.9487e-21,3.7213e-14,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index b8f49710..cfd7db40 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.9421
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.9421,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.8810e-07,3.8901e-11,1.5633e-15,3.2583e-28,7.8972e-25,1.8814e-21,1.0836e-16,3.2688e-07
+DCC_joint,,3.8810e-07,,5.9377e-06,4.6156e-13,1.3259e-28,7.0814e-25,5.9087e-21,3.8776e-15,9.4207e-01
+DCC_bivariate_loop,,3.8901e-11,5.9377e-06,,2.0426e-10,3.0097e-29,3.1321e-25,8.3033e-21,8.4044e-14,6.5555e-06
+SW_cross_validated,,1.5633e-15,4.6156e-13,2.0426e-10,,2.6698e-30,1.0206e-25,3.5688e-20,2.3656e-10,4.5191e-13
+SW_15,,3.2583e-28,1.3259e-28,3.0097e-29,2.6698e-30,,3.3100e-24,5.5827e-28,6.8592e-25,1.1931e-28
+SW_30,,7.8972e-25,7.0814e-25,3.1321e-25,1.0206e-25,3.3100e-24,,1.3425e-20,1.8900e-19,6.4316e-25
+SW_60,,1.8814e-21,5.9087e-21,8.3033e-21,3.5688e-20,5.5827e-28,1.3425e-20,,2.1616e-11,5.4457e-21
+SW_120,,1.0836e-16,3.8776e-15,8.4044e-14,2.3656e-10,6.8592e-25,1.8900e-19,2.1616e-11,,3.8430e-15
+sFC,,3.2688e-07,9.4207e-01,6.5555e-06,4.5191e-13,1.1931e-28,6.4316e-25,5.4457e-21,3.8430e-15,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 0bbf2ebd..f21ff47a 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0015,0.0000,0.0000,0.0000,0.0000,0.0018
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0015,0.0000,,0.0000,0.0000,0.0000,0.0000,0.1436
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0018,0.0000,0.1436,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.6303e-16,1.5899e-11,4.9426e-16,1.1272e-28,1.4281e-25,1.4830e-21,3.5222e-16,7.4757e-17
+DCC_joint,,1.6303e-16,,5.4068e-11,1.5173e-03,3.9085e-32,1.2044e-28,8.4611e-21,2.6291e-10,1.7843e-03
+DCC_bivariate_loop,,1.5899e-11,5.4068e-11,,5.7267e-11,3.3127e-29,1.2791e-25,2.8695e-20,4.8629e-13,7.2421e-12
+SW_cross_validated,,4.9426e-16,1.5173e-03,5.7267e-11,,6.5703e-29,9.4065e-25,5.9580e-18,1.2961e-08,1.4363e-01
+SW_15,,1.1272e-28,3.9085e-32,3.3127e-29,6.5703e-29,,9.4011e-25,8.4878e-27,3.2966e-23,8.4736e-32
+SW_30,,1.4281e-25,1.2044e-28,1.2791e-25,9.4065e-25,9.4011e-25,,6.0009e-20,8.0645e-18,3.6077e-28
+SW_60,,1.4830e-21,8.4611e-21,2.8695e-20,5.9580e-18,8.4878e-27,6.0009e-20,,2.6482e-09,2.7886e-20
+SW_120,,3.5222e-16,2.6291e-10,4.8629e-13,1.2961e-08,3.2966e-23,8.0645e-18,2.6482e-09,,1.2634e-09
+sFC,,7.4757e-17,1.7843e-03,7.2421e-12,1.4363e-01,8.4736e-32,3.6077e-28,2.7886e-20,1.2634e-09,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 47606ed0..58d4daa9 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.5297
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.5297,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.6731e-16,2.3873e-11,9.8910e-20,1.1026e-28,1.7120e-25,2.0465e-22,4.6087e-18,1.8975e-16
+DCC_joint,,2.6731e-16,,3.5182e-09,4.3405e-15,2.4101e-29,2.5699e-25,1.2959e-20,1.2976e-13,5.2965e-01
+DCC_bivariate_loop,,2.3873e-11,3.5182e-09,,3.4500e-16,7.0693e-28,4.0794e-24,4.0683e-20,3.4502e-15,1.7283e-09
+SW_cross_validated,,9.8910e-20,4.3405e-15,3.4500e-16,,1.6586e-27,2.5234e-22,1.1458e-14,5.7511e-06,5.8283e-15
+SW_15,,1.1026e-28,2.4101e-29,7.0693e-28,1.6586e-27,,4.8331e-22,4.5599e-26,5.2090e-23,2.3035e-29
+SW_30,,1.7120e-25,2.5699e-25,4.0794e-24,2.5234e-22,4.8331e-22,,5.6524e-19,7.4101e-17,2.5452e-25
+SW_60,,2.0465e-22,1.2959e-20,4.0683e-20,1.1458e-14,4.5599e-26,5.6524e-19,,2.3261e-06,1.4035e-20
+SW_120,,4.6087e-18,1.2976e-13,3.4502e-15,5.7511e-06,5.2090e-23,7.4101e-17,2.3261e-06,,1.6470e-13
+sFC,,1.8975e-16,5.2965e-01,1.7283e-09,5.8283e-15,2.3035e-29,2.5452e-25,1.4035e-20,1.6470e-13,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index ddcbfb5a..847a2636 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
 SVWP_joint,,,,,,,,,,
-DCC_joint,,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.9972
-DCC_bivariate_loop,,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,,0.9972,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+DCC_joint,,,,9.2928e-06,1.4337e-13,2.8922e-29,2.5563e-25,1.1031e-21,9.5118e-15,9.9724e-01
+DCC_bivariate_loop,,,9.2928e-06,,1.2880e-09,3.7681e-28,5.4769e-24,6.6504e-20,5.0394e-13,1.2082e-05
+SW_cross_validated,,,1.4337e-13,1.2880e-09,,3.4869e-29,2.2343e-24,2.6886e-19,4.4792e-10,2.4127e-13
+SW_15,,,2.8922e-29,3.7681e-28,3.4869e-29,,7.8471e-23,8.4219e-27,1.7421e-22,5.2151e-29
+SW_30,,,2.5563e-25,5.4769e-24,2.2343e-24,7.8471e-23,,4.6017e-19,1.1663e-16,4.4513e-25
+SW_60,,,1.1031e-21,6.6504e-20,2.6886e-19,8.4219e-27,4.6017e-19,,3.7551e-08,1.9477e-21
+SW_120,,,9.5118e-15,5.0394e-13,4.4792e-10,1.7421e-22,1.1663e-16,3.7551e-08,,1.1348e-14
+sFC,,,9.9724e-01,1.2082e-05,2.4127e-13,5.2151e-29,4.4513e-25,1.9477e-21,1.1348e-14,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index fb76de29..37f89f6f 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
 SVWP_joint,,,,,,,,,,
-DCC_joint,,,,0.0000,0.1397,0.0000,0.0000,0.0000,0.0000,0.0017
-DCC_bivariate_loop,,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,,0.1397,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,,0.0017,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+DCC_joint,,,,5.4208e-10,1.3970e-01,2.0667e-29,7.3675e-24,6.1659e-17,2.6271e-10,1.6627e-03
+DCC_bivariate_loop,,,5.4208e-10,,1.7724e-09,1.7685e-27,5.0196e-23,5.1298e-18,7.3947e-14,1.2822e-11
+SW_cross_validated,,,1.3970e-01,1.7724e-09,,6.2223e-30,2.3382e-24,1.7602e-17,4.5696e-11,3.0649e-05
+SW_15,,,2.0667e-29,1.7685e-27,6.2223e-30,,1.9852e-23,2.0541e-25,1.7470e-25,8.0932e-30
+SW_30,,,7.3675e-24,5.0196e-23,2.3382e-24,1.9852e-23,,2.2989e-17,2.1545e-19,5.8768e-24
+SW_60,,,6.1659e-17,5.1298e-18,1.7602e-17,2.0541e-25,2.2989e-17,,2.0688e-10,1.8016e-16
+SW_120,,,2.6271e-10,7.3947e-14,4.5696e-11,1.7470e-25,2.1545e-19,2.0688e-10,,6.3012e-09
+sFC,,,1.6627e-03,1.2822e-11,3.0649e-05,8.0932e-30,5.8768e-24,1.8016e-16,6.3012e-09,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index 8738f157..f5ca5ebd 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0089,0.0000,0.0000,0.0000,0.0000,0.0000,0.1013,0.0154
-DCC_joint,,0.0089,,0.0000,0.0000,0.0000,0.0000,0.0000,0.8417,0.6959
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0358,0.1678,0.2747,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0001,0.0000
-SW_15,,0.0000,0.0000,0.0358,0.0000,,0.0050,0.0105,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.1678,0.0000,0.0050,,0.8336,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.2747,0.0000,0.0105,0.8336,,0.0000,0.0000
-SW_120,,0.1013,0.8417,0.0000,0.0001,0.0000,0.0000,0.0000,,0.9865
-sFC,,0.0154,0.6959,0.0000,0.0000,0.0000,0.0000,0.0000,0.9865,
+SVWP_joint,,,8.9182e-03,3.7914e-10,4.4056e-07,1.8648e-06,5.2567e-09,2.0925e-08,1.0132e-01,1.5363e-02
+DCC_joint,,8.9182e-03,,2.6219e-11,2.6402e-06,1.6604e-07,8.5567e-10,3.6249e-09,8.4168e-01,6.9593e-01
+DCC_bivariate_loop,,3.7914e-10,2.6219e-11,,3.2579e-12,3.5845e-02,1.6783e-01,2.7470e-01,2.5800e-10,3.0266e-11
+SW_cross_validated,,4.4056e-07,2.6402e-06,3.2579e-12,,4.2384e-09,7.1873e-11,2.6107e-10,6.9266e-05,1.8729e-06
+SW_15,,1.8648e-06,1.6604e-07,3.5845e-02,4.2384e-09,,5.0073e-03,1.0532e-02,6.1430e-07,1.9478e-07
+SW_30,,5.2567e-09,8.5567e-10,1.6783e-01,7.1873e-11,5.0073e-03,,8.3355e-01,2.7375e-09,9.5845e-10
+SW_60,,2.0925e-08,3.6249e-09,2.7470e-01,2.6107e-10,1.0532e-02,8.3355e-01,,1.0091e-08,4.0597e-09
+SW_120,,1.0132e-01,8.4168e-01,2.5800e-10,6.9266e-05,6.1430e-07,2.7375e-09,1.0091e-08,,9.8645e-01
+sFC,,1.5363e-02,6.9593e-01,3.0266e-11,1.8729e-06,1.9478e-07,9.5845e-10,4.0597e-09,9.8645e-01,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index 1a6ab37c..bf77bade 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0784,0.1340,0.0000,0.0000,0.0000,0.0000,0.0000,0.0008
-DCC_joint,,0.0784,,0.7606,0.0000,0.0000,0.0000,0.0000,0.0000,0.0454
-DCC_bivariate_loop,,0.1340,0.7606,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0227
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.3861,0.2146,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0002,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0002,,0.0005,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.3861,0.0000,0.0005,,0.0787,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.2146,0.0000,0.0000,0.0787,,0.0000
-sFC,,0.0008,0.0454,0.0227,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.8438e-02,1.3401e-01,6.9362e-07,6.4523e-11,1.6050e-09,8.2762e-07,4.6413e-05,8.1920e-04
+DCC_joint,,7.8438e-02,,7.6057e-01,1.4748e-09,2.7085e-12,1.5913e-11,4.5984e-09,2.6396e-07,4.5447e-02
+DCC_bivariate_loop,,1.3401e-01,7.6057e-01,,3.5305e-09,4.1677e-12,3.0092e-11,9.5193e-09,5.5197e-07,2.2749e-02
+SW_cross_validated,,6.9362e-07,1.4748e-09,3.5305e-09,,1.9363e-08,1.7415e-05,3.8607e-01,2.1457e-01,1.0944e-13
+SW_15,,6.4523e-11,2.7085e-12,4.1677e-12,1.9363e-08,,1.5494e-04,1.9861e-07,2.4876e-08,5.9476e-14
+SW_30,,1.6050e-09,1.5913e-11,3.0092e-11,1.7415e-05,1.5494e-04,,4.8918e-04,1.4237e-05,2.6336e-14
+SW_60,,8.2762e-07,4.5984e-09,9.5193e-09,3.8607e-01,1.9861e-07,4.8918e-04,,7.8746e-02,5.5901e-12
+SW_120,,4.6413e-05,2.6396e-07,5.5197e-07,2.1457e-01,2.4876e-08,1.4237e-05,7.8746e-02,,5.4713e-10
+sFC,,8.1920e-04,4.5447e-02,2.2749e-02,1.0944e-13,5.9476e-14,2.6336e-14,5.5901e-12,5.4713e-10,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index 05d8abc3..b9af167e 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0034,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0040
-DCC_joint,,0.0034,,0.1195,0.0031,0.0000,0.0000,0.0000,0.0001,0.8242
-DCC_bivariate_loop,,0.0001,0.1195,,0.0960,0.0000,0.0000,0.0000,0.0014,0.2058
-SW_cross_validated,,0.0000,0.0031,0.0960,,0.0000,0.0000,0.0000,0.0459,0.0077
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0003,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0003,,0.0037,0.0000
-SW_120,,0.0000,0.0001,0.0014,0.0459,0.0000,0.0000,0.0037,,0.0001
-sFC,,0.0040,0.8242,0.2058,0.0077,0.0000,0.0000,0.0000,0.0001,
+SVWP_joint,,,3.4129e-03,1.0655e-04,2.6961e-06,4.6329e-18,7.2778e-14,2.1279e-10,1.8080e-07,4.0370e-03
+DCC_joint,,3.4129e-03,,1.1951e-01,3.1134e-03,4.1508e-16,5.7596e-12,2.5794e-08,5.1608e-05,8.2420e-01
+DCC_bivariate_loop,,1.0655e-04,1.1951e-01,,9.5969e-02,4.5294e-15,7.4237e-11,4.8975e-07,1.4342e-03,2.0584e-01
+SW_cross_validated,,2.6961e-06,3.1134e-03,9.5969e-02,,4.8438e-14,1.2584e-09,1.5266e-05,4.5943e-02,7.7081e-03
+SW_15,,4.6329e-18,4.1508e-16,4.5294e-15,4.8438e-14,,3.6264e-07,4.9891e-10,5.7450e-12,1.9859e-15
+SW_30,,7.2778e-14,5.7596e-12,7.4237e-11,1.2584e-09,3.6264e-07,,2.7850e-04,2.4307e-07,1.9833e-11
+SW_60,,2.1279e-10,2.5794e-08,4.8975e-07,1.5266e-05,4.9891e-10,2.7850e-04,,3.6872e-03,7.3988e-08
+SW_120,,1.8080e-07,5.1608e-05,1.4342e-03,4.5943e-02,5.7450e-12,2.4307e-07,3.6872e-03,,1.3032e-04
+sFC,,4.0370e-03,8.2420e-01,2.0584e-01,7.7081e-03,1.9859e-15,1.9833e-11,7.3988e-08,1.3032e-04,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index e222ad3b..a7894a98 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0158,0.0022,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.4189,0.0000,0.1404,0.0034,0.0742,0.0000
-SW_cross_validated,,0.0000,0.0000,0.4189,,0.0000,0.8337,0.0037,0.0391,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.1404,0.8337,0.0000,,0.0001,0.0047,0.0000
-SW_60,,0.0158,0.0000,0.0034,0.0037,0.0000,0.0001,,0.2835,0.0000
-SW_120,,0.0022,0.0000,0.0742,0.0391,0.0000,0.0047,0.2835,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.3865e-20,8.3515e-06,3.2778e-05,1.2754e-10,3.6649e-07,1.5754e-02,2.2199e-03,3.2439e-22
+DCC_joint,,1.3865e-20,,7.2410e-21,1.2258e-17,4.8735e-18,2.4783e-21,2.0313e-20,2.1843e-19,1.2041e-06
+DCC_bivariate_loop,,8.3515e-06,7.2410e-21,,4.1892e-01,1.2703e-07,1.4036e-01,3.4086e-03,7.4190e-02,3.5667e-23
+SW_cross_validated,,3.2778e-05,1.2258e-17,4.1892e-01,,2.9130e-05,8.3373e-01,3.7404e-03,3.9112e-02,5.7712e-19
+SW_15,,1.2754e-10,4.8735e-18,1.2703e-07,2.9130e-05,,6.1017e-07,3.0089e-09,5.6132e-08,4.8385e-20
+SW_30,,3.6649e-07,2.4783e-21,1.4036e-01,8.3373e-01,6.1017e-07,,1.0962e-04,4.7431e-03,4.1636e-24
+SW_60,,1.5754e-02,2.0313e-20,3.4086e-03,3.7404e-03,3.0089e-09,1.0962e-04,,2.8348e-01,3.3147e-22
+SW_120,,2.2199e-03,2.1843e-19,7.4190e-02,3.9112e-02,5.6132e-08,4.7431e-03,2.8348e-01,,6.1219e-21
+sFC,,3.2439e-22,1.2041e-06,3.5667e-23,5.7712e-19,4.8385e-20,4.1636e-24,3.3147e-22,6.1219e-21,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index 9fa95c9a..c270c68e 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.4082,0.0000,0.0000,0.0000,0.0000,0.0005
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.1760,0.0007,0.3199,0.0000,0.0000
-SW_cross_validated,,0.0000,0.4082,0.0000,,0.0000,0.0000,0.0000,0.0027,0.6236
-SW_15,,0.0000,0.0000,0.1760,0.0000,,0.0000,0.0105,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0007,0.0000,0.0000,,0.0011,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.3199,0.0000,0.0105,0.0011,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0027,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0005,0.0000,0.6236,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.3819e-23,6.0449e-08,5.1239e-12,7.6512e-10,5.3689e-06,1.0011e-08,2.2029e-21,1.1080e-23
+DCC_joint,,3.3819e-23,,7.0672e-18,4.0825e-01,9.1279e-19,2.6239e-22,5.7430e-21,3.1181e-14,5.4385e-04
+DCC_bivariate_loop,,6.0449e-08,7.0672e-18,,4.8251e-10,1.7599e-01,7.1547e-04,3.1985e-01,8.6460e-16,3.1457e-18
+SW_cross_validated,,5.1239e-12,4.0825e-01,4.8251e-10,,8.3798e-10,4.0350e-11,1.8083e-10,2.6693e-03,6.2360e-01
+SW_15,,7.6512e-10,9.1279e-19,1.7599e-01,8.3798e-10,,5.3718e-06,1.0515e-02,1.7201e-16,3.4925e-19
+SW_30,,5.3689e-06,2.6239e-22,7.1547e-04,4.0350e-11,5.3718e-06,,1.1067e-03,2.9725e-20,7.9261e-23
+SW_60,,1.0011e-08,5.7430e-21,3.1985e-01,1.8083e-10,1.0515e-02,1.1067e-03,,8.8278e-19,1.8606e-21
+SW_120,,2.2029e-21,3.1181e-14,8.6460e-16,2.6693e-03,1.7201e-16,2.9725e-20,8.8278e-19,,2.8747e-16
+sFC,,1.1080e-23,5.4385e-04,3.1457e-18,6.2360e-01,3.4925e-19,7.9261e-23,1.8606e-21,2.8747e-16,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index 88285dea..a0616771 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
 SVWP_joint,,,,,,,,,,
-DCC_joint,,,,0.0070,0.0002,0.0000,0.0004,0.0180,0.0003,0.6810
-DCC_bivariate_loop,,,0.0070,,0.0000,0.0000,0.0000,0.0030,0.0001,0.0082
-SW_cross_validated,,,0.0002,0.0000,,0.0000,0.4724,0.7480,0.0246,0.0001
-SW_15,,,0.0000,0.0000,0.0000,,0.0002,0.0014,0.2202,0.0000
-SW_30,,,0.0004,0.0000,0.4724,0.0002,,0.8558,0.0753,0.0003
-SW_60,,,0.0180,0.0030,0.7480,0.0014,0.8558,,0.0922,0.0142
-SW_120,,,0.0003,0.0001,0.0246,0.2202,0.0753,0.0922,,0.0002
-sFC,,,0.6810,0.0082,0.0001,0.0000,0.0003,0.0142,0.0002,
+DCC_joint,,,,6.9829e-03,2.2572e-04,2.9540e-09,4.1420e-04,1.8048e-02,2.6866e-04,6.8102e-01
+DCC_bivariate_loop,,,6.9829e-03,,8.0696e-06,6.0586e-10,2.9565e-05,3.0040e-03,5.8984e-05,8.1912e-03
+SW_cross_validated,,,2.2572e-04,8.0696e-06,,8.6865e-06,4.7235e-01,7.4802e-01,2.4603e-02,1.0905e-04
+SW_15,,,2.9540e-09,6.0586e-10,8.6865e-06,,1.7476e-04,1.4271e-03,2.2020e-01,1.8569e-09
+SW_30,,,4.1420e-04,2.9565e-05,4.7235e-01,1.7476e-04,,8.5575e-01,7.5287e-02,2.5640e-04
+SW_60,,,1.8048e-02,3.0040e-03,7.4802e-01,1.4271e-03,8.5575e-01,,9.2212e-02,1.4211e-02
+SW_120,,,2.6866e-04,5.8984e-05,2.4603e-02,2.2020e-01,7.5287e-02,9.2212e-02,,2.1420e-04
+sFC,,,6.8102e-01,8.1912e-03,1.0905e-04,1.8569e-09,2.5640e-04,1.4211e-02,2.1420e-04,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index e3374683..1a8d43a2 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
 SVWP_joint,,,,,,,,,,
-DCC_joint,,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,,0.0000,,0.0000,0.0000,0.0728,0.6974,0.0020,0.0000
-SW_cross_validated,,,0.0000,0.0000,,0.4957,0.0000,0.0000,0.0000,0.0000
-SW_15,,,0.0000,0.0000,0.4957,,0.0000,0.0000,0.0007,0.0000
-SW_30,,,0.0000,0.0728,0.0000,0.0000,,0.0160,0.0595,0.0000
-SW_60,,,0.0000,0.6974,0.0000,0.0000,0.0160,,0.0002,0.0000
-SW_120,,,0.0000,0.0020,0.0000,0.0007,0.0595,0.0002,,0.0000
-sFC,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+DCC_joint,,,,1.9912e-19,5.9898e-19,4.3309e-16,3.6319e-20,1.9357e-20,9.4266e-20,1.1578e-08
+DCC_bivariate_loop,,,1.9912e-19,,8.1237e-09,4.8187e-06,7.2782e-02,6.9735e-01,2.0391e-03,9.3314e-23
+SW_cross_validated,,,5.9898e-19,8.1237e-09,,4.9568e-01,1.5296e-08,3.6920e-10,7.5312e-07,4.0163e-24
+SW_15,,,4.3309e-16,4.8187e-06,4.9568e-01,,3.5335e-05,1.0634e-06,7.3584e-04,9.8513e-19
+SW_30,,,3.6319e-20,7.2782e-02,1.5296e-08,3.5335e-05,,1.5953e-02,5.9498e-02,1.2567e-24
+SW_60,,,1.9357e-20,6.9735e-01,3.6920e-10,1.0634e-06,1.5953e-02,,2.2499e-04,1.1165e-24
+SW_120,,,9.4266e-20,2.0391e-03,7.5312e-07,7.3584e-04,5.9498e-02,2.2499e-04,,3.9239e-24
+sFC,,,1.1578e-08,9.3314e-23,4.0163e-24,9.8513e-19,1.2567e-24,1.1165e-24,3.9239e-24,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 89e64ff8..c5985432 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0024,0.0000,0.0000,0.0000,0.0000,0.0000,0.4696
-DCC_bivariate_loop,,0.0000,0.0024,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0007
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.4696,0.0007,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.8306e-06,8.8836e-08,1.1206e-17,7.5918e-29,2.5374e-25,5.8990e-22,8.3902e-18,7.6167e-06
+DCC_joint,,2.8306e-06,,2.4267e-03,5.4090e-20,1.9066e-31,1.9265e-27,6.1068e-24,3.5450e-18,4.6958e-01
+DCC_bivariate_loop,,8.8836e-08,2.4267e-03,,1.0606e-17,2.5441e-30,2.3142e-26,1.2110e-22,3.2731e-17,6.7590e-04
+SW_cross_validated,,1.1206e-17,5.4090e-20,1.0606e-17,,4.3379e-30,4.6339e-25,2.2851e-19,2.5656e-10,5.6578e-20
+SW_15,,7.5918e-29,1.9066e-31,2.5441e-30,4.3379e-30,,8.9251e-22,2.9620e-26,3.3875e-25,2.2371e-31
+SW_30,,2.5374e-25,1.9265e-27,2.3142e-26,4.6339e-25,8.9251e-22,,5.2217e-19,9.7603e-20,2.1294e-27
+SW_60,,5.8990e-22,6.1068e-24,1.2110e-22,2.2851e-19,2.9620e-26,5.2217e-19,,3.2256e-11,6.5091e-24
+SW_120,,8.3902e-18,3.5450e-18,3.2731e-17,2.5656e-10,3.3875e-25,9.7603e-20,3.2256e-11,,3.1925e-18
+sFC,,7.6167e-06,4.6958e-01,6.7590e-04,5.6578e-20,2.2371e-31,2.1294e-27,6.5091e-24,3.1925e-18,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index d6d8894d..772932a0 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.4050
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.4050,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.3093e-06,2.2981e-10,8.0296e-18,2.7421e-28,1.3353e-25,2.8328e-22,4.1534e-14,1.2786e-05
+DCC_joint,,6.3093e-06,,1.9871e-05,1.5514e-15,1.0685e-27,8.8290e-25,4.2445e-21,1.0308e-12,4.0500e-01
+DCC_bivariate_loop,,2.2981e-10,1.9871e-05,,3.7018e-14,3.7126e-28,4.3532e-25,5.6423e-21,1.6812e-11,1.0550e-06
+SW_cross_validated,,8.0296e-18,1.5514e-15,3.7018e-14,,1.3978e-29,4.3261e-26,3.9998e-20,1.5764e-06,6.4514e-17
+SW_15,,2.7421e-28,1.0685e-27,3.7126e-28,1.3978e-29,,9.2491e-22,1.0376e-25,2.0113e-19,1.1991e-28
+SW_30,,1.3353e-25,8.8290e-25,4.3532e-25,4.3261e-26,9.2491e-22,,1.9455e-19,1.7634e-14,7.9356e-26
+SW_60,,2.8328e-22,4.2445e-21,5.6423e-21,3.9998e-20,1.0376e-25,1.9455e-19,,8.8124e-07,3.7918e-22
+SW_120,,4.1534e-14,1.0308e-12,1.6812e-11,1.5764e-06,2.0113e-19,1.7634e-14,8.8124e-07,,4.5062e-13
+sFC,,1.2786e-05,4.0500e-01,1.0550e-06,6.4514e-17,1.1991e-28,7.9356e-26,3.7918e-22,4.5062e-13,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index cb6a5206..647f4543 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.6800
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.6800,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.3708e-06,1.1860e-10,1.3376e-17,6.7979e-28,1.9238e-25,1.6600e-22,3.6880e-15,7.8939e-06
+DCC_joint,,2.3708e-06,,8.3481e-06,3.2536e-15,2.5082e-27,1.2566e-24,2.7698e-21,1.1498e-13,6.7998e-01
+DCC_bivariate_loop,,1.1860e-10,8.3481e-06,,1.2093e-12,4.8660e-27,4.0298e-24,2.4072e-20,3.9283e-12,4.9644e-06
+SW_cross_validated,,1.3376e-17,3.2536e-15,1.2093e-12,,7.3098e-28,1.1625e-24,1.2419e-19,2.1083e-07,4.5478e-15
+SW_15,,6.7979e-28,2.5082e-27,4.8660e-27,7.3098e-28,,2.4025e-20,4.7002e-25,1.1287e-20,4.0849e-27
+SW_30,,1.9238e-25,1.2566e-24,4.0298e-24,1.1625e-24,2.4025e-20,,2.8238e-19,8.5908e-16,2.1407e-24
+SW_60,,1.6600e-22,2.7698e-21,2.4072e-20,1.2419e-19,4.7002e-25,2.8238e-19,,9.6538e-08,4.6759e-21
+SW_120,,3.6880e-15,1.1498e-13,3.9283e-12,2.1083e-07,1.1287e-20,8.5908e-16,9.6538e-08,,1.0956e-13
+sFC,,7.8939e-06,6.7998e-01,4.9644e-06,4.5478e-15,4.0849e-27,2.1407e-24,4.6759e-21,1.0956e-13,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 226f2311..db7cac42 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0342
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0342,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.4999e-16,1.9535e-09,2.0148e-17,3.2008e-29,2.4743e-26,1.6266e-21,2.9161e-14,1.2858e-16
+DCC_joint,,3.4999e-16,,7.6496e-11,3.3645e-09,1.0735e-30,3.0932e-27,1.3707e-19,2.0000e-09,3.4183e-02
+DCC_bivariate_loop,,1.9535e-09,7.6496e-11,,1.4171e-13,1.6213e-28,2.9170e-25,8.3807e-20,5.3860e-12,1.3612e-11
+SW_cross_validated,,2.0148e-17,3.3645e-09,1.4171e-13,,4.7244e-29,3.7652e-25,2.3836e-17,5.8121e-07,4.2532e-08
+SW_15,,3.2008e-29,1.0735e-30,1.6213e-28,4.7244e-29,,1.7579e-22,1.2550e-24,5.4788e-20,9.4839e-31
+SW_30,,2.4743e-26,3.0932e-27,2.9170e-25,3.7652e-25,1.7579e-22,,4.4719e-18,6.8673e-15,2.9570e-27
+SW_60,,1.6266e-21,1.3707e-19,8.3807e-20,2.3836e-17,1.2550e-24,4.4719e-18,,1.6306e-06,2.0184e-19
+SW_120,,2.9161e-14,2.0000e-09,5.3860e-12,5.8121e-07,5.4788e-20,6.8673e-15,1.6306e-06,,4.4245e-09
+sFC,,1.2858e-16,3.4183e-02,1.3612e-11,4.2532e-08,9.4839e-31,2.9570e-27,2.0184e-19,4.4245e-09,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 875289f7..e40ff6ca 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.6946
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0005,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0019,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0005,0.0000,0.0000,0.0019,,0.0000
-sFC,,0.0000,0.6946,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.2597e-14,4.8907e-07,3.0106e-20,2.6986e-28,2.0889e-25,1.0089e-21,5.3467e-15,1.9824e-14
+DCC_joint,,2.2597e-14,,1.5077e-09,1.8545e-17,1.9287e-28,4.7756e-25,5.2810e-20,1.0825e-11,6.9464e-01
+DCC_bivariate_loop,,4.8907e-07,1.5077e-09,,7.1965e-18,2.3557e-27,3.8285e-24,5.0641e-20,1.6899e-13,1.1050e-09
+SW_cross_validated,,3.0106e-20,1.8545e-17,7.1965e-18,,9.1588e-27,4.7049e-22,2.3427e-13,4.8793e-04,2.7937e-17
+SW_15,,2.6986e-28,1.9287e-28,2.3557e-27,9.1588e-27,,2.1672e-20,3.0523e-24,2.4530e-19,2.2553e-28
+SW_30,,2.0889e-25,4.7756e-25,3.8285e-24,4.7049e-22,2.1672e-20,,1.1186e-17,1.9116e-13,5.8553e-25
+SW_60,,1.0089e-21,5.2810e-20,5.0641e-20,2.3427e-13,3.0523e-24,1.1186e-17,,1.9325e-03,6.7905e-20
+SW_120,,5.3467e-15,1.0825e-11,1.6899e-13,4.8793e-04,2.4530e-19,1.9116e-13,1.9325e-03,,1.2810e-11
+sFC,,1.9824e-14,6.9464e-01,1.1050e-09,2.7937e-17,2.2553e-28,5.8553e-25,6.7905e-20,1.2810e-11,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 7523db63..a38426ac 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
 SVWP_joint,,,,,,,,,,
-DCC_joint,,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.4463
-DCC_bivariate_loop,,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,,0.4463,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+DCC_joint,,,,4.2209e-06,3.6228e-17,6.6698e-29,2.0758e-26,1.4051e-22,9.5236e-14,4.4625e-01
+DCC_bivariate_loop,,,4.2209e-06,,1.7099e-13,1.2123e-27,9.1852e-25,1.3395e-20,3.1523e-12,2.7257e-06
+SW_cross_validated,,,3.6228e-17,1.7099e-13,,3.2507e-29,2.5391e-26,2.7309e-20,7.2393e-08,2.4225e-16
+SW_15,,,6.6698e-29,1.2123e-27,3.2507e-29,,1.0999e-21,1.5081e-25,1.0525e-19,3.7318e-28
+SW_30,,,2.0758e-26,9.1852e-25,2.5391e-26,1.0999e-21,,1.1447e-19,1.5464e-14,1.5578e-25
+SW_60,,,1.4051e-22,1.3395e-20,2.7309e-20,1.5081e-25,1.1447e-19,,3.9777e-06,8.3315e-22
+SW_120,,,9.5236e-14,3.1523e-12,7.2393e-08,1.0525e-19,1.5464e-14,3.9777e-06,,9.9189e-14
+sFC,,,4.4625e-01,2.7257e-06,2.4225e-16,3.7318e-28,1.5578e-25,8.3315e-22,9.9189e-14,
diff --git a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 3006aaaa..5a0442f4 100644
--- a/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
 SVWP_joint,,,,,,,,,,
-DCC_joint,,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0032
-DCC_bivariate_loop,,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0245
-SW_15,,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,,0.0032,0.0000,0.0245,0.0000,0.0000,0.0000,0.0000,
+DCC_joint,,,,3.2128e-10,1.7600e-05,1.6443e-27,6.1241e-24,1.8053e-18,1.6448e-10,3.1549e-03
+DCC_bivariate_loop,,,3.2128e-10,,1.9092e-12,2.5184e-26,4.0757e-23,5.1394e-19,8.6037e-14,1.2185e-11
+SW_cross_validated,,,1.7600e-05,1.9092e-12,,1.8825e-27,1.1243e-23,1.4216e-17,1.5917e-08,2.4460e-02
+SW_15,,,1.6443e-27,2.5184e-26,1.8825e-27,,1.2720e-20,1.6309e-24,1.4592e-22,1.4805e-27
+SW_30,,,6.1241e-24,4.0757e-23,1.1243e-23,1.2720e-20,,3.8057e-18,1.6489e-17,7.0278e-24
+SW_60,,,1.8053e-18,5.1394e-19,1.4216e-17,1.6309e-24,3.8057e-18,,5.2262e-09,4.7949e-18
+SW_120,,,1.6448e-10,8.6037e-14,1.5917e-08,1.4592e-22,1.6489e-17,5.2262e-09,,2.0053e-09
+sFC,,,3.1549e-03,1.2185e-11,2.4460e-02,1.4805e-27,7.0278e-24,4.7949e-18,2.0053e-09,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index 64345295..2b6f0da0 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0830,0.0000,0.0000,0.0000,0.0000,0.0000,0.2210,0.0747
-DCC_joint,,0.0830,,0.0000,0.0000,0.0000,0.0000,0.0000,0.2213,0.8493
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0796,0.0000,0.0011,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0796,0.0000,,0.0000,0.0516,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0004,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0011,0.0000,0.0516,0.0004,,0.0000,0.0000
-SW_120,,0.2210,0.2213,0.0000,0.0000,0.0000,0.0000,0.0000,,0.1720
-sFC,,0.0747,0.8493,0.0000,0.0000,0.0000,0.0000,0.0000,0.1720,
+SVWP_joint,,,8.3013e-02,1.0508e-08,5.3071e-07,4.8449e-10,4.3211e-13,3.2355e-11,2.2099e-01,7.4677e-02
+DCC_joint,,8.3013e-02,,9.3662e-13,3.5474e-12,1.1344e-14,4.0784e-20,1.8873e-16,2.2134e-01,8.4933e-01
+DCC_bivariate_loop,,1.0508e-08,9.3662e-13,,4.9311e-15,7.9584e-02,3.0762e-07,1.0942e-03,5.0389e-12,8.0255e-13
+SW_cross_validated,,5.3071e-07,3.5474e-12,4.9311e-15,,1.2862e-16,4.8042e-21,4.4261e-18,6.2071e-11,2.5314e-12
+SW_15,,4.8449e-10,1.1344e-14,7.9584e-02,1.2862e-16,,5.9779e-06,5.1584e-02,7.8744e-14,9.4831e-15
+SW_30,,4.3211e-13,4.0784e-20,3.0762e-07,4.8042e-21,5.9779e-06,,4.0036e-04,1.3623e-18,2.8650e-20
+SW_60,,3.2355e-11,1.8873e-16,1.0942e-03,4.4261e-18,5.1584e-02,4.0036e-04,,1.7980e-15,1.5278e-16
+SW_120,,2.2099e-01,2.2134e-01,5.0389e-12,6.2071e-11,7.8744e-14,1.3623e-18,1.7980e-15,,1.7201e-01
+sFC,,7.4677e-02,8.4933e-01,8.0255e-13,2.5314e-12,9.4831e-15,2.8650e-20,1.5278e-16,1.7201e-01,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index 1c008176..e8f75ae7 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0222,0.2547,0.3281,0.0000,0.0000,0.0006,0.0484,0.0460
-DCC_joint,,0.0222,,0.2316,0.0028,0.0000,0.0000,0.0000,0.0009,0.8101
-DCC_bivariate_loop,,0.2547,0.2316,,0.0486,0.0000,0.0000,0.0001,0.0089,0.3542
-SW_cross_validated,,0.3281,0.0028,0.0486,,0.0000,0.0000,0.0041,0.1831,0.0069
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0007,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0007,,0.0229,0.0053,0.0000
-SW_60,,0.0006,0.0000,0.0001,0.0041,0.0000,0.0229,,0.2594,0.0000
-SW_120,,0.0484,0.0009,0.0089,0.1831,0.0000,0.0053,0.2594,,0.0018
-sFC,,0.0460,0.8101,0.3542,0.0069,0.0000,0.0000,0.0000,0.0018,
+SVWP_joint,,,2.2184e-02,2.5470e-01,3.2808e-01,3.5075e-08,3.7382e-06,5.5667e-04,4.8362e-02,4.6019e-02
+DCC_joint,,2.2184e-02,,2.3157e-01,2.8262e-03,4.0317e-09,1.2213e-07,6.4891e-06,9.2483e-04,8.1013e-01
+DCC_bivariate_loop,,2.5470e-01,2.3157e-01,,4.8618e-02,1.6104e-08,1.0540e-06,9.0117e-05,8.9102e-03,3.5421e-01
+SW_cross_validated,,3.2808e-01,2.8262e-03,4.8618e-02,,9.6630e-08,1.9998e-05,4.1168e-03,1.8305e-01,6.8590e-03
+SW_15,,3.5075e-08,4.0317e-09,1.6104e-08,9.6630e-08,,7.0706e-04,9.7739e-06,6.0851e-06,7.1653e-09
+SW_30,,3.7382e-06,1.2213e-07,1.0540e-06,1.9998e-05,7.0706e-04,,2.2900e-02,5.2527e-03,2.9965e-07
+SW_60,,5.5667e-04,6.4891e-06,9.0117e-05,4.1168e-03,9.7739e-06,2.2900e-02,,2.5937e-01,1.7088e-05
+SW_120,,4.8362e-02,9.2483e-04,8.9102e-03,1.8305e-01,6.0851e-06,5.2527e-03,2.5937e-01,,1.8066e-03
+sFC,,4.6019e-02,8.1013e-01,3.5421e-01,6.8590e-03,7.1653e-09,2.9965e-07,1.7088e-05,1.8066e-03,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index 3259d75f..f13f2fa5 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0869,0.0296,0.0000,0.0000,0.0000,0.0000,0.0000,0.0740
-DCC_joint,,0.0869,,0.4315,0.0011,0.0000,0.0000,0.0000,0.0003,0.9369
-DCC_bivariate_loop,,0.0296,0.4315,,0.0158,0.0000,0.0000,0.0000,0.0019,0.4689
-SW_cross_validated,,0.0000,0.0011,0.0158,,0.0000,0.0000,0.0038,0.0846,0.0012
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0106,0.0026,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0038,0.0000,0.0106,,0.3696,0.0000
-SW_120,,0.0000,0.0003,0.0019,0.0846,0.0000,0.0026,0.3696,,0.0003
-sFC,,0.0740,0.9369,0.4689,0.0012,0.0000,0.0000,0.0000,0.0003,
+SVWP_joint,,,8.6924e-02,2.9571e-02,4.6481e-05,3.4532e-13,3.8403e-10,6.1618e-07,3.3917e-05,7.4037e-02
+DCC_joint,,8.6924e-02,,4.3150e-01,1.0711e-03,5.1726e-13,1.2336e-09,4.7942e-06,3.1962e-04,9.3688e-01
+DCC_bivariate_loop,,2.9571e-02,4.3150e-01,,1.5772e-02,5.8826e-12,2.0393e-08,4.6590e-05,1.8696e-03,4.6895e-01
+SW_cross_validated,,4.6481e-05,1.0711e-03,1.5772e-02,,3.4197e-11,6.6129e-07,3.7747e-03,8.4594e-02,1.1891e-03
+SW_15,,3.4532e-13,5.1726e-13,5.8826e-12,3.4197e-11,,3.7310e-06,1.0636e-07,1.1516e-07,4.9846e-13
+SW_30,,3.8403e-10,1.2336e-09,2.0393e-08,6.6129e-07,3.7310e-06,,1.0590e-02,2.5785e-03,1.2299e-09
+SW_60,,6.1618e-07,4.7942e-06,4.6590e-05,3.7747e-03,1.0636e-07,1.0590e-02,,3.6958e-01,5.0894e-06
+SW_120,,3.3917e-05,3.1962e-04,1.8696e-03,8.4594e-02,1.1516e-07,2.5785e-03,3.6958e-01,,3.4582e-04
+sFC,,7.4037e-02,9.3688e-01,4.6895e-01,1.1891e-03,4.9846e-13,1.2299e-09,5.0894e-06,3.4582e-04,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index d99951e3..4b6544a7 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0001,0.0044,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0008,0.2900,0.0001,0.0000,0.3763,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0008,,0.0000,0.0000,0.0000,0.0001,0.0000
-SW_15,,0.0000,0.0000,0.2900,0.0000,,0.0002,0.0000,0.8351,0.0000
-SW_30,,0.0001,0.0000,0.0001,0.0000,0.0002,,0.1113,0.0001,0.0000
-SW_60,,0.0044,0.0000,0.0000,0.0000,0.0000,0.1113,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.3763,0.0001,0.8351,0.0001,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.6695e-22,2.3764e-08,5.1392e-10,1.0492e-08,7.4310e-05,4.4059e-03,9.9364e-09,4.8620e-24
+DCC_joint,,4.6695e-22,,1.7837e-20,6.7930e-18,1.6644e-22,4.4169e-22,1.1266e-21,2.6304e-22,2.7677e-08
+DCC_bivariate_loop,,2.3764e-08,1.7837e-20,,8.4410e-04,2.9000e-01,1.0166e-04,7.0301e-06,3.7634e-01,1.3073e-22
+SW_cross_validated,,5.1392e-10,6.7930e-18,8.4410e-04,,4.4013e-05,1.3463e-07,2.6026e-08,6.5389e-05,1.3280e-19
+SW_15,,1.0492e-08,1.6644e-22,2.9000e-01,4.4013e-05,,1.5040e-04,7.0981e-06,8.3512e-01,9.3698e-26
+SW_30,,7.4310e-05,4.4169e-22,1.0166e-04,1.3463e-07,1.5040e-04,,1.1130e-01,1.1910e-04,1.6453e-24
+SW_60,,4.4059e-03,1.1266e-21,7.0301e-06,2.6026e-08,7.0981e-06,1.1130e-01,,5.9906e-06,9.3434e-24
+SW_120,,9.9364e-09,2.6304e-22,3.7634e-01,6.5389e-05,8.3512e-01,1.1910e-04,5.9906e-06,,2.0611e-25
+sFC,,4.8620e-24,2.7677e-08,1.3073e-22,1.3280e-19,9.3698e-26,1.6453e-24,9.3434e-24,2.0611e-25,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index e05ee4d5..e77b73c8 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.7439,0.0000,0.0000,0.0000,0.0000,0.0043
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.2288,0.0000,0.0000
-SW_cross_validated,,0.0000,0.7439,0.0000,,0.0000,0.0000,0.0000,0.1661,0.4939
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0050,0.0000,0.0000,0.0000
-SW_30,,0.0001,0.0000,0.0000,0.0000,0.0050,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.2288,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1661,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0043,0.0000,0.4939,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.5744e-22,2.4515e-11,3.3173e-10,2.8932e-07,9.8779e-05,2.4167e-11,5.8563e-21,1.8255e-23
+DCC_joint,,3.5744e-22,,2.6506e-20,7.4392e-01,7.1317e-23,8.9591e-23,1.5891e-21,1.0346e-09,4.3046e-03
+DCC_bivariate_loop,,2.4515e-11,2.6506e-20,,5.8297e-08,9.4461e-08,2.0214e-09,2.2879e-01,1.3765e-18,6.5534e-22
+SW_cross_validated,,3.3173e-10,7.4392e-01,5.8297e-08,,3.3576e-09,1.4330e-09,3.5405e-08,1.6613e-01,4.9389e-01
+SW_15,,2.8932e-07,7.1317e-23,9.4461e-08,3.3576e-09,,5.0481e-03,1.8810e-07,2.0197e-21,4.7787e-25
+SW_30,,9.8779e-05,8.9591e-23,2.0214e-09,1.4330e-09,5.0481e-03,,2.5411e-09,2.0656e-21,1.2359e-24
+SW_60,,2.4167e-11,1.5891e-21,2.2879e-01,3.5405e-08,1.8810e-07,2.5411e-09,,7.7248e-20,1.2900e-23
+SW_120,,5.8563e-21,1.0346e-09,1.3765e-18,1.6613e-01,2.0197e-21,2.0656e-21,7.7248e-20,,2.8443e-13
+sFC,,1.8255e-23,4.3046e-03,6.5534e-22,4.9389e-01,4.7787e-25,1.2359e-24,1.2900e-23,2.8443e-13,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index 98ae87ca..e459e2e3 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1653,0.0007,0.6166,0.0002,0.0284,0.1923,0.0162,0.1996
-DCC_joint,,0.1653,,0.0031,0.0570,0.0000,0.0991,0.5162,0.0023,0.9336
-DCC_bivariate_loop,,0.0007,0.0031,,0.0003,0.0000,0.3819,0.0894,0.0001,0.0031
-SW_cross_validated,,0.6166,0.0570,0.0003,,0.0003,0.0157,0.1177,0.0301,0.0735
-SW_15,,0.0002,0.0000,0.0000,0.0003,,0.0000,0.0001,0.0314,0.0000
-SW_30,,0.0284,0.0991,0.3819,0.0157,0.0000,,0.4276,0.0011,0.0950
-SW_60,,0.1923,0.5162,0.0894,0.1177,0.0001,0.4276,,0.0064,0.4962
-SW_120,,0.0162,0.0023,0.0001,0.0301,0.0314,0.0011,0.0064,,0.0027
-sFC,,0.1996,0.9336,0.0031,0.0735,0.0000,0.0950,0.4962,0.0027,
+SVWP_joint,,,1.6531e-01,7.2500e-04,6.1663e-01,1.5444e-04,2.8417e-02,1.9233e-01,1.6228e-02,1.9963e-01
+DCC_joint,,1.6531e-01,,3.1479e-03,5.6997e-02,3.3979e-05,9.9129e-02,5.1617e-01,2.2954e-03,9.3360e-01
+DCC_bivariate_loop,,7.2500e-04,3.1479e-03,,3.4063e-04,2.7013e-06,3.8194e-01,8.9365e-02,5.7444e-05,3.1085e-03
+SW_cross_validated,,6.1663e-01,5.6997e-02,3.4063e-04,,2.5392e-04,1.5659e-02,1.1766e-01,3.0139e-02,7.3470e-02
+SW_15,,1.5444e-04,3.3979e-05,2.7013e-06,2.5392e-04,,2.8262e-05,1.1960e-04,3.1425e-02,3.8393e-05
+SW_30,,2.8417e-02,9.9129e-02,3.8194e-01,1.5659e-02,2.8262e-05,,4.2758e-01,1.0793e-03,9.5006e-02
+SW_60,,1.9233e-01,5.1617e-01,8.9365e-02,1.1766e-01,1.1960e-04,4.2758e-01,,6.4467e-03,4.9619e-01
+SW_120,,1.6228e-02,2.2954e-03,5.7444e-05,3.0139e-02,3.1425e-02,1.0793e-03,6.4467e-03,,2.6906e-03
+sFC,,1.9963e-01,9.3360e-01,3.1085e-03,7.3470e-02,3.8393e-05,9.5006e-02,4.9619e-01,2.6906e-03,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index ba698a39..bec6606b 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.5036,0.0005,0.0002,0.0000,0.0001,0.8444,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.5036,0.0000,,0.0002,0.0000,0.0000,0.0000,0.4476,0.0000
-SW_cross_validated,,0.0005,0.0000,0.0002,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0002,0.0000,0.0000,0.0000,,0.0160,0.9019,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0160,,0.0051,0.0000,0.0000
-SW_60,,0.0001,0.0000,0.0000,0.0000,0.9019,0.0051,,0.0000,0.0000
-SW_120,,0.8444,0.0000,0.4476,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.4244e-19,5.0363e-01,4.7073e-04,2.0944e-04,6.1176e-07,8.9595e-05,8.4442e-01,2.2834e-23
+DCC_joint,,1.4244e-19,,6.0630e-21,2.1730e-20,1.0553e-20,1.1218e-21,1.5027e-21,9.5759e-22,4.7721e-10
+DCC_bivariate_loop,,5.0363e-01,6.0630e-21,,1.6216e-04,5.3915e-06,5.5222e-09,8.1255e-07,4.4757e-01,9.5425e-27
+SW_cross_validated,,4.7073e-04,2.1730e-20,1.6216e-04,,6.6439e-09,1.9580e-11,6.0091e-10,5.3631e-06,2.3674e-26
+SW_15,,2.0944e-04,1.0553e-20,5.3915e-06,6.6439e-09,,1.6039e-02,9.0186e-01,4.7135e-06,1.0459e-24
+SW_30,,6.1176e-07,1.1218e-21,5.5222e-09,1.9580e-11,1.6039e-02,,5.0592e-03,1.9530e-09,2.2912e-26
+SW_60,,8.9595e-05,1.5027e-21,8.1255e-07,6.0091e-10,9.0186e-01,5.0592e-03,,3.9346e-07,1.0506e-26
+SW_120,,8.4442e-01,9.5759e-22,4.4757e-01,5.3631e-06,4.7135e-06,1.9530e-09,3.9346e-07,,1.0188e-29
+sFC,,2.2834e-23,4.7721e-10,9.5425e-27,2.3674e-26,1.0459e-24,2.2912e-26,1.0506e-26,1.0188e-29,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 7724ff61..82b7bcf1 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0168,0.0000,0.0000,0.0000,0.0000,0.0000,0.9057
-DCC_bivariate_loop,,0.0000,0.0168,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0224
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.9057,0.0224,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.6691e-08,4.2206e-09,4.6017e-17,1.6559e-32,4.0912e-27,4.4406e-23,3.3665e-18,4.1096e-08
+DCC_joint,,3.6691e-08,,1.6751e-02,1.4064e-13,1.8228e-30,2.4667e-25,5.2950e-21,2.9464e-16,9.0569e-01
+DCC_bivariate_loop,,4.2206e-09,1.6751e-02,,2.5795e-11,1.1486e-28,8.0289e-24,2.0456e-19,5.3523e-15,2.2427e-02
+SW_cross_validated,,4.6017e-17,1.4064e-13,2.5795e-11,,4.6380e-29,4.0043e-23,4.0403e-17,1.0100e-10,2.1016e-13
+SW_15,,1.6559e-32,1.8228e-30,1.1486e-28,4.6380e-29,,1.1740e-23,8.6706e-27,1.2658e-24,3.0075e-30
+SW_30,,4.0912e-27,2.4667e-25,8.0289e-24,4.0043e-23,1.1740e-23,,4.4653e-18,4.2928e-18,3.5919e-25
+SW_60,,4.4406e-23,5.2950e-21,2.0456e-19,4.0403e-17,8.6706e-27,4.4653e-18,,1.1651e-08,7.5627e-21
+SW_120,,3.3665e-18,2.9464e-16,5.3523e-15,1.0100e-10,1.2658e-24,4.2928e-18,1.1651e-08,,3.6844e-16
+sFC,,4.1096e-08,9.0569e-01,2.2427e-02,2.1016e-13,3.0075e-30,3.5919e-25,7.5627e-21,3.6844e-16,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index d276a7fd..736cd9df 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.9736
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.9736,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.9294e-08,1.0315e-10,1.3139e-15,9.0171e-29,2.0525e-25,5.0154e-22,1.8131e-15,6.3689e-08
+DCC_joint,,4.9294e-08,,1.6125e-05,1.3541e-13,7.3903e-30,3.6247e-26,3.4489e-22,4.7029e-14,9.7359e-01
+DCC_bivariate_loop,,1.0315e-10,1.6125e-05,,2.1935e-09,3.0726e-28,2.5238e-24,4.9217e-20,2.3199e-12,2.2440e-05
+SW_cross_validated,,1.3139e-15,1.3541e-13,2.1935e-09,,2.0569e-29,5.6384e-25,1.3899e-19,1.7723e-09,2.4373e-13
+SW_15,,9.0171e-29,7.3903e-30,3.0726e-28,2.0569e-29,,1.2442e-23,4.8765e-27,9.6950e-22,1.4529e-29
+SW_30,,2.0525e-25,3.6247e-26,2.5238e-24,5.6384e-25,1.2442e-23,,1.3176e-19,4.1087e-16,7.1027e-26
+SW_60,,5.0154e-22,3.4489e-22,4.9217e-20,1.3899e-19,4.8765e-27,1.3176e-19,,6.2053e-08,6.4732e-22
+SW_120,,1.8131e-15,4.7029e-14,2.3199e-12,1.7723e-09,9.6950e-22,4.1087e-16,6.2053e-08,,5.5343e-14
+sFC,,6.3689e-08,9.7359e-01,2.2440e-05,2.4373e-13,1.4529e-29,7.1027e-26,6.4732e-22,5.5343e-14,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index f9f5f3c2..0f37129a 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.9051
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.9051,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.8831e-10,1.4592e-12,6.3347e-18,1.6852e-30,1.6602e-26,2.9238e-22,3.7252e-17,3.6257e-10
+DCC_joint,,4.8831e-10,,1.9786e-06,2.9078e-14,1.7994e-29,3.1348e-25,1.4159e-20,3.8507e-15,9.0513e-01
+DCC_bivariate_loop,,1.4592e-12,1.9786e-06,,1.5900e-09,1.2566e-27,2.7147e-23,2.0737e-18,5.8903e-13,2.2523e-06
+SW_cross_validated,,6.3347e-18,2.9078e-14,1.5900e-09,,3.2151e-28,3.5814e-23,5.4881e-17,1.1598e-09,2.8368e-14
+SW_15,,1.6852e-30,1.7994e-29,1.2566e-27,3.2151e-28,,2.8983e-21,3.4222e-24,9.4335e-23,1.6003e-29
+SW_30,,1.6602e-26,3.1348e-25,2.7147e-23,3.5814e-23,2.8983e-21,,1.6813e-16,5.4759e-17,2.8665e-25
+SW_60,,2.9238e-22,1.4159e-20,2.0737e-18,5.4881e-17,3.4222e-24,1.6813e-16,,1.8731e-08,1.3449e-20
+SW_120,,3.7252e-17,3.8507e-15,5.8903e-13,1.1598e-09,9.4335e-23,5.4759e-17,1.8731e-08,,3.8845e-15
+sFC,,3.6257e-10,9.0513e-01,2.2523e-06,2.8368e-14,1.6003e-29,2.8665e-25,1.3449e-20,3.8845e-15,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 2484c44f..b79b0f9f 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0026,0.0000,0.0000,0.0000,0.0000,0.0030
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0026,0.0000,,0.0000,0.0000,0.0000,0.0000,0.2400
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0030,0.0000,0.2400,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.7309e-19,2.3428e-13,1.3979e-18,4.2453e-30,1.0747e-25,4.8592e-23,7.5908e-20,1.7042e-20
+DCC_joint,,3.7309e-19,,1.1416e-09,2.6485e-03,4.5632e-29,2.2258e-23,7.0692e-19,5.2845e-13,3.0438e-03
+DCC_bivariate_loop,,2.3428e-13,1.1416e-09,,1.6050e-10,1.1127e-27,6.2489e-23,3.8446e-19,5.0897e-15,2.8569e-11
+SW_cross_validated,,1.3979e-18,2.6485e-03,1.6050e-10,,7.2865e-28,2.7141e-22,2.2054e-17,3.4214e-11,2.4000e-01
+SW_15,,4.2453e-30,4.5632e-29,1.1127e-27,7.2865e-28,,2.6327e-20,1.5058e-24,3.7708e-25,1.2826e-29
+SW_30,,1.0747e-25,2.2258e-23,6.2489e-23,2.7141e-22,2.6327e-20,,2.4272e-16,7.3887e-19,1.2234e-23
+SW_60,,4.8592e-23,7.0692e-19,3.8446e-19,2.2054e-17,1.5058e-24,2.4272e-16,,5.4167e-11,5.1468e-19
+SW_120,,7.5908e-20,5.2845e-13,5.0897e-15,3.4214e-11,3.7708e-25,7.3887e-19,5.4167e-11,,1.2632e-12
+sFC,,1.7042e-20,3.0438e-03,2.8569e-11,2.4000e-01,1.2826e-29,1.2234e-23,5.1468e-19,1.2632e-12,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 5be34a79..49590500 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.3990
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.3990,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.6466e-17,4.1682e-12,1.6912e-18,1.4038e-29,4.6922e-26,5.7753e-22,1.4187e-18,8.8612e-17
+DCC_joint,,9.6466e-17,,5.9989e-11,5.1312e-13,4.7673e-31,2.5880e-26,1.2583e-19,2.5396e-14,3.9898e-01
+DCC_bivariate_loop,,4.1682e-12,5.9989e-11,,1.1231e-15,6.7887e-30,9.5130e-26,1.7406e-20,2.8895e-16,3.7168e-11
+SW_cross_validated,,1.6912e-18,5.1312e-13,1.1231e-15,,5.3417e-26,2.6846e-20,1.0485e-11,5.5763e-06,1.0593e-12
+SW_15,,1.4038e-29,4.7673e-31,6.7887e-30,5.3417e-26,,6.8464e-24,6.1492e-26,2.6120e-23,8.9847e-31
+SW_30,,4.6922e-26,2.5880e-26,9.5130e-26,2.6846e-20,6.8464e-24,,3.0778e-18,9.1571e-17,4.9859e-26
+SW_60,,5.7753e-22,1.2583e-19,1.7406e-20,1.0485e-11,6.1492e-26,3.0778e-18,,2.6678e-05,2.2802e-19
+SW_120,,1.4187e-18,2.5396e-14,2.8895e-16,5.5763e-06,2.6120e-23,9.1571e-17,2.6678e-05,,4.0634e-14
+sFC,,8.8612e-17,3.9898e-01,3.7168e-11,1.0593e-12,8.9847e-31,4.9859e-26,2.2802e-19,4.0634e-14,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 78a08299..9faa9093 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.9830
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.9830,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.2571e-09,1.0886e-12,1.9344e-17,4.9700e-31,7.1093e-27,3.2216e-23,5.9849e-16,1.9781e-09
+DCC_joint,,1.2571e-09,,3.2915e-07,7.3438e-15,2.2286e-31,9.4712e-27,1.5161e-22,2.6708e-14,9.8297e-01
+DCC_bivariate_loop,,1.0886e-12,3.2915e-07,,3.7525e-10,1.0748e-29,4.9045e-25,1.8586e-20,2.0046e-12,4.4930e-07
+SW_cross_validated,,1.9344e-17,7.3438e-15,3.7525e-10,,2.0247e-30,5.0721e-25,2.2291e-19,2.5047e-09,1.2845e-14
+SW_15,,4.9700e-31,2.2286e-31,1.0748e-29,2.0247e-30,,1.1480e-23,4.2462e-27,1.6494e-22,4.4684e-31
+SW_30,,7.1093e-27,9.4712e-27,4.9045e-25,5.0721e-25,1.1480e-23,,5.6853e-19,9.6409e-17,1.6513e-26
+SW_60,,3.2216e-23,1.5161e-22,1.8586e-20,2.2291e-19,4.2462e-27,5.6853e-19,,1.6363e-08,2.5156e-22
+SW_120,,5.9849e-16,2.6708e-14,2.0046e-12,2.5047e-09,1.6494e-22,9.6409e-17,1.6363e-08,,3.0031e-14
+sFC,,1.9781e-09,9.8297e-01,4.4930e-07,1.2845e-14,4.4684e-31,1.6513e-26,2.5156e-22,3.0031e-14,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 98cfcd88..21d07d17 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0022,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0022,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.9379e-16,7.8341e-11,2.5888e-15,3.3163e-27,2.1060e-24,1.7674e-21,5.2793e-18,2.0782e-17
+DCC_joint,,2.9379e-16,,1.6664e-13,2.2473e-03,5.2786e-28,8.7808e-25,1.4481e-20,4.1693e-12,4.9907e-07
+DCC_bivariate_loop,,7.8341e-11,1.6664e-13,,1.5703e-11,4.9397e-28,3.9559e-25,8.2513e-22,1.6368e-16,8.0445e-16
+SW_cross_validated,,2.5888e-15,2.2473e-03,1.5703e-11,,9.9081e-28,1.8706e-24,3.0584e-20,9.2797e-13,6.0226e-09
+SW_15,,3.3163e-27,5.2786e-28,4.9397e-28,9.9081e-28,,1.3741e-20,2.8970e-25,9.0682e-26,4.5360e-28
+SW_30,,2.1060e-24,8.7808e-25,3.9559e-25,1.8706e-24,1.3741e-20,,2.7265e-19,2.9168e-21,8.6458e-25
+SW_60,,1.7674e-21,1.4481e-20,8.2513e-22,3.0584e-20,2.8970e-25,2.7265e-19,,7.2250e-14,2.6585e-20
+SW_120,,5.2793e-18,4.1693e-12,1.6368e-16,9.2797e-13,9.0682e-26,2.9168e-21,7.2250e-14,,4.0423e-10
+sFC,,2.0782e-17,4.9907e-07,8.0445e-16,6.0226e-09,4.5360e-28,8.6458e-25,2.6585e-20,4.0423e-10,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index 5a909a32..09a95ab5 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1387,0.0000,0.0000,0.0000,0.0000,0.0000,0.8656,0.1111
-DCC_joint,,0.1387,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0173,0.7241
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0575,0.0007,0.0119,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0575,0.0000,,0.0000,0.0001,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0007,0.0000,0.0000,,0.1937,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0119,0.0000,0.0001,0.1937,,0.0000,0.0000
-SW_120,,0.8656,0.0173,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0085
-sFC,,0.1111,0.7241,0.0000,0.0000,0.0000,0.0000,0.0000,0.0085,
+SVWP_joint,,,1.3866e-01,3.2132e-09,1.6070e-05,1.0541e-07,7.2433e-12,4.0196e-11,8.6557e-01,1.1114e-01
+DCC_joint,,1.3866e-01,,1.0613e-12,6.3461e-09,5.8477e-11,2.1921e-16,2.7597e-15,1.7308e-02,7.2409e-01
+DCC_bivariate_loop,,3.2132e-09,1.0613e-12,,3.0203e-14,5.7467e-02,6.5749e-04,1.1933e-02,2.4611e-11,7.3083e-13
+SW_cross_validated,,1.6070e-05,6.3461e-09,3.0203e-14,,7.8977e-13,2.3583e-17,1.9861e-16,1.0882e-08,3.4839e-09
+SW_15,,1.0541e-07,5.8477e-11,5.7467e-02,7.8977e-13,,7.5034e-06,1.2120e-04,1.4082e-09,4.0964e-11
+SW_30,,7.2433e-12,2.1921e-16,6.5749e-04,2.3583e-17,7.5034e-06,,1.9368e-01,9.3086e-15,1.3021e-16
+SW_60,,4.0196e-11,2.7597e-15,1.1933e-02,1.9861e-16,1.2120e-04,1.9368e-01,,9.1632e-14,1.7362e-15
+SW_120,,8.6557e-01,1.7308e-02,2.4611e-11,1.0882e-08,1.4082e-09,9.3086e-15,9.1632e-14,,8.5012e-03
+sFC,,1.1114e-01,7.2409e-01,7.3083e-13,3.4839e-09,4.0964e-11,1.3021e-16,1.7362e-15,8.5012e-03,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index 7f5e5826..781deca1 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0027,0.0093,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0027,,0.5538,0.0000,0.0000,0.0000,0.0000,0.0000,0.0294
-DCC_bivariate_loop,,0.0093,0.5538,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0101
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.1334,0.7825,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0017,0.0002,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.1334,0.0000,0.0017,,0.1490,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.7825,0.0000,0.0002,0.1490,,0.0000
-sFC,,0.0000,0.0294,0.0101,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.7151e-03,9.2989e-03,4.5439e-07,3.6680e-12,6.6507e-10,1.5709e-07,1.9987e-05,4.7516e-05
+DCC_joint,,2.7151e-03,,5.5380e-01,7.5045e-11,4.4687e-14,1.7116e-12,1.3193e-10,2.8874e-08,2.9419e-02
+DCC_bivariate_loop,,9.2989e-03,5.5380e-01,,2.6556e-10,8.2928e-14,3.9737e-12,3.5720e-10,7.1236e-08,1.0139e-02
+SW_cross_validated,,4.5439e-07,7.5045e-11,2.6556e-10,,2.4190e-09,2.6108e-05,1.3335e-01,7.8250e-01,4.2058e-12
+SW_15,,3.6680e-12,4.4687e-14,8.2928e-14,2.4190e-09,,4.2271e-05,6.1883e-08,2.4202e-08,1.1134e-14
+SW_30,,6.6507e-10,1.7116e-12,3.9737e-12,2.6108e-05,4.2271e-05,,1.7151e-03,1.5640e-04,2.5141e-13
+SW_60,,1.5709e-07,1.3193e-10,3.5720e-10,1.3335e-01,6.1883e-08,1.7151e-03,,1.4903e-01,1.2240e-11
+SW_120,,1.9987e-05,2.8874e-08,7.1236e-08,7.8250e-01,2.4202e-08,1.5640e-04,1.4903e-01,,2.6444e-09
+sFC,,4.7516e-05,2.9419e-02,1.0139e-02,4.2058e-12,1.1134e-14,2.5141e-13,1.2240e-11,2.6444e-09,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index 617f6753..3c175e97 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1040,0.0354,0.0004,0.0000,0.0000,0.0000,0.0004,0.0809
-DCC_joint,,0.1040,,0.4368,0.0087,0.0000,0.0000,0.0000,0.0024,0.8855
-DCC_bivariate_loop,,0.0354,0.4368,,0.0782,0.0000,0.0000,0.0001,0.0084,0.5119
-SW_cross_validated,,0.0004,0.0087,0.0782,,0.0000,0.0000,0.0015,0.0742,0.0114
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0145,0.0237,0.0000
-SW_60,,0.0000,0.0000,0.0001,0.0015,0.0000,0.0145,,0.5653,0.0000
-SW_120,,0.0004,0.0024,0.0084,0.0742,0.0000,0.0237,0.5653,,0.0028
-sFC,,0.0809,0.8855,0.5119,0.0114,0.0000,0.0000,0.0000,0.0028,
+SVWP_joint,,,1.0401e-01,3.5407e-02,4.2062e-04,2.5967e-12,1.4720e-09,8.9948e-07,3.5922e-04,8.0923e-02
+DCC_joint,,1.0401e-01,,4.3682e-01,8.6592e-03,3.3803e-12,3.9639e-09,6.0175e-06,2.3681e-03,8.8555e-01
+DCC_bivariate_loop,,3.5407e-02,4.3682e-01,,7.8161e-02,3.7202e-11,6.3550e-08,6.4225e-05,8.4204e-03,5.1190e-01
+SW_cross_validated,,4.2062e-04,8.6592e-03,7.8161e-02,,1.3234e-10,7.1786e-07,1.4977e-03,7.4216e-02,1.1392e-02
+SW_15,,2.5967e-12,3.3803e-12,3.7202e-11,1.3234e-10,,2.1650e-05,3.9768e-07,1.1311e-05,3.6589e-12
+SW_30,,1.4720e-09,3.9639e-09,6.3550e-08,7.1786e-07,2.1650e-05,,1.4500e-02,2.3721e-02,4.5712e-09
+SW_60,,8.9948e-07,6.0175e-06,6.4225e-05,1.4977e-03,3.9768e-07,1.4500e-02,,5.6534e-01,7.3336e-06
+SW_120,,3.5922e-04,2.3681e-03,8.4204e-03,7.4216e-02,1.1311e-05,2.3721e-02,5.6534e-01,,2.7748e-03
+sFC,,8.0923e-02,8.8555e-01,5.1190e-01,1.1392e-02,3.6589e-12,4.5712e-09,7.3336e-06,2.7748e-03,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index 4a2665af..c3aba16f 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0066,0.0007,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.1403,0.0000,0.1323,0.0119,0.0275,0.0000
-SW_cross_validated,,0.0000,0.0000,0.1403,,0.0000,0.8818,0.0009,0.0016,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.1323,0.8818,0.0000,,0.0004,0.0006,0.0000
-SW_60,,0.0066,0.0000,0.0119,0.0009,0.0000,0.0004,,0.3673,0.0000
-SW_120,,0.0007,0.0000,0.0275,0.0016,0.0000,0.0006,0.3673,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.1846e-19,4.4794e-05,8.7233e-06,2.4158e-10,4.0062e-06,6.5607e-03,6.6877e-04,9.8518e-21
+DCC_joint,,2.1846e-19,,1.1512e-20,8.1511e-19,4.2484e-19,3.9195e-20,5.6650e-21,6.5529e-23,1.9166e-08
+DCC_bivariate_loop,,4.4794e-05,1.1512e-20,,1.4028e-01,3.1053e-08,1.3229e-01,1.1902e-02,2.7456e-02,8.2750e-23
+SW_cross_validated,,8.7233e-06,8.1511e-19,1.4028e-01,,5.9227e-06,8.8182e-01,9.4660e-04,1.6141e-03,1.6830e-20
+SW_15,,2.4158e-10,4.2484e-19,3.1053e-08,5.9227e-06,,7.4467e-07,5.7545e-10,8.0481e-11,1.4258e-21
+SW_30,,4.0062e-06,3.9195e-20,1.3229e-01,8.8182e-01,7.4467e-07,,4.4187e-04,5.7792e-04,3.2457e-22
+SW_60,,6.5607e-03,5.6650e-21,1.1902e-02,9.4660e-04,5.7545e-10,4.4187e-04,,3.6735e-01,5.4833e-23
+SW_120,,6.6877e-04,6.5529e-23,2.7456e-02,1.6141e-03,8.0481e-11,5.7792e-04,3.6735e-01,,3.5850e-26
+sFC,,9.8518e-21,1.9166e-08,8.2750e-23,1.6830e-20,1.4258e-21,3.2457e-22,5.4833e-23,3.5850e-26,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index f0b96b58..c212026b 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0107,0.0000,0.0009,0.1820,0.0133,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.8551,0.0000,0.0000,0.0000,0.0000,0.0043
-DCC_bivariate_loop,,0.0107,0.0000,,0.0000,0.0307,0.0472,0.8402,0.0000,0.0000
-SW_cross_validated,,0.0000,0.8551,0.0000,,0.0000,0.0000,0.0000,0.1542,0.5726
-SW_15,,0.0009,0.0000,0.0307,0.0000,,0.0015,0.0228,0.0000,0.0000
-SW_30,,0.1820,0.0000,0.0472,0.0000,0.0015,,0.0651,0.0000,0.0000
-SW_60,,0.0133,0.0000,0.8402,0.0000,0.0228,0.0651,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1542,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0043,0.0000,0.5726,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.3881e-13,1.0656e-02,2.0144e-08,8.9930e-04,1.8200e-01,1.3296e-02,3.8692e-12,9.5454e-14
+DCC_joint,,2.3881e-13,,3.2342e-19,8.5515e-01,4.0968e-16,1.1219e-16,4.1138e-19,5.1889e-09,4.3447e-03
+DCC_bivariate_loop,,1.0656e-02,3.2342e-19,,4.2025e-08,3.0706e-02,4.7171e-02,8.4023e-01,9.9352e-18,1.3220e-20
+SW_cross_validated,,2.0144e-08,8.5515e-01,4.2025e-08,,2.2618e-07,1.8873e-08,3.8848e-08,1.5417e-01,5.7259e-01
+SW_15,,8.9930e-04,4.0968e-16,3.0706e-02,2.2618e-07,,1.4776e-03,2.2846e-02,1.8017e-14,5.4884e-17
+SW_30,,1.8200e-01,1.1219e-16,4.7171e-02,1.8873e-08,1.4776e-03,,6.5101e-02,2.5731e-15,2.1506e-17
+SW_60,,1.3296e-02,4.1138e-19,8.4023e-01,3.8848e-08,2.2846e-02,6.5101e-02,,1.2368e-17,1.8854e-20
+SW_120,,3.8692e-12,5.1889e-09,9.9352e-18,1.5417e-01,1.8017e-14,2.5731e-15,1.2368e-17,,7.7229e-13
+sFC,,9.5454e-14,4.3447e-03,1.3220e-20,5.7259e-01,5.4884e-17,2.1506e-17,1.8854e-20,7.7229e-13,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index 515b5559..bcdb57fa 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0810,0.0007,0.0035,0.0000,0.2680,0.5879,0.0048,0.1289
-DCC_joint,,0.0810,,0.0011,0.0000,0.0000,0.0386,0.1325,0.0004,0.7825
-DCC_bivariate_loop,,0.0007,0.0011,,0.0000,0.0000,0.0014,0.0053,0.0000,0.0016
-SW_cross_validated,,0.0035,0.0000,0.0000,,0.0000,0.4546,0.1799,0.1344,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0063,0.0000
-SW_30,,0.2680,0.0386,0.0014,0.4546,0.0001,,0.6429,0.0937,0.0485
-SW_60,,0.5879,0.1325,0.0053,0.1799,0.0000,0.6429,,0.0396,0.1577
-SW_120,,0.0048,0.0004,0.0000,0.1344,0.0063,0.0937,0.0396,,0.0005
-sFC,,0.1289,0.7825,0.0016,0.0000,0.0000,0.0485,0.1577,0.0005,
+SVWP_joint,,,8.0965e-02,6.7110e-04,3.5367e-03,3.1821e-07,2.6804e-01,5.8790e-01,4.8463e-03,1.2889e-01
+DCC_joint,,8.0965e-02,,1.1251e-03,1.9564e-07,1.0867e-08,3.8603e-02,1.3245e-01,3.6485e-04,7.8247e-01
+DCC_bivariate_loop,,6.7110e-04,1.1251e-03,,1.7639e-07,3.4421e-09,1.4450e-03,5.3005e-03,2.5003e-05,1.6110e-03
+SW_cross_validated,,3.5367e-03,1.9564e-07,1.7639e-07,,6.5920e-06,4.5458e-01,1.7990e-01,1.3436e-01,1.6859e-06
+SW_15,,3.1821e-07,1.0867e-08,3.4421e-09,6.5920e-06,,6.0026e-05,2.1034e-05,6.2966e-03,1.7312e-08
+SW_30,,2.6804e-01,3.8603e-02,1.4450e-03,4.5458e-01,6.0026e-05,,6.4289e-01,9.3738e-02,4.8453e-02
+SW_60,,5.8790e-01,1.3245e-01,5.3005e-03,1.7990e-01,2.1034e-05,6.4289e-01,,3.9620e-02,1.5768e-01
+SW_120,,4.8463e-03,3.6485e-04,2.5003e-05,1.3436e-01,6.2966e-03,9.3738e-02,3.9620e-02,,4.9217e-04
+sFC,,1.2889e-01,7.8247e-01,1.6110e-03,1.6859e-06,1.7312e-08,4.8453e-02,1.5768e-01,4.9217e-04,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index c162589a..33a6aa83 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0495,0.0000,0.0004,0.8232,0.5365,0.0252,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0495,0.0000,,0.0000,0.0000,0.1265,0.1696,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.7501,0.0004,0.0000,0.0000,0.0000
-SW_15,,0.0004,0.0000,0.0000,0.7501,,0.0044,0.0001,0.0037,0.0000
-SW_30,,0.8232,0.0000,0.1265,0.0004,0.0044,,0.5087,0.2233,0.0000
-SW_60,,0.5365,0.0000,0.1696,0.0000,0.0001,0.5087,,0.0031,0.0000
-SW_120,,0.0252,0.0000,0.0000,0.0000,0.0037,0.2233,0.0031,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.8122e-18,4.9454e-02,1.5575e-06,3.5957e-04,8.2324e-01,5.3654e-01,2.5182e-02,9.5602e-22
+DCC_joint,,2.8122e-18,,1.4056e-20,1.8056e-18,6.1530e-15,2.5096e-15,1.0193e-18,2.5562e-20,8.3113e-10
+DCC_bivariate_loop,,4.9454e-02,1.4056e-20,,2.6692e-10,4.2738e-06,1.2650e-01,1.6961e-01,1.5266e-06,3.3310e-26
+SW_cross_validated,,1.5575e-06,1.8056e-18,2.6692e-10,,7.5008e-01,4.2074e-04,2.0326e-07,8.9385e-07,5.1725e-24
+SW_15,,3.5957e-04,6.1530e-15,4.2738e-06,7.5008e-01,,4.3595e-03,9.8978e-05,3.6607e-03,1.0745e-17
+SW_30,,8.2324e-01,2.5096e-15,1.2650e-01,4.2074e-04,4.3595e-03,,5.0870e-01,2.2330e-01,1.3515e-17
+SW_60,,5.3654e-01,1.0193e-18,1.6961e-01,2.0326e-07,9.8978e-05,5.0870e-01,,3.0602e-03,2.1920e-22
+SW_120,,2.5182e-02,2.5562e-20,1.5266e-06,8.9385e-07,3.6607e-03,2.2330e-01,3.0602e-03,,1.4346e-27
+sFC,,9.5602e-22,8.3113e-10,3.3310e-26,5.1725e-24,1.0745e-17,1.3515e-17,2.1920e-22,1.4346e-27,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 669b482d..86b9febb 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0175,0.0000,0.0000,0.0000,0.0000,0.0000,0.9311
-DCC_bivariate_loop,,0.0000,0.0175,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0162
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.9311,0.0162,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.7275e-05,4.1545e-07,4.9857e-18,8.3018e-31,3.4021e-25,8.1142e-22,9.2490e-16,2.7647e-05
+DCC_joint,,1.7275e-05,,1.7493e-02,8.1607e-16,9.4923e-30,2.6398e-24,1.2103e-20,1.0651e-14,9.3114e-01
+DCC_bivariate_loop,,4.1545e-07,1.7493e-02,,1.5309e-13,3.9456e-28,3.9735e-23,2.7959e-19,8.3486e-14,1.6188e-02
+SW_cross_validated,,4.9857e-18,8.1607e-16,1.5309e-13,,2.2111e-29,1.8489e-22,8.6373e-17,6.9791e-09,1.1773e-15
+SW_15,,8.3018e-31,9.4923e-30,3.9456e-28,2.2111e-29,,1.7510e-20,8.6483e-25,4.9027e-21,1.5509e-29
+SW_30,,3.4021e-25,2.6398e-24,3.9735e-23,1.8489e-22,1.7510e-20,,2.7731e-16,5.5409e-15,3.4880e-24
+SW_60,,8.1142e-22,1.2103e-20,2.7959e-19,8.6373e-17,8.6483e-25,2.7731e-16,,8.0264e-06,1.5901e-20
+SW_120,,9.2490e-16,1.0651e-14,8.3486e-14,6.9791e-09,4.9027e-21,5.5409e-15,8.0264e-06,,1.1388e-14
+sFC,,2.7647e-05,9.3114e-01,1.6188e-02,1.1773e-15,1.5509e-29,3.4880e-24,1.5901e-20,1.1388e-14,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index e570a949..ebaa641b 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.7384
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.7384,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.8635e-06,4.4201e-09,2.2689e-16,2.6079e-27,2.9042e-25,3.2149e-21,2.1448e-15,2.4719e-05
+DCC_joint,,8.8635e-06,,1.4031e-05,2.0155e-16,1.3748e-28,5.1385e-27,4.8016e-22,1.0002e-14,7.3843e-01
+DCC_bivariate_loop,,4.4201e-09,1.4031e-05,,7.3627e-13,3.8070e-27,6.7828e-25,5.5064e-20,3.9291e-13,1.2773e-05
+SW_cross_validated,,2.2689e-16,2.0155e-16,7.3627e-13,,1.2896e-27,1.8809e-25,3.2374e-18,2.1441e-08,5.2198e-16
+SW_15,,2.6079e-27,1.3748e-28,3.8070e-27,1.2896e-27,,1.9169e-21,2.7489e-24,7.9025e-21,3.4172e-28
+SW_30,,2.9042e-25,5.1385e-27,6.7828e-25,1.8809e-25,1.9169e-21,,4.7218e-19,5.6142e-16,2.0123e-26
+SW_60,,3.2149e-21,4.8016e-22,5.5064e-20,3.2374e-18,2.7489e-24,4.7218e-19,,2.2280e-07,1.1861e-21
+SW_120,,2.1448e-15,1.0002e-14,3.9291e-13,2.1441e-08,7.9025e-21,5.6142e-16,2.2280e-07,,1.1500e-14
+sFC,,2.4719e-05,7.3843e-01,1.2773e-05,5.2198e-16,3.4172e-28,2.0123e-26,1.1861e-21,1.1500e-14,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index 184ca9a8..446a9b76 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.9236
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.9236,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.3153e-08,1.0244e-11,8.2077e-20,2.3816e-29,4.2608e-26,2.3813e-21,1.1204e-16,7.5817e-08
+DCC_joint,,5.3153e-08,,9.6504e-07,3.3184e-17,1.4835e-28,4.1366e-25,3.9464e-20,2.8601e-15,9.2361e-01
+DCC_bivariate_loop,,1.0244e-11,9.6504e-07,,3.1516e-13,3.3800e-27,1.4940e-23,2.1092e-18,1.9790e-13,9.2148e-07
+SW_cross_validated,,8.2077e-20,3.3184e-17,3.1516e-13,,9.9832e-28,2.9650e-23,4.7811e-16,1.0689e-08,3.9963e-17
+SW_15,,2.3816e-29,1.4835e-28,3.3800e-27,9.9832e-28,,2.1443e-19,2.6415e-22,2.5253e-21,1.7282e-28
+SW_30,,4.2608e-26,4.1366e-25,1.4940e-23,2.9650e-23,2.1443e-19,,2.1059e-15,4.8707e-16,4.7507e-25
+SW_60,,2.3813e-21,3.9464e-20,2.1092e-18,4.7811e-16,2.6415e-22,2.1059e-15,,2.7870e-07,4.2745e-20
+SW_120,,1.1204e-16,2.8601e-15,1.9790e-13,1.0689e-08,2.5253e-21,4.8707e-16,2.7870e-07,,2.9119e-15
+sFC,,7.5817e-08,9.2361e-01,9.2148e-07,3.9963e-17,1.7282e-28,4.7507e-25,4.2745e-20,2.9119e-15,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index f24cd04c..706ca09f 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0069
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0069,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.9534e-16,6.2110e-10,4.3593e-17,3.4912e-29,2.0814e-25,3.2217e-22,2.9535e-18,3.7004e-17
+DCC_joint,,4.9534e-16,,1.0027e-09,9.8347e-08,1.0089e-29,9.8977e-25,4.9010e-20,2.2211e-13,6.9150e-03
+DCC_bivariate_loop,,6.2110e-10,1.0027e-09,,1.7563e-12,5.0395e-28,6.9025e-24,5.5182e-20,2.5737e-15,2.9829e-11
+SW_cross_validated,,4.3593e-17,9.8347e-08,1.7563e-12,,4.3113e-28,5.2306e-23,1.5500e-17,5.9288e-10,1.4008e-06
+SW_15,,3.4912e-29,1.0089e-29,5.0395e-28,4.3113e-28,,4.9936e-21,2.7644e-25,6.6346e-25,1.5344e-30
+SW_30,,2.0814e-25,9.8977e-25,6.9025e-24,5.2306e-23,4.9936e-21,,1.1932e-17,2.9479e-19,3.0470e-25
+SW_60,,3.2217e-22,4.9010e-20,5.5182e-20,1.5500e-17,2.7644e-25,1.1932e-17,,3.3626e-11,2.0680e-20
+SW_120,,2.9535e-18,2.2211e-13,2.5737e-15,5.9288e-10,6.6346e-25,2.9479e-19,3.3626e-11,,3.9725e-13
+sFC,,3.7004e-17,6.9150e-03,2.9829e-11,1.4008e-06,1.5344e-30,3.0470e-25,2.0680e-20,3.9725e-13,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 0ea75811..c719b8a0 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0073,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.7662
-DCC_bivariate_loop,,0.0073,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0026,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0583,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0026,0.0000,0.0000,0.0583,,0.0000
-sFC,,0.0000,0.7662,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.5414e-09,7.2926e-03,2.2097e-14,1.8068e-24,2.1903e-21,2.1342e-17,1.2485e-11,4.5983e-09
+DCC_joint,,5.5414e-09,,5.9823e-10,4.4115e-14,3.2316e-28,2.8585e-25,4.4817e-19,1.5139e-09,7.6617e-01
+DCC_bivariate_loop,,7.2926e-03,5.9823e-10,,5.7151e-16,2.2586e-27,1.7087e-24,1.2628e-19,2.0533e-11,4.5766e-10
+SW_cross_validated,,2.2097e-14,4.4115e-14,5.7151e-16,,3.0956e-24,1.6111e-19,1.1197e-10,2.5772e-03,5.2902e-14
+SW_15,,1.8068e-24,3.2316e-28,2.2586e-27,3.0956e-24,,3.1158e-20,2.9807e-23,2.1667e-16,3.4438e-28
+SW_30,,2.1903e-21,2.8585e-25,1.7087e-24,1.6111e-19,3.1158e-20,,7.2739e-17,1.6512e-10,3.1387e-25
+SW_60,,2.1342e-17,4.4817e-19,1.2628e-19,1.1197e-10,2.9807e-23,7.2739e-17,,5.8290e-02,5.0587e-19
+SW_120,,1.2485e-11,1.5139e-09,2.0533e-11,2.5772e-03,2.1667e-16,1.6512e-10,5.8290e-02,,1.6744e-09
+sFC,,4.5983e-09,7.6617e-01,4.5766e-10,5.2902e-14,3.4438e-28,3.1387e-25,5.0587e-19,1.6744e-09,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index f4481859..c5c8901e 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.5353
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.5353,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.4879e-07,7.4834e-11,1.7335e-17,1.8026e-29,6.6872e-26,1.1029e-21,9.2211e-13,2.0402e-06
+DCC_joint,,5.4879e-07,,3.5792e-07,3.5783e-17,5.7026e-31,6.2095e-27,5.8279e-22,1.1222e-11,5.3531e-01
+DCC_bivariate_loop,,7.4834e-11,3.5792e-07,,1.8569e-13,2.0569e-29,2.6431e-25,3.7623e-20,3.4097e-10,1.9374e-07
+SW_cross_validated,,1.7335e-17,3.5783e-17,1.8569e-13,,5.5900e-30,6.6139e-25,8.0376e-18,8.2485e-06,4.9605e-17
+SW_15,,1.8026e-29,5.7026e-31,2.0569e-29,5.5900e-30,,8.5432e-23,1.5446e-25,2.6761e-18,1.1546e-30
+SW_30,,6.6872e-26,6.2095e-27,2.6431e-25,6.6139e-25,8.5432e-23,,3.2060e-18,4.9527e-13,1.0745e-26
+SW_60,,1.1029e-21,5.8279e-22,3.7623e-20,8.0376e-18,1.5446e-25,3.2060e-18,,3.9684e-05,7.9371e-22
+SW_120,,9.2211e-13,1.1222e-11,3.4097e-10,8.2485e-06,2.6761e-18,4.9527e-13,3.9684e-05,,9.5533e-12
+sFC,,2.0402e-06,5.3531e-01,1.9374e-07,4.9605e-17,1.1546e-30,1.0745e-26,7.9371e-22,9.5533e-12,
diff --git a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index d4172f75..f5c78342 100644
--- a/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d15s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0425
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0425,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.7794e-13,1.3692e-05,8.6747e-15,2.3894e-26,7.3964e-23,3.6322e-20,2.2568e-16,1.5846e-14
+DCC_joint,,2.7794e-13,,9.9447e-13,4.1460e-08,2.0750e-28,6.7706e-24,1.6777e-21,2.7749e-13,1.1255e-06
+DCC_bivariate_loop,,1.3692e-05,9.9447e-13,,4.8159e-15,9.2330e-28,6.2755e-24,1.4855e-21,1.9086e-16,1.1248e-14
+SW_cross_validated,,8.6747e-15,4.1460e-08,4.8159e-15,,2.2392e-28,1.2643e-23,5.5258e-21,2.4887e-11,4.2473e-02
+SW_15,,2.3894e-26,2.0750e-28,9.2330e-28,2.2392e-28,,2.0790e-19,2.7905e-25,3.6184e-25,1.8595e-28
+SW_30,,7.3964e-23,6.7706e-24,6.2755e-24,1.2643e-23,2.0790e-19,,3.4076e-18,8.1072e-20,9.4481e-24
+SW_60,,3.6322e-20,1.6777e-21,1.4855e-21,5.5258e-21,2.7905e-25,3.4076e-18,,6.9180e-13,2.9239e-21
+SW_120,,2.2568e-16,2.7749e-13,1.9086e-16,2.4887e-11,3.6184e-25,8.1072e-20,6.9180e-13,,7.3350e-12
+sFC,,1.5846e-14,1.1255e-06,1.1248e-14,4.2473e-02,1.8595e-28,9.4481e-24,2.9239e-21,7.3350e-12,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/LEOO/optimal_window_lengths.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/LEOO/optimal_window_lengths.csv
new file mode 100644
index 00000000..871d6732
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/LEOO/optimal_window_lengths.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,23,39,49,21,25,49,49,49,41,25,43
+1,35,45,49,41,25,21,47,37,49,43,37
+2,31,43,43,27,49,25,43,45,33,41,31
+3,49,49,43,31,45,43,47,47,47,29,35
+4,39,49,47,23,31,35,49,37,21,49,45
+5,47,39,49,45,21,49,49,49,49,29,39
+6,25,49,27,25,21,33,49,25,29,47,47
+7,33,47,47,43,23,21,49,27,49,29,21
+8,33,27,23,43,29,21,45,47,23,45,45
+9,47,21,35,21,21,41,41,47,35,49,45
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/correlation_RMSE_mean.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/correlation_RMSE_mean.csv
new file mode 100644
index 00000000..ae81cc9a
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/correlation_RMSE_mean.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.077,0.127,0.200,0.240,0.283,0.313,0.383,0.247,0.226,0.172,0.172,0.222
+SVWP,0.089,0.134,0.188,0.236,0.279,0.342,0.381,0.248,0.253,0.170,0.167,0.226
+DCC_joint,0.091,0.189,0.204,0.264,0.274,0.271,0.287,0.191,0.251,0.164,0.177,0.215
+SW_cross_validated,0.194,0.151,0.200,0.244,0.283,0.332,0.343,0.262,0.215,0.192,0.208,0.239
+SW_15,0.268,0.289,0.300,0.303,0.288,0.279,0.255,0.254,0.314,0.275,0.284,0.283
+SW_30,0.203,0.227,0.224,0.222,0.211,0.227,0.295,0.213,0.244,0.229,0.212,0.228
+SW_60,0.170,0.171,0.158,0.240,0.349,0.433,0.472,0.232,0.207,0.194,0.170,0.254
+SW_120,0.149,0.120,0.211,0.406,0.426,0.341,0.379,0.259,0.181,0.190,0.133,0.254
+sFC,0.056,0.063,0.362,0.368,0.377,0.364,0.371,0.230,0.415,0.155,0.181,0.267
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/correlation_RMSE_se.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/correlation_RMSE_se.csv
new file mode 100644
index 00000000..91e854ed
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/correlation_RMSE_se.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.029,0.018,0.016,0.016,0.024,0.017,0.011,0.010,0.018,0.018,0.011,0.017
+SVWP,0.028,0.019,0.016,0.018,0.026,0.008,0.010,0.009,0.027,0.018,0.012,0.017
+DCC_joint,0.013,0.021,0.008,0.011,0.010,0.008,0.009,0.008,0.011,0.010,0.013,0.011
+SW_cross_validated,0.020,0.012,0.010,0.018,0.025,0.023,0.015,0.017,0.019,0.019,0.012,0.017
+SW_15,0.010,0.011,0.009,0.009,0.011,0.008,0.009,0.012,0.005,0.015,0.009,0.010
+SW_30,0.011,0.010,0.009,0.010,0.015,0.014,0.009,0.014,0.008,0.010,0.011,0.011
+SW_60,0.012,0.008,0.012,0.018,0.014,0.003,0.008,0.010,0.012,0.012,0.010,0.011
+SW_120,0.017,0.011,0.009,0.012,0.012,0.009,0.009,0.012,0.012,0.018,0.006,0.012
+sFC,0.019,0.013,0.003,0.006,0.009,0.003,0.005,0.014,0.004,0.021,0.007,0.010
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/correlation_RMSE_std.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/correlation_RMSE_std.csv
new file mode 100644
index 00000000..f888294a
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/correlation_RMSE_std.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.092,0.056,0.050,0.049,0.075,0.054,0.034,0.033,0.057,0.058,0.034,0.054
+SVWP,0.090,0.062,0.049,0.058,0.082,0.025,0.031,0.030,0.086,0.056,0.037,0.055
+DCC_joint,0.041,0.067,0.024,0.034,0.033,0.027,0.028,0.026,0.036,0.033,0.042,0.035
+SW_cross_validated,0.064,0.038,0.033,0.057,0.078,0.072,0.047,0.053,0.060,0.060,0.037,0.054
+SW_15,0.030,0.035,0.027,0.028,0.033,0.024,0.028,0.037,0.017,0.048,0.028,0.030
+SW_30,0.036,0.031,0.027,0.031,0.049,0.044,0.030,0.045,0.027,0.033,0.036,0.035
+SW_60,0.039,0.026,0.039,0.057,0.043,0.011,0.024,0.032,0.039,0.038,0.033,0.035
+SW_120,0.055,0.036,0.029,0.038,0.038,0.029,0.027,0.038,0.038,0.057,0.019,0.037
+sFC,0.061,0.040,0.009,0.020,0.029,0.011,0.016,0.045,0.012,0.066,0.023,0.030
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/correlation_matrix_RMSE_mean.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/correlation_matrix_RMSE_mean.csv
new file mode 100644
index 00000000..c0656014
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/correlation_matrix_RMSE_mean.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.055,0.090,0.142,0.169,0.200,0.221,0.271,0.174,0.159,0.121,0.121,0.157
+SVWP,0.062,0.095,0.133,0.167,0.197,0.242,0.269,0.175,0.180,0.120,0.118,0.160
+DCC_joint,0.064,0.134,0.145,0.187,0.194,0.191,0.203,0.135,0.177,0.116,0.125,0.152
+SW_cross_validated,0.137,0.107,0.142,0.173,0.200,0.235,0.243,0.186,0.152,0.135,0.147,0.169
+SW_15,0.189,0.204,0.212,0.214,0.204,0.197,0.180,0.180,0.222,0.194,0.201,0.200
+SW_30,0.143,0.161,0.158,0.157,0.149,0.161,0.209,0.151,0.172,0.162,0.150,0.161
+SW_60,0.120,0.121,0.112,0.170,0.247,0.306,0.334,0.164,0.146,0.137,0.120,0.180
+SW_120,0.105,0.085,0.149,0.287,0.301,0.241,0.268,0.183,0.128,0.134,0.094,0.180
+sFC,0.040,0.044,0.256,0.260,0.266,0.257,0.262,0.162,0.294,0.110,0.128,0.189
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/correlation_matrix_RMSE_se.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/correlation_matrix_RMSE_se.csv
new file mode 100644
index 00000000..d79e3efa
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/correlation_matrix_RMSE_se.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.021,0.012,0.011,0.011,0.017,0.012,0.008,0.008,0.013,0.013,0.008,0.012
+SVWP,0.020,0.014,0.011,0.013,0.018,0.006,0.007,0.007,0.019,0.012,0.008,0.012
+DCC_joint,0.009,0.015,0.005,0.008,0.007,0.006,0.006,0.006,0.008,0.007,0.010,0.008
+SW_cross_validated,0.014,0.008,0.007,0.013,0.018,0.016,0.010,0.012,0.013,0.013,0.008,0.012
+SW_15,0.007,0.008,0.006,0.006,0.007,0.005,0.006,0.008,0.004,0.011,0.006,0.007
+SW_30,0.008,0.007,0.006,0.007,0.011,0.010,0.007,0.010,0.006,0.007,0.008,0.008
+SW_60,0.009,0.006,0.009,0.013,0.010,0.002,0.005,0.007,0.009,0.008,0.007,0.008
+SW_120,0.012,0.008,0.007,0.008,0.009,0.006,0.006,0.009,0.009,0.013,0.004,0.008
+sFC,0.014,0.009,0.002,0.004,0.006,0.002,0.004,0.010,0.003,0.015,0.005,0.007
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/correlation_matrix_RMSE_std.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/correlation_matrix_RMSE_std.csv
new file mode 100644
index 00000000..f055cfa1
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/correlation_matrix_RMSE_std.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.065,0.039,0.035,0.035,0.053,0.038,0.024,0.024,0.041,0.041,0.024,0.038
+SVWP,0.064,0.044,0.035,0.041,0.058,0.018,0.022,0.021,0.061,0.039,0.026,0.039
+DCC_joint,0.029,0.047,0.017,0.024,0.023,0.019,0.020,0.018,0.025,0.023,0.030,0.025
+SW_cross_validated,0.045,0.027,0.023,0.040,0.055,0.051,0.033,0.038,0.042,0.042,0.026,0.038
+SW_15,0.021,0.025,0.019,0.019,0.024,0.017,0.020,0.026,0.012,0.034,0.020,0.022
+SW_30,0.026,0.022,0.019,0.022,0.034,0.031,0.021,0.032,0.019,0.023,0.026,0.025
+SW_60,0.028,0.019,0.027,0.041,0.030,0.008,0.017,0.022,0.027,0.027,0.023,0.024
+SW_120,0.039,0.025,0.021,0.027,0.027,0.020,0.019,0.027,0.027,0.040,0.013,0.026
+sFC,0.043,0.028,0.006,0.014,0.020,0.008,0.011,0.031,0.008,0.047,0.016,0.021
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/covariance_RMSE_mean.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/covariance_RMSE_mean.csv
new file mode 100644
index 00000000..e7d6d1b3
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/covariance_RMSE_mean.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.079,0.126,0.210,0.266,0.304,0.329,0.393,0.268,0.227,0.182,0.167,0.232
+SVWP,0.090,0.133,0.201,0.259,0.297,0.352,0.389,0.265,0.262,0.177,0.157,0.235
+DCC_joint,0.071,0.056,0.143,0.217,0.236,0.240,0.261,0.175,0.186,0.117,0.125,0.166
+SW_cross_validated,0.181,0.157,0.164,0.233,0.275,0.333,0.339,0.256,0.236,0.188,0.179,0.231
+SW_15,0.150,0.181,0.172,0.173,0.183,0.178,0.198,0.161,0.195,0.169,0.165,0.175
+SW_30,0.139,0.153,0.137,0.156,0.189,0.219,0.287,0.166,0.183,0.157,0.145,0.176
+SW_60,0.137,0.131,0.114,0.225,0.336,0.408,0.447,0.215,0.201,0.166,0.133,0.228
+SW_120,0.127,0.142,0.179,0.403,0.419,0.343,0.382,0.242,0.216,0.180,0.119,0.250
+sFC,0.056,0.063,0.362,0.368,0.377,0.364,0.371,0.230,0.416,0.156,0.182,0.268
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/covariance_RMSE_se.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/covariance_RMSE_se.csv
new file mode 100644
index 00000000..5a9f5bda
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/covariance_RMSE_se.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.030,0.018,0.017,0.021,0.026,0.014,0.015,0.016,0.016,0.020,0.014,0.019
+SVWP,0.029,0.021,0.017,0.020,0.029,0.006,0.013,0.016,0.027,0.019,0.012,0.019
+DCC_joint,0.010,0.009,0.006,0.011,0.010,0.009,0.006,0.005,0.007,0.004,0.009,0.008
+SW_cross_validated,0.021,0.011,0.009,0.018,0.024,0.020,0.013,0.020,0.020,0.016,0.012,0.017
+SW_15,0.006,0.008,0.010,0.008,0.008,0.008,0.006,0.008,0.006,0.009,0.008,0.008
+SW_30,0.011,0.008,0.016,0.009,0.013,0.008,0.006,0.015,0.009,0.005,0.011,0.010
+SW_60,0.013,0.009,0.010,0.015,0.010,0.002,0.006,0.010,0.017,0.010,0.009,0.010
+SW_120,0.018,0.019,0.013,0.018,0.012,0.009,0.014,0.011,0.014,0.015,0.006,0.014
+sFC,0.019,0.013,0.003,0.006,0.009,0.003,0.005,0.014,0.004,0.021,0.007,0.010
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/covariance_RMSE_std.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/covariance_RMSE_std.csv
new file mode 100644
index 00000000..7937fdfe
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/covariance_RMSE_std.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.095,0.057,0.052,0.066,0.084,0.044,0.048,0.050,0.050,0.063,0.044,0.059
+SVWP,0.092,0.067,0.054,0.064,0.092,0.019,0.041,0.051,0.085,0.059,0.038,0.060
+DCC_joint,0.033,0.028,0.019,0.035,0.030,0.029,0.020,0.015,0.023,0.014,0.027,0.025
+SW_cross_validated,0.067,0.035,0.028,0.056,0.075,0.064,0.043,0.065,0.063,0.049,0.036,0.053
+SW_15,0.019,0.027,0.033,0.024,0.025,0.026,0.019,0.024,0.020,0.027,0.026,0.024
+SW_30,0.034,0.024,0.051,0.027,0.041,0.026,0.021,0.047,0.027,0.015,0.034,0.032
+SW_60,0.043,0.029,0.033,0.049,0.030,0.007,0.020,0.032,0.052,0.032,0.030,0.032
+SW_120,0.056,0.060,0.040,0.057,0.038,0.029,0.046,0.034,0.043,0.049,0.018,0.043
+sFC,0.061,0.040,0.009,0.020,0.029,0.011,0.016,0.045,0.012,0.066,0.023,0.030
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/covariance_matrix_RMSE_mean.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/covariance_matrix_RMSE_mean.csv
new file mode 100644
index 00000000..a1647e55
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/covariance_matrix_RMSE_mean.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.150,0.203,0.226,0.283,0.344,0.346,0.314,0.249,0.254,0.184,0.196,0.250
+SVWP,0.144,0.203,0.214,0.275,0.317,0.339,0.311,0.243,0.259,0.186,0.202,0.245
+DCC_joint,0.173,0.178,0.200,0.230,0.249,0.247,0.244,0.208,0.210,0.203,0.188,0.212
+SW_cross_validated,0.224,0.220,0.232,0.269,0.316,0.336,0.318,0.277,0.267,0.235,0.253,0.268
+SW_15,0.363,0.372,0.369,0.366,0.386,0.376,0.367,0.361,0.370,0.375,0.366,0.370
+SW_30,0.288,0.292,0.299,0.301,0.319,0.328,0.331,0.295,0.305,0.305,0.295,0.305
+SW_60,0.242,0.227,0.231,0.289,0.328,0.365,0.381,0.262,0.261,0.254,0.236,0.280
+SW_120,0.204,0.226,0.225,0.370,0.356,0.311,0.339,0.243,0.240,0.236,0.200,0.268
+sFC,0.040,0.045,0.256,0.260,0.267,0.257,0.263,0.163,0.294,0.110,0.128,0.189
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/covariance_matrix_RMSE_se.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/covariance_matrix_RMSE_se.csv
new file mode 100644
index 00000000..6413a716
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/covariance_matrix_RMSE_se.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.017,0.031,0.020,0.020,0.028,0.019,0.019,0.019,0.017,0.018,0.011,0.020
+SVWP,0.020,0.030,0.019,0.015,0.029,0.014,0.018,0.025,0.021,0.015,0.015,0.020
+DCC_joint,0.011,0.013,0.007,0.009,0.009,0.006,0.007,0.009,0.008,0.009,0.007,0.009
+SW_cross_validated,0.011,0.010,0.013,0.010,0.020,0.009,0.008,0.016,0.018,0.009,0.013,0.012
+SW_15,0.006,0.010,0.006,0.011,0.008,0.007,0.007,0.008,0.008,0.009,0.005,0.008
+SW_30,0.006,0.008,0.008,0.008,0.009,0.009,0.007,0.009,0.008,0.011,0.006,0.008
+SW_60,0.007,0.009,0.009,0.008,0.010,0.005,0.006,0.007,0.012,0.012,0.006,0.008
+SW_120,0.010,0.012,0.009,0.015,0.010,0.008,0.021,0.006,0.014,0.010,0.007,0.011
+sFC,0.014,0.009,0.002,0.005,0.006,0.002,0.004,0.010,0.003,0.015,0.005,0.007
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/covariance_matrix_RMSE_std.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/covariance_matrix_RMSE_std.csv
new file mode 100644
index 00000000..f69f3c69
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/covariance_matrix_RMSE_std.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.053,0.097,0.062,0.063,0.087,0.062,0.061,0.059,0.054,0.056,0.035,0.063
+SVWP,0.064,0.096,0.059,0.049,0.090,0.043,0.056,0.080,0.066,0.049,0.048,0.064
+DCC_joint,0.035,0.040,0.023,0.028,0.029,0.020,0.024,0.027,0.024,0.028,0.023,0.027
+SW_cross_validated,0.036,0.031,0.040,0.031,0.062,0.029,0.026,0.050,0.056,0.029,0.042,0.039
+SW_15,0.020,0.032,0.019,0.035,0.025,0.023,0.022,0.024,0.024,0.027,0.016,0.024
+SW_30,0.019,0.024,0.027,0.027,0.028,0.028,0.024,0.029,0.025,0.034,0.020,0.026
+SW_60,0.022,0.030,0.028,0.024,0.030,0.015,0.020,0.023,0.037,0.039,0.018,0.026
+SW_120,0.033,0.036,0.027,0.046,0.033,0.025,0.065,0.018,0.044,0.032,0.021,0.034
+sFC,0.043,0.028,0.006,0.014,0.020,0.008,0.011,0.032,0.009,0.047,0.016,0.021
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
new file mode 100644
index 00000000..b71f540d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,1.468,0.464,0.947,0.150,0.637,1.104,0.175,0.197,0.923,1.214,0.561
+1,0.686,0.593,0.374,0.446,0.048,0.182,1.171,0.743,0.730,0.608,0.690
+2,0.657,1.241,0.340,0.172,0.237,0.187,0.554,0.117,0.312,1.611,0.306
+3,0.152,1.445,0.866,0.316,0.545,0.252,1.231,0.535,0.404,0.413,0.254
+4,1.368,0.466,0.340,0.126,0.119,0.145,0.485,0.264,0.353,1.919,0.648
+5,0.734,0.209,0.145,0.161,0.184,0.583,1.065,1.133,0.281,1.237,1.361
+6,0.494,0.405,0.408,0.313,0.161,0.224,0.706,1.385,0.423,1.093,0.708
+7,0.625,0.242,0.250,0.552,0.155,0.911,1.162,0.278,0.074,0.228,0.454
+8,0.590,0.759,0.341,0.397,0.258,0.234,1.146,1.109,0.312,0.851,1.543
+9,0.464,1.221,0.356,0.259,0.188,0.310,0.140,1.316,0.075,0.931,0.793
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/kernel_params/SVWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
new file mode 100644
index 00000000..cf0d48af
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,0.871,1.059,0.952,0.824,0.851,0.900,0.744,0.776,0.894,0.919,0.806
+1,0.883,1.024,0.789,0.885,0.821,0.907,0.926,0.940,0.910,0.899,0.919
+2,0.886,0.920,0.944,0.772,0.812,0.941,0.841,0.816,0.942,0.888,1.125
+3,0.676,0.865,0.923,0.985,0.913,1.111,0.905,0.820,1.073,0.952,0.864
+4,0.855,0.903,0.770,0.818,0.808,0.853,0.899,1.108,0.930,0.859,0.887
+5,0.959,0.859,0.954,0.890,0.868,0.966,0.838,0.880,0.944,0.840,0.904
+6,0.838,0.986,0.960,0.922,0.823,0.836,0.966,0.849,0.879,0.966,0.872
+7,0.836,1.009,0.841,0.718,0.949,0.855,0.848,0.975,0.740,0.760,0.956
+8,0.929,0.784,0.832,1.042,1.233,0.793,0.853,0.866,0.842,0.952,0.888
+9,0.922,0.823,0.888,0.921,0.811,0.896,1.022,0.842,0.833,0.934,0.986
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
new file mode 100644
index 00000000..f5e8225e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,1.540,0.473,1.111,0.359,0.244,1.175,0.393,0.104,1.009,1.131,0.177
+1,0.665,0.607,0.356,0.353,0.082,0.143,1.238,0.825,0.432,0.649,0.662
+2,0.733,1.270,0.364,0.196,0.256,0.389,1.080,0.193,0.380,1.251,0.437
+3,1.007,1.346,0.947,0.351,0.454,0.285,1.210,0.871,0.207,0.382,0.201
+4,1.278,0.671,0.299,0.241,0.148,0.294,0.615,0.107,0.425,1.618,0.902
+5,0.769,0.232,0.107,0.181,0.131,0.237,0.990,1.318,0.289,1.668,1.296
+6,0.914,0.503,0.400,0.371,0.183,0.089,0.429,0.140,0.213,1.108,0.701
+7,0.896,0.282,0.384,0.415,0.135,0.143,1.344,0.285,0.891,0.474,0.452
+8,0.637,0.353,0.316,0.430,0.172,0.398,1.161,1.163,0.323,0.914,1.651
+9,0.600,1.120,0.588,0.254,0.595,0.485,0.133,1.719,0.372,0.951,0.386
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/kernel_params/VWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/kernel_params/VWP_kernel_variance_kernel_params.csv
new file mode 100644
index 00000000..1e598097
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/kernel_params/VWP_kernel_variance_kernel_params.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,0.875,0.962,0.977,0.968,0.847,0.885,0.860,0.859,0.916,0.898,0.761
+1,0.890,1.016,0.787,0.834,0.855,0.885,0.914,0.966,0.898,0.897,0.877
+2,0.884,0.897,0.952,0.666,1.126,0.758,0.839,0.824,0.904,0.862,0.858
+3,0.831,0.863,0.960,1.063,0.856,1.233,0.900,0.928,1.008,0.909,0.790
+4,0.857,0.979,0.840,1.010,0.904,1.051,0.952,0.802,0.927,0.844,0.901
+5,0.946,0.935,0.943,0.918,0.811,1.084,0.832,0.879,0.939,0.856,0.879
+6,0.928,0.890,0.955,1.034,0.990,0.779,0.857,0.820,0.850,0.978,0.870
+7,0.831,1.046,0.892,0.850,0.843,0.866,0.853,0.844,0.892,0.798,0.949
+8,0.933,0.908,0.899,1.009,1.045,0.848,0.850,0.861,0.824,0.949,0.888
+9,0.939,0.787,0.911,0.868,0.942,0.863,1.162,0.859,1.395,0.917,0.803
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/optimal_window_lengths.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/optimal_window_lengths.csv
new file mode 100644
index 00000000..3acfaef2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/optimal_window_lengths.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,63,79,99,59,39,35,25,27,81,59,85
+1,71,51,41,77,31,31,27,73,95,97,39
+2,73,87,49,81,57,25,99,29,67,99,57
+3,41,71,87,23,79,85,23,89,99,63,69
+4,73,91,35,59,43,71,99,23,33,37,91
+5,93,79,29,43,35,33,97,99,89,57,25
+6,59,95,85,37,27,73,83,27,41,87,51
+7,63,43,37,53,27,41,99,49,97,99,33
+8,59,29,91,37,35,35,79,93,31,89,59
+9,89,61,71,37,37,99,81,43,69,93,43
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..b893f2be
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.08,-4.00,0.75,0.46,-1.80,-0.96,0.74,-0.92
+SVWP,0.08,,-4.35,0.71,0.41,-1.92,-1.09,0.70,-1.01
+DCC_joint,-4.00,-4.35,,3.63,4.26,1.29,3.04,4.47,2.27
+SW_cross_validated,0.75,0.71,3.63,,-0.38,-2.11,-1.47,-0.15,-1.41
+SW_15,0.46,0.41,4.26,-0.38,,-2.12,-1.38,0.28,-1.28
+SW_30,-1.80,-1.92,1.29,-2.11,-2.12,,1.03,2.34,0.78
+SW_60,-0.96,-1.09,3.04,-1.47,-1.38,1.03,,1.65,-0.13
+SW_120,0.74,0.70,4.47,-0.15,0.28,2.34,1.65,,-1.51
+sFC,-0.92,-1.01,2.27,-1.41,-1.28,0.78,-0.13,-1.51,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..0fda3cf3
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.04,1.79,0.34,0.21,0.80,0.43,0.33,0.41
+SVWP,0.04,,1.94,0.32,0.18,0.86,0.49,0.31,0.45
+DCC_joint,1.79,1.94,,1.62,1.90,0.58,1.36,2.00,1.02
+SW_cross_validated,0.34,0.32,1.62,,0.17,0.95,0.66,0.07,0.63
+SW_15,0.21,0.18,1.90,0.17,,0.95,0.62,0.12,0.57
+SW_30,0.80,0.86,0.58,0.95,0.95,,0.46,1.05,0.35
+SW_60,0.43,0.49,1.36,0.66,0.62,0.46,,0.74,0.06
+SW_120,0.33,0.31,2.00,0.07,0.12,1.05,0.74,,0.68
+sFC,0.41,0.45,1.02,0.63,0.57,0.35,0.06,0.68,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..2fe6334f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0301,1.,1.,1.,1.,1.,1.
+SVWP,-0.0784,-,0.0139,1.,1.,1.,1.,1.,1.
+DCC_joint,4.0021,4.3486,-,0.0695,0.0171,1.,0.2545,0.0107,1.
+SW_cross_validated,-0.7509,-0.714,-3.6261,-,1.,1.,1.,1.,1.
+SW_15,-0.4624,-0.4092,-4.2576,0.3755,-,1.,1.,1.,1.
+SW_30,1.7963,1.923,-1.2925,2.1135,2.1227,-,1.,1.,1.
+SW_60,0.9621,1.0934,-3.0384,1.4707,1.3822,-1.0257,-,1.,1.
+SW_120,-0.7445,-0.7041,-4.4701,0.1462,-0.2786,-2.3398,-1.6497,-,1.
+sFC,0.9164,1.0137,-2.2702,1.4103,1.2779,-0.7829,0.1252,1.5094,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..94cd6540
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.3838e-01,8.3598e-04,4.6244e-01,6.4933e-01,8.9251e-02,3.4875e-01,4.6619e-01,3.7158e-01
+SVWP,9.3838e-01,,3.8711e-04,4.8439e-01,6.8722e-01,7.0453e-02,2.8862e-01,4.9035e-01,3.2415e-01
+DCC_joint,8.3598e-04,3.8711e-04,,1.9315e-03,4.7362e-04,2.1254e-01,7.0683e-03,2.9586e-04,3.5716e-02
+SW_cross_validated,4.6244e-01,4.8439e-01,1.9315e-03,,7.1167e-01,4.8780e-02,1.5865e-01,8.8539e-01,1.7549e-01
+SW_15,6.4933e-01,6.8722e-01,4.7362e-04,7.1167e-01,,4.7910e-02,1.8383e-01,7.8372e-01,2.1753e-01
+SW_30,8.9251e-02,7.0453e-02,2.1254e-01,4.8780e-02,4.7910e-02,,3.1863e-01,3.1017e-02,4.4386e-01
+SW_60,3.4875e-01,2.8862e-01,7.0683e-03,1.5865e-01,1.8383e-01,3.1863e-01,,1.1635e-01,9.0179e-01
+SW_120,4.6619e-01,4.9035e-01,2.9586e-04,8.8539e-01,7.8372e-01,3.1017e-02,1.1635e-01,,1.4855e-01
+sFC,3.7158e-01,3.2415e-01,3.5716e-02,1.7549e-01,2.1753e-01,4.4386e-01,9.0179e-01,1.4855e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..073182e1
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.25,2.14,1.06,7.38,4.71,2.12,-0.33,-2.82
+SVWP,0.25,,1.82,0.70,6.57,4.06,1.65,-0.60,-2.91
+DCC_joint,2.14,1.82,,-1.50,3.96,1.55,-0.77,-2.75,-4.87
+SW_cross_validated,1.06,0.70,-1.50,,8.06,4.69,1.30,-1.79,-4.81
+SW_15,7.38,6.57,3.96,8.06,,-3.94,-8.08,-10.11,-12.78
+SW_30,4.71,4.06,1.55,4.69,-3.94,,-4.15,-6.77,-9.74
+SW_60,2.12,1.65,-0.77,1.30,-8.08,-4.15,,-3.42,-6.76
+SW_120,-0.33,-0.60,-2.75,-1.79,-10.11,-6.77,-3.42,,-3.18
+sFC,-2.82,-2.91,-4.87,-4.81,-12.78,-9.74,-6.76,-3.18,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..c2c1483a
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.11,0.96,0.47,3.30,2.11,0.95,0.15,1.26
+SVWP,0.11,,0.82,0.31,2.94,1.82,0.74,0.27,1.30
+DCC_joint,0.96,0.82,,0.67,1.77,0.69,0.35,1.23,2.18
+SW_cross_validated,0.47,0.31,0.67,,3.60,2.10,0.58,0.80,2.15
+SW_15,3.30,2.94,1.77,3.60,,1.76,3.62,4.52,5.71
+SW_30,2.11,1.82,0.69,2.10,1.76,,1.86,3.03,4.36
+SW_60,0.95,0.74,0.35,0.58,3.62,1.86,,1.53,3.03
+SW_120,0.15,0.27,1.23,0.80,4.52,3.03,1.53,,1.42
+sFC,1.26,1.30,2.18,2.15,5.71,4.36,3.03,1.42,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..906aa8f7
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0000,0.0063,1.,1.,0.41
+SVWP,-0.2492,-,1.,1.,0.0001,0.0264,1.,1.,0.3328
+DCC_joint,-2.1431,-1.8249,-,1.,0.0329,1.,1.,0.4783,0.0044
+SW_cross_validated,-1.0578,-0.6993,1.5029,-,0.0000,0.0065,1.,1.,0.0050
+SW_15,-7.3828,-6.5687,-3.9621,-8.0563,-,0.0346,0.0000,0.0000,0.0000
+SW_30,-4.7117,-4.0605,-1.5484,-4.6922,3.939,-,0.0215,0.0001,0.0000
+SW_60,-2.1233,-1.6459,0.7735,-1.2979,8.0847,4.153,-,0.109,0.0001
+SW_120,0.3332,0.6,2.746,1.788,10.1063,6.7732,3.4238,-,0.1868
+sFC,2.818,2.9148,4.873,4.8116,12.7782,9.7424,6.7648,3.1797,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..7cadd69b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.0601e-01,4.6023e-02,3.0414e-01,7.5405e-07,1.7393e-04,4.7850e-02,7.4285e-01,1.1388e-02
+SVWP,8.0601e-01,,8.4659e-02,4.9333e-01,3.5922e-06,7.3396e-04,1.1713e-01,5.5595e-01,9.2440e-03
+DCC_joint,4.6023e-02,8.4659e-02,,1.5021e-01,9.1372e-04,1.3893e-01,4.4926e-01,1.3286e-02,1.2230e-04
+SW_cross_validated,3.0414e-01,4.9333e-01,1.5021e-01,,2.2174e-07,1.8154e-04,2.1072e-01,9.0616e-02,1.3981e-04
+SW_15,7.5405e-07,3.5922e-06,9.1372e-04,2.2174e-07,,9.6201e-04,2.1085e-07,7.5883e-09,1.8234e-10
+SW_30,1.7393e-04,7.3396e-04,1.3893e-01,1.8154e-04,9.6201e-04,,5.9754e-04,2.4065e-06,1.3325e-08
+SW_60,4.7850e-02,1.1713e-01,4.4926e-01,2.1072e-01,2.1085e-07,5.9754e-04,,3.0275e-03,2.4463e-06
+SW_120,7.4285e-01,5.5595e-01,1.3286e-02,9.0616e-02,7.5883e-09,2.4065e-06,3.0275e-03,,5.1885e-03
+sFC,1.1388e-02,9.2440e-03,1.2230e-04,1.3981e-04,1.8234e-10,1.3325e-08,2.4463e-06,5.1885e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..6e6484aa
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.26,0.41,3.11,5.87,3.79,2.77,2.00,-0.58
+SVWP,0.26,,0.08,2.87,5.66,3.53,2.49,1.72,-0.89
+DCC_joint,0.41,0.08,,4.07,10.48,6.15,4.20,2.55,-1.43
+SW_cross_validated,3.11,2.87,4.07,,3.11,0.35,-0.96,-1.61,-4.67
+SW_15,5.87,5.66,10.48,3.11,,-4.12,-5.92,-5.72,-9.32
+SW_30,3.79,3.53,6.15,0.35,-4.12,,-1.84,-2.47,-6.19
+SW_60,2.77,2.49,4.20,-0.96,-5.92,-1.84,,-0.95,-4.71
+SW_120,2.00,1.72,2.55,-1.61,-5.72,-2.47,-0.95,,-3.40
+sFC,-0.58,-0.89,-1.43,-4.67,-9.32,-6.19,-4.71,-3.40,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..6941d47b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.12,0.18,1.39,2.62,1.69,1.24,0.89,0.26
+SVWP,0.12,,0.04,1.28,2.53,1.58,1.11,0.77,0.40
+DCC_joint,0.18,0.04,,1.82,4.69,2.75,1.88,1.14,0.64
+SW_cross_validated,1.39,1.28,1.82,,1.39,0.16,0.43,0.72,2.09
+SW_15,2.62,2.53,4.69,1.39,,1.84,2.65,2.56,4.17
+SW_30,1.69,1.58,2.75,0.16,1.84,,0.82,1.11,2.77
+SW_60,1.24,1.11,1.88,0.43,2.65,0.82,,0.42,2.10
+SW_120,0.89,0.77,1.14,0.72,2.56,1.11,0.42,,1.52
+sFC,0.26,0.40,0.64,2.09,4.17,2.77,2.10,1.52,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..45a94598
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.2169,0.0005,0.0487,0.4577,1.,1.
+SVWP,-0.2572,-,1.,0.3695,0.0008,0.086,0.8189,1.,1.
+DCC_joint,-0.4059,-0.0789,-,0.0256,0.0000,0.0003,0.0195,0.7248,1.
+SW_cross_validated,-3.1115,-2.8664,-4.0741,-,0.2175,1.,1.,1.,0.0068
+SW_15,-5.8662,-5.6571,-10.4838,-3.1103,-,0.0233,0.0005,0.0007,0.0000
+SW_30,-3.7857,-3.5307,-6.1521,-0.3532,4.1165,-,1.,0.8527,0.0003
+SW_60,-2.7666,-2.4906,-4.198,0.961,5.9185,1.8374,-,1.,0.0063
+SW_120,-1.9957,-1.7193,-2.5492,1.6147,5.7208,2.4711,0.9479,-,0.1161
+sFC,0.5752,0.8908,1.4285,4.6737,9.3155,6.189,4.7067,3.3954,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..8fe46a00
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,7.9995e-01,6.8957e-01,6.0260e-03,1.4840e-05,1.3537e-03,1.2715e-02,6.1328e-02,5.7227e-01
+SVWP,7.9995e-01,,9.3801e-01,1.0264e-02,2.2916e-05,2.3883e-03,2.2748e-02,1.0270e-01,3.8478e-01
+DCC_joint,6.8957e-01,9.3801e-01,,7.1208e-04,4.2957e-09,8.2657e-06,5.4057e-04,2.0132e-02,1.7028e-01
+SW_cross_validated,6.0260e-03,1.0264e-02,7.1208e-04,,6.0410e-03,7.2803e-01,3.4927e-01,1.2378e-01,1.8903e-04
+SW_15,1.4840e-05,2.2916e-05,4.2957e-09,6.0410e-03,,6.4796e-04,1.3323e-05,2.0066e-05,2.6292e-08
+SW_30,1.3537e-03,2.3883e-03,8.2657e-06,7.2803e-01,6.4796e-04,,8.2722e-02,2.3687e-02,7.6711e-06
+SW_60,1.2715e-02,2.2748e-02,5.4057e-04,3.4927e-01,1.3323e-05,8.2722e-02,,3.5575e-01,1.7586e-04
+SW_120,6.1328e-02,1.0270e-01,2.0132e-02,1.2378e-01,2.0066e-05,2.3687e-02,3.5575e-01,,3.2241e-03
+sFC,5.7227e-01,3.8478e-01,1.7028e-01,1.8903e-04,2.6292e-08,7.6711e-06,1.7586e-04,3.2241e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..9a35e3b3
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.51,0.24,0.01,5.28,1.27,-1.98,0.55,9.55
+SVWP,-0.51,,0.90,0.61,5.99,1.92,-1.43,1.19,10.43
+DCC_joint,0.24,0.90,,-0.32,7.92,1.61,-3.03,0.50,18.36
+SW_cross_validated,0.01,0.61,-0.32,,7.08,1.69,-2.48,0.72,14.36
+SW_15,5.28,5.99,7.92,7.08,,-5.91,-8.99,-6.71,6.48
+SW_30,1.27,1.92,1.61,1.69,-5.91,,-4.15,-1.00,14.29
+SW_60,-1.98,-1.43,-3.03,-2.48,-8.99,-4.15,,3.23,15.31
+SW_120,0.55,1.19,0.50,0.72,-6.71,-1.00,3.23,,14.76
+sFC,9.55,10.43,18.36,14.36,6.48,14.29,15.31,14.76,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..3a8b4d5c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.23,0.11,0.00,2.36,0.57,0.88,0.25,4.27
+SVWP,0.23,,0.40,0.27,2.68,0.86,0.64,0.53,4.66
+DCC_joint,0.11,0.40,,0.14,3.54,0.72,1.35,0.22,8.21
+SW_cross_validated,0.00,0.27,0.14,,3.17,0.75,1.11,0.32,6.42
+SW_15,2.36,2.68,3.54,3.17,,2.64,4.02,3.00,2.90
+SW_30,0.57,0.86,0.72,0.75,2.64,,1.86,0.45,6.39
+SW_60,0.88,0.64,1.35,1.11,4.02,1.86,,1.44,6.85
+SW_120,0.25,0.53,0.22,0.32,3.00,0.45,1.44,,6.60
+sFC,4.27,4.66,8.21,6.42,2.90,6.39,6.85,6.60,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..2ee58536
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0018,1.,1.,1.,0.0000
+SVWP,0.512,-,1.,1.,0.0004,1.,1.,1.,0.0000
+DCC_joint,-0.2387,-0.8976,-,1.,0.0000,1.,0.2604,1.,0.0000
+SW_cross_validated,-0.0053,-0.614,0.319,-,0.0000,1.,0.8439,1.,0.0000
+SW_15,-5.2838,-5.9932,-7.9161,-7.0823,-,0.0005,0.0000,0.0001,0.0002
+SW_30,-1.2662,-1.9201,-1.6123,-1.6868,5.9119,-,0.0217,1.,0.0000
+SW_60,1.9783,1.4265,3.0279,2.4761,8.986,4.1485,-,0.1673,0.0000
+SW_120,-0.5535,-1.1873,-0.4956,-0.7242,6.7147,0.9976,-3.2299,-,0.0000
+sFC,-9.5531,-10.4312,-18.3618,-14.3565,-6.4791,-14.2937,-15.3121,-14.7639,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..39ee8f64
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,6.1489e-01,8.1402e-01,9.9582e-01,5.0445e-05,2.2160e-01,6.3402e-02,5.8674e-01,1.7963e-08
+SVWP,6.1489e-01,,3.8127e-01,5.4688e-01,1.1429e-05,7.0837e-02,1.7083e-01,2.5053e-01,4.6459e-09
+DCC_joint,8.1402e-01,3.8127e-01,,7.5343e-01,2.8469e-07,1.2429e-01,7.2330e-03,6.2619e-01,4.1890e-13
+SW_cross_validated,9.9582e-01,5.4688e-01,7.5343e-01,,1.3278e-06,1.0890e-01,2.3441e-02,4.7823e-01,2.6785e-11
+SW_15,5.0445e-05,1.1429e-05,2.8469e-07,1.3278e-06,,1.3506e-05,4.5074e-08,2.6970e-06,4.2889e-06
+SW_30,2.2160e-01,7.0837e-02,1.2429e-01,1.0890e-01,1.3506e-05,,6.0344e-04,3.3170e-01,2.8809e-11
+SW_60,6.3402e-02,1.7083e-01,7.2330e-03,2.3441e-02,4.5074e-08,6.0344e-04,,4.6470e-03,9.1288e-12
+SW_120,5.8674e-01,2.5053e-01,6.2619e-01,4.7823e-01,2.6970e-06,3.3170e-01,4.6470e-03,,1.6805e-11
+sFC,1.7963e-08,4.6459e-09,4.1890e-13,2.6785e-11,4.2889e-06,2.8809e-11,9.1288e-12,1.6805e-11,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..fde7e0e3
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.11,-0.33,-0.01,0.19,-2.44,2.30,5.13,3.53
+SVWP,-0.11,,-0.17,0.10,0.31,-2.16,2.27,4.90,3.39
+DCC_joint,-0.33,-0.17,,0.30,0.89,-3.25,4.16,9.04,7.08
+SW_cross_validated,-0.01,0.10,0.30,,0.19,-2.34,2.23,4.95,3.39
+SW_15,0.19,0.31,0.89,0.19,,-3.93,3.35,8.14,6.05
+SW_30,-2.44,-2.16,-3.25,-2.34,-3.93,,6.40,10.45,8.84
+SW_60,2.30,2.27,4.16,2.23,3.35,6.40,,4.03,1.63
+SW_120,5.13,4.90,9.04,4.95,8.14,10.45,4.03,,-3.09
+sFC,3.53,3.39,7.08,3.39,6.05,8.84,1.63,-3.09,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..ea3e7b39
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.05,0.15,0.00,0.08,1.09,1.03,2.30,1.58
+SVWP,0.05,,0.08,0.04,0.14,0.96,1.02,2.19,1.52
+DCC_joint,0.15,0.08,,0.13,0.40,1.45,1.86,4.04,3.17
+SW_cross_validated,0.00,0.04,0.13,,0.09,1.05,1.00,2.21,1.52
+SW_15,0.08,0.14,0.40,0.09,,1.76,1.50,3.64,2.70
+SW_30,1.09,0.96,1.45,1.05,1.76,,2.86,4.67,3.96
+SW_60,1.03,1.02,1.86,1.00,1.50,2.86,,1.80,0.73
+SW_120,2.30,2.19,4.04,2.21,3.64,4.67,1.80,,1.38
+sFC,1.58,1.52,3.17,1.52,2.70,3.96,0.73,1.38,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..f42f43cc
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,1.,0.9178,1.,0.0025,0.0856
+SVWP,0.106,-,1.,1.,1.,1.,1.,0.0042,0.1165
+DCC_joint,0.3256,0.168,-,1.,1.,0.1616,0.0213,0.0000,0.0000
+SW_cross_validated,0.0083,-0.0957,-0.3018,-,1.,1.,1.,0.0038,0.1162
+SW_15,-0.1887,-0.3074,-0.8947,-0.1917,-,0.0349,0.1273,0.0000,0.0004
+SW_30,2.4355,2.1562,3.2457,2.3421,3.9349,-,0.0002,0.0000,0.0000
+SW_60,-2.302,-2.2724,-4.1568,-2.2278,-3.3538,-6.3991,-,0.0281,1.
+SW_120,-5.1321,-4.8967,-9.0404,-4.9455,-8.1372,-10.4473,-4.0335,-,0.2279
+sFC,-3.5325,-3.3936,-7.082,-3.3947,-6.0464,-8.8437,-1.63,3.089,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..a0b38cf3
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.1674e-01,7.4848e-01,9.9346e-01,8.5244e-01,2.5495e-02,3.3494e-02,6.9820e-05,2.3787e-03
+SVWP,9.1674e-01,,8.6847e-01,9.2483e-01,7.6206e-01,4.4843e-02,3.5554e-02,1.1615e-04,3.2368e-03
+DCC_joint,7.4848e-01,8.6847e-01,,7.6626e-01,3.8274e-01,4.4880e-03,5.9247e-04,4.1199e-08,1.3285e-06
+SW_cross_validated,9.9346e-01,9.2483e-01,7.6626e-01,,8.5016e-01,3.0871e-02,3.8887e-02,1.0448e-04,3.2291e-03
+SW_15,8.5244e-01,7.6206e-01,3.8274e-01,8.5016e-01,,9.7082e-04,3.5354e-03,1.9221e-07,1.0250e-05
+SW_30,2.5495e-02,4.4843e-02,4.4880e-03,3.0871e-02,9.7082e-04,,5.0294e-06,4.5359e-09,5.7126e-08
+SW_60,3.3494e-02,3.5554e-02,5.9247e-04,3.8887e-02,3.5354e-03,5.0294e-06,,7.7951e-04,1.2047e-01
+SW_120,6.9820e-05,1.1615e-04,4.1199e-08,1.0448e-04,1.9221e-07,4.5359e-09,7.7951e-04,,6.3293e-03
+sFC,2.3787e-03,3.2368e-03,1.3285e-06,3.2291e-03,1.0250e-05,5.7126e-08,1.2047e-01,6.3293e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..a946b96c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.07,-0.32,0.72,4.16,2.61,0.96,0.69,-0.55
+SVWP,-0.07,,-0.25,0.80,4.32,2.76,1.07,0.77,-0.50
+DCC_joint,-0.32,-0.25,,1.19,5.73,4.18,1.75,1.18,-0.37
+SW_cross_validated,0.72,0.80,1.19,,3.28,1.65,0.09,-0.05,-1.22
+SW_15,4.16,4.32,5.73,3.28,,-2.39,-4.02,-3.44,-4.41
+SW_30,2.61,2.76,4.18,1.65,-2.39,,-2.13,-1.78,-3.00
+SW_60,0.96,1.07,1.75,0.09,-4.02,-2.13,,-0.15,-1.51
+SW_120,0.69,0.77,1.18,-0.05,-3.44,-1.78,-0.15,,-1.20
+sFC,-0.55,-0.50,-0.37,-1.22,-4.41,-3.00,-1.51,-1.20,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..efb421d5
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.03,0.14,0.32,1.86,1.17,0.43,0.31,0.25
+SVWP,0.03,,0.11,0.36,1.93,1.23,0.48,0.35,0.22
+DCC_joint,0.14,0.11,,0.53,2.56,1.87,0.78,0.53,0.16
+SW_cross_validated,0.32,0.36,0.53,,1.47,0.74,0.04,0.02,0.54
+SW_15,1.86,1.93,2.56,1.47,,1.07,1.80,1.54,1.97
+SW_30,1.17,1.23,1.87,0.74,1.07,,0.95,0.80,1.34
+SW_60,0.43,0.48,0.78,0.04,1.80,0.95,,0.07,0.67
+SW_120,0.31,0.35,0.53,0.02,1.54,0.80,0.07,,0.54
+sFC,0.25,0.22,0.16,0.54,1.97,1.34,0.67,0.54,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..832fe3ef
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0213,0.6423,1.,1.,1.
+SVWP,0.0679,-,1.,1.,0.015,0.4656,1.,1.,1.
+DCC_joint,0.3226,0.2469,-,1.,0.0007,0.0202,1.,1.,1.
+SW_cross_validated,-0.7242,-0.8026,-1.1944,-,0.1500,1.,1.,1.,1.
+SW_15,-4.1575,-4.3154,-5.7323,-3.2793,-,1.,0.0287,0.1059,0.0121
+SW_30,-2.6068,-2.7586,-4.1818,-1.6513,2.3922,-,1.,1.,0.2768
+SW_60,-0.9632,-1.0672,-1.7522,-0.0874,4.024,2.1318,-,1.,1.
+SW_120,-0.6944,-0.7747,-1.1818,0.0482,3.4366,1.7786,0.149,-,1.
+sFC,0.5523,0.4973,0.3656,1.2182,4.4108,2.9998,1.5085,1.2006,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..97a896c3
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.4662e-01,7.5069e-01,4.7823e-01,5.9155e-04,1.7842e-02,3.4820e-01,4.9631e-01,5.8757e-01
+SVWP,9.4662e-01,,8.0780e-01,4.3268e-01,4.1666e-04,1.2933e-02,3.0001e-01,4.4858e-01,6.2498e-01
+DCC_joint,7.5069e-01,8.0780e-01,,2.4781e-01,1.9588e-05,5.6049e-04,9.6753e-02,2.5265e-01,7.1890e-01
+SW_cross_validated,4.7823e-01,4.3268e-01,2.4781e-01,,4.1676e-03,1.1602e-01,9.3132e-01,9.6206e-01,2.3887e-01
+SW_15,5.9155e-04,4.1666e-04,1.9588e-05,4.1676e-03,,2.7871e-02,7.9604e-04,2.9429e-03,3.3729e-04
+SW_30,1.7842e-02,1.2933e-02,5.6049e-04,1.1602e-01,2.7871e-02,,4.7056e-02,9.2194e-02,7.6885e-03
+SW_60,3.4820e-01,3.0001e-01,9.6753e-02,9.3132e-01,7.9604e-04,4.7056e-02,,8.8319e-01,1.4878e-01
+SW_120,4.9631e-01,4.4858e-01,2.5265e-01,9.6206e-01,2.9429e-03,9.2194e-02,8.8319e-01,,2.4547e-01
+sFC,5.8757e-01,6.2498e-01,7.1890e-01,2.3887e-01,3.3729e-04,7.6885e-03,1.4878e-01,2.4547e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..8218f282
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.81,1.12,-0.38,4.43,0.86,-0.80,-1.94,9.70
+SVWP,0.81,,-0.09,-1.10,2.07,-0.32,-1.47,-2.31,5.58
+DCC_joint,1.12,-0.09,,-1.54,4.79,-0.47,-2.49,-4.00,13.09
+SW_cross_validated,-0.38,-1.10,-1.54,,4.78,1.31,-0.34,-1.45,9.86
+SW_15,4.43,2.07,4.79,4.78,,-6.63,-7.60,-9.53,14.49
+SW_30,0.86,-0.32,-0.47,1.31,-6.63,,-2.34,-4.04,17.55
+SW_60,-0.80,-1.47,-2.49,-0.34,-7.60,-2.34,,-1.45,15.47
+SW_120,-1.94,-2.31,-4.00,-1.45,-9.53,-4.04,-1.45,,17.55
+sFC,9.70,5.58,13.09,9.86,14.49,17.55,15.47,17.55,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..d88c676f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.36,0.50,0.17,1.98,0.39,0.36,0.87,4.34
+SVWP,0.36,,0.04,0.49,0.93,0.14,0.66,1.03,2.50
+DCC_joint,0.50,0.04,,0.69,2.14,0.21,1.11,1.79,5.85
+SW_cross_validated,0.17,0.49,0.69,,2.14,0.59,0.15,0.65,4.41
+SW_15,1.98,0.93,2.14,2.14,,2.96,3.40,4.26,6.48
+SW_30,0.39,0.14,0.21,0.59,2.96,,1.05,1.81,7.85
+SW_60,0.36,0.66,1.11,0.15,3.40,1.05,,0.65,6.92
+SW_120,0.87,1.03,1.79,0.65,4.26,1.81,0.65,,7.85
+sFC,4.34,2.50,5.85,4.41,6.48,7.85,6.92,7.85,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..be107c2f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0116,1.,1.,1.,0.0000
+SVWP,-0.8082,-,1.,1.,1.,1.,1.,1.,0.001
+DCC_joint,-1.1172,0.0868,-,1.,0.0053,1.,0.8214,0.0300,0.0000
+SW_cross_validated,0.3792,1.0978,1.5364,-,0.0054,1.,1.,1.,0.0000
+SW_15,-4.4301,-2.0702,-4.7863,-4.7755,-,0.0001,0.0000,0.0000,0.0000
+SW_30,-0.863,0.3215,0.4681,-1.3148,6.6296,-,1.,0.0275,0.0000
+SW_60,0.7997,1.4726,2.4892,0.3358,7.6027,2.3439,-,1.,0.0000
+SW_120,1.9429,2.3098,4.003,1.4463,9.5294,4.0429,1.4501,-,0.0000
+sFC,-9.705,-5.583,-13.086,-9.8554,-14.4888,-17.5487,-15.4743,-17.5478,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..95e95708
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,4.2953e-01,2.7861e-01,7.0897e-01,3.2319e-04,3.9952e-01,4.3429e-01,6.7839e-02,1.4131e-08
+SVWP,4.2953e-01,,9.3179e-01,2.8677e-01,5.3095e-02,7.5150e-01,1.5813e-01,3.2968e-02,2.6768e-05
+DCC_joint,2.7861e-01,9.3179e-01,,1.4184e-01,1.4774e-04,6.4534e-01,2.2816e-02,8.3423e-04,1.2358e-10
+SW_cross_validated,7.0897e-01,2.8677e-01,1.4184e-01,,1.5128e-04,2.0507e-01,7.4090e-01,1.6529e-01,1.1169e-08
+SW_15,3.2319e-04,5.3095e-02,1.4774e-04,1.5128e-04,,3.1862e-06,5.0229e-07,1.8654e-08,2.2993e-11
+SW_30,3.9952e-01,7.5150e-01,6.4534e-01,2.0507e-01,3.1862e-06,,3.0761e-02,7.6331e-04,9.0856e-13
+SW_60,4.3429e-01,1.5813e-01,2.2816e-02,7.4090e-01,5.0229e-07,3.0761e-02,,1.6423e-01,7.6479e-12
+SW_120,6.7839e-02,3.2968e-02,8.3423e-04,1.6529e-01,1.8654e-08,7.6331e-04,1.6423e-01,,9.0937e-13
+sFC,1.4131e-08,2.6768e-05,1.2358e-10,1.1169e-08,2.2993e-11,9.0856e-13,7.6479e-12,9.0937e-13,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..0af6999f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.08,-3.95,0.76,0.47,-1.78,-0.94,0.75,-0.90
+SVWP,0.08,,-4.35,0.72,0.42,-1.92,-1.09,0.71,-1.01
+DCC_joint,-3.95,-4.35,,3.63,4.26,1.29,3.04,4.47,2.27
+SW_cross_validated,0.76,0.72,3.63,,-0.38,-2.11,-1.47,-0.15,-1.41
+SW_15,0.47,0.42,4.26,-0.38,,-2.12,-1.38,0.28,-1.28
+SW_30,-1.78,-1.92,1.29,-2.11,-2.12,,1.03,2.34,0.78
+SW_60,-0.94,-1.09,3.04,-1.47,-1.38,1.03,,1.65,-0.13
+SW_120,0.75,0.71,4.47,-0.15,0.28,2.34,1.65,,-1.51
+sFC,-0.90,-1.01,2.27,-1.41,-1.28,0.78,-0.13,-1.51,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..8ee30663
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.04,1.77,0.34,0.21,0.79,0.42,0.34,0.40
+SVWP,0.04,,1.94,0.32,0.19,0.86,0.49,0.32,0.45
+DCC_joint,1.77,1.94,,1.62,1.90,0.58,1.36,2.00,1.02
+SW_cross_validated,0.34,0.32,1.62,,0.17,0.95,0.66,0.07,0.63
+SW_15,0.21,0.19,1.90,0.17,,0.95,0.62,0.12,0.57
+SW_30,0.79,0.86,0.58,0.95,0.95,,0.46,1.05,0.35
+SW_60,0.42,0.49,1.36,0.66,0.62,0.46,,0.74,0.06
+SW_120,0.34,0.32,2.00,0.07,0.12,1.05,0.74,,0.68
+sFC,0.40,0.45,1.02,0.63,0.57,0.35,0.06,0.68,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..d436d969
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0338,1.,1.,1.,1.,1.,1.
+SVWP,-0.0831,-,0.0140,1.,1.,1.,1.,1.,1.
+DCC_joint,3.9505,4.3455,-,0.0695,0.0171,1.,0.2545,0.0107,1.
+SW_cross_validated,-0.7565,-0.7195,-3.6261,-,1.,1.,1.,1.,1.
+SW_15,-0.4704,-0.4163,-4.2576,0.3755,-,1.,1.,1.,1.
+SW_30,1.7767,1.9182,-1.2925,2.1135,2.1227,-,1.,1.,1.
+SW_60,0.9423,1.0871,-3.0384,1.4707,1.3822,-1.0257,-,1.,1.
+SW_120,-0.7505,-0.7113,-4.4701,0.1462,-0.2786,-2.3398,-1.6497,-,1.
+sFC,0.9014,1.0084,-2.2702,1.4103,1.2779,-0.7829,0.1252,1.5094,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..8b4ecc3f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.3470e-01,9.3774e-04,4.5916e-01,6.4372e-01,9.2521e-02,3.5851e-01,4.6264e-01,3.7928e-01
+SVWP,9.3470e-01,,3.8972e-04,4.8105e-01,6.8214e-01,7.1084e-02,2.9132e-01,4.8603e-01,3.2662e-01
+DCC_joint,9.3774e-04,3.8972e-04,,1.9315e-03,4.7362e-04,2.1254e-01,7.0683e-03,2.9586e-04,3.5716e-02
+SW_cross_validated,4.5916e-01,4.8105e-01,1.9315e-03,,7.1167e-01,4.8780e-02,1.5865e-01,8.8539e-01,1.7549e-01
+SW_15,6.4372e-01,6.8214e-01,4.7362e-04,7.1167e-01,,4.7910e-02,1.8383e-01,7.8372e-01,2.1753e-01
+SW_30,9.2521e-02,7.1084e-02,2.1254e-01,4.8780e-02,4.7910e-02,,3.1863e-01,3.1017e-02,4.4386e-01
+SW_60,3.5851e-01,2.9132e-01,7.0683e-03,1.5865e-01,1.8383e-01,3.1863e-01,,1.1635e-01,9.0179e-01
+SW_120,4.6264e-01,4.8603e-01,2.9586e-04,8.8539e-01,7.8372e-01,3.1017e-02,1.1635e-01,,1.4855e-01
+sFC,3.7928e-01,3.2662e-01,3.5716e-02,1.7549e-01,2.1753e-01,4.4386e-01,9.0179e-01,1.4855e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..5808c9ba
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.26,2.15,1.06,7.40,4.72,2.13,-0.33,-2.82
+SVWP,0.26,,1.81,0.69,6.54,4.04,1.63,-0.61,-2.91
+DCC_joint,2.15,1.81,,-1.50,3.96,1.55,-0.77,-2.75,-4.87
+SW_cross_validated,1.06,0.69,-1.50,,8.06,4.69,1.30,-1.79,-4.81
+SW_15,7.40,6.54,3.96,8.06,,-3.94,-8.08,-10.11,-12.78
+SW_30,4.72,4.04,1.55,4.69,-3.94,,-4.15,-6.77,-9.74
+SW_60,2.13,1.63,-0.77,1.30,-8.08,-4.15,,-3.42,-6.76
+SW_120,-0.33,-0.61,-2.75,-1.79,-10.11,-6.77,-3.42,,-3.18
+sFC,-2.82,-2.91,-4.87,-4.81,-12.78,-9.74,-6.76,-3.18,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..74b18e6c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.12,0.96,0.48,3.31,2.11,0.95,0.15,1.26
+SVWP,0.12,,0.81,0.31,2.92,1.81,0.73,0.27,1.30
+DCC_joint,0.96,0.81,,0.67,1.77,0.69,0.35,1.23,2.18
+SW_cross_validated,0.48,0.31,0.67,,3.60,2.10,0.58,0.80,2.15
+SW_15,3.31,2.92,1.77,3.60,,1.76,3.62,4.52,5.71
+SW_30,2.11,1.81,0.69,2.10,1.76,,1.86,3.03,4.36
+SW_60,0.95,0.73,0.35,0.58,3.62,1.86,,1.53,3.03
+SW_120,0.15,0.27,1.23,0.80,4.52,3.03,1.53,,1.42
+sFC,1.26,1.30,2.18,2.15,5.71,4.36,3.03,1.42,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..d7af0a44
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0000,0.0061,1.,1.,0.4113
+SVWP,-0.2599,-,1.,1.,0.0001,0.0278,1.,1.,0.3334
+DCC_joint,-2.148,-1.8144,-,1.,0.0329,1.,1.,0.4783,0.0044
+SW_cross_validated,-1.0636,-0.6884,1.5029,-,0.0000,0.0065,1.,1.,0.0050
+SW_15,-7.396,-6.5377,-3.9621,-8.0563,-,0.0346,0.0000,0.0000,0.0000
+SW_30,-4.7223,-4.0371,-1.5484,-4.6922,3.939,-,0.0215,0.0001,0.0000
+SW_60,-2.1311,-1.6305,0.7735,-1.2979,8.0847,4.153,-,0.109,0.0001
+SW_120,0.3289,0.6067,2.746,1.788,10.1063,6.7732,3.4238,-,0.1868
+sFC,2.8165,2.914,4.873,4.8116,12.7782,9.7424,6.7648,3.1797,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..e14df053
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,7.9788e-01,4.5574e-02,3.0159e-01,7.3575e-07,1.6994e-04,4.7120e-02,7.4603e-01,1.1425e-02
+SVWP,7.9788e-01,,8.6327e-02,4.9995e-01,3.8190e-06,7.7326e-04,1.2037e-01,5.5165e-01,9.2610e-03
+DCC_joint,4.5574e-02,8.6327e-02,,1.5021e-01,9.1372e-04,1.3893e-01,4.4926e-01,1.3286e-02,1.2230e-04
+SW_cross_validated,3.0159e-01,4.9995e-01,1.5021e-01,,2.2174e-07,1.8154e-04,2.1072e-01,9.0616e-02,1.3981e-04
+SW_15,7.3575e-07,3.8190e-06,9.1372e-04,2.2174e-07,,9.6201e-04,2.1085e-07,7.5883e-09,1.8234e-10
+SW_30,1.6994e-04,7.7326e-04,1.3893e-01,1.8154e-04,9.6201e-04,,5.9754e-04,2.4065e-06,1.3325e-08
+SW_60,4.7120e-02,1.2037e-01,4.4926e-01,2.1072e-01,2.1085e-07,5.9754e-04,,3.0275e-03,2.4463e-06
+SW_120,7.4603e-01,5.5165e-01,1.3286e-02,9.0616e-02,7.5883e-09,2.4065e-06,3.0275e-03,,5.1885e-03
+sFC,1.1425e-02,9.2610e-03,1.2230e-04,1.3981e-04,1.8234e-10,1.3325e-08,2.4463e-06,5.1885e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..72a04e62
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.26,0.41,3.12,5.87,3.79,2.77,2.00,-0.57
+SVWP,0.26,,0.08,2.88,5.67,3.54,2.50,1.73,-0.89
+DCC_joint,0.41,0.08,,4.07,10.48,6.15,4.20,2.55,-1.43
+SW_cross_validated,3.12,2.88,4.07,,3.11,0.35,-0.96,-1.61,-4.67
+SW_15,5.87,5.67,10.48,3.11,,-4.12,-5.92,-5.72,-9.32
+SW_30,3.79,3.54,6.15,0.35,-4.12,,-1.84,-2.47,-6.19
+SW_60,2.77,2.50,4.20,-0.96,-5.92,-1.84,,-0.95,-4.71
+SW_120,2.00,1.73,2.55,-1.61,-5.72,-2.47,-0.95,,-3.40
+sFC,-0.57,-0.89,-1.43,-4.67,-9.32,-6.19,-4.71,-3.40,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..7319684f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.11,0.18,1.39,2.63,1.70,1.24,0.89,0.26
+SVWP,0.11,,0.04,1.29,2.54,1.58,1.12,0.77,0.40
+DCC_joint,0.18,0.04,,1.82,4.69,2.75,1.88,1.14,0.64
+SW_cross_validated,1.39,1.29,1.82,,1.39,0.16,0.43,0.72,2.09
+SW_15,2.63,2.54,4.69,1.39,,1.84,2.65,2.56,4.17
+SW_30,1.70,1.58,2.75,0.16,1.84,,0.82,1.11,2.77
+SW_60,1.24,1.12,1.88,0.43,2.65,0.82,,0.42,2.10
+SW_120,0.89,0.77,1.14,0.72,2.56,1.11,0.42,,1.52
+sFC,0.26,0.40,0.64,2.09,4.17,2.77,2.10,1.52,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..c7e4dfcc
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.2151,0.0005,0.0482,0.4535,1.,1.
+SVWP,-0.2555,-,1.,0.3621,0.0008,0.0836,0.8013,1.,1.
+DCC_joint,-0.4089,-0.0846,-,0.0256,0.0000,0.0003,0.0195,0.7248,1.
+SW_cross_validated,-3.1153,-2.8758,-4.0741,-,0.2175,1.,1.,1.,0.0068
+SW_15,-5.8725,-5.6748,-10.4838,-3.1103,-,0.0233,0.0005,0.0007,0.0000
+SW_30,-3.7907,-3.5434,-6.1521,-0.3532,4.1165,-,1.,0.8527,0.0003
+SW_60,-2.7709,-2.5011,-4.198,0.961,5.9185,1.8374,-,1.,0.0063
+SW_120,-1.9992,-1.7275,-2.5492,1.6147,5.7208,2.4711,0.9479,-,0.1161
+sFC,0.5729,0.8872,1.4285,4.6737,9.3155,6.189,4.7067,3.3954,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..bd84bc03
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.0124e-01,6.8741e-01,5.9755e-03,1.4649e-05,1.3389e-03,1.2599e-02,6.0909e-02,5.7377e-01
+SVWP,8.0124e-01,,9.3354e-01,1.0058e-02,2.2084e-05,2.3215e-03,2.2258e-02,1.0120e-01,3.8667e-01
+DCC_joint,6.8741e-01,9.3354e-01,,7.1208e-04,4.2957e-09,8.2657e-06,5.4057e-04,2.0132e-02,1.7028e-01
+SW_cross_validated,5.9755e-03,1.0058e-02,7.1208e-04,,6.0410e-03,7.2803e-01,3.4927e-01,1.2378e-01,1.8903e-04
+SW_15,1.4649e-05,2.2084e-05,4.2957e-09,6.0410e-03,,6.4796e-04,1.3323e-05,2.0066e-05,2.6292e-08
+SW_30,1.3389e-03,2.3215e-03,8.2657e-06,7.2803e-01,6.4796e-04,,8.2722e-02,2.3687e-02,7.6711e-06
+SW_60,1.2599e-02,2.2258e-02,5.4057e-04,3.4927e-01,1.3323e-05,8.2722e-02,,3.5575e-01,1.7586e-04
+SW_120,6.0909e-02,1.0120e-01,2.0132e-02,1.2378e-01,2.0066e-05,2.3687e-02,3.5575e-01,,3.2241e-03
+sFC,5.7377e-01,3.8667e-01,1.7028e-01,1.8903e-04,2.6292e-08,7.6711e-06,1.7586e-04,3.2241e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..ae66b4e2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.51,0.23,-0.00,5.32,1.27,-2.00,0.55,9.64
+SVWP,-0.51,,0.89,0.61,6.00,1.92,-1.44,1.18,10.46
+DCC_joint,0.23,0.89,,-0.32,7.92,1.61,-3.03,0.50,18.36
+SW_cross_validated,-0.00,0.61,-0.32,,7.08,1.69,-2.48,0.72,14.36
+SW_15,5.32,6.00,7.92,7.08,,-5.91,-8.99,-6.71,6.48
+SW_30,1.27,1.92,1.61,1.69,-5.91,,-4.15,-1.00,14.29
+SW_60,-2.00,-1.44,-3.03,-2.48,-8.99,-4.15,,3.23,15.31
+SW_120,0.55,1.18,0.50,0.72,-6.71,-1.00,3.23,,14.76
+sFC,9.64,10.46,18.36,14.36,6.48,14.29,15.31,14.76,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..c0a9b8ae
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.23,0.10,0.00,2.38,0.57,0.89,0.25,4.31
+SVWP,0.23,,0.40,0.27,2.68,0.86,0.64,0.53,4.68
+DCC_joint,0.10,0.40,,0.14,3.54,0.72,1.35,0.22,8.21
+SW_cross_validated,0.00,0.27,0.14,,3.17,0.75,1.11,0.32,6.42
+SW_15,2.38,2.68,3.54,3.17,,2.64,4.02,3.00,2.90
+SW_30,0.57,0.86,0.72,0.75,2.64,,1.86,0.45,6.39
+SW_60,0.89,0.64,1.35,1.11,4.02,1.86,,1.44,6.85
+SW_120,0.25,0.53,0.22,0.32,3.00,0.45,1.44,,6.60
+sFC,4.31,4.68,8.21,6.42,2.90,6.39,6.85,6.60,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..b995474b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0017,1.,1.,1.,0.0000
+SVWP,0.5144,-,1.,1.,0.0004,1.,1.,1.,0.0000
+DCC_joint,-0.2346,-0.8927,-,1.,0.0000,1.,0.2604,1.,0.0000
+SW_cross_validated,0.0002,-0.6088,0.319,-,0.0000,1.,0.8439,1.,0.0000
+SW_15,-5.3173,-6.0008,-7.9161,-7.0823,-,0.0005,0.0000,0.0001,0.0002
+SW_30,-1.2697,-1.9178,-1.6123,-1.6868,5.9119,-,0.0217,1.,0.0000
+SW_60,1.9954,1.4355,3.0279,2.4761,8.986,4.1485,-,0.1673,0.0000
+SW_120,-0.5518,-1.1833,-0.4956,-0.7242,6.7147,0.9976,-3.2299,-,0.0000
+sFC,-9.6361,-10.4555,-18.3618,-14.3565,-6.4791,-14.2937,-15.3121,-14.7639,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..774776b7
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,6.1325e-01,8.1713e-01,9.9987e-01,4.6965e-05,2.2035e-01,6.1364e-02,5.8789e-01,1.5751e-08
+SVWP,6.1325e-01,,3.8379e-01,5.5030e-01,1.1251e-05,7.1146e-02,1.6828e-01,2.5209e-01,4.4804e-09
+DCC_joint,8.1713e-01,3.8379e-01,,7.5343e-01,2.8469e-07,1.2429e-01,7.2330e-03,6.2619e-01,4.1890e-13
+SW_cross_validated,9.9987e-01,5.5030e-01,7.5343e-01,,1.3278e-06,1.0890e-01,2.3441e-02,4.7823e-01,2.6785e-11
+SW_15,4.6965e-05,1.1251e-05,2.8469e-07,1.3278e-06,,1.3506e-05,4.5074e-08,2.6970e-06,4.2889e-06
+SW_30,2.2035e-01,7.1146e-02,1.2429e-01,1.0890e-01,1.3506e-05,,6.0344e-04,3.3170e-01,2.8809e-11
+SW_60,6.1364e-02,1.6828e-01,7.2330e-03,2.3441e-02,4.5074e-08,6.0344e-04,,4.6470e-03,9.1288e-12
+SW_120,5.8789e-01,2.5209e-01,6.2619e-01,4.7823e-01,2.6970e-06,3.3170e-01,4.6470e-03,,1.6805e-11
+sFC,1.5751e-08,4.4804e-09,4.1890e-13,2.6785e-11,4.2889e-06,2.8809e-11,9.1288e-12,1.6805e-11,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..53aaf29b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.10,-0.31,-0.00,0.20,-2.42,2.31,5.13,3.53
+SVWP,-0.10,,-0.16,0.10,0.31,-2.15,2.27,4.89,3.39
+DCC_joint,-0.31,-0.16,,0.30,0.89,-3.25,4.16,9.04,7.08
+SW_cross_validated,-0.00,0.10,0.30,,0.19,-2.34,2.23,4.95,3.39
+SW_15,0.20,0.31,0.89,0.19,,-3.93,3.35,8.14,6.05
+SW_30,-2.42,-2.15,-3.25,-2.34,-3.93,,6.40,10.45,8.84
+SW_60,2.31,2.27,4.16,2.23,3.35,6.40,,4.03,1.63
+SW_120,5.13,4.89,9.04,4.95,8.14,10.45,4.03,,-3.09
+sFC,3.53,3.39,7.08,3.39,6.05,8.84,1.63,-3.09,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..95b1274d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.04,0.14,0.00,0.09,1.08,1.03,2.29,1.58
+SVWP,0.04,,0.07,0.04,0.14,0.96,1.02,2.19,1.52
+DCC_joint,0.14,0.07,,0.13,0.40,1.45,1.86,4.04,3.17
+SW_cross_validated,0.00,0.04,0.13,,0.09,1.05,1.00,2.21,1.52
+SW_15,0.09,0.14,0.40,0.09,,1.76,1.50,3.64,2.70
+SW_30,1.08,0.96,1.45,1.05,1.76,,2.86,4.67,3.96
+SW_60,1.03,1.02,1.86,1.00,1.50,2.86,,1.80,0.73
+SW_120,2.29,2.19,4.04,2.21,3.64,4.67,1.80,,1.38
+sFC,1.58,1.52,3.17,1.52,2.70,3.96,0.73,1.38,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..c8e2d812
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,1.,0.9474,1.,0.0025,0.0855
+SVWP,0.1006,-,1.,1.,1.,1.,1.,0.0042,0.1175
+DCC_joint,0.3141,0.1643,-,1.,1.,0.1616,0.0213,0.0000,0.0000
+SW_cross_validated,0.0003,-0.0982,-0.3018,-,1.,1.,1.,0.0038,0.1162
+SW_15,-0.1987,-0.3101,-0.8947,-0.1917,-,0.0349,0.1273,0.0000,0.0004
+SW_30,2.4201,2.1493,3.2457,2.3421,3.9349,-,0.0002,0.0000,0.0000
+SW_60,-2.3062,-2.2713,-4.1568,-2.2278,-3.3538,-6.3991,-,0.0281,1.
+SW_120,-5.1289,-4.8903,-9.0404,-4.9455,-8.1372,-10.4473,-4.0335,-,0.2279
+sFC,-3.5331,-3.3898,-7.082,-3.3947,-6.0464,-8.8437,-1.63,3.089,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..f322aae2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.2100e-01,7.5707e-01,9.9976e-01,8.4469e-01,2.6318e-02,3.3205e-02,7.0304e-05,2.3757e-03
+SVWP,9.2100e-01,,8.7134e-01,9.2288e-01,7.6003e-01,4.5463e-02,3.5633e-02,1.1778e-04,3.2646e-03
+DCC_joint,7.5707e-01,8.7134e-01,,7.6626e-01,3.8274e-01,4.4880e-03,5.9247e-04,4.1199e-08,1.3285e-06
+SW_cross_validated,9.9976e-01,9.2288e-01,7.6626e-01,,8.5016e-01,3.0871e-02,3.8887e-02,1.0448e-04,3.2291e-03
+SW_15,8.4469e-01,7.6003e-01,3.8274e-01,8.5016e-01,,9.7082e-04,3.5354e-03,1.9221e-07,1.0250e-05
+SW_30,2.6318e-02,4.5463e-02,4.4880e-03,3.0871e-02,9.7082e-04,,5.0294e-06,4.5359e-09,5.7126e-08
+SW_60,3.3205e-02,3.5633e-02,5.9247e-04,3.8887e-02,3.5354e-03,5.0294e-06,,7.7951e-04,1.2047e-01
+SW_120,7.0304e-05,1.1778e-04,4.1199e-08,1.0448e-04,1.9221e-07,4.5359e-09,7.7951e-04,,6.3293e-03
+sFC,2.3757e-03,3.2646e-03,1.3285e-06,3.2291e-03,1.0250e-05,5.7126e-08,1.2047e-01,6.3293e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..4bf6324d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.07,-0.32,0.72,4.15,2.60,0.96,0.69,-0.55
+SVWP,-0.07,,-0.25,0.80,4.31,2.75,1.07,0.77,-0.50
+DCC_joint,-0.32,-0.25,,1.19,5.73,4.18,1.75,1.18,-0.37
+SW_cross_validated,0.72,0.80,1.19,,3.28,1.65,0.09,-0.05,-1.22
+SW_15,4.15,4.31,5.73,3.28,,-2.39,-4.02,-3.44,-4.41
+SW_30,2.60,2.75,4.18,1.65,-2.39,,-2.13,-1.78,-3.00
+SW_60,0.96,1.07,1.75,0.09,-4.02,-2.13,,-0.15,-1.51
+SW_120,0.69,0.77,1.18,-0.05,-3.44,-1.78,-0.15,,-1.20
+sFC,-0.55,-0.50,-0.37,-1.22,-4.41,-3.00,-1.51,-1.20,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..9e58d0bf
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.03,0.14,0.32,1.85,1.16,0.43,0.31,0.25
+SVWP,0.03,,0.11,0.36,1.93,1.23,0.48,0.35,0.22
+DCC_joint,0.14,0.11,,0.53,2.56,1.87,0.78,0.53,0.16
+SW_cross_validated,0.32,0.36,0.53,,1.47,0.74,0.04,0.02,0.54
+SW_15,1.85,1.93,2.56,1.47,,1.07,1.80,1.54,1.97
+SW_30,1.16,1.23,1.87,0.74,1.07,,0.95,0.80,1.34
+SW_60,0.43,0.48,0.78,0.04,1.80,0.95,,0.07,0.67
+SW_120,0.31,0.35,0.53,0.02,1.54,0.80,0.07,,0.54
+sFC,0.25,0.22,0.16,0.54,1.97,1.34,0.67,0.54,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..504ffaae
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0218,0.6540,1.,1.,1.
+SVWP,0.0683,-,1.,1.,0.0152,0.4699,1.,1.,1.
+DCC_joint,0.3219,0.246,-,1.,0.0007,0.0202,1.,1.,1.
+SW_cross_validated,-0.7225,-0.8021,-1.1944,-,0.1500,1.,1.,1.,1.
+SW_15,-4.1469,-4.3099,-5.7323,-3.2793,-,1.,0.0287,0.1059,0.0121
+SW_30,-2.5982,-2.7542,-4.1818,-1.6513,2.3922,-,1.,1.,0.2768
+SW_60,-0.9601,-1.0659,-1.7522,-0.0874,4.024,2.1318,-,1.,1.
+SW_120,-0.6927,-0.7742,-1.1818,0.0482,3.4366,1.7786,0.149,-,1.
+sFC,0.5515,0.4965,0.3656,1.2182,4.4108,2.9998,1.5085,1.2006,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..6165f2ef
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.4630e-01,7.5124e-01,4.7924e-01,6.0569e-04,1.8167e-02,3.4972e-01,4.9737e-01,5.8809e-01
+SVWP,9.4630e-01,,8.0850e-01,4.3296e-01,4.2170e-04,1.3054e-02,3.0056e-01,4.4887e-01,6.2557e-01
+DCC_joint,7.5124e-01,8.0850e-01,,2.4781e-01,1.9588e-05,5.6049e-04,9.6753e-02,2.5265e-01,7.1890e-01
+SW_cross_validated,4.7924e-01,4.3296e-01,2.4781e-01,,4.1676e-03,1.1602e-01,9.3132e-01,9.6206e-01,2.3887e-01
+SW_15,6.0569e-04,4.2170e-04,1.9588e-05,4.1676e-03,,2.7871e-02,7.9604e-04,2.9429e-03,3.3729e-04
+SW_30,1.8167e-02,1.3054e-02,5.6049e-04,1.1602e-01,2.7871e-02,,4.7056e-02,9.2194e-02,7.6885e-03
+SW_60,3.4972e-01,3.0056e-01,9.6753e-02,9.3132e-01,7.9604e-04,4.7056e-02,,8.8319e-01,1.4878e-01
+SW_120,4.9737e-01,4.4887e-01,2.5265e-01,9.6206e-01,2.9429e-03,9.2194e-02,8.8319e-01,,2.4547e-01
+sFC,5.8809e-01,6.2557e-01,7.1890e-01,2.3887e-01,3.3729e-04,7.6885e-03,1.4878e-01,2.4547e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..1df8e58f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.84,1.14,-0.36,4.46,0.89,-0.78,-1.92,9.75
+SVWP,0.84,,-0.10,-1.11,2.06,-0.34,-1.49,-2.33,5.59
+DCC_joint,1.14,-0.10,,-1.54,4.79,-0.47,-2.49,-4.00,13.09
+SW_cross_validated,-0.36,-1.11,-1.54,,4.78,1.31,-0.34,-1.45,9.86
+SW_15,4.46,2.06,4.79,4.78,,-6.63,-7.60,-9.53,14.49
+SW_30,0.89,-0.34,-0.47,1.31,-6.63,,-2.34,-4.04,17.55
+SW_60,-0.78,-1.49,-2.49,-0.34,-7.60,-2.34,,-1.45,15.47
+SW_120,-1.92,-2.33,-4.00,-1.45,-9.53,-4.04,-1.45,,17.55
+sFC,9.75,5.59,13.09,9.86,14.49,17.55,15.47,17.55,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..06971c69
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.38,0.51,0.16,2.00,0.40,0.35,0.86,4.36
+SVWP,0.38,,0.05,0.50,0.92,0.15,0.67,1.04,2.50
+DCC_joint,0.51,0.05,,0.69,2.14,0.21,1.11,1.79,5.85
+SW_cross_validated,0.16,0.50,0.69,,2.14,0.59,0.15,0.65,4.41
+SW_15,2.00,0.92,2.14,2.14,,2.96,3.40,4.26,6.48
+SW_30,0.40,0.15,0.21,0.59,2.96,,1.05,1.81,7.85
+SW_60,0.35,0.67,1.11,0.15,3.40,1.05,,0.65,6.92
+SW_120,0.86,1.04,1.79,0.65,4.26,1.81,0.65,,7.85
+sFC,4.36,2.50,5.85,4.41,6.48,7.85,6.92,7.85,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..f6b44644
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0108,1.,1.,1.,0.0000
+SVWP,-0.8402,-,1.,1.,1.,1.,1.,1.,0.001
+DCC_joint,-1.1433,0.1017,-,1.,0.0053,1.,0.8214,0.0300,0.0000
+SW_cross_validated,0.3591,1.1136,1.5364,-,0.0054,1.,1.,1.,0.0000
+SW_15,-4.4643,-2.062,-4.7863,-4.7755,-,0.0001,0.0000,0.0000,0.0000
+SW_30,-0.8907,0.3378,0.4681,-1.3148,6.6296,-,1.,0.0275,0.0000
+SW_60,0.7761,1.4916,2.4892,0.3358,7.6027,2.3439,-,1.,0.0000
+SW_120,1.9203,2.3314,4.003,1.4463,9.5294,4.0429,1.4501,-,0.0000
+sFC,-9.7473,-5.5876,-13.086,-9.8554,-14.4888,-17.5487,-15.4743,-17.5478,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..ac3ae6ee
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,4.1183e-01,2.6788e-01,7.2371e-01,2.9973e-04,3.8486e-01,4.4777e-01,7.0802e-02,1.3222e-08
+SVWP,4.1183e-01,,9.2010e-01,2.8012e-01,5.3949e-02,7.3943e-01,1.5312e-01,3.1551e-02,2.6513e-05
+DCC_joint,2.6788e-01,9.2010e-01,,1.4184e-01,1.4774e-04,6.4534e-01,2.2816e-02,8.3423e-04,1.2358e-10
+SW_cross_validated,7.2371e-01,2.8012e-01,1.4184e-01,,1.5128e-04,2.0507e-01,7.4090e-01,1.6529e-01,1.1169e-08
+SW_15,2.9973e-04,5.3949e-02,1.4774e-04,1.5128e-04,,3.1862e-06,5.0229e-07,1.8654e-08,2.2993e-11
+SW_30,3.8486e-01,7.3943e-01,6.4534e-01,2.0507e-01,3.1862e-06,,3.0761e-02,7.6331e-04,9.0856e-13
+SW_60,4.4777e-01,1.5312e-01,2.2816e-02,7.4090e-01,5.0229e-07,3.0761e-02,,1.6423e-01,7.6479e-12
+SW_120,7.0802e-02,3.1551e-02,8.3423e-04,1.6529e-01,1.8654e-08,7.6331e-04,1.6423e-01,,9.0937e-13
+sFC,1.3222e-08,2.6513e-05,1.2358e-10,1.1169e-08,2.2993e-11,9.0856e-13,7.6479e-12,9.0937e-13,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..951ef688
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.11,-5.34,-0.45,-5.78,-4.47,-2.69,-1.29,-1.70
+SVWP,-0.11,,-5.04,-0.35,-5.49,-4.28,-2.50,-1.13,-1.55
+DCC_joint,-5.34,-5.04,,3.64,-1.43,-0.53,3.36,5.32,3.49
+SW_cross_validated,-0.45,-0.35,3.64,,-4.10,-3.36,-1.70,-0.56,-0.98
+SW_15,-5.78,-5.49,-1.43,-4.10,,0.28,4.00,5.74,4.05
+SW_30,-4.47,-4.28,-0.53,-3.36,0.28,,2.57,3.91,2.96
+SW_60,-2.69,-2.50,3.36,-1.70,4.00,2.57,,1.73,0.83
+SW_120,-1.29,-1.13,5.32,-0.56,5.74,3.91,1.73,,-0.63
+sFC,-1.70,-1.55,3.49,-0.98,4.05,2.96,0.83,-0.63,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..eb69dc74
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.05,2.39,0.20,2.58,2.00,1.20,0.58,0.76
+SVWP,0.05,,2.26,0.16,2.45,1.91,1.12,0.51,0.69
+DCC_joint,2.39,2.26,,1.63,0.64,0.24,1.50,2.38,1.56
+SW_cross_validated,0.20,0.16,1.63,,1.83,1.50,0.76,0.25,0.44
+SW_15,2.58,2.45,0.64,1.83,,0.13,1.79,2.57,1.81
+SW_30,2.00,1.91,0.24,1.50,0.13,,1.15,1.75,1.32
+SW_60,1.20,1.12,1.50,0.76,1.79,1.15,,0.77,0.37
+SW_120,0.58,0.51,2.38,0.25,2.57,1.75,0.77,,0.28
+sFC,0.76,0.69,1.56,0.44,1.81,1.32,0.37,0.28,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..5b4b0208
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0016,1.,0.0006,0.0107,0.5386,1.,1.
+SVWP,0.1099,-,0.0030,1.,0.0012,0.0163,0.8031,1.,1.
+DCC_joint,5.3444,5.0448,-,0.0671,1.,1.,0.1261,0.0017,0.0950
+SW_cross_validated,0.4504,0.3496,-3.642,-,0.0241,0.1244,1.,1.,1.
+SW_15,5.7754,5.4895,1.4344,4.1022,-,1.,0.0303,0.0007,0.027
+SW_30,4.4667,4.2774,0.5334,3.3641,-0.2827,-,0.6918,0.037,0.3033
+SW_60,2.6901,2.5,-3.3578,1.6998,-3.9986,-2.5715,-,1.,1.
+SW_120,1.2894,1.1346,-5.3153,0.5647,-5.7436,-3.9099,-1.7267,-,1.
+sFC,1.6954,1.5501,-3.4857,0.9772,-4.0514,-2.9577,-0.8309,0.6279,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..c3907ae2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.1368e-01,4.4333e-05,6.5783e-01,1.7911e-05,2.9815e-04,1.4962e-02,2.1360e-01,1.0723e-01
+SVWP,9.1368e-01,,8.4273e-05,7.3066e-01,3.2593e-05,4.5330e-04,2.2308e-02,2.7144e-01,1.3853e-01
+DCC_joint,4.4333e-05,8.4273e-05,,1.8647e-03,1.6859e-01,6.0027e-01,3.5040e-03,4.7164e-05,2.6390e-03
+SW_cross_validated,6.5783e-01,7.3066e-01,1.8647e-03,,6.6887e-04,3.4554e-03,1.0639e-01,5.7923e-01,3.4140e-01
+SW_15,1.7911e-05,3.2593e-05,1.6859e-01,6.6887e-04,,7.8067e-01,8.4242e-04,1.9132e-05,7.4898e-04
+SW_30,2.9815e-04,4.5330e-04,6.0027e-01,3.4554e-03,7.8067e-01,,1.9216e-02,1.0264e-03,8.4256e-03
+SW_60,1.4962e-02,2.2308e-02,3.5040e-03,1.0639e-01,8.4242e-04,1.9216e-02,,1.0133e-01,4.1690e-01
+SW_120,2.1360e-01,2.7144e-01,4.7164e-05,5.7923e-01,1.9132e-05,1.0264e-03,1.0133e-01,,5.3799e-01
+sFC,1.0723e-01,1.3853e-01,2.6390e-03,3.4140e-01,7.4898e-04,8.4256e-03,4.1690e-01,5.3799e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..e302219e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.26,-3.32,1.42,2.63,1.33,0.24,0.60,-2.71
+SVWP,0.26,,-3.21,0.95,1.97,0.83,-0.11,0.29,-2.71
+DCC_joint,-3.32,-3.21,,6.76,9.69,7.92,5.61,3.90,0.43
+SW_cross_validated,1.42,0.95,6.76,,1.58,-0.30,-1.74,-0.65,-5.29
+SW_15,2.63,1.97,9.69,1.58,,-2.30,-3.80,-1.76,-7.32
+SW_30,1.33,0.83,7.92,-0.30,-2.30,,-1.77,-0.50,-5.77
+SW_60,0.24,-0.11,5.61,-1.74,-3.80,-1.77,,0.51,-4.12
+SW_120,0.60,0.29,3.90,-0.65,-1.76,-0.50,0.51,,-3.28
+sFC,-2.71,-2.71,0.43,-5.29,-7.32,-5.77,-4.12,-3.28,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..3eefc746
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.12,1.48,0.64,1.18,0.60,0.11,0.27,1.21
+SVWP,0.12,,1.44,0.43,0.88,0.37,0.05,0.13,1.21
+DCC_joint,1.48,1.44,,3.02,4.33,3.54,2.51,1.74,0.19
+SW_cross_validated,0.64,0.43,3.02,,0.71,0.14,0.78,0.29,2.37
+SW_15,1.18,0.88,4.33,0.71,,1.03,1.70,0.79,3.27
+SW_30,0.60,0.37,3.54,0.14,1.03,,0.79,0.23,2.58
+SW_60,0.11,0.05,2.51,0.78,1.70,0.79,,0.23,1.84
+SW_120,0.27,0.13,1.74,0.29,0.79,0.23,0.23,,1.47
+sFC,1.21,1.21,0.19,2.37,3.27,2.58,1.84,1.47,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..711f1a7f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.1374,1.,0.6074,1.,1.,1.,0.5135
+SVWP,-0.2622,-,0.1737,1.,1.,1.,1.,1.,0.5145
+DCC_joint,3.3192,3.2128,-,0.0001,0.0000,0.0000,0.0009,0.0378,1.
+SW_cross_validated,-1.4211,-0.9523,-6.7577,-,1.,1.,1.,1.,0.0018
+SW_15,-2.6333,-1.9746,-9.6856,-1.5771,-,1.,0.0476,1.,0.0000
+SW_30,-1.3307,-0.8304,-7.92,0.3044,2.3049,-,1.,1.,0.0006
+SW_60,-0.2405,0.1053,-5.6053,1.7422,3.7965,1.7709,-,1.,0.0233
+SW_120,-0.5957,-0.2924,-3.8992,0.6538,1.7562,0.5033,-0.5083,-,0.1491
+sFC,2.7127,2.7117,-0.4323,5.2902,7.3159,5.7723,4.1172,3.282,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..26fa7972
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,7.9615e-01,3.8159e-03,1.7239e-01,1.6873e-02,1.9991e-01,8.1263e-01,5.5881e-01,1.4263e-02
+SVWP,7.9615e-01,,4.8250e-03,3.5356e-01,6.3855e-02,4.1721e-01,9.1728e-01,7.7333e-01,1.4291e-02
+DCC_joint,3.8159e-03,4.8250e-03,,2.4802e-06,1.4569e-08,2.8269e-07,2.5541e-05,1.0514e-03,6.7065e-01
+SW_cross_validated,1.7239e-01,3.5356e-01,2.4802e-06,,1.3219e-01,7.6431e-01,9.8538e-02,5.2148e-01,4.9756e-05
+SW_15,1.6873e-02,6.3855e-02,1.4569e-08,1.3219e-01,,3.3296e-02,1.3216e-03,9.6050e-02,8.5439e-07
+SW_30,1.9991e-01,4.1721e-01,2.8269e-07,7.6431e-01,3.3296e-02,,9.3509e-02,6.2086e-01,1.8024e-05
+SW_60,8.1263e-01,9.1728e-01,2.5541e-05,9.8538e-02,1.3216e-03,9.3509e-02,,6.1741e-01,6.4692e-04
+SW_120,5.5881e-01,7.7333e-01,1.0514e-03,5.2148e-01,9.6050e-02,6.2086e-01,6.1741e-01,,4.1425e-03
+sFC,1.4263e-02,1.4291e-02,6.7065e-01,4.9756e-05,8.5439e-07,1.8024e-05,6.4692e-04,4.1425e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..75fbc571
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.25,-0.23,2.63,2.19,1.79,1.68,1.30,-0.59
+SVWP,0.25,,-0.58,2.40,1.92,1.51,1.40,1.03,-0.90
+DCC_joint,-0.23,-0.58,,4.42,6.29,4.32,3.70,2.60,-0.62
+SW_cross_validated,2.63,2.40,4.42,,-1.35,-1.67,-1.66,-1.87,-4.11
+SW_15,2.19,1.92,6.29,-1.35,,-0.82,-0.81,-1.18,-4.36
+SW_30,1.79,1.51,4.32,-1.67,-0.82,,-0.11,-0.57,-3.52
+SW_60,1.68,1.40,3.70,-1.66,-0.81,-0.11,,-0.44,-3.24
+SW_120,1.30,1.03,2.60,-1.87,-1.18,-0.57,-0.44,,-2.55
+sFC,-0.59,-0.90,-0.62,-4.11,-4.36,-3.52,-3.24,-2.55,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..050528d9
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.11,0.10,1.18,0.98,0.80,0.75,0.58,0.26
+SVWP,0.11,,0.26,1.08,0.86,0.67,0.63,0.46,0.40
+DCC_joint,0.10,0.26,,1.98,2.81,1.93,1.65,1.16,0.28
+SW_cross_validated,1.18,1.08,1.98,,0.60,0.75,0.74,0.84,1.84
+SW_15,0.98,0.86,2.81,0.60,,0.37,0.36,0.53,1.95
+SW_30,0.80,0.67,1.93,0.75,0.37,,0.05,0.25,1.58
+SW_60,0.75,0.63,1.65,0.74,0.36,0.05,,0.20,1.45
+SW_120,0.58,0.46,1.16,0.84,0.53,0.25,0.20,,1.14
+sFC,0.26,0.40,0.28,1.84,1.95,1.58,1.45,1.14,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..bdd39c1a
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.6091,1.,1.,1.,1.,1.
+SVWP,-0.2491,-,1.,0.9776,1.,1.,1.,1.,1.
+DCC_joint,0.2347,0.5804,-,0.0118,0.0002,0.0147,0.0593,0.6538,1.
+SW_cross_validated,-2.632,-2.4048,-4.4247,-,1.,1.,1.,1.,0.0239
+SW_15,-2.1929,-1.9177,-6.2857,1.3452,-,1.,1.,1.,0.0137
+SW_30,-1.7859,-1.5067,-4.323,1.6705,0.8214,-,1.,1.,0.0874
+SW_60,-1.6764,-1.4012,-3.6979,1.6554,0.8123,0.1057,-,1.,0.1653
+SW_120,-1.3043,-1.0322,-2.5984,1.8677,1.1756,0.565,0.4438,-,0.7307
+sFC,0.5917,0.9048,0.6247,4.1064,4.3574,3.5234,3.2354,2.5453,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..d19baaaa
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.0612e-01,8.1708e-01,1.6920e-02,4.1695e-02,9.0967e-02,1.1093e-01,2.0855e-01,5.6140e-01
+SVWP,8.0612e-01,,5.6887e-01,2.7156e-02,7.1161e-02,1.4924e-01,1.7817e-01,3.1567e-01,3.7752e-01
+DCC_joint,8.1708e-01,5.6887e-01,,3.2710e-04,6.3118e-06,4.0966e-04,1.6465e-03,1.8160e-02,5.3999e-01
+SW_cross_validated,1.6920e-02,2.7156e-02,3.2710e-04,,1.9526e-01,1.1212e-01,1.1518e-01,7.8168e-02,6.6276e-04
+SW_15,4.1695e-02,7.1161e-02,6.3118e-06,1.9526e-01,,4.2217e-01,4.2724e-01,2.5506e-01,3.7963e-04
+SW_30,9.0967e-02,1.4924e-01,4.0966e-04,1.1212e-01,4.2217e-01,,9.1697e-01,5.7904e-01,2.4273e-03
+SW_60,1.1093e-01,1.7817e-01,1.6465e-03,1.1518e-01,4.2724e-01,9.1697e-01,,6.6245e-01,4.5910e-03
+SW_120,2.0855e-01,3.1567e-01,1.8160e-02,7.8168e-02,2.5506e-01,5.7904e-01,6.6245e-01,,2.0298e-02
+sFC,5.6140e-01,3.7752e-01,5.3999e-01,6.6276e-04,3.7963e-04,2.4273e-03,4.5910e-03,2.0298e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..90fd50af
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.36,-3.61,-2.34,-1.85,-3.00,-4.70,-1.43,8.56
+SVWP,-0.36,,-3.04,-1.84,-1.39,-2.59,-4.17,-1.00,8.79
+DCC_joint,-3.61,-3.04,,1.87,2.30,-0.34,-2.34,2.39,30.98
+SW_cross_validated,-2.34,-1.84,1.87,,0.56,-1.40,-3.55,0.90,20.46
+SW_15,-1.85,-1.39,2.30,0.56,,-1.74,-3.81,0.39,16.85
+SW_30,-3.00,-2.59,-0.34,-1.40,-1.74,,-1.15,1.92,12.95
+SW_60,-4.70,-4.17,-2.34,-3.55,-3.81,-1.15,,3.77,22.05
+SW_120,-1.43,-1.00,2.39,0.90,0.39,1.92,3.77,,13.30
+sFC,8.56,8.79,30.98,20.46,16.85,12.95,22.05,13.30,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..18ed7e89
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.16,1.61,1.05,0.83,1.34,2.10,0.64,3.83
+SVWP,0.16,,1.36,0.82,0.62,1.16,1.86,0.45,3.93
+DCC_joint,1.61,1.36,,0.84,1.03,0.15,1.05,1.07,13.85
+SW_cross_validated,1.05,0.82,0.84,,0.25,0.63,1.59,0.40,9.15
+SW_15,0.83,0.62,1.03,0.25,,0.78,1.70,0.17,7.54
+SW_30,1.34,1.16,0.15,0.63,0.78,,0.52,0.86,5.79
+SW_60,2.10,1.86,1.05,1.59,1.70,0.52,,1.69,9.86
+SW_120,0.64,0.45,1.07,0.40,0.17,0.86,1.69,,5.95
+sFC,3.83,3.93,13.85,9.15,7.54,5.79,9.86,5.95,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..52ae4027
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0726,1.,1.,0.2780,0.0064,1.,0.0000
+SVWP,0.3577,-,0.2544,1.,1.,0.6681,0.0208,1.,0.0000
+DCC_joint,3.6069,3.0385,-,1.,1.,1.,1.,0.9978,0.0000
+SW_cross_validated,2.337,1.836,-1.8707,-,1.,1.,0.0822,1.,0.0000
+SW_15,1.8538,1.3852,-2.2975,-0.5623,-,1.,0.0460,1.,0.0000
+SW_30,2.9978,2.5881,0.3397,1.3987,1.7355,-,1.,1.,0.0000
+SW_60,4.7004,4.1672,2.3446,3.5509,3.8113,1.1523,-,0.0499,0.0000
+SW_120,1.4273,0.9997,-2.3949,-0.9015,-0.3864,-1.9236,-3.7749,-,0.0000
+sFC,-8.5584,-8.7915,-30.9774,-20.4623,-16.8527,-12.9465,-22.0526,-13.3049,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..f06b2489
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,7.2472e-01,2.0158e-03,3.1196e-02,8.0229e-02,7.7229e-03,1.7831e-04,1.7061e-01,9.2530e-08
+SVWP,7.2472e-01,,7.0679e-03,8.2933e-02,1.8293e-01,1.8559e-02,5.7888e-04,3.3072e-01,6.2346e-08
+DCC_joint,2.0158e-03,7.0679e-03,,7.7741e-02,3.3801e-02,7.3803e-01,3.0716e-02,2.7717e-02,4.5490e-17
+SW_cross_validated,3.1196e-02,8.2933e-02,7.7741e-02,,5.8087e-01,1.7890e-01,2.2832e-03,3.7924e-01,6.4897e-14
+SW_15,8.0229e-02,1.8293e-01,3.3801e-02,5.8087e-01,,9.9747e-02,1.2788e-03,7.0373e-01,1.8091e-12
+SW_30,7.7229e-03,1.8559e-02,7.3803e-01,1.7890e-01,9.9747e-02,,2.6428e-01,7.0371e-02,1.4728e-10
+SW_60,1.7831e-04,5.7888e-04,3.0716e-02,2.2832e-03,1.2788e-03,2.6428e-01,,1.3867e-03,1.7721e-14
+SW_120,1.7061e-01,3.3072e-01,2.7717e-02,3.7924e-01,7.0373e-01,7.0371e-02,1.3867e-03,,9.4159e-11
+sFC,9.2530e-08,6.2346e-08,4.5490e-17,6.4897e-14,1.8091e-12,1.4728e-10,1.7721e-14,9.4159e-11,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..40d5e863
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.17,-2.32,-0.78,-4.18,-3.71,1.07,3.75,2.46
+SVWP,-0.17,,-1.91,-0.56,-3.61,-3.22,1.20,3.67,2.48
+DCC_joint,-2.32,-1.91,,1.47,-4.04,-2.73,7.05,11.34,10.13
+SW_cross_validated,-0.78,-0.56,1.47,,-3.51,-3.02,2.27,5.16,3.82
+SW_15,-4.18,-3.61,-4.04,-3.51,,0.38,11.73,15.61,15.25
+SW_30,-3.71,-3.22,-2.73,-3.02,0.38,,8.63,12.31,11.19
+SW_60,1.07,1.20,7.05,2.27,11.73,8.63,,5.13,2.93
+SW_120,3.75,3.67,11.34,5.16,15.61,12.31,5.13,,-2.64
+sFC,2.46,2.48,10.13,3.82,15.25,11.19,2.93,-2.64,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..17cdffe0
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.08,1.04,0.35,1.87,1.66,0.48,1.68,1.10
+SVWP,0.08,,0.86,0.25,1.61,1.44,0.54,1.64,1.11
+DCC_joint,1.04,0.86,,0.66,1.81,1.22,3.15,5.07,4.53
+SW_cross_validated,0.35,0.25,0.66,,1.57,1.35,1.02,2.31,1.71
+SW_15,1.87,1.61,1.81,1.57,,0.17,5.25,6.98,6.82
+SW_30,1.66,1.44,1.22,1.35,0.17,,3.86,5.51,5.01
+SW_60,0.48,0.54,3.15,1.02,5.25,3.86,,2.29,1.31
+SW_120,1.68,1.64,5.07,2.31,6.98,5.51,2.29,,1.18
+sFC,1.10,1.11,4.53,1.71,6.82,5.01,1.31,1.18,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..0c8d29e4
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0205,0.0578,1.,0.0532,0.867
+SVWP,0.1696,-,1.,1.,0.0728,0.1692,1.,0.0627,0.8349
+DCC_joint,2.3171,1.9123,-,1.,0.0276,0.4898,0.0001,0.0000,0.0000
+SW_cross_validated,0.7842,0.5646,-1.4659,-,0.09,0.2632,1.,0.0024,0.0453
+SW_15,4.1752,3.6055,4.0411,3.5103,-,1.,0.0000,0.0000,0.0000
+SW_30,3.7091,3.2247,2.7349,3.0229,-0.3844,-,0.0000,0.0000,0.0000
+SW_60,-1.0702,-1.2016,-7.0464,-2.2722,-11.7283,-8.627,-,0.0025,0.3190
+SW_120,-3.7463,-3.6726,-11.3416,-5.1561,-15.6072,-12.3149,-5.1304,-,0.5962
+sFC,-2.4631,-2.4813,-10.134,-3.8187,-15.2483,-11.1948,-2.9344,2.6422,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..25eed30a
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.6723e-01,3.2482e-02,4.4315e-01,5.6877e-04,1.6056e-03,2.9867e-01,1.4780e-03,2.4083e-02
+SVWP,8.6723e-01,,7.1893e-02,5.7932e-01,2.0224e-03,4.7005e-03,2.4508e-01,1.7416e-03,2.3192e-02
+DCC_joint,3.2482e-02,7.1893e-02,,1.5993e-01,7.6630e-04,1.3605e-02,1.4218e-06,1.2448e-09,7.2739e-09
+SW_cross_validated,4.4315e-01,5.7932e-01,1.5993e-01,,2.4988e-03,7.3111e-03,3.5571e-02,6.6302e-05,1.2578e-03
+SW_15,5.6877e-04,2.0224e-03,7.6630e-04,2.4988e-03,,7.0521e-01,7.2904e-10,6.6237e-12,9.7909e-12
+SW_30,1.6056e-03,4.7005e-03,1.3605e-02,7.3111e-03,7.0521e-01,,8.2324e-08,3.3220e-10,1.5309e-09
+SW_60,2.9867e-01,2.4508e-01,1.4218e-06,3.5571e-02,7.2904e-10,8.2324e-08,,7.0078e-05,8.8614e-03
+SW_120,1.4780e-03,1.7416e-03,1.2448e-09,6.6302e-05,6.6237e-12,3.3220e-10,7.0078e-05,,1.6560e-02
+sFC,2.4083e-02,2.3192e-02,7.2739e-09,1.2578e-03,9.7909e-12,1.5309e-09,8.8614e-03,1.6560e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..298585b1
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.17,-3.02,0.22,-0.57,-1.16,-0.70,-0.10,-0.86
+SVWP,-0.17,,-2.94,0.41,-0.37,-0.98,-0.51,0.09,-0.71
+DCC_joint,-3.02,-2.94,,4.14,5.09,5.96,4.21,3.67,1.71
+SW_cross_validated,0.22,0.41,4.14,,-1.00,-1.79,-1.13,-0.36,-1.16
+SW_15,-0.57,-0.37,5.09,-1.00,,-1.16,-0.24,0.56,-0.55
+SW_30,-1.16,-0.98,5.96,-1.79,-1.16,,0.74,1.31,-0.05
+SW_60,-0.70,-0.51,4.21,-1.13,-0.24,0.74,,0.71,-0.40
+SW_120,-0.10,0.09,3.67,-0.36,0.56,1.31,0.71,,-0.86
+sFC,-0.86,-0.71,1.71,-1.16,-0.55,-0.05,-0.40,-0.86,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..e06725fa
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.08,1.35,0.10,0.25,0.52,0.31,0.04,0.38
+SVWP,0.08,,1.31,0.18,0.17,0.44,0.23,0.04,0.32
+DCC_joint,1.35,1.31,,1.85,2.28,2.66,1.88,1.64,0.76
+SW_cross_validated,0.10,0.18,1.85,,0.45,0.80,0.51,0.16,0.52
+SW_15,0.25,0.17,2.28,0.45,,0.52,0.11,0.25,0.25
+SW_30,0.52,0.44,2.66,0.80,0.52,,0.33,0.59,0.02
+SW_60,0.31,0.23,1.88,0.51,0.11,0.33,,0.32,0.18
+SW_120,0.04,0.04,1.64,0.16,0.25,0.59,0.32,,0.38
+sFC,0.38,0.32,0.76,0.52,0.25,0.02,0.18,0.38,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..101bc671
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.266,1.,1.,1.,1.,1.,1.
+SVWP,0.1705,-,0.3157,1.,1.,1.,1.,1.,1.
+DCC_joint,3.0181,2.9391,-,0.0222,0.0027,0.0004,0.0189,0.0635,1.
+SW_cross_validated,-0.2151,-0.4136,-4.1395,-,1.,1.,1.,1.,1.
+SW_15,0.5696,0.3709,-5.093,0.999,-,1.,1.,1.,1.
+SW_30,1.1601,0.9814,-5.9571,1.7925,1.157,-,1.,1.,1.
+SW_60,0.6957,0.5077,-4.2104,1.1302,0.2379,-0.7417,-,1.,1.
+SW_120,0.0956,-0.0926,-3.6668,0.357,-0.56,-1.3146,-0.7085,-,1.
+sFC,0.8572,0.7136,-1.7083,1.1563,0.548,0.0507,0.3994,0.8573,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..56e8322a
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.6652e-01,7.3880e-03,8.3209e-01,5.7599e-01,2.6115e-01,4.9550e-01,9.2489e-01,4.0262e-01
+SVWP,8.6652e-01,,8.7706e-03,6.8407e-01,7.1502e-01,3.3939e-01,6.1784e-01,9.2727e-01,4.8464e-01
+DCC_joint,7.3880e-03,8.7706e-03,,6.1569e-04,7.5946e-05,1.2307e-05,5.2595e-04,1.7642e-03,1.0477e-01
+SW_cross_validated,8.3209e-01,6.8407e-01,6.1569e-04,,3.3104e-01,8.9870e-02,2.7324e-01,7.2525e-01,2.6269e-01
+SW_15,5.7599e-01,7.1502e-01,7.5946e-05,3.3104e-01,,2.6239e-01,8.1468e-01,5.8241e-01,5.9039e-01
+SW_30,2.6115e-01,3.3939e-01,1.2307e-05,8.9870e-02,2.6239e-01,,4.6784e-01,2.0516e-01,9.6011e-01
+SW_60,4.9550e-01,6.1784e-01,5.2595e-04,2.7324e-01,8.1468e-01,4.6784e-01,,4.8771e-01,6.9427e-01
+SW_120,9.2489e-01,9.2727e-01,1.7642e-03,7.2525e-01,5.8241e-01,2.0516e-01,4.8771e-01,,4.0253e-01
+sFC,4.0262e-01,4.8464e-01,1.0477e-01,2.6269e-01,5.9039e-01,9.6011e-01,6.9427e-01,4.0253e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..dbb68f68
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,1.07,-2.21,0.34,-1.77,-2.31,-1.08,-0.49,10.97
+SVWP,1.07,,-2.58,-0.74,-2.30,-2.66,-1.84,-1.45,5.38
+DCC_joint,-2.21,-2.58,,2.21,0.86,-0.29,0.76,1.85,26.87
+SW_cross_validated,0.34,-0.74,2.21,,-1.85,-2.31,-1.28,-0.78,8.37
+SW_15,-1.77,-2.30,0.86,-1.85,,-1.07,0.31,1.34,28.20
+SW_30,-2.31,-2.66,-0.29,-2.31,-1.07,,0.91,1.97,23.53
+SW_60,-1.08,-1.84,0.76,-1.28,0.31,0.91,,0.68,11.95
+SW_120,-0.49,-1.45,1.85,-0.78,1.34,1.97,0.68,,13.47
+sFC,10.97,5.38,26.87,8.37,28.20,23.53,11.95,13.47,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..f38f55b4
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.48,0.99,0.15,0.79,1.03,0.48,0.22,4.91
+SVWP,0.48,,1.15,0.33,1.03,1.19,0.82,0.65,2.41
+DCC_joint,0.99,1.15,,0.99,0.38,0.13,0.34,0.83,12.02
+SW_cross_validated,0.15,0.33,0.99,,0.83,1.03,0.57,0.35,3.74
+SW_15,0.79,1.03,0.38,0.83,,0.48,0.14,0.60,12.61
+SW_30,1.03,1.19,0.13,1.03,0.48,,0.41,0.88,10.52
+SW_60,0.48,0.82,0.34,0.57,0.14,0.41,,0.30,5.35
+SW_120,0.22,0.65,0.83,0.35,0.60,0.88,0.30,,6.03
+sFC,4.91,2.41,12.02,3.74,12.61,10.52,5.35,6.03,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..973e1916
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,1.,1.,1.,1.,0.0000
+SVWP,-1.0669,-,0.6759,1.,1.,0.5731,1.,1.,0.0015
+DCC_joint,2.2089,2.5826,-,1.,1.,1.,1.,1.,0.0000
+SW_cross_validated,-0.3364,0.7368,-2.2129,-,1.,1.,1.,1.,0.0000
+SW_15,1.7701,2.3039,-0.8551,1.8499,-,1.,1.,1.,0.0000
+SW_30,2.311,2.6609,0.2913,2.3087,1.0701,-,1.,1.,0.0000
+SW_60,1.0755,1.837,-0.7589,1.2802,-0.3121,-0.9076,-,1.,0.0000
+SW_120,0.4893,1.4466,-1.8472,0.7781,-1.343,-1.967,-0.6774,-,0.0000
+sFC,-10.9698,-5.3823,-26.8697,-8.3656,-28.1972,-23.5269,-11.953,-13.4729,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..c860dd4a
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,3.0012e-01,4.0388e-02,7.4047e-01,9.3648e-02,3.2886e-02,2.9637e-01,6.3053e-01,2.1103e-09
+SVWP,3.0012e-01,,1.8775e-02,4.7077e-01,3.3364e-02,1.5918e-02,8.2783e-02,1.6520e-01,4.0895e-05
+DCC_joint,4.0388e-02,1.8775e-02,,4.0068e-02,4.0374e-01,7.7417e-01,4.5776e-01,8.1219e-02,5.5917e-16
+SW_cross_validated,7.4047e-01,4.7077e-01,4.0068e-02,,8.0812e-02,3.3039e-02,2.1674e-01,4.4664e-01,1.2894e-07
+SW_15,9.3648e-02,3.3364e-02,4.0374e-01,8.0812e-02,,2.9870e-01,7.5857e-01,1.9596e-01,2.3927e-16
+SW_30,3.2886e-02,1.5918e-02,7.7417e-01,3.3039e-02,2.9870e-01,,3.7606e-01,6.4795e-02,5.7374e-15
+SW_60,2.9637e-01,8.2783e-02,4.5776e-01,2.1674e-01,7.5857e-01,3.7606e-01,,5.0674e-01,5.3754e-10
+SW_120,6.3053e-01,1.6520e-01,8.1219e-02,4.4664e-01,1.9596e-01,6.4795e-02,5.0674e-01,,7.6603e-11
+sFC,2.1103e-09,4.0895e-05,5.5917e-16,1.2894e-07,2.3927e-16,5.7374e-15,5.3754e-10,7.6603e-11,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..15122c32
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.18,-1.86,1.09,5.31,2.12,0.65,-0.30,-3.86
+SVWP,-0.18,,-1.21,1.08,4.25,1.85,0.71,-0.00,-2.78
+DCC_joint,-1.86,-1.21,,3.58,12.60,6.55,4.56,3.17,-3.28
+SW_cross_validated,1.09,1.08,3.58,,4.53,0.95,-0.79,-1.92,-5.75
+SW_15,5.31,4.25,12.60,4.53,,-5.25,-8.95,-11.93,-14.98
+SW_30,2.12,1.85,6.55,0.95,-5.25,,-2.68,-4.66,-9.27
+SW_60,0.65,0.71,4.56,-0.79,-8.95,-2.68,,-2.06,-7.68
+SW_120,-0.30,-0.00,3.17,-1.92,-11.93,-4.66,-2.06,,-6.63
+sFC,-3.86,-2.78,-3.28,-5.75,-14.98,-9.27,-7.68,-6.63,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..63e42a46
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.08,0.83,0.49,2.37,0.95,0.29,0.13,1.73
+SVWP,0.08,,0.54,0.48,1.90,0.83,0.32,0.00,1.24
+DCC_joint,0.83,0.54,,1.60,5.64,2.93,2.04,1.42,1.47
+SW_cross_validated,0.49,0.48,1.60,,2.03,0.42,0.35,0.86,2.57
+SW_15,2.37,1.90,5.64,2.03,,2.35,4.00,5.34,6.70
+SW_30,0.95,0.83,2.93,0.42,2.35,,1.20,2.08,4.14
+SW_60,0.29,0.32,2.04,0.35,4.00,1.20,,0.92,3.43
+SW_120,0.13,0.00,1.42,0.86,5.34,2.08,0.92,,2.96
+sFC,1.73,1.24,1.47,2.57,6.70,4.14,3.43,2.96,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..17aaa6a7
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0017,1.,1.,1.,0.0413
+SVWP,0.1828,-,1.,1.,0.0175,1.,1.,1.,0.4445
+DCC_joint,1.8649,1.2132,-,0.0765,0.0000,0.0001,0.0087,0.192,0.1487
+SW_cross_validated,-1.0882,-1.0821,-3.583,-,0.0093,1.,1.,1.,0.0007
+SW_15,-5.3054,-4.2464,-12.6027,-4.53,-,0.0019,0.0000,0.0000,0.0000
+SW_30,-2.1247,-1.8478,-6.5461,-0.9472,5.2515,-,0.5548,0.0070,0.0000
+SW_60,-0.6474,-0.7081,-4.5631,0.7866,8.9526,2.6762,-,1.,0.0000
+SW_120,0.2995,0.0025,-3.1673,1.9248,11.9342,4.6577,2.0646,-,0.0001
+sFC,3.8601,2.7803,3.2832,5.7522,14.9785,9.2653,7.6774,6.6289,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..28d0a356
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.5703e-01,7.8579e-02,2.9086e-01,4.8167e-05,4.7716e-02,5.2556e-01,7.6802e-01,1.1470e-03
+SVWP,8.5703e-01,,2.4074e-01,2.9348e-01,4.8551e-04,8.1135e-02,4.8798e-01,9.9800e-01,1.2346e-02
+DCC_joint,7.8579e-02,2.4074e-01,,2.1259e-03,2.2839e-10,3.7556e-06,2.4105e-04,5.3323e-03,4.1313e-03
+SW_cross_validated,2.9086e-01,2.9348e-01,2.1259e-03,,2.5925e-04,3.5610e-01,4.4177e-01,7.0213e-02,1.8793e-05
+SW_15,4.8167e-05,4.8551e-04,2.2839e-10,2.5925e-04,,5.4046e-05,4.7641e-08,5.5130e-10,1.3204e-11
+SW_30,4.7716e-02,8.1135e-02,3.7556e-06,3.5610e-01,5.4046e-05,,1.5411e-02,1.9581e-04,2.8518e-08
+SW_60,5.2556e-01,4.8798e-01,2.4105e-04,4.4177e-01,4.7641e-08,1.5411e-02,,5.3674e-02,4.3818e-07
+SW_120,7.6802e-01,9.9800e-01,5.3323e-03,7.0213e-02,5.5130e-10,1.9581e-04,5.3674e-02,,3.1907e-06
+sFC,1.1470e-03,1.2346e-02,4.1313e-03,1.8793e-05,1.3204e-11,2.8518e-08,4.3818e-07,3.1907e-06,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..1f7f6a68
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.01,-0.72,0.52,4.96,2.68,0.73,0.68,-4.69
+SVWP,0.01,,-0.74,0.51,5.00,2.70,0.72,0.68,-4.77
+DCC_joint,-0.72,-0.74,,2.54,11.43,7.36,3.00,2.71,-8.18
+SW_cross_validated,0.52,0.51,2.54,,10.21,5.45,0.49,0.37,-12.56
+SW_15,4.96,5.00,11.43,10.21,,-5.93,-9.95,-9.01,-23.12
+SW_30,2.68,2.70,7.36,5.45,-5.93,,-5.06,-4.50,-19.91
+SW_60,0.73,0.72,3.00,0.49,-9.95,-5.06,,-0.07,-13.39
+SW_120,0.68,0.68,2.71,0.37,-9.01,-4.50,-0.07,,-11.83
+sFC,-4.69,-4.77,-8.18,-12.56,-23.12,-19.91,-13.39,-11.83,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..a72cb0ae
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.01,0.32,0.23,2.22,1.20,0.33,0.31,2.10
+SVWP,0.01,,0.33,0.23,2.24,1.21,0.32,0.30,2.13
+DCC_joint,0.32,0.33,,1.13,5.11,3.29,1.34,1.21,3.66
+SW_cross_validated,0.23,0.23,1.13,,4.56,2.44,0.22,0.17,5.62
+SW_15,2.22,2.24,5.11,4.56,,2.65,4.45,4.03,10.34
+SW_30,1.20,1.21,3.29,2.44,2.65,,2.26,2.01,8.90
+SW_60,0.33,0.32,1.34,0.22,4.45,2.26,,0.03,5.99
+SW_120,0.31,0.30,1.21,0.17,4.03,2.01,0.03,,5.29
+sFC,2.10,2.13,3.66,5.62,10.34,8.90,5.99,5.29,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..c0951c5a
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0037,0.5463,1.,1.,0.0065
+SVWP,-0.0119,-,1.,1.,0.0033,0.5246,1.,1.,0.0055
+DCC_joint,0.7178,0.7421,-,0.7439,0.0000,0.0000,0.2747,0.521,0.0000
+SW_cross_validated,-0.5187,-0.5092,-2.5368,-,0.0000,0.0013,1.,1.,0.0000
+SW_15,-4.958,-5.005,-11.4259,-10.2074,-,0.0005,0.0000,0.0000,0.0000
+SW_30,-2.6835,-2.7026,-7.3578,-5.45,5.9321,-,0.0029,0.0099,0.0000
+SW_60,-0.728,-0.7212,-3.0032,-0.4888,9.9505,5.0578,-,1.,0.0000
+SW_120,-0.6826,-0.6752,-2.7058,-0.3736,9.0127,4.5047,0.0663,-,0.0000
+sFC,4.6917,4.7688,8.1788,12.5614,23.1221,19.9074,13.3894,11.8294,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..554cde29
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.9064e-01,4.8208e-01,6.1027e-01,1.0168e-04,1.5174e-02,4.7598e-01,5.0352e-01,1.8174e-04
+SVWP,9.9064e-01,,4.6760e-01,6.1678e-01,9.1850e-05,1.4571e-02,4.8006e-01,5.0812e-01,1.5350e-04
+DCC_joint,4.8208e-01,4.6760e-01,,2.0663e-02,1.1065e-09,7.9007e-07,7.6316e-03,1.4472e-02,1.7864e-07
+SW_cross_validated,6.1027e-01,6.1678e-01,2.0663e-02,,6.5055e-09,3.5430e-05,6.3090e-01,7.1304e-01,2.4091e-10
+SW_15,1.0168e-04,9.1850e-05,1.1065e-09,6.5055e-09,,1.2956e-05,9.6390e-09,4.3128e-08,7.7672e-15
+SW_30,1.5174e-02,1.4571e-02,7.9007e-07,3.5430e-05,1.2956e-05,,8.1941e-05,2.7416e-04,1.0436e-13
+SW_60,4.7598e-01,4.8006e-01,7.6316e-03,6.3090e-01,9.6390e-09,8.1941e-05,,9.4788e-01,8.4860e-11
+SW_120,5.0352e-01,5.0812e-01,1.4472e-02,7.1304e-01,4.3128e-08,2.7416e-04,9.4788e-01,,6.3528e-10
+sFC,1.8174e-04,1.5350e-04,1.7864e-07,2.4091e-10,7.7672e-15,1.0436e-13,8.4860e-11,6.3528e-10,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..5605d35e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.22,1.07,3.41,11.20,7.31,4.78,2.59,-4.82
+SVWP,-0.22,,1.19,3.23,9.74,6.44,4.32,2.50,-4.03
+DCC_joint,1.07,1.19,,3.00,14.06,8.63,5.00,1.95,-7.18
+SW_cross_validated,3.41,3.23,3.00,,10.10,4.74,1.30,-1.18,-9.78
+SW_15,11.20,9.74,14.06,10.10,,-8.04,-12.29,-12.34,-20.33
+SW_30,7.31,6.44,8.63,4.74,-8.04,,-4.82,-6.62,-15.77
+SW_60,4.78,4.32,5.00,1.30,-12.29,-4.82,,-2.86,-12.55
+SW_120,2.59,2.50,1.95,-1.18,-12.34,-6.62,-2.86,,-9.10
+sFC,-4.82,-4.03,-7.18,-9.78,-20.33,-15.77,-12.55,-9.10,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..ab4e70df
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.10,0.48,1.53,5.01,3.27,2.14,1.16,2.16
+SVWP,0.10,,0.53,1.44,4.36,2.88,1.93,1.12,1.80
+DCC_joint,0.48,0.53,,1.34,6.29,3.86,2.24,0.87,3.21
+SW_cross_validated,1.53,1.44,1.34,,4.52,2.12,0.58,0.53,4.38
+SW_15,5.01,4.36,6.29,4.52,,3.59,5.49,5.52,9.09
+SW_30,3.27,2.88,3.86,2.12,3.59,,2.16,2.96,7.05
+SW_60,2.14,1.93,2.24,0.58,5.49,2.16,,1.28,5.61
+SW_120,1.16,1.12,0.87,0.53,5.52,2.96,1.28,,4.07
+sFC,2.16,1.80,3.21,4.38,9.09,7.05,5.61,4.07,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..b0e964bd
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.1113,0.0000,0.0000,0.0054,0.6592,0.0049
+SVWP,0.2212,-,1.,0.1673,0.0000,0.0002,0.0149,0.7959,0.0281
+DCC_joint,-1.0724,-1.1859,-,0.2738,0.0000,0.0000,0.0033,1.,0.0000
+SW_cross_validated,-3.4142,-3.2299,-3.0047,-,0.0000,0.0059,1.,1.,0.0000
+SW_15,-11.2026,-9.7448,-14.0625,-10.1023,-,0.0000,0.0000,0.0000,0.0000
+SW_30,-7.3079,-6.4416,-8.633,-4.7403,8.0381,-,0.0049,0.0001,0.0000
+SW_60,-4.7757,-4.319,-5.0018,-1.2991,12.2869,4.8225,-,0.3775,0.0000
+SW_120,-2.5945,-2.5043,-1.9547,1.1775,12.3448,6.6155,2.8565,-,0.0000
+sFC,4.825,4.0326,7.1779,9.7829,20.3343,15.7693,12.5494,9.0985,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..294e30d3
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.2745e-01,2.9772e-01,3.0927e-03,1.5141e-09,8.6727e-07,1.5122e-04,1.8311e-02,1.3579e-04
+SVWP,8.2745e-01,,2.5108e-01,4.6466e-03,1.3274e-08,4.6209e-06,4.1331e-04,2.2110e-02,7.8107e-04
+DCC_joint,2.9772e-01,2.5108e-01,,7.6067e-03,3.7763e-11,8.1493e-08,9.2484e-05,6.6333e-02,1.1075e-06
+SW_cross_validated,3.0927e-03,4.6466e-03,7.6067e-03,,7.6345e-09,1.6338e-04,2.1029e-01,2.5435e-01,1.2507e-08
+SW_15,1.5141e-09,1.3274e-08,3.7763e-11,7.6345e-09,,2.2903e-07,3.4468e-10,3.1943e-10,7.2335e-14
+SW_30,8.6727e-07,4.6209e-06,8.1493e-08,1.6338e-04,2.2903e-07,,1.3653e-04,3.2756e-06,5.5660e-12
+SW_60,1.5122e-04,4.1331e-04,9.2484e-05,2.1029e-01,3.4468e-10,1.3653e-04,,1.0485e-02,2.4467e-10
+SW_120,1.8311e-02,2.2110e-02,6.6333e-02,2.5435e-01,3.1943e-10,3.2756e-06,1.0485e-02,,3.7440e-08
+sFC,1.3579e-04,7.8107e-04,1.1075e-06,1.2507e-08,7.2335e-14,5.5660e-12,2.4467e-10,3.7440e-08,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..c8b81591
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.40,-1.15,0.27,6.65,3.26,0.25,-0.03,1.46
+SVWP,-0.40,,-0.65,0.76,7.45,3.91,0.78,0.49,2.10
+DCC_joint,-1.15,-0.65,,2.07,16.68,8.33,2.53,2.05,6.84
+SW_cross_validated,0.27,0.76,2.07,,9.26,4.16,-0.07,-0.46,1.75
+SW_15,6.65,7.45,16.68,9.26,,-6.43,-12.18,-13.00,-16.81
+SW_30,3.26,3.91,8.33,4.16,-6.43,,-5.26,-5.84,-4.72
+SW_60,0.25,0.78,2.53,-0.07,-12.18,-5.26,,-0.49,2.58
+SW_120,-0.03,0.49,2.05,-0.46,-13.00,-5.84,-0.49,,3.34
+sFC,1.46,2.10,6.84,1.75,-16.81,-4.72,2.58,3.34,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..290638d2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.18,0.51,0.12,2.97,1.46,0.11,0.02,0.65
+SVWP,0.18,,0.29,0.34,3.33,1.75,0.35,0.22,0.94
+DCC_joint,0.51,0.29,,0.93,7.46,3.72,1.13,0.92,3.06
+SW_cross_validated,0.12,0.34,0.93,,4.14,1.86,0.03,0.21,0.78
+SW_15,2.97,3.33,7.46,4.14,,2.87,5.45,5.82,7.52
+SW_30,1.46,1.75,3.72,1.86,2.87,,2.35,2.61,2.11
+SW_60,0.11,0.35,1.13,0.03,5.45,2.35,,0.22,1.15
+SW_120,0.02,0.22,0.92,0.21,5.82,2.61,0.22,,1.49
+sFC,0.65,0.94,3.06,0.78,7.52,2.11,1.15,1.49,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..7c06ce64
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0001,0.1550,1.,1.,1.
+SVWP,0.4012,-,1.,1.,0.0000,0.0373,1.,1.,1.
+DCC_joint,1.1462,0.6487,-,1.,0.0000,0.0000,0.7508,1.,0.0001
+SW_cross_validated,-0.274,-0.7625,-2.0719,-,0.0000,0.0211,1.,1.,1.
+SW_15,-6.6485,-7.4488,-16.6762,-9.2635,-,0.0002,0.0000,0.0000,0.0000
+SW_30,-3.2645,-3.9058,-8.3273,-4.1612,6.4278,-,0.0019,0.0006,0.0061
+SW_60,-0.2474,-0.7796,-2.5323,0.0691,12.1819,5.2552,-,1.,0.6831
+SW_120,0.0338,-0.4917,-2.0461,0.4648,13.0045,5.8396,0.4887,-,0.1324
+sFC,-1.4606,-2.0963,-6.8438,-1.7477,16.8142,4.7206,-2.5775,-3.336,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..948445e3
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,6.9300e-01,2.6673e-01,7.8724e-01,3.0699e-06,4.3059e-03,8.0742e-01,9.7341e-01,1.6135e-01
+SVWP,6.9300e-01,,5.2471e-01,4.5564e-01,6.6709e-07,1.0358e-03,4.4575e-01,6.2887e-01,5.0453e-02
+DCC_joint,2.6673e-01,5.2471e-01,,5.2916e-02,2.1631e-12,1.3781e-07,2.0856e-02,5.5635e-02,2.0983e-06
+SW_cross_validated,7.8724e-01,4.5564e-01,5.2916e-02,,2.8599e-08,5.8664e-04,9.4565e-01,6.4765e-01,9.7548e-02
+SW_15,3.0699e-06,6.6709e-07,2.1631e-12,2.8599e-08,,4.7494e-06,3.9597e-10,1.3690e-10,1.8807e-12
+SW_30,4.3059e-03,1.0358e-03,1.3781e-07,5.8664e-04,4.7494e-06,,5.3618e-05,1.5679e-05,1.7058e-04
+SW_60,8.0742e-01,4.4575e-01,2.0856e-02,9.4565e-01,3.9597e-10,5.3618e-05,,6.3094e-01,1.8975e-02
+SW_120,9.7341e-01,6.2887e-01,5.5635e-02,6.4765e-01,1.3690e-10,1.5679e-05,6.3094e-01,,3.6770e-03
+sFC,1.6135e-01,5.0453e-02,2.0983e-06,9.7548e-02,1.8807e-12,1.7058e-04,1.8975e-02,3.6770e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..94aaf6c9
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.65,-3.10,-0.79,1.37,-0.81,-0.52,0.37,-2.58
+SVWP,-0.65,,-2.15,-0.03,2.20,0.07,0.35,1.21,-1.63
+DCC_joint,-3.10,-2.15,,2.94,10.86,5.25,5.73,7.38,1.52
+SW_cross_validated,-0.79,-0.03,2.94,,3.14,0.15,0.54,1.70,-2.26
+SW_15,1.37,2.20,10.86,3.14,,-5.32,-4.42,-2.20,-11.10
+SW_30,-0.81,0.07,5.25,0.15,-5.32,,0.65,2.54,-4.51
+SW_60,-0.52,0.35,5.73,0.54,-4.42,0.65,,1.86,-5.06
+SW_120,0.37,1.21,7.38,1.70,-2.20,2.54,1.86,,-6.92
+sFC,-2.58,-1.63,1.52,-2.26,-11.10,-4.51,-5.06,-6.92,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..bdcefeef
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.29,1.39,0.35,0.61,0.36,0.23,0.17,1.15
+SVWP,0.29,,0.96,0.01,0.98,0.03,0.16,0.54,0.73
+DCC_joint,1.39,0.96,,1.32,4.85,2.35,2.56,3.30,0.68
+SW_cross_validated,0.35,0.01,1.32,,1.40,0.07,0.24,0.76,1.01
+SW_15,0.61,0.98,4.85,1.40,,2.38,1.98,0.98,4.96
+SW_30,0.36,0.03,2.35,0.07,2.38,,0.29,1.13,2.02
+SW_60,0.23,0.16,2.56,0.24,1.98,0.29,,0.83,2.26
+SW_120,0.17,0.54,3.30,0.76,0.98,1.13,0.83,,3.09
+sFC,1.15,0.73,0.68,1.01,4.96,2.02,2.26,3.09,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..4f46e425
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.2214,1.,1.,1.,1.,1.,0.6776
+SVWP,0.6469,-,1.,1.,1.,1.,1.,1.,1.
+DCC_joint,3.1022,2.154,-,0.3123,0.0000,0.0019,0.0007,0.0000,1.
+SW_cross_validated,0.7887,0.0293,-2.9442,-,0.2051,1.,1.,1.,1.
+SW_15,-1.3727,-2.2005,-10.856,-3.1371,-,0.0017,0.0118,1.,0.0000
+SW_30,0.8119,-0.0712,-5.254,-0.146,5.3153,-,1.,0.7425,0.0097
+SW_60,0.5155,-0.3535,-5.7288,-0.5351,4.4244,-0.6528,-,1.,0.003
+SW_120,-0.3732,-1.2095,-7.3849,-1.7046,2.1957,-2.5376,-1.8581,-,0.0001
+sFC,2.5813,1.6252,-1.523,2.2575,11.0995,4.5127,5.0568,6.9204,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..3454354f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,5.2586e-01,6.1496e-03,4.4052e-01,1.8670e-01,4.2746e-01,6.1251e-01,7.1338e-01,1.8822e-02
+SVWP,5.2586e-01,,4.5038e-02,9.7699e-01,4.1064e-02,9.4406e-01,7.2783e-01,2.4212e-01,1.2150e-01
+DCC_joint,6.1496e-03,4.5038e-02,,8.6759e-03,2.4874e-09,5.3751e-05,1.9732e-05,7.5119e-07,1.4513e-01
+SW_cross_validated,4.4052e-01,9.7699e-01,8.6759e-03,,5.6975e-03,8.8555e-01,5.9914e-01,1.0548e-01,3.6638e-02
+SW_15,1.8670e-01,4.1064e-02,2.4874e-09,5.6975e-03,,4.7162e-05,3.2732e-04,4.1459e-02,1.7529e-09
+SW_30,4.2746e-01,9.4406e-01,5.3751e-05,8.8555e-01,4.7162e-05,,5.2215e-01,2.0625e-02,2.6938e-04
+SW_60,6.1251e-01,7.2783e-01,1.9732e-05,5.9914e-01,3.2732e-04,5.2215e-01,,7.9594e-02,8.2118e-05
+SW_120,7.1338e-01,2.4212e-01,7.5119e-07,1.0548e-01,4.1459e-02,2.0625e-02,7.9594e-02,,1.8101e-06
+sFC,1.8822e-02,1.2150e-01,1.4513e-01,3.6638e-02,1.7529e-09,2.6938e-04,8.2118e-05,1.8101e-06,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..4aebc08d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.09,0.94,2.43,9.29,5.54,3.09,2.42,-3.04
+SVWP,0.09,,0.92,2.56,10.14,5.94,3.24,2.53,-3.36
+DCC_joint,0.94,0.92,,2.34,13.28,6.86,3.16,2.27,-5.12
+SW_cross_validated,2.43,2.56,2.34,,10.72,4.70,1.19,0.08,-6.78
+SW_15,9.29,10.14,13.28,10.72,,-4.84,-7.73,-9.93,-14.67
+SW_30,5.54,5.94,6.86,4.70,-4.84,,-2.96,-4.38,-10.02
+SW_60,3.09,3.24,3.16,1.19,-7.73,-2.96,,-1.06,-7.07
+SW_120,2.42,2.53,2.27,0.08,-9.93,-4.38,-1.06,,-6.60
+sFC,-3.04,-3.36,-5.12,-6.78,-14.67,-10.02,-7.07,-6.60,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..8ebf8654
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.04,0.42,1.09,4.15,2.48,1.38,1.08,1.36
+SVWP,0.04,,0.41,1.14,4.53,2.66,1.45,1.13,1.50
+DCC_joint,0.42,0.41,,1.05,5.94,3.07,1.41,1.02,2.29
+SW_cross_validated,1.09,1.14,1.05,,4.80,2.10,0.53,0.04,3.03
+SW_15,4.15,4.53,5.94,4.80,,2.17,3.46,4.44,6.56
+SW_30,2.48,2.66,3.07,2.10,2.17,,1.32,1.96,4.48
+SW_60,1.38,1.45,1.41,0.53,3.46,1.32,,0.48,3.16
+SW_120,1.08,1.13,1.02,0.04,4.44,1.96,0.48,,2.95
+sFC,1.36,1.50,2.29,3.03,6.56,4.48,3.16,2.95,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..72d93302
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.9270,0.0000,0.0010,0.2271,0.9504,0.2559
+SVWP,-0.0928,-,1.,0.7123,0.0000,0.0005,0.1625,0.7503,0.1264
+DCC_joint,-0.941,-0.9163,-,1.,0.0000,0.0001,0.1936,1.,0.0026
+SW_cross_validated,-2.4307,-2.5575,-2.3402,-,0.0000,0.0064,1.,1.,0.0001
+SW_15,-9.2882,-10.1382,-13.2795,-10.7225,-,0.0047,0.0000,0.0000,0.0000
+SW_30,-5.5424,-5.9381,-6.8637,-4.7012,4.8433,-,0.3034,0.0131,0.0000
+SW_60,-3.0905,-3.2431,-3.1635,-1.1911,7.7343,2.9575,-,1.,0.0000
+SW_120,-2.4186,-2.5326,-2.2729,-0.0833,9.9252,4.3777,1.065,-,0.0001
+sFC,3.0359,3.3568,5.1177,6.7809,14.6716,10.0197,7.0722,6.6015,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..9901a61e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.2711e-01,3.5915e-01,2.5751e-02,2.7477e-08,2.9152e-05,6.3094e-03,2.6401e-02,7.1083e-03
+SVWP,9.2711e-01,,3.7162e-01,1.9785e-02,7.2275e-09,1.2796e-05,4.5136e-03,2.0842e-02,3.5117e-03
+DCC_joint,3.5915e-01,3.7162e-01,,3.0995e-02,9.7158e-11,2.0193e-06,5.3771e-03,3.5518e-02,7.2019e-05
+SW_cross_validated,2.5751e-02,1.9785e-02,3.0995e-02,,3.0208e-09,1.7798e-04,2.4907e-01,9.3452e-01,2.3705e-06
+SW_15,2.7477e-08,7.2275e-09,9.7158e-11,3.0208e-09,,1.3048e-04,3.9509e-07,1.0024e-08,1.8658e-11
+SW_30,2.9152e-05,1.2796e-05,2.0193e-06,1.7798e-04,1.3048e-04,,8.4283e-03,3.6296e-04,8.6638e-09
+SW_60,6.3094e-03,4.5136e-03,5.3771e-03,2.4907e-01,3.9509e-07,8.4283e-03,,3.0097e-01,1.3535e-06
+SW_120,2.6401e-02,2.0842e-02,3.5518e-02,9.3452e-01,1.0024e-08,3.6296e-04,3.0097e-01,,3.3670e-06
+sFC,7.1083e-03,3.5117e-03,7.2019e-05,2.3705e-06,1.8658e-11,8.6638e-09,1.3535e-06,3.3670e-06,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..b020b226
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.18,-2.23,0.50,5.87,2.55,0.31,-0.61,2.17
+SVWP,0.18,,-2.09,0.28,4.73,1.94,0.07,-0.73,1.56
+DCC_joint,-2.23,-2.09,,2.82,14.02,8.18,3.43,1.79,9.71
+SW_cross_validated,0.50,0.28,2.82,,5.09,1.86,-0.28,-1.15,1.42
+SW_15,5.87,4.73,14.02,5.09,,-5.68,-7.37,-7.84,-8.97
+SW_30,2.55,1.94,8.18,1.86,-5.68,,-2.94,-3.88,-1.26
+SW_60,0.31,0.07,3.43,-0.28,-7.37,-2.94,,-1.10,2.57
+SW_120,-0.61,-0.73,1.79,-1.15,-7.84,-3.88,-1.10,,3.64
+sFC,2.17,1.56,9.71,1.42,-8.97,-1.26,2.57,3.64,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..5dc1b132
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.08,1.00,0.22,2.62,1.14,0.14,0.27,0.97
+SVWP,0.08,,0.94,0.12,2.12,0.87,0.03,0.33,0.70
+DCC_joint,1.00,0.94,,1.26,6.27,3.66,1.53,0.80,4.34
+SW_cross_validated,0.22,0.12,1.26,,2.28,0.83,0.12,0.52,0.64
+SW_15,2.62,2.12,6.27,2.28,,2.54,3.30,3.50,4.01
+SW_30,1.14,0.87,3.66,0.83,2.54,,1.31,1.74,0.56
+SW_60,0.14,0.03,1.53,0.12,3.30,1.31,,0.49,1.15
+SW_120,0.27,0.33,0.80,0.52,3.50,1.74,0.49,,1.63
+sFC,0.97,0.70,4.34,0.64,4.01,0.56,1.15,1.63,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..2129ffb9
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0005,0.7178,1.,1.,1.
+SVWP,-0.1765,-,1.,1.,0.006,1.,1.,1.,1.
+DCC_joint,2.2263,2.0934,-,0.4086,0.0000,0.0000,0.1084,1.,0.0000
+SW_cross_validated,-0.5031,-0.2779,-2.8196,-,0.0027,1.,1.,1.,1.
+SW_15,-5.8674,-4.7334,-14.0177,-5.0912,-,0.0008,0.0000,0.0000,0.0000
+SW_30,-2.5539,-1.943,-8.1828,-1.8555,5.6811,-,0.3169,0.0394,1.
+SW_60,-0.3126,-0.0724,-3.4263,0.2762,7.3715,2.9375,-,1.,0.6871
+SW_120,0.6123,0.7287,-1.7933,1.1547,7.835,3.881,1.0998,-,0.0679
+sFC,-2.173,-1.5635,-9.7086,-1.4226,8.9741,1.2575,-2.5747,-3.6367,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..21a6e065
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.6184e-01,3.9003e-02,6.2100e-01,1.4804e-05,1.9938e-02,7.5815e-01,5.4800e-01,4.3379e-02
+SVWP,8.6184e-01,,5.0738e-02,7.8428e-01,1.6587e-04,6.7827e-02,9.4310e-01,4.7558e-01,1.3535e-01
+DCC_joint,3.9003e-02,5.0738e-02,,1.1349e-02,3.9812e-11,1.7738e-07,3.0111e-03,8.9747e-02,1.4051e-08
+SW_cross_validated,6.2100e-01,7.8428e-01,1.1349e-02,,7.6249e-05,7.9973e-02,7.8558e-01,2.6331e-01,1.7195e-01
+SW_15,1.4804e-05,1.6587e-04,3.9812e-11,7.6249e-05,,2.1795e-05,7.7007e-07,3.2933e-07,4.5972e-08
+SW_30,1.9938e-02,6.7827e-02,1.7738e-07,7.9973e-02,2.1795e-05,,8.8017e-03,1.0949e-03,2.2464e-01
+SW_60,7.5815e-01,9.4310e-01,3.0111e-03,7.8558e-01,7.7007e-07,8.8017e-03,,2.8593e-01,1.9085e-02
+SW_120,5.4800e-01,4.7558e-01,8.9747e-02,2.6331e-01,3.2933e-07,1.0949e-03,2.8593e-01,,1.8866e-03
+sFC,4.3379e-02,1.3535e-01,1.4051e-08,1.7195e-01,4.5972e-08,2.2464e-01,1.9085e-02,1.8866e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/LEOO/optimal_window_lengths.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/LEOO/optimal_window_lengths.csv
new file mode 100644
index 00000000..40cd8625
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/LEOO/optimal_window_lengths.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,47,23,47,21,23,49,49,23,29,35,45
+1,49,47,21,21,23,49,49,49,49,29,45
+2,21,37,37,25,21,49,49,49,31,45,49
+3,23,49,27,25,21,49,49,21,49,39,25
+4,27,49,29,21,21,21,49,45,31,47,43
+5,49,45,33,25,21,23,45,23,23,45,37
+6,37,49,35,39,21,49,45,49,23,47,45
+7,29,47,49,21,21,21,43,27,35,43,47
+8,47,37,35,29,21,49,49,41,39,31,49
+9,33,41,23,31,21,47,45,33,45,43,49
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/correlation_RMSE_mean.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/correlation_RMSE_mean.csv
new file mode 100644
index 00000000..5b9c4252
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/correlation_RMSE_mean.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.022,0.075,0.133,0.186,0.206,0.431,0.538,0.284,0.201,0.176,0.143,0.218
+SVWP,0.011,0.069,0.128,0.180,0.214,0.428,0.568,0.299,0.204,0.172,0.140,0.219
+DCC_joint,0.049,0.075,0.217,0.273,0.326,0.385,0.378,0.266,0.251,0.171,0.175,0.233
+SW_cross_validated,0.140,0.096,0.167,0.221,0.245,0.305,0.345,0.249,0.190,0.190,0.145,0.209
+SW_15,0.284,0.167,0.199,0.211,0.215,0.240,0.263,0.247,0.237,0.240,0.235,0.231
+SW_30,0.199,0.133,0.151,0.171,0.223,0.323,0.426,0.230,0.203,0.209,0.182,0.223
+SW_60,0.134,0.103,0.151,0.297,0.497,0.645,0.688,0.318,0.202,0.202,0.160,0.309
+SW_120,0.117,0.075,0.292,0.605,0.622,0.526,0.569,0.321,0.244,0.199,0.154,0.339
+sFC,0.049,0.033,0.572,0.569,0.571,0.569,0.574,0.308,0.655,0.167,0.251,0.392
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/correlation_RMSE_se.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/correlation_RMSE_se.csv
new file mode 100644
index 00000000..59e03b47
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/correlation_RMSE_se.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.012,0.008,0.017,0.020,0.013,0.053,0.028,0.014,0.006,0.005,0.011,0.017
+SVWP,0.007,0.007,0.018,0.013,0.016,0.054,0.003,0.003,0.006,0.003,0.011,0.013
+DCC_joint,0.013,0.009,0.010,0.008,0.015,0.008,0.008,0.007,0.006,0.005,0.012,0.009
+SW_cross_validated,0.020,0.015,0.014,0.021,0.015,0.015,0.025,0.019,0.008,0.007,0.009,0.015
+SW_15,0.010,0.007,0.010,0.007,0.012,0.011,0.010,0.007,0.009,0.010,0.016,0.010
+SW_30,0.014,0.007,0.011,0.011,0.008,0.011,0.010,0.009,0.008,0.011,0.016,0.011
+SW_60,0.016,0.008,0.009,0.011,0.006,0.007,0.003,0.005,0.006,0.008,0.012,0.008
+SW_120,0.020,0.009,0.006,0.006,0.004,0.007,0.004,0.007,0.005,0.010,0.010,0.008
+sFC,0.009,0.009,0.002,0.001,0.002,0.001,0.003,0.004,0.004,0.003,0.003,0.004
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/correlation_RMSE_std.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/correlation_RMSE_std.csv
new file mode 100644
index 00000000..00bfe18c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/correlation_RMSE_std.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.039,0.026,0.053,0.062,0.042,0.168,0.089,0.043,0.019,0.015,0.034,0.054
+SVWP,0.023,0.023,0.058,0.040,0.050,0.171,0.010,0.010,0.019,0.009,0.036,0.041
+DCC_joint,0.041,0.029,0.032,0.026,0.047,0.027,0.024,0.022,0.017,0.017,0.037,0.029
+SW_cross_validated,0.062,0.049,0.045,0.068,0.049,0.048,0.080,0.059,0.025,0.022,0.030,0.049
+SW_15,0.032,0.021,0.032,0.022,0.039,0.034,0.030,0.022,0.030,0.032,0.050,0.031
+SW_30,0.045,0.023,0.036,0.033,0.027,0.034,0.030,0.027,0.026,0.035,0.051,0.033
+SW_60,0.050,0.027,0.028,0.034,0.018,0.022,0.010,0.015,0.020,0.027,0.039,0.026
+SW_120,0.063,0.029,0.021,0.019,0.013,0.021,0.013,0.024,0.016,0.033,0.033,0.026
+sFC,0.027,0.029,0.008,0.003,0.005,0.003,0.011,0.012,0.011,0.011,0.011,0.012
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/correlation_matrix_RMSE_mean.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/correlation_matrix_RMSE_mean.csv
new file mode 100644
index 00000000..fde28f8c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/correlation_matrix_RMSE_mean.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.016,0.053,0.094,0.131,0.146,0.305,0.380,0.201,0.142,0.124,0.101,0.154
+SVWP,0.008,0.049,0.091,0.127,0.151,0.303,0.401,0.211,0.144,0.122,0.099,0.155
+DCC_joint,0.035,0.053,0.153,0.193,0.231,0.273,0.267,0.188,0.178,0.121,0.124,0.165
+SW_cross_validated,0.099,0.068,0.118,0.156,0.174,0.216,0.244,0.176,0.135,0.135,0.103,0.148
+SW_15,0.201,0.118,0.141,0.149,0.152,0.169,0.186,0.175,0.168,0.170,0.166,0.163
+SW_30,0.141,0.094,0.107,0.121,0.157,0.229,0.301,0.163,0.144,0.148,0.129,0.157
+SW_60,0.095,0.073,0.107,0.210,0.351,0.456,0.487,0.225,0.143,0.143,0.113,0.218
+SW_120,0.083,0.053,0.206,0.428,0.440,0.372,0.403,0.227,0.172,0.141,0.109,0.239
+sFC,0.034,0.024,0.405,0.402,0.403,0.402,0.406,0.218,0.463,0.118,0.177,0.277
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/correlation_matrix_RMSE_se.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/correlation_matrix_RMSE_se.csv
new file mode 100644
index 00000000..084eecf1
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/correlation_matrix_RMSE_se.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.009,0.006,0.012,0.014,0.009,0.037,0.020,0.010,0.004,0.003,0.008,0.012
+SVWP,0.005,0.005,0.013,0.009,0.011,0.038,0.002,0.002,0.004,0.002,0.008,0.009
+DCC_joint,0.009,0.006,0.007,0.006,0.010,0.006,0.005,0.005,0.004,0.004,0.008,0.006
+SW_cross_validated,0.014,0.011,0.010,0.015,0.011,0.011,0.018,0.013,0.006,0.005,0.007,0.011
+SW_15,0.007,0.005,0.007,0.005,0.009,0.008,0.007,0.005,0.007,0.007,0.011,0.007
+SW_30,0.010,0.005,0.008,0.007,0.006,0.008,0.007,0.006,0.006,0.008,0.011,0.007
+SW_60,0.011,0.006,0.006,0.008,0.004,0.005,0.002,0.003,0.004,0.006,0.009,0.006
+SW_120,0.014,0.007,0.005,0.004,0.003,0.005,0.003,0.005,0.004,0.007,0.007,0.006
+sFC,0.006,0.006,0.002,0.001,0.001,0.001,0.002,0.003,0.003,0.002,0.002,0.003
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/correlation_matrix_RMSE_std.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/correlation_matrix_RMSE_std.csv
new file mode 100644
index 00000000..ab11f100
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/correlation_matrix_RMSE_std.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.028,0.019,0.037,0.044,0.030,0.119,0.063,0.030,0.014,0.010,0.024,0.038
+SVWP,0.016,0.016,0.041,0.028,0.035,0.121,0.007,0.007,0.013,0.007,0.025,0.029
+DCC_joint,0.029,0.020,0.022,0.018,0.033,0.019,0.017,0.015,0.012,0.012,0.026,0.020
+SW_cross_validated,0.044,0.034,0.032,0.048,0.035,0.034,0.056,0.041,0.017,0.016,0.021,0.034
+SW_15,0.023,0.015,0.023,0.016,0.027,0.024,0.021,0.015,0.021,0.023,0.035,0.022
+SW_30,0.032,0.016,0.025,0.023,0.019,0.024,0.021,0.019,0.019,0.025,0.036,0.024
+SW_60,0.036,0.019,0.020,0.024,0.012,0.016,0.007,0.011,0.014,0.019,0.027,0.019
+SW_120,0.045,0.021,0.014,0.014,0.009,0.015,0.009,0.017,0.011,0.023,0.023,0.018
+sFC,0.019,0.020,0.005,0.002,0.003,0.002,0.008,0.009,0.008,0.008,0.008,0.008
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/covariance_RMSE_mean.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/covariance_RMSE_mean.csv
new file mode 100644
index 00000000..f9f89c04
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/covariance_RMSE_mean.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.023,0.092,0.148,0.211,0.244,0.446,0.542,0.291,0.237,0.182,0.156,0.234
+SVWP,0.011,0.084,0.147,0.209,0.257,0.444,0.569,0.310,0.232,0.177,0.155,0.236
+DCC_joint,0.048,0.067,0.209,0.268,0.321,0.382,0.374,0.260,0.250,0.169,0.168,0.229
+SW_cross_validated,0.121,0.167,0.172,0.243,0.268,0.325,0.362,0.256,0.271,0.207,0.173,0.233
+SW_15,0.212,0.269,0.240,0.249,0.253,0.275,0.293,0.231,0.307,0.231,0.243,0.255
+SW_30,0.161,0.216,0.177,0.192,0.258,0.343,0.437,0.220,0.264,0.212,0.189,0.243
+SW_60,0.112,0.169,0.153,0.304,0.500,0.634,0.680,0.305,0.255,0.215,0.156,0.317
+SW_120,0.106,0.168,0.282,0.604,0.621,0.529,0.570,0.311,0.304,0.213,0.156,0.351
+sFC,0.049,0.035,0.572,0.569,0.571,0.569,0.574,0.308,0.655,0.167,0.251,0.393
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/covariance_RMSE_se.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/covariance_RMSE_se.csv
new file mode 100644
index 00000000..246d361d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/covariance_RMSE_se.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.013,0.014,0.020,0.016,0.015,0.047,0.026,0.014,0.012,0.007,0.010,0.018
+SVWP,0.007,0.012,0.021,0.008,0.017,0.048,0.003,0.011,0.011,0.003,0.010,0.014
+DCC_joint,0.013,0.011,0.010,0.010,0.014,0.009,0.008,0.006,0.008,0.004,0.012,0.009
+SW_cross_validated,0.016,0.013,0.013,0.022,0.015,0.012,0.023,0.020,0.012,0.008,0.018,0.016
+SW_15,0.008,0.014,0.015,0.014,0.010,0.013,0.012,0.009,0.010,0.014,0.018,0.012
+SW_30,0.011,0.023,0.013,0.015,0.007,0.009,0.007,0.007,0.008,0.011,0.016,0.011
+SW_60,0.013,0.015,0.012,0.012,0.004,0.005,0.004,0.005,0.009,0.007,0.013,0.009
+SW_120,0.020,0.013,0.011,0.005,0.007,0.005,0.004,0.008,0.013,0.010,0.011,0.010
+sFC,0.009,0.009,0.002,0.001,0.002,0.001,0.003,0.004,0.004,0.004,0.004,0.004
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/covariance_RMSE_std.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/covariance_RMSE_std.csv
new file mode 100644
index 00000000..97af105d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/covariance_RMSE_std.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.043,0.043,0.062,0.052,0.048,0.149,0.082,0.046,0.039,0.023,0.031,0.056
+SVWP,0.023,0.037,0.065,0.024,0.053,0.152,0.009,0.035,0.035,0.010,0.030,0.043
+DCC_joint,0.040,0.034,0.033,0.031,0.043,0.028,0.025,0.019,0.025,0.014,0.037,0.030
+SW_cross_validated,0.052,0.042,0.042,0.071,0.046,0.037,0.073,0.062,0.037,0.025,0.058,0.049
+SW_15,0.025,0.045,0.049,0.045,0.031,0.041,0.037,0.030,0.031,0.043,0.058,0.039
+SW_30,0.034,0.071,0.040,0.046,0.023,0.027,0.021,0.022,0.025,0.036,0.051,0.036
+SW_60,0.042,0.047,0.037,0.039,0.012,0.014,0.012,0.015,0.027,0.023,0.041,0.028
+SW_120,0.064,0.041,0.035,0.017,0.023,0.017,0.011,0.024,0.041,0.030,0.036,0.031
+sFC,0.028,0.028,0.008,0.003,0.005,0.003,0.011,0.012,0.011,0.011,0.011,0.012
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/covariance_matrix_RMSE_mean.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/covariance_matrix_RMSE_mean.csv
new file mode 100644
index 00000000..d9eb99af
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/covariance_matrix_RMSE_mean.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.101,0.130,0.181,0.236,0.281,0.365,0.403,0.238,0.226,0.154,0.145,0.224
+SVWP,0.094,0.121,0.185,0.240,0.284,0.361,0.416,0.244,0.218,0.147,0.146,0.223
+DCC_joint,0.062,0.079,0.163,0.203,0.234,0.277,0.271,0.196,0.193,0.131,0.127,0.176
+SW_cross_validated,0.198,0.207,0.203,0.254,0.280,0.308,0.330,0.262,0.279,0.220,0.213,0.250
+SW_15,0.315,0.335,0.319,0.327,0.330,0.325,0.335,0.318,0.349,0.310,0.318,0.326
+SW_30,0.239,0.266,0.242,0.244,0.280,0.316,0.366,0.262,0.283,0.245,0.245,0.272
+SW_60,0.185,0.213,0.199,0.276,0.394,0.479,0.510,0.277,0.250,0.228,0.191,0.291
+SW_120,0.188,0.215,0.264,0.464,0.473,0.406,0.439,0.273,0.267,0.220,0.202,0.310
+sFC,0.035,0.025,0.405,0.402,0.403,0.402,0.406,0.218,0.463,0.118,0.178,0.278
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/covariance_matrix_RMSE_se.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/covariance_matrix_RMSE_se.csv
new file mode 100644
index 00000000..8f52b248
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/covariance_matrix_RMSE_se.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.016,0.013,0.012,0.014,0.012,0.021,0.012,0.008,0.015,0.010,0.010,0.013
+SVWP,0.014,0.014,0.010,0.012,0.014,0.022,0.002,0.013,0.014,0.004,0.009,0.012
+DCC_joint,0.007,0.010,0.007,0.009,0.010,0.007,0.005,0.004,0.007,0.004,0.008,0.007
+SW_cross_validated,0.011,0.011,0.008,0.017,0.010,0.008,0.010,0.012,0.012,0.007,0.016,0.011
+SW_15,0.004,0.011,0.013,0.013,0.009,0.011,0.008,0.006,0.010,0.010,0.010,0.010
+SW_30,0.006,0.020,0.010,0.012,0.007,0.009,0.006,0.006,0.009,0.007,0.008,0.009
+SW_60,0.007,0.013,0.007,0.010,0.005,0.004,0.002,0.005,0.009,0.005,0.009,0.007
+SW_120,0.010,0.010,0.006,0.006,0.006,0.004,0.003,0.004,0.012,0.005,0.007,0.007
+sFC,0.006,0.006,0.002,0.001,0.001,0.001,0.002,0.003,0.003,0.002,0.002,0.003
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/covariance_matrix_RMSE_std.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/covariance_matrix_RMSE_std.csv
new file mode 100644
index 00000000..2da720d3
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/covariance_matrix_RMSE_std.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.051,0.041,0.037,0.043,0.038,0.066,0.037,0.025,0.046,0.032,0.031,0.041
+SVWP,0.045,0.045,0.032,0.039,0.044,0.071,0.007,0.041,0.043,0.012,0.029,0.037
+DCC_joint,0.022,0.033,0.022,0.029,0.031,0.021,0.017,0.014,0.024,0.013,0.025,0.023
+SW_cross_validated,0.036,0.033,0.025,0.053,0.030,0.024,0.033,0.037,0.038,0.022,0.051,0.035
+SW_15,0.011,0.035,0.043,0.042,0.027,0.034,0.025,0.019,0.031,0.033,0.031,0.030
+SW_30,0.020,0.063,0.030,0.040,0.023,0.029,0.018,0.019,0.028,0.023,0.027,0.029
+SW_60,0.021,0.041,0.023,0.033,0.015,0.014,0.007,0.016,0.028,0.015,0.027,0.022
+SW_120,0.033,0.032,0.020,0.020,0.020,0.011,0.008,0.013,0.038,0.017,0.022,0.021
+sFC,0.019,0.020,0.006,0.002,0.003,0.002,0.008,0.009,0.008,0.008,0.008,0.008
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
new file mode 100644
index 00000000..d7e4fda2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,1.009,0.345,0.473,0.253,0.171,0.472,1.267,0.375,0.361,1.475,0.464
+1,1.181,1.882,0.370,0.365,0.234,1.387,1.239,1.115,0.177,1.266,0.912
+2,1.176,1.187,0.422,0.142,0.160,0.919,1.098,0.330,0.331,1.085,1.826
+3,0.499,1.102,0.558,0.196,0.168,1.307,0.834,1.217,0.336,1.390,1.673
+4,0.520,0.968,0.578,0.237,0.240,0.202,1.051,1.601,0.761,0.869,0.486
+5,0.949,1.512,0.533,0.227,0.188,0.227,0.434,1.115,0.691,1.018,0.519
+6,1.271,1.974,0.462,0.130,0.251,1.222,1.159,0.689,0.640,1.185,0.950
+7,0.545,0.942,0.433,0.339,0.211,0.173,1.086,1.077,0.839,1.707,0.924
+8,1.226,1.693,0.420,0.252,0.135,0.157,1.542,0.946,0.717,1.856,1.366
+9,1.243,0.986,0.315,0.370,0.121,1.821,1.464,0.839,0.347,1.593,1.771
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/kernel_params/SVWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
new file mode 100644
index 00000000..c3910fdf
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,0.844,1.036,1.001,0.905,0.886,0.928,0.834,1.089,0.866,0.845,0.918
+1,0.864,0.817,0.990,1.058,1.058,0.857,0.817,0.876,0.960,0.877,0.890
+2,0.850,0.866,1.114,0.859,0.877,0.868,0.912,0.843,0.867,0.869,0.934
+3,1.012,0.937,1.087,0.954,0.876,0.842,0.814,0.876,0.947,0.831,0.871
+4,0.807,0.938,1.094,0.885,1.118,1.307,0.781,0.840,0.936,0.854,0.883
+5,0.825,0.988,1.065,0.966,1.013,1.142,1.391,0.904,1.026,0.844,0.817
+6,0.862,0.840,0.884,0.853,1.386,0.857,0.846,0.779,0.948,0.807,0.869
+7,0.900,0.977,1.015,1.282,1.024,1.337,0.870,0.913,1.024,0.886,0.893
+8,0.847,0.909,1.059,0.926,0.978,1.225,0.859,0.878,0.950,0.852,0.868
+9,0.840,0.975,0.860,1.054,0.764,0.841,0.873,0.831,0.975,0.866,0.920
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
new file mode 100644
index 00000000..8619f8b7
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,1.093,0.306,0.552,0.215,0.194,0.166,1.314,0.542,0.228,1.569,0.738
+1,1.276,0.603,0.411,0.298,0.151,1.314,1.268,0.236,0.164,1.379,0.907
+2,1.449,0.941,0.474,0.142,0.142,0.255,1.298,0.612,0.312,1.303,1.421
+3,0.468,0.953,0.399,0.218,0.252,0.247,1.018,0.840,0.295,1.465,0.902
+4,0.881,1.015,0.611,0.395,0.217,0.203,1.044,2.031,0.836,1.456,0.478
+5,1.103,1.564,0.551,0.215,0.274,1.106,0.438,1.240,0.702,1.426,0.577
+6,1.201,2.239,0.490,0.303,0.178,1.196,1.344,1.337,0.665,1.521,1.024
+7,0.413,0.898,0.411,0.197,0.242,1.088,0.155,0.742,0.852,1.803,0.851
+8,1.135,1.631,0.367,0.229,0.203,0.161,0.797,0.904,0.589,1.757,1.364
+9,0.850,1.060,0.505,0.118,0.254,1.507,1.312,0.716,0.319,0.386,1.372
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/kernel_params/VWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/kernel_params/VWP_kernel_variance_kernel_params.csv
new file mode 100644
index 00000000..360505f2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/kernel_params/VWP_kernel_variance_kernel_params.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,0.838,0.973,1.003,0.951,1.018,1.168,0.807,1.005,0.926,0.839,0.927
+1,0.870,0.677,1.020,0.917,0.837,0.857,0.831,1.188,0.912,0.876,0.880
+2,0.860,0.839,1.272,0.809,0.818,0.993,0.908,0.960,0.929,0.869,0.919
+3,0.974,0.869,1.029,0.829,1.192,1.267,0.833,0.787,0.907,0.838,0.739
+4,0.864,0.958,1.155,1.146,1.078,1.403,0.778,0.864,0.963,0.869,0.831
+5,0.834,0.961,1.058,0.863,1.243,0.883,1.427,0.891,1.018,0.870,0.770
+6,0.858,0.865,0.983,1.267,0.944,0.854,0.851,0.836,0.916,0.826,0.873
+7,0.969,0.944,0.869,0.859,1.267,0.869,1.070,0.844,1.051,0.888,0.865
+8,0.840,0.890,0.974,0.909,1.271,1.359,0.726,0.873,0.906,0.855,0.888
+9,0.807,1.011,1.063,0.762,1.301,0.856,0.847,0.744,0.900,0.769,0.882
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/optimal_window_lengths.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/optimal_window_lengths.csv
new file mode 100644
index 00000000..9b618561
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/optimal_window_lengths.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,93,47,39,29,33,27,21,27,21,33,23
+1,25,77,41,41,35,25,27,33,33,95,65
+2,29,69,65,37,27,27,21,91,21,57,95
+3,49,55,59,35,25,33,21,35,53,81,91
+4,75,37,83,37,41,31,99,23,37,53,45
+5,87,99,61,33,23,21,25,21,45,59,67
+6,99,69,71,59,21,23,21,37,29,67,95
+7,57,95,75,25,33,23,21,55,71,95,75
+8,75,83,69,21,29,23,29,99,77,77,99
+9,59,83,49,65,29,31,23,43,43,41,87
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..871b4aba
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,1.00,-1.11,-1.44,-2.32,-3.17,2.21,2.21,1.57
+SVWP,1.00,,-4.14,-2.51,-6.59,-7.16,3.18,2.54,1.69
+DCC_joint,-1.11,-4.14,,-0.81,-1.91,-3.11,5.87,5.08,5.01
+SW_cross_validated,-1.44,-2.51,-0.81,,-0.13,-0.89,3.41,3.39,2.93
+SW_15,-2.32,-6.59,-1.91,-0.13,,-1.42,8.07,6.90,7.35
+SW_30,-3.17,-7.16,-3.11,-0.89,-1.42,,8.46,7.53,7.82
+SW_60,2.21,3.18,5.87,3.41,8.07,8.46,,0.27,-1.60
+SW_120,2.21,2.54,5.08,3.39,6.90,7.53,0.27,,-1.45
+sFC,1.57,1.69,5.01,2.93,7.35,7.82,-1.60,-1.45,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..a5ca4c53
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.45,0.50,0.64,1.04,1.42,0.99,0.99,0.70
+SVWP,0.45,,1.85,1.12,2.95,3.20,1.42,1.13,0.76
+DCC_joint,0.50,1.85,,0.36,0.85,1.39,2.62,2.27,2.24
+SW_cross_validated,0.64,1.12,0.36,,0.06,0.40,1.52,1.51,1.31
+SW_15,1.04,2.95,0.85,0.06,,0.64,3.61,3.09,3.29
+SW_30,1.42,3.20,1.39,0.40,0.64,,3.78,3.37,3.50
+SW_60,0.99,1.42,2.62,1.52,3.61,3.78,,0.12,0.72
+SW_120,0.99,1.13,2.27,1.51,3.09,3.37,0.12,,0.65
+sFC,0.70,0.76,2.24,1.31,3.29,3.50,0.72,0.65,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..a49e46e2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,1.,0.1897,1.,1.,1.
+SVWP,-0.998,-,0.0223,0.7819,0.0001,0.0000,0.1859,0.7447,1.
+DCC_joint,1.1146,4.1376,-,1.,1.,0.2178,0.0005,0.0028,0.0033
+SW_cross_validated,1.4388,2.5129,0.813,-,1.,1.,0.1124,0.1186,0.3211
+SW_15,2.3236,6.5917,1.9065,0.1264,-,1.,0.0000,0.0001,0.0000
+SW_30,3.1726,7.1552,3.1096,0.8916,1.4244,-,0.0000,0.0000,0.0000
+SW_60,-2.2094,-3.1819,-5.8672,-3.4098,-8.067,-8.4632,-,1.,1.
+SW_120,-2.2074,-2.5362,-5.0804,-3.3856,-6.9013,-7.5294,-0.2667,-,1.
+sFC,-1.5659,-1.6943,-5.0082,-2.9314,-7.3541,-7.8162,1.6002,1.4524,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..d6001b8f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,3.3151e-01,2.7970e-01,1.6737e-01,3.2059e-02,5.2703e-03,4.0349e-02,4.0508e-02,1.3479e-01
+SVWP,3.3151e-01,,6.1830e-04,2.1718e-02,3.4326e-06,1.1561e-06,5.1637e-03,2.0687e-02,1.0745e-01
+DCC_joint,2.7970e-01,6.1830e-04,,4.2686e-01,7.2679e-02,6.0506e-03,1.4811e-05,7.8047e-05,9.1213e-05
+SW_cross_validated,1.6737e-01,2.1718e-02,4.2686e-01,,9.0082e-01,3.8436e-01,3.1226e-03,3.2950e-03,8.9191e-03
+SW_15,3.2059e-02,3.4326e-06,7.2679e-02,9.0082e-01,,1.7144e-01,2.1757e-07,1.8779e-06,7.9558e-07
+SW_30,5.2703e-03,1.1561e-06,6.0506e-03,3.8436e-01,1.7144e-01,,1.0894e-07,5.7475e-07,3.4067e-07
+SW_60,4.0349e-02,5.1637e-03,1.4811e-05,3.1226e-03,2.1757e-07,1.0894e-07,,7.9276e-01,1.2695e-01
+SW_120,4.0508e-02,2.0687e-02,7.8047e-05,3.2950e-03,1.8779e-06,5.7475e-07,7.9276e-01,,1.6361e-01
+sFC,1.3479e-01,1.0745e-01,9.1213e-05,8.9191e-03,7.9558e-07,3.4067e-07,1.2695e-01,1.6361e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..a89bb0f5
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.47,-0.02,1.13,8.15,4.98,2.23,-0.03,-3.20
+SVWP,-0.47,,0.42,1.46,9.31,5.84,2.83,0.41,-2.95
+DCC_joint,-0.02,0.42,,1.12,7.76,4.77,2.16,-0.00,-3.06
+SW_cross_validated,1.13,1.46,1.12,,4.03,2.09,0.39,-1.12,-3.32
+SW_15,8.15,9.31,7.76,4.03,,-3.21,-5.61,-7.67,-11.27
+SW_30,4.98,5.84,4.77,2.09,-3.21,,-2.57,-4.72,-8.15
+SW_60,2.23,2.83,2.16,0.39,-5.61,-2.57,,-2.15,-5.33
+SW_120,-0.03,0.41,-0.00,-1.12,-7.67,-4.72,-2.15,,-3.02
+sFC,-3.20,-2.95,-3.06,-3.32,-11.27,-8.15,-5.33,-3.02,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..e50cf381
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.21,0.01,0.50,3.64,2.23,1.00,0.01,1.43
+SVWP,0.21,,0.19,0.65,4.17,2.61,1.27,0.18,1.32
+DCC_joint,0.01,0.19,,0.50,3.47,2.13,0.97,0.00,1.37
+SW_cross_validated,0.50,0.65,0.50,,1.80,0.94,0.17,0.50,1.48
+SW_15,3.64,4.17,3.47,1.80,,1.44,2.51,3.43,5.04
+SW_30,2.23,2.61,2.13,0.94,1.44,,1.15,2.11,3.64
+SW_60,1.00,1.27,0.97,0.17,2.51,1.15,,0.96,2.38
+SW_120,0.01,0.18,0.00,0.50,3.43,2.11,0.96,,1.35
+sFC,1.43,1.32,1.37,1.48,5.04,3.64,2.38,1.35,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..c111ff84
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0000,0.0035,1.,1.,0.1773
+SVWP,0.4654,-,1.,1.,0.0000,0.0006,0.3961,1.,0.311
+DCC_joint,0.0239,-0.4183,-,1.,0.0000,0.0055,1.,1.,0.2446
+SW_cross_validated,-1.1269,-1.4619,-1.1213,-,0.0284,1.,1.,1.,0.1379
+SW_15,-8.1452,-9.3146,-7.7633,-4.0276,-,0.1742,0.0009,0.0000,0.0000
+SW_30,-4.9791,-5.8427,-4.7717,-2.0931,3.2115,-,0.6981,0.0062,0.0000
+SW_60,-2.2321,-2.834,-2.1641,-0.391,5.6136,2.5671,-,1.,0.0017
+SW_120,0.028,-0.4086,0.0041,1.1184,7.6672,4.7182,2.1451,-,0.2640
+sFC,3.2034,2.9462,3.0566,3.3175,11.2668,8.149,5.3276,3.0215,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..ded67ec5
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,6.4725e-01,9.8116e-01,2.7457e-01,1.8951e-07,9.7142e-05,3.8556e-02,9.7799e-01,4.9250e-03
+SVWP,6.4725e-01,,6.8071e-01,1.6100e-01,2.6329e-08,1.5577e-05,1.1003e-02,6.8763e-01,8.6383e-03
+DCC_joint,9.8116e-01,6.8071e-01,,2.7690e-01,3.7488e-07,1.5255e-04,4.4147e-02,9.9675e-01,6.7943e-03
+SW_cross_validated,2.7457e-01,1.6100e-01,2.7690e-01,,7.8973e-04,5.0776e-02,7.0037e-01,2.7810e-01,3.8302e-03
+SW_15,1.8951e-07,2.6329e-08,3.7488e-07,7.8973e-04,,4.8384e-03,2.5103e-05,4.4644e-07,1.3828e-09
+SW_30,9.7142e-05,1.5577e-05,1.5255e-04,5.0776e-02,4.8384e-03,,1.9393e-02,1.7147e-04,1.8826e-07
+SW_60,3.8556e-02,1.1003e-02,4.4147e-02,7.0037e-01,2.5103e-05,1.9393e-02,,4.5835e-02,4.5941e-05
+SW_120,9.7799e-01,6.8763e-01,9.9675e-01,2.7810e-01,4.4644e-07,1.7147e-04,4.5835e-02,,7.3340e-03
+sFC,4.9250e-03,8.6383e-03,6.7943e-03,3.8302e-03,1.3828e-09,1.8826e-07,4.5941e-05,7.3340e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..0caee608
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.75,1.45,4.81,15.52,8.92,5.28,3.83,1.66
+SVWP,-0.75,,2.47,5.85,20.69,11.20,6.69,4.73,3.16
+DCC_joint,1.45,2.47,,3.66,13.58,7.41,3.94,2.70,-0.05
+SW_cross_validated,4.81,5.85,3.66,,6.22,2.33,-0.20,-0.76,-4.04
+SW_15,15.52,20.69,13.58,6.22,,-4.65,-7.52,-7.06,-16.69
+SW_30,8.92,11.20,7.41,2.33,-4.65,,-2.87,-3.16,-8.58
+SW_60,5.28,6.69,3.94,-0.20,-7.52,-2.87,,-0.64,-4.48
+SW_120,3.83,4.73,2.70,-0.76,-7.06,-3.16,-0.64,,-2.98
+sFC,1.66,3.16,-0.05,-4.04,-16.69,-8.58,-4.48,-2.98,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..1c3eba1e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.33,0.65,2.15,6.94,3.99,2.36,1.71,0.74
+SVWP,0.33,,1.11,2.62,9.25,5.01,2.99,2.12,1.41
+DCC_joint,0.65,1.11,,1.64,6.07,3.32,1.76,1.21,0.02
+SW_cross_validated,2.15,2.62,1.64,,2.78,1.04,0.09,0.34,1.80
+SW_15,6.94,9.25,6.07,2.78,,2.08,3.36,3.16,7.46
+SW_30,3.99,5.01,3.32,1.04,2.08,,1.28,1.41,3.84
+SW_60,2.36,2.99,1.76,0.09,3.36,1.28,,0.28,2.01
+SW_120,1.71,2.12,1.21,0.34,3.16,1.41,0.28,,1.33
+sFC,0.74,1.41,0.02,1.80,7.46,3.84,2.01,1.33,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..6f053858
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.0050,0.0000,0.0000,0.0018,0.0441,1.
+SVWP,0.7476,-,0.8529,0.0006,0.0000,0.0000,0.0001,0.006,0.1954
+DCC_joint,-1.4461,-2.471,-,0.0648,0.0000,0.0000,0.0347,0.5234,1.
+SW_cross_validated,-4.8146,-5.8489,-3.6577,-,0.0003,1.,1.,1.,0.0279
+SW_15,-15.5233,-20.6854,-13.581,-6.2232,-,0.0072,0.0000,0.0000,0.0000
+SW_30,-8.9185,-11.1969,-7.414,-2.3251,4.6484,-,0.3663,0.1946,0.0000
+SW_60,-5.2776,-6.6853,-3.9377,0.1993,7.5228,2.8704,-,1.,0.0103
+SW_120,-3.8304,-4.7328,-2.7036,0.7621,7.0636,3.161,0.6373,-,0.2874
+sFC,-1.6586,-3.1591,0.0485,4.0356,16.6877,8.5819,4.4847,2.9826,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..02c1e363
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,4.6437e-01,1.6533e-01,1.3890e-04,7.2526e-12,5.0417e-08,5.1112e-05,1.2255e-03,1.1452e-01
+SVWP,4.6437e-01,,2.3693e-02,1.5381e-05,5.3797e-14,1.5263e-09,2.8565e-06,1.6610e-04,5.4289e-03
+DCC_joint,1.6533e-01,2.3693e-02,,1.8005e-03,6.7159e-11,7.1156e-07,9.6477e-04,1.4539e-02,9.6187e-01
+SW_cross_validated,1.3890e-04,1.5381e-05,1.8005e-03,,7.1581e-06,3.1960e-02,8.4424e-01,4.5586e-01,7.7581e-04
+SW_15,7.2526e-12,5.3797e-14,6.7159e-11,7.1581e-06,,1.9982e-04,5.8182e-07,1.3757e-06,2.1380e-12
+SW_30,5.0417e-08,1.5263e-09,7.1156e-07,3.1960e-02,1.9982e-04,,1.0174e-02,5.4064e-03,8.8896e-08
+SW_60,5.1112e-05,2.8565e-06,9.6477e-04,8.4424e-01,5.8182e-07,1.0174e-02,,5.3198e-01,2.8652e-04
+SW_120,1.2255e-03,1.6610e-04,1.4539e-02,4.5586e-01,1.3757e-06,5.4064e-03,5.3198e-01,,7.9824e-03
+sFC,1.1452e-01,5.4289e-03,9.6187e-01,7.7581e-04,2.1380e-12,8.8896e-08,2.8652e-04,7.9824e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..e0514333
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.18,4.07,1.47,3.20,0.82,0.92,8.40,24.65
+SVWP,-0.18,,4.00,1.58,3.19,0.98,1.07,7.94,22.64
+DCC_joint,4.07,4.00,,-2.73,-1.16,-4.16,-4.67,5.98,32.76
+SW_cross_validated,1.47,1.58,-2.73,,1.75,-0.86,-0.90,7.62,26.81
+SW_15,3.20,3.19,-1.16,1.75,,-3.02,-3.37,7.25,33.54
+SW_30,0.82,0.98,-4.16,-0.86,-3.02,,0.04,10.29,34.59
+SW_60,0.92,1.07,-4.67,-0.90,-3.37,0.04,,12.24,43.92
+SW_120,8.40,7.94,5.98,7.62,7.25,10.29,12.24,,38.35
+sFC,24.65,22.64,32.76,26.81,33.54,34.59,43.92,38.35,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..a87164c6
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.08,1.82,0.66,1.43,0.37,0.41,3.76,11.02
+SVWP,0.08,,1.79,0.71,1.43,0.44,0.48,3.55,10.13
+DCC_joint,1.82,1.79,,1.22,0.52,1.86,2.09,2.68,14.65
+SW_cross_validated,0.66,0.71,1.22,,0.78,0.38,0.40,3.41,11.99
+SW_15,1.43,1.43,0.52,0.78,,1.35,1.51,3.24,15.00
+SW_30,0.37,0.44,1.86,0.38,1.35,,0.02,4.60,15.47
+SW_60,0.41,0.48,2.09,0.40,1.51,0.02,,5.48,19.64
+SW_120,3.76,3.55,2.68,3.41,3.24,4.60,5.48,,17.15
+sFC,11.02,10.13,14.65,11.99,15.00,15.47,19.64,17.15,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..9afac671
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0257,1.,0.1805,1.,1.,0.0000,0.0000
+SVWP,0.1827,-,0.0302,1.,0.1839,1.,1.,0.0000,0.0000
+DCC_joint,-4.073,-4.0007,-,0.4995,1.,0.0213,0.0068,0.0004,0.0000
+SW_cross_validated,-1.4699,-1.5813,2.7257,-,1.,1.,1.,0.0000,0.0000
+SW_15,-3.1953,-3.1869,1.1629,-1.7474,-,0.2666,0.1236,0.0000,0.0000
+SW_30,-0.8248,-0.9802,4.1569,0.8587,3.017,-,1.,0.0000,0.0000
+SW_60,-0.9153,-1.0694,4.672,0.8967,3.3672,-0.0441,-,0.0000,0.0000
+SW_120,-8.3997,-7.9418,-5.9845,-7.6214,-7.2463,-10.2876,-12.2442,-,0.0000
+sFC,-24.6473,-22.6439,-32.7628,-26.8065,-33.5383,-34.5918,-43.9216,-38.353,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..430d1087
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.5704e-01,7.1389e-04,1.5885e-01,5.0143e-03,4.2029e-01,3.7215e-01,1.2156e-07,2.5436e-15
+SVWP,8.5704e-01,,8.3844e-04,1.3123e-01,5.1076e-03,3.3998e-01,2.9902e-01,2.7189e-07,1.1181e-14
+DCC_joint,7.1389e-04,8.3844e-04,,1.3874e-02,2.6007e-01,5.9238e-04,1.8974e-04,1.1635e-05,1.6870e-17
+SW_cross_validated,1.5885e-01,1.3123e-01,1.3874e-02,,9.7601e-02,4.0180e-01,3.8172e-01,4.8542e-07,5.8282e-16
+SW_15,5.0143e-03,5.1076e-03,2.6007e-01,9.7601e-02,,7.4068e-03,3.4321e-03,9.7356e-07,1.1144e-17
+SW_30,4.2029e-01,3.3998e-01,5.9238e-04,4.0180e-01,7.4068e-03,,9.6529e-01,5.7625e-09,6.4384e-18
+SW_60,3.7215e-01,2.9902e-01,1.8974e-04,3.8172e-01,3.4321e-03,9.6529e-01,,3.6460e-10,9.1841e-20
+SW_120,1.2156e-07,2.7189e-07,1.1635e-05,4.8542e-07,9.7356e-07,5.7625e-09,3.6460e-10,,1.0284e-18
+sFC,2.5436e-15,1.1181e-14,1.6870e-17,5.8282e-16,1.1144e-17,6.4384e-18,9.1841e-20,1.0284e-18,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..a8ed6ce9
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.36,5.75,1.85,0.48,1.01,19.14,28.21,25.78
+SVWP,0.36,,4.96,1.37,0.07,0.48,16.12,23.77,21.42
+DCC_joint,5.75,4.96,,-3.59,-5.53,-5.80,10.26,18.24,15.59
+SW_cross_validated,1.85,1.37,-3.59,,-1.47,-1.23,14.52,22.26,19.83
+SW_15,0.48,0.07,-5.53,-1.47,,0.49,20.00,29.94,27.48
+SW_30,1.01,0.48,-5.80,-1.23,0.49,,25.92,40.33,38.74
+SW_60,19.14,16.12,10.26,14.52,20.00,25.92,,16.99,12.13
+SW_120,28.21,23.77,18.24,22.26,29.94,40.33,16.99,,-10.84
+sFC,25.78,21.42,15.59,19.83,27.48,38.74,12.13,-10.84,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..89ba1266
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.16,2.57,0.83,0.22,0.45,8.56,12.62,11.53
+SVWP,0.16,,2.22,0.61,0.03,0.22,7.21,10.63,9.58
+DCC_joint,2.57,2.22,,1.61,2.47,2.59,4.59,8.16,6.97
+SW_cross_validated,0.83,0.61,1.61,,0.66,0.55,6.49,9.95,8.87
+SW_15,0.22,0.03,2.47,0.66,,0.22,8.95,13.39,12.29
+SW_30,0.45,0.22,2.59,0.55,0.22,,11.59,18.04,17.32
+SW_60,8.56,7.21,4.59,6.49,8.95,11.59,,7.60,5.43
+SW_120,12.62,10.63,8.16,9.95,13.39,18.04,7.60,,4.85
+sFC,11.53,9.58,6.97,8.87,12.29,17.32,5.43,4.85,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..20759cf3
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0007,1.,1.,1.,0.0000,0.0000,0.0000
+SVWP,-0.357,-,0.0036,1.,1.,1.,0.0000,0.0000,0.0000
+DCC_joint,-5.7539,-4.9641,-,0.0753,0.0011,0.0006,0.0000,0.0000,0.0000
+SW_cross_validated,-1.8452,-1.3742,3.5906,-,1.,1.,0.0000,0.0000,0.0000
+SW_15,-0.4822,-0.0676,5.5262,1.4719,-,1.,0.0000,0.0000,0.0000
+SW_30,-1.015,-0.4836,5.8007,1.2333,-0.4923,-,0.0000,0.0000,0.0000
+SW_60,-19.1362,-16.1222,-10.2582,-14.5193,-20.0035,-25.9152,-,0.0000,0.0000
+SW_120,-28.2135,-23.7725,-18.24,-22.2571,-29.9409,-40.3324,-16.994,-,0.0000
+sFC,-25.7762,-21.4179,-15.589,-19.8269,-27.4799,-38.7354,-12.1336,10.8412,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..99d8bd1b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,7.2522e-01,1.8730e-05,8.1533e-02,6.3546e-01,3.2356e-01,2.0612e-13,2.3685e-16,1.1602e-15
+SVWP,7.2522e-01,,1.0035e-04,1.8626e-01,9.4688e-01,6.3448e-01,3.8318e-12,4.7857e-15,2.9432e-14
+DCC_joint,1.8730e-05,1.0035e-04,,2.0906e-03,3.0163e-05,1.6993e-05,6.0246e-09,4.6948e-13,6.7552e-12
+SW_cross_validated,8.1533e-02,1.8626e-01,2.0906e-03,,1.5833e-01,2.3331e-01,2.2203e-11,1.5092e-14,1.1192e-13
+SW_15,6.3546e-01,9.4688e-01,3.0163e-05,1.5833e-01,,6.2845e-01,9.6029e-14,8.3009e-17,3.7669e-16
+SW_30,3.2356e-01,6.3448e-01,1.6993e-05,2.3331e-01,6.2845e-01,,1.0557e-15,4.1985e-19,8.6199e-19
+SW_60,2.0612e-13,3.8318e-12,6.0246e-09,2.2203e-11,9.6029e-14,1.0557e-15,,1.5699e-12,4.2218e-10
+SW_120,2.3685e-16,4.7857e-15,4.6948e-13,1.5092e-14,8.3009e-17,4.1985e-19,1.5699e-12,,2.5411e-09
+sFC,1.1602e-15,2.9432e-14,6.7552e-12,1.1192e-13,3.7669e-16,8.6199e-19,4.2218e-10,2.5411e-09,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..d67f98f5
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.58,-0.59,1.66,5.44,2.61,2.56,1.92,-1.41
+SVWP,-0.58,,-0.16,2.25,6.06,3.02,3.13,2.32,-1.11
+DCC_joint,-0.59,-0.16,,2.07,5.69,2.90,2.91,2.24,-0.65
+SW_cross_validated,1.66,2.25,2.07,,3.79,1.33,0.96,0.63,-2.83
+SW_15,5.44,6.06,5.69,3.79,,-1.96,-2.77,-2.67,-6.44
+SW_30,2.61,3.02,2.90,1.33,-1.96,,-0.50,-0.62,-3.41
+SW_60,2.56,3.13,2.91,0.96,-2.77,-0.50,,-0.19,-3.62
+SW_120,1.92,2.32,2.24,0.63,-2.67,-0.62,-0.19,,-2.74
+sFC,-1.41,-1.11,-0.65,-2.83,-6.44,-3.41,-3.62,-2.74,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..b5055ac5
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.26,0.26,0.74,2.43,1.17,1.15,0.86,0.63
+SVWP,0.26,,0.07,1.01,2.71,1.35,1.40,1.04,0.50
+DCC_joint,0.26,0.07,,0.93,2.55,1.30,1.30,1.00,0.29
+SW_cross_validated,0.74,1.01,0.93,,1.70,0.59,0.43,0.28,1.27
+SW_15,2.43,2.71,2.55,1.70,,0.88,1.24,1.20,2.88
+SW_30,1.17,1.35,1.30,0.59,0.88,,0.22,0.28,1.53
+SW_60,1.15,1.40,1.30,0.43,1.24,0.22,,0.09,1.62
+SW_120,0.86,1.04,1.00,0.28,1.20,0.28,0.09,,1.23
+sFC,0.63,0.50,0.29,1.27,2.88,1.53,1.62,1.23,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..a35c1d60
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0013,0.6345,0.7068,1.,1.
+SVWP,0.5809,-,1.,1.,0.0004,0.2645,0.2072,1.,1.
+DCC_joint,0.5906,0.1558,-,1.,0.0008,0.3405,0.3351,1.,1.
+SW_cross_validated,-1.6552,-2.2543,-2.0698,-,0.0481,1.,1.,1.,0.3993
+SW_15,-5.4419,-6.0588,-5.6946,-3.7917,-,1.,0.4577,0.5568,0.0002
+SW_30,-2.6127,-3.0206,-2.9042,-1.3279,1.9584,-,1.,1.,0.1115
+SW_60,-2.5612,-3.1323,-2.9116,-0.9621,2.7666,0.4997,-,1.,0.0702
+SW_120,-1.9183,-2.3192,-2.2354,-0.6307,2.6745,0.6242,0.1922,-,0.4831
+sFC,1.4122,1.1079,0.6507,2.8304,6.4383,3.4133,3.622,2.7413,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..68fe1267
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,5.6854e-01,5.6211e-01,1.1522e-01,3.6039e-05,1.7624e-02,1.9633e-02,7.1080e-02,1.7496e-01
+SVWP,5.6854e-01,,8.7793e-01,3.6873e-02,9.9944e-06,7.3481e-03,5.7569e-03,3.2343e-02,2.8249e-01
+DCC_joint,5.6211e-01,8.7793e-01,,5.3136e-02,2.1191e-05,9.4588e-03,9.3097e-03,3.8301e-02,5.2343e-01
+SW_cross_validated,1.1522e-01,3.6873e-02,5.3136e-02,,1.3358e-03,2.0080e-01,3.4876e-01,5.3618e-01,1.1090e-02
+SW_15,3.6039e-05,9.9944e-06,2.1191e-05,1.3358e-03,,6.5871e-02,1.2713e-02,1.5466e-02,4.6507e-06
+SW_30,1.7624e-02,7.3481e-03,9.4588e-03,2.0080e-01,6.5871e-02,,6.2332e-01,5.4031e-01,3.0986e-03
+SW_60,1.9633e-02,5.7569e-03,9.3097e-03,3.4876e-01,1.2713e-02,6.2332e-01,,8.4973e-01,1.9494e-03
+SW_120,7.1080e-02,3.2343e-02,3.8301e-02,5.3618e-01,1.5466e-02,5.4031e-01,8.4973e-01,,1.3419e-02
+sFC,1.7496e-01,2.8249e-01,5.2343e-01,1.1090e-02,4.6507e-06,3.0986e-03,1.9494e-03,1.3419e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..8b3fb548
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.30,5.71,-1.05,3.03,0.14,0.03,5.06,60.38
+SVWP,0.30,,5.51,-1.33,2.83,-0.11,-0.27,4.84,61.68
+DCC_joint,5.71,5.51,,-6.04,-1.21,-4.58,-5.66,-0.97,58.15
+SW_cross_validated,-1.05,-1.33,-6.04,,3.65,1.05,1.07,5.46,51.36
+SW_15,3.03,2.83,-1.21,3.65,,-2.60,-3.01,0.57,39.49
+SW_30,0.14,-0.11,-4.58,1.05,-2.60,,-0.12,3.98,47.38
+SW_60,0.03,-0.27,-5.66,1.07,-3.01,-0.12,,5.01,60.06
+SW_120,5.06,4.84,-0.97,5.46,0.57,3.98,5.01,,63.78
+sFC,60.38,61.68,58.15,51.36,39.49,47.38,60.06,63.78,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..85722af8
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.14,2.55,0.47,1.36,0.06,0.01,2.26,27.00
+SVWP,0.14,,2.46,0.60,1.27,0.05,0.12,2.17,27.58
+DCC_joint,2.55,2.46,,2.70,0.54,2.05,2.53,0.43,26.01
+SW_cross_validated,0.47,0.60,2.70,,1.63,0.47,0.48,2.44,22.97
+SW_15,1.36,1.27,0.54,1.63,,1.16,1.34,0.25,17.66
+SW_30,0.06,0.05,2.05,0.47,1.16,,0.05,1.78,21.19
+SW_60,0.01,0.12,2.53,0.48,1.34,0.05,,2.24,26.86
+SW_120,2.26,2.17,0.43,2.44,0.25,1.78,2.24,,28.52
+sFC,27.00,27.58,26.01,22.97,17.66,21.19,26.86,28.52,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..85fbd293
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0007,1.,0.2569,1.,1.,0.0029,0.0000
+SVWP,-0.3031,-,0.0011,1.,0.3965,1.,1.,0.0047,0.0000
+DCC_joint,-5.7116,-5.5082,-,0.0004,1.,0.0083,0.0008,1.,0.0000
+SW_cross_validated,1.0514,1.3306,6.0379,-,0.0663,1.,1.,0.0012,0.0000
+SW_15,-3.034,-2.8335,1.2148,-3.6476,-,0.6557,0.2733,1.,0.0000
+SW_30,-0.1443,0.1077,4.5848,-1.0476,2.597,-,1.,0.0314,0.0000
+SW_60,-0.0291,0.2726,5.6612,-1.0743,3.0057,0.1195,-,0.0032,0.0000
+SW_120,-5.0644,-4.8424,0.9722,-5.4637,-0.566,-3.9825,-5.0132,-,0.0000
+sFC,-60.3784,-61.6781,-58.1543,-51.3606,-39.4902,-47.3765,-60.062,-63.7753,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..63319490
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,7.6525e-01,2.0453e-05,3.0701e-01,7.1368e-03,8.8685e-01,9.7714e-01,8.0781e-05,3.1015e-22
+SVWP,7.6525e-01,,3.1333e-05,1.9992e-01,1.1015e-02,9.1545e-01,7.8828e-01,1.3073e-04,2.1176e-22
+DCC_joint,2.0453e-05,3.1333e-05,,1.0430e-05,2.4015e-01,2.2980e-04,2.2720e-05,3.4381e-01,6.0749e-22
+SW_cross_validated,3.0701e-01,1.9992e-01,1.0430e-05,,1.8416e-03,3.0870e-01,2.9687e-01,3.4420e-05,5.6122e-21
+SW_15,7.1368e-03,1.1015e-02,2.4015e-01,1.8416e-03,,1.8213e-02,7.5907e-03,5.7835e-01,6.1138e-19
+SW_30,8.8685e-01,9.1545e-01,2.2980e-04,3.0870e-01,1.8213e-02,,9.0619e-01,8.7317e-04,2.3765e-20
+SW_60,9.7714e-01,7.8828e-01,2.2720e-05,2.9687e-01,7.5907e-03,9.0619e-01,,9.0228e-05,3.4076e-22
+SW_120,8.0781e-05,1.3073e-04,3.4381e-01,3.4420e-05,5.7835e-01,8.7317e-04,9.0228e-05,,1.1630e-22
+sFC,3.1015e-22,2.1176e-22,6.0749e-22,5.6122e-21,6.1138e-19,2.3765e-20,3.4076e-22,1.1630e-22,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..9fe2e4ad
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,1.00,-1.12,-1.44,-2.34,-3.19,2.22,2.22,1.58
+SVWP,1.00,,-4.12,-2.51,-6.57,-7.14,3.18,2.54,1.70
+DCC_joint,-1.12,-4.12,,-0.81,-1.91,-3.11,5.87,5.08,5.01
+SW_cross_validated,-1.44,-2.51,-0.81,,-0.13,-0.89,3.41,3.39,2.93
+SW_15,-2.34,-6.57,-1.91,-0.13,,-1.42,8.07,6.90,7.35
+SW_30,-3.19,-7.14,-3.11,-0.89,-1.42,,8.46,7.53,7.82
+SW_60,2.22,3.18,5.87,3.41,8.07,8.46,,0.27,-1.60
+SW_120,2.22,2.54,5.08,3.39,6.90,7.53,0.27,,-1.45
+sFC,1.58,1.70,5.01,2.93,7.35,7.82,-1.60,-1.45,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..f260d44e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.45,0.50,0.65,1.05,1.43,0.99,0.99,0.71
+SVWP,0.45,,1.84,1.12,2.94,3.19,1.42,1.14,0.76
+DCC_joint,0.50,1.84,,0.36,0.85,1.39,2.62,2.27,2.24
+SW_cross_validated,0.65,1.12,0.36,,0.06,0.40,1.52,1.51,1.31
+SW_15,1.05,2.94,0.85,0.06,,0.64,3.61,3.09,3.29
+SW_30,1.43,3.19,1.39,0.40,0.64,,3.78,3.37,3.50
+SW_60,0.99,1.42,2.62,1.52,3.61,3.78,,0.12,0.72
+SW_120,0.99,1.14,2.27,1.51,3.09,3.37,0.12,,0.65
+sFC,0.71,0.76,2.24,1.31,3.29,3.50,0.72,0.65,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..665d4366
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,1.,0.1813,1.,1.,1.
+SVWP,-0.9989,-,0.0232,0.7894,0.0001,0.0000,0.1851,0.7375,1.
+DCC_joint,1.1235,4.1199,-,1.,1.,0.2178,0.0005,0.0028,0.0033
+SW_cross_validated,1.444,2.5082,0.813,-,1.,1.,0.1124,0.1186,0.3211
+SW_15,2.3408,6.5694,1.9065,0.1264,-,1.,0.0000,0.0001,0.0000
+SW_30,3.1933,7.1379,3.1096,0.8916,1.4244,-,0.0000,0.0000,0.0000
+SW_60,-2.2247,-3.1838,-5.8672,-3.4098,-8.067,-8.4632,-,1.,1.
+SW_120,-2.2206,-2.5409,-5.0804,-3.3856,-6.9013,-7.5294,-0.2667,-,1.
+sFC,-1.5768,-1.7012,-5.0082,-2.9314,-7.3541,-7.8162,1.6002,1.4524,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..f05fe4bb
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,3.3109e-01,2.7598e-01,1.6592e-01,3.0958e-02,5.0363e-03,3.9127e-02,3.9455e-02,1.3225e-01
+SVWP,3.3109e-01,,6.4307e-04,2.1929e-02,3.5872e-06,1.1947e-06,5.1423e-03,2.0486e-02,1.0611e-01
+DCC_joint,2.7598e-01,6.4307e-04,,4.2686e-01,7.2679e-02,6.0506e-03,1.4811e-05,7.8047e-05,9.1213e-05
+SW_cross_validated,1.6592e-01,2.1929e-02,4.2686e-01,,9.0082e-01,3.8436e-01,3.1226e-03,3.2950e-03,8.9191e-03
+SW_15,3.0958e-02,3.5872e-06,7.2679e-02,9.0082e-01,,1.7144e-01,2.1757e-07,1.8779e-06,7.9558e-07
+SW_30,5.0363e-03,1.1947e-06,6.0506e-03,3.8436e-01,1.7144e-01,,1.0894e-07,5.7475e-07,3.4067e-07
+SW_60,3.9127e-02,5.1423e-03,1.4811e-05,3.1226e-03,2.1757e-07,1.0894e-07,,7.9276e-01,1.2695e-01
+SW_120,3.9455e-02,2.0486e-02,7.8047e-05,3.2950e-03,1.8779e-06,5.7475e-07,7.9276e-01,,1.6361e-01
+sFC,1.3225e-01,1.0611e-01,9.1213e-05,8.9191e-03,7.9558e-07,3.4067e-07,1.2695e-01,1.6361e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..fabe98d2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.50,-0.04,1.11,8.08,4.93,2.21,-0.04,-3.20
+SVWP,-0.50,,0.44,1.47,9.31,5.85,2.85,0.43,-2.92
+DCC_joint,-0.04,0.44,,1.12,7.76,4.77,2.16,-0.00,-3.06
+SW_cross_validated,1.11,1.47,1.12,,4.03,2.09,0.39,-1.12,-3.32
+SW_15,8.08,9.31,7.76,4.03,,-3.21,-5.61,-7.67,-11.27
+SW_30,4.93,5.85,4.77,2.09,-3.21,,-2.57,-4.72,-8.15
+SW_60,2.21,2.85,2.16,0.39,-5.61,-2.57,,-2.15,-5.33
+SW_120,-0.04,0.43,-0.00,-1.12,-7.67,-4.72,-2.15,,-3.02
+sFC,-3.20,-2.92,-3.06,-3.32,-11.27,-8.15,-5.33,-3.02,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..e37a74f7
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.22,0.02,0.50,3.61,2.21,0.99,0.02,1.43
+SVWP,0.22,,0.20,0.66,4.17,2.62,1.27,0.19,1.31
+DCC_joint,0.02,0.20,,0.50,3.47,2.13,0.97,0.00,1.37
+SW_cross_validated,0.50,0.66,0.50,,1.80,0.94,0.17,0.50,1.48
+SW_15,3.61,4.17,3.47,1.80,,1.44,2.51,3.43,5.04
+SW_30,2.21,2.62,2.13,0.94,1.44,,1.15,2.11,3.64
+SW_60,0.99,1.27,0.97,0.17,2.51,1.15,,0.96,2.38
+SW_120,0.02,0.19,0.00,0.50,3.43,2.11,0.96,,1.35
+sFC,1.43,1.31,1.37,1.48,5.04,3.64,2.38,1.35,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..8655a2f4
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0000,0.0038,1.,1.,0.1777
+SVWP,0.4987,-,1.,1.,0.0000,0.0005,0.3829,1.,0.3291
+DCC_joint,0.0378,-0.4381,-,1.,0.0000,0.0055,1.,1.,0.2446
+SW_cross_validated,-1.1144,-1.4748,-1.1213,-,0.0284,1.,1.,1.,0.1379
+SW_15,-8.0786,-9.3149,-7.7633,-4.0276,-,0.1742,0.0009,0.0000,0.0000
+SW_30,-4.9349,-5.8522,-4.7717,-2.0931,3.2115,-,0.6981,0.0062,0.0000
+SW_60,-2.2064,-2.8498,-2.1641,-0.391,5.6136,2.5671,-,1.,0.0017
+SW_120,0.0417,-0.4282,0.0041,1.1184,7.6672,4.7182,2.1451,-,0.2640
+sFC,3.2023,2.92,3.0566,3.3175,11.2668,8.149,5.3276,3.0215,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..c5ba53c7
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,6.2404e-01,9.7027e-01,2.7975e-01,2.1317e-07,1.0691e-04,4.0588e-02,9.6723e-01,4.9370e-03
+SVWP,6.2404e-01,,6.6654e-01,1.5755e-01,2.6315e-08,1.5276e-05,1.0637e-02,6.7355e-01,9.1418e-03
+DCC_joint,9.7027e-01,6.6654e-01,,2.7690e-01,3.7488e-07,1.5255e-04,4.4147e-02,9.9675e-01,6.7943e-03
+SW_cross_validated,2.7975e-01,1.5755e-01,2.7690e-01,,7.8973e-04,5.0776e-02,7.0037e-01,2.7810e-01,3.8302e-03
+SW_15,2.1317e-07,2.6315e-08,3.7488e-07,7.8973e-04,,4.8384e-03,2.5103e-05,4.4644e-07,1.3828e-09
+SW_30,1.0691e-04,1.5276e-05,1.5255e-04,5.0776e-02,4.8384e-03,,1.9393e-02,1.7147e-04,1.8826e-07
+SW_60,4.0588e-02,1.0637e-02,4.4147e-02,7.0037e-01,2.5103e-05,1.9393e-02,,4.5835e-02,4.5941e-05
+SW_120,9.6723e-01,6.7355e-01,9.9675e-01,2.7810e-01,4.4644e-07,1.7147e-04,4.5835e-02,,7.3340e-03
+sFC,4.9370e-03,9.1418e-03,6.7943e-03,3.8302e-03,1.3828e-09,1.8826e-07,4.5941e-05,7.3340e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..1ecd8e98
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.75,1.44,4.80,15.46,8.89,5.26,3.82,1.64
+SVWP,-0.75,,2.47,5.85,20.68,11.20,6.69,4.73,3.16
+DCC_joint,1.44,2.47,,3.66,13.58,7.41,3.94,2.70,-0.05
+SW_cross_validated,4.80,5.85,3.66,,6.22,2.33,-0.20,-0.76,-4.04
+SW_15,15.46,20.68,13.58,6.22,,-4.65,-7.52,-7.06,-16.69
+SW_30,8.89,11.20,7.41,2.33,-4.65,,-2.87,-3.16,-8.58
+SW_60,5.26,6.69,3.94,-0.20,-7.52,-2.87,,-0.64,-4.48
+SW_120,3.82,4.73,2.70,-0.76,-7.06,-3.16,-0.64,,-2.98
+sFC,1.64,3.16,-0.05,-4.04,-16.69,-8.58,-4.48,-2.98,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..bd886b56
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.34,0.64,2.15,6.91,3.98,2.35,1.71,0.74
+SVWP,0.34,,1.11,2.62,9.25,5.01,2.99,2.12,1.41
+DCC_joint,0.64,1.11,,1.64,6.07,3.32,1.76,1.21,0.02
+SW_cross_validated,2.15,2.62,1.64,,2.78,1.04,0.09,0.34,1.80
+SW_15,6.91,9.25,6.07,2.78,,2.08,3.36,3.16,7.46
+SW_30,3.98,5.01,3.32,1.04,2.08,,1.28,1.41,3.84
+SW_60,2.35,2.99,1.76,0.09,3.36,1.28,,0.28,2.01
+SW_120,1.71,2.12,1.21,0.34,3.16,1.41,0.28,,1.33
+sFC,0.74,1.41,0.02,1.80,7.46,3.84,2.01,1.33,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..a354a41f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.0051,0.0000,0.0000,0.0019,0.0452,1.
+SVWP,0.7524,-,0.8526,0.0006,0.0000,0.0000,0.0001,0.006,0.1954
+DCC_joint,-1.4355,-2.4712,-,0.0648,0.0000,0.0000,0.0347,0.5234,1.
+SW_cross_validated,-4.8013,-5.8489,-3.6577,-,0.0003,1.,1.,1.,0.0279
+SW_15,-15.4604,-20.6838,-13.581,-6.2232,-,0.0072,0.0000,0.0000,0.0000
+SW_30,-8.8891,-11.1966,-7.414,-2.3251,4.6484,-,0.3663,0.1946,0.0000
+SW_60,-5.2599,-6.6853,-3.9377,0.1993,7.5228,2.8704,-,1.,0.0103
+SW_120,-3.8191,-4.7328,-2.7036,0.7621,7.0636,3.161,0.6373,-,0.2874
+sFC,-1.6443,-3.1592,0.0485,4.0356,16.6877,8.5819,4.4847,2.9826,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..fae43c84
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,4.6152e-01,1.6828e-01,1.4298e-04,7.7647e-12,5.2950e-08,5.3078e-05,1.2566e-03,1.1746e-01
+SVWP,4.6152e-01,,2.3684e-02,1.5380e-05,5.3868e-14,1.5270e-09,2.8567e-06,1.6607e-04,5.4279e-03
+DCC_joint,1.6828e-01,2.3684e-02,,1.8005e-03,6.7159e-11,7.1156e-07,9.6477e-04,1.4539e-02,9.6187e-01
+SW_cross_validated,1.4298e-04,1.5380e-05,1.8005e-03,,7.1581e-06,3.1960e-02,8.4424e-01,4.5586e-01,7.7581e-04
+SW_15,7.7647e-12,5.3868e-14,6.7159e-11,7.1581e-06,,1.9982e-04,5.8182e-07,1.3757e-06,2.1380e-12
+SW_30,5.2950e-08,1.5270e-09,7.1156e-07,3.1960e-02,1.9982e-04,,1.0174e-02,5.4064e-03,8.8896e-08
+SW_60,5.3078e-05,2.8567e-06,9.6477e-04,8.4424e-01,5.8182e-07,1.0174e-02,,5.3198e-01,2.8652e-04
+SW_120,1.2566e-03,1.6607e-04,1.4539e-02,4.5586e-01,1.3757e-06,5.4064e-03,5.3198e-01,,7.9824e-03
+sFC,1.1746e-01,5.4279e-03,9.6187e-01,7.7581e-04,2.1380e-12,8.8896e-08,2.8652e-04,7.9824e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..27b910b4
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.19,4.08,1.47,3.20,0.82,0.92,8.43,24.75
+SVWP,-0.19,,4.01,1.59,3.20,0.98,1.07,7.96,22.71
+DCC_joint,4.08,4.01,,-2.73,-1.16,-4.16,-4.67,5.98,32.76
+SW_cross_validated,1.47,1.59,-2.73,,1.75,-0.86,-0.90,7.62,26.81
+SW_15,3.20,3.20,-1.16,1.75,,-3.02,-3.37,7.25,33.54
+SW_30,0.82,0.98,-4.16,-0.86,-3.02,,0.04,10.29,34.59
+SW_60,0.92,1.07,-4.67,-0.90,-3.37,0.04,,12.24,43.92
+SW_120,8.43,7.96,5.98,7.62,7.25,10.29,12.24,,38.35
+sFC,24.75,22.71,32.76,26.81,33.54,34.59,43.92,38.35,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..93a441d2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.08,1.83,0.66,1.43,0.37,0.41,3.77,11.07
+SVWP,0.08,,1.79,0.71,1.43,0.44,0.48,3.56,10.16
+DCC_joint,1.83,1.79,,1.22,0.52,1.86,2.09,2.68,14.65
+SW_cross_validated,0.66,0.71,1.22,,0.78,0.38,0.40,3.41,11.99
+SW_15,1.43,1.43,0.52,0.78,,1.35,1.51,3.24,15.00
+SW_30,0.37,0.44,1.86,0.38,1.35,,0.02,4.60,15.47
+SW_60,0.41,0.48,2.09,0.40,1.51,0.02,,5.48,19.64
+SW_120,3.77,3.56,2.68,3.41,3.24,4.60,5.48,,17.15
+sFC,11.07,10.16,14.65,11.99,15.00,15.47,19.64,17.15,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..c78fb43b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0251,1.,0.1775,1.,1.,0.0000,0.0000
+SVWP,0.1874,-,0.0294,1.,0.1802,1.,1.,0.0000,0.0000
+DCC_joint,-4.0836,-4.0118,-,0.4995,1.,0.0213,0.0068,0.0004,0.0000
+SW_cross_validated,-1.4714,-1.5862,2.7257,-,1.,1.,1.,0.0000,0.0000
+SW_15,-3.2029,-3.1961,1.1629,-1.7474,-,0.2666,0.1236,0.0000,0.0000
+SW_30,-0.8248,-0.9845,4.1569,0.8587,3.017,-,1.,0.0000,0.0000
+SW_60,-0.9158,-1.0743,4.672,0.8967,3.3672,-0.0441,-,0.0000,0.0000
+SW_120,-8.4289,-7.9642,-5.9845,-7.6214,-7.2463,-10.2876,-12.2442,-,0.0000
+sFC,-24.7499,-22.709,-32.7628,-26.8065,-33.5383,-34.5918,-43.9216,-38.353,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..695dc748
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.5347e-01,6.9723e-04,1.5844e-01,4.9306e-03,4.2026e-01,3.7186e-01,1.1558e-07,2.3651e-15
+SVWP,8.5347e-01,,8.1801e-04,1.3010e-01,5.0052e-03,3.3791e-01,2.9687e-01,2.6122e-07,1.0636e-14
+DCC_joint,6.9723e-04,8.1801e-04,,1.3874e-02,2.6007e-01,5.9238e-04,1.8974e-04,1.1635e-05,1.6870e-17
+SW_cross_validated,1.5844e-01,1.3010e-01,1.3874e-02,,9.7601e-02,4.0180e-01,3.8172e-01,4.8542e-07,5.8282e-16
+SW_15,4.9306e-03,5.0052e-03,2.6007e-01,9.7601e-02,,7.4068e-03,3.4321e-03,9.7356e-07,1.1144e-17
+SW_30,4.2026e-01,3.3791e-01,5.9238e-04,4.0180e-01,7.4068e-03,,9.6529e-01,5.7625e-09,6.4384e-18
+SW_60,3.7186e-01,2.9687e-01,1.8974e-04,3.8172e-01,3.4321e-03,9.6529e-01,,3.6460e-10,9.1841e-20
+SW_120,1.1558e-07,2.6122e-07,1.1635e-05,4.8542e-07,9.7356e-07,5.7625e-09,3.6460e-10,,1.0284e-18
+sFC,2.3651e-15,1.0636e-14,1.6870e-17,5.8282e-16,1.1144e-17,6.4384e-18,9.1841e-20,1.0284e-18,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..02301cf0
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.34,5.77,1.84,0.47,1.01,19.28,28.45,26.01
+SVWP,0.34,,4.99,1.39,0.08,0.50,16.24,23.94,21.58
+DCC_joint,5.77,4.99,,-3.59,-5.53,-5.80,10.26,18.24,15.59
+SW_cross_validated,1.84,1.39,-3.59,,-1.47,-1.23,14.52,22.26,19.83
+SW_15,0.47,0.08,-5.53,-1.47,,0.49,20.00,29.94,27.48
+SW_30,1.01,0.50,-5.80,-1.23,0.49,,25.92,40.33,38.74
+SW_60,19.28,16.24,10.26,14.52,20.00,25.92,,16.99,12.13
+SW_120,28.45,23.94,18.24,22.26,29.94,40.33,16.99,,-10.84
+sFC,26.01,21.58,15.59,19.83,27.48,38.74,12.13,-10.84,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..8cc1cdba
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.15,2.58,0.82,0.21,0.45,8.62,12.72,11.63
+SVWP,0.15,,2.23,0.62,0.04,0.22,7.26,10.71,9.65
+DCC_joint,2.58,2.23,,1.61,2.47,2.59,4.59,8.16,6.97
+SW_cross_validated,0.82,0.62,1.61,,0.66,0.55,6.49,9.95,8.87
+SW_15,0.21,0.04,2.47,0.66,,0.22,8.95,13.39,12.29
+SW_30,0.45,0.22,2.59,0.55,0.22,,11.59,18.04,17.32
+SW_60,8.62,7.26,4.59,6.49,8.95,11.59,,7.60,5.43
+SW_120,12.72,10.71,8.16,9.95,13.39,18.04,7.60,,4.85
+sFC,11.63,9.65,6.97,8.87,12.29,17.32,5.43,4.85,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..40fbdb92
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0007,1.,1.,1.,0.0000,0.0000,0.0000
+SVWP,-0.3367,-,0.0034,1.,1.,1.,0.0000,0.0000,0.0000
+DCC_joint,-5.7681,-4.9947,-,0.0753,0.0011,0.0006,0.0000,0.0000,0.0000
+SW_cross_validated,-1.8424,-1.3911,3.5906,-,1.,1.,0.0000,0.0000,0.0000
+SW_15,-0.4731,-0.0812,5.5262,1.4719,-,1.,0.0000,0.0000,0.0000
+SW_30,-1.0086,-0.5012,5.8007,1.2333,-0.4923,-,0.0000,0.0000,0.0000
+SW_60,-19.2794,-16.2379,-10.2582,-14.5193,-20.0035,-25.9152,-,0.0000,0.0000
+SW_120,-28.4464,-23.943,-18.24,-22.2571,-29.9409,-40.3324,-16.994,-,0.0000
+sFC,-26.007,-21.5824,-15.589,-19.8269,-27.4799,-38.7354,-12.1336,10.8412,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..c4ab386f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,7.4021e-01,1.8182e-05,8.1949e-02,6.4182e-01,3.2652e-01,1.8130e-13,2.0489e-16,9.9213e-16
+SVWP,7.4021e-01,,9.3913e-05,1.8116e-01,9.3615e-01,6.2230e-01,3.3957e-12,4.2239e-15,2.5771e-14
+DCC_joint,1.8182e-05,9.3913e-05,,2.0906e-03,3.0163e-05,1.6993e-05,6.0246e-09,4.6948e-13,6.7552e-12
+SW_cross_validated,8.1949e-02,1.8116e-01,2.0906e-03,,1.5833e-01,2.3331e-01,2.2203e-11,1.5092e-14,1.1192e-13
+SW_15,6.4182e-01,9.3615e-01,3.0163e-05,1.5833e-01,,6.2845e-01,9.6029e-14,8.3009e-17,3.7669e-16
+SW_30,3.2652e-01,6.2230e-01,1.6993e-05,2.3331e-01,6.2845e-01,,1.0557e-15,4.1985e-19,8.6199e-19
+SW_60,1.8130e-13,3.3957e-12,6.0246e-09,2.2203e-11,9.6029e-14,1.0557e-15,,1.5699e-12,4.2218e-10
+SW_120,2.0489e-16,4.2239e-15,4.6948e-13,1.5092e-14,8.3009e-17,4.1985e-19,1.5699e-12,,2.5411e-09
+sFC,9.9213e-16,2.5771e-14,6.7552e-12,1.1192e-13,3.7669e-16,8.6199e-19,4.2218e-10,2.5411e-09,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..6d1f4ae1
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.59,-0.61,1.64,5.43,2.60,2.55,1.91,-1.44
+SVWP,-0.59,,-0.18,2.24,6.05,3.01,3.12,2.31,-1.13
+DCC_joint,-0.61,-0.18,,2.07,5.69,2.90,2.91,2.24,-0.65
+SW_cross_validated,1.64,2.24,2.07,,3.79,1.33,0.96,0.63,-2.83
+SW_15,5.43,6.05,5.69,3.79,,-1.96,-2.77,-2.67,-6.44
+SW_30,2.60,3.01,2.90,1.33,-1.96,,-0.50,-0.62,-3.41
+SW_60,2.55,3.12,2.91,0.96,-2.77,-0.50,,-0.19,-3.62
+SW_120,1.91,2.31,2.24,0.63,-2.67,-0.62,-0.19,,-2.74
+sFC,-1.44,-1.13,-0.65,-2.83,-6.44,-3.41,-3.62,-2.74,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..d127b012
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.26,0.27,0.73,2.43,1.16,1.14,0.85,0.64
+SVWP,0.26,,0.08,1.00,2.70,1.35,1.39,1.03,0.51
+DCC_joint,0.27,0.08,,0.93,2.55,1.30,1.30,1.00,0.29
+SW_cross_validated,0.73,1.00,0.93,,1.70,0.59,0.43,0.28,1.27
+SW_15,2.43,2.70,2.55,1.70,,0.88,1.24,1.20,2.88
+SW_30,1.16,1.35,1.30,0.59,0.88,,0.22,0.28,1.53
+SW_60,1.14,1.39,1.30,0.43,1.24,0.22,,0.09,1.62
+SW_120,0.85,1.03,1.00,0.28,1.20,0.28,0.09,,1.23
+sFC,0.64,0.51,0.29,1.27,2.88,1.53,1.62,1.23,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..e448c03e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0013,0.6476,0.7244,1.,1.
+SVWP,0.5854,-,1.,1.,0.0004,0.2712,0.2143,1.,1.
+DCC_joint,0.6117,0.1756,-,1.,0.0008,0.3405,0.3351,1.,1.
+SW_cross_validated,-1.641,-2.237,-2.0698,-,0.0481,1.,1.,1.,0.3993
+SW_15,-5.4338,-6.0451,-5.6946,-3.7917,-,1.,0.4577,0.5568,0.0002
+SW_30,-2.6029,-3.0092,-2.9042,-1.3279,1.9584,-,1.,1.,0.1115
+SW_60,-2.5495,-3.1171,-2.9116,-0.9621,2.7666,0.4997,-,1.,0.0702
+SW_120,-1.9076,-2.3074,-2.2354,-0.6307,2.6745,0.6242,0.1922,-,0.4831
+sFC,1.4403,1.132,0.6507,2.8304,6.4383,3.4133,3.622,2.7413,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..4fe2557d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,5.6553e-01,5.4839e-01,1.1815e-01,3.6665e-05,1.7989e-02,2.0122e-02,7.2529e-02,1.6694e-01
+SVWP,5.6553e-01,,8.6259e-01,3.8177e-02,1.0277e-05,7.5326e-03,5.9521e-03,3.3130e-02,2.7251e-01
+DCC_joint,5.4839e-01,8.6259e-01,,5.3136e-02,2.1191e-05,9.4588e-03,9.3097e-03,3.8301e-02,5.2343e-01
+SW_cross_validated,1.1815e-01,3.8177e-02,5.3136e-02,,1.3358e-03,2.0080e-01,3.4876e-01,5.3618e-01,1.1090e-02
+SW_15,3.6665e-05,1.0277e-05,2.1191e-05,1.3358e-03,,6.5871e-02,1.2713e-02,1.5466e-02,4.6507e-06
+SW_30,1.7989e-02,7.5326e-03,9.4588e-03,2.0080e-01,6.5871e-02,,6.2332e-01,5.4031e-01,3.0986e-03
+SW_60,2.0122e-02,5.9521e-03,9.3097e-03,3.4876e-01,1.2713e-02,6.2332e-01,,8.4973e-01,1.9494e-03
+SW_120,7.2529e-02,3.3130e-02,3.8301e-02,5.3618e-01,1.5466e-02,5.4031e-01,8.4973e-01,,1.3419e-02
+sFC,1.6694e-01,2.7251e-01,5.2343e-01,1.1090e-02,4.6507e-06,3.0986e-03,1.9494e-03,1.3419e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..fdb95e73
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.36,5.71,-1.01,3.05,0.18,0.07,5.07,59.85
+SVWP,0.36,,5.54,-1.36,2.83,-0.12,-0.29,4.87,62.49
+DCC_joint,5.71,5.54,,-6.04,-1.21,-4.58,-5.66,-0.97,58.15
+SW_cross_validated,-1.01,-1.36,-6.04,,3.65,1.05,1.07,5.46,51.36
+SW_15,3.05,2.83,-1.21,3.65,,-2.60,-3.01,0.57,39.49
+SW_30,0.18,-0.12,-4.58,1.05,-2.60,,-0.12,3.98,47.38
+SW_60,0.07,-0.29,-5.66,1.07,-3.01,-0.12,,5.01,60.06
+SW_120,5.07,4.87,-0.97,5.46,0.57,3.98,5.01,,63.78
+sFC,59.85,62.49,58.15,51.36,39.49,47.38,60.06,63.78,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..e99d80d1
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.16,2.55,0.45,1.36,0.08,0.03,2.27,26.77
+SVWP,0.16,,2.48,0.61,1.27,0.06,0.13,2.18,27.95
+DCC_joint,2.55,2.48,,2.70,0.54,2.05,2.53,0.43,26.01
+SW_cross_validated,0.45,0.61,2.70,,1.63,0.47,0.48,2.44,22.97
+SW_15,1.36,1.27,0.54,1.63,,1.16,1.34,0.25,17.66
+SW_30,0.08,0.06,2.05,0.47,1.16,,0.05,1.78,21.19
+SW_60,0.03,0.13,2.53,0.48,1.34,0.05,,2.24,26.86
+SW_120,2.27,2.18,0.43,2.44,0.25,1.78,2.24,,28.52
+sFC,26.77,27.95,26.01,22.97,17.66,21.19,26.86,28.52,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..587b1c39
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0007,1.,0.2472,1.,1.,0.0029,0.0000
+SVWP,-0.3616,-,0.0010,1.,0.3964,1.,1.,0.0044,0.0000
+DCC_joint,-5.711,-5.5425,-,0.0004,1.,0.0083,0.0008,1.,0.0000
+SW_cross_validated,1.013,1.3563,6.0379,-,0.0663,1.,1.,0.0012,0.0000
+SW_15,-3.0517,-2.8337,1.2148,-3.6476,-,0.6557,0.2733,1.,0.0000
+SW_30,-0.1755,0.1243,4.5848,-1.0476,2.597,-,1.,0.0314,0.0000
+SW_60,-0.0665,0.2941,5.6612,-1.0743,3.0057,0.1195,-,0.0032,0.0000
+SW_120,-5.0669,-4.874,0.9722,-5.4637,-0.566,-3.9825,-5.0132,-,0.0000
+sFC,-59.8534,-62.4933,-58.1543,-51.3606,-39.4902,-47.3765,-60.062,-63.7753,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..8c96dadd
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,7.2185e-01,2.0476e-05,3.2446e-01,6.8666e-03,8.6263e-01,9.4770e-01,8.0351e-05,3.6268e-22
+SVWP,7.2185e-01,,2.9146e-05,1.9177e-01,1.1011e-02,9.0242e-01,7.7205e-01,1.2204e-04,1.6736e-22
+DCC_joint,2.0476e-05,2.9146e-05,,1.0430e-05,2.4015e-01,2.2980e-04,2.2720e-05,3.4381e-01,6.0749e-22
+SW_cross_validated,3.2446e-01,1.9177e-01,1.0430e-05,,1.8416e-03,3.0870e-01,2.9687e-01,3.4420e-05,5.6122e-21
+SW_15,6.8666e-03,1.1011e-02,2.4015e-01,1.8416e-03,,1.8213e-02,7.5907e-03,5.7835e-01,6.1138e-19
+SW_30,8.6263e-01,9.0242e-01,2.2980e-04,3.0870e-01,1.8213e-02,,9.0619e-01,8.7317e-04,2.3765e-20
+SW_60,9.4770e-01,7.7205e-01,2.2720e-05,2.9687e-01,7.5907e-03,9.0619e-01,,9.0228e-05,3.4076e-22
+SW_120,8.0351e-05,1.2204e-04,3.4381e-01,3.4420e-05,5.7835e-01,8.7317e-04,9.0228e-05,,1.1630e-22
+sFC,3.6268e-22,1.6736e-22,6.0749e-22,5.6122e-21,6.1138e-19,2.3765e-20,3.4076e-22,1.1630e-22,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..17016073
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.98,-1.86,-1.38,-3.28,-4.21,0.86,1.15,1.08
+SVWP,0.98,,-3.73,-2.29,-5.12,-6.54,-0.39,0.07,-0.13
+DCC_joint,-1.86,-3.73,,-0.22,-2.46,-4.17,5.46,4.91,6.30
+SW_cross_validated,-1.38,-2.29,-0.22,,-1.07,-1.64,2.32,2.49,2.50
+SW_15,-3.28,-5.12,-2.46,-1.07,,-0.91,6.56,6.19,7.11
+SW_30,-4.21,-6.54,-4.17,-1.64,-0.91,,9.52,8.33,10.49
+SW_60,0.86,-0.39,5.46,2.32,6.56,9.52,,0.63,0.50
+SW_120,1.15,0.07,4.91,2.49,6.19,8.33,0.63,,-0.30
+sFC,1.08,-0.13,6.30,2.50,7.11,10.49,0.50,-0.30,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..b910e2b1
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.44,0.83,0.62,1.47,1.88,0.38,0.51,0.49
+SVWP,0.44,,1.67,1.02,2.29,2.92,0.17,0.03,0.06
+DCC_joint,0.83,1.67,,0.10,1.10,1.87,2.44,2.19,2.82
+SW_cross_validated,0.62,1.02,0.10,,0.48,0.73,1.04,1.12,1.12
+SW_15,1.47,2.29,1.10,0.48,,0.41,2.93,2.77,3.18
+SW_30,1.88,2.92,1.87,0.73,0.41,,4.26,3.73,4.69
+SW_60,0.38,0.17,2.44,1.04,2.93,4.26,,0.28,0.23
+SW_120,0.51,0.03,2.19,1.12,2.77,3.73,0.28,,0.13
+sFC,0.49,0.06,2.82,1.12,3.18,4.69,0.23,0.13,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..8e51f0dd
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.1489,0.0191,1.,1.,1.
+SVWP,-0.9792,-,0.0553,1.,0.0026,0.0001,1.,1.,1.
+DCC_joint,1.8575,3.7291,-,1.,0.8699,0.0206,0.0012,0.0041,0.0002
+SW_cross_validated,1.3803,2.2887,0.2177,-,1.,1.,1.,0.8123,0.8049
+SW_15,3.2828,5.1229,2.4615,1.0694,-,1.,0.0001,0.0003,0.0000
+SW_30,4.2076,6.5388,4.173,1.6373,0.9115,-,0.0000,0.0000,0.0000
+SW_60,-0.8597,0.3906,-5.4612,-2.3181,-6.5603,-9.5186,-,1.,1.
+SW_120,-1.1495,-0.0748,-4.9069,-2.4945,-6.1907,-8.3312,-0.6295,-,1.
+sFC,-1.0846,0.1334,-6.3019,-2.4989,-7.1086,-10.4874,-0.5048,0.2978,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..861cfca7
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,3.4047e-01,7.9673e-02,1.8439e-01,4.1354e-03,5.2921e-04,4.0128e-01,2.6541e-01,2.9241e-01
+SVWP,3.4047e-01,,1.5357e-03,3.4403e-02,7.1207e-05,3.8104e-06,7.0071e-01,9.4116e-01,8.9538e-01
+DCC_joint,7.9673e-02,1.5357e-03,,8.3013e-01,2.4163e-02,5.7145e-04,3.4597e-05,1.1362e-04,6.1093e-06
+SW_cross_validated,1.8439e-01,3.4403e-02,8.3013e-01,,2.9900e-01,1.1892e-01,3.2420e-02,2.2563e-02,2.2360e-02
+SW_15,4.1354e-03,7.1207e-05,2.4163e-02,2.9900e-01,,3.7410e-01,3.6519e-06,7.6436e-06,1.2629e-06
+SW_30,5.2921e-04,3.8104e-06,5.7145e-04,1.1892e-01,3.7410e-01,,1.8977e-08,1.3688e-07,4.2730e-09
+SW_60,4.0128e-01,7.0071e-01,3.4597e-05,3.2420e-02,3.6519e-06,1.8977e-08,,5.3691e-01,6.1982e-01
+SW_120,2.6541e-01,9.4116e-01,1.1362e-04,2.2563e-02,7.6436e-06,1.3688e-07,5.3691e-01,,7.6925e-01
+sFC,2.9241e-01,8.9538e-01,6.1093e-06,2.2360e-02,1.2629e-06,4.2730e-09,6.1982e-01,7.6925e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..6e8e6917
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.46,-1.36,3.71,8.55,4.46,3.63,3.82,-3.35
+SVWP,-0.46,,-0.97,4.45,9.60,4.95,4.30,4.58,-3.15
+DCC_joint,-1.36,-0.97,,5.52,10.81,5.66,5.28,5.68,-2.23
+SW_cross_validated,3.71,4.45,5.52,,4.98,1.79,0.12,0.06,-7.79
+SW_15,8.55,9.60,10.81,4.98,,-1.88,-4.60,-4.99,-13.30
+SW_30,4.46,4.95,5.66,1.79,-1.88,,-1.64,-1.76,-7.10
+SW_60,3.63,4.30,5.28,0.12,-4.60,-1.64,,-0.07,-7.36
+SW_120,3.82,4.58,5.68,0.06,-4.99,-1.76,-0.07,,-8.01
+sFC,-3.35,-3.15,-2.23,-7.79,-13.30,-7.10,-7.36,-8.01,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..0805f1b2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.21,0.61,1.66,3.82,2.00,1.62,1.71,1.50
+SVWP,0.21,,0.43,1.99,4.29,2.22,1.92,2.05,1.41
+DCC_joint,0.61,0.43,,2.47,4.84,2.53,2.36,2.54,1.00
+SW_cross_validated,1.66,1.99,2.47,,2.23,0.80,0.05,0.03,3.48
+SW_15,3.82,4.29,4.84,2.23,,0.84,2.06,2.23,5.95
+SW_30,2.00,2.22,2.53,0.80,0.84,,0.74,0.79,3.17
+SW_60,1.62,1.92,2.36,0.05,2.06,0.74,,0.03,3.29
+SW_120,1.71,2.05,2.54,0.03,2.23,0.79,0.03,,3.58
+sFC,1.50,1.41,1.00,3.48,5.95,3.17,3.29,3.58,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..3bf0c6ee
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.0581,0.0000,0.0108,0.0695,0.0456,0.1284
+SVWP,0.4595,-,1.,0.0112,0.0000,0.0037,0.0155,0.0083,0.1996
+DCC_joint,1.3633,0.9694,-,0.0011,0.0000,0.0008,0.0018,0.0008,1.
+SW_cross_validated,-3.7065,-4.4475,-5.5156,-,0.0035,1.,1.,1.,0.0000
+SW_15,-8.5476,-9.5989,-10.8137,-4.9796,-,1.,0.0079,0.0034,0.0000
+SW_30,-4.4642,-4.9546,-5.6596,-1.7869,1.8789,-,1.,1.,0.0000
+SW_60,-3.6265,-4.3018,-5.2844,-0.1205,4.6033,1.6447,-,1.,0.0000
+SW_120,-3.8155,-4.5811,-5.6764,-0.0576,4.9907,1.7588,0.0677,-,0.0000
+sFC,3.3497,3.1494,2.2298,7.7896,13.3039,7.0952,7.356,8.013,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..28ceee5f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,6.5140e-01,1.8960e-01,1.6151e-03,9.4262e-08,2.9980e-04,1.9298e-03,1.2669e-03,3.5671e-03
+SVWP,6.5140e-01,,3.4520e-01,3.1105e-04,1.6706e-08,1.0244e-04,4.2942e-04,2.3166e-04,5.5455e-03
+DCC_joint,1.8960e-01,3.4520e-01,,3.0843e-05,2.6446e-09,2.2798e-05,5.0376e-05,2.2011e-05,3.8732e-02
+SW_cross_validated,1.6151e-03,3.1105e-04,3.0843e-05,,9.7038e-05,9.0804e-02,9.0542e-01,9.5472e-01,3.5743e-07
+SW_15,9.4262e-08,1.6706e-08,2.6446e-09,9.7038e-05,,7.6546e-02,2.2066e-04,9.4734e-05,9.4275e-11
+SW_30,2.9980e-04,1.0244e-04,2.2798e-05,9.0804e-02,7.6546e-02,,1.1737e-01,9.5605e-02,1.2956e-06
+SW_60,1.9298e-03,4.2942e-04,5.0376e-05,9.0542e-01,2.2066e-04,1.1737e-01,,9.4678e-01,7.9272e-07
+SW_120,1.2669e-03,2.3166e-04,2.2011e-05,9.5472e-01,9.4734e-05,9.5605e-02,9.4678e-01,,2.3948e-07
+sFC,3.5671e-03,5.5455e-03,3.8732e-02,3.5743e-07,9.4275e-11,1.2956e-06,7.9272e-07,2.3948e-07,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..ed84147c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.77,1.24,4.36,11.41,7.57,4.42,3.22,1.50
+SVWP,-0.77,,2.39,5.82,17.58,10.98,6.30,4.19,3.15
+DCC_joint,1.24,2.39,,3.37,10.48,6.50,3.32,2.33,0.07
+SW_cross_validated,4.36,5.82,3.37,,4.76,1.93,-0.42,-0.55,-3.69
+SW_15,11.41,17.58,10.48,4.76,,-3.69,-6.17,-4.65,-13.10
+SW_30,7.57,10.98,6.50,1.93,-3.69,,-2.73,-2.27,-7.71
+SW_60,4.42,6.30,3.32,-0.42,-6.17,-2.73,,-0.22,-3.75
+SW_120,3.22,4.19,2.33,-0.55,-4.65,-2.27,-0.22,,-2.46
+sFC,1.50,3.15,0.07,-3.69,-13.10,-7.71,-3.75,-2.46,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..1cb72183
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.34,0.56,1.95,5.10,3.38,1.98,1.44,0.67
+SVWP,0.34,,1.07,2.60,7.86,4.91,2.82,1.87,1.41
+DCC_joint,0.56,1.07,,1.51,4.69,2.91,1.49,1.04,0.03
+SW_cross_validated,1.95,2.60,1.51,,2.13,0.86,0.19,0.24,1.65
+SW_15,5.10,7.86,4.69,2.13,,1.65,2.76,2.08,5.86
+SW_30,3.38,4.91,2.91,0.86,1.65,,1.22,1.02,3.45
+SW_60,1.98,2.82,1.49,0.19,2.76,1.22,,0.10,1.68
+SW_120,1.44,1.87,1.04,0.24,2.08,1.02,0.10,,1.10
+sFC,0.67,1.41,0.03,1.65,5.86,3.45,1.68,1.10,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..77343a27
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.0136,0.0000,0.0000,0.0119,0.1707,1.
+SVWP,0.7683,-,1.,0.0006,0.0000,0.0000,0.0002,0.0198,0.1976
+DCC_joint,-1.2429,-2.3869,-,0.1227,0.0000,0.0001,0.1367,1.,1.
+SW_cross_validated,-4.3595,-5.8166,-3.3703,-,0.0056,1.,1.,1.,0.0602
+SW_15,-11.4129,-17.584,-10.4787,-4.7597,-,0.061,0.0003,0.0072,0.0000
+SW_30,-7.5666,-10.9804,-6.5042,-1.9264,3.6853,-,0.4916,1.,0.0000
+SW_60,-4.4193,-6.2999,-3.3214,0.4209,6.1695,2.7331,-,1.,0.0523
+SW_120,-3.2207,-4.1908,-2.3251,0.5472,4.6455,2.27,0.2219,-,0.8670
+sFC,-1.4988,-3.154,-0.0748,3.6906,13.1042,7.7086,3.7542,2.4631,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..f42809bf
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,4.5228e-01,2.2984e-01,3.7787e-04,1.1267e-09,5.3670e-07,3.3106e-04,4.7414e-03,1.5126e-01
+SVWP,4.5228e-01,,2.8175e-02,1.6443e-05,8.7794e-13,2.0785e-09,6.1335e-06,5.4931e-04,5.4898e-03
+DCC_joint,2.2984e-01,2.8175e-02,,3.4086e-03,4.3284e-09,4.0809e-06,3.7979e-03,3.1961e-02,9.4117e-01
+SW_cross_validated,3.7787e-04,1.6443e-05,3.4086e-03,,1.5659e-04,6.9992e-02,6.7881e-01,5.9095e-01,1.6733e-03
+SW_15,1.1267e-09,8.7794e-13,4.3284e-09,1.5659e-04,,1.6933e-03,7.9802e-06,2.0111e-04,1.2081e-10
+SW_30,5.3670e-07,2.0785e-09,4.0809e-06,6.9992e-02,1.6933e-03,,1.3657e-02,3.5729e-02,4.1400e-07
+SW_60,3.3106e-04,6.1335e-06,3.7979e-03,6.7881e-01,7.9802e-06,1.3657e-02,,8.2689e-01,1.4522e-03
+SW_120,4.7414e-03,5.4931e-04,3.1961e-02,5.9095e-01,2.0111e-04,3.5729e-02,8.2689e-01,,2.4084e-02
+sFC,1.5126e-01,5.4898e-03,9.4117e-01,1.6733e-03,1.2081e-10,4.1400e-07,1.4522e-03,2.4084e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..db44cfbf
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.05,2.60,0.95,3.48,1.16,0.22,5.63,20.42
+SVWP,-0.05,,2.56,0.98,3.43,1.18,0.27,5.49,19.54
+DCC_joint,2.60,2.56,,-2.08,1.56,-1.87,-3.38,4.51,32.07
+SW_cross_validated,0.95,0.98,-2.08,,3.16,0.24,-1.00,6.02,28.26
+SW_15,3.48,3.43,1.56,3.16,,-3.00,-4.24,2.09,20.10
+SW_30,1.16,1.18,-1.87,0.24,-3.00,,-1.28,5.92,29.19
+SW_60,0.22,0.27,-3.38,-1.00,-4.24,-1.28,,7.57,33.64
+SW_120,5.63,5.49,4.51,6.02,2.09,5.92,7.57,,23.98
+sFC,20.42,19.54,32.07,28.26,20.10,29.19,33.64,23.98,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..72826b11
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.02,1.16,0.43,1.56,0.52,0.10,2.52,9.13
+SVWP,0.02,,1.15,0.44,1.54,0.53,0.12,2.45,8.74
+DCC_joint,1.16,1.15,,0.93,0.70,0.84,1.51,2.02,14.34
+SW_cross_validated,0.43,0.44,0.93,,1.41,0.11,0.45,2.69,12.64
+SW_15,1.56,1.54,0.70,1.41,,1.34,1.89,0.93,8.99
+SW_30,0.52,0.53,0.84,0.11,1.34,,0.57,2.65,13.05
+SW_60,0.10,0.12,1.51,0.45,1.89,0.57,,3.38,15.04
+SW_120,2.52,2.45,2.02,2.69,0.93,2.65,3.38,,10.72
+sFC,9.13,8.74,14.34,12.64,8.99,13.05,15.04,10.72,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..5c70868e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.6572,1.,0.0963,1.,1.,0.0009,0.0000
+SVWP,0.0528,-,0.7027,1.,0.1066,1.,1.,0.0012,0.0000
+DCC_joint,-2.5959,-2.564,-,1.,1.,1.,0.1209,0.0097,0.0000
+SW_cross_validated,-0.9542,-0.9839,2.0797,-,0.1964,1.,1.,0.0004,0.0000
+SW_15,-3.4794,-3.4339,-1.5641,-3.1569,-,0.2780,0.0179,1.,0.0000
+SW_30,-1.1553,-1.1781,1.8711,-0.2392,2.9977,-,1.,0.0005,0.0000
+SW_60,-0.2173,-0.2731,3.3769,1.0019,4.2355,1.2829,-,0.0000,0.0000
+SW_120,-5.6252,-5.4857,-4.5131,-6.0166,-2.0898,-5.9159,-7.5675,-,0.0000
+sFC,-20.4177,-19.5394,-32.0681,-28.2601,-20.1012,-29.1885,-33.6414,-23.9758,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..5201ea09
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.5848e-01,1.8254e-02,3.5260e-01,2.6761e-03,2.6306e-01,8.3040e-01,2.4500e-05,6.7397e-14
+SVWP,9.5848e-01,,1.9519e-02,3.3821e-01,2.9609e-03,2.5411e-01,7.8788e-01,3.2855e-05,1.4396e-13
+DCC_joint,1.8254e-02,1.9519e-02,,5.2118e-02,1.3521e-01,7.7681e-02,3.3588e-03,2.6910e-04,2.4659e-17
+SW_cross_validated,3.5260e-01,3.3821e-01,5.2118e-02,,5.4546e-03,8.1366e-01,3.2969e-01,1.0894e-05,2.3006e-16
+SW_15,2.6761e-03,2.9609e-03,1.3521e-01,5.4546e-03,,7.7231e-03,4.9746e-04,5.1100e-02,8.8286e-14
+SW_30,2.6306e-01,2.5411e-01,7.7681e-02,8.1366e-01,7.7231e-03,,2.1579e-01,1.3395e-05,1.3010e-16
+SW_60,8.3040e-01,7.8788e-01,3.3588e-03,3.2969e-01,4.9746e-04,2.1579e-01,,5.3586e-07,1.0553e-17
+SW_120,2.4500e-05,3.2855e-05,2.6910e-04,1.0894e-05,5.1100e-02,1.3395e-05,5.3586e-07,,4.1241e-15
+sFC,6.7397e-14,1.4396e-13,2.4659e-17,2.3006e-16,8.8286e-14,1.3010e-16,1.0553e-17,4.1241e-15,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..02514d27
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.56,3.61,1.08,0.47,0.79,15.49,21.19,20.27
+SVWP,0.56,,2.84,0.45,-0.21,0.04,13.52,19.01,17.83
+DCC_joint,3.61,2.84,,-2.57,-3.89,-3.90,12.01,18.42,17.30
+SW_cross_validated,1.08,0.45,-2.57,,-0.80,-0.57,14.68,20.61,19.69
+SW_15,0.47,-0.21,-3.89,-0.80,,0.39,22.31,28.56,30.44
+SW_30,0.79,0.04,-3.90,-0.57,0.39,,27.63,33.12,39.41
+SW_60,15.49,13.52,12.01,14.68,22.31,27.63,,13.83,16.08
+SW_120,21.19,19.01,18.42,20.61,28.56,33.12,13.83,,-6.39
+sFC,20.27,17.83,17.30,19.69,30.44,39.41,16.08,-6.39,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..f571bb04
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.25,1.61,0.48,0.21,0.35,6.93,9.48,9.07
+SVWP,0.25,,1.27,0.20,0.09,0.02,6.05,8.50,7.97
+DCC_joint,1.61,1.27,,1.15,1.74,1.74,5.37,8.24,7.74
+SW_cross_validated,0.48,0.20,1.15,,0.36,0.25,6.57,9.22,8.80
+SW_15,0.21,0.09,1.74,0.36,,0.17,9.98,12.77,13.61
+SW_30,0.35,0.02,1.74,0.25,0.17,,12.35,14.81,17.63
+SW_60,6.93,6.05,5.37,6.57,9.98,12.35,,6.19,7.19
+SW_120,9.48,8.50,8.24,9.22,12.77,14.81,6.19,,2.86
+sFC,9.07,7.97,7.74,8.80,13.61,17.63,7.19,2.86,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..e603d0b8
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0721,1.,1.,1.,0.0000,0.0000,0.0000
+SVWP,-0.56,-,0.3886,1.,1.,1.,0.0000,0.0000,0.0000
+DCC_joint,-3.6099,-2.8429,-,0.7002,0.0388,0.0376,0.0000,0.0000,0.0000
+SW_cross_validated,-1.0751,-0.453,2.5657,-,1.,1.,0.0000,0.0000,0.0000
+SW_15,-0.4728,0.2108,3.8879,0.803,-,1.,0.0000,0.0000,0.0000
+SW_30,-0.7892,-0.0399,3.9016,0.5693,-0.3911,-,0.0000,0.0000,0.0000
+SW_60,-15.492,-13.5184,-12.0145,-14.682,-22.3085,-27.6261,-,0.0000,0.0000
+SW_120,-21.1875,-19.0127,-18.4224,-20.6108,-28.5611,-33.1203,-13.8313,-,0.0002
+sFC,-20.2732,-17.8262,-17.3042,-19.6864,-30.4427,-39.4118,-16.0824,6.3889,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..eea21ca6
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,5.8236e-01,2.0028e-03,2.9652e-01,6.4207e-01,4.4027e-01,7.5023e-12,3.5506e-14,7.6196e-14
+SVWP,5.8236e-01,,1.0795e-02,6.5597e-01,8.3539e-01,9.6859e-01,7.2471e-11,2.3040e-13,6.9512e-13
+DCC_joint,2.0028e-03,1.0795e-02,,1.9449e-02,1.0782e-03,1.0458e-03,4.9497e-10,3.9588e-13,1.1540e-12
+SW_cross_validated,2.9652e-01,6.5597e-01,1.9449e-02,,4.3243e-01,5.7622e-01,1.8439e-11,5.7269e-14,1.2652e-13
+SW_15,6.4207e-01,8.3539e-01,1.0782e-03,4.3243e-01,,7.0031e-01,1.4499e-14,1.9086e-16,6.1889e-17
+SW_30,4.4027e-01,9.6859e-01,1.0458e-03,5.7622e-01,7.0031e-01,,3.4310e-16,1.3919e-17,6.3338e-19
+SW_60,7.5023e-12,7.2471e-11,4.9497e-10,1.8439e-11,1.4499e-14,3.4310e-16,,4.9683e-11,3.9952e-12
+SW_120,3.5506e-14,2.3040e-13,3.9588e-13,5.7269e-14,1.9086e-16,1.3919e-17,4.9683e-11,,5.1321e-06
+sFC,7.6196e-14,6.9512e-13,1.1540e-12,1.2652e-13,6.1889e-17,6.3338e-19,3.9952e-12,5.1321e-06,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..8204a06f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.62,-1.45,2.19,2.99,2.10,2.99,2.39,-1.71
+SVWP,-0.62,,-1.36,3.36,3.68,2.84,4.53,3.35,-1.88
+DCC_joint,-1.45,-1.36,,3.98,4.12,3.36,5.11,3.91,-0.27
+SW_cross_validated,2.19,3.36,3.98,,1.43,0.33,0.67,0.42,-4.35
+SW_15,2.99,3.68,4.12,1.43,,-1.01,-0.98,-1.03,-4.31
+SW_30,2.10,2.84,3.36,0.33,-1.01,,0.20,0.05,-3.58
+SW_60,2.99,4.53,5.11,0.67,-0.98,0.20,,-0.17,-5.58
+SW_120,2.39,3.35,3.91,0.42,-1.03,0.05,-0.17,,-4.20
+sFC,-1.71,-1.88,-0.27,-4.35,-4.31,-3.58,-5.58,-4.20,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..83c47db5
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.28,0.65,0.98,1.34,0.94,1.34,1.07,0.77
+SVWP,0.28,,0.61,1.50,1.65,1.27,2.03,1.50,0.84
+DCC_joint,0.65,0.61,,1.78,1.84,1.50,2.28,1.75,0.12
+SW_cross_validated,0.98,1.50,1.78,,0.64,0.15,0.30,0.19,1.94
+SW_15,1.34,1.65,1.84,0.64,,0.45,0.44,0.46,1.93
+SW_30,0.94,1.27,1.50,0.15,0.45,,0.09,0.02,1.60
+SW_60,1.34,2.03,2.28,0.30,0.44,0.09,,0.08,2.49
+SW_120,1.07,1.50,1.75,0.19,0.46,0.02,0.08,,1.88
+sFC,0.77,0.84,0.12,1.94,1.93,1.60,2.49,1.88,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..d9ca959f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.2802,1.,0.2820,1.,1.
+SVWP,0.6242,-,1.,0.1263,0.0613,0.3928,0.0093,0.1282,1.
+DCC_joint,1.4472,1.357,-,0.0315,0.0231,0.1252,0.0026,0.0368,1.
+SW_cross_validated,-2.1889,-3.3574,-3.9819,-,1.,1.,1.,1.,0.014
+SW_15,-2.9942,-3.6825,-4.1206,-1.4261,-,1.,1.,1.,0.0153
+SW_30,-2.0955,-2.838,-3.361,-0.3266,1.0139,-,1.,1.,0.0775
+SW_60,-2.9912,-4.5337,-5.1083,-0.6732,0.9846,-0.2043,-,1.,0.001
+SW_120,-2.3866,-3.3505,-3.9119,-0.4161,1.0349,-0.0461,0.1708,-,0.0196
+sFC,1.711,1.8811,0.2699,4.3469,4.3069,3.5776,5.5779,4.1958,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..f28052a4
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,5.4034e-01,1.6503e-01,4.2026e-02,7.7833e-03,5.0533e-02,7.8339e-03,2.8193e-02,1.0425e-01
+SVWP,5.4034e-01,,1.9155e-01,3.5070e-03,1.7038e-03,1.0910e-02,2.5714e-04,3.5609e-03,7.6238e-02
+DCC_joint,1.6503e-01,1.9155e-01,,8.7442e-04,6.4213e-04,3.4789e-03,7.3487e-05,1.0219e-03,7.9027e-01
+SW_cross_validated,4.2026e-02,3.5070e-03,8.7442e-04,,1.7094e-01,7.4773e-01,5.0935e-01,6.8224e-01,3.8855e-04
+SW_15,7.7833e-03,1.7038e-03,6.4213e-04,1.7094e-01,,3.2408e-01,3.3788e-01,3.1443e-01,4.2451e-04
+SW_30,5.0533e-02,1.0910e-02,3.4789e-03,7.4773e-01,3.2408e-01,,8.4038e-01,9.6371e-01,2.1519e-03
+SW_60,7.8339e-03,2.5714e-04,7.3487e-05,5.0935e-01,3.3788e-01,8.4038e-01,,8.6632e-01,2.7058e-05
+SW_120,2.8193e-02,3.5609e-03,1.0219e-03,6.8224e-01,3.1443e-01,9.6371e-01,8.6632e-01,,5.4322e-04
+sFC,1.0425e-01,7.6238e-02,7.9027e-01,3.8855e-04,4.2451e-04,2.1519e-03,2.7058e-05,5.4322e-04,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..2a964d74
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.26,0.84,1.94,4.25,1.78,1.14,3.60,30.97
+SVWP,-0.26,,1.21,2.30,4.80,2.22,1.52,4.01,34.35
+DCC_joint,0.84,1.21,,1.45,4.31,1.21,0.40,3.41,43.65
+SW_cross_validated,1.94,2.30,1.45,,2.20,-0.49,-1.09,1.78,29.49
+SW_15,4.25,4.80,4.31,2.20,,-3.24,-3.80,-0.15,31.94
+SW_30,1.78,2.22,1.21,-0.49,-3.24,,-0.76,2.51,42.56
+SW_60,1.14,1.52,0.40,-1.09,-3.80,-0.76,,3.02,40.45
+SW_120,3.60,4.01,3.41,1.78,-0.15,2.51,3.02,,24.81
+sFC,30.97,34.35,43.65,29.49,31.94,42.56,40.45,24.81,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..7850cbea
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.12,0.38,0.87,1.90,0.80,0.51,1.61,13.85
+SVWP,0.12,,0.54,1.03,2.15,0.99,0.68,1.80,15.36
+DCC_joint,0.38,0.54,,0.65,1.93,0.54,0.18,1.52,19.52
+SW_cross_validated,0.87,1.03,0.65,,0.98,0.22,0.49,0.80,13.19
+SW_15,1.90,2.15,1.93,0.98,,1.45,1.70,0.07,14.29
+SW_30,0.80,0.99,0.54,0.22,1.45,,0.34,1.12,19.03
+SW_60,0.51,0.68,0.18,0.49,1.70,0.34,,1.35,18.09
+SW_120,1.61,1.80,1.52,0.80,0.07,1.12,1.35,,11.10
+sFC,13.85,15.36,19.52,13.19,14.29,19.03,18.09,11.10,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..caf53add
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0173,1.,1.,0.0744,0.0000
+SVWP,0.2579,-,1.,1.,0.0051,1.,1.,0.0292,0.0000
+DCC_joint,-0.8393,-1.2111,-,1.,0.0153,1.,1.,0.1136,0.0000
+SW_cross_validated,-1.9358,-2.2996,-1.4476,-,1.,1.,1.,1.,0.0000
+SW_15,-4.25,-4.804,-4.3068,-2.197,-,0.1652,0.0467,1.,0.0000
+SW_30,-1.7792,-2.2208,-1.2142,0.4897,3.2355,-,1.,0.7807,0.0000
+SW_60,-1.1357,-1.5162,-0.4026,1.0867,3.8044,0.7618,-,0.2624,0.0000
+SW_120,-3.5956,-4.0149,-3.4052,-1.7796,0.1493,-2.5136,-3.0244,-,0.0000
+sFC,-30.9738,-34.3513,-43.6512,-29.494,-31.943,-42.5604,-40.4542,-24.814,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..82435333
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,7.9938e-01,4.1233e-01,6.8753e-02,4.8169e-04,9.2106e-02,2.7099e-01,2.0675e-03,4.5583e-17
+SVWP,7.9938e-01,,2.4151e-01,3.3653e-02,1.4214e-04,3.9440e-02,1.4685e-01,8.1235e-04,7.2868e-18
+DCC_joint,4.1233e-01,2.4151e-01,,1.6491e-01,4.2463e-04,2.4038e-01,6.9200e-01,3.1553e-03,1.0254e-19
+SW_cross_validated,6.8753e-02,3.3653e-02,1.6491e-01,,4.1351e-02,6.3024e-01,2.9153e-01,9.2032e-02,1.0826e-16
+SW_15,4.8169e-04,1.4214e-04,4.2463e-04,4.1351e-02,,4.5900e-03,1.2986e-03,8.8300e-01,2.6425e-17
+SW_30,9.2106e-02,3.9440e-02,2.4038e-01,6.3024e-01,4.5900e-03,,4.5605e-01,2.1687e-02,1.6103e-19
+SW_60,2.7099e-01,1.4685e-01,6.9200e-01,2.9153e-01,1.2986e-03,4.5605e-01,,7.2886e-03,3.9788e-19
+SW_120,2.0675e-03,8.1235e-04,3.1553e-03,9.2032e-02,8.8300e-01,2.1687e-02,7.2886e-03,,2.2604e-15
+sFC,4.5583e-17,7.2868e-18,1.0254e-19,1.0826e-16,2.6425e-17,1.6103e-19,3.9788e-19,2.2604e-15,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..7f670f24
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.39,-4.41,1.66,7.71,2.31,3.95,3.77,-2.28
+SVWP,0.39,,-3.34,1.00,4.94,1.19,2.25,2.03,-1.89
+DCC_joint,-4.41,-3.34,,5.07,15.54,8.38,11.28,12.05,3.98
+SW_cross_validated,1.66,1.00,5.07,,4.06,-0.02,1.10,0.84,-3.54
+SW_15,7.71,4.94,15.54,4.06,,-6.25,-4.89,-5.81,-14.34
+SW_30,2.31,1.19,8.38,-0.02,-6.25,,1.79,1.44,-6.30
+SW_60,3.95,2.25,11.28,1.10,-4.89,1.79,,-0.56,-9.51
+SW_120,3.77,2.03,12.05,0.84,-5.81,1.44,-0.56,,-10.43
+sFC,-2.28,-1.89,3.98,-3.54,-14.34,-6.30,-9.51,-10.43,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..b6e72e5c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.18,1.97,0.74,3.45,1.03,1.77,1.68,1.02
+SVWP,0.18,,1.50,0.45,2.21,0.53,1.01,0.91,0.84
+DCC_joint,1.97,1.50,,2.27,6.95,3.75,5.04,5.39,1.78
+SW_cross_validated,0.74,0.45,2.27,,1.81,0.01,0.49,0.37,1.58
+SW_15,3.45,2.21,6.95,1.81,,2.79,2.19,2.60,6.41
+SW_30,1.03,0.53,3.75,0.01,2.79,,0.80,0.64,2.82
+SW_60,1.77,1.01,5.04,0.49,2.19,0.80,,0.25,4.25
+SW_120,1.68,0.91,5.39,0.37,2.60,0.64,0.25,,4.66
+sFC,1.02,0.84,1.78,1.58,6.41,2.82,4.25,4.66,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..124b3133
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0121,1.,0.0000,1.,0.0337,0.0509,1.
+SVWP,-0.3918,-,0.1299,1.,0.0038,1.,1.,1.,1.
+DCC_joint,4.4122,3.3444,-,0.0029,0.0000,0.0000,0.0000,0.0000,0.0318
+SW_cross_validated,-1.6564,-0.9964,-5.0662,-,0.0266,1.,1.,1.,0.0847
+SW_15,-7.7066,-4.9405,-15.5421,-4.0569,-,0.0002,0.0042,0.0006,0.0000
+SW_30,-2.3133,-1.1928,-8.3795,0.0228,6.2492,-,1.,1.,0.0002
+SW_60,-3.9515,-2.251,-11.2751,-1.1029,4.8902,-1.7947,-,1.,0.0000
+SW_120,-3.766,-2.0344,-12.0483,-0.8353,5.8149,-1.4413,0.556,-,0.0000
+sFC,2.2842,1.8889,-3.9773,3.5372,14.3433,6.3025,9.5075,10.4271,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..ae7460e7
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,6.9982e-01,3.3629e-04,1.1496e-01,4.1549e-07,3.2737e-02,9.3567e-04,1.4146e-03,3.4721e-02
+SVWP,6.9982e-01,,3.6090e-03,3.3227e-01,1.0562e-04,2.4842e-01,3.7120e-02,5.6918e-02,7.5134e-02
+DCC_joint,3.3629e-04,3.6090e-03,,8.0462e-05,7.1063e-12,1.2588e-07,1.3668e-09,4.7301e-10,8.8342e-04
+SW_cross_validated,1.1496e-01,3.3227e-01,8.0462e-05,,7.3994e-04,9.8207e-01,2.8458e-01,4.1452e-01,2.3538e-03
+SW_15,4.1549e-07,1.0562e-04,7.1063e-12,7.3994e-04,,6.7923e-06,1.1781e-04,1.6502e-05,2.7197e-11
+SW_30,3.2737e-02,2.4842e-01,1.2588e-07,9.8207e-01,6.7923e-06,,8.9506e-02,1.6667e-01,6.1018e-06
+SW_60,9.3567e-04,3.7120e-02,1.3668e-09,2.8458e-01,1.1781e-04,8.9506e-02,,5.8504e-01,1.9318e-08
+SW_120,1.4146e-03,5.6918e-02,4.7301e-10,4.1452e-01,1.6502e-05,1.6667e-01,5.8504e-01,,4.6745e-09
+sFC,3.4721e-02,7.5134e-02,8.8342e-04,2.3538e-03,2.7197e-11,6.1018e-06,1.9318e-08,4.6745e-09,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..c623d48f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.44,-2.94,4.34,11.38,5.46,4.29,4.90,-6.96
+SVWP,-0.44,,-2.28,4.55,11.16,5.64,4.50,5.07,-5.84
+DCC_joint,-2.94,-2.28,,8.17,15.93,7.96,7.66,8.88,-4.19
+SW_cross_validated,4.34,4.55,8.17,,7.92,2.52,0.35,0.55,-14.05
+SW_15,11.38,11.16,15.93,7.92,,-2.86,-6.79,-7.52,-23.10
+SW_30,5.46,5.64,7.96,2.52,-2.86,,-2.15,-2.18,-11.05
+SW_60,4.29,4.50,7.66,0.35,-6.79,-2.15,,0.14,-12.44
+SW_120,4.90,5.07,8.88,0.55,-7.52,-2.18,0.14,,-15.14
+sFC,-6.96,-5.84,-4.19,-14.05,-23.10,-11.05,-12.44,-15.14,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..e73c3614
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.20,1.32,1.94,5.09,2.44,1.92,2.19,3.11
+SVWP,0.20,,1.02,2.03,4.99,2.52,2.01,2.27,2.61
+DCC_joint,1.32,1.02,,3.65,7.13,3.56,3.43,3.97,1.88
+SW_cross_validated,1.94,2.03,3.65,,3.54,1.13,0.16,0.25,6.29
+SW_15,5.09,4.99,7.13,3.54,,1.28,3.03,3.36,10.33
+SW_30,2.44,2.52,3.56,1.13,1.28,,0.96,0.98,4.94
+SW_60,1.92,2.01,3.43,0.16,3.03,0.96,,0.06,5.56
+SW_120,2.19,2.27,3.97,0.25,3.36,0.98,0.06,,6.77
+sFC,3.11,2.61,1.88,6.29,10.33,4.94,5.56,6.77,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..eb6f282a
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.3120,0.0141,0.0000,0.0012,0.016,0.0042,0.0001
+SVWP,0.443,-,1.,0.0089,0.0000,0.0009,0.0099,0.0029,0.0006
+DCC_joint,2.9446,2.2764,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0197
+SW_cross_validated,-4.3418,-4.55,-8.1708,-,0.0000,0.7664,1.,1.,0.0000
+SW_15,-11.3797,-11.1642,-15.9329,-7.9155,-,0.3765,0.0001,0.0000,0.0000
+SW_30,-5.4642,-5.635,-7.9606,-2.5225,2.8577,-,1.,1.,0.0000
+SW_60,-4.2874,-4.5028,-7.6634,-0.3484,6.7861,2.149,-,1.,0.0000
+SW_120,-4.8982,-5.0694,-8.8819,-0.5495,7.5234,2.1808,-0.1369,-,0.0000
+sFC,6.9643,5.8441,4.1928,14.0549,23.0966,11.0466,12.4373,15.136,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..2601b4c4
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,6.6304e-01,8.6680e-03,3.9293e-04,1.1801e-09,3.4383e-05,4.4330e-04,1.1578e-04,1.6635e-06
+SVWP,6.6304e-01,,3.5273e-02,2.4812e-04,1.5987e-09,2.4001e-05,2.7527e-04,7.9917e-05,1.5533e-05
+DCC_joint,8.6680e-03,3.5273e-02,,1.8116e-07,4.6772e-12,2.6289e-07,4.4954e-07,5.3589e-08,5.4694e-04
+SW_cross_validated,3.9293e-04,2.4812e-04,1.8116e-07,,2.8498e-07,2.1289e-02,7.3158e-01,5.8940e-01,3.8102e-11
+SW_15,1.1801e-09,1.5987e-09,4.6772e-12,2.8498e-07,,1.0457e-02,2.3470e-06,5.8114e-07,7.9183e-15
+SW_30,3.4383e-05,2.4001e-05,2.6289e-07,2.1289e-02,1.0457e-02,,4.5491e-02,4.2708e-02,1.8902e-09
+SW_60,4.4330e-04,2.7527e-04,4.4954e-07,7.3158e-01,2.3470e-06,4.5491e-02,,8.9263e-01,2.8300e-10
+SW_120,1.1578e-04,7.9917e-05,5.3589e-08,5.8940e-01,5.8114e-07,4.2708e-02,8.9263e-01,,1.1082e-11
+sFC,1.6635e-06,1.5533e-05,5.4694e-04,3.8102e-11,7.9183e-15,1.8902e-09,2.8300e-10,1.1082e-11,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..cd87d5f0
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.29,-2.12,4.70,12.39,7.63,4.63,4.35,-3.66
+SVWP,-0.29,,-1.96,5.44,14.41,8.91,5.56,5.10,-3.67
+DCC_joint,-2.12,-1.96,,9.69,31.01,17.97,12.25,9.68,-2.79
+SW_cross_validated,4.70,5.44,9.69,,9.24,2.98,-0.91,-0.63,-11.94
+SW_15,12.39,14.41,31.01,9.24,,-9.83,-16.27,-11.06,-37.51
+SW_30,7.63,8.91,17.97,2.98,-9.83,,-5.55,-4.02,-21.96
+SW_60,4.63,5.56,12.25,-0.91,-16.27,-5.55,,0.20,-15.79
+SW_120,4.35,5.10,9.68,-0.63,-11.06,-4.02,0.20,,-12.14
+sFC,-3.66,-3.67,-2.79,-11.94,-37.51,-21.96,-15.79,-12.14,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..833ed909
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.13,0.95,2.10,5.54,3.41,2.07,1.95,1.64
+SVWP,0.13,,0.88,2.43,6.45,3.98,2.48,2.28,1.64
+DCC_joint,0.95,0.88,,4.33,13.87,8.04,5.48,4.33,1.25
+SW_cross_validated,2.10,2.43,4.33,,4.13,1.33,0.41,0.28,5.34
+SW_15,5.54,6.45,13.87,4.13,,4.40,7.27,4.95,16.78
+SW_30,3.41,3.98,8.04,1.33,4.40,,2.48,1.80,9.82
+SW_60,2.07,2.48,5.48,0.41,7.27,2.48,,0.09,7.06
+SW_120,1.95,2.28,4.33,0.28,4.95,1.80,0.09,,5.43
+sFC,1.64,1.64,1.25,5.34,16.78,9.82,7.06,5.43,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..09578965
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.0065,0.0000,0.0000,0.0074,0.0139,0.0650
+SVWP,0.2916,-,1.,0.0013,0.0000,0.0000,0.0010,0.0027,0.0625
+DCC_joint,2.1225,1.962,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.4379
+SW_cross_validated,-4.6977,-5.4351,-9.6895,-,0.0000,0.2885,1.,1.,0.0000
+SW_15,-12.3941,-14.4143,-31.0136,-9.2406,-,0.0000,0.0000,0.0000,0.0000
+SW_30,-7.6332,-8.9072,-17.9673,-2.9808,9.8331,-,0.0010,0.0286,0.0000
+SW_60,-4.6349,-5.5552,-12.2489,0.9124,16.267,5.5472,-,1.,0.0000
+SW_120,-4.3513,-5.1025,-9.6762,0.6268,11.0618,4.0243,-0.1989,-,0.0000
+sFC,3.6563,3.6742,2.7872,11.9438,37.5139,21.9601,15.7931,12.1443,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..b2d52f27
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,7.7393e-01,4.7928e-02,1.7934e-04,2.9942e-10,4.7504e-07,2.0585e-04,3.8474e-04,1.8062e-03
+SVWP,7.7393e-01,,6.5418e-02,3.6566e-05,2.5054e-11,5.1380e-08,2.8375e-05,7.4412e-05,1.7357e-03
+DCC_joint,4.7928e-02,6.5418e-02,,1.4479e-08,4.4559e-17,6.0749e-13,3.6237e-10,1.4785e-08,1.2165e-02
+SW_cross_validated,1.7934e-04,3.6566e-05,1.4479e-08,,2.9683e-08,8.0131e-03,3.7363e-01,5.3866e-01,5.4426e-10
+SW_15,2.9942e-10,2.5054e-11,4.4559e-17,2.9683e-08,,1.1564e-08,3.2945e-12,1.8497e-09,1.5243e-18
+SW_30,4.7504e-07,5.1380e-08,6.0749e-13,8.0131e-03,1.1564e-08,,2.8862e-05,7.9567e-04,1.9064e-14
+SW_60,2.0585e-04,2.8375e-05,3.6237e-10,3.7363e-01,3.2945e-12,2.8862e-05,,8.4460e-01,5.4268e-12
+SW_120,3.8474e-04,7.4412e-05,1.4785e-08,5.3866e-01,1.8497e-09,7.9567e-04,8.4460e-01,,4.1620e-10
+sFC,1.8062e-03,1.7357e-03,1.2165e-02,5.4426e-10,1.5243e-18,1.9064e-14,5.4268e-12,4.1620e-10,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..2109df0b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.27,-1.28,1.45,7.28,3.77,1.24,5.90,17.71
+SVWP,0.27,,-1.77,1.28,7.51,3.83,1.05,6.29,20.26
+DCC_joint,-1.28,-1.77,,3.60,9.77,6.35,3.46,10.30,31.94
+SW_cross_validated,1.45,1.28,3.60,,7.02,2.95,-0.31,5.74,23.36
+SW_15,7.28,7.51,9.77,7.02,,-4.44,-7.41,-3.47,5.99
+SW_30,3.77,3.83,6.35,2.95,-4.44,,-3.34,1.90,15.98
+SW_60,1.24,1.05,3.46,-0.31,-7.41,-3.34,,6.43,26.08
+SW_120,5.90,6.29,10.30,5.74,-3.47,1.90,6.43,,20.41
+sFC,17.71,20.26,31.94,23.36,5.99,15.98,26.08,20.41,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..8f57dd66
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.12,0.57,0.65,3.26,1.69,0.56,2.64,7.92
+SVWP,0.12,,0.79,0.57,3.36,1.71,0.47,2.81,9.06
+DCC_joint,0.57,0.79,,1.61,4.37,2.84,1.55,4.61,14.28
+SW_cross_validated,0.65,0.57,1.61,,3.14,1.32,0.14,2.57,10.45
+SW_15,3.26,3.36,4.37,3.14,,1.99,3.31,1.55,2.68
+SW_30,1.69,1.71,2.84,1.32,1.99,,1.50,0.85,7.15
+SW_60,0.56,0.47,1.55,0.14,3.31,1.50,,2.88,11.66
+SW_120,2.64,2.81,4.61,2.57,1.55,0.85,2.88,,9.13
+sFC,7.92,9.06,14.28,10.45,2.68,7.15,11.66,9.13,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..ac74404b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0000,0.0501,1.,0.0005,0.0000
+SVWP,-0.2691,-,1.,1.,0.0000,0.0444,1.,0.0002,0.0000
+DCC_joint,1.279,1.7726,-,0.073,0.0000,0.0002,0.0996,0.0000,0.0000
+SW_cross_validated,-1.4469,-1.2791,-3.6046,-,0.0001,0.3103,1.,0.0007,0.0000
+SW_15,-7.2829,-7.5074,-9.77,-7.0172,-,0.0113,0.0000,0.0978,0.0004
+SW_30,-3.7731,-3.8271,-6.3472,-2.9472,4.4427,-,0.1300,1.,0.0000
+SW_60,-1.2449,-1.0529,-3.4642,0.3134,7.406,3.3442,-,0.0002,0.0000
+SW_120,-5.8965,-6.2902,-10.2981,-5.7378,3.4725,-1.9017,-6.4332,-,0.0000
+sFC,-17.7132,-20.2623,-31.9408,-23.3627,-5.9916,-15.9769,-26.0778,-20.413,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..05b42dcf
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,7.9090e-01,2.1715e-01,1.6512e-01,9.0895e-07,1.3924e-03,2.2912e-01,1.3942e-05,7.7484e-13
+SVWP,7.9090e-01,,9.3217e-02,2.1712e-01,5.9850e-07,1.2345e-03,3.0632e-01,6.2549e-06,7.6912e-14
+DCC_joint,2.1715e-01,9.3217e-02,,2.0265e-03,1.2761e-08,5.5789e-06,2.7680e-03,5.6726e-09,2.6459e-17
+SW_cross_validated,1.6512e-01,2.1712e-01,2.0265e-03,,1.5033e-06,8.6182e-03,7.5756e-01,1.9367e-05,6.4838e-15
+SW_15,9.0895e-07,5.9850e-07,1.2761e-08,1.5033e-06,,3.1432e-04,7.2218e-07,2.7179e-03,1.1465e-05
+SW_30,1.3924e-03,1.2345e-03,5.5789e-06,8.6182e-03,3.1432e-04,,3.6113e-03,7.3345e-02,4.4648e-12
+SW_60,2.2912e-01,3.0632e-01,2.7680e-03,7.5756e-01,7.2218e-07,3.6113e-03,,4.6989e-06,9.4587e-16
+SW_120,1.3942e-05,6.2549e-06,5.6726e-09,1.9367e-05,2.7179e-03,7.3345e-02,4.6989e-06,,6.7662e-14
+sFC,7.7484e-13,7.6912e-14,2.6459e-17,6.4838e-15,1.1465e-05,4.4648e-12,9.4587e-16,6.7662e-14,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..615dd9dc
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.13,-2.85,-0.06,3.17,-0.11,8.29,13.35,9.62
+SVWP,0.13,,-2.75,-0.20,2.72,-0.25,7.14,11.73,8.16
+DCC_joint,-2.85,-2.75,,3.15,6.97,3.51,13.77,19.19,16.10
+SW_cross_validated,-0.06,-0.20,3.15,,3.71,-0.04,10.08,15.85,12.12
+SW_15,3.17,2.72,6.97,3.71,,-4.33,6.19,12.67,8.07
+SW_30,-0.11,-0.25,3.51,-0.04,-4.33,,12.59,19.10,16.22
+SW_60,8.29,7.14,13.77,10.08,6.19,12.59,,9.26,1.73
+SW_120,13.35,11.73,19.19,15.85,12.67,19.10,9.26,,-10.14
+sFC,9.62,8.16,16.10,12.12,8.07,16.22,1.73,-10.14,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..2b1b1fb1
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.06,1.28,0.03,1.42,0.05,3.71,5.97,4.30
+SVWP,0.06,,1.23,0.09,1.22,0.11,3.19,5.25,3.65
+DCC_joint,1.28,1.23,,1.41,3.12,1.57,6.16,8.58,7.20
+SW_cross_validated,0.03,0.09,1.41,,1.66,0.02,4.51,7.09,5.42
+SW_15,1.42,1.22,3.12,1.66,,1.94,2.77,5.67,3.61
+SW_30,0.05,0.11,1.57,0.02,1.94,,5.63,8.54,7.25
+SW_60,3.71,3.19,6.16,4.51,2.77,5.63,,4.14,0.78
+SW_120,5.97,5.25,8.58,7.09,5.67,8.54,4.14,,4.54
+sFC,4.30,3.65,7.20,5.42,3.61,7.25,0.78,4.54,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..0a8f2d69
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.3793,1.,0.1908,1.,0.0000,0.0000,0.0000
+SVWP,-0.1328,-,0.4745,1.,0.5081,1.,0.0000,0.0000,0.0000
+DCC_joint,2.8542,2.7497,-,0.1996,0.0001,0.0894,0.0000,0.0000,0.0000
+SW_cross_validated,0.0648,0.2035,-3.1496,-,0.0571,1.,0.0000,0.0000,0.0000
+SW_15,-3.17,-2.7176,-6.9734,-3.7149,-,0.0146,0.0003,0.0000,0.0000
+SW_30,0.1068,0.2517,-3.5131,0.0415,4.3277,-,0.0000,0.0000,0.0000
+SW_60,-8.2937,-7.1436,-13.7711,-10.0836,-6.1945,-12.5943,-,0.0000,1.
+SW_120,-13.3523,-11.7306,-19.191,-15.8477,-12.6745,-19.1006,-9.2628,-,0.0000
+sFC,-9.6205,-8.1622,-16.1026,-12.1151,-8.0702,-16.221,-1.734,10.1435,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..9ff5b0b5
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.9580e-01,1.0535e-02,9.4906e-01,5.3002e-03,9.1617e-01,1.4609e-07,8.8813e-11,1.6143e-08
+SVWP,8.9580e-01,,1.3181e-02,8.4101e-01,1.4113e-02,8.0411e-01,1.1819e-06,7.2671e-10,1.8394e-07
+DCC_joint,1.0535e-02,1.3181e-02,,5.5435e-03,1.6349e-06,2.4834e-03,5.3396e-11,1.9623e-13,3.9115e-12
+SW_cross_validated,9.4906e-01,8.4101e-01,5.5435e-03,,1.5853e-03,9.6736e-01,7.8559e-09,5.1199e-12,4.3270e-10
+SW_15,5.3002e-03,1.4113e-02,1.6349e-06,1.5853e-03,,4.0547e-04,7.5862e-06,2.0822e-10,2.1635e-07
+SW_30,9.1617e-01,8.0411e-01,2.4834e-03,9.6736e-01,4.0547e-04,,2.3088e-10,2.1283e-13,3.4561e-12
+SW_60,1.4609e-07,1.1819e-06,5.3396e-11,7.8559e-09,7.5862e-06,2.3088e-10,,2.8635e-08,1.0001e-01
+SW_120,8.8813e-11,7.2671e-10,1.9623e-13,5.1199e-12,2.0822e-10,2.1283e-13,2.8635e-08,,7.1694e-09
+sFC,1.6143e-08,1.8394e-07,3.9115e-12,4.3270e-10,2.1635e-07,3.4561e-12,1.0001e-01,7.1694e-09,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..e608bcc6
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.58,-1.97,5.15,10.16,7.02,6.35,5.47,-3.24
+SVWP,-0.58,,-2.74,8.84,13.83,11.49,12.81,10.50,-6.03
+DCC_joint,-1.97,-2.74,,10.64,15.09,13.19,14.99,12.57,-2.58
+SW_cross_validated,5.15,8.84,10.64,,6.81,2.44,0.94,-0.04,-13.31
+SW_15,10.16,13.83,15.09,6.81,,-4.81,-6.76,-7.27,-16.88
+SW_30,7.02,11.49,13.19,2.44,-4.81,,-1.92,-2.74,-15.94
+SW_60,6.35,12.81,14.99,0.94,-6.76,-1.92,,-1.14,-19.89
+SW_120,5.47,10.50,12.57,-0.04,-7.27,-2.74,-1.14,,-16.40
+sFC,-3.24,-6.03,-2.58,-13.31,-16.88,-15.94,-19.89,-16.40,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..13e97cbc
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.26,0.88,2.30,4.54,3.14,2.84,2.45,1.45
+SVWP,0.26,,1.22,3.95,6.19,5.14,5.73,4.70,2.70
+DCC_joint,0.88,1.22,,4.76,6.75,5.90,6.70,5.62,1.15
+SW_cross_validated,2.30,3.95,4.76,,3.05,1.09,0.42,0.02,5.95
+SW_15,4.54,6.19,6.75,3.05,,2.15,3.02,3.25,7.55
+SW_30,3.14,5.14,5.90,1.09,2.15,,0.86,1.22,7.13
+SW_60,2.84,5.73,6.70,0.42,3.02,0.86,,0.51,8.89
+SW_120,2.45,4.70,5.62,0.02,3.25,1.22,0.51,,7.34
+sFC,1.45,2.70,1.15,5.95,7.55,7.13,8.89,7.34,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..bac7bf48
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.0024,0.0000,0.0001,0.0002,0.0012,0.1646
+SVWP,0.5755,-,0.4885,0.0000,0.0000,0.0000,0.0000,0.0000,0.0004
+DCC_joint,1.9699,2.736,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.6826
+SW_cross_validated,-5.1528,-8.8398,-10.6359,-,0.0001,0.9142,1.,1.,0.0000
+SW_15,-10.1618,-13.8323,-15.0918,-6.8114,-,0.0050,0.0001,0.0000,0.0000
+SW_30,-7.0169,-11.488,-13.1898,-2.4374,4.8122,-,1.,0.4854,0.0000
+SW_60,-6.3471,-12.8128,-14.9873,-0.9388,6.7613,1.9209,-,1.,0.0000
+SW_120,-5.4715,-10.5006,-12.5693,0.0378,7.275,2.7391,1.1441,-,0.0000
+sFC,3.2372,6.0269,2.5778,13.3122,16.883,15.9364,19.8897,16.4021,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..0e4351c6
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,5.7208e-01,6.4429e-02,6.6776e-05,6.9726e-09,1.5041e-06,5.5794e-06,3.3851e-05,4.5730e-03
+SVWP,5.7208e-01,,1.3570e-02,5.7501e-08,4.9627e-11,1.0149e-09,1.7448e-10,4.1899e-09,1.0667e-05
+DCC_joint,6.4429e-02,1.3570e-02,,3.4303e-09,1.1639e-11,1.0859e-10,1.3074e-11,2.3845e-10,1.8962e-02
+SW_cross_validated,6.6776e-05,5.7501e-08,3.4303e-09,,2.2343e-06,2.5395e-02,3.6025e-01,9.7028e-01,9.3314e-11
+SW_15,6.9726e-09,4.9627e-11,1.1639e-11,2.2343e-06,,1.3963e-04,2.4630e-06,9.2253e-07,1.7547e-12
+SW_30,1.5041e-06,1.0149e-09,1.0859e-10,2.5395e-02,1.3963e-04,,7.0726e-02,1.3483e-02,4.6603e-12
+SW_60,5.5794e-06,1.7448e-10,1.3074e-11,3.6025e-01,2.4630e-06,7.0726e-02,,2.6756e-01,1.0597e-13
+SW_120,3.3851e-05,4.1899e-09,2.3845e-10,9.7028e-01,9.2253e-07,1.3483e-02,2.6756e-01,,2.8644e-12
+sFC,4.5730e-03,1.0667e-05,1.8962e-02,9.3314e-11,1.7547e-12,4.6603e-12,1.0597e-13,2.8644e-12,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..f0aeb426
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.39,-1.91,2.64,6.66,3.15,1.36,2.08,15.13
+SVWP,-0.39,,-1.52,3.17,7.45,3.79,1.91,2.59,16.76
+DCC_joint,-1.91,-1.52,,5.73,12.13,7.37,4.77,5.03,32.62
+SW_cross_validated,2.64,3.17,5.73,,4.30,0.25,-1.81,-0.64,14.11
+SW_15,6.66,7.45,12.13,4.30,,-4.79,-7.19,-5.06,10.73
+SW_30,3.15,3.79,7.37,0.25,-4.79,,-2.47,-0.99,18.50
+SW_60,1.36,1.91,4.77,-1.81,-7.19,-2.47,,1.09,22.23
+SW_120,2.08,2.59,5.03,-0.64,-5.06,-0.99,1.09,,15.25
+sFC,15.13,16.76,32.62,14.11,10.73,18.50,22.23,15.25,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..f8ccb67b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.17,0.86,1.18,2.98,1.41,0.61,0.93,6.77
+SVWP,0.17,,0.68,1.42,3.33,1.69,0.85,1.16,7.50
+DCC_joint,0.86,0.68,,2.56,5.42,3.29,2.13,2.25,14.59
+SW_cross_validated,1.18,1.42,2.56,,1.92,0.11,0.81,0.29,6.31
+SW_15,2.98,3.33,5.42,1.92,,2.14,3.22,2.26,4.80
+SW_30,1.41,1.69,3.29,0.11,2.14,,1.11,0.44,8.28
+SW_60,0.61,0.85,2.13,0.81,3.22,1.11,,0.49,9.94
+SW_120,0.93,1.16,2.25,0.29,2.26,0.44,0.49,,6.82
+sFC,6.77,7.50,14.59,6.31,4.80,8.28,9.94,6.82,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..01aa2406
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.6035,0.0001,0.2010,1.,1.,0.0000
+SVWP,0.3868,-,1.,0.1907,0.0000,0.0488,1.,0.6611,0.0000
+DCC_joint,1.9135,1.5244,-,0.0007,0.0000,0.0000,0.0056,0.0031,0.0000
+SW_cross_validated,-2.6364,-3.1703,-5.7347,-,0.0154,1.,1.,1.,0.0000
+SW_15,-6.6557,-7.4453,-12.1256,-4.3034,-,0.0053,0.0000,0.0029,0.0000
+SW_30,-3.1463,-3.7856,-7.3666,-0.2506,4.7918,-,0.8522,1.,0.0000
+SW_60,-1.3583,-1.9081,-4.7663,1.8072,7.189,2.4714,-,1.,0.0000
+SW_120,-2.0778,-2.5931,-5.0328,0.6416,5.0594,0.9875,-1.0895,-,0.0000
+sFC,-15.1324,-16.7638,-32.6195,-14.1102,-10.7301,-18.5046,-22.2303,-15.2497,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..56595dec
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,7.0346e-01,7.1725e-02,1.6764e-02,3.0270e-06,5.5838e-03,1.9115e-01,5.2313e-02,1.1127e-11
+SVWP,7.0346e-01,,1.4480e-01,5.2970e-03,6.7145e-07,1.3542e-03,7.2460e-02,1.8363e-02,1.9791e-12
+DCC_joint,7.1725e-02,1.4480e-01,,1.9492e-05,4.2667e-10,7.7721e-07,1.5436e-04,8.6490e-05,1.8232e-17
+SW_cross_validated,1.6764e-02,5.2970e-03,1.9492e-05,,4.2785e-04,8.0494e-01,8.7467e-02,5.2919e-01,3.5702e-11
+SW_15,3.0270e-06,6.7145e-07,4.2667e-10,4.2785e-04,,1.4598e-04,1.0845e-06,8.1652e-05,2.9875e-09
+SW_30,5.5838e-03,1.3542e-03,7.7721e-07,8.0494e-01,1.4598e-04,,2.3672e-02,3.3648e-01,3.6679e-13
+SW_60,1.9115e-01,7.2460e-02,1.5436e-04,8.7467e-02,1.0845e-06,2.3672e-02,,2.9028e-01,1.5412e-14
+SW_120,5.2313e-02,1.8363e-02,8.6490e-05,5.2919e-01,8.1652e-05,3.3648e-01,2.9028e-01,,9.7761e-12
+sFC,1.1127e-11,1.9791e-12,1.8232e-17,3.5702e-11,2.9875e-09,3.6679e-13,1.5412e-14,9.7761e-12,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/LEOO/optimal_window_lengths.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/LEOO/optimal_window_lengths.csv
new file mode 100644
index 00000000..f010fc40
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/LEOO/optimal_window_lengths.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,43,47,25,27,21,21,49,31,29,23,33
+1,43,49,23,23,21,21,43,33,29,27,29
+2,49,47,23,21,21,21,49,21,33,39,23
+3,43,21,21,23,21,49,49,23,23,47,31
+4,49,21,35,21,21,49,49,41,39,21,49
+5,33,31,43,23,21,49,49,21,33,37,39
+6,49,25,33,23,33,21,49,49,21,47,49
+7,45,25,31,21,21,21,47,49,25,49,39
+8,49,37,29,21,21,21,49,21,45,49,29
+9,43,41,21,21,21,49,41,49,21,21,45
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/correlation_RMSE_mean.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/correlation_RMSE_mean.csv
new file mode 100644
index 00000000..3814a646
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/correlation_RMSE_mean.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.031,0.031,0.089,0.152,0.178,0.305,0.605,0.305,0.212,0.206,0.141,0.205
+SVWP,0.031,0.032,0.108,0.164,0.201,0.310,0.558,0.325,0.208,0.207,0.144,0.208
+DCC_joint,0.089,0.028,0.241,0.304,0.349,0.406,0.400,0.293,0.266,0.207,0.203,0.253
+SW_cross_validated,0.135,0.049,0.143,0.196,0.241,0.309,0.345,0.270,0.181,0.216,0.156,0.204
+SW_15,0.301,0.123,0.188,0.220,0.224,0.254,0.273,0.259,0.180,0.255,0.220,0.227
+SW_30,0.212,0.084,0.148,0.215,0.291,0.403,0.515,0.249,0.183,0.228,0.163,0.245
+SW_60,0.160,0.061,0.176,0.384,0.588,0.765,0.821,0.371,0.228,0.225,0.146,0.357
+SW_120,0.111,0.052,0.340,0.721,0.747,0.639,0.691,0.364,0.292,0.221,0.158,0.394
+sFC,0.067,0.019,0.692,0.694,0.692,0.694,0.694,0.369,0.795,0.202,0.298,0.474
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/correlation_RMSE_se.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/correlation_RMSE_se.csv
new file mode 100644
index 00000000..765f3b74
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/correlation_RMSE_se.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.017,0.004,0.009,0.009,0.012,0.061,0.054,0.019,0.007,0.004,0.009,0.019
+SVWP,0.017,0.005,0.007,0.017,0.009,0.061,0.065,0.017,0.011,0.004,0.008,0.020
+DCC_joint,0.017,0.007,0.011,0.010,0.011,0.014,0.008,0.009,0.004,0.005,0.010,0.010
+SW_cross_validated,0.013,0.004,0.008,0.009,0.012,0.013,0.011,0.019,0.005,0.005,0.008,0.010
+SW_15,0.009,0.012,0.009,0.012,0.012,0.011,0.012,0.015,0.007,0.010,0.007,0.011
+SW_30,0.006,0.010,0.011,0.005,0.009,0.009,0.011,0.009,0.006,0.005,0.008,0.008
+SW_60,0.011,0.006,0.011,0.011,0.008,0.004,0.005,0.004,0.004,0.004,0.008,0.007
+SW_120,0.017,0.010,0.006,0.006,0.004,0.008,0.005,0.004,0.003,0.006,0.008,0.007
+sFC,0.016,0.004,0.001,0.003,0.002,0.003,0.002,0.003,0.003,0.003,0.002,0.004
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/correlation_RMSE_std.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/correlation_RMSE_std.csv
new file mode 100644
index 00000000..4187a62d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/correlation_RMSE_std.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.053,0.014,0.028,0.029,0.037,0.192,0.172,0.059,0.022,0.013,0.030,0.059
+SVWP,0.053,0.014,0.023,0.052,0.027,0.193,0.205,0.055,0.034,0.012,0.027,0.063
+DCC_joint,0.053,0.022,0.036,0.030,0.035,0.045,0.026,0.029,0.014,0.017,0.033,0.031
+SW_cross_validated,0.043,0.013,0.024,0.027,0.037,0.040,0.035,0.059,0.017,0.016,0.024,0.031
+SW_15,0.028,0.038,0.029,0.037,0.037,0.036,0.039,0.048,0.022,0.031,0.024,0.034
+SW_30,0.018,0.031,0.034,0.014,0.028,0.029,0.034,0.030,0.017,0.016,0.024,0.025
+SW_60,0.036,0.019,0.034,0.036,0.026,0.012,0.014,0.014,0.012,0.014,0.024,0.022
+SW_120,0.054,0.031,0.019,0.018,0.014,0.025,0.017,0.012,0.011,0.018,0.026,0.022
+sFC,0.051,0.014,0.004,0.010,0.007,0.010,0.007,0.009,0.008,0.009,0.007,0.012
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/correlation_matrix_RMSE_mean.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/correlation_matrix_RMSE_mean.csv
new file mode 100644
index 00000000..12980c6a
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/correlation_matrix_RMSE_mean.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.022,0.022,0.063,0.108,0.126,0.216,0.428,0.216,0.150,0.146,0.100,0.145
+SVWP,0.022,0.022,0.076,0.116,0.143,0.220,0.394,0.230,0.147,0.146,0.102,0.147
+DCC_joint,0.063,0.020,0.170,0.215,0.247,0.287,0.283,0.207,0.188,0.146,0.144,0.179
+SW_cross_validated,0.095,0.034,0.101,0.138,0.171,0.218,0.244,0.191,0.128,0.153,0.110,0.144
+SW_15,0.213,0.087,0.133,0.156,0.158,0.180,0.193,0.183,0.127,0.180,0.156,0.161
+SW_30,0.150,0.059,0.105,0.152,0.206,0.285,0.364,0.176,0.130,0.162,0.115,0.173
+SW_60,0.113,0.043,0.124,0.271,0.416,0.541,0.580,0.262,0.161,0.159,0.103,0.252
+SW_120,0.078,0.037,0.240,0.510,0.528,0.452,0.488,0.258,0.206,0.156,0.112,0.279
+sFC,0.048,0.013,0.489,0.491,0.490,0.491,0.491,0.261,0.562,0.142,0.211,0.335
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/correlation_matrix_RMSE_se.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/correlation_matrix_RMSE_se.csv
new file mode 100644
index 00000000..64395a24
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/correlation_matrix_RMSE_se.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.012,0.003,0.006,0.006,0.008,0.043,0.038,0.013,0.005,0.003,0.007,0.013
+SVWP,0.012,0.003,0.005,0.012,0.006,0.043,0.046,0.012,0.008,0.003,0.006,0.014
+DCC_joint,0.012,0.005,0.008,0.007,0.008,0.010,0.006,0.007,0.003,0.004,0.007,0.007
+SW_cross_validated,0.010,0.003,0.005,0.006,0.008,0.009,0.008,0.013,0.004,0.004,0.005,0.007
+SW_15,0.006,0.008,0.006,0.008,0.008,0.008,0.009,0.011,0.005,0.007,0.005,0.007
+SW_30,0.004,0.007,0.008,0.003,0.006,0.006,0.008,0.007,0.004,0.004,0.005,0.006
+SW_60,0.008,0.004,0.008,0.008,0.006,0.003,0.003,0.003,0.003,0.003,0.005,0.005
+SW_120,0.012,0.007,0.004,0.004,0.003,0.006,0.004,0.003,0.002,0.004,0.006,0.005
+sFC,0.011,0.003,0.001,0.002,0.001,0.002,0.002,0.002,0.002,0.002,0.001,0.003
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/correlation_matrix_RMSE_std.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/correlation_matrix_RMSE_std.csv
new file mode 100644
index 00000000..c69077be
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/correlation_matrix_RMSE_std.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.037,0.010,0.019,0.020,0.027,0.136,0.121,0.041,0.016,0.009,0.021,0.042
+SVWP,0.038,0.010,0.016,0.037,0.019,0.136,0.145,0.039,0.025,0.009,0.019,0.045
+DCC_joint,0.037,0.016,0.025,0.022,0.025,0.032,0.018,0.021,0.010,0.012,0.023,0.022
+SW_cross_validated,0.030,0.009,0.017,0.019,0.026,0.028,0.025,0.042,0.012,0.012,0.017,0.022
+SW_15,0.020,0.027,0.020,0.026,0.026,0.026,0.028,0.034,0.016,0.022,0.017,0.024
+SW_30,0.013,0.022,0.024,0.010,0.020,0.020,0.024,0.021,0.012,0.012,0.017,0.018
+SW_60,0.025,0.013,0.024,0.026,0.019,0.008,0.010,0.010,0.008,0.010,0.017,0.015
+SW_120,0.038,0.022,0.013,0.013,0.010,0.018,0.012,0.008,0.008,0.013,0.018,0.016
+sFC,0.036,0.010,0.003,0.007,0.005,0.007,0.005,0.006,0.006,0.006,0.005,0.009
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/covariance_RMSE_mean.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/covariance_RMSE_mean.csv
new file mode 100644
index 00000000..df66a0e2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/covariance_RMSE_mean.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.031,0.051,0.129,0.205,0.221,0.344,0.614,0.322,0.259,0.211,0.161,0.232
+SVWP,0.031,0.054,0.135,0.208,0.229,0.335,0.564,0.330,0.261,0.209,0.165,0.229
+DCC_joint,0.087,0.046,0.242,0.305,0.350,0.408,0.402,0.293,0.272,0.210,0.206,0.256
+SW_cross_validated,0.116,0.184,0.215,0.250,0.284,0.344,0.365,0.286,0.277,0.235,0.218,0.252
+SW_15,0.275,0.313,0.302,0.302,0.307,0.344,0.343,0.288,0.331,0.296,0.297,0.309
+SW_30,0.203,0.229,0.216,0.259,0.315,0.417,0.523,0.269,0.284,0.255,0.217,0.289
+SW_60,0.146,0.184,0.167,0.382,0.592,0.765,0.820,0.365,0.295,0.251,0.177,0.377
+SW_120,0.098,0.175,0.311,0.727,0.748,0.647,0.692,0.356,0.372,0.245,0.189,0.415
+sFC,0.068,0.016,0.692,0.694,0.692,0.694,0.694,0.369,0.795,0.202,0.298,0.474
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/covariance_RMSE_se.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/covariance_RMSE_se.csv
new file mode 100644
index 00000000..e9d298a0
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/covariance_RMSE_se.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.017,0.008,0.019,0.014,0.015,0.055,0.049,0.016,0.010,0.005,0.009,0.020
+SVWP,0.017,0.009,0.020,0.015,0.012,0.058,0.062,0.018,0.012,0.004,0.008,0.021
+DCC_joint,0.016,0.008,0.011,0.010,0.011,0.014,0.008,0.009,0.004,0.006,0.010,0.010
+SW_cross_validated,0.012,0.009,0.018,0.011,0.012,0.012,0.013,0.016,0.012,0.007,0.018,0.013
+SW_15,0.010,0.017,0.021,0.008,0.011,0.010,0.017,0.014,0.011,0.007,0.011,0.013
+SW_30,0.008,0.015,0.024,0.010,0.015,0.008,0.011,0.009,0.010,0.008,0.009,0.012
+SW_60,0.011,0.012,0.023,0.012,0.008,0.004,0.005,0.003,0.010,0.006,0.006,0.009
+SW_120,0.013,0.011,0.011,0.004,0.005,0.008,0.005,0.002,0.010,0.008,0.007,0.008
+sFC,0.016,0.004,0.001,0.003,0.002,0.003,0.002,0.003,0.003,0.003,0.002,0.004
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/covariance_RMSE_std.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/covariance_RMSE_std.csv
new file mode 100644
index 00000000..df16fda5
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/covariance_RMSE_std.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.053,0.025,0.059,0.043,0.049,0.174,0.154,0.052,0.032,0.016,0.029,0.062
+SVWP,0.054,0.027,0.062,0.047,0.039,0.183,0.197,0.057,0.038,0.014,0.026,0.068
+DCC_joint,0.051,0.024,0.035,0.032,0.034,0.045,0.026,0.029,0.014,0.018,0.033,0.031
+SW_cross_validated,0.038,0.029,0.056,0.036,0.039,0.038,0.041,0.050,0.038,0.023,0.058,0.041
+SW_15,0.030,0.053,0.067,0.026,0.035,0.031,0.054,0.044,0.035,0.024,0.036,0.040
+SW_30,0.024,0.047,0.075,0.033,0.046,0.024,0.035,0.029,0.032,0.026,0.029,0.037
+SW_60,0.034,0.039,0.072,0.039,0.027,0.013,0.017,0.011,0.032,0.020,0.019,0.029
+SW_120,0.042,0.034,0.035,0.013,0.015,0.024,0.016,0.008,0.031,0.024,0.022,0.024
+sFC,0.051,0.014,0.004,0.010,0.007,0.010,0.007,0.009,0.008,0.009,0.007,0.012
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/covariance_matrix_RMSE_mean.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/covariance_matrix_RMSE_mean.csv
new file mode 100644
index 00000000..f9dda570
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/covariance_matrix_RMSE_mean.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.070,0.060,0.154,0.234,0.250,0.325,0.464,0.274,0.244,0.168,0.144,0.217
+SVWP,0.070,0.062,0.167,0.232,0.247,0.315,0.431,0.265,0.245,0.165,0.143,0.213
+DCC_joint,0.071,0.045,0.173,0.219,0.249,0.291,0.286,0.209,0.198,0.153,0.151,0.186
+SW_cross_validated,0.183,0.203,0.235,0.265,0.283,0.324,0.336,0.271,0.276,0.234,0.235,0.259
+SW_15,0.319,0.336,0.332,0.329,0.331,0.352,0.352,0.319,0.348,0.328,0.334,0.334
+SW_30,0.225,0.246,0.236,0.258,0.285,0.350,0.415,0.263,0.276,0.253,0.243,0.277
+SW_60,0.182,0.198,0.187,0.308,0.443,0.559,0.600,0.298,0.263,0.237,0.195,0.315
+SW_120,0.174,0.198,0.265,0.535,0.554,0.486,0.513,0.299,0.309,0.243,0.205,0.344
+sFC,0.048,0.013,0.489,0.491,0.490,0.491,0.491,0.261,0.562,0.143,0.211,0.335
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/covariance_matrix_RMSE_se.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/covariance_matrix_RMSE_se.csv
new file mode 100644
index 00000000..8522425e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/covariance_matrix_RMSE_se.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.009,0.008,0.015,0.015,0.012,0.028,0.020,0.010,0.015,0.004,0.006,0.013
+SVWP,0.009,0.009,0.013,0.016,0.011,0.030,0.031,0.007,0.021,0.003,0.006,0.014
+DCC_joint,0.009,0.006,0.008,0.007,0.007,0.010,0.006,0.007,0.003,0.004,0.008,0.007
+SW_cross_validated,0.006,0.009,0.015,0.010,0.010,0.010,0.011,0.010,0.013,0.005,0.019,0.011
+SW_15,0.008,0.015,0.018,0.007,0.008,0.009,0.015,0.012,0.011,0.006,0.013,0.011
+SW_30,0.006,0.012,0.018,0.010,0.012,0.006,0.010,0.007,0.011,0.007,0.010,0.010
+SW_60,0.004,0.012,0.013,0.009,0.007,0.004,0.004,0.006,0.012,0.006,0.005,0.007
+SW_120,0.004,0.009,0.009,0.004,0.004,0.007,0.005,0.001,0.010,0.007,0.004,0.006
+sFC,0.011,0.003,0.001,0.002,0.001,0.002,0.002,0.002,0.002,0.002,0.001,0.003
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/covariance_matrix_RMSE_std.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/covariance_matrix_RMSE_std.csv
new file mode 100644
index 00000000..919a4756
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/covariance_matrix_RMSE_std.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.027,0.024,0.046,0.048,0.038,0.088,0.062,0.031,0.048,0.013,0.018,0.040
+SVWP,0.028,0.029,0.043,0.052,0.033,0.095,0.097,0.021,0.065,0.011,0.020,0.045
+DCC_joint,0.030,0.018,0.024,0.021,0.023,0.031,0.018,0.021,0.011,0.013,0.025,0.021
+SW_cross_validated,0.020,0.029,0.047,0.030,0.033,0.032,0.036,0.033,0.040,0.017,0.060,0.034
+SW_15,0.024,0.048,0.056,0.022,0.027,0.027,0.049,0.039,0.036,0.019,0.040,0.035
+SW_30,0.018,0.039,0.056,0.031,0.037,0.020,0.031,0.023,0.036,0.022,0.030,0.031
+SW_60,0.011,0.037,0.040,0.028,0.022,0.012,0.014,0.018,0.038,0.018,0.016,0.023
+SW_120,0.014,0.027,0.027,0.012,0.013,0.023,0.016,0.005,0.033,0.021,0.014,0.019
+sFC,0.036,0.010,0.003,0.007,0.005,0.007,0.005,0.006,0.006,0.006,0.005,0.009
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
new file mode 100644
index 00000000..60660ccb
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,1.564,1.953,0.299,0.337,0.194,0.188,0.124,0.163,0.481,1.012,1.068
+1,1.242,1.914,0.360,0.190,0.192,0.236,1.174,0.257,0.474,1.772,0.962
+2,1.575,2.160,0.388,0.190,0.184,0.177,0.144,0.557,0.292,1.544,0.756
+3,1.234,1.395,0.346,0.211,0.192,0.153,0.555,0.745,0.307,1.896,1.508
+4,0.591,2.472,0.615,0.254,0.179,0.193,1.609,1.066,0.658,1.603,1.432
+5,1.276,0.819,0.413,0.257,0.186,0.799,1.250,0.267,0.337,1.262,0.831
+6,1.668,2.602,0.596,0.231,0.157,1.386,0.122,0.500,0.485,1.240,1.145
+7,1.735,2.288,0.424,0.178,0.192,0.200,1.603,1.417,0.369,1.709,1.121
+8,1.411,2.158,0.598,0.282,0.143,0.125,1.136,0.148,0.336,1.331,0.460
+9,1.073,1.856,0.330,0.154,0.187,0.224,1.449,1.188,0.280,1.955,1.146
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/kernel_params/SVWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
new file mode 100644
index 00000000..c895dafd
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,0.850,0.811,0.861,1.287,0.979,1.298,0.968,0.862,0.968,0.852,0.944
+1,0.860,0.843,1.011,0.875,1.089,1.602,0.825,0.796,0.836,0.875,0.929
+2,0.859,0.833,0.980,0.997,0.989,1.269,1.164,0.752,1.055,0.898,0.921
+3,0.845,0.709,0.988,1.023,0.933,0.988,0.932,0.952,0.983,0.854,0.881
+4,0.747,0.841,1.076,0.973,1.247,1.388,0.852,0.898,0.870,0.845,0.886
+5,0.841,1.106,0.975,1.024,1.033,0.880,0.852,0.922,1.085,0.857,0.953
+6,0.856,0.814,1.065,0.977,0.948,0.850,1.131,0.777,1.010,0.840,0.919
+7,0.864,0.816,1.050,0.891,1.114,1.213,0.854,0.850,1.103,0.837,0.900
+8,0.865,0.842,1.085,1.130,0.872,1.027,0.817,0.935,0.862,0.816,0.877
+9,0.830,0.849,0.974,0.954,1.102,1.633,0.785,0.876,0.959,0.853,0.878
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
new file mode 100644
index 00000000..6d3aa573
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,1.561,2.066,0.524,0.275,0.221,0.117,0.820,0.177,0.474,1.646,1.238
+1,1.632,1.164,0.411,0.208,0.225,0.222,0.850,0.223,0.425,1.847,1.003
+2,1.558,2.233,0.682,0.263,0.227,0.093,1.114,0.303,0.345,1.756,0.624
+3,1.474,2.278,0.630,0.232,0.214,0.180,0.089,0.793,0.306,1.701,0.811
+4,1.205,2.445,0.551,0.256,0.212,1.039,1.388,0.647,0.696,1.316,1.488
+5,1.336,1.403,0.347,0.199,0.171,0.126,1.506,0.205,0.279,0.688,0.936
+6,1.527,2.402,0.648,0.251,0.148,1.336,0.967,0.243,0.512,1.527,0.833
+7,1.421,2.366,0.445,0.157,0.201,0.197,0.060,1.188,0.574,1.756,1.236
+8,1.243,2.417,0.638,0.214,0.172,0.120,1.201,0.140,0.406,1.518,0.446
+9,1.369,1.806,0.456,0.154,0.166,0.156,1.435,0.355,0.333,1.571,1.248
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/kernel_params/VWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/kernel_params/VWP_kernel_variance_kernel_params.csv
new file mode 100644
index 00000000..9b6993db
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/kernel_params/VWP_kernel_variance_kernel_params.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,0.871,0.826,1.034,0.988,1.164,0.949,0.884,0.895,1.112,0.848,0.935
+1,0.809,0.769,1.075,0.941,1.165,1.616,0.765,0.984,0.868,0.881,0.925
+2,0.851,0.840,1.081,0.971,1.187,0.889,0.821,0.869,1.052,0.896,0.839
+3,0.850,0.853,1.164,1.152,1.074,1.473,0.971,0.991,0.902,0.842,0.856
+4,0.843,0.859,1.105,0.972,1.189,0.804,0.846,0.829,0.875,0.835,0.897
+5,0.843,0.970,0.927,1.043,0.889,1.096,0.862,0.942,0.902,0.758,0.953
+6,0.853,0.812,1.149,1.016,1.070,0.816,0.831,0.908,0.936,0.846,0.931
+7,0.858,0.830,1.056,0.988,1.103,1.524,0.947,0.901,1.045,0.844,0.911
+8,0.853,0.854,1.086,0.849,0.892,0.938,0.829,0.788,0.985,0.847,0.844
+9,0.839,0.851,1.153,0.937,0.971,1.098,0.823,0.808,1.028,0.826,0.917
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/optimal_window_lengths.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/optimal_window_lengths.csv
new file mode 100644
index 00000000..76f7d895
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/optimal_window_lengths.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,95,71,27,31,21,25,21,25,21,81,99
+1,99,53,33,35,21,21,21,37,43,93,67
+2,99,79,37,25,23,21,21,41,21,89,31
+3,99,55,41,21,21,25,21,99,29,87,43
+4,55,99,37,25,37,21,21,35,23,27,99
+5,95,99,23,33,21,21,21,23,37,89,57
+6,97,45,27,23,23,29,21,33,31,35,21
+7,99,89,25,25,21,21,21,33,27,97,79
+8,27,79,27,21,23,21,21,27,23,57,31
+9,87,73,27,21,23,21,21,27,21,93,21
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..4a69cc3d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.76,-0.51,-1.25,-1.80,-2.51,3.29,2.98,3.24
+SVWP,0.76,,-1.52,-2.05,-2.72,-3.63,2.44,2.10,2.37
+DCC_joint,-0.51,-1.52,,-1.07,-1.85,-3.16,7.19,6.72,7.39
+SW_cross_validated,-1.25,-2.05,-1.07,,-0.43,-0.93,5.01,4.71,4.98
+SW_15,-1.80,-2.72,-1.85,-0.43,,-0.51,6.78,6.43,6.80
+SW_30,-2.51,-3.63,-3.16,-0.93,-0.51,,11.12,10.75,11.53
+SW_60,3.29,2.44,7.19,5.01,6.78,11.12,,-1.11,-0.38
+SW_120,2.98,2.10,6.72,4.71,6.43,10.75,-1.11,,0.93
+sFC,3.24,2.37,7.39,4.98,6.80,11.53,-0.38,0.93,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..335c216a
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.34,0.23,0.56,0.81,1.12,1.47,1.33,1.45
+SVWP,0.34,,0.68,0.92,1.22,1.62,1.09,0.94,1.06
+DCC_joint,0.23,0.68,,0.48,0.83,1.41,3.21,3.01,3.30
+SW_cross_validated,0.56,0.92,0.48,,0.19,0.42,2.24,2.11,2.23
+SW_15,0.81,1.22,0.83,0.19,,0.23,3.03,2.88,3.04
+SW_30,1.12,1.62,1.41,0.42,0.23,,4.97,4.81,5.15
+SW_60,1.47,1.09,3.21,2.24,3.03,4.97,,0.49,0.17
+SW_120,1.33,0.94,3.01,2.11,2.88,4.81,0.49,,0.42
+sFC,1.45,1.06,3.30,2.23,3.04,5.15,0.17,0.42,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..29576058
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,1.,0.7934,0.1456,0.2887,0.1641
+SVWP,-0.7606,-,1.,1.,0.5014,0.0690,0.9136,1.,1.
+DCC_joint,0.5064,1.5199,-,1.,1.,0.1936,0.0000,0.0001,0.0000
+SW_cross_validated,1.2461,2.0498,1.0716,-,1.,1.,0.0033,0.0063,0.0035
+SW_15,1.8047,2.7239,1.8495,0.4343,-,1.,0.0001,0.0002,0.0001
+SW_30,2.5058,3.6293,3.1633,0.9329,0.5106,-,0.0000,0.0000,0.0000
+SW_60,-3.293,-2.4378,-7.1889,-5.0088,-6.7764,-11.1203,-,1.,1.
+SW_120,-2.9804,-2.0985,-6.7235,-4.7076,-6.4342,-10.7498,1.1061,-,1.
+sFC,-3.2387,-2.3686,-7.389,-4.9804,-6.8026,-11.5254,0.3771,-0.9328,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..1f4d2ca7
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,4.5675e-01,6.1870e-01,2.2872e-01,8.7879e-02,2.2039e-02,4.0437e-03,8.0195e-03,4.5575e-03
+SVWP,4.5675e-01,,1.4591e-01,5.5244e-02,1.3927e-02,1.9179e-03,2.5377e-02,5.0238e-02,2.9251e-02
+DCC_joint,6.1870e-01,1.4591e-01,,2.9805e-01,8.0878e-02,5.3785e-03,1.0848e-06,2.6513e-06,7.4545e-07
+SW_cross_validated,2.2872e-01,5.5244e-02,2.9805e-01,,6.6926e-01,3.6322e-01,9.1094e-05,1.7550e-04,9.6867e-05
+SW_15,8.7879e-02,1.3927e-02,8.0878e-02,6.6926e-01,,6.1583e-01,2.3913e-06,4.6893e-06,2.2729e-06
+SW_30,2.2039e-02,1.9179e-03,5.3785e-03,3.6322e-01,6.1583e-01,,1.7018e-09,2.9028e-09,9.6368e-10
+SW_60,4.0437e-03,2.5377e-02,1.0848e-06,9.1094e-05,2.3913e-06,1.7018e-09,,2.8323e-01,7.1053e-01
+SW_120,8.0195e-03,5.0238e-02,2.6513e-06,1.7550e-04,4.6893e-06,2.9028e-09,2.8323e-01,,3.6326e-01
+sFC,4.5575e-03,2.9251e-02,7.4545e-07,9.6867e-05,2.2729e-06,9.6368e-10,7.1053e-01,3.6326e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..a4d70cac
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.04,-0.32,2.69,6.78,4.60,3.73,1.81,-1.94
+SVWP,0.04,,-0.35,2.62,6.75,4.56,3.68,1.78,-1.95
+DCC_joint,-0.32,-0.35,,2.32,6.42,4.32,3.29,1.83,-1.12
+SW_cross_validated,2.69,2.62,2.32,,5.54,3.12,1.58,0.31,-4.72
+SW_15,6.78,6.75,6.42,5.54,,-2.36,-4.38,-4.31,-7.74
+SW_30,4.60,4.56,4.32,3.12,-2.36,,-1.90,-2.16,-5.72
+SW_60,3.73,3.68,3.29,1.58,-4.38,-1.90,,-0.71,-5.38
+SW_120,1.81,1.78,1.83,0.31,-4.31,-2.16,-0.71,,-2.92
+sFC,-1.94,-1.95,-1.12,-4.72,-7.74,-5.72,-5.38,-2.92,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..1d8f0c0a
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.02,0.15,1.20,3.03,2.06,1.67,0.81,0.87
+SVWP,0.02,,0.16,1.17,3.02,2.04,1.64,0.80,0.87
+DCC_joint,0.15,0.16,,1.04,2.87,1.93,1.47,0.82,0.50
+SW_cross_validated,1.20,1.17,1.04,,2.48,1.40,0.71,0.14,2.11
+SW_15,3.03,3.02,2.87,2.48,,1.05,1.96,1.93,3.46
+SW_30,2.06,2.04,1.93,1.40,1.05,,0.85,0.97,2.56
+SW_60,1.67,1.64,1.47,0.71,1.96,0.85,,0.32,2.41
+SW_120,0.81,0.80,0.82,0.14,1.93,0.97,0.32,,1.31
+sFC,0.87,0.87,0.50,2.11,3.46,2.56,2.41,1.31,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..ed27dda2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.5436,0.0001,0.0081,0.0547,1.,1.
+SVWP,-0.0357,-,1.,0.6251,0.0001,0.0087,0.0621,1.,1.
+DCC_joint,0.3249,0.3499,-,1.,0.0002,0.0148,0.1452,1.,1.
+SW_cross_validated,-2.6858,-2.6197,-2.3179,-,0.0010,0.2112,1.,1.,0.0062
+SW_15,-6.7837,-6.7491,-6.4211,-5.5425,-,1.,0.0129,0.0153,0.0000
+SW_30,-4.5961,-4.5595,-4.3201,-3.1237,2.3551,-,1.,1.,0.0007
+SW_60,-3.7342,-3.677,-3.2941,-1.5791,4.3823,1.9025,-,1.,0.0015
+SW_120,-1.8088,-1.7818,-1.8349,-0.3089,4.3058,2.16,0.7095,-,0.3274
+sFC,1.9368,1.9526,1.1165,4.718,7.7443,5.7205,5.3848,2.9223,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..33c78285
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.7189e-01,7.4903e-01,1.5101e-02,2.3579e-06,2.2418e-04,1.5186e-03,8.7216e-02,6.8622e-02
+SVWP,9.7189e-01,,7.3049e-01,1.7363e-02,2.5222e-06,2.4294e-04,1.7248e-03,9.1653e-02,6.6600e-02
+DCC_joint,7.4903e-01,7.3049e-01,,3.2430e-02,4.8130e-06,4.1235e-04,4.0338e-03,8.3108e-02,2.7889e-01
+SW_cross_validated,1.5101e-02,1.7363e-02,3.2430e-02,,2.9143e-05,5.8667e-03,1.3173e-01,7.6096e-01,1.7153e-04
+SW_15,2.3579e-06,2.5222e-06,4.8130e-06,2.9143e-05,,3.0064e-02,3.5924e-04,4.2560e-04,3.8802e-07
+SW_30,2.2418e-04,2.4294e-04,4.1235e-04,5.8667e-03,3.0064e-02,,7.3225e-02,4.4511e-02,2.0077e-05
+SW_60,1.5186e-03,1.7248e-03,4.0338e-03,1.3173e-01,3.5924e-04,7.3225e-02,,4.8710e-01,4.0681e-05
+SW_120,8.7216e-02,9.1653e-02,8.3108e-02,7.6096e-01,4.2560e-04,4.4511e-02,4.8710e-01,,9.0955e-03
+sFC,6.8622e-02,6.6600e-02,2.7889e-01,1.7153e-04,3.8802e-07,2.0077e-05,4.0681e-05,9.0955e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..a51121ff
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.00,2.34,4.61,13.68,9.80,6.12,3.19,1.50
+SVWP,0.00,,2.32,4.57,13.51,9.67,6.05,3.16,1.48
+DCC_joint,2.34,2.32,,2.02,10.66,6.61,3.35,0.85,-0.88
+SW_cross_validated,4.61,4.57,2.02,,9.83,5.02,1.37,-1.07,-3.04
+SW_15,13.68,13.51,10.66,9.83,,-8.08,-9.38,-9.51,-12.11
+SW_30,9.80,9.67,6.61,5.02,-8.08,,-3.90,-5.41,-8.04
+SW_60,6.12,6.05,3.35,1.37,-9.38,-3.90,,-2.32,-4.48
+SW_120,3.19,3.16,0.85,-1.07,-9.51,-5.41,-2.32,,-1.75
+sFC,1.50,1.48,-0.88,-3.04,-12.11,-8.04,-4.48,-1.75,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..149ce012
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.00,1.05,2.06,6.12,4.38,2.74,1.42,0.67
+SVWP,0.00,,1.04,2.04,6.04,4.32,2.71,1.41,0.66
+DCC_joint,1.05,1.04,,0.90,4.77,2.95,1.50,0.38,0.40
+SW_cross_validated,2.06,2.04,0.90,,4.40,2.25,0.61,0.48,1.36
+SW_15,6.12,6.04,4.77,4.40,,3.61,4.19,4.25,5.42
+SW_30,4.38,4.32,2.95,2.25,3.61,,1.75,2.42,3.60
+SW_60,2.74,2.71,1.50,0.61,4.19,1.75,,1.04,2.00
+SW_120,1.42,1.41,0.38,0.48,4.25,2.42,1.04,,0.78
+sFC,0.67,0.66,0.40,1.36,5.42,3.60,2.00,0.78,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..a44e1ec9
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.0078,0.0000,0.0000,0.0003,0.1842,1.
+SVWP,-0.0015,-,1.,0.0086,0.0000,0.0000,0.0004,0.1948,1.
+DCC_joint,-2.3402,-2.3208,-,1.,0.0000,0.0001,0.1297,1.,1.
+SW_cross_validated,-4.6105,-4.5661,-2.0184,-,0.0000,0.0032,1.,1.,0.2513
+SW_15,-13.676,-13.5103,-10.6566,-9.8327,-,0.0000,0.0000,0.0000,0.0000
+SW_30,-9.8026,-9.667,-6.6058,-5.0218,8.0815,-,0.0375,0.0014,0.0000
+SW_60,-6.1159,-6.0501,-3.3453,-1.3747,9.3761,3.9033,-,1.,0.0104
+SW_120,-3.1862,-3.1606,-0.8538,1.0665,9.5061,5.4094,2.3229,-,1.
+sFC,-1.498,-1.4846,0.8839,3.0442,12.109,8.0424,4.4801,1.7496,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..e9366e7f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.9880e-01,3.0994e-02,2.1720e-04,5.9866e-11,1.2128e-08,8.8958e-06,5.1155e-03,1.5147e-01
+SVWP,9.9880e-01,,3.2237e-02,2.3943e-04,7.3187e-11,1.5002e-08,1.0173e-05,5.4108e-03,1.5495e-01
+DCC_joint,3.0994e-02,3.2237e-02,,5.8704e-02,3.3271e-09,3.3391e-06,3.6025e-03,4.0442e-01,3.8842e-01
+SW_cross_validated,2.1720e-04,2.3943e-04,5.8704e-02,,1.1571e-08,8.8571e-05,1.8611e-01,3.0028e-01,6.9798e-03
+SW_15,5.9866e-11,7.3187e-11,3.3271e-09,1.1571e-08,,2.1206e-07,2.3841e-08,1.9361e-08,4.3620e-10
+SW_30,1.2128e-08,1.5002e-08,3.3391e-06,8.8571e-05,2.1206e-07,,1.0418e-03,3.8608e-05,2.2729e-07
+SW_60,8.8958e-06,1.0173e-05,3.6025e-03,1.8611e-01,2.3841e-08,1.0418e-03,,3.2105e-02,2.8942e-04
+SW_120,5.1155e-03,5.4108e-03,4.0442e-01,3.0028e-01,1.9361e-08,3.8608e-05,3.2105e-02,,9.7221e-02
+sFC,1.5147e-01,1.5495e-01,3.8842e-01,6.9798e-03,4.3620e-10,2.2729e-07,2.8942e-04,9.7221e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..f871350b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,1.52,10.09,4.44,7.47,4.02,5.87,22.43,64.80
+SVWP,1.52,,9.43,3.24,6.60,2.96,4.93,23.35,74.96
+DCC_joint,10.09,9.43,,-6.84,-3.44,-5.60,-3.94,7.36,37.75
+SW_cross_validated,4.44,3.24,-6.84,,3.64,0.37,2.33,19.37,68.15
+SW_15,7.47,6.60,-3.44,3.64,,-2.68,-0.85,13.21,52.12
+SW_30,4.02,2.96,-5.60,0.37,-2.68,,1.68,14.61,47.03
+SW_60,5.87,4.93,-3.94,2.33,-0.85,1.68,,12.50,44.57
+SW_120,22.43,23.35,7.36,19.37,13.21,14.61,12.50,,54.09
+sFC,64.80,74.96,37.75,68.15,52.12,47.03,44.57,54.09,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..159b3f74
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.68,4.51,1.99,3.34,1.80,2.62,10.03,28.98
+SVWP,0.68,,4.22,1.45,2.95,1.32,2.21,10.44,33.52
+DCC_joint,4.51,4.22,,3.06,1.54,2.50,1.76,3.29,16.88
+SW_cross_validated,1.99,1.45,3.06,,1.63,0.17,1.04,8.66,30.48
+SW_15,3.34,2.95,1.54,1.63,,1.20,0.38,5.91,23.31
+SW_30,1.80,1.32,2.50,0.17,1.20,,0.75,6.53,21.03
+SW_60,2.62,2.21,1.76,1.04,0.38,0.75,,5.59,19.93
+SW_120,10.03,10.44,3.29,8.66,5.91,6.53,5.59,,24.19
+sFC,28.98,33.52,16.88,30.48,23.31,21.03,19.93,24.19,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..23c512ec
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0000,0.0113,0.0000,0.029,0.0005,0.0000,0.0000
+SVWP,-1.5239,-,0.0000,0.1652,0.0001,0.3011,0.0039,0.0000,0.0000
+DCC_joint,-10.0925,-9.4333,-,0.0001,0.1050,0.0009,0.0345,0.0000,0.0000
+SW_cross_validated,-4.4418,-3.2356,6.8398,-,0.0674,1.,1.,0.0000,0.0000
+SW_15,-7.4731,-6.6005,3.4406,-3.6399,-,0.5519,1.,0.0000,0.0000
+SW_30,-4.0194,-2.9611,5.5988,-0.3721,2.6787,-,1.,0.0000,0.0000
+SW_60,-5.8683,-4.932,3.9406,-2.3265,0.8491,-1.6807,-,0.0000,0.0000
+SW_120,-22.4349,-23.352,-7.3596,-19.3736,-13.2055,-14.605,-12.5004,-,0.0000
+sFC,-64.7954,-74.9585,-37.7512,-68.1465,-52.1234,-47.0306,-44.5671,-54.0872,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..d4ad6fcd
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,1.4490e-01,7.7492e-09,3.1499e-04,6.3772e-07,8.0429e-04,1.4777e-05,1.3141e-14,8.7507e-23
+SVWP,1.4490e-01,,2.1750e-08,4.5882e-03,3.3739e-06,8.3637e-03,1.0759e-04,6.5360e-15,6.4132e-24
+DCC_joint,7.7492e-09,2.1750e-08,,2.1146e-06,2.9171e-03,2.5895e-05,9.5874e-04,7.8740e-07,1.3626e-18
+SW_cross_validated,3.1499e-04,4.5882e-03,2.1146e-06,,1.8731e-03,7.1414e-01,3.1867e-02,1.6673e-13,3.5431e-23
+SW_15,6.3772e-07,3.3739e-06,2.9171e-03,1.8731e-03,,1.5330e-02,4.0700e-01,1.0649e-10,4.3114e-21
+SW_30,8.0429e-04,8.3637e-03,2.5895e-05,7.1414e-01,1.5330e-02,,1.1009e-01,2.0128e-11,2.7089e-20
+SW_60,1.4777e-05,1.0759e-04,9.5874e-04,3.1867e-02,4.0700e-01,1.1009e-01,,2.6072e-10,7.0789e-20
+SW_120,1.3141e-14,6.5360e-15,7.8740e-07,1.6673e-13,1.0649e-10,2.0128e-11,2.6072e-10,,2.2246e-21
+sFC,8.7507e-23,6.4132e-24,1.3626e-18,3.5431e-23,4.3114e-21,2.7089e-20,7.0789e-20,2.2246e-21,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..1b72ac42
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,1.52,9.97,3.63,2.61,7.30,27.00,43.02,40.83
+SVWP,1.52,,9.95,2.64,1.47,6.95,30.84,54.15,53.14
+DCC_joint,9.97,9.95,,-6.31,-7.26,-3.80,16.29,31.49,28.67
+SW_cross_validated,3.63,2.64,-6.31,,-1.00,3.25,23.00,38.63,36.21
+SW_15,2.61,1.47,-7.26,-1.00,,4.32,23.86,39.30,36.93
+SW_30,7.30,6.95,-3.80,3.25,4.32,,23.12,43.68,41.67
+SW_60,27.00,30.84,16.29,23.00,23.86,23.12,,16.13,11.62
+SW_120,43.02,54.15,31.49,38.63,39.30,43.68,16.13,,-10.70
+sFC,40.83,53.14,28.67,36.21,36.93,41.67,11.62,-10.70,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..260b886b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.68,4.46,1.62,1.17,3.26,12.07,19.24,18.26
+SVWP,0.68,,4.45,1.18,0.66,3.11,13.79,24.22,23.77
+DCC_joint,4.46,4.45,,2.82,3.25,1.70,7.28,14.08,12.82
+SW_cross_validated,1.62,1.18,2.82,,0.45,1.45,10.29,17.28,16.20
+SW_15,1.17,0.66,3.25,0.45,,1.93,10.67,17.58,16.51
+SW_30,3.26,3.11,1.70,1.45,1.93,,10.34,19.53,18.63
+SW_60,12.07,13.79,7.28,10.29,10.67,10.34,,7.21,5.19
+SW_120,19.24,24.22,14.08,17.28,17.58,19.53,7.21,,4.79
+sFC,18.26,23.77,12.82,16.20,16.51,18.63,5.19,4.79,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..595628d9
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0000,0.0684,0.638,0.0000,0.0000,0.0000,0.0000
+SVWP,-1.5237,-,0.0000,0.6044,1.,0.0001,0.0000,0.0000,0.0000
+DCC_joint,-9.9733,-9.9458,-,0.0002,0.0000,0.0472,0.0000,0.0000,0.0000
+SW_cross_validated,-3.6335,-2.6357,6.3094,-,1.,0.1612,0.0000,0.0000,0.0000
+SW_15,-2.61,-1.4708,7.2611,0.9952,-,0.0147,0.0000,0.0000,0.0000
+SW_30,-7.2987,-6.9481,3.7999,-3.2466,-4.3232,-,0.0000,0.0000,0.0000
+SW_60,-26.9952,-30.8397,-16.2883,-23.0022,-23.8554,-23.1206,-,0.0000,0.0000
+SW_120,-43.0196,-54.1517,-31.4917,-38.6315,-39.3017,-43.6801,-16.1277,-,0.0000
+sFC,-40.8267,-53.1418,-28.6675,-36.215,-36.9286,-41.6657,-11.6154,10.6996,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..cf129aac
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,1.4496e-01,9.3060e-09,1.9001e-03,1.7721e-02,8.8230e-07,5.1518e-16,1.3298e-19,3.3795e-19
+SVWP,1.4496e-01,,9.7089e-09,1.6788e-02,1.5861e-01,1.7160e-06,4.9218e-17,2.1776e-21,3.0499e-21
+DCC_joint,9.3060e-09,9.7089e-09,,6.0173e-06,9.4680e-07,1.3116e-03,3.2224e-12,3.3993e-17,1.7875e-16
+SW_cross_validated,1.9001e-03,1.6788e-02,6.0173e-06,,3.3285e-01,4.4784e-03,8.5045e-15,9.0419e-19,2.8518e-18
+SW_15,1.7721e-02,1.5861e-01,9.4680e-07,3.3285e-01,,4.0946e-04,4.5033e-15,6.6573e-19,2.0161e-18
+SW_30,8.8230e-07,1.7160e-06,1.3116e-03,4.4784e-03,4.0946e-04,,7.7762e-15,1.0134e-19,2.3519e-19
+SW_60,5.1518e-16,4.9218e-17,3.2224e-12,8.5045e-15,4.5033e-15,7.7762e-15,,3.8098e-12,8.5104e-10
+SW_120,1.3298e-19,2.1776e-21,3.3993e-17,9.0419e-19,6.6573e-19,1.0134e-19,3.8098e-12,,3.1236e-09
+sFC,3.3795e-19,3.0499e-21,1.7875e-16,2.8518e-18,2.0161e-18,2.3519e-19,8.5104e-10,3.1236e-09,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..784ca5bc
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.11,0.17,1.50,4.40,3.24,2.99,2.06,-0.83
+SVWP,0.11,,0.08,1.43,4.37,3.20,2.95,2.00,-0.98
+DCC_joint,0.17,0.08,,1.18,4.08,2.73,2.44,1.70,-0.88
+SW_cross_validated,1.50,1.43,1.18,,3.30,1.56,1.18,0.57,-2.38
+SW_15,4.40,4.37,4.08,3.30,,-2.27,-2.66,-2.86,-5.00
+SW_30,3.24,3.20,2.73,1.56,-2.27,,-0.50,-0.93,-4.34
+SW_60,2.99,2.95,2.44,1.18,-2.66,-0.50,,-0.52,-4.23
+SW_120,2.06,2.00,1.70,0.57,-2.86,-0.93,-0.52,,-2.93
+sFC,-0.83,-0.98,-0.88,-2.38,-5.00,-4.34,-4.23,-2.93,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..1f2edde4
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.05,0.08,0.67,1.97,1.45,1.34,0.92,0.37
+SVWP,0.05,,0.04,0.64,1.95,1.43,1.32,0.89,0.44
+DCC_joint,0.08,0.04,,0.53,1.83,1.22,1.09,0.76,0.39
+SW_cross_validated,0.67,0.64,0.53,,1.48,0.70,0.53,0.25,1.06
+SW_15,1.97,1.95,1.83,1.48,,1.01,1.19,1.28,2.24
+SW_30,1.45,1.43,1.22,0.70,1.01,,0.22,0.42,1.94
+SW_60,1.34,1.32,1.09,0.53,1.19,0.22,,0.23,1.89
+SW_120,0.92,0.89,0.76,0.25,1.28,0.42,0.23,,1.31
+sFC,0.37,0.44,0.39,1.06,2.24,1.94,1.89,1.31,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..1eab342f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0124,0.1632,0.2827,1.,1.
+SVWP,-0.1082,-,1.,1.,0.0133,0.1779,0.3100,1.,1.
+DCC_joint,-0.173,-0.0827,-,1.,0.0252,0.4989,0.9136,1.,1.
+SW_cross_validated,-1.5009,-1.4318,-1.1811,-,0.1432,1.,1.,1.,1.
+SW_15,-4.3995,-4.3698,-4.0816,-3.3004,-,1.,0.5772,0.3768,0.0034
+SW_30,-3.2412,-3.2018,-2.7262,-1.5559,2.2683,-,1.,1.,0.0144
+SW_60,-2.9901,-2.9475,-2.4377,-1.1783,2.6575,0.4979,-,1.,0.0182
+SW_120,-2.0568,-1.9984,-1.6985,-0.5654,2.8572,0.93,0.5207,-,0.3187
+sFC,0.8271,0.979,0.8783,2.3755,4.9988,4.335,4.2293,2.9348,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..8624c805
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.1500e-01,8.6461e-01,1.5073e-01,3.4583e-04,4.5320e-03,7.8523e-03,5.4495e-02,4.1901e-01
+SVWP,9.1500e-01,,9.3499e-01,1.6933e-01,3.6937e-04,4.9426e-03,8.6124e-03,6.1006e-02,3.4058e-01
+DCC_joint,8.6461e-01,9.3499e-01,,2.5295e-01,7.0030e-04,1.3858e-02,2.5379e-02,1.0663e-01,3.9136e-01
+SW_cross_validated,1.5073e-01,1.6933e-01,2.5295e-01,,3.9774e-03,1.3714e-01,2.5401e-01,5.7877e-01,2.8839e-02
+SW_15,3.4583e-04,3.6937e-04,7.0030e-04,3.9774e-03,,3.5847e-02,1.6033e-02,1.0467e-02,9.3080e-05
+SW_30,4.5320e-03,4.9426e-03,1.3858e-02,1.3714e-01,3.5847e-02,,6.2461e-01,3.6470e-01,3.9892e-04
+SW_60,7.8523e-03,8.6124e-03,2.5379e-02,2.5401e-01,1.6033e-02,6.2461e-01,,6.0889e-01,5.0434e-04
+SW_120,5.4495e-02,6.1006e-02,1.0663e-01,5.7877e-01,1.0467e-02,3.6470e-01,6.0889e-01,,8.8541e-03
+sFC,4.1901e-01,3.4058e-01,3.9136e-01,2.8839e-02,9.3080e-05,3.9892e-04,5.0434e-04,8.8541e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..3c4a67f7
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.31,6.18,-3.40,-3.11,-3.09,1.87,9.82,75.11
+SVWP,-0.31,,4.67,-2.14,-2.08,-1.92,1.63,7.01,50.06
+DCC_joint,6.18,4.67,,-11.55,-9.78,-11.08,-6.21,4.55,100.04
+SW_cross_validated,-3.40,-2.14,-11.55,,-0.10,0.34,6.73,16.48,97.25
+SW_15,-3.11,-2.08,-9.78,-0.10,,0.39,5.67,13.55,77.56
+SW_30,-3.09,-1.92,-11.08,0.34,0.39,,6.28,15.91,95.74
+SW_60,1.87,1.63,-6.21,6.73,5.67,6.28,,12.00,118.50
+SW_120,9.82,7.01,4.55,16.48,13.55,15.91,12.00,,113.46
+sFC,75.11,50.06,100.04,97.25,77.56,95.74,118.50,113.46,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..c25aaf52
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.14,2.77,1.52,1.39,1.38,0.83,4.39,33.59
+SVWP,0.14,,2.09,0.96,0.93,0.86,0.73,3.13,22.39
+DCC_joint,2.77,2.09,,5.16,4.37,4.96,2.78,2.04,44.74
+SW_cross_validated,1.52,0.96,5.16,,0.05,0.15,3.01,7.37,43.49
+SW_15,1.39,0.93,4.37,0.05,,0.18,2.53,6.06,34.68
+SW_30,1.38,0.86,4.96,0.15,0.18,,2.81,7.12,42.82
+SW_60,0.83,0.73,2.78,3.01,2.53,2.81,,5.37,52.99
+SW_120,4.39,3.13,2.04,7.37,6.06,7.12,5.37,,50.74
+sFC,33.59,22.39,44.74,43.49,34.68,42.82,52.99,50.74,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..c84738e2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0003,0.1155,0.2166,0.2297,1.,0.0000,0.0000
+SVWP,0.3069,-,0.0069,1.,1.,1.,1.,0.0001,0.0000
+DCC_joint,-6.1833,-4.6663,-,0.0000,0.0000,0.0000,0.0003,0.0089,0.0000
+SW_cross_validated,3.3975,2.1413,11.5475,-,1.,1.,0.0001,0.0000,0.0000
+SW_15,3.1122,2.0769,9.7786,0.1047,-,1.,0.0008,0.0000,0.0000
+SW_30,3.0853,1.921,11.0811,-0.3363,-0.3942,-,0.0002,0.0000,0.0000
+SW_60,-1.8671,-1.6268,6.2103,-6.7333,-5.6666,-6.2824,-,0.0000,0.0000
+SW_120,-9.8192,-7.0092,-4.5521,-16.4754,-13.5468,-15.9117,-12.0009,-,0.0000
+sFC,-75.1081,-50.0595,-100.0371,-97.2512,-77.5557,-95.7391,-118.4952,-113.4612,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..3bfd0e73
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,7.6245e-01,7.7593e-06,3.2093e-03,6.0164e-03,6.3808e-03,7.8264e-02,1.1818e-08,6.1878e-24
+SVWP,7.6245e-01,,1.9212e-04,4.6186e-02,5.2405e-02,7.0708e-02,1.2115e-01,1.5266e-06,8.8797e-21
+DCC_joint,7.7593e-06,1.9212e-04,,9.3458e-10,1.2590e-08,1.7995e-09,7.3466e-06,2.4698e-04,3.5987e-26
+SW_cross_validated,3.2093e-03,4.6186e-02,9.3458e-10,,9.1775e-01,7.4051e-01,2.6009e-06,2.6560e-12,5.9781e-26
+SW_15,6.0164e-03,5.2405e-02,1.2590e-08,9.1775e-01,,6.9809e-01,2.2465e-05,7.0013e-11,3.4800e-24
+SW_30,6.3808e-03,7.0708e-02,1.7995e-09,7.4051e-01,6.9809e-01,,6.3538e-06,4.7838e-12,7.9220e-26
+SW_60,7.8264e-02,1.2115e-01,7.3466e-06,2.6009e-06,2.2465e-05,6.3538e-06,,5.0403e-10,1.7154e-27
+SW_120,1.1818e-08,1.5266e-06,2.4698e-04,2.6560e-12,7.0013e-11,4.7838e-12,5.0403e-10,,3.7436e-27
+sFC,6.1878e-24,8.8797e-21,3.5987e-26,5.9781e-26,3.4800e-24,7.9220e-26,1.7154e-27,3.7436e-27,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..5a220a89
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.75,-0.52,-1.26,-1.83,-2.54,3.31,3.00,3.26
+SVWP,0.75,,-1.52,-2.05,-2.72,-3.63,2.44,2.10,2.37
+DCC_joint,-0.52,-1.52,,-1.07,-1.85,-3.16,7.19,6.72,7.39
+SW_cross_validated,-1.26,-2.05,-1.07,,-0.43,-0.93,5.01,4.71,4.98
+SW_15,-1.83,-2.72,-1.85,-0.43,,-0.51,6.78,6.43,6.80
+SW_30,-2.54,-3.63,-3.16,-0.93,-0.51,,11.12,10.75,11.53
+SW_60,3.31,2.44,7.19,5.01,6.78,11.12,,-1.11,-0.38
+SW_120,3.00,2.10,6.72,4.71,6.43,10.75,-1.11,,0.93
+sFC,3.26,2.37,7.39,4.98,6.80,11.53,-0.38,0.93,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..e0923c4f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.34,0.23,0.56,0.82,1.14,1.48,1.34,1.46
+SVWP,0.34,,0.68,0.92,1.22,1.62,1.09,0.94,1.06
+DCC_joint,0.23,0.68,,0.48,0.83,1.41,3.21,3.01,3.30
+SW_cross_validated,0.56,0.92,0.48,,0.19,0.42,2.24,2.11,2.23
+SW_15,0.82,1.22,0.83,0.19,,0.23,3.03,2.88,3.04
+SW_30,1.14,1.62,1.41,0.42,0.23,,4.97,4.81,5.15
+SW_60,1.48,1.09,3.21,2.24,3.03,4.97,,0.49,0.17
+SW_120,1.34,0.94,3.01,2.11,2.88,4.81,0.49,,0.42
+sFC,1.46,1.06,3.30,2.23,3.04,5.15,0.17,0.42,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..994daac6
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,1.,0.7397,0.1399,0.2793,0.1576
+SVWP,-0.7524,-,1.,1.,0.5024,0.0691,0.9051,1.,1.
+DCC_joint,0.5237,1.5183,-,1.,1.,0.1936,0.0000,0.0001,0.0000
+SW_cross_validated,1.2628,2.0486,1.0716,-,1.,1.,0.0033,0.0063,0.0035
+SW_15,1.8273,2.7229,1.8495,0.4343,-,1.,0.0001,0.0002,0.0001
+SW_30,2.5395,3.629,3.1633,0.9329,0.5106,-,0.0000,0.0000,0.0000
+SW_60,-3.311,-2.4423,-7.1889,-5.0088,-6.7764,-11.1203,-,1.,1.
+SW_120,-2.9957,-2.1028,-6.7235,-4.7076,-6.4342,-10.7498,1.1061,-,1.
+sFC,-3.2569,-2.3731,-7.389,-4.9804,-6.8026,-11.5254,0.3771,-0.9328,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..66215abd
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,4.6153e-01,6.0684e-01,2.2278e-01,8.4283e-02,2.0546e-02,3.8861e-03,7.7583e-03,4.3781e-03
+SVWP,4.6153e-01,,1.4631e-01,5.5374e-02,1.3956e-02,1.9194e-03,2.5142e-02,4.9816e-02,2.8979e-02
+DCC_joint,6.0684e-01,1.4631e-01,,2.9805e-01,8.0878e-02,5.3785e-03,1.0848e-06,2.6513e-06,7.4545e-07
+SW_cross_validated,2.2278e-01,5.5374e-02,2.9805e-01,,6.6926e-01,3.6322e-01,9.1094e-05,1.7550e-04,9.6867e-05
+SW_15,8.4283e-02,1.3956e-02,8.0878e-02,6.6926e-01,,6.1583e-01,2.3913e-06,4.6893e-06,2.2729e-06
+SW_30,2.0546e-02,1.9194e-03,5.3785e-03,3.6322e-01,6.1583e-01,,1.7018e-09,2.9028e-09,9.6368e-10
+SW_60,3.8861e-03,2.5142e-02,1.0848e-06,9.1094e-05,2.3913e-06,1.7018e-09,,2.8323e-01,7.1053e-01
+SW_120,7.7583e-03,4.9816e-02,2.6513e-06,1.7550e-04,4.6893e-06,2.9028e-09,2.8323e-01,,3.6326e-01
+sFC,4.3781e-03,2.8979e-02,7.4545e-07,9.6867e-05,2.2729e-06,9.6368e-10,7.1053e-01,3.6326e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..9df6c8db
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.04,-0.33,2.69,6.79,4.60,3.74,1.81,-1.94
+SVWP,0.04,,-0.35,2.61,6.74,4.55,3.67,1.78,-1.95
+DCC_joint,-0.33,-0.35,,2.32,6.42,4.32,3.29,1.83,-1.12
+SW_cross_validated,2.69,2.61,2.32,,5.54,3.12,1.58,0.31,-4.72
+SW_15,6.79,6.74,6.42,5.54,,-2.36,-4.38,-4.31,-7.74
+SW_30,4.60,4.55,4.32,3.12,-2.36,,-1.90,-2.16,-5.72
+SW_60,3.74,3.67,3.29,1.58,-4.38,-1.90,,-0.71,-5.38
+SW_120,1.81,1.78,1.83,0.31,-4.31,-2.16,-0.71,,-2.92
+sFC,-1.94,-1.95,-1.12,-4.72,-7.74,-5.72,-5.38,-2.92,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..570bad3e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.02,0.15,1.20,3.04,2.06,1.67,0.81,0.87
+SVWP,0.02,,0.16,1.17,3.02,2.04,1.64,0.80,0.87
+DCC_joint,0.15,0.16,,1.04,2.87,1.93,1.47,0.82,0.50
+SW_cross_validated,1.20,1.17,1.04,,2.48,1.40,0.71,0.14,2.11
+SW_15,3.04,3.02,2.87,2.48,,1.05,1.96,1.93,3.46
+SW_30,2.06,2.04,1.93,1.40,1.05,,0.85,0.97,2.56
+SW_60,1.67,1.64,1.47,0.71,1.96,0.85,,0.32,2.41
+SW_120,0.81,0.80,0.82,0.14,1.93,0.97,0.32,,1.31
+sFC,0.87,0.87,0.50,2.11,3.46,2.56,2.41,1.31,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..74fc40d6
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.5361,0.0001,0.0080,0.0539,1.,1.
+SVWP,-0.0402,-,1.,0.6385,0.0001,0.0089,0.0633,1.,1.
+DCC_joint,0.3257,0.3532,-,1.,0.0002,0.0148,0.1452,1.,1.
+SW_cross_validated,-2.6924,-2.6097,-2.3179,-,0.0010,0.2112,1.,1.,0.0062
+SW_15,-6.7875,-6.7437,-6.4211,-5.5425,-,1.,0.0129,0.0153,0.0000
+SW_30,-4.5996,-4.5539,-4.3201,-3.1237,2.3551,-,1.,1.,0.0007
+SW_60,-3.7403,-3.6682,-3.2941,-1.5791,4.3823,1.9025,-,1.,0.0015
+SW_120,-1.81,-1.7779,-1.8349,-0.3089,4.3058,2.16,0.7095,-,0.3274
+sFC,1.9422,1.9539,1.1165,4.718,7.7443,5.7205,5.3848,2.9223,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..f55e32af
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.6836e-01,7.4844e-01,1.4891e-02,2.3405e-06,2.2245e-04,1.4980e-03,8.7018e-02,6.7923e-02
+SVWP,9.6836e-01,,7.2803e-01,1.7735e-02,2.5489e-06,2.4597e-04,1.7590e-03,9.2316e-02,6.6433e-02
+DCC_joint,7.4844e-01,7.2803e-01,,3.2430e-02,4.8130e-06,4.1235e-04,4.0338e-03,8.3108e-02,2.7889e-01
+SW_cross_validated,1.4891e-02,1.7735e-02,3.2430e-02,,2.9143e-05,5.8667e-03,1.3173e-01,7.6096e-01,1.7153e-04
+SW_15,2.3405e-06,2.5489e-06,4.8130e-06,2.9143e-05,,3.0064e-02,3.5924e-04,4.2560e-04,3.8802e-07
+SW_30,2.2245e-04,2.4597e-04,4.1235e-04,5.8667e-03,3.0064e-02,,7.3225e-02,4.4511e-02,2.0077e-05
+SW_60,1.4980e-03,1.7590e-03,4.0338e-03,1.3173e-01,3.5924e-04,7.3225e-02,,4.8710e-01,4.0681e-05
+SW_120,8.7018e-02,9.2316e-02,8.3108e-02,7.6096e-01,4.2560e-04,4.4511e-02,4.8710e-01,,9.0955e-03
+sFC,6.7923e-02,6.6433e-02,2.7889e-01,1.7153e-04,3.8802e-07,2.0077e-05,4.0681e-05,9.0955e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..5f925a08
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.00,2.34,4.61,13.68,9.81,6.12,3.19,1.50
+SVWP,0.00,,2.32,4.57,13.52,9.67,6.05,3.16,1.48
+DCC_joint,2.34,2.32,,2.02,10.66,6.61,3.35,0.85,-0.88
+SW_cross_validated,4.61,4.57,2.02,,9.83,5.02,1.37,-1.07,-3.04
+SW_15,13.68,13.52,10.66,9.83,,-8.08,-9.38,-9.51,-12.11
+SW_30,9.81,9.67,6.61,5.02,-8.08,,-3.90,-5.41,-8.04
+SW_60,6.12,6.05,3.35,1.37,-9.38,-3.90,,-2.32,-4.48
+SW_120,3.19,3.16,0.85,-1.07,-9.51,-5.41,-2.32,,-1.75
+sFC,1.50,1.48,-0.88,-3.04,-12.11,-8.04,-4.48,-1.75,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..57db2e55
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.00,1.05,2.06,6.12,4.39,2.74,1.43,0.67
+SVWP,0.00,,1.04,2.04,6.05,4.33,2.71,1.41,0.66
+DCC_joint,1.05,1.04,,0.90,4.77,2.95,1.50,0.38,0.40
+SW_cross_validated,2.06,2.04,0.90,,4.40,2.25,0.61,0.48,1.36
+SW_15,6.12,6.05,4.77,4.40,,3.61,4.19,4.25,5.42
+SW_30,4.39,4.33,2.95,2.25,3.61,,1.75,2.42,3.60
+SW_60,2.74,2.71,1.50,0.61,4.19,1.75,,1.04,2.00
+SW_120,1.43,1.41,0.38,0.48,4.25,2.42,1.04,,0.78
+sFC,0.67,0.66,0.40,1.36,5.42,3.60,2.00,0.78,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..3a8c09fe
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.0078,0.0000,0.0000,0.0003,0.1836,1.
+SVWP,-0.0023,-,1.,0.0086,0.0000,0.0000,0.0004,0.1944,1.
+DCC_joint,-2.3413,-2.3214,-,1.,0.0000,0.0001,0.1297,1.,1.
+SW_cross_validated,-4.6127,-4.5681,-2.0184,-,0.0000,0.0032,1.,1.,0.2513
+SW_15,-13.6839,-13.519,-10.6566,-9.8327,-,0.0000,0.0000,0.0000,0.0000
+SW_30,-9.8091,-9.6739,-6.6058,-5.0218,8.0815,-,0.0375,0.0014,0.0000
+SW_60,-6.1192,-6.0531,-3.3453,-1.3747,9.3761,3.9033,-,1.,0.0104
+SW_120,-3.1875,-3.1615,-0.8538,1.0665,9.5061,5.4094,2.3229,-,1.
+sFC,-1.4988,-1.4848,0.8839,3.0442,12.109,8.0424,4.4801,1.7496,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..538c4f6a
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.9823e-01,3.0925e-02,2.1613e-04,5.9301e-11,1.2005e-08,8.8371e-06,5.1002e-03,1.5125e-01
+SVWP,9.9823e-01,,3.2201e-02,2.3843e-04,7.2421e-11,1.4840e-08,1.0110e-05,5.4001e-03,1.5490e-01
+DCC_joint,3.0925e-02,3.2201e-02,,5.8704e-02,3.3271e-09,3.3391e-06,3.6025e-03,4.0442e-01,3.8842e-01
+SW_cross_validated,2.1613e-04,2.3843e-04,5.8704e-02,,1.1571e-08,8.8571e-05,1.8611e-01,3.0028e-01,6.9798e-03
+SW_15,5.9301e-11,7.2421e-11,3.3271e-09,1.1571e-08,,2.1206e-07,2.3841e-08,1.9361e-08,4.3620e-10
+SW_30,1.2005e-08,1.4840e-08,3.3391e-06,8.8571e-05,2.1206e-07,,1.0418e-03,3.8608e-05,2.2729e-07
+SW_60,8.8371e-06,1.0110e-05,3.6025e-03,1.8611e-01,2.3841e-08,1.0418e-03,,3.2105e-02,2.8942e-04
+SW_120,5.1002e-03,5.4001e-03,4.0442e-01,3.0028e-01,1.9361e-08,3.8608e-05,3.2105e-02,,9.7221e-02
+sFC,1.5125e-01,1.5490e-01,3.8842e-01,6.9798e-03,4.3620e-10,2.2729e-07,2.8942e-04,9.7221e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..088e0e16
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,1.51,10.12,4.46,7.50,4.03,5.89,22.55,65.28
+SVWP,1.51,,9.48,3.28,6.65,2.99,4.97,23.51,75.65
+DCC_joint,10.12,9.48,,-6.84,-3.44,-5.60,-3.94,7.36,37.75
+SW_cross_validated,4.46,3.28,-6.84,,3.64,0.37,2.33,19.37,68.15
+SW_15,7.50,6.65,-3.44,3.64,,-2.68,-0.85,13.21,52.12
+SW_30,4.03,2.99,-5.60,0.37,-2.68,,1.68,14.61,47.03
+SW_60,5.89,4.97,-3.94,2.33,-0.85,1.68,,12.50,44.57
+SW_120,22.55,23.51,7.36,19.37,13.21,14.61,12.50,,54.09
+sFC,65.28,75.65,37.75,68.15,52.12,47.03,44.57,54.09,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..2f9635f5
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.68,4.53,2.00,3.35,1.80,2.63,10.09,29.19
+SVWP,0.68,,4.24,1.47,2.97,1.34,2.22,10.51,33.83
+DCC_joint,4.53,4.24,,3.06,1.54,2.50,1.76,3.29,16.88
+SW_cross_validated,2.00,1.47,3.06,,1.63,0.17,1.04,8.66,30.48
+SW_15,3.35,2.97,1.54,1.63,,1.20,0.38,5.91,23.31
+SW_30,1.80,1.34,2.50,0.17,1.20,,0.75,6.53,21.03
+SW_60,2.63,2.22,1.76,1.04,0.38,0.75,,5.59,19.93
+SW_120,10.09,10.51,3.29,8.66,5.91,6.53,5.59,,24.19
+sFC,29.19,33.83,16.88,30.48,23.31,21.03,19.93,24.19,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..7f76612b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0000,0.0109,0.0000,0.0282,0.0005,0.0000,0.0000
+SVWP,-1.5108,-,0.0000,0.1507,0.0001,0.282,0.0036,0.0000,0.0000
+DCC_joint,-10.1213,-9.4797,-,0.0001,0.1050,0.0009,0.0345,0.0000,0.0000
+SW_cross_validated,-4.4612,-3.2773,6.8398,-,0.0674,1.,1.,0.0000,0.0000
+SW_15,-7.5004,-6.6485,3.4406,-3.6399,-,0.5519,1.,0.0000,0.0000
+SW_30,-4.0313,-2.9913,5.5988,-0.3721,2.6787,-,1.,0.0000,0.0000
+SW_60,-5.8856,-4.9676,3.9406,-2.3265,0.8491,-1.6807,-,0.0000,0.0000
+SW_120,-22.5511,-23.5072,-7.3596,-19.3736,-13.2055,-14.605,-12.5004,-,0.0000
+sFC,-65.2809,-75.6514,-37.7512,-68.1465,-52.1234,-47.0306,-44.5671,-54.0872,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..e485409f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,1.4819e-01,7.4159e-09,3.0179e-04,6.0628e-07,7.8324e-04,1.4256e-05,1.2010e-14,7.6546e-23
+SVWP,1.4819e-01,,2.0194e-08,4.1855e-03,3.0700e-06,7.8323e-03,9.9599e-05,5.8221e-15,5.4371e-24
+DCC_joint,7.4159e-09,2.0194e-08,,2.1146e-06,2.9171e-03,2.5895e-05,9.5874e-04,7.8740e-07,1.3626e-18
+SW_cross_validated,3.0179e-04,4.1855e-03,2.1146e-06,,1.8731e-03,7.1414e-01,3.1867e-02,1.6673e-13,3.5431e-23
+SW_15,6.0628e-07,3.0700e-06,2.9171e-03,1.8731e-03,,1.5330e-02,4.0700e-01,1.0649e-10,4.3114e-21
+SW_30,7.8324e-04,7.8323e-03,2.5895e-05,7.1414e-01,1.5330e-02,,1.1009e-01,2.0128e-11,2.7089e-20
+SW_60,1.4256e-05,9.9599e-05,9.5874e-04,3.1867e-02,4.0700e-01,1.1009e-01,,2.6072e-10,7.0789e-20
+SW_120,1.2010e-14,5.8221e-15,7.8740e-07,1.6673e-13,1.0649e-10,2.0128e-11,2.6072e-10,,2.2246e-21
+sFC,7.6546e-23,5.4371e-24,1.3626e-18,3.5431e-23,4.3114e-21,2.7089e-20,7.0789e-20,2.2246e-21,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..82ec8684
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,1.51,9.89,3.60,2.58,7.23,26.76,42.54,40.33
+SVWP,1.51,,9.98,2.64,1.47,6.98,31.04,54.73,53.81
+DCC_joint,9.89,9.98,,-6.31,-7.26,-3.80,16.29,31.49,28.67
+SW_cross_validated,3.60,2.64,-6.31,,-1.00,3.25,23.00,38.63,36.21
+SW_15,2.58,1.47,-7.26,-1.00,,4.32,23.86,39.30,36.93
+SW_30,7.23,6.98,-3.80,3.25,4.32,,23.12,43.68,41.67
+SW_60,26.76,31.04,16.29,23.00,23.86,23.12,,16.13,11.62
+SW_120,42.54,54.73,31.49,38.63,39.30,43.68,16.13,,-10.70
+sFC,40.33,53.81,28.67,36.21,36.93,41.67,11.62,-10.70,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..3a72bdaf
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.68,4.43,1.61,1.15,3.23,11.97,19.02,18.03
+SVWP,0.68,,4.46,1.18,0.66,3.12,13.88,24.47,24.07
+DCC_joint,4.43,4.46,,2.82,3.25,1.70,7.28,14.08,12.82
+SW_cross_validated,1.61,1.18,2.82,,0.45,1.45,10.29,17.28,16.20
+SW_15,1.15,0.66,3.25,0.45,,1.93,10.67,17.58,16.51
+SW_30,3.23,3.12,1.70,1.45,1.93,,10.34,19.53,18.63
+SW_60,11.97,13.88,7.28,10.29,10.67,10.34,,7.21,5.19
+SW_120,19.02,24.47,14.08,17.28,17.58,19.53,7.21,,4.79
+sFC,18.03,24.07,12.82,16.20,16.51,18.63,5.19,4.79,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..bb173fc2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0000,0.0742,0.6794,0.0000,0.0000,0.0000,0.0000
+SVWP,-1.5143,-,0.0000,0.6039,1.,0.0001,0.0000,0.0000,0.0000
+DCC_joint,-9.8946,-9.9832,-,0.0002,0.0000,0.0472,0.0000,0.0000,0.0000
+SW_cross_validated,-3.5968,-2.6361,6.3094,-,1.,0.1612,0.0000,0.0000,0.0000
+SW_15,-2.5801,-1.4656,7.2611,0.9952,-,0.0147,0.0000,0.0000,0.0000
+SW_30,-7.226,-6.9794,3.7999,-3.2466,-4.3232,-,0.0000,0.0000,0.0000
+SW_60,-26.7586,-31.0418,-16.2883,-23.0022,-23.8554,-23.1206,-,0.0000,0.0000
+SW_120,-42.5403,-54.7256,-31.4917,-38.6315,-39.3017,-43.6801,-16.1277,-,0.0000
+sFC,-40.3264,-53.8145,-28.6675,-36.215,-36.9286,-41.6657,-11.6154,10.6996,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..e992b51c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,1.4732e-01,1.0509e-08,2.0618e-03,1.8872e-02,1.0114e-06,6.0143e-16,1.6239e-19,4.2096e-19
+SVWP,1.4732e-01,,9.1650e-09,1.6775e-02,1.6001e-01,1.6161e-06,4.3850e-17,1.8032e-21,2.4352e-21
+DCC_joint,1.0509e-08,9.1650e-09,,6.0173e-06,9.4680e-07,1.3116e-03,3.2224e-12,3.3993e-17,1.7875e-16
+SW_cross_validated,2.0618e-03,1.6775e-02,6.0173e-06,,3.3285e-01,4.4784e-03,8.5045e-15,9.0419e-19,2.8518e-18
+SW_15,1.8872e-02,1.6001e-01,9.4680e-07,3.3285e-01,,4.0946e-04,4.5033e-15,6.6573e-19,2.0161e-18
+SW_30,1.0114e-06,1.6161e-06,1.3116e-03,4.4784e-03,4.0946e-04,,7.7762e-15,1.0134e-19,2.3519e-19
+SW_60,6.0143e-16,4.3850e-17,3.2224e-12,8.5045e-15,4.5033e-15,7.7762e-15,,3.8098e-12,8.5104e-10
+SW_120,1.6239e-19,1.8032e-21,3.3993e-17,9.0419e-19,6.6573e-19,1.0134e-19,3.8098e-12,,3.1236e-09
+sFC,4.2096e-19,2.4352e-21,1.7875e-16,2.8518e-18,2.0161e-18,2.3519e-19,8.5104e-10,3.1236e-09,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..9ce6daf5
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.04,0.14,1.47,4.38,3.22,2.96,2.03,-0.87
+SVWP,0.04,,0.11,1.45,4.38,3.21,2.96,2.02,-0.94
+DCC_joint,0.14,0.11,,1.18,4.08,2.73,2.44,1.70,-0.88
+SW_cross_validated,1.47,1.45,1.18,,3.30,1.56,1.18,0.57,-2.38
+SW_15,4.38,4.38,4.08,3.30,,-2.27,-2.66,-2.86,-5.00
+SW_30,3.22,3.21,2.73,1.56,-2.27,,-0.50,-0.93,-4.34
+SW_60,2.96,2.96,2.44,1.18,-2.66,-0.50,,-0.52,-4.23
+SW_120,2.03,2.02,1.70,0.57,-2.86,-0.93,-0.52,,-2.93
+sFC,-0.87,-0.94,-0.88,-2.38,-5.00,-4.34,-4.23,-2.93,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..415ab334
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.02,0.06,0.66,1.96,1.44,1.32,0.91,0.39
+SVWP,0.02,,0.05,0.65,1.96,1.44,1.32,0.90,0.42
+DCC_joint,0.06,0.05,,0.53,1.83,1.22,1.09,0.76,0.39
+SW_cross_validated,0.66,0.65,0.53,,1.48,0.70,0.53,0.25,1.06
+SW_15,1.96,1.96,1.83,1.48,,1.01,1.19,1.28,2.24
+SW_30,1.44,1.44,1.22,0.70,1.01,,0.22,0.42,1.94
+SW_60,1.32,1.32,1.09,0.53,1.19,0.22,,0.23,1.89
+SW_120,0.91,0.90,0.76,0.25,1.28,0.42,0.23,,1.31
+sFC,0.39,0.42,0.39,1.06,2.24,1.94,1.89,1.31,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..2a449f0a
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0129,0.1726,0.3005,1.,1.
+SVWP,-0.042,-,1.,1.,0.0130,0.1731,0.3011,1.,1.
+DCC_joint,-0.1425,-0.1079,-,1.,0.0252,0.4989,0.9136,1.,1.
+SW_cross_validated,-1.4723,-1.4517,-1.1811,-,0.1432,1.,1.,1.,1.
+SW_15,-4.3829,-4.3788,-4.0816,-3.3004,-,1.,0.5772,0.3768,0.0034
+SW_30,-3.2155,-3.2143,-2.7262,-1.5559,2.2683,-,1.,1.,0.0144
+SW_60,-2.962,-2.961,-2.4377,-1.1783,2.6575,0.4979,-,1.,0.0182
+SW_120,-2.0303,-2.0155,-1.6985,-0.5654,2.8572,0.93,0.5207,-,0.3187
+sFC,0.8709,0.9369,0.8783,2.3755,4.9988,4.335,4.2293,2.9348,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..850434ad
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.6694e-01,8.8824e-01,1.5821e-01,3.5881e-04,4.7958e-03,8.3462e-03,5.7372e-02,3.9525e-01
+SVWP,9.6694e-01,,9.1525e-01,1.6379e-01,3.6206e-04,4.8093e-03,8.3643e-03,5.9032e-02,3.6121e-01
+DCC_joint,8.8824e-01,9.1525e-01,,2.5295e-01,7.0030e-04,1.3858e-02,2.5379e-02,1.0663e-01,3.9136e-01
+SW_cross_validated,1.5821e-01,1.6379e-01,2.5295e-01,,3.9774e-03,1.3714e-01,2.5401e-01,5.7877e-01,2.8839e-02
+SW_15,3.5881e-04,3.6206e-04,7.0030e-04,3.9774e-03,,3.5847e-02,1.6033e-02,1.0467e-02,9.3080e-05
+SW_30,4.7958e-03,4.8093e-03,1.3858e-02,1.3714e-01,3.5847e-02,,6.2461e-01,3.6470e-01,3.9892e-04
+SW_60,8.3462e-03,8.3643e-03,2.5379e-02,2.5401e-01,1.6033e-02,6.2461e-01,,6.0889e-01,5.0434e-04
+SW_120,5.7372e-02,5.9032e-02,1.0663e-01,5.7877e-01,1.0467e-02,3.6470e-01,6.0889e-01,,8.8541e-03
+sFC,3.9525e-01,3.6121e-01,3.9136e-01,2.8839e-02,9.3080e-05,3.9892e-04,5.0434e-04,8.8541e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..a82aa316
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.30,6.20,-3.37,-3.09,-3.06,1.89,9.83,75.02
+SVWP,-0.30,,4.61,-2.10,-2.04,-1.88,1.61,6.91,49.26
+DCC_joint,6.20,4.61,,-11.55,-9.78,-11.08,-6.21,4.55,100.04
+SW_cross_validated,-3.37,-2.10,-11.55,,-0.10,0.34,6.73,16.48,97.25
+SW_15,-3.09,-2.04,-9.78,-0.10,,0.39,5.67,13.55,77.56
+SW_30,-3.06,-1.88,-11.08,0.34,0.39,,6.28,15.91,95.74
+SW_60,1.89,1.61,-6.21,6.73,5.67,6.28,,12.00,118.50
+SW_120,9.83,6.91,4.55,16.48,13.55,15.91,12.00,,113.46
+sFC,75.02,49.26,100.04,97.25,77.56,95.74,118.50,113.46,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..77350b5d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.13,2.77,1.51,1.38,1.37,0.85,4.40,33.55
+SVWP,0.13,,2.06,0.94,0.91,0.84,0.72,3.09,22.03
+DCC_joint,2.77,2.06,,5.16,4.37,4.96,2.78,2.04,44.74
+SW_cross_validated,1.51,0.94,5.16,,0.05,0.15,3.01,7.37,43.49
+SW_15,1.38,0.91,4.37,0.05,,0.18,2.53,6.06,34.68
+SW_30,1.37,0.84,4.96,0.15,0.18,,2.81,7.12,42.82
+SW_60,0.85,0.72,2.78,3.01,2.53,2.81,,5.37,52.99
+SW_120,4.40,3.09,2.04,7.37,6.06,7.12,5.37,,50.74
+sFC,33.55,22.03,44.74,43.49,34.68,42.82,52.99,50.74,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..560c4720
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0003,0.1228,0.2282,0.2436,1.,0.0000,0.0000
+SVWP,0.2978,-,0.0078,1.,1.,1.,1.,0.0001,0.0000
+DCC_joint,-6.2012,-4.6094,-,0.0000,0.0000,0.0000,0.0003,0.0089,0.0000
+SW_cross_validated,3.37,2.1004,11.5475,-,1.,1.,0.0001,0.0000,0.0000
+SW_15,3.0884,2.0411,9.7786,0.1047,-,1.,0.0008,0.0000,0.0000
+SW_30,3.0583,1.8834,11.0811,-0.3363,-0.3942,-,0.0002,0.0000,0.0000
+SW_60,-1.8911,-1.6142,6.2103,-6.7333,-5.6666,-6.2824,-,0.0000,0.0000
+SW_120,-9.8325,-6.9121,-4.5521,-16.4754,-13.5468,-15.9117,-12.0009,-,0.0000
+sFC,-75.0202,-49.2598,-100.0371,-97.2512,-77.5557,-95.7391,-118.4952,-113.4612,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..b782d834
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,7.6930e-01,7.4841e-06,3.4105e-03,6.3378e-03,6.7680e-03,7.4815e-02,1.1576e-08,6.3192e-24
+SVWP,7.6930e-01,,2.1769e-04,5.0049e-02,5.6182e-02,7.5909e-02,1.2389e-01,1.8391e-06,1.1842e-20
+DCC_joint,7.4841e-06,2.1769e-04,,9.3458e-10,1.2590e-08,1.7995e-09,7.3466e-06,2.4698e-04,3.5987e-26
+SW_cross_validated,3.4105e-03,5.0049e-02,9.3458e-10,,9.1775e-01,7.4051e-01,2.6009e-06,2.6560e-12,5.9781e-26
+SW_15,6.3378e-03,5.6182e-02,1.2590e-08,9.1775e-01,,6.9809e-01,2.2465e-05,7.0013e-11,3.4800e-24
+SW_30,6.7680e-03,7.5909e-02,1.7995e-09,7.4051e-01,6.9809e-01,,6.3538e-06,4.7838e-12,7.9220e-26
+SW_60,7.4815e-02,1.2389e-01,7.3466e-06,2.6009e-06,2.2465e-05,6.3538e-06,,5.0403e-10,1.7154e-27
+SW_120,1.1576e-08,1.8391e-06,2.4698e-04,2.6560e-12,7.0013e-11,4.7838e-12,5.0403e-10,,3.7436e-27
+sFC,6.3192e-24,1.1842e-20,3.5987e-26,5.9781e-26,3.4800e-24,7.9220e-26,1.7154e-27,3.7436e-27,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..78277a3f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.31,-1.48,-1.50,-1.53,-2.71,2.39,1.92,2.65
+SVWP,0.31,,-1.74,-1.74,-1.78,-2.89,1.77,1.33,2.00
+DCC_joint,-1.48,-1.74,,-0.36,-0.32,-1.79,6.94,6.29,7.50
+SW_cross_validated,-1.50,-1.74,-0.36,,0.06,-0.90,4.56,4.10,4.84
+SW_15,-1.53,-1.78,-0.32,0.06,,-1.06,5.06,4.55,5.38
+SW_30,-2.71,-2.89,-1.79,-0.90,-1.06,,9.20,8.62,9.79
+SW_60,2.39,1.77,6.94,4.56,5.06,9.20,,-1.95,0.92
+SW_120,1.92,1.33,6.29,4.10,4.55,8.62,-1.95,,3.25
+sFC,2.65,2.00,7.50,4.84,5.38,9.79,0.92,3.25,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..4e17f502
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.14,0.66,0.67,0.69,1.21,1.07,0.86,1.18
+SVWP,0.14,,0.78,0.78,0.79,1.29,0.79,0.60,0.90
+DCC_joint,0.66,0.78,,0.16,0.14,0.80,3.10,2.81,3.35
+SW_cross_validated,0.67,0.78,0.16,,0.03,0.40,2.04,1.83,2.17
+SW_15,0.69,0.79,0.14,0.03,,0.48,2.26,2.04,2.41
+SW_30,1.21,1.29,0.80,0.40,0.48,,4.11,3.86,4.38
+SW_60,1.07,0.79,3.10,2.04,2.26,4.11,,0.87,0.41
+SW_120,0.86,0.60,2.81,1.83,2.04,3.86,0.87,,1.45
+sFC,1.18,0.90,3.35,2.17,2.41,4.38,0.41,1.45,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..a30a098e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,1.,0.5199,1.,1.,0.5891
+SVWP,-0.3085,-,1.,1.,1.,0.3546,1.,1.,1.
+DCC_joint,1.4783,1.7447,-,1.,1.,1.,0.0001,0.0002,0.0000
+SW_cross_validated,1.5023,1.7399,0.3594,-,1.,1.,0.0087,0.0241,0.0047
+SW_15,1.5324,1.7765,0.3181,-0.0601,-,1.,0.003,0.0089,0.0015
+SW_30,2.7068,2.8855,1.7851,0.9024,1.0648,-,0.0000,0.0000,0.0000
+SW_60,-2.3867,-1.7684,-6.9424,-4.5596,-5.056,-9.2001,-,1.,1.
+SW_120,-1.9173,-1.3335,-6.2924,-4.1011,-4.5512,-8.6246,1.9466,-,0.1599
+sFC,-2.6479,-2.0021,-7.4979,-4.8424,-5.3839,-9.7864,-0.9192,-3.2505,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..ce1b42c0
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,7.6121e-01,1.5660e-01,1.5036e-01,1.4282e-01,1.4441e-02,2.8183e-02,7.1215e-02,1.6363e-02
+SVWP,7.6121e-01,,9.8085e-02,9.8954e-02,9.2561e-02,9.8489e-03,9.3945e-02,1.9901e-01,6.0575e-02
+DCC_joint,1.5660e-01,9.8085e-02,,7.2347e-01,7.5410e-01,9.1114e-02,1.7351e-06,6.2270e-06,6.0916e-07
+SW_cross_validated,1.5036e-01,9.8954e-02,7.2347e-01,,9.5277e-01,3.7876e-01,2.4289e-04,6.7052e-04,1.3073e-04
+SW_15,1.4282e-01,9.2561e-02,7.5410e-01,9.5277e-01,,3.0103e-01,8.2262e-05,2.4743e-04,4.0755e-05
+SW_30,1.4441e-02,9.8489e-03,9.1114e-02,3.7876e-01,3.0103e-01,,3.1705e-08,8.2664e-08,1.2438e-08
+SW_60,2.8183e-02,9.3945e-02,1.7351e-06,2.4289e-04,8.2262e-05,3.1705e-08,,6.7363e-02,3.7015e-01
+SW_120,7.1215e-02,1.9901e-01,6.2270e-06,6.7052e-04,2.4743e-04,8.2664e-08,6.7363e-02,,4.4409e-03
+sFC,1.6363e-02,6.0575e-02,6.0916e-07,1.3073e-04,4.0755e-05,1.2438e-08,3.7015e-01,4.4409e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..46bd9e39
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.20,-0.50,10.27,13.44,9.97,8.54,8.75,-3.64
+SVWP,0.20,,-0.68,9.71,13.09,9.63,8.17,8.31,-3.64
+DCC_joint,-0.50,-0.68,,10.92,13.85,10.39,9.03,9.30,-3.13
+SW_cross_validated,10.27,9.71,10.92,,6.44,2.43,0.03,-0.57,-15.42
+SW_15,13.44,13.09,13.85,6.44,,-3.59,-5.88,-6.59,-16.31
+SW_30,9.97,9.63,10.39,2.43,-3.59,,-2.17,-2.76,-12.96
+SW_60,8.54,8.17,9.03,0.03,-5.88,-2.17,,-0.52,-12.06
+SW_120,8.75,8.31,9.30,-0.57,-6.59,-2.76,-0.52,,-12.88
+sFC,-3.64,-3.64,-3.13,-15.42,-16.31,-12.96,-12.06,-12.88,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..b97f5a3e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.09,0.22,4.59,6.01,4.46,3.82,3.91,1.63
+SVWP,0.09,,0.31,4.34,5.85,4.31,3.65,3.72,1.63
+DCC_joint,0.22,0.31,,4.88,6.19,4.65,4.04,4.16,1.40
+SW_cross_validated,4.59,4.34,4.88,,2.88,1.09,0.01,0.26,6.89
+SW_15,6.01,5.85,6.19,2.88,,1.61,2.63,2.95,7.29
+SW_30,4.46,4.31,4.65,1.09,1.61,,0.97,1.23,5.80
+SW_60,3.82,3.65,4.04,0.01,2.63,0.97,,0.23,5.39
+SW_120,3.91,3.72,4.16,0.26,2.95,1.23,0.23,,5.76
+sFC,1.63,1.63,1.40,6.89,7.29,5.80,5.39,5.76,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..50187b25
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.0000,0.0000,0.0000,0.0000,0.0000,0.0681
+SVWP,-0.1996,-,1.,0.0000,0.0000,0.0000,0.0000,0.0000,0.0667
+DCC_joint,0.5012,0.6822,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.2074
+SW_cross_validated,-10.2745,-9.7077,-10.9223,-,0.0002,0.9333,1.,1.,0.0000
+SW_15,-13.4409,-13.0905,-13.8479,-6.4365,-,0.0749,0.0005,0.0001,0.0000
+SW_30,-9.9667,-9.6305,-10.3916,-2.4274,3.593,-,1.,0.4659,0.0000
+SW_60,-8.5438,-8.167,-9.0289,-0.0312,5.883,2.1705,-,1.,0.0000
+SW_120,-8.7503,-8.3084,-9.3001,0.573,6.5918,2.7583,0.5249,-,0.0000
+sFC,3.6353,3.6446,3.1319,15.4157,16.3069,12.963,12.0606,12.8799,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..c77759bf
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.4400e-01,6.2229e-01,5.8775e-09,7.9659e-11,9.4006e-09,9.4882e-08,6.6820e-08,1.8925e-03
+SVWP,8.4400e-01,,5.0381e-01,1.4072e-08,1.2290e-10,1.5890e-08,1.8239e-07,1.4242e-07,1.8538e-03
+DCC_joint,6.2229e-01,5.0381e-01,,2.2600e-09,4.8709e-11,4.9289e-09,4.1988e-08,2.6956e-08,5.7622e-03
+SW_cross_validated,5.8775e-09,1.4072e-08,2.2600e-09,,4.6673e-06,2.5926e-02,9.7549e-01,5.7373e-01,8.1511e-12
+SW_15,7.9659e-11,1.2290e-10,4.8709e-11,4.6673e-06,,2.0792e-03,1.4335e-05,3.4320e-06,3.1608e-12
+SW_30,9.4006e-09,1.5890e-08,4.9289e-09,2.5926e-02,2.0792e-03,,4.3594e-02,1.2941e-02,1.4424e-10
+SW_60,9.4882e-08,1.8239e-07,4.1988e-08,9.7549e-01,1.4335e-05,4.3594e-02,,6.0608e-01,4.6533e-10
+SW_120,6.6820e-08,1.4242e-07,2.6956e-08,5.7373e-01,3.4320e-06,1.2941e-02,6.0608e-01,,1.6022e-10
+sFC,1.8925e-03,1.8538e-03,5.7622e-03,8.1511e-12,3.1608e-12,1.4424e-10,4.6533e-10,1.6022e-10,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..0a94597a
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.00,2.26,3.91,11.91,8.78,5.44,2.94,1.48
+SVWP,0.00,,2.24,3.87,11.78,8.68,5.39,2.92,1.47
+DCC_joint,2.26,2.24,,1.40,9.48,6.14,2.90,0.51,-0.79
+SW_cross_validated,3.91,3.87,1.40,,9.82,5.78,1.77,-0.97,-2.30
+SW_15,11.91,11.78,9.48,9.82,,-5.60,-8.39,-10.15,-10.43
+SW_30,8.78,8.68,6.14,5.78,-5.60,,-4.01,-6.42,-7.15
+SW_60,5.44,5.39,2.90,1.77,-8.39,-4.01,,-2.65,-3.83
+SW_120,2.94,2.92,0.51,-0.97,-10.15,-6.42,-2.65,,-1.37
+sFC,1.48,1.47,-0.79,-2.30,-10.43,-7.15,-3.83,-1.37,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..611ba666
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.00,1.01,1.75,5.33,3.93,2.43,1.32,0.66
+SVWP,0.00,,1.00,1.73,5.27,3.88,2.41,1.30,0.66
+DCC_joint,1.01,1.00,,0.62,4.24,2.75,1.30,0.23,0.36
+SW_cross_validated,1.75,1.73,0.62,,4.39,2.59,0.79,0.43,1.03
+SW_15,5.33,5.27,4.24,4.39,,2.51,3.75,4.54,4.67
+SW_30,3.93,3.88,2.75,2.59,2.51,,1.79,2.87,3.20
+SW_60,2.43,2.41,1.30,0.79,3.75,1.79,,1.19,1.71
+SW_120,1.32,1.30,0.23,0.43,4.54,2.87,1.19,,0.61
+sFC,0.66,0.66,0.36,1.03,4.67,3.20,1.71,0.61,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..79defce6
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.0368,0.0000,0.0000,0.0013,0.314,1.
+SVWP,-0.0005,-,1.,0.0400,0.0000,0.0000,0.0015,0.3322,1.
+DCC_joint,-2.2563,-2.2391,-,1.,0.0000,0.0003,0.3446,1.,1.
+SW_cross_validated,-3.9118,-3.8743,-1.3954,-,0.0000,0.0006,1.,1.,1.
+SW_15,-11.9074,-11.7796,-9.4766,-9.8216,-,0.0009,0.0000,0.0000,0.0000
+SW_30,-8.7848,-8.6812,-6.1389,-5.7817,5.6033,-,0.0297,0.0002,0.0000
+SW_60,-5.4437,-5.3888,-2.8987,-1.7652,8.3911,4.0084,-,0.5847,0.0444
+SW_120,-2.9418,-2.9157,-0.5083,0.9663,10.1533,6.4188,2.6513,-,1.
+sFC,-1.4776,-1.4661,0.7938,2.2981,10.4333,7.1485,3.8274,1.3717,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..7418b9ed
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.9960e-01,3.6729e-02,1.0221e-03,5.7164e-10,6.3047e-08,3.5907e-05,8.7210e-03,1.5681e-01
+SVWP,9.9960e-01,,3.8019e-02,1.1112e-03,6.7970e-10,7.5091e-08,4.0340e-05,9.2269e-03,1.5986e-01
+DCC_joint,3.6729e-02,3.8019e-02,,1.7988e-01,2.0295e-08,8.4896e-06,9.5730e-03,6.1740e-01,4.3763e-01
+SW_cross_validated,1.0221e-03,1.1112e-03,1.7988e-01,,1.1773e-08,1.7678e-05,9.4487e-02,3.4670e-01,3.3760e-02
+SW_15,5.7164e-10,6.7970e-10,2.0295e-08,1.1773e-08,,2.5650e-05,1.2338e-07,7.0634e-09,4.6312e-09
+SW_30,6.3047e-08,7.5091e-08,8.4896e-06,1.7678e-05,2.5650e-05,,8.2427e-04,4.8350e-06,1.1710e-06
+SW_60,3.5907e-05,4.0340e-05,9.5730e-03,9.4487e-02,1.2338e-07,8.2427e-04,,1.6242e-02,1.2338e-03
+SW_120,8.7210e-03,9.2269e-03,6.1740e-01,3.4670e-01,7.0634e-09,4.8350e-06,1.6242e-02,,1.8703e-01
+sFC,1.5681e-01,1.5986e-01,4.3763e-01,3.3760e-02,4.6312e-09,1.1710e-06,1.2338e-03,1.8703e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..8ff0e222
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.22,4.98,3.18,5.82,2.74,1.24,8.00,28.70
+SVWP,0.22,,4.54,2.88,5.49,2.50,1.02,7.44,26.99
+DCC_joint,4.98,4.54,,-1.21,2.38,-0.94,-2.82,4.21,38.74
+SW_cross_validated,3.18,2.88,-1.21,,2.96,0.02,-1.58,4.32,25.23
+SW_15,5.82,5.49,2.38,2.96,,-2.56,-4.12,0.33,17.32
+SW_30,2.74,2.50,-0.94,0.02,-2.56,,-1.41,3.42,18.92
+SW_60,1.24,1.02,-2.82,-1.58,-4.12,-1.41,,5.40,21.89
+SW_120,8.00,7.44,4.21,4.32,0.33,3.42,5.40,,32.78
+sFC,28.70,26.99,38.74,25.23,17.32,18.92,21.89,32.78,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..7ffe31e0
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.10,2.23,1.42,2.60,1.22,0.55,3.58,12.84
+SVWP,0.10,,2.03,1.29,2.45,1.12,0.45,3.33,12.07
+DCC_joint,2.23,2.03,,0.54,1.07,0.42,1.26,1.88,17.33
+SW_cross_validated,1.42,1.29,0.54,,1.33,0.01,0.71,1.93,11.28
+SW_15,2.60,2.45,1.07,1.33,,1.14,1.84,0.15,7.75
+SW_30,1.22,1.12,0.42,0.01,1.14,,0.63,1.53,8.46
+SW_60,0.55,0.45,1.26,0.71,1.84,0.63,,2.42,9.79
+SW_120,3.58,3.33,1.88,1.93,0.15,1.53,2.42,,14.66
+sFC,12.84,12.07,17.33,11.28,7.75,8.46,9.79,14.66,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..73ef75ba
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0035,0.1858,0.0006,0.4855,1.,0.0000,0.0000
+SVWP,-0.2161,-,0.0092,0.3611,0.0012,0.8098,1.,0.0000,0.0000
+DCC_joint,-4.9839,-4.5361,-,1.,1.,1.,0.4066,0.0191,0.0000
+SW_cross_validated,-3.182,-2.877,1.2108,-,0.2992,1.,1.,0.015,0.0000
+SW_15,-5.8185,-5.4867,-2.383,-2.964,-,0.7142,0.0233,1.,0.0000
+SW_30,-2.7389,-2.496,0.94,-0.0244,2.5563,-,1.,0.1094,0.0000
+SW_60,-1.236,-1.0159,2.8218,1.5831,4.1164,1.412,-,0.0014,0.0000
+SW_120,-8.0022,-7.4412,-4.2075,-4.3159,-0.335,-3.4223,-5.4032,-,0.0000
+sFC,-28.7028,-26.9852,-38.7404,-25.2305,-17.3218,-18.9226,-21.894,-32.7811,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..46968eaa
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.3137e-01,9.6141e-05,5.1622e-03,1.6378e-05,1.3487e-02,2.3233e-01,2.4411e-07,1.7492e-16
+SVWP,8.3137e-01,,2.5580e-04,1.0032e-02,3.2782e-05,2.2494e-02,3.2315e-01,6.7659e-07,5.1854e-16
+DCC_joint,9.6141e-05,2.5580e-04,,2.4165e-01,2.8400e-02,3.5968e-01,1.1295e-02,5.2934e-04,8.6000e-19
+SW_cross_validated,5.1622e-03,1.0032e-02,2.4165e-01,,8.3099e-03,9.8080e-01,1.3082e-01,4.1618e-04,1.6885e-15
+SW_15,1.6378e-05,3.2782e-05,2.8400e-02,8.3099e-03,,1.9838e-02,6.4812e-04,7.4151e-01,1.1342e-12
+SW_30,1.3487e-02,2.2494e-02,3.5968e-01,9.8080e-01,1.9838e-02,,1.7500e-01,3.0377e-03,2.4999e-13
+SW_60,2.3233e-01,3.2315e-01,1.1295e-02,1.3082e-01,6.4812e-04,1.7500e-01,,3.9119e-05,2.0090e-14
+SW_120,2.4411e-07,6.7659e-07,5.2934e-04,4.1618e-04,7.4151e-01,3.0377e-03,3.9119e-05,,1.6704e-17
+sFC,1.7492e-16,5.1854e-16,8.6000e-19,1.6885e-15,1.1342e-12,2.4999e-13,2.0090e-14,1.6704e-17,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..89fbf47a
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.38,6.49,3.00,4.30,4.18,19.95,30.87,28.64
+SVWP,0.38,,6.98,2.96,4.46,4.24,22.87,36.91,34.82
+DCC_joint,6.49,6.98,,-3.82,-2.64,-1.81,16.86,32.27,29.85
+SW_cross_validated,3.00,2.96,-3.82,,1.33,1.54,19.47,33.13,30.82
+SW_15,4.30,4.46,-2.64,1.33,,0.41,19.47,34.87,32.65
+SW_30,4.18,4.24,-1.81,1.54,0.41,,15.49,26.58,24.12
+SW_60,19.95,22.87,16.86,19.47,19.47,15.49,,15.15,10.85
+SW_120,30.87,36.91,32.27,33.13,34.87,26.58,15.15,,-10.07
+sFC,28.64,34.82,29.85,30.82,32.65,24.12,10.85,-10.07,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..e53088d7
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.17,2.90,1.34,1.92,1.87,8.92,13.81,12.81
+SVWP,0.17,,3.12,1.32,1.99,1.89,10.23,16.51,15.57
+DCC_joint,2.90,3.12,,1.71,1.18,0.81,7.54,14.43,13.35
+SW_cross_validated,1.34,1.32,1.71,,0.59,0.69,8.71,14.82,13.79
+SW_15,1.92,1.99,1.18,0.59,,0.18,8.71,15.60,14.60
+SW_30,1.87,1.89,0.81,0.69,0.18,,6.93,11.89,10.78
+SW_60,8.92,10.23,7.54,8.71,8.71,6.93,,6.78,4.85
+SW_120,13.81,16.51,14.43,14.82,15.60,11.89,6.78,,4.50
+sFC,12.81,15.57,13.35,13.79,14.60,10.78,4.85,4.50,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..cf331ffe
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0002,0.2752,0.0156,0.0204,0.0000,0.0000,0.0000
+SVWP,-0.3793,-,0.0001,0.3021,0.011,0.0179,0.0000,0.0000,0.0000
+DCC_joint,-6.4879,-6.9767,-,0.0455,0.6025,1.,0.0000,0.0000,0.0000
+SW_cross_validated,-3.0025,-2.9596,3.8162,-,1.,1.,0.0000,0.0000,0.0000
+SW_15,-4.2966,-4.4566,2.6372,-1.3291,-,1.,0.0000,0.0000,0.0000
+SW_30,-4.1766,-4.2364,1.8085,-1.5393,-0.4126,-,0.0000,0.0000,0.0000
+SW_60,-19.9515,-22.8651,-16.8587,-19.4693,-19.4721,-15.4941,-,0.0000,0.0000
+SW_120,-30.8719,-36.911,-32.2662,-33.1325,-34.8726,-26.5807,-15.152,-,0.0000
+sFC,-28.6403,-34.8211,-29.8536,-30.8244,-32.6533,-24.1157,-10.8474,10.0693,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..019bdbd1
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,7.0894e-01,4.2150e-06,7.6436e-03,4.3435e-04,5.6694e-04,1.0044e-13,4.8317e-17,1.8178e-16
+SVWP,7.0894e-01,,1.6244e-06,8.3910e-03,3.0484e-04,4.9647e-04,9.4386e-15,2.0332e-18,5.7257e-18
+DCC_joint,4.2150e-06,1.6244e-06,,1.2648e-03,1.6736e-02,8.7258e-02,1.7983e-12,2.2111e-17,8.7403e-17
+SW_cross_validated,7.6436e-03,8.3910e-03,1.2648e-03,,2.0041e-01,1.4111e-01,1.5316e-13,1.3828e-17,4.9651e-17
+SW_15,4.3435e-04,3.0484e-04,1.6736e-02,2.0041e-01,,6.8480e-01,1.5278e-13,5.5775e-18,1.7901e-17
+SW_30,5.6694e-04,4.9647e-04,8.7258e-02,1.4111e-01,6.8480e-01,,7.4854e-12,6.7628e-16,3.7250e-15
+SW_60,1.0044e-13,9.4386e-15,1.7983e-12,1.5316e-13,1.5278e-13,7.4854e-12,,1.0888e-11,2.5185e-09
+SW_120,4.8317e-17,2.0332e-18,2.2111e-17,1.3828e-17,5.5775e-18,6.7628e-16,1.0888e-11,,8.0294e-09
+sFC,1.8178e-16,5.7257e-18,8.7403e-17,4.9651e-17,1.7901e-17,3.7250e-15,2.5185e-09,8.0294e-09,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..5211bcb2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.35,-0.18,2.52,8.85,4.21,4.66,3.52,-1.55
+SVWP,-0.35,,0.14,2.94,9.59,4.65,5.28,3.97,-1.31
+DCC_joint,-0.18,0.14,,2.59,8.74,4.24,4.66,3.57,-1.22
+SW_cross_validated,2.52,2.94,2.59,,5.64,1.75,1.66,0.97,-4.07
+SW_15,8.85,9.59,8.74,5.64,,-3.47,-4.33,-4.53,-11.18
+SW_30,4.21,4.65,4.24,1.75,-3.47,,-0.33,-0.82,-5.71
+SW_60,4.66,5.28,4.66,1.66,-4.33,-0.33,,-0.59,-6.80
+SW_120,3.52,3.97,3.57,0.97,-4.53,-0.82,-0.59,,-5.12
+sFC,-1.55,-1.31,-1.22,-4.07,-11.18,-5.71,-6.80,-5.12,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..91267b9a
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.16,0.08,1.13,3.96,1.88,2.09,1.58,0.69
+SVWP,0.16,,0.06,1.31,4.29,2.08,2.36,1.78,0.58
+DCC_joint,0.08,0.06,,1.16,3.91,1.90,2.08,1.60,0.55
+SW_cross_validated,1.13,1.31,1.16,,2.52,0.78,0.74,0.43,1.82
+SW_15,3.96,4.29,3.91,2.52,,1.55,1.94,2.03,5.00
+SW_30,1.88,2.08,1.90,0.78,1.55,,0.15,0.37,2.55
+SW_60,2.09,2.36,2.08,0.74,1.94,0.15,,0.26,3.04
+SW_120,1.58,1.78,1.60,0.43,2.03,0.37,0.26,,2.29
+sFC,0.69,0.58,0.55,1.82,5.00,2.55,3.04,2.29,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..e643e5e1
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.7733,0.0000,0.0188,0.007,0.0874,1.
+SVWP,0.3492,-,1.,0.3149,0.0000,0.0072,0.0018,0.0320,1.
+DCC_joint,0.1814,-0.1359,-,0.6621,0.0000,0.0175,0.0070,0.0790,1.
+SW_cross_validated,-2.5181,-2.9404,-2.5924,-,0.0009,1.,1.,1.,0.0259
+SW_15,-8.8525,-9.586,-8.7417,-5.6362,-,0.0984,0.0145,0.0093,0.0000
+SW_30,-4.2132,-4.6476,-4.2448,-1.7525,3.4698,-,1.,1.,0.0007
+SW_60,-4.6632,-5.2779,-4.6595,-1.6646,4.3302,0.3263,-,1.,0.0001
+SW_120,-3.5234,-3.9744,-3.5687,-0.9681,4.534,0.8179,0.5893,-,0.0026
+sFC,1.5455,1.307,1.2249,4.0697,11.1814,5.7114,6.7979,5.118,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..fad0d9e1
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,7.3098e-01,8.5806e-01,2.1481e-02,5.6292e-08,5.2261e-04,1.9344e-04,2.4275e-03,1.3963e-01
+SVWP,7.3098e-01,,8.9339e-01,8.7472e-03,1.7049e-08,2.0020e-04,5.1083e-05,8.8919e-04,2.0766e-01
+DCC_joint,8.5806e-01,8.9339e-01,,1.8392e-02,6.7802e-08,4.8731e-04,1.9503e-04,2.1948e-03,2.3642e-01
+SW_cross_validated,2.1481e-02,8.7472e-03,1.8392e-02,,2.3941e-05,9.6697e-02,1.1331e-01,3.4581e-01,7.1912e-04
+SW_15,5.6292e-08,1.7049e-08,6.7802e-08,2.3941e-05,,2.7339e-03,4.0314e-04,2.5698e-04,1.5603e-09
+SW_30,5.2261e-04,2.0020e-04,4.8731e-04,9.6697e-02,2.7339e-03,,7.4797e-01,4.2411e-01,2.0463e-05
+SW_60,1.9344e-04,5.1083e-05,1.9503e-04,1.1331e-01,4.0314e-04,7.4797e-01,,5.6299e-01,2.2938e-06
+SW_120,2.4275e-03,8.8919e-04,2.1948e-03,3.4581e-01,2.5698e-04,4.2411e-01,5.6299e-01,,7.1974e-05
+sFC,1.3963e-01,2.0766e-01,2.3642e-01,7.1912e-04,1.5603e-09,2.0463e-05,2.2938e-06,7.1974e-05,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..5c9020eb
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.13,1.12,1.05,4.52,1.60,2.37,7.50,48.04
+SVWP,0.13,,0.81,0.86,4.04,1.33,2.04,6.72,41.02
+DCC_joint,1.12,0.81,,0.33,4.68,0.95,1.96,8.71,97.15
+SW_cross_validated,1.05,0.86,0.33,,3.15,0.41,1.11,5.78,39.79
+SW_15,4.52,4.04,4.68,3.15,,-2.99,-2.25,2.61,38.76
+SW_30,1.60,1.33,0.95,0.41,-2.99,,0.77,5.89,45.95
+SW_60,2.37,2.04,1.96,1.11,-2.25,0.77,,5.10,44.84
+SW_120,7.50,6.72,8.71,5.78,2.61,5.89,5.10,,39.17
+sFC,48.04,41.02,97.15,39.79,38.76,45.95,44.84,39.17,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..340a9810
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.06,0.50,0.47,2.02,0.71,1.06,3.35,21.48
+SVWP,0.06,,0.36,0.38,1.81,0.60,0.91,3.01,18.34
+DCC_joint,0.50,0.36,,0.15,2.09,0.43,0.88,3.89,43.45
+SW_cross_validated,0.47,0.38,0.15,,1.41,0.18,0.50,2.59,17.80
+SW_15,2.02,1.81,2.09,1.41,,1.34,1.01,1.17,17.33
+SW_30,0.71,0.60,0.43,0.18,1.34,,0.35,2.63,20.55
+SW_60,1.06,0.91,0.88,0.50,1.01,0.35,,2.28,20.05
+SW_120,3.35,3.01,3.89,2.59,1.17,2.63,2.28,,17.52
+sFC,21.48,18.34,43.45,17.80,17.33,20.55,20.05,17.52,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..7be36ba3
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0095,1.,1.,0.0000,0.0000
+SVWP,-0.1289,-,1.,1.,0.0274,1.,1.,0.0001,0.0000
+DCC_joint,-1.117,-0.8125,-,1.,0.0067,1.,1.,0.0000,0.0000
+SW_cross_validated,-1.0541,-0.859,-0.3283,-,0.2008,1.,1.,0.0006,0.0000
+SW_15,-4.5233,-4.0445,-4.6816,-3.1468,-,0.2808,1.,0.6339,0.0000
+SW_30,-1.5957,-1.3328,-0.9547,-0.4058,2.9931,-,1.,0.0005,0.0000
+SW_60,-2.3675,-2.0401,-1.9577,-1.1132,2.248,-0.7737,-,0.0027,0.0000
+SW_120,-7.5009,-6.7229,-8.7089,-5.7806,-2.6131,-5.8873,-5.0976,-,0.0000
+sFC,-48.0356,-41.0173,-97.1549,-39.7925,-38.7562,-45.9534,-44.8399,-39.1661,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..8d8b6e6d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.9889e-01,2.7870e-01,3.0577e-01,2.6315e-04,1.2795e-01,2.9312e-02,6.0572e-07,1.8567e-20
+SVWP,8.9889e-01,,4.2713e-01,4.0162e-01,7.6052e-04,1.9922e-01,5.6293e-02,2.6541e-06,3.1103e-19
+DCC_joint,2.7870e-01,4.2713e-01,,7.4645e-01,1.8581e-04,3.5236e-01,6.5950e-02,7.1656e-08,6.0854e-26
+SW_cross_validated,3.0577e-01,4.0162e-01,7.4645e-01,,5.5775e-03,6.8967e-01,2.8028e-01,1.7717e-05,5.3375e-19
+SW_15,2.6315e-04,7.6052e-04,1.8581e-04,5.5775e-03,,7.8012e-03,3.7348e-02,1.7607e-02,8.5377e-19
+SW_30,1.2795e-01,1.9922e-01,3.5236e-01,6.8967e-01,7.8012e-03,,4.4915e-01,1.4209e-05,4.0973e-20
+SW_60,2.9312e-02,5.6293e-02,6.5950e-02,2.8028e-01,3.7348e-02,4.4915e-01,,7.5201e-05,6.3484e-20
+SW_120,6.0572e-07,2.6541e-06,7.1656e-08,1.7717e-05,1.7607e-02,1.4209e-05,7.5201e-05,,7.0799e-19
+sFC,1.8567e-20,3.1103e-19,6.0854e-26,5.3375e-19,8.5377e-19,4.0973e-20,6.3484e-20,7.0799e-19,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..65db4329
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.69,-5.16,-0.17,2.69,-0.83,2.00,2.36,-1.21
+SVWP,-0.69,,-5.68,0.47,3.62,-0.20,3.57,4.67,-0.57
+DCC_joint,-5.16,-5.68,,4.79,7.44,5.22,9.79,12.65,7.15
+SW_cross_validated,-0.17,0.47,4.79,,2.79,-0.61,2.13,2.47,-0.93
+SW_15,2.69,3.62,7.44,2.79,,-3.68,-1.47,-1.53,-4.39
+SW_30,-0.83,-0.20,5.22,-0.61,-3.68,,3.59,4.55,-0.27
+SW_60,2.00,3.57,9.79,2.13,-1.47,3.59,,0.16,-5.92
+SW_120,2.36,4.67,12.65,2.47,-1.53,4.55,0.16,,-14.42
+sFC,-1.21,-0.57,7.15,-0.93,-4.39,-0.27,-5.92,-14.42,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..e9b11f54
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.31,2.31,0.07,1.20,0.37,0.89,1.05,0.54
+SVWP,0.31,,2.54,0.21,1.62,0.09,1.60,2.09,0.26
+DCC_joint,2.31,2.54,,2.14,3.33,2.33,4.38,5.66,3.20
+SW_cross_validated,0.07,0.21,2.14,,1.25,0.27,0.95,1.11,0.41
+SW_15,1.20,1.62,3.33,1.25,,1.65,0.66,0.68,1.96
+SW_30,0.37,0.09,2.33,0.27,1.65,,1.61,2.04,0.12
+SW_60,0.89,1.60,4.38,0.95,0.66,1.61,,0.07,2.65
+SW_120,1.05,2.09,5.66,1.11,0.68,2.04,0.07,,6.45
+sFC,0.54,0.26,3.20,0.41,1.96,0.12,2.65,6.45,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..6fba869d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0024,1.,0.5401,1.,1.,1.,1.
+SVWP,0.6901,-,0.0008,1.,0.0697,1.,0.0784,0.0068,1.
+DCC_joint,5.159,5.6794,-,0.0053,0.0000,0.0021,0.0000,0.0000,0.0000
+SW_cross_validated,0.1677,-0.4718,-4.7878,-,0.4395,1.,1.,0.8471,1.
+SW_15,-2.6888,-3.6248,-7.4413,-2.7856,-,0.0613,1.,1.,0.0129
+SW_30,0.828,0.1969,-5.2185,0.6119,3.683,-,0.0747,0.0089,1.
+SW_60,-1.9984,-3.572,-9.7898,-2.1289,1.4679,-3.5942,-,1.,0.0005
+SW_120,-2.3552,-4.6733,-12.6514,-2.4743,1.5259,-4.5513,-0.1574,-,0.0000
+sFC,1.2083,0.5724,-7.1524,0.9254,4.3852,0.2702,5.9221,14.4196,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..439ce36b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,4.9894e-01,6.5895e-05,8.6869e-01,1.5003e-02,4.1853e-01,6.1007e-02,3.0057e-02,2.4258e-01
+SVWP,4.9894e-01,,2.1873e-05,6.4275e-01,1.9371e-03,8.4611e-01,2.1789e-03,1.8920e-04,5.7411e-01
+DCC_joint,6.5895e-05,2.1873e-05,,1.4727e-04,6.7637e-07,5.7996e-05,1.2372e-08,2.1450e-10,1.1622e-06
+SW_cross_validated,8.6869e-01,6.4275e-01,1.4727e-04,,1.2209e-02,5.4828e-01,4.7330e-02,2.3531e-02,3.6700e-01
+SW_15,1.5003e-02,1.9371e-03,6.7637e-07,1.2209e-02,,1.7018e-03,1.5940e-01,1.4441e-01,3.5698e-04
+SW_30,4.1853e-01,8.4611e-01,5.7996e-05,5.4828e-01,1.7018e-03,,2.0740e-03,2.4736e-04,7.9011e-01
+SW_60,6.1007e-02,2.1789e-03,1.2372e-08,4.7330e-02,1.5940e-01,2.0740e-03,,8.7664e-01,1.3224e-05
+SW_120,3.0057e-02,1.8920e-04,2.1450e-10,2.3531e-02,1.4441e-01,2.4736e-04,8.7664e-01,,2.4900e-11
+sFC,2.4258e-01,5.7411e-01,1.1622e-06,3.6700e-01,3.5698e-04,7.9011e-01,1.3224e-05,2.4900e-11,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..3c72ca9c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.18,-1.49,11.36,15.51,12.09,9.45,11.43,-5.49
+SVWP,0.18,,-1.51,10.30,14.73,11.28,8.73,10.27,-4.88
+DCC_joint,-1.49,-1.51,,13.86,17.15,13.94,11.24,14.13,-4.78
+SW_cross_validated,11.36,10.30,13.86,,7.11,2.59,-0.33,-0.42,-18.64
+SW_15,15.51,14.73,17.15,7.11,,-4.38,-6.85,-7.56,-19.98
+SW_30,12.09,11.28,13.94,2.59,-4.38,,-2.64,-3.01,-17.31
+SW_60,9.45,8.73,11.24,-0.33,-6.85,-2.64,,-0.03,-14.68
+SW_120,11.43,10.27,14.13,-0.42,-7.56,-3.01,-0.03,,-19.41
+sFC,-5.49,-4.88,-4.78,-18.64,-19.98,-17.31,-14.68,-19.41,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..f24367f7
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.08,0.67,5.08,6.94,5.41,4.22,5.11,2.45
+SVWP,0.08,,0.68,4.60,6.59,5.04,3.90,4.59,2.18
+DCC_joint,0.67,0.68,,6.20,7.67,6.23,5.03,6.32,2.14
+SW_cross_validated,5.08,4.60,6.20,,3.18,1.16,0.15,0.19,8.34
+SW_15,6.94,6.59,7.67,3.18,,1.96,3.07,3.38,8.94
+SW_30,5.41,5.04,6.23,1.16,1.96,,1.18,1.35,7.74
+SW_60,4.22,3.90,5.03,0.15,3.07,1.18,,0.01,6.57
+SW_120,5.11,4.59,6.32,0.19,3.38,1.35,0.01,,8.68
+sFC,2.45,2.18,2.14,8.34,8.94,7.74,6.57,8.68,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..7d3592e2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.0000,0.0000,0.0000,0.0000,0.0000,0.0012
+SVWP,-0.1754,-,1.,0.0000,0.0000,0.0000,0.0000,0.0000,0.0044
+DCC_joint,1.4939,1.5105,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0054
+SW_cross_validated,-11.3644,-10.2951,-13.8563,-,0.0000,0.6700,1.,1.,0.0000
+SW_15,-15.5092,-14.7263,-17.1468,-7.1058,-,0.0130,0.0001,0.0000,0.0000
+SW_30,-12.0898,-11.2752,-13.9381,-2.5867,4.3786,-,0.6004,0.2715,0.0000
+SW_60,-9.4453,-8.7257,-11.2444,0.3263,6.8538,2.6388,-,1.,0.0000
+SW_120,-11.4269,-10.2707,-14.1332,0.4219,7.5585,3.0087,0.0321,-,0.0000
+sFC,5.4864,4.875,4.7785,18.6384,19.981,17.3077,14.6822,19.4135,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..a97f65b7
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.6270e-01,1.5252e-01,1.2057e-09,7.3637e-12,4.4756e-10,2.1334e-08,1.1049e-09,3.2808e-05
+SVWP,8.6270e-01,,1.4828e-01,5.6981e-09,1.7535e-11,1.3666e-09,6.9651e-08,5.9114e-09,1.2177e-04
+DCC_joint,1.5252e-01,1.4828e-01,,4.8221e-11,1.3482e-12,4.3750e-11,1.4272e-09,3.4750e-11,1.5028e-04
+SW_cross_validated,1.2057e-09,5.6981e-09,4.8221e-11,,1.2698e-06,1.8612e-02,7.4793e-01,6.7812e-01,3.2417e-13
+SW_15,7.3637e-12,1.7535e-11,1.3482e-12,1.2698e-06,,3.6221e-04,2.0580e-06,5.4478e-07,9.7916e-14
+SW_30,4.4756e-10,1.3666e-09,4.3750e-11,1.8612e-02,3.6221e-04,,1.6677e-02,7.5421e-03,1.1501e-12
+SW_60,2.1334e-08,6.9651e-08,1.4272e-09,7.4793e-01,2.0580e-06,1.6677e-02,,9.7476e-01,1.8435e-11
+SW_120,1.1049e-09,5.9114e-09,3.4750e-11,6.7812e-01,5.4478e-07,7.5421e-03,9.7476e-01,,1.6091e-13
+sFC,3.2808e-05,1.2177e-04,1.5028e-04,3.2417e-13,9.7916e-14,1.1501e-12,1.8435e-11,1.6091e-13,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..c05e6395
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.02,0.11,9.99,20.43,14.12,11.28,10.23,-1.44
+SVWP,0.02,,0.09,9.73,19.98,13.73,10.90,9.90,-1.44
+DCC_joint,0.11,0.09,,9.38,19.44,13.26,10.44,9.49,-1.49
+SW_cross_validated,9.99,9.73,9.38,,13.05,4.70,-0.16,-1.07,-9.83
+SW_15,20.43,19.98,19.44,13.05,,-9.29,-15.44,-15.68,-18.74
+SW_30,14.12,13.73,13.26,4.70,-9.29,,-6.07,-6.71,-13.15
+SW_60,11.28,10.90,10.44,-0.16,-15.44,-6.07,,-1.25,-10.61
+SW_120,10.23,9.90,9.49,-1.07,-15.68,-6.71,-1.25,,-9.84
+sFC,-1.44,-1.44,-1.49,-9.83,-18.74,-13.15,-10.61,-9.84,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..8b2d0d71
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.01,0.05,4.47,9.13,6.31,5.05,4.57,0.64
+SVWP,0.01,,0.04,4.35,8.93,6.14,4.88,4.43,0.64
+DCC_joint,0.05,0.04,,4.20,8.69,5.93,4.67,4.24,0.67
+SW_cross_validated,4.47,4.35,4.20,,5.84,2.10,0.07,0.48,4.39
+SW_15,9.13,8.93,8.69,5.84,,4.15,6.91,7.01,8.38
+SW_30,6.31,6.14,5.93,2.10,4.15,,2.72,3.00,5.88
+SW_60,5.05,4.88,4.67,0.07,6.91,2.72,,0.56,4.75
+SW_120,4.57,4.43,4.24,0.48,7.01,3.00,0.56,,4.40
+sFC,0.64,0.64,0.67,4.39,8.38,5.88,4.75,4.40,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..0238ca83
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+SVWP,-0.0237,-,1.,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_joint,-0.1099,-0.0852,-,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+SW_cross_validated,-9.9948,-9.7286,-9.3821,-,0.0000,0.0064,1.,1.,0.0000
+SW_15,-20.4257,-19.9779,-19.4425,-13.0526,-,0.0000,0.0000,0.0000,0.0000
+SW_30,-14.1166,-13.7327,-13.2637,-4.7009,9.2872,-,0.0004,0.0001,0.0000
+SW_60,-11.2833,-10.9048,-10.4409,0.1572,15.4445,6.0714,-,1.,0.0000
+SW_120,-10.2265,-9.8991,-9.4877,1.0689,15.6788,6.7119,1.2528,-,0.0000
+sFC,1.4357,1.4365,1.4903,9.8253,18.7377,13.1514,10.6108,9.8371,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..623988fa
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.8135e-01,9.1370e-01,9.0026e-09,6.6938e-14,3.5434e-11,1.3512e-09,6.3199e-09,1.6825e-01
+SVWP,9.8135e-01,,9.3305e-01,1.3617e-08,9.8177e-14,5.5915e-11,2.3177e-09,1.0436e-08,1.6801e-01
+DCC_joint,9.1370e-01,9.3305e-01,,2.3613e-08,1.5683e-13,9.9075e-11,4.5789e-09,1.9938e-08,1.5346e-01
+SW_cross_validated,9.0026e-09,1.3617e-08,2.3613e-08,,1.2887e-10,1.7808e-04,8.7680e-01,2.9922e-01,1.1706e-08
+SW_15,6.6938e-14,9.8177e-14,1.5683e-13,1.2887e-10,,2.7521e-08,7.8999e-12,6.1328e-12,2.9591e-13
+SW_30,3.5434e-11,5.5915e-11,9.9075e-11,1.7808e-04,2.7521e-08,,9.7395e-06,2.7116e-06,1.1390e-10
+SW_60,1.3512e-09,2.3177e-09,4.5789e-09,8.7680e-01,7.8999e-12,9.7395e-06,,2.2631e-01,3.5593e-09
+SW_120,6.3199e-09,1.0436e-08,1.9938e-08,2.9922e-01,6.1328e-12,2.7116e-06,2.2631e-01,,1.1492e-08
+sFC,1.6825e-01,1.6801e-01,1.5346e-01,1.1706e-08,2.9591e-13,1.1390e-10,3.5593e-09,1.1492e-08,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..45b86a54
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.63,1.11,3.67,7.34,3.37,1.61,6.21,21.74
+SVWP,0.63,,0.38,3.18,7.01,2.92,1.00,5.80,22.63
+DCC_joint,1.11,0.38,,3.46,7.77,3.06,0.85,7.51,38.52
+SW_cross_validated,3.67,3.18,3.46,,3.97,0.05,-2.34,1.66,16.14
+SW_15,7.34,7.01,7.77,3.97,,-3.61,-6.33,-3.21,8.42
+SW_30,3.37,2.92,3.06,0.05,-3.61,,-2.15,1.39,13.46
+SW_60,1.61,1.00,0.85,-2.34,-6.33,-2.15,,4.88,22.80
+SW_120,6.21,5.80,7.51,1.66,-3.21,1.39,4.88,,24.54
+sFC,21.74,22.63,38.52,16.14,8.42,13.46,22.80,24.54,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..1da35676
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.28,0.50,1.64,3.28,1.51,0.72,2.78,9.72
+SVWP,0.28,,0.17,1.42,3.13,1.31,0.45,2.59,10.12
+DCC_joint,0.50,0.17,,1.55,3.47,1.37,0.38,3.36,17.22
+SW_cross_validated,1.64,1.42,1.55,,1.78,0.02,1.05,0.74,7.22
+SW_15,3.28,3.13,3.47,1.78,,1.62,2.83,1.44,3.76
+SW_30,1.51,1.31,1.37,0.02,1.62,,0.96,0.62,6.02
+SW_60,0.72,0.45,0.38,1.05,2.83,0.96,,2.18,10.20
+SW_120,2.78,2.59,3.36,0.74,1.44,0.62,2.18,,10.98
+sFC,9.72,10.12,17.22,7.22,3.76,6.02,10.20,10.98,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..0dc32177
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.0635,0.0000,0.1216,1.,0.0003,0.0000
+SVWP,-0.6315,-,1.,0.1850,0.0001,0.3302,1.,0.0006,0.0000
+DCC_joint,-1.113,-0.376,-,0.1002,0.0000,0.2448,1.,0.0000,0.0000
+SW_cross_validated,-3.6666,-3.184,-3.4618,-,0.0324,1.,1.,1.,0.0000
+SW_15,-7.3392,-7.0071,-7.7657,-3.9691,-,0.0717,0.0002,0.1735,0.0000
+SW_30,-3.3742,-2.9185,-3.0561,-0.0509,3.6122,-,1.,1.,0.0000
+SW_60,-1.6067,-0.9991,-0.8521,2.3389,6.3346,2.1469,-,0.0043,0.0000
+SW_120,-6.2077,-5.7973,-7.508,-1.6625,3.2133,-1.3876,-4.8788,-,0.0000
+sFC,-21.7412,-22.6278,-38.516,-16.1402,-8.4167,-13.4608,-22.8016,-24.5416,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..983b658d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,5.3567e-01,2.8036e-01,1.7652e-03,8.1804e-07,3.3788e-03,1.2551e-01,7.3855e-06,2.2691e-14
+SVWP,5.3567e-01,,7.1131e-01,5.1400e-03,1.5326e-06,9.1715e-03,3.3101e-01,1.7116e-05,1.1320e-14
+DCC_joint,2.8036e-01,7.1131e-01,,2.7830e-03,3.7326e-07,6.8008e-03,4.0534e-01,5.9789e-07,9.5370e-19
+SW_cross_validated,1.7652e-03,5.1400e-03,2.7830e-03,,8.9971e-04,9.5995e-01,3.1073e-02,1.1372e-01,3.7603e-12
+SW_15,8.1804e-07,1.5326e-06,3.7326e-07,8.9971e-04,,1.9926e-03,5.7213e-06,4.8197e-03,1.1803e-07
+SW_30,3.3788e-03,9.1715e-03,6.8008e-03,9.5995e-01,1.9926e-03,,4.5676e-02,1.8219e-01,7.7749e-11
+SW_60,1.2551e-01,3.3101e-01,4.0534e-01,3.1073e-02,5.7213e-06,4.5676e-02,,1.2077e-04,9.9077e-15
+SW_120,7.3855e-06,1.7116e-05,5.9789e-07,1.1372e-01,4.8197e-03,1.8219e-01,1.2077e-04,,2.7423e-15
+sFC,2.2691e-14,1.1320e-14,9.5370e-19,3.7603e-12,1.1803e-07,7.7749e-11,9.9077e-15,2.7423e-15,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..4a48c170
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.19,-0.09,1.93,5.23,1.97,13.22,22.64,18.80
+SVWP,-0.19,,0.14,2.27,5.90,2.28,14.74,25.58,21.60
+DCC_joint,-0.09,0.14,,2.53,7.06,2.49,18.59,34.85,31.38
+SW_cross_validated,1.93,2.27,2.53,,3.44,0.16,12.20,22.93,18.73
+SW_15,5.23,5.90,7.06,3.44,,-3.00,9.75,22.39,17.59
+SW_30,1.97,2.28,2.49,0.16,-3.00,,10.94,20.31,16.31
+SW_60,13.22,14.74,18.59,12.20,9.75,10.94,,13.07,6.36
+SW_120,22.64,25.58,34.85,22.93,22.39,20.31,13.07,,-13.47
+sFC,18.80,21.60,31.38,18.73,17.59,16.31,6.36,-13.47,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..b337edcc
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.08,0.04,0.87,2.34,0.88,5.91,10.13,8.41
+SVWP,0.08,,0.06,1.02,2.64,1.02,6.59,11.44,9.66
+DCC_joint,0.04,0.06,,1.13,3.16,1.11,8.31,15.58,14.04
+SW_cross_validated,0.87,1.02,1.13,,1.54,0.07,5.46,10.26,8.38
+SW_15,2.34,2.64,3.16,1.54,,1.34,4.36,10.02,7.87
+SW_30,0.88,1.02,1.11,0.07,1.34,,4.89,9.08,7.29
+SW_60,5.91,6.59,8.31,5.46,4.36,4.89,,5.85,2.85
+SW_120,10.13,11.44,15.58,10.26,10.02,9.08,5.85,,6.02
+sFC,8.41,9.66,14.04,8.38,7.87,7.29,2.85,6.02,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..c4325a17
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0020,1.,0.0000,0.0000,0.0000
+SVWP,0.186,-,1.,1.,0.0005,1.,0.0000,0.0000,0.0000
+DCC_joint,0.0864,-0.1387,-,0.7501,0.0000,0.8181,0.0000,0.0000,0.0000
+SW_cross_validated,-1.9348,-2.2736,-2.5328,-,0.1056,1.,0.0000,0.0000,0.0000
+SW_15,-5.232,-5.8982,-7.059,-3.4382,-,0.2762,0.0000,0.0000,0.0000
+SW_30,-1.9697,-2.2808,-2.4911,-0.1561,3.0007,-,0.0000,0.0000,0.0000
+SW_60,-13.2173,-14.7435,-18.5869,-12.2034,-9.7488,-10.9435,-,0.0000,0.0002
+SW_120,-22.6422,-25.5781,-34.8477,-22.9309,-22.3949,-20.3133,-13.0742,-,0.0000
+sFC,-18.8045,-21.5988,-31.3835,-18.7296,-17.5947,-16.3068,-6.3619,13.4693,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..782cf323
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.5453e-01,9.3214e-01,6.8888e-02,5.6347e-05,6.4459e-02,1.0493e-10,1.1196e-14,2.7838e-13
+SVWP,8.5453e-01,,8.9119e-01,3.5469e-02,1.3891e-05,3.4960e-02,1.7197e-11,1.3284e-15,2.5433e-14
+DCC_joint,9.3214e-01,8.9119e-01,,2.0837e-02,1.3881e-06,2.2724e-02,3.3994e-13,5.6489e-18,3.6128e-17
+SW_cross_validated,6.8888e-02,3.5469e-02,2.0837e-02,,2.9328e-03,8.7772e-01,3.8481e-10,8.9772e-15,2.9813e-13
+SW_15,5.6347e-05,1.3891e-05,1.3881e-06,2.9328e-03,,7.6731e-03,1.3192e-08,1.3555e-14,8.6889e-13
+SW_30,6.4459e-02,3.4960e-02,2.2724e-02,8.7772e-01,7.6731e-03,,2.1919e-09,7.3643e-14,3.1611e-12
+SW_60,1.0493e-10,1.7197e-11,3.3994e-13,3.8481e-10,1.3192e-08,2.1919e-09,,1.2543e-10,5.4170e-06
+SW_120,1.1196e-14,1.3284e-15,5.6489e-18,8.9772e-15,1.3555e-14,7.3643e-14,1.2543e-10,,7.6949e-11
+sFC,2.7838e-13,2.5433e-14,3.6128e-17,2.9813e-13,8.6889e-13,3.1611e-12,5.4170e-06,7.6949e-11,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..8d187bc7
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.58,-2.44,9.17,20.50,9.94,9.23,9.18,-5.27
+SVWP,-0.58,,-2.11,10.32,22.21,10.85,10.32,10.11,-5.44
+DCC_joint,-2.44,-2.11,,11.29,22.49,11.74,11.28,11.05,-2.19
+SW_cross_validated,9.17,10.32,11.29,,10.83,1.96,0.32,0.98,-15.02
+SW_15,20.50,22.21,22.49,10.83,,-7.74,-10.27,-8.97,-27.36
+SW_30,9.94,10.85,11.74,1.96,-7.74,,-1.64,-0.94,-14.53
+SW_60,9.23,10.32,11.28,0.32,-10.27,-1.64,,0.66,-14.77
+SW_120,9.18,10.11,11.05,0.98,-8.97,-0.94,0.66,,-13.96
+sFC,-5.27,-5.44,-2.19,-15.02,-27.36,-14.53,-14.77,-13.96,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..9c2ac2b6
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.26,1.09,4.10,9.17,4.44,4.13,4.11,2.35
+SVWP,0.26,,0.94,4.61,9.93,4.85,4.62,4.52,2.43
+DCC_joint,1.09,0.94,,5.05,10.06,5.25,5.05,4.94,0.98
+SW_cross_validated,4.10,4.61,5.05,,4.84,0.88,0.14,0.44,6.72
+SW_15,9.17,9.93,10.06,4.84,,3.46,4.59,4.01,12.23
+SW_30,4.44,4.85,5.25,0.88,3.46,,0.73,0.42,6.50
+SW_60,4.13,4.62,5.05,0.14,4.59,0.73,,0.30,6.61
+SW_120,4.11,4.52,4.94,0.44,4.01,0.42,0.30,,6.24
+sFC,2.35,2.43,0.98,6.72,12.23,6.50,6.61,6.24,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..dc6ff5d5
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.9084,0.0000,0.0000,0.0000,0.0000,0.0000,0.0019
+SVWP,0.5809,-,1.,0.0000,0.0000,0.0000,0.0000,0.0000,0.0013
+DCC_joint,2.4405,2.1089,-,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+SW_cross_validated,-9.1682,-10.3194,-11.2907,-,0.0000,1.,1.,1.,0.0000
+SW_15,-20.4967,-22.2055,-22.4937,-10.8277,-,0.0000,0.0000,0.0000,0.0000
+SW_30,-9.9388,-10.8496,-11.7404,-1.9644,7.7363,-,1.,1.,0.0000
+SW_60,-9.2299,-10.3199,-11.2819,-0.3241,10.2689,1.639,-,1.,0.0000
+SW_120,-9.1822,-10.1136,-11.0549,-0.9799,8.9675,0.9393,-0.6641,-,0.0000
+sFC,5.2657,5.4413,2.1872,15.0201,27.3571,14.5309,14.7699,13.9637,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..d7e25856
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,5.6850e-01,2.5233e-02,3.3402e-08,6.3041e-14,9.8151e-09,3.0204e-08,3.2646e-08,5.2424e-05
+SVWP,5.6850e-01,,4.9221e-02,5.4932e-09,1.5715e-14,2.5103e-09,5.4891e-09,7.5040e-09,3.6090e-05
+DCC_joint,2.5233e-02,4.9221e-02,,1.3371e-09,1.2555e-14,7.1705e-10,1.3537e-09,1.8679e-09,4.2166e-02
+SW_cross_validated,3.3402e-08,5.4932e-09,1.3371e-09,,2.5914e-09,6.5117e-02,7.4961e-01,3.4010e-01,1.2604e-11
+SW_15,6.3041e-14,1.5715e-14,1.2555e-14,2.5914e-09,,3.9370e-07,5.9273e-09,4.6480e-08,4.0758e-16
+SW_30,9.8151e-09,2.5103e-09,7.1705e-10,6.5117e-02,3.9370e-07,,1.1858e-01,3.6002e-01,2.1911e-11
+SW_60,3.0204e-08,5.4891e-09,1.3537e-09,7.4961e-01,5.9273e-09,1.1858e-01,,5.1502e-01,1.6691e-11
+SW_120,3.2646e-08,7.5040e-09,1.8679e-09,3.4010e-01,4.6480e-08,3.6002e-01,5.1502e-01,,4.2441e-11
+sFC,5.2424e-05,3.6090e-05,4.2166e-02,1.2604e-11,4.0758e-16,2.1911e-11,1.6691e-11,4.2441e-11,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..d0c6d3fb
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.04,-2.81,1.51,5.17,1.59,0.93,3.32,19.71
+SVWP,0.04,,-2.14,1.18,4.12,1.23,0.71,2.60,14.49
+DCC_joint,-2.81,-2.14,,5.65,12.02,6.24,4.96,9.62,90.25
+SW_cross_validated,1.51,1.18,5.65,,4.04,0.03,-0.67,1.93,21.43
+SW_15,5.17,4.12,12.02,4.04,,-4.24,-4.85,-2.41,17.80
+SW_30,1.59,1.23,6.24,0.03,-4.24,,-0.73,2.01,23.61
+SW_60,0.93,0.71,4.96,-0.67,-4.85,-0.73,,2.71,23.36
+SW_120,3.32,2.60,9.62,1.93,-2.41,2.01,2.71,,22.87
+sFC,19.71,14.49,90.25,21.43,17.80,23.61,23.36,22.87,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..5f117318
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.02,1.26,0.67,2.31,0.71,0.42,1.48,8.82
+SVWP,0.02,,0.96,0.53,1.84,0.55,0.32,1.16,6.48
+DCC_joint,1.26,0.96,,2.53,5.38,2.79,2.22,4.30,40.36
+SW_cross_validated,0.67,0.53,2.53,,1.81,0.01,0.30,0.86,9.58
+SW_15,2.31,1.84,5.38,1.81,,1.89,2.17,1.08,7.96
+SW_30,0.71,0.55,2.79,0.01,1.89,,0.33,0.90,10.56
+SW_60,0.42,0.32,2.22,0.30,2.17,0.33,,1.21,10.44
+SW_120,1.48,1.16,4.30,0.86,1.08,0.90,1.21,,10.23
+sFC,8.82,6.48,40.36,9.58,7.96,10.56,10.44,10.23,
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..896f7a24
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.4129,1.,0.0023,1.,1.,0.1373,0.0000
+SVWP,-0.0404,-,1.,1.,0.0234,1.,1.,0.6577,0.0000
+DCC_joint,2.8147,2.1412,-,0.0008,0.0000,0.0002,0.0037,0.0000,0.0000
+SW_cross_validated,-1.5053,-1.1841,-5.6491,-,0.0275,1.,1.,1.,0.0000
+SW_15,-5.1743,-4.1153,-12.0195,-4.0424,-,0.0179,0.0046,0.9714,0.0000
+SW_30,-1.5877,-1.2331,-6.2387,-0.0261,4.2356,-,1.,1.,0.0000
+SW_60,-0.9311,-0.711,-4.9571,0.67,4.8481,0.7311,-,0.5144,0.0000
+SW_120,-3.3193,-2.5955,-9.6167,-1.9266,2.408,-2.0118,-2.7118,-,0.0000
+sFC,-19.7145,-14.4875,-90.2526,-21.4316,-17.7953,-23.6129,-23.3556,-22.8661,-
diff --git a/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..9f24e2ad
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.6826e-01,1.1470e-02,1.4959e-01,6.3758e-05,1.2977e-01,3.6411e-01,3.8150e-03,1.2344e-13
+SVWP,9.6826e-01,,4.6189e-02,2.5177e-01,6.4975e-04,2.3340e-01,4.8617e-01,1.8270e-02,2.3029e-11
+DCC_joint,1.1470e-02,4.6189e-02,,2.3304e-05,4.9162e-10,6.9381e-06,1.0189e-04,1.6240e-08,2.2870e-25
+SW_cross_validated,1.4959e-01,2.5177e-01,2.3304e-05,,7.6409e-04,9.7948e-01,5.1138e-01,6.9971e-02,2.9106e-14
+SW_15,6.3758e-05,6.4975e-04,4.9162e-10,7.6409e-04,,4.9729e-04,1.2911e-04,2.6982e-02,7.1601e-13
+SW_30,1.2977e-01,2.3340e-01,6.9381e-06,9.7948e-01,4.9729e-04,,4.7411e-01,5.9453e-02,5.3832e-15
+SW_60,3.6411e-01,4.8617e-01,1.0189e-04,5.1138e-01,1.2911e-04,4.7411e-01,,1.4290e-02,6.5184e-15
+SW_120,3.8150e-03,1.8270e-02,1.6240e-08,6.9971e-02,2.6982e-02,5.9453e-02,1.4290e-02,,9.4315e-15
+sFC,1.2344e-13,2.3029e-11,2.2870e-25,2.9106e-14,7.1601e-13,5.3832e-15,6.5184e-15,9.4315e-15,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_boxcar_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_boxcar_likelihoods_cod.csv
new file mode 100644
index 00000000..44b6daf1
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_boxcar_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.443,1.083,0.147
+DCC_joint,0.443,,0.598,0.324
+SW_cross_validated,1.083,0.598,,0.973
+sFC,0.147,0.324,0.973,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_boxcar_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_boxcar_likelihoods_pvals.csv
new file mode 100644
index 00000000..cb93790c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_boxcar_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,3.3527e-01,2.6235e-02,7.4657e-01
+DCC_joint,3.3527e-01,,1.9799e-01,4.7825e-01
+SW_cross_validated,2.6235e-02,1.9799e-01,,4.3166e-02
+sFC,7.4657e-01,4.7825e-01,4.3166e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_constant_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_constant_likelihoods_cod.csv
new file mode 100644
index 00000000..290bf1b2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_constant_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.368,0.478,0.036
+DCC_joint,0.368,,0.185,0.494
+SW_cross_validated,0.478,0.185,,0.573
+sFC,0.036,0.494,0.573,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_constant_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_constant_likelihoods_pvals.csv
new file mode 100644
index 00000000..91ca667c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_constant_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,4.2122e-01,2.9959e-01,9.3623e-01
+DCC_joint,4.2122e-01,,6.8330e-01,2.8385e-01
+SW_cross_validated,2.9959e-01,6.8330e-01,,2.1674e-01
+sFC,9.3623e-01,2.8385e-01,2.1674e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_DCC_joint.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_DCC_joint.csv
new file mode 100644
index 00000000..b1371bfb
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_DCC_joint.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-2.93,-2.74,-2.80,-2.57,-2.82,-3.00,-2.76,-3.03,-2.70,-3.01,-2.87
+1,-2.80,-2.63,-2.80,-2.99,-2.83,-2.81,-2.83,-2.78,-2.77,-2.80,-2.94
+2,-2.87,-2.71,-2.93,-2.81,-2.91,-2.80,-2.77,-2.83,-2.82,-3.16,-2.85
+3,-2.92,-2.81,-2.99,-2.62,-2.91,-2.72,-2.77,-2.95,-2.80,-2.98,-2.86
+4,-2.84,-2.88,-2.83,-2.74,-2.75,-2.78,-2.93,-2.75,-3.00,-2.73,-2.77
+5,-2.91,-2.85,-2.71,-2.95,-2.85,-2.84,-2.80,-2.93,-2.85,-2.86,-2.95
+6,-2.90,-2.95,-2.65,-3.06,-2.92,-3.02,-2.92,-2.87,-2.63,-2.72,-2.72
+7,-2.84,-2.81,-2.91,-3.00,-2.70,-2.80,-2.84,-2.90,-2.90,-2.91,-2.91
+8,-3.06,-2.83,-2.79,-2.77,-2.74,-2.78,-3.00,-2.76,-2.72,-2.86,-2.99
+9,-2.76,-2.80,-2.69,-2.74,-2.83,-2.99,-2.95,-2.85,-2.75,-2.76,-2.62
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SVWP.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SVWP.csv
new file mode 100644
index 00000000..4f22ed9e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SVWP.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-2.88,-2.76,-2.94,-2.59,-2.82,-2.98,-2.77,-2.95,-2.65,-2.90,-2.79
+1,-2.81,-2.59,-2.79,-2.89,-2.72,-2.82,-2.82,-2.75,-2.70,-2.78,-2.91
+2,-2.83,-2.70,-2.90,-2.72,-2.86,-2.76,-2.82,-2.79,-2.70,-2.90,-2.77
+3,-2.90,-2.93,-2.94,-2.67,-2.89,-2.79,-2.87,-2.88,-2.85,-2.84,-2.76
+4,-2.85,-2.76,-2.79,-2.77,-2.83,-2.78,-2.83,-2.79,-2.84,-2.76,-2.73
+5,-2.88,-2.68,-2.67,-2.93,-2.74,-2.85,-2.78,-2.86,-2.81,-2.83,-2.90
+6,-2.86,-2.87,-2.69,-3.17,-2.74,-2.91,-2.76,-2.83,-2.70,-2.69,-2.73
+7,-2.83,-2.75,-2.88,-2.93,-2.70,-2.80,-2.84,-2.86,-2.86,-2.83,-2.82
+8,-3.06,-2.76,-2.86,-2.85,-2.80,-2.82,-2.93,-2.76,-2.69,-2.77,-2.88
+9,-2.75,-2.86,-2.63,-2.71,-2.92,-2.85,-2.87,-2.84,-2.82,-2.76,-2.61
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_120.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_120.csv
new file mode 100644
index 00000000..5d62162d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_120.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-2.93,-2.83,-2.99,-2.71,-2.87,-3.12,-2.80,-3.10,-2.63,-3.16,-2.84
+1,-2.91,-2.78,-2.83,-3.02,-2.79,-2.90,-2.84,-3.00,-2.81,-2.81,-2.93
+2,-2.99,-2.70,-3.02,-2.84,-2.96,-2.81,-2.88,-2.88,-2.81,-3.03,-2.87
+3,-3.08,-3.09,-3.19,-2.96,-2.93,-2.94,-3.16,-3.05,-2.88,-3.00,-2.93
+4,-2.85,-2.87,-2.86,-2.91,-2.91,-2.89,-2.82,-2.91,-3.02,-2.83,-2.80
+5,-3.42,-2.83,-2.77,-3.22,-3.06,-3.10,-2.87,-2.89,-2.86,-2.90,-2.97
+6,-3.03,-3.01,-2.88,-3.62,-3.05,-2.99,-2.86,-2.94,-2.69,-2.80,-2.73
+7,-2.94,-2.92,-3.04,-3.09,-2.98,-2.82,-2.90,-3.18,-2.94,-2.97,-3.08
+8,-3.23,-3.01,-3.05,-3.09,-2.86,-2.87,-3.08,-2.78,-2.94,-3.16,-3.03
+9,-2.74,-2.86,-2.69,-2.91,-3.07,-2.95,-2.97,-2.94,-2.90,-2.78,-2.67
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_15.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_15.csv
new file mode 100644
index 00000000..a4b49c02
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_15.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-6.37,-6.78,-5.20,-4.73,-7.35,-4.76,-4.58,-4.93,-4.21,-6.95,-7.12
+1,-4.89,-3.97,-4.79,-7.73,-4.60,-5.52,-4.84,-4.62,-5.89,-3.75,-6.01
+2,-7.20,-4.13,-6.40,-3.90,-7.04,-5.03,-5.03,-4.89,-6.92,-8.86,-5.08
+3,-5.12,-5.04,-6.22,-10.10,-5.28,-7.54,-6.24,-4.04,-5.71,-5.26,-6.59
+4,-3.93,-7.63,-5.50,-6.96,-5.84,-5.21,-5.28,-15.03,-10.25,-4.27,-5.63
+5,-8.29,-7.67,-8.01,-6.39,-5.34,-7.28,-6.75,-4.80,-4.33,-4.48,-5.14
+6,-5.36,-6.87,-5.00,-18.65,-5.97,-6.81,-6.65,-5.75,-8.21,-4.81,-4.40
+7,-5.79,-8.08,-5.40,-5.09,-4.98,-5.78,-3.91,-6.24,-5.53,-5.56,-4.65
+8,-7.57,-5.11,-4.37,-3.93,-5.64,-4.39,-6.44,-4.30,-13.08,-4.50,-6.22
+9,-4.95,-4.27,-5.38,-4.52,-4.74,-6.46,-7.57,-4.10,-14.86,-5.08,-8.00
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_30.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_30.csv
new file mode 100644
index 00000000..d471c30e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_30.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-3.40,-3.30,-3.99,-2.88,-2.95,-3.38,-2.97,-3.28,-3.16,-3.70,-3.33
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+5,-5.03,-4.23,-3.39,-4.21,-3.56,-3.26,-3.17,-3.10,-3.08,-3.11,-3.54
+6,-3.63,-3.65,-3.13,-3.45,-3.28,-3.29,-3.16,-3.39,-3.67,-3.05,-3.26
+7,-3.46,-3.35,-3.49,-3.29,-2.84,-3.24,-2.96,-3.53,-3.91,-3.58,-3.32
+8,-6.63,-3.37,-3.18,-3.00,-3.26,-2.95,-3.74,-3.06,-3.65,-3.51,-3.39
+9,-3.09,-3.32,-3.39,-3.09,-3.32,-3.58,-3.66,-3.26,-4.25,-3.27,-3.41
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_60.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_60.csv
new file mode 100644
index 00000000..bdfcb593
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_60.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-3.00,-2.96,-3.39,-2.70,-2.86,-3.12,-2.84,-3.18,-2.70,-3.24,-3.00
+1,-2.93,-2.72,-2.87,-3.11,-2.79,-3.07,-2.95,-3.03,-2.91,-2.85,-3.13
+2,-3.04,-2.75,-2.96,-2.86,-3.20,-2.91,-3.04,-2.94,-3.15,-3.34,-2.83
+3,-3.12,-3.18,-3.37,-3.11,-2.87,-3.16,-3.19,-3.36,-3.10,-3.30,-2.90
+4,-2.91,-3.15,-2.86,-3.03,-2.96,-2.93,-2.94,-2.85,-3.01,-2.84,-2.92
+5,-3.75,-3.00,-2.85,-3.71,-2.95,-3.22,-3.03,-2.96,-2.88,-2.87,-3.10
+6,-3.05,-3.17,-2.95,-3.44,-3.14,-3.09,-3.01,-3.09,-2.83,-2.74,-2.83
+7,-3.07,-2.84,-3.01,-3.13,-2.91,-2.90,-3.00,-3.10,-3.14,-3.05,-3.03
+8,-3.89,-3.15,-3.02,-2.87,-2.97,-2.88,-3.25,-2.84,-3.09,-3.09,-3.08
+9,-2.71,-2.95,-2.78,-2.96,-3.06,-3.13,-3.49,-3.04,-3.28,-2.85,-2.65
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_cross_validated.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_cross_validated.csv
new file mode 100644
index 00000000..13594525
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_cross_validated.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-3.02,-2.74,-3.00,-2.65,-2.80,-3.15,-2.80,-3.14,-2.63,-3.00,-2.88
+1,-2.85,-2.61,-2.82,-2.92,-2.65,-2.91,-2.87,-2.86,-2.73,-2.79,-2.91
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+3,-3.04,-3.04,-3.06,-2.69,-2.95,-3.02,-2.92,-2.98,-2.93,-2.93,-2.83
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+5,-3.21,-2.73,-2.71,-3.10,-2.88,-2.94,-2.78,-2.90,-2.90,-2.83,-2.93
+6,-2.90,-2.93,-2.81,-3.42,-2.88,-2.92,-2.79,-2.98,-2.73,-2.73,-2.73
+7,-2.95,-2.86,-2.94,-3.05,-2.82,-2.81,-2.83,-2.93,-2.96,-2.93,-2.99
+8,-3.19,-2.81,-2.92,-2.89,-2.89,-2.80,-3.01,-2.76,-2.78,-2.89,-2.99
+9,-2.72,-2.97,-2.67,-2.81,-2.92,-2.85,-2.98,-2.97,-2.93,-2.81,-2.69
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_VWP.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_VWP.csv
new file mode 100644
index 00000000..260aa690
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_VWP.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-2.87,-2.80,-2.94,-2.60,-2.81,-2.99,-2.76,-2.96,-2.64,-2.90,-2.79
+1,-2.80,-2.58,-2.81,-2.88,-2.72,-2.78,-2.82,-2.78,-2.70,-2.78,-2.91
+2,-2.83,-2.70,-2.88,-2.73,-2.85,-2.80,-2.83,-2.77,-2.70,-2.90,-2.81
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+5,-3.00,-2.70,-2.65,-2.93,-2.75,-2.86,-2.78,-2.86,-2.83,-2.82,-2.88
+6,-2.86,-2.86,-2.69,-3.19,-2.79,-2.85,-2.78,-2.84,-2.72,-2.69,-2.73
+7,-2.83,-2.72,-2.90,-2.94,-2.71,-2.79,-2.84,-2.84,-2.86,-2.85,-2.83
+8,-3.06,-2.75,-2.78,-2.86,-2.79,-2.81,-2.93,-2.80,-2.71,-2.77,-2.88
+9,-2.73,-2.86,-2.63,-2.72,-2.91,-2.85,-2.87,-2.84,-2.83,-2.76,-2.62
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_sFC.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_sFC.csv
new file mode 100644
index 00000000..3f65b984
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-2.88,-2.75,-2.92,-2.69,-2.84,-2.99,-2.78,-2.97,-2.76,-2.91,-2.79
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+8,-2.92,-2.77,-2.91,-2.84,-2.76,-2.81,-2.94,-2.77,-2.76,-2.81,-2.93
+9,-2.76,-2.85,-2.75,-2.82,-2.92,-2.86,-2.86,-2.83,-2.86,-2.76,-2.69
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_null_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_null_likelihoods_cod.csv
new file mode 100644
index 00000000..dd59747c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_null_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.220,0.838,0.205
+DCC_joint,0.220,,0.686,0.460
+SW_cross_validated,0.838,0.686,,1.019
+sFC,0.205,0.460,1.019,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_null_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_null_likelihoods_pvals.csv
new file mode 100644
index 00000000..bf9523c0
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_null_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,6.2866e-01,7.7274e-02,6.5214e-01
+DCC_joint,6.2866e-01,,1.4239e-01,3.1728e-01
+SW_cross_validated,7.7274e-02,1.4239e-01,,3.5131e-02
+sFC,6.5214e-01,3.1728e-01,3.5131e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_1_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_1_likelihoods_cod.csv
new file mode 100644
index 00000000..541b9bba
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_1_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.009,0.566,0.615
+DCC_joint,0.009,,0.567,0.620
+SW_cross_validated,0.566,0.567,,0.062
+sFC,0.615,0.620,0.062,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_1_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_1_likelihoods_pvals.csv
new file mode 100644
index 00000000..9eb15604
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_1_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,9.8424e-01,2.2152e-01,1.8591e-01
+DCC_joint,9.8424e-01,,2.2078e-01,1.8276e-01
+SW_cross_validated,2.2152e-01,2.2078e-01,,8.9161e-01
+sFC,1.8591e-01,1.8276e-01,8.9161e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_3_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_3_likelihoods_cod.csv
new file mode 100644
index 00000000..d29724bd
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_3_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.316,0.623,0.722
+DCC_joint,0.316,,0.328,0.341
+SW_cross_validated,0.623,0.328,,0.070
+sFC,0.722,0.341,0.070,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_3_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_3_likelihoods_pvals.csv
new file mode 100644
index 00000000..620c32c5
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_3_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,4.8839e-01,1.8047e-01,1.2396e-01
+DCC_joint,4.8839e-01,,4.7324e-01,4.5528e-01
+SW_cross_validated,1.8047e-01,4.7324e-01,,8.7732e-01
+sFC,1.2396e-01,4.5528e-01,8.7732e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_state_transition_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_state_transition_likelihoods_cod.csv
new file mode 100644
index 00000000..34ef54d1
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_state_transition_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.667,0.792,0.196
+DCC_joint,0.667,,0.067,0.548
+SW_cross_validated,0.792,0.067,,0.633
+sFC,0.196,0.548,0.633,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_state_transition_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_state_transition_likelihoods_pvals.csv
new file mode 100644
index 00000000..6e4d989b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_state_transition_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,1.5309e-01,9.3610e-02,6.6708e-01
+DCC_joint,1.5309e-01,,8.8279e-01,2.3623e-01
+SW_cross_validated,9.3610e-02,8.8279e-01,,1.7420e-01
+sFC,6.6708e-01,2.3623e-01,1.7420e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_stepwise_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_stepwise_likelihoods_cod.csv
new file mode 100644
index 00000000..2c871d93
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_stepwise_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.340,0.683,1.278
+DCC_joint,0.340,,0.319,0.759
+SW_cross_validated,0.683,0.319,,0.374
+sFC,1.278,0.759,0.374,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_stepwise_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_stepwise_likelihoods_pvals.csv
new file mode 100644
index 00000000..374befa1
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_stepwise_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,4.5715e-01,1.4412e-01,1.0457e-02
+DCC_joint,4.5715e-01,,4.8425e-01,1.0699e-01
+SW_cross_validated,1.4412e-01,4.8425e-01,,4.1338e-01
+sFC,1.0457e-02,1.0699e-01,4.1338e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_boxcar_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_boxcar_likelihoods_cod.csv
new file mode 100644
index 00000000..abe0bc5b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_boxcar_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.084,0.956,0.223
+DCC_joint,0.084,,1.035,0.133
+SW_cross_validated,0.956,1.035,,1.209
+sFC,0.223,0.133,1.209,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_boxcar_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_boxcar_likelihoods_pvals.csv
new file mode 100644
index 00000000..7ba98920
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_boxcar_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,8.5234e-01,4.6467e-02,6.2359e-01
+DCC_joint,8.5234e-01,,3.2641e-02,7.6928e-01
+SW_cross_validated,4.6467e-02,3.2641e-02,,1.4514e-02
+sFC,6.2359e-01,7.6928e-01,1.4514e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_constant_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_constant_likelihoods_cod.csv
new file mode 100644
index 00000000..5a9612e8
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_constant_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.280,0.500,0.187
+DCC_joint,0.280,,0.285,0.106
+SW_cross_validated,0.500,0.285,,0.373
+sFC,0.187,0.106,0.373,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_constant_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_constant_likelihoods_pvals.csv
new file mode 100644
index 00000000..0f849870
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_constant_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,5.3937e-01,2.7801e-01,6.8071e-01
+DCC_joint,5.3937e-01,,5.3174e-01,8.1552e-01
+SW_cross_validated,2.7801e-01,5.3174e-01,,4.1512e-01
+sFC,6.8071e-01,8.1552e-01,4.1512e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_DCC_joint.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_DCC_joint.csv
new file mode 100644
index 00000000..6b3f2ca5
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_DCC_joint.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-2.86,-2.50,-2.59,-2.66,-2.81,-2.71,-2.70,-3.10,-2.42,-2.87,-2.63
+1,-2.87,-2.72,-2.69,-2.74,-2.79,-2.59,-2.86,-2.92,-2.63,-3.07,-2.67
+2,-2.85,-2.53,-2.60,-2.83,-2.68,-2.79,-2.76,-2.77,-2.65,-2.76,-2.70
+3,-2.93,-2.64,-2.55,-2.94,-2.71,-3.04,-2.69,-2.78,-2.76,-2.88,-2.68
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+5,-2.97,-2.56,-2.76,-2.66,-2.75,-2.95,-2.72,-2.88,-2.56,-2.70,-2.73
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diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SVWP.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SVWP.csv
new file mode 100644
index 00000000..84d06183
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SVWP.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-2.86,-2.50,-2.63,-2.75,-2.89,-2.78,-2.83,-3.11,-2.41,-2.87,-2.64
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diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_120.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_120.csv
new file mode 100644
index 00000000..d576a6ea
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_120.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-2.93,-2.49,-2.72,-2.94,-3.18,-2.78,-2.80,-3.26,-2.75,-2.94,-2.67
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diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_15.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_15.csv
new file mode 100644
index 00000000..8eee7b94
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_15.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-4.49,-3.16,-6.01,-4.04,-4.99,-3.88,-12.23,-7.10,-6.58,-4.01,-3.98
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diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_30.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_30.csv
new file mode 100644
index 00000000..3fa0019c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_30.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_60.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_60.csv
new file mode 100644
index 00000000..a879b385
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_60.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-2.99,-2.48,-2.72,-2.94,-3.14,-2.81,-2.95,-3.30,-2.95,-3.04,-2.72
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diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_cross_validated.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_cross_validated.csv
new file mode 100644
index 00000000..420ff537
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_cross_validated.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_VWP.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_VWP.csv
new file mode 100644
index 00000000..0f2e034c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_VWP.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-2.87,-2.50,-2.57,-2.74,-2.80,-2.76,-2.80,-3.07,-2.55,-2.87,-2.62
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+9,-3.02,-2.57,-2.71,-3.12,-2.69,-2.92,-2.88,-2.98,-2.56,-2.85,-2.75
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_sFC.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_sFC.csv
new file mode 100644
index 00000000..ba175509
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-2.86,-2.50,-2.83,-2.82,-2.89,-2.83,-2.84,-3.07,-2.74,-2.87,-2.66
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+9,-3.01,-2.59,-2.81,-2.95,-2.84,-2.90,-2.87,-2.97,-2.84,-2.87,-2.77
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_null_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_null_likelihoods_cod.csv
new file mode 100644
index 00000000..1c075159
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_null_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.011,0.936,0.036
+DCC_joint,0.011,,0.930,0.046
+SW_cross_validated,0.936,0.930,,0.914
+sFC,0.036,0.046,0.914,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_null_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_null_likelihoods_pvals.csv
new file mode 100644
index 00000000..e82e6855
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_null_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,9.7981e-01,5.0757e-02,9.3721e-01
+DCC_joint,9.7981e-01,,5.2146e-02,9.1878e-01
+SW_cross_validated,5.0757e-02,5.2146e-02,,5.5882e-02
+sFC,9.3721e-01,9.1878e-01,5.5882e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_1_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_1_likelihoods_cod.csv
new file mode 100644
index 00000000..04de7ec9
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_1_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.243,0.890,2.519
+DCC_joint,0.243,,0.520,1.944
+SW_cross_validated,0.890,0.520,,1.683
+sFC,2.519,1.944,1.683,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_1_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_1_likelihoods_pvals.csv
new file mode 100644
index 00000000..bfdf7cbe
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_1_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,5.9420e-01,6.2021e-02,2.4157e-05
+DCC_joint,5.9420e-01,,2.6029e-01,3.8757e-04
+SW_cross_validated,6.2021e-02,2.6029e-01,,1.4217e-03
+sFC,2.4157e-05,3.8757e-04,1.4217e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_3_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_3_likelihoods_cod.csv
new file mode 100644
index 00000000..2af92423
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_3_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.312,1.147,0.825
+DCC_joint,0.312,,1.320,1.108
+SW_cross_validated,1.147,1.320,,0.693
+sFC,0.825,1.108,0.693,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_3_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_3_likelihoods_pvals.csv
new file mode 100644
index 00000000..db995306
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_3_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,4.9384e-01,1.9484e-02,8.1681e-02
+DCC_joint,4.9384e-01,,8.5575e-03,2.3371e-02
+SW_cross_validated,1.9484e-02,8.5575e-03,,1.3873e-01
+sFC,8.1681e-02,2.3371e-02,1.3873e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_state_transition_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_state_transition_likelihoods_cod.csv
new file mode 100644
index 00000000..14d79842
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_state_transition_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.065,1.054,0.300
+DCC_joint,0.065,,1.099,0.223
+SW_cross_validated,1.054,1.099,,1.337
+sFC,0.300,0.223,1.337,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_state_transition_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_state_transition_likelihoods_pvals.csv
new file mode 100644
index 00000000..9b9ab313
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_state_transition_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,8.8548e-01,3.0010e-02,5.1149e-01
+DCC_joint,8.8548e-01,,2.4336e-02,6.2388e-01
+SW_cross_validated,3.0010e-02,2.4336e-02,,7.8490e-03
+sFC,5.1149e-01,6.2388e-01,7.8490e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_stepwise_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_stepwise_likelihoods_cod.csv
new file mode 100644
index 00000000..f48a0fc9
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_stepwise_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.445,0.286,2.110
+DCC_joint,0.445,,0.107,2.305
+SW_cross_validated,0.286,0.107,,1.815
+sFC,2.110,2.305,1.815,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_stepwise_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_stepwise_likelihoods_pvals.csv
new file mode 100644
index 00000000..89f20e5a
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_stepwise_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,3.3239e-01,5.3026e-01,1.7164e-04
+DCC_joint,3.3239e-01,,8.1404e-01,6.6527e-05
+SW_cross_validated,5.3026e-01,8.1404e-01,,7.3750e-04
+sFC,1.7164e-04,6.6527e-05,7.3750e-04,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_boxcar_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_boxcar_likelihoods_cod.csv
new file mode 100644
index 00000000..1e2e3187
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_boxcar_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.251,0.816,0.190
+DCC_joint,0.251,,0.949,0.047
+SW_cross_validated,0.816,0.949,,0.900
+sFC,0.190,0.047,0.900,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_boxcar_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_boxcar_likelihoods_pvals.csv
new file mode 100644
index 00000000..b270d14a
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_boxcar_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,5.8218e-01,8.4783e-02,6.7590e-01
+DCC_joint,5.8218e-01,,4.7971e-02,9.1681e-01
+SW_cross_validated,8.4783e-02,4.7971e-02,,5.9305e-02
+sFC,6.7590e-01,9.1681e-01,5.9305e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_constant_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_constant_likelihoods_cod.csv
new file mode 100644
index 00000000..0b083dc5
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_constant_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.197,1.023,0.237
+DCC_joint,0.197,,1.210,0.042
+SW_cross_validated,1.023,1.210,,1.239
+sFC,0.237,0.042,1.239,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_constant_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_constant_likelihoods_pvals.csv
new file mode 100644
index 00000000..ded8109c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_constant_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,6.6405e-01,3.4549e-02,6.0320e-01
+DCC_joint,6.6405e-01,,1.4495e-02,9.2660e-01
+SW_cross_validated,3.4549e-02,1.4495e-02,,1.2586e-02
+sFC,6.0320e-01,9.2660e-01,1.2586e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_DCC_joint.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_DCC_joint.csv
new file mode 100644
index 00000000..00b956de
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_DCC_joint.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SVWP.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SVWP.csv
new file mode 100644
index 00000000..32a579f8
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SVWP.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_120.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_120.csv
new file mode 100644
index 00000000..57564190
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_120.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_15.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_15.csv
new file mode 100644
index 00000000..3d6377af
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_15.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_30.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_30.csv
new file mode 100644
index 00000000..dc012a4c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_30.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_60.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_60.csv
new file mode 100644
index 00000000..93d98d1e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_60.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_cross_validated.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_cross_validated.csv
new file mode 100644
index 00000000..65482108
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_cross_validated.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_VWP.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_VWP.csv
new file mode 100644
index 00000000..72273fa9
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_VWP.csv
@@ -0,0 +1,11 @@
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diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_sFC.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_sFC.csv
new file mode 100644
index 00000000..3ede10e5
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
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+5,-2.88,-2.42,-2.90,-2.85,-2.95,-2.96,-2.86,-2.78,-2.78,-2.86,-2.75
+6,-2.84,-2.39,-2.90,-3.11,-2.89,-2.82,-2.75,-2.71,-2.98,-2.89,-2.65
+7,-2.86,-2.52,-2.95,-2.81,-2.87,-2.84,-2.93,-2.77,-2.78,-2.73,-2.72
+8,-2.75,-2.36,-2.81,-2.81,-2.76,-3.05,-2.90,-2.87,-2.77,-2.82,-2.69
+9,-2.85,-2.44,-2.89,-2.97,-3.04,-2.83,-2.81,-2.69,-2.98,-2.71,-2.70
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_null_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_null_likelihoods_cod.csv
new file mode 100644
index 00000000..62319a91
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_null_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.037,0.956,0.098
+DCC_joint,0.037,,0.930,0.053
+SW_cross_validated,0.956,0.930,,0.989
+sFC,0.098,0.053,0.989,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_null_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_null_likelihoods_pvals.csv
new file mode 100644
index 00000000..a3475cc8
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_null_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,9.3427e-01,4.6601e-02,8.2922e-01
+DCC_joint,9.3427e-01,,5.2044e-02,9.0756e-01
+SW_cross_validated,4.6601e-02,5.2044e-02,,4.0201e-02
+sFC,8.2922e-01,9.0756e-01,4.0201e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_1_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_1_likelihoods_cod.csv
new file mode 100644
index 00000000..78079bb9
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_1_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.268,0.860,4.183
+DCC_joint,0.268,,0.596,3.301
+SW_cross_validated,0.860,0.596,,1.954
+sFC,4.183,3.301,1.954,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_1_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_1_likelihoods_pvals.csv
new file mode 100644
index 00000000..d145cc58
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_1_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,5.5628e-01,7.0390e-02,2.4754e-08
+DCC_joint,5.5628e-01,,1.9896e-01,7.5476e-07
+SW_cross_validated,7.0390e-02,1.9896e-01,,3.7023e-04
+sFC,2.4754e-08,7.5476e-07,3.7023e-04,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_3_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_3_likelihoods_cod.csv
new file mode 100644
index 00000000..5cb060ee
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_3_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.154,0.727,1.186
+DCC_joint,0.154,,0.488,0.701
+SW_cross_validated,0.727,0.488,,0.070
+sFC,1.186,0.701,0.070,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_3_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_3_likelihoods_pvals.csv
new file mode 100644
index 00000000..78314fe3
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_3_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,7.3391e-01,1.2153e-01,1.6194e-02
+DCC_joint,7.3391e-01,,2.8915e-01,1.3434e-01
+SW_cross_validated,1.2153e-01,2.8915e-01,,8.7715e-01
+sFC,1.6194e-02,1.3434e-01,8.7715e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_state_transition_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_state_transition_likelihoods_cod.csv
new file mode 100644
index 00000000..45083c47
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_state_transition_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.168,0.972,0.254
+DCC_joint,0.168,,1.078,0.081
+SW_cross_validated,0.972,1.078,,1.147
+sFC,0.254,0.081,1.147,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_state_transition_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_state_transition_likelihoods_pvals.csv
new file mode 100644
index 00000000..6d454c47
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_state_transition_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,7.1189e-01,4.3299e-02,5.7729e-01
+DCC_joint,7.1189e-01,,2.6877e-02,8.5756e-01
+SW_cross_validated,4.3299e-02,2.6877e-02,,1.9450e-02
+sFC,5.7729e-01,8.5756e-01,1.9450e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_stepwise_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_stepwise_likelihoods_cod.csv
new file mode 100644
index 00000000..8e8c0bc5
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_stepwise_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,1.038,0.893,5.894
+DCC_joint,1.038,,0.118,5.863
+SW_cross_validated,0.893,0.118,,4.641
+sFC,5.894,5.863,4.641,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_stepwise_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_stepwise_likelihoods_pvals.csv
new file mode 100644
index 00000000..bb3d354e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_stepwise_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,3.2232e-02,6.1158e-02,1.0992e-10
+DCC_joint,3.2232e-02,,7.9427e-01,1.1977e-10
+SW_cross_validated,6.1158e-02,7.9427e-01,,5.0402e-09
+sFC,1.0992e-10,1.1977e-10,5.0402e-09,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_boxcar_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_boxcar_likelihoods_cod.csv
new file mode 100644
index 00000000..11143d58
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_boxcar_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.482,0.463,0.195
+DCC_joint,0.482,,0.888,0.300
+SW_cross_validated,0.463,0.888,,0.645
+sFC,0.195,0.300,0.645,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_boxcar_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_boxcar_likelihoods_pvals.csv
new file mode 100644
index 00000000..5c2048e0
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_boxcar_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,2.9539e-01,3.1396e-01,6.6742e-01
+DCC_joint,2.9539e-01,,6.2440e-02,5.1112e-01
+SW_cross_validated,3.1396e-01,6.2440e-02,,1.6644e-01
+sFC,6.6742e-01,5.1112e-01,1.6644e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_constant_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_constant_likelihoods_cod.csv
new file mode 100644
index 00000000..b7e417a2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_constant_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.136,0.518,0.118
+DCC_joint,0.136,,0.408,0.242
+SW_cross_validated,0.518,0.408,,0.589
+sFC,0.118,0.242,0.589,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_constant_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_constant_likelihoods_pvals.csv
new file mode 100644
index 00000000..3d794181
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_constant_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,7.6512e-01,2.6177e-01,7.9570e-01
+DCC_joint,7.6512e-01,,3.7313e-01,5.9442e-01
+SW_cross_validated,2.6177e-01,3.7313e-01,,2.0406e-01
+sFC,7.9570e-01,5.9442e-01,2.0406e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_DCC_joint.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_DCC_joint.csv
new file mode 100644
index 00000000..f34158b3
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_DCC_joint.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-2.86,-2.37,-2.55,-2.54,-2.59,-2.65,-2.56,-2.68,-2.07,-2.66,-2.58
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+9,-2.91,-2.24,-2.87,-2.63,-2.45,-2.56,-2.63,-2.83,-1.51,-2.76,-2.65
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SVWP.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SVWP.csv
new file mode 100644
index 00000000..9345d44e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SVWP.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-2.85,-2.38,-2.52,-2.57,-2.70,-2.80,-2.84,-2.82,-1.47,-2.67,-2.53
+1,-3.01,-2.25,-2.17,-2.42,-2.57,-3.02,-2.90,-2.70,-1.99,-2.77,-2.65
+2,-2.89,-2.34,-2.48,-2.41,-2.63,-2.77,-2.86,-2.71,-1.12,-2.66,-2.78
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+5,-2.75,-2.30,-2.40,-2.70,-2.47,-2.88,-2.91,-2.74,-1.52,-2.72,-2.82
+6,-2.84,-2.44,-2.98,-2.55,-2.88,-2.91,-2.80,-2.80,-1.38,-2.72,-2.63
+7,-2.80,-2.37,-2.66,-2.63,-2.91,-2.91,-2.93,-2.85,-2.15,-2.74,-2.62
+8,-2.87,-2.23,-2.47,-2.56,-2.63,-2.85,-3.04,-2.73,-2.17,-2.65,-2.49
+9,-2.92,-2.25,-2.52,-2.62,-2.61,-2.82,-2.76,-2.82,-1.95,-2.78,-2.59
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_120.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_120.csv
new file mode 100644
index 00000000..217f4f37
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_120.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-2.87,-2.38,-2.72,-2.94,-3.00,-2.79,-2.90,-2.78,-2.19,-2.70,-2.50
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+5,-2.74,-2.44,-2.97,-3.19,-2.90,-2.95,-3.00,-2.80,-2.28,-2.80,-2.94
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+8,-2.90,-2.21,-2.56,-3.04,-2.96,-2.86,-3.19,-2.76,-2.19,-2.70,-2.56
+9,-3.00,-2.24,-3.08,-2.88,-3.08,-2.82,-2.78,-2.99,-2.05,-2.85,-2.72
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_15.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_15.csv
new file mode 100644
index 00000000..676b0a1c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_15.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-5.17,-2.85,-3.41,-3.97,-3.12,-3.81,-3.06,-4.00,-2.40,-4.99,-3.10
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+5,-3.08,-3.68,-3.73,-3.75,-3.25,-3.24,-3.47,-3.51,-4.31,-3.72,-4.58
+6,-3.45,-3.67,-5.20,-3.28,-3.22,-3.74,-3.66,-4.01,-2.22,-4.89,-4.51
+7,-4.10,-6.66,-6.84,-2.80,-3.98,-2.68,-3.08,-3.46,-5.28,-9.06,-4.71
+8,-3.51,-3.36,-3.50,-3.20,-2.85,-3.61,-4.53,-3.26,-2.70,-4.38,-5.09
+9,-3.88,-2.99,-3.96,-3.42,-4.04,-3.28,-4.03,-3.81,-1.19,-3.66,-5.11
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_30.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_30.csv
new file mode 100644
index 00000000..719c815b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_30.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-3.20,-2.44,-2.47,-2.73,-2.63,-3.08,-2.86,-2.85,-1.94,-3.25,-2.70
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+3,-3.19,-2.38,-2.86,-2.75,-2.84,-3.01,-2.77,-3.31,-16.30,-3.01,-2.85
+4,-3.11,-2.42,-2.87,-2.42,-2.53,-2.96,-2.76,-2.99,-1.40,-2.90,-2.77
+5,-2.86,-2.68,-2.58,-2.72,-2.57,-2.94,-3.14,-2.72,-2.77,-2.97,-3.40
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+8,-2.97,-2.47,-2.64,-2.82,-2.62,-3.00,-3.31,-2.63,-1.56,-2.88,-3.16
+9,-3.11,-2.45,-2.79,-2.59,-3.22,-2.74,-2.81,-3.02,-1.18,-2.93,-3.05
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_60.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_60.csv
new file mode 100644
index 00000000..6507658f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_60.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-2.90,-2.39,-2.52,-2.90,-2.86,-2.84,-3.09,-2.84,-1.90,-2.81,-2.65
+1,-3.20,-2.34,-2.44,-3.06,-2.94,-3.19,-3.08,-2.74,-2.27,-2.83,-2.73
+2,-3.00,-2.45,-2.51,-2.77,-2.84,-2.92,-3.00,-2.84,-1.40,-2.74,-2.94
+3,-2.97,-2.33,-2.65,-2.67,-2.86,-3.23,-3.02,-3.20,-5.52,-2.93,-2.79
+4,-2.94,-2.28,-2.59,-2.50,-2.67,-3.16,-2.91,-3.01,-1.54,-2.83,-2.71
+5,-2.81,-2.41,-2.67,-2.86,-2.73,-3.12,-3.41,-2.87,-1.90,-2.92,-3.02
+6,-2.92,-2.55,-2.92,-3.02,-3.00,-3.11,-2.94,-2.90,-1.55,-2.74,-2.65
+7,-2.81,-2.55,-2.82,-2.91,-2.91,-3.04,-3.15,-2.90,-2.50,-2.88,-2.67
+8,-2.85,-2.27,-2.51,-2.86,-2.90,-2.98,-3.26,-2.71,-1.72,-2.66,-2.57
+9,-3.02,-2.33,-2.65,-2.79,-3.15,-3.00,-2.92,-3.09,-1.46,-2.85,-2.70
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_cross_validated.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_cross_validated.csv
new file mode 100644
index 00000000..50b971b5
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_cross_validated.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-2.89,-2.38,-2.53,-2.81,-2.73,-2.83,-2.84,-2.72,-1.75,-2.72,-2.64
+1,-3.21,-2.27,-2.31,-3.10,-2.84,-3.14,-2.86,-2.69,-2.16,-2.81,-2.67
+2,-2.95,-2.36,-2.46,-2.61,-2.79,-2.81,-2.84,-2.88,-1.67,-2.74,-2.91
+3,-2.85,-2.33,-2.67,-2.51,-2.80,-3.08,-2.84,-3.05,-2.27,-2.89,-2.79
+4,-2.94,-2.27,-2.46,-2.44,-2.65,-3.09,-2.73,-3.00,-1.71,-2.86,-2.79
+5,-2.76,-2.40,-2.55,-2.73,-2.69,-2.93,-2.92,-2.82,-2.05,-2.85,-3.07
+6,-2.88,-2.57,-2.78,-2.71,-3.01,-3.09,-2.80,-2.83,-1.40,-2.78,-2.64
+7,-2.83,-2.52,-3.03,-2.73,-2.88,-2.92,-2.96,-2.85,-2.60,-2.89,-2.65
+8,-2.86,-2.21,-2.42,-2.65,-2.77,-2.85,-3.10,-2.80,-1.84,-2.68,-2.54
+9,-2.99,-2.26,-2.68,-2.72,-2.98,-2.87,-2.75,-2.93,-1.46,-2.83,-2.91
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_VWP.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_VWP.csv
new file mode 100644
index 00000000..b9bf4a61
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_VWP.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-2.85,-2.38,-2.23,-2.51,-2.77,-2.56,-2.84,-2.81,-1.46,-2.72,-2.54
+1,-2.99,-2.27,-2.17,-2.46,-2.57,-3.01,-2.90,-2.69,-1.98,-2.77,-2.63
+2,-2.89,-2.35,-2.38,-2.44,-2.54,-2.78,-2.86,-2.73,-1.14,-2.65,-2.78
+3,-2.77,-2.27,-2.48,-2.30,-2.56,-3.00,-2.84,-3.00,-1.87,-2.84,-2.72
+4,-2.83,-2.24,-2.43,-2.42,-2.52,-2.99,-2.77,-2.90,-1.29,-2.76,-2.71
+5,-2.75,-2.30,-2.74,-2.71,-2.55,-2.88,-2.90,-2.75,-2.21,-2.72,-2.84
+6,-2.84,-2.46,-2.56,-2.42,-2.86,-2.90,-2.80,-2.80,-1.38,-2.73,-2.63
+7,-2.80,-2.39,-2.54,-2.64,-2.80,-2.93,-2.94,-2.85,-1.73,-2.75,-2.66
+8,-2.86,-2.23,-2.46,-2.64,-2.63,-2.85,-3.05,-2.74,-1.41,-2.65,-2.52
+9,-2.92,-2.26,-2.52,-2.38,-2.61,-2.80,-2.77,-2.81,-1.25,-2.78,-2.60
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_sFC.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_sFC.csv
new file mode 100644
index 00000000..157c1f23
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-2.85,-2.38,-2.86,-2.88,-2.85,-2.81,-2.82,-2.73,-2.74,-2.65,-2.60
+1,-3.01,-2.23,-2.77,-2.77,-2.96,-3.02,-2.91,-2.68,-2.89,-2.77,-2.72
+2,-2.83,-2.34,-2.76,-2.78,-2.83,-2.77,-2.88,-2.73,-2.79,-2.65,-2.90
+3,-2.78,-2.25,-3.00,-2.76,-2.80,-2.95,-2.83,-3.00,-2.78,-2.84,-2.81
+4,-2.84,-2.24,-2.86,-2.72,-2.72,-2.97,-2.78,-2.89,-2.69,-2.74,-2.88
+5,-2.74,-2.25,-2.84,-3.00,-2.79,-2.91,-2.91,-2.73,-3.01,-2.71,-2.84
+6,-2.86,-2.44,-3.01,-2.76,-2.89,-2.97,-2.77,-2.78,-3.00,-2.70,-2.69
+7,-2.81,-2.39,-3.01,-3.06,-2.84,-2.92,-2.94,-2.84,-2.86,-2.72,-2.62
+8,-2.89,-2.22,-2.79,-2.94,-2.81,-2.86,-3.04,-2.72,-2.78,-2.66,-2.62
+9,-2.91,-2.24,-3.03,-2.83,-2.81,-2.79,-2.78,-2.79,-2.84,-2.77,-2.66
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_null_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_null_likelihoods_cod.csv
new file mode 100644
index 00000000..e110804f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_null_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.075,0.609,0.027
+DCC_joint,0.075,,0.534,0.101
+SW_cross_validated,0.609,0.534,,0.632
+sFC,0.027,0.101,0.632,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_null_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_null_likelihoods_pvals.csv
new file mode 100644
index 00000000..4c6c5454
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_null_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,8.6825e-01,1.8976e-01,9.5314e-01
+DCC_joint,8.6825e-01,,2.4782e-01,8.2389e-01
+SW_cross_validated,1.8976e-01,2.4782e-01,,1.7490e-01
+sFC,9.5314e-01,8.2389e-01,1.7490e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_periodic_1_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_periodic_1_likelihoods_cod.csv
new file mode 100644
index 00000000..b034b391
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_periodic_1_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.339,0.256,2.061
+DCC_joint,0.339,,0.050,2.256
+SW_cross_validated,0.256,0.050,,1.830
+sFC,2.061,2.256,1.830,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_periodic_1_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_periodic_1_likelihoods_pvals.csv
new file mode 100644
index 00000000..83fcbfaf
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_periodic_1_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,4.5833e-01,5.7404e-01,2.1793e-04
+DCC_joint,4.5833e-01,,9.1289e-01,8.4300e-05
+SW_cross_validated,5.7404e-01,9.1289e-01,,6.8287e-04
+sFC,2.1793e-04,8.4300e-05,6.8287e-04,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_periodic_3_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_periodic_3_likelihoods_cod.csv
new file mode 100644
index 00000000..4950f021
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_periodic_3_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.537,1.254,1.623
+DCC_joint,0.537,,2.236,3.280
+SW_cross_validated,1.254,2.236,,0.170
+sFC,1.623,3.280,0.170,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_periodic_3_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_periodic_3_likelihoods_pvals.csv
new file mode 100644
index 00000000..4520a9df
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_periodic_3_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,2.4510e-01,1.1755e-02,1.9186e-03
+DCC_joint,2.4510e-01,,9.2694e-05,8.2631e-07
+SW_cross_validated,1.1755e-02,9.2694e-05,,7.0829e-01
+sFC,1.9186e-03,8.2631e-07,7.0829e-01,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_state_transition_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_state_transition_likelihoods_cod.csv
new file mode 100644
index 00000000..88fc64e4
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_state_transition_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.168,1.109,0.165
+DCC_joint,0.168,,1.267,0.000
+SW_cross_validated,1.109,1.267,,1.248
+sFC,0.165,0.000,1.248,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_state_transition_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_state_transition_likelihoods_pvals.csv
new file mode 100644
index 00000000..5a1f0a6d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_state_transition_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,7.1114e-01,2.3260e-02,7.1619e-01
+DCC_joint,7.1114e-01,,1.1034e-02,1.0000e+00
+SW_cross_validated,2.3260e-02,1.1034e-02,,1.2075e-02
+sFC,7.1619e-01,1.0000e+00,1.2075e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_stepwise_likelihoods_cod.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_stepwise_likelihoods_cod.csv
new file mode 100644
index 00000000..bc6176f0
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_stepwise_likelihoods_cod.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,0.516,0.310,3.880
+DCC_joint,0.516,,0.239,2.519
+SW_cross_validated,0.310,0.239,,3.427
+sFC,3.880,2.519,3.427,
diff --git a/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_stepwise_likelihoods_pvals.csv b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_stepwise_likelihoods_pvals.csv
new file mode 100644
index 00000000..71e7d167
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/imputation_benchmark/LEOO_no_noise_stepwise_likelihoods_pvals.csv
@@ -0,0 +1,5 @@
+,SVWP,DCC_joint,SW_cross_validated,sFC
+SVWP,,2.6362e-01,4.9756e-01,7.5825e-08
+DCC_joint,2.6362e-01,,5.9911e-01,2.4150e-05
+SW_cross_validated,4.9756e-01,5.9911e-01,,4.4976e-07
+sFC,7.5825e-08,2.4150e-05,4.4976e-07,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/LEOO/optimal_window_lengths.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/LEOO/optimal_window_lengths.csv
new file mode 100644
index 00000000..b92cfa19
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/LEOO/optimal_window_lengths.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,37,41,27,21,21,49,49,21,23,43,27
+1,33,49,21,25,21,21,49,25,37,37,39
+2,47,43,27,21,23,21,49,49,45,27,37
+3,49,49,29,21,21,21,49,23,41,41,29
+4,27,45,21,23,25,49,49,49,39,49,27
+5,47,37,21,23,25,21,49,49,47,45,33
+6,47,21,27,23,37,47,49,21,21,23,25
+7,33,45,41,21,27,49,49,23,21,29,25
+8,31,49,25,21,21,21,45,49,35,35,45
+9,47,49,23,23,21,21,49,23,31,47,21
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/correlation_RMSE_mean.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/correlation_RMSE_mean.csv
new file mode 100644
index 00000000..70b01365
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/correlation_RMSE_mean.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.018,0.029,0.102,0.108,0.172,0.249,0.614,0.291,0.201,0.211,0.145,0.194
+SVWP,0.016,0.031,0.101,0.131,0.177,0.316,0.708,0.312,0.211,0.211,0.140,0.214
+DCC_joint,0.066,0.024,0.211,0.289,0.342,0.386,0.411,0.295,0.276,0.206,0.181,0.244
+SW_cross_validated,0.105,0.060,0.135,0.174,0.243,0.293,0.350,0.237,0.193,0.218,0.127,0.194
+SW_15,0.276,0.117,0.183,0.188,0.233,0.252,0.294,0.244,0.193,0.263,0.215,0.223
+SW_30,0.179,0.074,0.144,0.194,0.299,0.411,0.525,0.239,0.191,0.233,0.156,0.240
+SW_60,0.127,0.056,0.188,0.369,0.615,0.785,0.839,0.380,0.241,0.238,0.134,0.361
+SW_120,0.109,0.045,0.372,0.742,0.766,0.649,0.711,0.373,0.308,0.226,0.152,0.405
+sFC,0.041,0.017,0.718,0.712,0.714,0.709,0.712,0.380,0.815,0.208,0.304,0.484
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/correlation_RMSE_se.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/correlation_RMSE_se.csv
new file mode 100644
index 00000000..8fc0d430
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/correlation_RMSE_se.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.016,0.006,0.009,0.008,0.019,0.049,0.057,0.020,0.015,0.007,0.004,0.019
+SVWP,0.014,0.008,0.006,0.015,0.009,0.062,0.004,0.020,0.015,0.007,0.005,0.015
+DCC_joint,0.016,0.006,0.011,0.012,0.013,0.010,0.013,0.005,0.012,0.009,0.012,0.011
+SW_cross_validated,0.016,0.014,0.008,0.013,0.016,0.009,0.012,0.008,0.008,0.007,0.004,0.010
+SW_15,0.012,0.011,0.007,0.013,0.014,0.013,0.015,0.012,0.007,0.011,0.013,0.012
+SW_30,0.015,0.010,0.005,0.011,0.015,0.010,0.008,0.007,0.007,0.009,0.010,0.010
+SW_60,0.016,0.010,0.007,0.010,0.005,0.004,0.005,0.006,0.005,0.007,0.004,0.007
+SW_120,0.017,0.009,0.010,0.006,0.005,0.007,0.003,0.002,0.006,0.004,0.004,0.007
+sFC,0.009,0.003,0.004,0.002,0.003,0.001,0.001,0.002,0.001,0.005,0.001,0.003
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/correlation_RMSE_std.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/correlation_RMSE_std.csv
new file mode 100644
index 00000000..5f472ca7
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/correlation_RMSE_std.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.051,0.019,0.027,0.025,0.061,0.156,0.181,0.062,0.049,0.022,0.013,0.061
+SVWP,0.045,0.025,0.020,0.047,0.029,0.198,0.014,0.064,0.046,0.023,0.017,0.048
+DCC_joint,0.050,0.020,0.035,0.038,0.040,0.032,0.041,0.016,0.039,0.027,0.039,0.034
+SW_cross_validated,0.052,0.043,0.027,0.040,0.050,0.030,0.036,0.026,0.025,0.021,0.012,0.033
+SW_15,0.037,0.034,0.024,0.040,0.043,0.041,0.047,0.037,0.023,0.036,0.042,0.037
+SW_30,0.048,0.033,0.016,0.034,0.048,0.031,0.024,0.022,0.023,0.029,0.031,0.031
+SW_60,0.051,0.033,0.023,0.031,0.017,0.012,0.016,0.019,0.017,0.023,0.012,0.023
+SW_120,0.053,0.028,0.033,0.020,0.016,0.023,0.008,0.007,0.018,0.013,0.014,0.021
+sFC,0.027,0.009,0.012,0.006,0.008,0.002,0.003,0.007,0.005,0.017,0.004,0.009
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/correlation_matrix_RMSE_mean.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/correlation_matrix_RMSE_mean.csv
new file mode 100644
index 00000000..8f504082
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/correlation_matrix_RMSE_mean.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.012,0.021,0.072,0.076,0.122,0.177,0.434,0.206,0.142,0.149,0.102,0.138
+SVWP,0.011,0.022,0.071,0.092,0.126,0.223,0.500,0.220,0.150,0.150,0.099,0.151
+DCC_joint,0.047,0.017,0.150,0.205,0.242,0.273,0.290,0.209,0.195,0.146,0.128,0.173
+SW_cross_validated,0.074,0.042,0.096,0.123,0.172,0.207,0.247,0.168,0.136,0.154,0.090,0.137
+SW_15,0.195,0.083,0.129,0.133,0.165,0.178,0.208,0.173,0.136,0.186,0.152,0.158
+SW_30,0.127,0.052,0.102,0.137,0.212,0.291,0.371,0.169,0.135,0.165,0.110,0.170
+SW_60,0.090,0.040,0.133,0.261,0.435,0.555,0.594,0.269,0.170,0.168,0.095,0.255
+SW_120,0.077,0.032,0.263,0.525,0.542,0.459,0.503,0.264,0.218,0.160,0.108,0.286
+sFC,0.029,0.012,0.508,0.504,0.505,0.501,0.503,0.269,0.576,0.147,0.215,0.343
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/correlation_matrix_RMSE_se.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/correlation_matrix_RMSE_se.csv
new file mode 100644
index 00000000..c4896b47
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/correlation_matrix_RMSE_se.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.011,0.004,0.006,0.006,0.014,0.035,0.040,0.014,0.011,0.005,0.003,0.014
+SVWP,0.010,0.006,0.004,0.010,0.007,0.044,0.003,0.014,0.010,0.005,0.004,0.011
+DCC_joint,0.011,0.005,0.008,0.008,0.009,0.007,0.009,0.004,0.009,0.006,0.009,0.008
+SW_cross_validated,0.012,0.010,0.006,0.009,0.011,0.007,0.008,0.006,0.005,0.005,0.003,0.007
+SW_15,0.008,0.008,0.005,0.009,0.010,0.009,0.010,0.008,0.005,0.008,0.009,0.008
+SW_30,0.011,0.007,0.003,0.008,0.011,0.007,0.005,0.005,0.005,0.006,0.007,0.007
+SW_60,0.011,0.007,0.005,0.007,0.004,0.003,0.004,0.004,0.004,0.005,0.003,0.005
+SW_120,0.012,0.006,0.007,0.005,0.004,0.005,0.002,0.002,0.004,0.003,0.003,0.005
+sFC,0.006,0.002,0.003,0.001,0.002,0.000,0.001,0.002,0.001,0.004,0.001,0.002
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/correlation_matrix_RMSE_std.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/correlation_matrix_RMSE_std.csv
new file mode 100644
index 00000000..8e7e5127
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/correlation_matrix_RMSE_std.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.036,0.013,0.019,0.018,0.043,0.110,0.128,0.044,0.035,0.016,0.009,0.043
+SVWP,0.032,0.018,0.014,0.033,0.021,0.140,0.010,0.045,0.032,0.016,0.012,0.034
+DCC_joint,0.035,0.014,0.025,0.027,0.028,0.022,0.029,0.011,0.027,0.019,0.028,0.024
+SW_cross_validated,0.037,0.030,0.019,0.028,0.035,0.021,0.026,0.018,0.017,0.015,0.009,0.023
+SW_15,0.026,0.024,0.017,0.028,0.030,0.029,0.033,0.026,0.016,0.025,0.030,0.026
+SW_30,0.034,0.023,0.011,0.024,0.034,0.022,0.017,0.016,0.016,0.020,0.022,0.022
+SW_60,0.036,0.023,0.016,0.022,0.012,0.009,0.011,0.013,0.012,0.017,0.009,0.016
+SW_120,0.038,0.020,0.023,0.014,0.011,0.017,0.006,0.005,0.012,0.009,0.010,0.015
+sFC,0.019,0.007,0.008,0.005,0.006,0.001,0.002,0.005,0.003,0.012,0.003,0.007
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/covariance_RMSE_mean.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/covariance_RMSE_mean.csv
new file mode 100644
index 00000000..12ed05c8
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/covariance_RMSE_mean.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.019,0.082,0.169,0.182,0.222,0.264,0.625,0.307,0.247,0.215,0.158,0.226
+SVWP,0.018,0.085,0.173,0.197,0.232,0.328,0.707,0.319,0.250,0.215,0.154,0.243
+DCC_joint,0.067,0.057,0.213,0.296,0.344,0.386,0.411,0.295,0.277,0.207,0.180,0.248
+SW_cross_validated,0.093,0.224,0.238,0.256,0.305,0.321,0.361,0.233,0.280,0.243,0.178,0.248
+SW_15,0.243,0.355,0.319,0.308,0.352,0.336,0.352,0.257,0.325,0.292,0.284,0.311
+SW_30,0.161,0.252,0.232,0.243,0.333,0.420,0.529,0.238,0.262,0.258,0.205,0.285
+SW_60,0.113,0.192,0.206,0.367,0.621,0.790,0.835,0.370,0.290,0.265,0.174,0.384
+SW_120,0.097,0.190,0.343,0.754,0.769,0.656,0.711,0.362,0.375,0.253,0.188,0.427
+sFC,0.041,0.019,0.718,0.712,0.714,0.709,0.712,0.380,0.815,0.208,0.304,0.485
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/covariance_RMSE_se.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/covariance_RMSE_se.csv
new file mode 100644
index 00000000..a619db7e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/covariance_RMSE_se.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.018,0.015,0.019,0.013,0.012,0.047,0.052,0.022,0.015,0.006,0.007,0.021
+SVWP,0.017,0.017,0.019,0.017,0.012,0.060,0.004,0.019,0.016,0.007,0.007,0.018
+DCC_joint,0.017,0.016,0.011,0.012,0.013,0.010,0.013,0.005,0.012,0.008,0.013,0.012
+SW_cross_validated,0.017,0.022,0.022,0.018,0.015,0.009,0.011,0.008,0.012,0.008,0.013,0.014
+SW_15,0.014,0.015,0.016,0.018,0.015,0.013,0.016,0.009,0.015,0.012,0.018,0.014
+SW_30,0.015,0.016,0.017,0.014,0.014,0.010,0.006,0.008,0.014,0.013,0.012,0.013
+SW_60,0.016,0.019,0.015,0.009,0.005,0.004,0.005,0.005,0.009,0.007,0.008,0.009
+SW_120,0.019,0.011,0.016,0.004,0.004,0.007,0.002,0.005,0.012,0.007,0.011,0.009
+sFC,0.009,0.003,0.004,0.002,0.003,0.001,0.001,0.002,0.001,0.005,0.001,0.003
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/covariance_RMSE_std.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/covariance_RMSE_std.csv
new file mode 100644
index 00000000..a93bd332
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/covariance_RMSE_std.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.055,0.048,0.062,0.040,0.039,0.149,0.165,0.069,0.048,0.020,0.021,0.065
+SVWP,0.053,0.055,0.060,0.055,0.038,0.191,0.013,0.059,0.050,0.021,0.023,0.056
+DCC_joint,0.053,0.051,0.035,0.039,0.042,0.032,0.040,0.016,0.038,0.027,0.041,0.038
+SW_cross_validated,0.052,0.070,0.069,0.058,0.046,0.030,0.035,0.025,0.037,0.024,0.042,0.044
+SW_15,0.044,0.047,0.051,0.058,0.046,0.040,0.050,0.027,0.046,0.037,0.057,0.046
+SW_30,0.046,0.051,0.054,0.043,0.045,0.031,0.021,0.027,0.045,0.042,0.039,0.040
+SW_60,0.050,0.060,0.046,0.029,0.016,0.014,0.015,0.017,0.027,0.022,0.026,0.029
+SW_120,0.059,0.036,0.050,0.012,0.013,0.021,0.006,0.016,0.038,0.023,0.034,0.028
+sFC,0.028,0.011,0.012,0.006,0.008,0.002,0.003,0.007,0.005,0.017,0.004,0.009
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/covariance_matrix_RMSE_mean.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/covariance_matrix_RMSE_mean.csv
new file mode 100644
index 00000000..e0626ef6
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/covariance_matrix_RMSE_mean.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.074,0.084,0.183,0.209,0.247,0.282,0.475,0.263,0.629,0.170,0.141,0.251
+SVWP,0.084,0.086,0.186,0.241,0.265,0.315,0.506,0.258,0.332,0.166,0.140,0.235
+DCC_joint,0.072,0.062,0.158,0.216,0.245,0.276,0.293,0.211,0.197,0.152,0.134,0.183
+SW_cross_validated,0.174,0.239,0.267,0.282,0.308,0.311,0.328,0.237,0.272,0.237,0.207,0.260
+SW_15,0.317,0.369,0.350,0.346,0.365,0.346,0.349,0.300,0.337,0.318,0.330,0.339
+SW_30,0.219,0.265,0.256,0.257,0.304,0.348,0.413,0.243,0.251,0.260,0.236,0.278
+SW_60,0.172,0.206,0.214,0.299,0.465,0.579,0.609,0.298,0.247,0.245,0.196,0.321
+SW_120,0.174,0.210,0.291,0.559,0.566,0.498,0.526,0.301,0.302,0.238,0.209,0.352
+sFC,0.029,0.014,0.508,0.504,0.505,0.501,0.503,0.269,0.576,0.147,0.215,0.343
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/covariance_matrix_RMSE_se.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/covariance_matrix_RMSE_se.csv
new file mode 100644
index 00000000..9e4b4b56
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/covariance_matrix_RMSE_se.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.018,0.016,0.016,0.017,0.008,0.024,0.023,0.013,0.237,0.008,0.009,0.035
+SVWP,0.018,0.018,0.014,0.022,0.008,0.031,0.003,0.007,0.109,0.007,0.009,0.023
+DCC_joint,0.018,0.020,0.008,0.011,0.010,0.007,0.009,0.004,0.008,0.006,0.009,0.010
+SW_cross_validated,0.010,0.020,0.020,0.016,0.011,0.007,0.009,0.005,0.010,0.008,0.017,0.012
+SW_15,0.010,0.013,0.014,0.016,0.012,0.008,0.013,0.007,0.014,0.009,0.011,0.012
+SW_30,0.011,0.014,0.015,0.013,0.010,0.006,0.006,0.007,0.013,0.011,0.011,0.011
+SW_60,0.010,0.017,0.011,0.007,0.004,0.003,0.004,0.005,0.009,0.007,0.010,0.008
+SW_120,0.009,0.009,0.010,0.005,0.003,0.007,0.002,0.004,0.010,0.007,0.011,0.007
+sFC,0.006,0.002,0.003,0.001,0.002,0.000,0.001,0.002,0.001,0.004,0.001,0.002
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/covariance_matrix_RMSE_std.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/covariance_matrix_RMSE_std.csv
new file mode 100644
index 00000000..89c3c477
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/covariance_matrix_RMSE_std.csv
@@ -0,0 +1,10 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP,0.058,0.049,0.051,0.053,0.024,0.076,0.074,0.041,0.749,0.025,0.029,0.112
+SVWP,0.058,0.055,0.045,0.070,0.027,0.099,0.009,0.023,0.345,0.021,0.029,0.071
+DCC_joint,0.057,0.063,0.026,0.034,0.030,0.023,0.027,0.011,0.026,0.020,0.028,0.031
+SW_cross_validated,0.030,0.064,0.062,0.052,0.034,0.021,0.028,0.016,0.033,0.025,0.053,0.038
+SW_15,0.033,0.041,0.044,0.052,0.039,0.025,0.041,0.023,0.045,0.029,0.034,0.037
+SW_30,0.036,0.043,0.048,0.040,0.032,0.019,0.018,0.021,0.040,0.036,0.035,0.033
+SW_60,0.033,0.054,0.034,0.023,0.012,0.010,0.012,0.017,0.029,0.022,0.032,0.025
+SW_120,0.029,0.028,0.032,0.016,0.011,0.022,0.006,0.014,0.033,0.023,0.035,0.022
+sFC,0.019,0.007,0.009,0.005,0.006,0.001,0.002,0.005,0.003,0.012,0.003,0.007
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
new file mode 100644
index 00000000..72eb1d89
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,1.276,0.728,0.644,0.170,0.197,0.190,1.411,0.210,0.360,1.800,1.285
+1,1.289,2.424,0.430,0.206,0.164,0.201,0.833,0.351,0.323,1.826,0.637
+2,1.616,1.949,0.625,0.173,0.156,0.136,1.687,0.158,0.362,1.635,0.939
+3,1.653,2.498,0.529,0.141,0.166,1.060,1.024,1.379,0.416,0.956,0.962
+4,0.826,1.212,0.531,0.215,0.183,0.137,0.510,1.332,0.321,2.162,0.716
+5,1.818,1.082,0.542,0.200,0.194,1.208,1.410,0.191,0.402,1.843,0.836
+6,1.616,2.275,0.576,0.272,0.098,0.184,1.097,0.585,0.237,1.053,1.404
+7,1.359,2.443,0.723,0.242,0.109,0.165,0.468,0.881,0.373,1.614,0.779
+8,0.778,2.058,0.604,0.204,0.115,0.157,1.404,0.172,0.331,1.611,0.793
+9,1.343,2.226,0.580,0.236,0.128,0.140,1.078,1.901,0.406,1.791,1.102
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/kernel_params/SVWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
new file mode 100644
index 00000000..080511dc
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,0.848,0.906,1.072,0.960,1.170,1.310,0.837,0.936,0.791,0.836,0.921
+1,0.849,0.832,1.146,1.005,0.999,1.262,0.824,0.763,1.099,0.848,0.888
+2,0.878,0.970,1.167,0.976,0.887,1.044,0.855,0.835,0.990,0.867,0.921
+3,0.875,0.829,0.994,0.897,1.068,0.871,0.817,0.853,0.907,0.861,0.900
+4,0.853,0.831,1.252,1.105,0.983,1.083,0.789,0.827,0.880,0.853,0.876
+5,0.866,0.752,1.014,0.991,1.104,0.833,0.846,1.166,0.825,0.893,0.921
+6,0.857,0.836,1.005,1.066,0.888,1.306,0.916,0.786,1.122,0.858,0.909
+7,0.898,0.885,1.177,1.175,0.841,1.495,0.976,0.859,0.846,0.854,0.858
+8,0.881,0.805,1.052,0.954,0.896,1.226,0.928,0.907,0.854,0.909,0.932
+9,0.855,0.861,1.294,0.969,0.864,1.064,0.891,0.868,0.887,0.853,0.911
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
new file mode 100644
index 00000000..37440164
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,0.436,1.085,0.464,0.234,0.162,0.172,1.520,0.188,0.264,1.611,1.306
+1,1.588,2.705,0.697,0.316,0.171,0.206,0.123,0.629,0.223,1.647,0.680
+2,1.627,1.861,0.674,0.203,0.237,0.117,1.430,0.163,0.365,1.476,1.067
+3,1.691,1.634,0.413,0.139,0.169,1.332,0.133,0.256,0.427,0.957,1.194
+4,0.935,1.254,0.697,0.260,0.131,0.204,0.326,0.230,0.317,1.735,0.768
+5,1.596,2.162,0.288,0.287,0.194,0.185,1.430,0.281,0.406,1.674,0.833
+6,1.188,2.071,0.635,0.278,0.166,0.168,1.160,1.012,0.236,0.388,1.501
+7,0.514,2.529,0.416,0.297,0.173,0.178,0.466,0.199,0.362,1.338,0.818
+8,0.745,2.090,0.628,0.193,0.126,0.155,1.154,0.326,0.337,1.934,0.902
+9,1.435,2.104,0.268,0.313,0.137,0.148,1.181,1.530,0.409,1.789,1.135
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/kernel_params/VWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/kernel_params/VWP_kernel_variance_kernel_params.csv
new file mode 100644
index 00000000..1d62b232
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/kernel_params/VWP_kernel_variance_kernel_params.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,0.653,0.812,1.135,0.989,0.890,1.293,0.815,0.889,1.303,0.826,0.913
+1,0.859,0.842,1.147,1.128,0.895,1.334,1.347,0.746,1.009,0.838,0.880
+2,0.875,0.952,1.273,0.872,1.172,0.939,0.846,0.971,0.980,0.817,0.917
+3,0.873,0.791,0.978,0.892,1.012,0.899,1.222,1.080,0.918,0.845,0.852
+4,0.826,0.778,1.198,1.069,1.200,1.407,1.074,0.976,0.902,0.838,0.883
+5,0.857,0.781,0.985,1.005,1.263,1.542,0.849,1.022,0.764,0.915,0.927
+6,0.846,0.811,1.088,1.047,0.827,1.051,0.896,0.859,1.090,0.765,0.914
+7,0.787,0.900,1.036,0.980,0.965,1.698,1.192,0.862,0.825,0.825,0.842
+8,0.849,0.803,1.060,1.049,0.880,1.348,0.890,1.271,0.909,0.922,0.959
+9,0.858,0.832,0.914,1.067,0.909,1.249,0.893,0.855,0.904,0.846,0.898
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/optimal_window_lengths.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/optimal_window_lengths.csv
new file mode 100644
index 00000000..544b6e0b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/optimal_window_lengths.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,73,23,21,25,21,23,21,33,27,87,97
+1,83,99,25,23,23,25,21,37,33,83,77
+2,83,99,21,29,23,21,21,35,21,53,61
+3,97,29,39,21,21,21,21,43,33,93,45
+4,65,33,31,21,21,21,21,33,21,67,53
+5,79,57,33,23,29,21,21,23,21,91,61
+6,93,35,33,23,21,21,21,25,21,55,49
+7,77,83,29,21,25,23,21,27,31,71,21
+8,81,99,27,23,23,21,21,27,21,69,91
+9,87,99,31,21,21,21,21,33,21,93,37
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..ebc3233b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.70,0.20,-2.41,-1.95,-2.39,4.13,3.98,4.29
+SVWP,0.70,,-0.76,-3.26,-2.75,-3.25,3.07,2.89,3.19
+DCC_joint,0.20,-0.76,,-5.77,-3.80,-6.23,10.36,13.75,14.78
+SW_cross_validated,-2.41,-3.26,-5.77,,0.47,0.14,13.40,15.33,16.01
+SW_15,-1.95,-2.75,-3.80,0.47,,-0.38,9.78,10.28,10.78
+SW_30,-2.39,-3.25,-6.23,0.14,-0.38,,14.53,17.39,18.16
+SW_60,4.13,3.07,10.36,13.40,9.78,14.53,,-0.95,0.02
+SW_120,3.98,2.89,13.75,15.33,10.28,17.39,-0.95,,1.98
+sFC,4.29,3.19,14.78,16.01,10.78,18.16,0.02,1.98,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..f80ba59e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.31,0.09,1.08,0.87,1.07,1.85,1.78,1.92
+SVWP,0.31,,0.34,1.46,1.23,1.45,1.37,1.29,1.43
+DCC_joint,0.09,0.34,,2.58,1.70,2.79,4.63,6.15,6.61
+SW_cross_validated,1.08,1.46,2.58,,0.21,0.06,5.99,6.85,7.16
+SW_15,0.87,1.23,1.70,0.21,,0.17,4.37,4.60,4.82
+SW_30,1.07,1.45,2.79,0.06,0.17,,6.50,7.78,8.12
+SW_60,1.85,1.37,4.63,5.99,4.37,6.50,,0.42,0.01
+SW_120,1.78,1.29,6.15,6.85,4.60,7.78,0.42,,0.89
+sFC,1.92,1.43,6.61,7.16,4.82,8.12,0.01,0.89,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..94dc1110
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.9600,1.,1.,0.0228,0.0314,0.0157
+SVWP,-0.7022,-,1.,0.1580,0.4757,0.1613,0.2364,0.3518,0.1825
+DCC_joint,-0.1992,0.756,-,0.0007,0.0471,0.0003,0.0000,0.0000,0.0000
+SW_cross_validated,2.4137,3.2558,5.7704,-,1.,1.,0.0000,0.0000,0.0000
+SW_15,1.9484,2.7485,3.8008,-0.4689,-,1.,0.0000,0.0000,0.0000
+SW_30,2.3892,3.2465,6.231,-0.1388,0.3805,-,0.0000,0.0000,0.0000
+SW_60,-4.1273,-3.0721,-10.3609,-13.3986,-9.7801,-14.529,-,1.,1.
+SW_120,-3.9834,-2.8891,-13.7501,-15.3277,-10.285,-17.3914,0.9491,-,1.
+sFC,-4.2934,-3.1902,-14.7837,-16.0091,-10.7841,-18.1579,-0.0206,-1.9811,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..4e8ab234
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,4.9156e-01,8.4432e-01,2.6668e-02,6.7130e-02,2.8040e-02,6.3258e-04,8.7148e-04,4.3742e-04
+SVWP,4.9156e-01,,4.5941e-01,4.3894e-03,1.3215e-02,4.4803e-03,6.5678e-03,9.7734e-03,5.0703e-03
+DCC_joint,8.4432e-01,4.5941e-01,,1.8096e-05,1.3091e-03,7.0462e-06,5.1611e-09,5.4759e-11,1.6432e-11
+SW_cross_validated,2.6668e-02,4.3894e-03,1.8096e-05,,6.4480e-01,8.9112e-01,8.3904e-11,8.9740e-12,4.3155e-12
+SW_15,6.7130e-02,1.3215e-02,1.3091e-03,6.4480e-01,,7.0800e-01,1.2561e-08,5.7856e-09,2.7611e-09
+SW_30,2.8040e-02,4.4803e-03,7.0462e-06,8.9112e-01,7.0800e-01,,2.1956e-11,1.0593e-12,5.0718e-13
+SW_60,6.3258e-04,6.5678e-03,5.1611e-09,8.3904e-11,1.2561e-08,2.1956e-11,,3.5512e-01,9.8377e-01
+SW_120,8.7148e-04,9.7734e-03,5.4759e-11,8.9740e-12,5.7856e-09,1.0593e-12,3.5512e-01,,6.3067e-02
+sFC,4.3742e-04,5.0703e-03,1.6432e-11,4.3155e-12,2.7611e-09,5.0718e-13,9.8377e-01,6.3067e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..09d8d5be
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.19,-0.56,1.93,6.71,3.50,2.08,1.36,-1.83
+SVWP,0.19,,-0.67,1.71,6.07,3.08,1.78,1.07,-1.68
+DCC_joint,-0.56,-0.67,,2.23,6.99,3.84,2.45,1.77,-1.04
+SW_cross_validated,1.93,1.71,2.23,,3.13,0.79,-0.21,-0.86,-2.94
+SW_15,6.71,6.07,6.99,3.13,,-2.72,-3.85,-4.86,-8.48
+SW_30,3.50,3.08,3.84,0.79,-2.72,,-1.15,-1.99,-5.00
+SW_60,2.08,1.78,2.45,-0.21,-3.85,-1.15,,-0.76,-3.43
+SW_120,1.36,1.07,1.77,-0.86,-4.86,-1.99,-0.76,,-2.84
+sFC,-1.83,-1.68,-1.04,-2.94,-8.48,-5.00,-3.43,-2.84,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..3f94e3f1
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.08,0.25,0.86,3.00,1.56,0.93,0.61,0.82
+SVWP,0.08,,0.30,0.76,2.72,1.38,0.80,0.48,0.75
+DCC_joint,0.25,0.30,,1.00,3.13,1.72,1.09,0.79,0.47
+SW_cross_validated,0.86,0.76,1.00,,1.40,0.35,0.09,0.38,1.31
+SW_15,3.00,2.72,3.13,1.40,,1.22,1.72,2.17,3.79
+SW_30,1.56,1.38,1.72,0.35,1.22,,0.51,0.89,2.24
+SW_60,0.93,0.80,1.09,0.09,1.72,0.51,,0.34,1.54
+SW_120,0.61,0.48,0.79,0.38,2.17,0.89,0.34,,1.27
+sFC,0.82,0.75,0.47,1.31,3.79,2.24,1.54,1.27,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..22dc387d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0001,0.0926,1.,1.,1.
+SVWP,-0.1889,-,1.,1.,0.0003,0.231,1.,1.,1.
+DCC_joint,0.559,0.6686,-,1.,0.0001,0.0432,0.8936,1.,1.
+SW_cross_validated,-1.929,-1.7077,-2.2338,-,0.2076,1.,1.,1.,0.3163
+SW_15,-6.7091,-6.074,-6.9945,-3.1315,-,0.5038,0.0423,0.0045,0.0000
+SW_30,-3.4972,-3.0828,-3.8397,-0.7854,2.7216,-,1.,1.,0.0033
+SW_60,-2.0832,-1.7791,-2.4485,0.2064,3.8489,1.1502,-,1.,0.1065
+SW_120,-1.3564,-1.0725,-1.7729,0.8598,4.8618,1.9938,0.7591,-,0.3903
+sFC,1.8309,1.6829,1.0431,2.9383,8.4821,5.0041,3.4342,2.8409,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..d2146876
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.5228e-01,5.8303e-01,6.9656e-02,2.7265e-06,2.5729e-03,5.1765e-02,1.9175e-01,8.3728e-02
+SVWP,8.5228e-01,,5.1224e-01,1.0488e-01,9.6887e-06,6.4160e-03,9.2122e-02,2.9768e-01,1.0966e-01
+DCC_joint,5.8303e-01,5.1224e-01,,3.8421e-02,1.5698e-06,1.2003e-03,2.4822e-02,9.3163e-02,3.1071e-01
+SW_cross_validated,6.9656e-02,1.0488e-01,3.8421e-02,,5.7674e-03,4.4242e-01,8.3876e-01,4.0122e-01,8.7864e-03
+SW_15,2.7265e-06,9.6887e-06,1.5698e-06,5.7674e-03,,1.3995e-02,1.1761e-03,1.2532e-04,1.0546e-07
+SW_30,2.5729e-03,6.4160e-03,1.2003e-03,4.4242e-01,1.3995e-02,,2.6511e-01,6.1553e-02,9.2027e-05
+SW_60,5.1765e-02,9.2122e-02,2.4822e-02,8.3876e-01,1.1761e-03,2.6511e-01,,4.5762e-01,2.9584e-03
+SW_120,1.9175e-01,2.9768e-01,9.3163e-02,4.0122e-01,1.2532e-04,6.1553e-02,4.5762e-01,,1.0841e-02
+sFC,8.3728e-02,1.0966e-01,3.1071e-01,8.7864e-03,1.0546e-07,9.2027e-05,2.9584e-03,1.0841e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..a98ea3b3
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.08,2.05,3.61,12.29,6.91,4.56,3.74,1.20
+SVWP,-0.08,,2.25,3.89,13.31,7.41,4.90,4.02,1.42
+DCC_joint,2.05,2.25,,1.61,10.10,4.88,2.56,1.78,-1.34
+SW_cross_validated,3.61,3.89,1.61,,8.04,3.14,0.91,0.19,-3.28
+SW_15,12.29,13.31,10.10,8.04,,-4.77,-7.09,-7.66,-15.24
+SW_30,6.91,7.41,4.88,3.14,-4.77,,-2.23,-2.90,-7.48
+SW_60,4.56,4.90,2.56,0.91,-7.09,-2.23,,-0.70,-4.47
+SW_120,3.74,4.02,1.78,0.19,-7.66,-2.90,-0.70,,-3.43
+sFC,1.20,1.42,-1.34,-3.28,-15.24,-7.48,-4.47,-3.43,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..8b3bd56d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.04,0.92,1.61,5.50,3.09,2.04,1.67,0.54
+SVWP,0.04,,1.01,1.74,5.95,3.31,2.19,1.80,0.63
+DCC_joint,0.92,1.01,,0.72,4.52,2.18,1.14,0.79,0.60
+SW_cross_validated,1.61,1.74,0.72,,3.59,1.41,0.41,0.08,1.47
+SW_15,5.50,5.95,4.52,3.59,,2.13,3.17,3.42,6.81
+SW_30,3.09,3.31,2.18,1.41,2.13,,1.00,1.30,3.34
+SW_60,2.04,2.19,1.14,0.41,3.17,1.00,,0.32,2.00
+SW_120,1.67,1.80,0.79,0.08,3.42,1.30,0.32,,1.53
+sFC,0.54,0.63,0.60,1.47,6.81,3.34,2.00,1.53,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..bd6715b6
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.0725,0.0000,0.0001,0.0087,0.0542,1.
+SVWP,0.0808,-,1.,0.0389,0.0000,0.0000,0.0042,0.0291,1.
+DCC_joint,-2.0474,-2.2474,-,1.,0.0000,0.0043,0.7153,1.,1.
+SW_cross_validated,-3.6071,-3.887,-1.6136,-,0.0000,0.2025,1.,1.,0.1502
+SW_15,-12.291,-13.3138,-10.1034,-8.0367,-,0.0055,0.0000,0.0000,0.0000
+SW_30,-6.9135,-7.4109,-4.8807,-3.1429,4.7713,-,1.,0.346,0.0000
+SW_60,-4.5597,-4.8988,-2.5555,-0.908,7.095,2.2348,-,1.,0.0106
+SW_120,-3.7379,-4.0165,-1.7775,-0.1867,7.6582,2.8969,0.7049,-,0.1073
+sFC,-1.2045,-1.4193,1.339,3.2789,15.2372,7.4786,4.4704,3.4309,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..dcacc425
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.3647e-01,5.5495e-02,2.0150e-03,3.4281e-10,1.8343e-06,2.4284e-04,1.5060e-03,2.4398e-01
+SVWP,9.3647e-01,,3.7388e-02,1.0803e-03,9.3130e-11,7.1571e-07,1.1564e-04,8.0960e-04,1.7288e-01
+DCC_joint,5.5495e-02,3.7388e-02,,1.2400e-01,7.6211e-09,1.2028e-04,1.9869e-02,9.2386e-02,1.9724e-01
+SW_cross_validated,2.0150e-03,1.0803e-03,1.2400e-01,,2.2959e-07,5.6249e-03,3.7590e-01,8.5395e-01,4.1709e-03
+SW_15,3.4281e-10,9.3130e-11,7.6211e-09,2.2959e-07,,1.5268e-04,1.2961e-06,4.5380e-07,9.9111e-12
+SW_30,1.8343e-06,7.1571e-07,1.2028e-04,5.6249e-03,1.5268e-04,,3.8347e-02,9.6102e-03,6.3130e-07
+SW_60,2.4284e-04,1.1564e-04,1.9869e-02,3.7590e-01,1.2961e-06,3.8347e-02,,4.8988e-01,2.9571e-04
+SW_120,1.5060e-03,8.0960e-04,9.2386e-02,8.5395e-01,4.5380e-07,9.6102e-03,4.8988e-01,,2.9803e-03
+sFC,2.4398e-01,1.7288e-01,1.9724e-01,4.1709e-03,9.9111e-12,6.3130e-07,2.9571e-04,2.9803e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..22685bc1
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.05,7.40,2.65,6.75,3.99,7.27,18.95,61.88
+SVWP,-0.05,,8.22,3.10,7.97,5.05,8.63,21.19,80.11
+DCC_joint,7.40,8.22,,-5.19,-2.02,-5.30,-1.67,10.00,40.99
+SW_cross_validated,2.65,3.10,-5.19,,4.02,0.80,4.52,16.79,60.00
+SW_15,6.75,7.97,-2.02,4.02,,-4.18,0.47,14.01,60.75
+SW_30,3.99,5.05,-5.30,0.80,-4.18,,4.83,18.84,87.77
+SW_60,7.27,8.63,-1.67,4.52,0.47,4.83,,13.77,61.69
+SW_120,18.95,21.19,10.00,16.79,14.01,18.84,13.77,,29.76
+sFC,61.88,80.11,40.99,60.00,60.75,87.77,61.69,29.76,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..d2e4ce7e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.02,3.31,1.18,3.02,1.78,3.25,8.48,27.67
+SVWP,0.02,,3.67,1.39,3.57,2.26,3.86,9.47,35.83
+DCC_joint,3.31,3.67,,2.32,0.90,2.37,0.75,4.47,18.33
+SW_cross_validated,1.18,1.39,2.32,,1.80,0.36,2.02,7.51,26.83
+SW_15,3.02,3.57,0.90,1.80,,1.87,0.21,6.27,27.17
+SW_30,1.78,2.26,2.37,0.36,1.87,,2.16,8.42,39.25
+SW_60,3.25,3.86,0.75,2.02,0.21,2.16,,6.16,27.59
+SW_120,8.48,9.47,4.47,7.51,6.27,8.42,6.16,,13.31
+sFC,27.67,35.83,18.33,26.83,27.17,39.25,27.59,13.31,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..d30292dd
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0000,0.5871,0.0001,0.0309,0.0000,0.0000,0.0000
+SVWP,0.0452,-,0.0000,0.2233,0.0000,0.003,0.0000,0.0000,0.0000
+DCC_joint,-7.3994,-8.2151,-,0.0022,1.,0.0017,1.,0.0000,0.0000
+SW_cross_validated,-2.6494,-3.0982,5.1865,-,0.029,1.,0.0096,0.0000,0.0000
+SW_15,-6.7477,-7.9736,2.023,-4.019,-,0.0204,1.,0.0000,0.0000
+SW_30,-3.9908,-5.0539,5.3015,-0.8016,4.1763,-,0.0048,0.0000,0.0000
+SW_60,-7.2728,-8.6348,1.6716,-4.5176,-0.4731,-4.8297,-,0.0000,0.0000
+SW_120,-18.9529,-21.1854,-10.0043,-16.7922,-14.0139,-18.8364,-13.774,-,0.0000
+sFC,-61.8758,-80.1099,-40.9909,-60.0045,-60.7486,-87.771,-61.6854,-29.7629,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..b2f06011
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.6448e-01,7.3111e-07,1.6309e-02,2.5288e-06,8.5720e-04,9.2625e-07,2.4322e-13,1.9995e-22
+SVWP,9.6448e-01,,1.6762e-07,6.2031e-03,2.5686e-07,8.2625e-05,8.1236e-08,3.5566e-14,1.9452e-24
+DCC_joint,7.3111e-07,1.6762e-07,,6.2116e-05,5.8188e-02,4.8574e-05,1.1189e-01,8.8727e-09,3.1462e-19
+SW_cross_validated,1.6309e-02,6.2031e-03,6.2116e-05,,8.0502e-04,4.3323e-01,2.6648e-04,1.9230e-12,3.4666e-22
+SW_15,2.5288e-06,2.5686e-07,5.8188e-02,8.0502e-04,,5.6729e-04,6.4184e-01,3.9991e-11,2.7797e-22
+SW_30,8.5720e-04,8.2625e-05,4.8574e-05,4.3323e-01,5.6729e-04,,1.3441e-04,2.7038e-13,3.7735e-25
+SW_60,9.2625e-07,8.1236e-08,1.1189e-01,2.6648e-04,6.4184e-01,1.3441e-04,,5.3215e-11,2.1131e-22
+SW_120,2.4322e-13,3.5566e-14,8.8727e-09,1.9230e-12,3.9991e-11,2.7038e-13,5.3215e-11,,9.2230e-17
+sFC,1.9995e-22,1.9452e-24,3.1462e-19,3.4666e-22,2.7797e-22,3.7735e-25,2.1131e-22,9.2230e-17,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..8e894b10
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.22,7.00,2.70,2.43,4.92,20.95,28.19,26.37
+SVWP,0.22,,10.09,3.45,3.23,6.59,39.32,53.53,53.83
+DCC_joint,7.00,10.09,,-4.68,-5.62,-2.07,18.97,29.68,27.54
+SW_cross_validated,2.70,3.45,-4.68,,-0.47,2.46,21.30,30.10,28.13
+SW_15,2.43,3.23,-5.62,-0.47,,3.12,24.91,34.98,33.14
+SW_30,4.92,6.59,-2.07,2.46,3.12,,18.74,27.85,25.76
+SW_60,20.95,39.32,18.97,21.30,24.91,18.74,,19.37,15.82
+SW_120,28.19,53.53,29.68,30.10,34.98,27.85,19.37,,-8.64
+sFC,26.37,53.83,27.54,28.13,33.14,25.76,15.82,-8.64,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..bf1198ad
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.10,3.13,1.21,1.09,2.20,9.37,12.61,11.80
+SVWP,0.10,,4.51,1.54,1.44,2.95,17.58,23.94,24.07
+DCC_joint,3.13,4.51,,2.09,2.51,0.93,8.48,13.27,12.31
+SW_cross_validated,1.21,1.54,2.09,,0.21,1.10,9.53,13.46,12.58
+SW_15,1.09,1.44,2.51,0.21,,1.40,11.14,15.64,14.82
+SW_30,2.20,2.95,0.93,1.10,1.40,,8.38,12.46,11.52
+SW_60,9.37,17.58,8.48,9.53,11.14,8.38,,8.66,7.07
+SW_120,12.61,23.94,13.27,13.46,15.64,12.46,8.66,,3.86
+sFC,11.80,24.07,12.31,12.58,14.82,11.52,7.07,3.86,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..1e4f7da9
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0001,0.5288,0.9228,0.0039,0.0000,0.0000,0.0000
+SVWP,-0.2192,-,0.0000,0.1039,0.167,0.0001,0.0000,0.0000,0.0000
+DCC_joint,-6.9958,-10.0908,-,0.0067,0.0009,1.,0.0000,0.0000,0.0000
+SW_cross_validated,-2.6988,-3.4453,4.6821,-,1.,0.8745,0.0000,0.0000,0.0000
+SW_15,-2.4329,-3.2307,5.6216,0.4709,-,0.2122,0.0000,0.0000,0.0000
+SW_30,-4.9235,-6.5874,2.0705,-2.4589,-3.1215,-,0.0000,0.0000,0.0000
+SW_60,-20.9547,-39.3201,-18.9705,-21.3048,-24.9139,-18.7423,-,0.0000,0.0000
+SW_120,-28.1937,-53.5295,-29.6807,-30.0987,-34.9758,-27.8528,-19.3746,-,0.0000
+sFC,-26.3749,-53.8294,-27.5368,-28.1302,-33.1402,-25.7595,-15.8171,8.6375,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..aaad9a4f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.2900e-01,1.5661e-06,1.4690e-02,2.5634e-02,1.0958e-04,4.3001e-14,2.3979e-16,7.7520e-16
+SVWP,8.2900e-01,,7.7701e-09,2.8869e-03,4.6387e-03,3.4622e-06,6.6021e-19,2.6780e-21,2.4232e-21
+DCC_joint,1.5661e-06,7.7701e-09,,1.8559e-04,2.4682e-05,5.3062e-02,2.3936e-13,9.6846e-17,3.6323e-16
+SW_cross_validated,1.4690e-02,2.8869e-03,1.8559e-04,,6.4338e-01,2.4291e-02,3.2263e-14,7.5651e-17,2.4951e-16
+SW_15,2.5634e-02,4.6387e-03,2.4682e-05,6.4338e-01,,5.8955e-03,2.1067e-15,5.2927e-18,1.3771e-17
+SW_30,1.0958e-04,3.4622e-06,5.3062e-02,2.4291e-02,5.8955e-03,,2.9467e-13,2.9711e-16,1.1735e-15
+SW_60,4.3001e-14,6.6021e-19,2.3936e-13,3.2263e-14,2.1067e-15,2.9467e-13,,1.6658e-13,5.2894e-12
+SW_120,2.3979e-16,2.6780e-21,9.6846e-17,7.5651e-17,5.2927e-18,2.9711e-16,1.6658e-13,,8.0864e-08
+sFC,7.7520e-16,2.4232e-21,3.6323e-16,2.4951e-16,1.3771e-17,1.1735e-15,5.2894e-12,8.0864e-08,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..872c1893
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.05,-0.38,0.71,3.71,1.83,2.49,1.74,-0.31
+SVWP,0.05,,-0.41,0.65,3.63,1.76,2.40,1.63,-0.36
+DCC_joint,-0.38,-0.41,,1.02,3.76,2.01,2.60,1.92,0.14
+SW_cross_validated,0.71,0.65,1.02,,3.22,1.24,1.84,0.90,-1.12
+SW_15,3.71,3.63,3.76,3.22,,-1.96,-1.77,-2.94,-4.15
+SW_30,1.83,1.76,2.01,1.24,-1.96,,0.38,-0.70,-2.24
+SW_60,2.49,2.40,2.60,1.84,-1.77,0.38,,-1.35,-3.07
+SW_120,1.74,1.63,1.92,0.90,-2.94,-0.70,-1.35,,-2.48
+sFC,-0.31,-0.36,0.14,-1.12,-4.15,-2.24,-3.07,-2.48,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..5a114a14
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.02,0.17,0.32,1.66,0.82,1.12,0.78,0.14
+SVWP,0.02,,0.18,0.29,1.62,0.79,1.07,0.73,0.16
+DCC_joint,0.17,0.18,,0.46,1.68,0.90,1.16,0.86,0.06
+SW_cross_validated,0.32,0.29,0.46,,1.44,0.55,0.82,0.40,0.50
+SW_15,1.66,1.62,1.68,1.44,,0.87,0.79,1.31,1.86
+SW_30,0.82,0.79,0.90,0.55,0.87,,0.17,0.31,1.00
+SW_60,1.12,1.07,1.16,0.82,0.79,0.17,,0.60,1.37
+SW_120,0.78,0.73,0.86,0.40,1.31,0.31,0.60,,1.11
+sFC,0.14,0.16,0.06,0.50,1.86,1.00,1.37,1.11,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..dcd50f78
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0578,1.,0.813,1.,1.
+SVWP,-0.0455,-,1.,1.,0.0688,1.,0.9885,1.,1.
+DCC_joint,0.3792,0.4135,-,1.,0.0512,1.,0.6448,1.,1.
+SW_cross_validated,-0.7136,-0.6515,-1.0178,-,0.1713,1.,1.,1.,1.
+SW_15,-3.7091,-3.6306,-3.7638,-3.2192,-,1.,1.,0.3169,0.0216
+SW_30,-1.8292,-1.7604,-2.0103,-1.2405,1.9559,-,1.,1.,1.
+SW_60,-2.4941,-2.3994,-2.605,-1.8431,1.7748,-0.3758,-,1.,0.2381
+SW_120,-1.7369,-1.6272,-1.9151,-0.903,2.9374,0.6968,1.3451,-,0.8374
+sFC,0.3127,0.3551,-0.1413,1.1202,4.1512,2.2429,3.069,2.4798,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..1464a3af
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.6418e-01,7.0899e-01,4.8464e-01,1.6059e-03,8.3988e-02,2.2583e-02,9.9491e-02,7.5807e-01
+SVWP,9.6418e-01,,6.8414e-01,5.2294e-01,1.9124e-03,9.5314e-02,2.7458e-02,1.2107e-01,7.2665e-01
+DCC_joint,7.0899e-01,6.8414e-01,,3.2226e-01,1.4215e-03,5.9629e-02,1.7911e-02,7.1505e-02,8.8920e-01
+SW_cross_validated,4.8464e-01,5.2294e-01,3.2226e-01,,4.7576e-03,2.3071e-01,8.1851e-02,3.7846e-01,2.7733e-01
+SW_15,1.6059e-03,1.9124e-03,1.4215e-03,4.7576e-03,,6.6182e-02,9.2852e-02,8.8037e-03,5.9988e-04
+SW_30,8.3988e-02,9.5314e-02,5.9629e-02,2.3071e-01,6.6182e-02,,7.1143e-01,4.9484e-01,3.7726e-02
+SW_60,2.2583e-02,2.7458e-02,1.7911e-02,8.1851e-02,9.2852e-02,7.1143e-01,,1.9530e-01,6.6125e-03
+SW_120,9.9491e-02,1.2107e-01,7.1505e-02,3.7846e-01,8.8037e-03,4.9484e-01,1.9530e-01,,2.3262e-02
+sFC,7.5807e-01,7.2665e-01,8.8920e-01,2.7733e-01,5.9988e-04,3.7726e-02,6.6125e-03,2.3262e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..1643cc7d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.47,3.62,-0.41,-0.42,-0.50,2.34,6.19,37.46
+SVWP,0.47,,3.23,-1.04,-1.06,-1.15,1.83,5.89,39.11
+DCC_joint,3.62,3.23,,-5.42,-5.55,-5.64,-2.48,2.25,41.38
+SW_cross_validated,-0.41,-1.04,-5.42,,-0.01,-0.13,4.82,11.41,74.51
+SW_15,-0.42,-1.06,-5.55,-0.01,,-0.13,5.10,12.03,80.61
+SW_30,-0.50,-1.15,-5.64,-0.13,-0.13,,5.24,12.17,80.66
+SW_60,2.34,1.83,-2.48,4.82,5.10,5.24,,8.22,97.92
+SW_120,6.19,5.89,2.25,11.41,12.03,12.17,8.22,,83.62
+sFC,37.46,39.11,41.38,74.51,80.61,80.66,97.92,83.62,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..669df25b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.21,1.62,0.18,0.19,0.22,1.05,2.77,16.75
+SVWP,0.21,,1.45,0.47,0.48,0.51,0.82,2.63,17.49
+DCC_joint,1.62,1.45,,2.42,2.48,2.52,1.11,1.01,18.51
+SW_cross_validated,0.18,0.47,2.42,,0.00,0.06,2.16,5.10,33.32
+SW_15,0.19,0.48,2.48,0.00,,0.06,2.28,5.38,36.05
+SW_30,0.22,0.51,2.52,0.06,0.06,,2.35,5.44,36.07
+SW_60,1.05,0.82,1.11,2.16,2.28,2.35,,3.68,43.79
+SW_120,2.77,2.63,1.01,5.10,5.38,5.44,3.68,,37.40
+sFC,16.75,17.49,18.51,33.32,36.05,36.07,43.79,37.40,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..88d50ba1
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0698,1.,1.,1.,1.,0.0003,0.0000
+SVWP,-0.4723,-,0.1666,1.,1.,1.,1.,0.0005,0.0000
+DCC_joint,-3.6242,-3.2318,-,0.0014,0.0010,0.0009,0.8391,1.,0.0000
+SW_cross_validated,0.4124,1.0407,5.4219,-,1.,1.,0.0049,0.0000,0.0000
+SW_15,0.4236,1.0636,5.5487,0.0078,-,1.,0.0027,0.0000,0.0000
+SW_30,0.5023,1.1461,5.6409,0.1349,0.1326,-,0.002,0.0000,0.0000
+SW_60,-2.3442,-1.8275,2.4789,-4.8235,-5.0995,-5.244,-,0.0000,0.0000
+SW_120,-6.1936,-5.8905,-2.2514,-11.4074,-12.0313,-12.1664,-8.2232,-,0.0000
+sFC,-37.4616,-39.1056,-41.3834,-74.5109,-80.6065,-80.6562,-97.9202,-83.6245,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..f449f624
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,6.4239e-01,1.9399e-03,6.8493e-01,6.7687e-01,6.2153e-01,3.0739e-02,7.5994e-06,1.5626e-18
+SVWP,6.4239e-01,,4.6273e-03,3.1180e-01,3.0158e-01,2.6677e-01,8.4246e-02,1.4114e-05,7.2775e-19
+DCC_joint,1.9399e-03,4.6273e-03,,3.7602e-05,2.8769e-05,2.3705e-05,2.3309e-02,3.7094e-02,2.6548e-19
+SW_cross_validated,6.8493e-01,3.1180e-01,3.7602e-05,,9.9386e-01,8.9418e-01,1.3622e-04,1.1353e-09,7.1409e-24
+SW_15,6.7687e-01,3.0158e-01,2.8769e-05,9.9386e-01,,8.9597e-01,7.4892e-05,4.8394e-10,1.7410e-24
+SW_30,6.2153e-01,2.6677e-01,2.3705e-05,8.9418e-01,8.9597e-01,,5.4916e-05,4.0415e-10,1.7218e-24
+SW_60,3.0739e-02,8.4246e-02,2.3309e-02,1.3622e-04,7.4892e-05,5.4916e-05,,1.6526e-07,5.2852e-26
+SW_120,7.5994e-06,1.4114e-05,3.7094e-02,1.1353e-09,4.8394e-10,4.0415e-10,1.6526e-07,,8.9986e-25
+sFC,1.5626e-18,7.2775e-19,2.6548e-19,7.1409e-24,1.7410e-24,1.7218e-24,5.2852e-26,8.9986e-25,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..5c52e54c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.71,0.20,-2.40,-1.94,-2.38,4.13,3.98,4.29
+SVWP,0.71,,-0.76,-3.27,-2.76,-3.26,3.08,2.89,3.20
+DCC_joint,0.20,-0.76,,-5.77,-3.80,-6.23,10.36,13.75,14.78
+SW_cross_validated,-2.40,-3.27,-5.77,,0.47,0.14,13.40,15.33,16.01
+SW_15,-1.94,-2.76,-3.80,0.47,,-0.38,9.78,10.28,10.78
+SW_30,-2.38,-3.26,-6.23,0.14,-0.38,,14.53,17.39,18.16
+SW_60,4.13,3.08,10.36,13.40,9.78,14.53,,-0.95,0.02
+SW_120,3.98,2.89,13.75,15.33,10.28,17.39,-0.95,,1.98
+sFC,4.29,3.20,14.78,16.01,10.78,18.16,0.02,1.98,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..ec3035df
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.32,0.09,1.08,0.87,1.06,1.84,1.78,1.92
+SVWP,0.32,,0.34,1.46,1.24,1.46,1.38,1.29,1.43
+DCC_joint,0.09,0.34,,2.58,1.70,2.79,4.63,6.15,6.61
+SW_cross_validated,1.08,1.46,2.58,,0.21,0.06,5.99,6.85,7.16
+SW_15,0.87,1.24,1.70,0.21,,0.17,4.37,4.60,4.82
+SW_30,1.06,1.46,2.79,0.06,0.17,,6.50,7.78,8.12
+SW_60,1.84,1.38,4.63,5.99,4.37,6.50,,0.42,0.01
+SW_120,1.78,1.29,6.15,6.85,4.60,7.78,0.42,,0.89
+sFC,1.92,1.43,6.61,7.16,4.82,8.12,0.01,0.89,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..af849941
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.9783,1.,1.,0.0229,0.0315,0.0159
+SVWP,-0.7113,-,1.,0.1524,0.4625,0.1554,0.2341,0.3485,0.1803
+DCC_joint,-0.2042,0.7649,-,0.0007,0.0471,0.0003,0.0000,0.0000,0.0000
+SW_cross_validated,2.4045,3.2722,5.7704,-,1.,1.,0.0000,0.0000,0.0000
+SW_15,1.9408,2.7617,3.8008,-0.4689,-,1.,0.0000,0.0000,0.0000
+SW_30,2.3798,3.2634,6.231,-0.1388,0.3805,-,0.0000,0.0000,0.0000
+SW_60,-4.1251,-3.0767,-10.3609,-13.3986,-9.7801,-14.529,-,1.,1.
+SW_120,-3.981,-2.8935,-13.7501,-15.3277,-10.285,-17.3914,0.9491,-,1.
+sFC,-4.2905,-3.1958,-14.7837,-16.0091,-10.7841,-18.1579,-0.0206,-1.9811,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..c1fddbcf
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,4.8604e-01,8.4049e-01,2.7176e-02,6.8106e-02,2.8585e-02,6.3576e-04,8.7608e-04,4.4031e-04
+SVWP,4.8604e-01,,4.5423e-01,4.2328e-03,1.2846e-02,4.3159e-03,6.5026e-03,9.6797e-03,5.0085e-03
+DCC_joint,8.4049e-01,4.5423e-01,,1.8096e-05,1.3091e-03,7.0462e-06,5.1611e-09,5.4759e-11,1.6432e-11
+SW_cross_validated,2.7176e-02,4.2328e-03,1.8096e-05,,6.4480e-01,8.9112e-01,8.3904e-11,8.9740e-12,4.3155e-12
+SW_15,6.8106e-02,1.2846e-02,1.3091e-03,6.4480e-01,,7.0800e-01,1.2561e-08,5.7856e-09,2.7611e-09
+SW_30,2.8585e-02,4.3159e-03,7.0462e-06,8.9112e-01,7.0800e-01,,2.1956e-11,1.0593e-12,5.0718e-13
+SW_60,6.3576e-04,6.5026e-03,5.1611e-09,8.3904e-11,1.2561e-08,2.1956e-11,,3.5512e-01,9.8377e-01
+SW_120,8.7608e-04,9.6797e-03,5.4759e-11,8.9740e-12,5.7856e-09,1.0593e-12,3.5512e-01,,6.3067e-02
+sFC,4.4031e-04,5.0085e-03,1.6432e-11,4.3155e-12,2.7611e-09,5.0718e-13,9.8377e-01,6.3067e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..ba571d94
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.21,-0.54,1.94,6.73,3.51,2.10,1.37,-1.81
+SVWP,0.21,,-0.67,1.70,6.06,3.07,1.77,1.06,-1.68
+DCC_joint,-0.54,-0.67,,2.23,6.99,3.84,2.45,1.77,-1.04
+SW_cross_validated,1.94,1.70,2.23,,3.13,0.79,-0.21,-0.86,-2.94
+SW_15,6.73,6.06,6.99,3.13,,-2.72,-3.85,-4.86,-8.48
+SW_30,3.51,3.07,3.84,0.79,-2.72,,-1.15,-1.99,-5.00
+SW_60,2.10,1.77,2.45,-0.21,-3.85,-1.15,,-0.76,-3.43
+SW_120,1.37,1.06,1.77,-0.86,-4.86,-1.99,-0.76,,-2.84
+sFC,-1.81,-1.68,-1.04,-2.94,-8.48,-5.00,-3.43,-2.84,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..002c5ea3
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.09,0.24,0.87,3.01,1.57,0.94,0.61,0.81
+SVWP,0.09,,0.30,0.76,2.71,1.37,0.79,0.48,0.75
+DCC_joint,0.24,0.30,,1.00,3.13,1.72,1.09,0.79,0.47
+SW_cross_validated,0.87,0.76,1.00,,1.40,0.35,0.09,0.38,1.31
+SW_15,3.01,2.71,3.13,1.40,,1.22,1.72,2.17,3.79
+SW_30,1.57,1.37,1.72,0.35,1.22,,0.51,0.89,2.24
+SW_60,0.94,0.79,1.09,0.09,1.72,0.51,,0.34,1.54
+SW_120,0.61,0.48,0.79,0.38,2.17,0.89,0.34,,1.27
+sFC,0.81,0.75,0.47,1.31,3.79,2.24,1.54,1.27,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..ee010ce6
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0001,0.0895,1.,1.,1.
+SVWP,-0.21,-,1.,1.,0.0004,0.2374,1.,1.,1.
+DCC_joint,0.5432,0.6726,-,1.,0.0001,0.0432,0.8936,1.,1.
+SW_cross_validated,-1.94,-1.7006,-2.2338,-,0.2076,1.,1.,1.,0.3163
+SW_15,-6.727,-6.0551,-6.9945,-3.1315,-,0.5038,0.0423,0.0045,0.0000
+SW_30,-3.5127,-3.0703,-3.8397,-0.7854,2.7216,-,1.,1.,0.0033
+SW_60,-2.0973,-1.7697,-2.4485,0.2064,3.8489,1.1502,-,1.,0.1065
+SW_120,-1.3716,-1.0638,-1.7729,0.8598,4.8618,1.9938,0.7591,-,0.3903
+sFC,1.8145,1.6811,1.0431,2.9383,8.4821,5.0041,3.4342,2.8409,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..50552ee6
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.3601e-01,5.9362e-01,6.8207e-02,2.6329e-06,2.4858e-03,5.0352e-02,1.8705e-01,8.6299e-02
+SVWP,8.3601e-01,,5.0977e-01,1.0623e-01,1.0069e-05,6.5940e-03,9.3721e-02,3.0150e-01,1.1000e-01
+DCC_joint,5.9362e-01,5.0977e-01,,3.8421e-02,1.5698e-06,1.2003e-03,2.4822e-02,9.3163e-02,3.1071e-01
+SW_cross_validated,6.8207e-02,1.0623e-01,3.8421e-02,,5.7674e-03,4.4242e-01,8.3876e-01,4.0122e-01,8.7864e-03
+SW_15,2.6329e-06,1.0069e-05,1.5698e-06,5.7674e-03,,1.3995e-02,1.1761e-03,1.2532e-04,1.0546e-07
+SW_30,2.4858e-03,6.5940e-03,1.2003e-03,4.4242e-01,1.3995e-02,,2.6511e-01,6.1553e-02,9.2027e-05
+SW_60,5.0352e-02,9.3721e-02,2.4822e-02,8.3876e-01,1.1761e-03,2.6511e-01,,4.5762e-01,2.9584e-03
+SW_120,1.8705e-01,3.0150e-01,9.3163e-02,4.0122e-01,1.2532e-04,6.1553e-02,4.5762e-01,,1.0841e-02
+sFC,8.6299e-02,1.1000e-01,3.1071e-01,8.7864e-03,1.0546e-07,9.2027e-05,2.9584e-03,1.0841e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..64abbdd5
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.08,2.05,3.61,12.29,6.92,4.56,3.74,1.20
+SVWP,-0.08,,2.25,3.89,13.31,7.41,4.90,4.02,1.42
+DCC_joint,2.05,2.25,,1.61,10.10,4.88,2.56,1.78,-1.34
+SW_cross_validated,3.61,3.89,1.61,,8.04,3.14,0.91,0.19,-3.28
+SW_15,12.29,13.31,10.10,8.04,,-4.77,-7.09,-7.66,-15.24
+SW_30,6.92,7.41,4.88,3.14,-4.77,,-2.23,-2.90,-7.48
+SW_60,4.56,4.90,2.56,0.91,-7.09,-2.23,,-0.70,-4.47
+SW_120,3.74,4.02,1.78,0.19,-7.66,-2.90,-0.70,,-3.43
+sFC,1.20,1.42,-1.34,-3.28,-15.24,-7.48,-4.47,-3.43,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..c2a6efe2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.04,0.92,1.61,5.50,3.09,2.04,1.67,0.54
+SVWP,0.04,,1.00,1.74,5.95,3.31,2.19,1.80,0.63
+DCC_joint,0.92,1.00,,0.72,4.52,2.18,1.14,0.79,0.60
+SW_cross_validated,1.61,1.74,0.72,,3.59,1.41,0.41,0.08,1.47
+SW_15,5.50,5.95,4.52,3.59,,2.13,3.17,3.42,6.81
+SW_30,3.09,3.31,2.18,1.41,2.13,,1.00,1.30,3.34
+SW_60,2.04,2.19,1.14,0.41,3.17,1.00,,0.32,2.00
+SW_120,1.67,1.80,0.79,0.08,3.42,1.30,0.32,,1.53
+sFC,0.54,0.63,0.60,1.47,6.81,3.34,2.00,1.53,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..3775acb3
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.0724,0.0000,0.0001,0.0087,0.0541,1.
+SVWP,0.0811,-,1.,0.0390,0.0000,0.0000,0.0042,0.0292,1.
+DCC_joint,-2.0479,-2.2467,-,1.,0.0000,0.0043,0.7153,1.,1.
+SW_cross_validated,-3.6079,-3.8856,-1.6136,-,0.0000,0.2025,1.,1.,0.1502
+SW_15,-12.2948,-13.3067,-10.1034,-8.0367,-,0.0055,0.0000,0.0000,0.0000
+SW_30,-6.9152,-7.4079,-4.8807,-3.1429,4.7713,-,1.,0.346,0.0000
+SW_60,-4.5608,-4.897,-2.5555,-0.908,7.095,2.2348,-,1.,0.0106
+SW_120,-3.7387,-4.0151,-1.7775,-0.1867,7.6582,2.8969,0.7049,-,0.1073
+sFC,-1.2049,-1.4187,1.339,3.2789,15.2372,7.4786,4.4704,3.4309,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..c2e4bcd9
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.3628e-01,5.5446e-02,2.0113e-03,3.4109e-10,1.8282e-06,2.4227e-04,1.5033e-03,2.4383e-01
+SVWP,9.3628e-01,,3.7443e-02,1.0836e-03,9.3950e-11,7.1972e-07,1.1610e-04,8.1205e-04,1.7308e-01
+DCC_joint,5.5446e-02,3.7443e-02,,1.2400e-01,7.6211e-09,1.2028e-04,1.9869e-02,9.2386e-02,1.9724e-01
+SW_cross_validated,2.0113e-03,1.0836e-03,1.2400e-01,,2.2959e-07,5.6249e-03,3.7590e-01,8.5395e-01,4.1709e-03
+SW_15,3.4109e-10,9.3950e-11,7.6211e-09,2.2959e-07,,1.5268e-04,1.2961e-06,4.5380e-07,9.9111e-12
+SW_30,1.8282e-06,7.1972e-07,1.2028e-04,5.6249e-03,1.5268e-04,,3.8347e-02,9.6102e-03,6.3130e-07
+SW_60,2.4227e-04,1.1610e-04,1.9869e-02,3.7590e-01,1.2961e-06,3.8347e-02,,4.8988e-01,2.9571e-04
+SW_120,1.5033e-03,8.1205e-04,9.2386e-02,8.5395e-01,4.5380e-07,9.6102e-03,4.8988e-01,,2.9803e-03
+sFC,2.4383e-01,1.7308e-01,1.9724e-01,4.1709e-03,9.9111e-12,6.3130e-07,2.9571e-04,2.9803e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..51df2f1c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.08,7.39,2.63,6.73,3.97,7.26,18.94,61.88
+SVWP,-0.08,,8.22,3.11,7.99,5.07,8.65,21.19,80.08
+DCC_joint,7.39,8.22,,-5.19,-2.02,-5.30,-1.67,10.00,40.99
+SW_cross_validated,2.63,3.11,-5.19,,4.02,0.80,4.52,16.79,60.00
+SW_15,6.73,7.99,-2.02,4.02,,-4.18,0.47,14.01,60.75
+SW_30,3.97,5.07,-5.30,0.80,-4.18,,4.83,18.84,87.77
+SW_60,7.26,8.65,-1.67,4.52,0.47,4.83,,13.77,61.69
+SW_120,18.94,21.19,10.00,16.79,14.01,18.84,13.77,,29.76
+sFC,61.88,80.08,40.99,60.00,60.75,87.77,61.69,29.76,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..2eb9250f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.04,3.30,1.18,3.01,1.78,3.24,8.47,27.67
+SVWP,0.04,,3.68,1.39,3.57,2.27,3.87,9.48,35.81
+DCC_joint,3.30,3.68,,2.32,0.90,2.37,0.75,4.47,18.33
+SW_cross_validated,1.18,1.39,2.32,,1.80,0.36,2.02,7.51,26.83
+SW_15,3.01,3.57,0.90,1.80,,1.87,0.21,6.27,27.17
+SW_30,1.78,2.27,2.37,0.36,1.87,,2.16,8.42,39.25
+SW_60,3.24,3.87,0.75,2.02,0.21,2.16,,6.16,27.59
+SW_120,8.47,9.48,4.47,7.51,6.27,8.42,6.16,,13.31
+sFC,27.67,35.81,18.33,26.83,27.17,39.25,27.59,13.31,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..cab27cc4
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0000,0.6087,0.0001,0.0323,0.0000,0.0000,0.0000
+SVWP,0.0785,-,0.0000,0.2172,0.0000,0.0029,0.0000,0.0000,0.0000
+DCC_joint,-7.3855,-8.2245,-,0.0022,1.,0.0017,1.,0.0000,0.0000
+SW_cross_validated,-2.6323,-3.1108,5.1865,-,0.029,1.,0.0096,0.0000,0.0000
+SW_15,-6.7308,-7.9853,2.023,-4.019,-,0.0204,1.,0.0000,0.0000
+SW_30,-3.9708,-5.069,5.3015,-0.8016,4.1763,-,0.0048,0.0000,0.0000
+SW_60,-7.2558,-8.6464,1.6716,-4.5176,-0.4731,-4.8297,-,0.0000,0.0000
+SW_120,-18.9407,-21.192,-10.0043,-16.7922,-14.0139,-18.8364,-13.774,-,0.0000
+sFC,-61.8773,-80.0757,-40.9909,-60.0045,-60.7486,-87.771,-61.6854,-29.7629,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..3cc5bf9c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.3829e-01,7.5025e-07,1.6908e-02,2.6135e-06,8.9636e-04,9.5625e-07,2.4593e-13,1.9987e-22
+SVWP,9.3829e-01,,1.6489e-07,6.0344e-03,2.5159e-07,7.9986e-05,7.9660e-08,3.5374e-14,1.9602e-24
+DCC_joint,7.5025e-07,1.6489e-07,,6.2116e-05,5.8188e-02,4.8574e-05,1.1189e-01,8.8727e-09,3.1462e-19
+SW_cross_validated,1.6908e-02,6.0344e-03,6.2116e-05,,8.0502e-04,4.3323e-01,2.6648e-04,1.9230e-12,3.4666e-22
+SW_15,2.6135e-06,2.5159e-07,5.8188e-02,8.0502e-04,,5.6729e-04,6.4184e-01,3.9991e-11,2.7797e-22
+SW_30,8.9636e-04,7.9986e-05,4.8574e-05,4.3323e-01,5.6729e-04,,1.3441e-04,2.7038e-13,3.7735e-25
+SW_60,9.5625e-07,7.9660e-08,1.1189e-01,2.6648e-04,6.4184e-01,1.3441e-04,,5.3215e-11,2.1131e-22
+SW_120,2.4593e-13,3.5374e-14,8.8727e-09,1.9230e-12,3.9991e-11,2.7038e-13,5.3215e-11,,9.2230e-17
+sFC,1.9987e-22,1.9602e-24,3.1462e-19,3.4666e-22,2.7797e-22,3.7735e-25,2.1131e-22,9.2230e-17,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..0a761252
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.25,7.01,2.71,2.45,4.94,20.98,28.23,26.41
+SVWP,0.25,,10.02,3.42,3.20,6.54,38.82,52.84,53.00
+DCC_joint,7.01,10.02,,-4.68,-5.62,-2.07,18.97,29.68,27.54
+SW_cross_validated,2.71,3.42,-4.68,,-0.47,2.46,21.30,30.10,28.13
+SW_15,2.45,3.20,-5.62,-0.47,,3.12,24.91,34.98,33.14
+SW_30,4.94,6.54,-2.07,2.46,3.12,,18.74,27.85,25.76
+SW_60,20.98,38.82,18.97,21.30,24.91,18.74,,19.37,15.82
+SW_120,28.23,52.84,29.68,30.10,34.98,27.85,19.37,,-8.64
+sFC,26.41,53.00,27.54,28.13,33.14,25.76,15.82,-8.64,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..98405354
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.11,3.14,1.21,1.09,2.21,9.38,12.62,11.81
+SVWP,0.11,,4.48,1.53,1.43,2.93,17.36,23.63,23.70
+DCC_joint,3.14,4.48,,2.09,2.51,0.93,8.48,13.27,12.31
+SW_cross_validated,1.21,1.53,2.09,,0.21,1.10,9.53,13.46,12.58
+SW_15,1.09,1.43,2.51,0.21,,1.40,11.14,15.64,14.82
+SW_30,2.21,2.93,0.93,1.10,1.40,,8.38,12.46,11.52
+SW_60,9.38,17.36,8.48,9.53,11.14,8.38,,8.66,7.07
+SW_120,12.62,23.63,13.27,13.46,15.64,12.46,8.66,,3.86
+sFC,11.81,23.70,12.31,12.58,14.82,11.52,7.07,3.86,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..80bb799b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0001,0.5145,0.8974,0.0038,0.0000,0.0000,0.0000
+SVWP,-0.2456,-,0.0000,0.1111,0.1799,0.0001,0.0000,0.0000,0.0000
+DCC_joint,-7.0121,-10.0156,-,0.0067,0.0009,1.,0.0000,0.0000,0.0000
+SW_cross_validated,-2.7117,-3.4153,4.6821,-,1.,0.8745,0.0000,0.0000,0.0000
+SW_15,-2.4464,-3.1968,5.6216,0.4709,-,0.2122,0.0000,0.0000,0.0000
+SW_30,-4.9377,-6.5423,2.0705,-2.4589,-3.1215,-,0.0000,0.0000,0.0000
+SW_60,-20.9837,-38.8207,-18.9705,-21.3048,-24.9139,-18.7423,-,0.0000,0.0000
+SW_120,-28.228,-52.8433,-29.6807,-30.0987,-34.9758,-27.8528,-19.3746,-,0.0000
+sFC,-26.4092,-52.9965,-27.5368,-28.1302,-33.1402,-25.7595,-15.8171,8.6375,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..217bf374
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.0880e-01,1.5181e-06,1.4293e-02,2.4928e-02,1.0627e-04,4.1981e-14,2.3472e-16,7.5771e-16
+SVWP,8.0880e-01,,8.7192e-09,3.0850e-03,4.9977e-03,3.7841e-06,8.2889e-19,3.3733e-21,3.2030e-21
+DCC_joint,1.5181e-06,8.7192e-09,,1.8559e-04,2.4682e-05,5.3062e-02,2.3936e-13,9.6846e-17,3.6323e-16
+SW_cross_validated,1.4293e-02,3.0850e-03,1.8559e-04,,6.4338e-01,2.4291e-02,3.2263e-14,7.5651e-17,2.4951e-16
+SW_15,2.4928e-02,4.9977e-03,2.4682e-05,6.4338e-01,,5.8955e-03,2.1067e-15,5.2927e-18,1.3771e-17
+SW_30,1.0627e-04,3.7841e-06,5.3062e-02,2.4291e-02,5.8955e-03,,2.9467e-13,2.9711e-16,1.1735e-15
+SW_60,4.1981e-14,8.2889e-19,2.3936e-13,3.2263e-14,2.1067e-15,2.9467e-13,,1.6658e-13,5.2894e-12
+SW_120,2.3472e-16,3.3733e-21,9.6846e-17,7.5651e-17,5.2927e-18,2.9711e-16,1.6658e-13,,8.0864e-08
+sFC,7.5771e-16,3.2030e-21,3.6323e-16,2.4951e-16,1.3771e-17,1.1735e-15,5.2894e-12,8.0864e-08,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..6a0dd93d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.05,-0.39,0.71,3.70,1.82,2.49,1.73,-0.32
+SVWP,0.05,,-0.42,0.64,3.63,1.76,2.40,1.62,-0.37
+DCC_joint,-0.39,-0.42,,1.02,3.76,2.01,2.60,1.92,0.14
+SW_cross_validated,0.71,0.64,1.02,,3.22,1.24,1.84,0.90,-1.12
+SW_15,3.70,3.63,3.76,3.22,,-1.96,-1.77,-2.94,-4.15
+SW_30,1.82,1.76,2.01,1.24,-1.96,,0.38,-0.70,-2.24
+SW_60,2.49,2.40,2.60,1.84,-1.77,0.38,,-1.35,-3.07
+SW_120,1.73,1.62,1.92,0.90,-2.94,-0.70,-1.35,,-2.48
+sFC,-0.32,-0.37,0.14,-1.12,-4.15,-2.24,-3.07,-2.48,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..05085571
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.02,0.17,0.32,1.66,0.82,1.11,0.77,0.14
+SVWP,0.02,,0.19,0.29,1.62,0.79,1.07,0.73,0.16
+DCC_joint,0.17,0.19,,0.46,1.68,0.90,1.16,0.86,0.06
+SW_cross_validated,0.32,0.29,0.46,,1.44,0.55,0.82,0.40,0.50
+SW_15,1.66,1.62,1.68,1.44,,0.87,0.79,1.31,1.86
+SW_30,0.82,0.79,0.90,0.55,0.87,,0.17,0.31,1.00
+SW_60,1.11,1.07,1.16,0.82,0.79,0.17,,0.60,1.37
+SW_120,0.77,0.73,0.86,0.40,1.31,0.31,0.60,,1.11
+sFC,0.14,0.16,0.06,0.50,1.86,1.00,1.37,1.11,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..68d9f4f4
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0585,1.,0.8251,1.,1.
+SVWP,-0.0486,-,1.,1.,0.0687,1.,0.9895,1.,1.
+DCC_joint,0.3858,0.424,-,1.,0.0512,1.,0.6448,1.,1.
+SW_cross_validated,-0.706,-0.644,-1.0178,-,0.1713,1.,1.,1.,1.
+SW_15,-3.7036,-3.6314,-3.7638,-3.2192,-,1.,1.,0.3169,0.0216
+SW_30,-1.8228,-1.7571,-2.0103,-1.2405,1.9559,-,1.,1.,1.
+SW_60,-2.487,-2.3989,-2.605,-1.8431,1.7748,-0.3758,-,1.,0.2381
+SW_120,-1.7279,-1.6247,-1.9151,-0.903,2.9374,0.6968,1.3451,-,0.8374
+sFC,0.3211,0.3682,-0.1413,1.1202,4.1512,2.2429,3.069,2.4798,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..61a76c0c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.6177e-01,7.0415e-01,4.8921e-01,1.6255e-03,8.4984e-02,2.2920e-02,1.0113e-01,7.5185e-01
+SVWP,9.6177e-01,,6.7662e-01,5.2773e-01,1.9090e-03,9.5900e-02,2.7487e-02,1.2160e-01,7.1699e-01
+DCC_joint,7.0415e-01,6.7662e-01,,3.2226e-01,1.4215e-03,5.9629e-02,1.7911e-02,7.1505e-02,8.8920e-01
+SW_cross_validated,4.8921e-01,5.2773e-01,3.2226e-01,,4.7576e-03,2.3071e-01,8.1851e-02,3.7846e-01,2.7733e-01
+SW_15,1.6255e-03,1.9090e-03,1.4215e-03,4.7576e-03,,6.6182e-02,9.2852e-02,8.8037e-03,5.9988e-04
+SW_30,8.4984e-02,9.5900e-02,5.9629e-02,2.3071e-01,6.6182e-02,,7.1143e-01,4.9484e-01,3.7726e-02
+SW_60,2.2920e-02,2.7487e-02,1.7911e-02,8.1851e-02,9.2852e-02,7.1143e-01,,1.9530e-01,6.6125e-03
+SW_120,1.0113e-01,1.2160e-01,7.1505e-02,3.7846e-01,8.8037e-03,4.9484e-01,1.9530e-01,,2.3262e-02
+sFC,7.5185e-01,7.1699e-01,8.8920e-01,2.7733e-01,5.9988e-04,3.7726e-02,6.6125e-03,2.3262e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..32e4c902
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.50,3.63,-0.41,-0.42,-0.50,2.35,6.20,37.47
+SVWP,0.50,,3.23,-1.08,-1.10,-1.19,1.82,5.92,39.54
+DCC_joint,3.63,3.23,,-5.42,-5.55,-5.64,-2.48,2.25,41.38
+SW_cross_validated,-0.41,-1.08,-5.42,,-0.01,-0.13,4.82,11.41,74.51
+SW_15,-0.42,-1.10,-5.55,-0.01,,-0.13,5.10,12.03,80.61
+SW_30,-0.50,-1.19,-5.64,-0.13,-0.13,,5.24,12.17,80.66
+SW_60,2.35,1.82,-2.48,4.82,5.10,5.24,,8.22,97.92
+SW_120,6.20,5.92,2.25,11.41,12.03,12.17,8.22,,83.62
+sFC,37.47,39.54,41.38,74.51,80.61,80.66,97.92,83.62,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..ab4b4ec7
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.22,1.62,0.18,0.19,0.22,1.05,2.77,16.76
+SVWP,0.22,,1.44,0.48,0.49,0.53,0.81,2.65,17.68
+DCC_joint,1.62,1.44,,2.42,2.48,2.52,1.11,1.01,18.51
+SW_cross_validated,0.18,0.48,2.42,,0.00,0.06,2.16,5.10,33.32
+SW_15,0.19,0.49,2.48,0.00,,0.06,2.28,5.38,36.05
+SW_30,0.22,0.53,2.52,0.06,0.06,,2.35,5.44,36.07
+SW_60,1.05,0.81,1.11,2.16,2.28,2.35,,3.68,43.79
+SW_120,2.77,2.65,1.01,5.10,5.38,5.44,3.68,,37.40
+sFC,16.76,17.68,18.51,33.32,36.05,36.07,43.79,37.40,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..2d76c828
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0696,1.,1.,1.,1.,0.0003,0.0000
+SVWP,-0.4984,-,0.1674,1.,1.,1.,1.,0.0005,0.0000
+DCC_joint,-3.626,-3.2296,-,0.0014,0.0010,0.0009,0.8391,1.,0.0000
+SW_cross_validated,0.4112,1.0793,5.4219,-,1.,1.,0.0049,0.0000,0.0000
+SW_15,0.4224,1.1033,5.5487,0.0078,-,1.,0.0027,0.0000,0.0000
+SW_30,0.5011,1.1866,5.6409,0.1349,0.1326,-,0.002,0.0000,0.0000
+SW_60,-2.3463,-1.8163,2.4789,-4.8235,-5.0995,-5.244,-,0.0000,0.0000
+SW_120,-6.1967,-5.9222,-2.2514,-11.4074,-12.0313,-12.1664,-8.2232,-,0.0000
+sFC,-37.4746,-39.5429,-41.3834,-74.5109,-80.6065,-80.6562,-97.9202,-83.6245,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..4bff8b26
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,6.2421e-01,1.9321e-03,6.8579e-01,6.7773e-01,6.2235e-01,3.0612e-02,7.5524e-06,1.5530e-18
+SVWP,6.2421e-01,,4.6495e-03,2.9469e-01,2.8443e-01,2.5082e-01,8.6016e-02,1.3221e-05,5.9703e-19
+DCC_joint,1.9321e-03,4.6495e-03,,3.7602e-05,2.8769e-05,2.3705e-05,2.3309e-02,3.7094e-02,2.6548e-19
+SW_cross_validated,6.8579e-01,2.9469e-01,3.7602e-05,,9.9386e-01,8.9418e-01,1.3622e-04,1.1353e-09,7.1409e-24
+SW_15,6.7773e-01,2.8443e-01,2.8769e-05,9.9386e-01,,8.9597e-01,7.4892e-05,4.8394e-10,1.7410e-24
+SW_30,6.2235e-01,2.5082e-01,2.3705e-05,8.9418e-01,8.9597e-01,,5.4916e-05,4.0415e-10,1.7218e-24
+SW_60,3.0612e-02,8.6016e-02,2.3309e-02,1.3622e-04,7.4892e-05,5.4916e-05,,1.6526e-07,5.2852e-26
+SW_120,7.5524e-06,1.3221e-05,3.7094e-02,1.1353e-09,4.8394e-10,4.0415e-10,1.6526e-07,,8.9986e-25
+sFC,1.5530e-18,5.9703e-19,2.6548e-19,7.1409e-24,1.7410e-24,1.7218e-24,5.2852e-26,8.9986e-25,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..43a22b0d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.41,-0.51,-3.03,-2.00,-2.80,2.65,2.33,3.15
+SVWP,0.41,,-1.21,-4.09,-2.88,-3.80,2.49,2.12,3.09
+DCC_joint,-0.51,-1.21,,-6.28,-3.59,-5.52,9.62,8.99,14.49
+SW_cross_validated,-3.03,-4.09,-6.28,,2.02,0.43,13.58,13.13,16.91
+SW_15,-2.00,-2.88,-3.59,2.02,,-1.55,10.59,10.08,13.18
+SW_30,-2.80,-3.80,-5.52,0.43,-1.55,,12.56,12.10,15.50
+SW_60,2.65,2.49,9.62,13.58,10.59,12.56,,-1.01,1.65
+SW_120,2.33,2.12,8.99,13.13,10.08,12.10,-1.01,,3.11
+sFC,3.15,3.09,14.49,16.91,13.18,15.50,1.65,3.11,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..774fba97
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.18,0.23,1.35,0.89,1.25,1.18,1.04,1.41
+SVWP,0.18,,0.54,1.83,1.29,1.70,1.11,0.95,1.38
+DCC_joint,0.23,0.54,,2.81,1.61,2.47,4.30,4.02,6.48
+SW_cross_validated,1.35,1.83,2.81,,0.90,0.19,6.07,5.87,7.56
+SW_15,0.89,1.29,1.61,0.90,,0.69,4.74,4.51,5.90
+SW_30,1.25,1.70,2.47,0.19,0.69,,5.62,5.41,6.93
+SW_60,1.18,1.11,4.30,6.07,4.74,5.62,,0.45,0.74
+SW_120,1.04,0.95,4.02,5.87,4.51,5.41,0.45,,1.39
+sFC,1.41,1.38,6.48,7.56,5.90,6.93,0.74,1.39,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..31a78bb0
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.2600,1.,0.4305,0.5899,1.,0.1996
+SVWP,-0.4081,-,1.,0.0250,0.3569,0.0469,0.8181,1.,0.2262
+DCC_joint,0.508,1.2052,-,0.0002,0.0752,0.0011,0.0000,0.0000,0.0000
+SW_cross_validated,3.0286,4.0852,6.2754,-,1.,1.,0.0000,0.0000,0.0000
+SW_15,2.0006,2.8825,3.5908,-2.0216,-,1.,0.0000,0.0000,0.0000
+SW_30,2.7952,3.8028,5.5216,-0.4325,1.5511,-,0.0000,0.0000,0.0000
+SW_60,-2.6472,-2.4911,-9.6186,-13.5758,-10.5917,-12.5641,-,1.,1.
+SW_120,-2.3304,-2.1212,-8.9921,-13.1259,-10.0816,-12.0962,1.0077,-,0.2159
+sFC,-3.1494,-3.0923,-14.4918,-16.9104,-13.1844,-15.4975,-1.6484,-3.1136,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..1fa373e8
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,6.8804e-01,6.1759e-01,7.2223e-03,6.0748e-02,1.1958e-02,1.6387e-02,3.1617e-02,5.5458e-03
+SVWP,6.8804e-01,,2.4374e-01,6.9474e-04,9.9127e-03,1.3034e-03,2.2724e-02,4.8054e-02,6.2846e-03
+DCC_joint,6.1759e-01,2.4374e-01,,6.4433e-06,2.0897e-03,3.0456e-05,1.6192e-08,4.4622e-08,2.2915e-11
+SW_cross_validated,7.2223e-03,6.9474e-04,6.4433e-06,,5.8343e-02,6.7052e-01,6.7589e-11,1.1758e-10,1.7072e-12
+SW_15,6.0748e-02,9.9127e-03,2.0897e-03,5.8343e-02,,1.3828e-01,3.6608e-09,7.8800e-09,1.0931e-10
+SW_30,1.1958e-02,1.3034e-03,3.0456e-05,6.7052e-01,1.3828e-01,,2.4004e-10,4.4370e-10,7.4579e-12
+SW_60,1.6387e-02,2.2724e-02,1.6192e-08,6.7589e-11,3.6608e-09,2.4004e-10,,3.2695e-01,1.1661e-01
+SW_120,3.1617e-02,4.8054e-02,4.4622e-08,1.1758e-10,7.8800e-09,4.4370e-10,3.2695e-01,,5.9980e-03
+sFC,5.5458e-03,6.2846e-03,2.2915e-11,1.7072e-12,1.0931e-10,7.4579e-12,1.1661e-01,5.9980e-03,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..fa93ee60
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.11,-1.07,5.04,12.22,7.33,4.29,5.43,-3.89
+SVWP,0.11,,-1.10,4.70,11.20,6.71,3.95,4.81,-3.53
+DCC_joint,-1.07,-1.10,,5.79,12.87,8.13,5.12,6.39,-2.20
+SW_cross_validated,5.04,4.70,5.79,,4.69,1.00,-1.03,-1.28,-8.73
+SW_15,12.22,11.20,12.87,4.69,,-4.44,-6.38,-8.33,-20.89
+SW_30,7.33,6.71,8.13,1.00,-4.44,,-2.29,-2.99,-13.48
+SW_60,4.29,3.95,5.12,-1.03,-6.38,-2.29,,-0.08,-8.48
+SW_120,5.43,4.81,6.39,-1.28,-8.33,-2.99,-0.08,,-13.66
+sFC,-3.89,-3.53,-2.20,-8.73,-20.89,-13.48,-8.48,-13.66,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..89790030
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.05,0.48,2.25,5.47,3.28,1.92,2.43,1.74
+SVWP,0.05,,0.49,2.10,5.01,3.00,1.76,2.15,1.58
+DCC_joint,0.48,0.49,,2.59,5.76,3.64,2.29,2.86,0.99
+SW_cross_validated,2.25,2.10,2.59,,2.10,0.45,0.46,0.57,3.90
+SW_15,5.47,5.01,5.76,2.10,,1.99,2.85,3.73,9.34
+SW_30,3.28,3.00,3.64,0.45,1.99,,1.02,1.34,6.03
+SW_60,1.92,1.76,2.29,0.46,2.85,1.02,,0.04,3.79
+SW_120,2.43,2.15,2.86,0.57,3.73,1.34,0.04,,6.11
+sFC,1.74,1.58,0.99,3.90,9.34,6.03,3.79,6.11,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..3a7c21de
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.0031,0.0000,0.0000,0.0158,0.0013,0.0390
+SVWP,-0.1082,-,1.,0.0064,0.0000,0.0001,0.0341,0.0050,0.0867
+DCC_joint,1.0727,1.1031,-,0.0006,0.0000,0.0000,0.0026,0.0002,1.
+SW_cross_validated,-5.0358,-4.699,-5.7893,-,0.0066,1.,1.,1.,0.0000
+SW_15,-12.2235,-11.1984,-12.8704,-4.6878,-,0.0113,0.0002,0.0000,0.0000
+SW_30,-7.3306,-6.7135,-8.1302,-0.9976,4.4449,-,1.,0.284,0.0000
+SW_60,-4.2929,-3.9459,-5.1239,1.0264,6.3804,2.2876,-,1.,0.0000
+SW_120,-5.4303,-4.8133,-6.391,1.2788,8.3342,2.9881,0.0807,-,0.0000
+sFC,3.8856,3.5268,2.2034,8.7266,20.8878,13.4827,8.4788,13.6621,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..d7f3ca98
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.1501e-01,2.9758e-01,8.5928e-05,3.7476e-10,8.3115e-07,4.3794e-04,3.6940e-05,1.0835e-03
+SVWP,9.1501e-01,,2.8453e-01,1.7885e-04,1.5230e-09,2.7032e-06,9.4745e-04,1.3929e-04,2.4090e-03
+DCC_joint,2.9758e-01,2.8453e-01,,1.7401e-05,1.6215e-10,1.9458e-07,7.1065e-05,5.1109e-06,4.0828e-02
+SW_cross_validated,8.5928e-05,1.7885e-04,1.7401e-05,,1.8328e-04,3.3171e-01,3.1831e-01,2.1720e-01,6.9548e-08
+SW_15,3.7476e-10,1.5230e-09,1.6215e-10,1.8328e-04,,3.1284e-04,5.2200e-06,1.3617e-07,4.5450e-14
+SW_30,8.3115e-07,2.7032e-06,1.9458e-07,3.3171e-01,3.1284e-04,,3.4483e-02,7.8876e-03,7.5696e-11
+SW_60,4.3794e-04,9.4745e-04,7.1065e-05,3.1831e-01,5.2200e-06,3.4483e-02,,9.3658e-01,1.0605e-07
+SW_120,3.6940e-05,1.3929e-04,5.1109e-06,2.1720e-01,1.3617e-07,7.8876e-03,9.3658e-01,,6.0883e-11
+sFC,1.0835e-03,2.4090e-03,4.0828e-02,6.9548e-08,4.5450e-14,7.5696e-11,1.0605e-07,6.0883e-11,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..d8f365fa
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.04,1.88,2.91,9.47,5.91,3.81,2.87,1.06
+SVWP,-0.04,,1.96,3.03,9.80,6.12,3.95,2.97,1.15
+DCC_joint,1.88,1.96,,1.05,7.65,4.01,1.92,1.12,-1.31
+SW_cross_validated,2.91,3.03,1.05,,6.57,2.92,0.85,0.14,-2.65
+SW_15,9.47,9.80,7.65,6.57,,-3.85,-5.85,-5.91,-11.64
+SW_30,5.91,6.12,4.01,2.92,-3.85,,-2.10,-2.55,-6.71
+SW_60,3.81,3.95,1.92,0.85,-5.85,-2.10,,-0.64,-3.83
+SW_120,2.87,2.97,1.12,0.14,-5.91,-2.55,-0.64,,-2.56
+sFC,1.06,1.15,-1.31,-2.65,-11.64,-6.71,-3.83,-2.56,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..3b4a1405
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.02,0.84,1.30,4.23,2.64,1.70,1.28,0.47
+SVWP,0.02,,0.88,1.35,4.38,2.74,1.77,1.33,0.51
+DCC_joint,0.84,0.88,,0.47,3.42,1.80,0.86,0.50,0.59
+SW_cross_validated,1.30,1.35,0.47,,2.94,1.31,0.38,0.06,1.18
+SW_15,4.23,4.38,3.42,2.94,,1.72,2.61,2.64,5.21
+SW_30,2.64,2.74,1.80,1.31,1.72,,0.94,1.14,3.00
+SW_60,1.70,1.77,0.86,0.38,2.61,0.94,,0.29,1.71
+SW_120,1.28,1.33,0.50,0.06,2.64,1.14,0.29,,1.15
+sFC,0.47,0.51,0.59,1.18,5.21,3.00,1.71,1.15,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..ac77d359
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.3335,0.0000,0.0005,0.0466,0.3656,1.
+SVWP,0.0353,-,1.,0.2601,0.0000,0.0003,0.0338,0.2937,1.
+DCC_joint,-1.8776,-1.9635,-,1.,0.0000,0.0293,1.,1.,1.
+SW_cross_validated,-2.9138,-3.0283,-1.0492,-,0.0001,0.327,1.,1.,0.5889
+SW_15,-9.4695,-9.8044,-7.6481,-6.5668,-,0.0419,0.0006,0.0005,0.0000
+SW_30,-5.9054,-6.122,-4.0138,-2.923,3.8539,-,1.,0.7169,0.0001
+SW_60,-3.8055,-3.9501,-1.9181,-0.8482,5.8452,2.1049,-,1.,0.0438
+SW_120,-2.8713,-2.9725,-1.1239,-0.1445,5.9105,2.5545,0.6414,-,0.7065
+sFC,-1.0586,-1.1478,1.3132,2.648,11.6404,6.7118,3.834,2.5615,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..94539e8d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.7226e-01,7.6733e-02,9.2645e-03,2.0526e-08,1.3687e-05,1.2953e-03,1.0156e-02,3.0379e-01
+SVWP,9.7226e-01,,6.5233e-02,7.2257e-03,1.2093e-08,8.7861e-06,9.3855e-04,8.1579e-03,2.6607e-01
+DCC_joint,7.6733e-02,6.5233e-02,,3.0797e-01,4.6224e-07,8.1433e-04,7.1101e-02,2.7580e-01,2.0562e-01
+SW_cross_validated,9.2645e-03,7.2257e-03,3.0797e-01,,3.6052e-06,9.0826e-03,4.0746e-01,8.8671e-01,1.6358e-02
+SW_15,2.0526e-08,1.2093e-08,4.6224e-07,3.6052e-06,,1.1629e-03,1.5498e-05,1.3544e-05,8.2227e-10
+SW_30,1.3687e-05,8.7861e-06,8.1433e-04,9.0826e-03,1.1629e-03,,4.9614e-02,1.9913e-02,2.7124e-06
+SW_60,1.2953e-03,9.3855e-04,7.1101e-02,4.0746e-01,1.5498e-05,4.9614e-02,,5.2932e-01,1.2157e-03
+SW_120,1.0156e-02,8.1579e-03,2.7580e-01,8.8671e-01,1.3544e-05,1.9913e-02,5.2932e-01,,1.9624e-02
+sFC,3.0379e-01,2.6607e-01,2.0562e-01,1.6358e-02,8.2227e-10,2.7124e-06,1.2157e-03,1.9624e-02,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..65461685
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.15,1.85,2.23,5.64,2.30,1.45,6.60,26.25
+SVWP,0.15,,1.70,2.12,5.56,2.17,1.31,6.54,26.70
+DCC_joint,1.85,1.70,,0.98,5.16,0.89,-0.34,6.43,40.65
+SW_cross_validated,2.23,2.12,0.98,,2.83,-0.22,-1.15,3.69,20.41
+SW_15,5.64,5.56,5.16,2.83,,-3.54,-4.94,1.00,22.84
+SW_30,2.30,2.17,0.89,-0.22,-3.54,,-1.08,4.56,26.43
+SW_60,1.45,1.31,-0.34,-1.15,-4.94,-1.08,,6.07,32.27
+SW_120,6.60,6.54,6.43,3.69,1.00,4.56,6.07,,22.05
+sFC,26.25,26.70,40.65,20.41,22.84,26.43,32.27,22.05,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..b562d19f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.07,0.83,1.00,2.52,1.03,0.65,2.95,11.74
+SVWP,0.07,,0.76,0.95,2.49,0.97,0.58,2.93,11.94
+DCC_joint,0.83,0.76,,0.44,2.31,0.40,0.15,2.87,18.18
+SW_cross_validated,1.00,0.95,0.44,,1.26,0.10,0.51,1.65,9.13
+SW_15,2.52,2.49,2.31,1.26,,1.59,2.21,0.45,10.21
+SW_30,1.03,0.97,0.40,0.10,1.59,,0.48,2.04,11.82
+SW_60,0.65,0.58,0.15,0.51,2.21,0.48,,2.71,14.43
+SW_120,2.95,2.93,2.87,1.65,0.45,2.04,2.71,,9.86
+sFC,11.74,11.94,18.18,9.13,10.21,11.82,14.43,9.86,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..03c924f1
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0009,1.,1.,0.0001,0.0000
+SVWP,-0.1497,-,1.,1.,0.0010,1.,1.,0.0001,0.0000
+DCC_joint,-1.8472,-1.6981,-,1.,0.0024,1.,1.,0.0002,0.0000
+SW_cross_validated,-2.2348,-2.1196,-0.98,-,0.4033,1.,1.,0.0609,0.0000
+SW_15,-5.6423,-5.5643,-5.1596,-2.8256,-,0.0833,0.0038,1.,0.0000
+SW_30,-2.2994,-2.173,-0.8852,0.2204,3.5449,-,1.,0.0087,0.0000
+SW_60,-1.4526,-1.3063,0.3351,1.1496,4.941,1.0789,-,0.0004,0.0000
+SW_120,-6.605,-6.542,-6.4251,-3.6859,-1.0002,-4.5625,-6.0676,-,0.0000
+sFC,-26.2515,-26.6963,-40.6458,-20.4118,-22.8387,-26.4319,-32.2718,-22.0529,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..029ff7b7
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.8267e-01,8.1218e-02,3.8343e-02,2.3639e-05,3.3667e-02,1.6354e-01,3.3443e-06,8.4179e-16
+SVWP,8.8267e-01,,1.0671e-01,4.8199e-02,2.7839e-05,4.3372e-02,2.0791e-01,3.7864e-06,6.2660e-16
+DCC_joint,8.1218e-02,1.0671e-01,,3.4007e-01,6.5811e-05,3.8773e-01,7.4143e-01,4.7750e-06,3.6576e-19
+SW_cross_validated,3.8343e-02,4.8199e-02,3.4007e-01,,1.1203e-02,8.2806e-01,2.6535e-01,1.6910e-03,6.7731e-14
+SW_15,2.3639e-05,2.7839e-05,6.5811e-05,1.1203e-02,,2.3140e-03,1.0550e-04,3.3045e-01,9.6310e-15
+SW_30,3.3667e-02,4.3372e-02,3.8773e-01,8.2806e-01,2.3140e-03,,2.9486e-01,2.4136e-04,7.4635e-16
+SW_60,1.6354e-01,2.0791e-01,7.4143e-01,2.6535e-01,1.0550e-04,2.9486e-01,,9.8163e-06,2.2043e-17
+SW_120,3.3443e-06,3.7864e-06,4.7750e-06,1.6910e-03,3.3045e-01,2.4136e-04,9.8163e-06,,1.7717e-14
+sFC,8.4179e-16,6.2660e-16,3.6576e-19,6.7731e-14,9.6310e-15,7.4635e-16,2.2043e-17,1.7717e-14,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..c67b0ecd
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.55,6.44,4.16,6.49,5.65,28.70,40.22,37.41
+SVWP,0.55,,5.96,3.69,6.04,5.18,28.40,40.09,37.25
+DCC_joint,6.44,5.96,,-1.87,0.37,-0.56,18.51,28.95,25.95
+SW_cross_validated,4.16,3.69,-1.87,,2.14,1.28,19.38,28.92,26.12
+SW_15,6.49,6.04,0.37,2.14,,-0.89,16.59,26.13,23.25
+SW_30,5.65,5.18,-0.56,1.28,-0.89,,18.29,28.16,25.26
+SW_60,28.70,28.40,18.51,19.38,16.59,18.29,,21.59,15.72
+SW_120,40.22,40.09,28.95,28.92,26.13,28.16,21.59,,-10.58
+sFC,37.41,37.25,25.95,26.12,23.25,25.26,15.72,-10.58,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..e5bc67c7
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.25,2.88,1.86,2.90,2.53,12.84,17.99,16.73
+SVWP,0.25,,2.67,1.65,2.70,2.32,12.70,17.93,16.66
+DCC_joint,2.88,2.67,,0.83,0.16,0.25,8.28,12.95,11.60
+SW_cross_validated,1.86,1.65,0.83,,0.96,0.57,8.67,12.94,11.68
+SW_15,2.90,2.70,0.16,0.96,,0.40,7.42,11.68,10.40
+SW_30,2.53,2.32,0.25,0.57,0.40,,8.18,12.59,11.30
+SW_60,12.84,12.70,8.28,8.67,7.42,8.18,,9.66,7.03
+SW_120,17.99,17.93,12.95,12.94,11.68,12.59,9.66,,4.73
+sFC,16.73,16.66,11.60,11.68,10.40,11.30,7.03,4.73,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..f2e1bb4d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0002,0.0212,0.0002,0.0008,0.0000,0.0000,0.0000
+SVWP,-0.5481,-,0.0004,0.0599,0.0004,0.0023,0.0000,0.0000,0.0000
+DCC_joint,-6.4373,-5.9624,-,1.,1.,1.,0.0000,0.0000,0.0000
+SW_cross_validated,-4.1606,-3.693,1.8669,-,1.,1.,0.0000,0.0000,0.0000
+SW_15,-6.4893,-6.0367,-0.3651,-2.1355,-,1.,0.0000,0.0000,0.0000
+SW_30,-5.6462,-5.1797,0.5608,-1.2812,0.891,-,0.0000,0.0000,0.0000
+SW_60,-28.7004,-28.3952,-18.5119,-19.3822,-16.5917,-18.2945,-,0.0000,0.0000
+SW_120,-40.2188,-40.0913,-28.9525,-28.9249,-26.1264,-28.1619,-21.5908,-,0.0000
+sFC,-37.4076,-37.2514,-25.9451,-26.1193,-23.2456,-25.2596,-15.7197,10.577,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..24a045e2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,5.9037e-01,4.6599e-06,5.8751e-04,4.2030e-06,2.3445e-05,1.7518e-16,4.4149e-19,1.6032e-18
+SVWP,5.9037e-01,,1.2173e-05,1.6644e-03,1.0454e-05,6.3035e-05,2.1151e-16,4.6717e-19,1.7270e-18
+DCC_joint,4.6599e-06,1.2173e-05,,7.8298e-02,7.1928e-01,5.8183e-01,3.6435e-13,1.5013e-16,1.0345e-15
+SW_cross_validated,5.8751e-04,1.6644e-03,7.8298e-02,,4.6716e-02,2.1639e-01,1.6545e-13,1.5269e-16,9.1981e-16
+SW_15,4.2030e-06,1.0454e-05,7.1928e-01,4.6716e-02,,3.8470e-01,2.3575e-12,9.1546e-16,7.0782e-15
+SW_30,2.3445e-05,6.3035e-05,5.8183e-01,2.1639e-01,3.8470e-01,,4.4610e-13,2.4461e-16,1.6548e-15
+SW_60,1.7518e-16,2.1151e-16,3.6435e-13,1.6545e-13,2.3575e-12,4.4610e-13,,2.5598e-14,5.8695e-12
+SW_120,4.4149e-19,4.6717e-19,1.5013e-16,1.5269e-16,9.1546e-16,2.4461e-16,2.5598e-14,,3.7414e-09
+sFC,1.6032e-18,1.7270e-18,1.0345e-15,9.1981e-16,7.0782e-15,1.6548e-15,5.8695e-12,3.7414e-09,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..d1d35c24
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.03,-0.73,2.63,5.43,2.73,4.98,3.72,-0.78
+SVWP,-0.03,,-0.69,2.61,5.40,2.73,4.91,3.68,-0.72
+DCC_joint,-0.73,-0.69,,2.98,5.55,3.05,5.00,3.92,0.12
+SW_cross_validated,2.63,2.61,2.98,,3.34,0.94,2.04,0.95,-3.49
+SW_15,5.43,5.40,5.55,3.34,,-1.81,-1.88,-2.66,-6.11
+SW_30,2.73,2.73,3.05,0.94,-1.81,,0.44,-0.30,-3.25
+SW_60,4.98,4.91,5.00,2.04,-1.88,0.44,,-1.11,-6.05
+SW_120,3.72,3.68,3.92,0.95,-2.66,-0.30,-1.11,,-4.69
+sFC,-0.78,-0.72,0.12,-3.49,-6.11,-3.25,-6.05,-4.69,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..15425898
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.01,0.33,1.18,2.43,1.22,2.23,1.67,0.35
+SVWP,0.01,,0.31,1.17,2.41,1.22,2.19,1.65,0.32
+DCC_joint,0.33,0.31,,1.33,2.48,1.36,2.24,1.75,0.05
+SW_cross_validated,1.18,1.17,1.33,,1.49,0.42,0.91,0.42,1.56
+SW_15,2.43,2.41,2.48,1.49,,0.81,0.84,1.19,2.73
+SW_30,1.22,1.22,1.36,0.42,0.81,,0.20,0.13,1.46
+SW_60,2.23,2.19,2.24,0.91,0.84,0.20,,0.50,2.71
+SW_120,1.67,1.65,1.75,0.42,1.19,0.13,0.50,,2.10
+sFC,0.35,0.32,0.05,1.56,2.73,1.46,2.71,2.10,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..16891377
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.6109,0.0013,0.4943,0.0035,0.0559,1.
+SVWP,0.031,-,1.,0.6372,0.0014,0.4981,0.0041,0.0615,1.
+DCC_joint,0.7268,0.6885,-,0.2915,0.0010,0.2507,0.0034,0.0358,1.
+SW_cross_validated,-2.6306,-2.6106,-2.976,-,0.1318,1.,1.,1.,0.0934
+SW_15,-5.4309,-5.3968,-5.5513,-3.3378,-,1.,1.,0.5690,0.0003
+SW_30,-2.7305,-2.727,-3.0453,-0.9392,1.8103,-,1.,1.,0.1584
+SW_60,-4.9764,-4.906,-4.9988,-2.0445,1.8768,-0.4368,-,1.,0.0004
+SW_120,-3.7245,-3.6817,-3.924,-0.9461,2.6642,0.2984,1.1083,-,0.0066
+sFC,0.7777,0.7249,-0.1153,3.4935,6.1104,3.2547,6.0533,4.6887,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..7d42246d
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.7561e-01,4.7670e-01,1.6970e-02,3.6888e-05,1.3730e-02,9.7705e-05,1.5515e-03,4.4687e-01
+SVWP,9.7561e-01,,4.9992e-01,1.7699e-02,3.9656e-05,1.3835e-02,1.1382e-04,1.7070e-03,4.7785e-01
+DCC_joint,4.7670e-01,4.9992e-01,,8.0973e-03,2.8612e-05,6.9631e-03,9.3089e-05,9.9466e-04,9.0949e-01
+SW_cross_validated,1.6970e-02,1.7699e-02,8.0973e-03,,3.6622e-03,3.6006e-01,5.5811e-02,3.5664e-01,2.5937e-03
+SW_15,3.6888e-05,3.9656e-05,2.8612e-05,3.6622e-03,,8.6980e-02,7.6859e-02,1.5806e-02,8.9956e-06
+SW_30,1.3730e-02,1.3835e-02,6.9631e-03,3.6006e-01,8.6980e-02,,6.6743e-01,7.6883e-01,4.3992e-03
+SW_60,9.7705e-05,1.1382e-04,9.3089e-05,5.5811e-02,7.6859e-02,6.6743e-01,,2.8231e-01,1.0107e-05
+SW_120,1.5515e-03,1.7070e-03,9.9466e-04,3.5664e-01,1.5806e-02,7.6883e-01,2.8231e-01,,1.8293e-04
+sFC,4.4687e-01,4.7785e-01,9.0949e-01,2.5937e-03,8.9956e-06,4.3992e-03,1.0107e-05,1.8293e-04,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..92a7ff20
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.11,1.44,1.61,3.51,0.67,2.33,6.25,35.28
+SVWP,0.11,,1.29,1.45,3.34,0.55,2.14,6.01,34.00
+DCC_joint,1.44,1.29,,0.17,2.44,-0.74,0.87,5.49,42.28
+SW_cross_validated,1.61,1.45,0.17,,2.33,-0.90,0.70,5.43,43.59
+SW_15,3.51,3.34,2.44,2.33,,-2.93,-1.97,2.49,31.69
+SW_30,0.67,0.55,-0.74,-0.90,-2.93,,1.60,5.73,36.45
+SW_60,2.33,2.14,0.87,0.70,-1.97,1.60,,5.45,57.13
+SW_120,6.25,6.01,5.49,5.43,2.49,5.73,5.45,,34.55
+sFC,35.28,34.00,42.28,43.59,31.69,36.45,57.13,34.55,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..5db94d2b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.05,0.64,0.72,1.57,0.30,1.04,2.80,15.78
+SVWP,0.05,,0.58,0.65,1.50,0.25,0.96,2.69,15.21
+DCC_joint,0.64,0.58,,0.07,1.09,0.33,0.39,2.46,18.91
+SW_cross_validated,0.72,0.65,0.07,,1.04,0.40,0.31,2.43,19.49
+SW_15,1.57,1.50,1.09,1.04,,1.31,0.88,1.11,14.17
+SW_30,0.30,0.25,0.33,0.40,1.31,,0.71,2.56,16.30
+SW_60,1.04,0.96,0.39,0.31,0.88,0.71,,2.44,25.55
+SW_120,2.80,2.69,2.46,2.43,1.11,2.56,2.44,,15.45
+sFC,15.78,15.21,18.91,19.49,14.17,16.30,25.55,15.45,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..2693b873
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,0.0894,1.,1.,0.0002,0.0000
+SVWP,-0.1072,-,1.,1.,0.1302,1.,1.,0.0004,0.0000
+DCC_joint,-1.4418,-1.294,-,1.,0.9066,1.,1.,0.0012,0.0000
+SW_cross_validated,-1.6075,-1.4539,-0.1671,-,1.,1.,1.,0.0013,0.0000
+SW_15,-3.5133,-3.3435,-2.4415,-2.3274,-,0.3205,1.,0.815,0.0000
+SW_30,-0.674,-0.552,0.741,0.9032,2.9323,-,1.,0.0007,0.0000
+SW_60,-2.3321,-2.1435,-0.868,-0.6957,1.9671,-1.5954,-,0.0013,0.0000
+SW_120,-6.2544,-6.0092,-5.4944,-5.4267,-2.4929,-5.7296,-5.4484,-,0.0000
+sFC,-35.2796,-34.0029,-42.2822,-43.5912,-31.6898,-36.447,-57.1302,-34.5461,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..5086e334
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.1579e-01,1.6652e-01,1.2534e-01,2.4825e-03,5.0887e-01,3.1506e-02,6.7211e-06,4.5392e-18
+SVWP,9.1579e-01,,2.1201e-01,1.6320e-01,3.6162e-03,5.8777e-01,4.5983e-02,1.1060e-05,8.7312e-18
+DCC_joint,1.6652e-01,2.1201e-01,,8.6914e-01,2.5184e-02,4.6828e-01,3.9683e-01,3.2253e-05,1.8101e-19
+SW_cross_validated,1.2534e-01,1.6320e-01,8.6914e-01,,3.1813e-02,3.7835e-01,4.9553e-01,3.7219e-05,1.0508e-19
+SW_15,2.4825e-03,3.6162e-03,2.5184e-02,3.1813e-02,,8.9015e-03,6.4782e-02,2.2638e-02,3.0424e-17
+SW_30,5.0887e-01,5.8777e-01,4.6828e-01,3.7835e-01,8.9015e-03,,1.2802e-01,1.9701e-05,2.5459e-18
+SW_60,3.1506e-02,4.5983e-02,3.9683e-01,4.9553e-01,6.4782e-02,1.2802e-01,,3.5550e-05,8.3507e-22
+SW_120,6.7211e-06,1.1060e-05,3.2253e-05,3.7219e-05,2.2638e-02,1.9701e-05,3.5550e-05,,6.5911e-18
+sFC,4.5392e-18,8.7312e-18,1.8101e-19,1.0508e-19,3.0424e-17,2.5459e-18,8.3507e-22,6.5911e-18,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..8f28f485
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.31,-3.67,-1.79,2.32,-1.28,2.38,2.59,0.43
+SVWP,-0.31,,-5.51,-2.29,3.82,-1.42,4.23,4.71,1.37
+DCC_joint,-3.67,-5.51,,4.04,10.47,4.02,13.08,14.97,14.07
+SW_cross_validated,-1.79,-2.29,4.04,,6.81,0.73,8.09,9.11,5.86
+SW_15,2.32,3.82,10.47,6.81,,-5.40,-0.12,0.13,-3.92
+SW_30,-1.28,-1.42,4.02,0.73,-5.40,,6.11,6.73,3.51
+SW_60,2.38,4.23,13.08,8.09,-0.12,6.11,,0.31,-5.07
+SW_120,2.59,4.71,14.97,9.11,0.13,6.73,0.31,,-6.35
+sFC,0.43,1.37,14.07,5.86,-3.92,3.51,-5.07,-6.35,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..911a2fc7
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.14,1.64,0.80,1.04,0.57,1.07,1.16,0.19
+SVWP,0.14,,2.46,1.02,1.71,0.63,1.89,2.10,0.61
+DCC_joint,1.64,2.46,,1.81,4.68,1.80,5.85,6.70,6.29
+SW_cross_validated,0.80,1.02,1.81,,3.04,0.33,3.62,4.07,2.62
+SW_15,1.04,1.71,4.68,3.04,,2.42,0.05,0.06,1.75
+SW_30,0.57,0.63,1.80,0.33,2.42,,2.73,3.01,1.57
+SW_60,1.07,1.89,5.85,3.62,0.05,2.73,,0.14,2.27
+SW_120,1.16,2.10,6.70,4.07,0.06,3.01,0.14,,2.84
+sFC,0.19,0.61,6.29,2.62,1.75,1.57,2.27,2.84,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..9f1a6c0e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,0.0637,1.,1.,1.,1.,0.6674,1.
+SVWP,0.3111,-,0.0011,1.,0.0452,1.,0.0181,0.0064,1.
+DCC_joint,3.6653,5.5091,-,0.0278,0.0000,0.0291,0.0000,0.0000,0.0000
+SW_cross_validated,1.786,2.2904,-4.0377,-,0.0001,1.,0.0000,0.0000,0.0005
+SW_15,-2.3223,-3.8196,-10.4712,-6.8079,-,0.0014,1.,1.,0.036
+SW_30,1.2807,1.4195,-4.0168,-0.7268,5.4034,-,0.0003,0.0001,0.0900
+SW_60,-2.3829,-4.2313,-13.0839,-8.091,0.1228,-6.1054,-,1.,0.0029
+SW_120,-2.5886,-4.705,-14.9729,-9.1089,-0.1254,-6.7296,-0.3136,-,0.0002
+sFC,-0.4283,-1.3693,-14.0743,-5.8559,3.922,-3.5099,5.0663,6.3503,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..9678466a
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,7.5930e-01,1.7704e-03,9.0956e-02,3.2145e-02,2.1657e-01,2.8405e-02,1.8539e-02,6.7353e-01
+SVWP,7.5930e-01,,3.1274e-05,3.4289e-02,1.2554e-03,1.7283e-01,5.0205e-04,1.7649e-04,1.8774e-01
+DCC_joint,1.7704e-03,3.1274e-05,,7.7228e-04,4.3770e-09,8.0891e-04,1.2391e-10,1.3286e-11,3.7241e-11
+SW_cross_validated,9.0956e-02,3.4289e-02,7.7228e-04,,2.2495e-06,4.7672e-01,2.0854e-07,3.6810e-08,1.5160e-05
+SW_15,3.2145e-02,1.2554e-03,4.3770e-09,2.2495e-06,,3.9109e-05,9.0361e-01,9.0157e-01,9.9932e-04
+SW_30,2.1657e-01,1.7283e-01,8.0891e-04,4.7672e-01,3.9109e-05,,9.0891e-06,2.6198e-06,2.5014e-03
+SW_60,2.8405e-02,5.0205e-04,1.2391e-10,2.0854e-07,9.0361e-01,9.0891e-06,,7.5746e-01,8.0450e-05
+SW_120,1.8539e-02,1.7649e-04,1.3286e-11,3.6810e-08,9.0157e-01,2.6198e-06,7.5746e-01,,5.5437e-06
+sFC,6.7353e-01,1.8774e-01,3.7241e-11,1.5160e-05,9.9932e-04,2.5014e-03,8.0450e-05,5.5437e-06,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..9d59434e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.12,-0.82,5.79,13.34,8.32,5.05,6.68,-4.18
+SVWP,0.12,,-0.88,5.42,12.27,7.63,4.65,5.95,-3.88
+DCC_joint,-0.82,-0.88,,5.95,12.30,8.02,5.25,6.47,-2.27
+SW_cross_validated,5.79,5.42,5.95,,5.11,1.01,-1.20,-1.28,-10.50
+SW_15,13.34,12.27,12.30,5.11,,-5.20,-7.23,-9.62,-25.53
+SW_30,8.32,7.63,8.02,1.01,-5.20,,-2.58,-3.25,-17.19
+SW_60,5.05,4.65,5.25,-1.20,-7.23,-2.58,,0.17,-10.66
+SW_120,6.68,5.95,6.47,-1.28,-9.62,-3.25,0.17,,-20.39
+sFC,-4.18,-3.88,-2.27,-10.50,-25.53,-17.19,-10.66,-20.39,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..3eb0c019
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.05,0.37,2.59,5.97,3.72,2.26,2.99,1.87
+SVWP,0.05,,0.40,2.42,5.49,3.41,2.08,2.66,1.74
+DCC_joint,0.37,0.40,,2.66,5.50,3.59,2.35,2.89,1.02
+SW_cross_validated,2.59,2.42,2.66,,2.28,0.45,0.53,0.57,4.69
+SW_15,5.97,5.49,5.50,2.28,,2.33,3.23,4.30,11.42
+SW_30,3.72,3.41,3.59,0.45,2.33,,1.15,1.45,7.69
+SW_60,2.26,2.08,2.35,0.53,3.23,1.15,,0.08,4.77
+SW_120,2.99,2.66,2.89,0.57,4.30,1.45,0.08,,9.12
+sFC,1.87,1.74,1.02,4.69,11.42,7.69,4.77,9.12,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..e261341c
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.0006,0.0000,0.0000,0.003,0.0001,0.0201
+SVWP,-0.1198,-,1.,0.0014,0.0000,0.0000,0.0071,0.0005,0.0393
+DCC_joint,0.8172,0.8845,-,0.0004,0.0000,0.0000,0.0019,0.0002,1.
+SW_cross_validated,-5.79,-5.4159,-5.9509,-,0.0026,1.,1.,1.,0.0000
+SW_15,-13.344,-12.2705,-12.3029,-5.1083,-,0.0022,0.0000,0.0000,0.0000
+SW_30,-8.3193,-7.6266,-8.0244,-1.0092,5.2023,-,0.6777,0.1597,0.0000
+SW_60,-5.0525,-4.6526,-5.2534,1.1962,7.2315,2.5813,-,1.,0.0000
+SW_120,-6.6789,-5.9457,-6.4678,1.2816,9.6207,3.251,-0.1716,-,0.0000
+sFC,4.184,3.8817,2.2716,10.4973,25.5286,17.1914,10.6584,20.3912,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..ff754dc3
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,9.0593e-01,4.2450e-01,1.7377e-05,8.9727e-11,1.3975e-07,8.2884e-05,2.8926e-06,5.5767e-04
+SVWP,9.0593e-01,,3.8807e-01,3.8082e-05,3.5220e-10,4.8082e-07,1.9798e-04,1.2597e-05,1.0930e-03
+DCC_joint,4.2450e-01,3.8807e-01,,1.2465e-05,3.3749e-10,2.3465e-07,5.3823e-05,4.3861e-06,3.5613e-02
+SW_cross_validated,1.7377e-05,3.8082e-05,1.2465e-05,,7.3482e-05,3.2627e-01,2.4714e-01,2.1625e-01,4.2105e-09
+SW_15,8.9727e-11,3.5220e-10,3.3749e-10,7.3482e-05,,6.0045e-05,1.0011e-06,1.6138e-08,1.3743e-15
+SW_30,1.3975e-07,4.8082e-07,2.3465e-07,3.2627e-01,6.0045e-05,,1.8826e-02,4.4356e-03,1.2899e-12
+SW_60,8.2884e-05,1.9798e-04,5.3823e-05,2.4714e-01,1.0011e-06,1.8826e-02,,8.6564e-01,3.3187e-09
+SW_120,2.8926e-06,1.2597e-05,4.3861e-06,2.1625e-01,1.6138e-08,4.4356e-03,8.6564e-01,,6.8927e-14
+sFC,5.5767e-04,1.0930e-03,3.5613e-02,4.2105e-09,1.3743e-15,1.2899e-12,3.3187e-09,6.8927e-14,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..65bac5b3
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.38,-0.07,4.57,10.89,6.34,4.39,4.62,-2.18
+SVWP,0.38,,-0.45,4.10,10.42,5.88,3.92,4.14,-2.68
+DCC_joint,-0.07,-0.45,,4.75,11.19,6.54,4.56,4.80,-2.13
+SW_cross_validated,4.57,4.10,4.75,,9.56,2.84,-0.16,-0.02,-12.05
+SW_15,10.89,10.42,11.19,9.56,,-6.03,-9.38,-9.87,-22.66
+SW_30,6.34,5.88,6.54,2.84,-6.03,,-2.89,-2.93,-13.89
+SW_60,4.39,3.92,4.56,-0.16,-9.38,-2.89,,0.14,-11.23
+SW_120,4.62,4.14,4.80,-0.02,-9.87,-2.93,0.14,,-12.59
+sFC,-2.18,-2.68,-2.13,-12.05,-22.66,-13.89,-11.23,-12.59,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..9922bbf5
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.17,0.03,2.04,4.87,2.83,1.96,2.07,0.97
+SVWP,0.17,,0.20,1.83,4.66,2.63,1.75,1.85,1.20
+DCC_joint,0.03,0.20,,2.12,5.00,2.92,2.04,2.15,0.95
+SW_cross_validated,2.04,1.83,2.12,,4.28,1.27,0.07,0.01,5.39
+SW_15,4.87,4.66,5.00,4.28,,2.70,4.19,4.41,10.14
+SW_30,2.83,2.63,2.92,1.27,2.70,,1.29,1.31,6.21
+SW_60,1.96,1.75,2.04,0.07,4.19,1.29,,0.06,5.02
+SW_120,2.07,1.85,2.15,0.01,4.41,1.31,0.06,,5.63
+sFC,0.97,1.20,0.95,5.39,10.14,6.21,5.02,5.63,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..c91cca16
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.0085,0.0000,0.0002,0.0127,0.0077,1.
+SVWP,-0.3763,-,1.,0.0244,0.0000,0.0005,0.0359,0.0222,0.5489
+DCC_joint,0.0709,0.4517,-,0.0058,0.0000,0.0001,0.0087,0.0051,1.
+SW_cross_validated,-4.5714,-4.0964,-4.7497,-,0.0000,0.3947,1.,1.,0.0000
+SW_15,-10.8944,-10.4228,-11.1866,-9.565,-,0.0004,0.0000,0.0000,0.0000
+SW_30,-6.3381,-5.8812,-6.5368,-2.8357,6.0344,-,0.3511,0.3234,0.0000
+SW_60,-4.3894,-3.9225,-4.5596,0.1575,9.3802,2.89,-,1.,0.0000
+SW_120,-4.6199,-4.1384,-4.8028,0.0194,9.8651,2.928,-0.1435,-,0.0000
+sFC,2.1781,2.6813,2.1307,12.0535,22.6628,13.8914,11.2317,12.591,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..bf233046
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,7.1109e-01,9.4429e-01,2.3665e-04,2.3527e-09,5.6811e-06,3.5366e-04,2.1275e-04,4.2939e-02
+SVWP,7.1109e-01,,6.5686e-01,6.7765e-04,4.7047e-09,1.4386e-05,9.9814e-04,6.1718e-04,1.5246e-02
+DCC_joint,9.4429e-01,6.5686e-01,,1.6005e-04,1.5487e-09,3.8253e-06,2.4289e-04,1.4253e-04,4.7155e-02
+SW_cross_validated,2.3665e-04,6.7765e-04,1.6005e-04,,1.7628e-08,1.0963e-02,8.7663e-01,9.8476e-01,4.6974e-10
+SW_15,2.3527e-09,4.7047e-09,1.5487e-09,1.7628e-08,,1.0505e-05,2.3687e-08,1.1002e-08,1.1019e-14
+SW_30,5.6811e-06,1.4386e-05,3.8253e-06,1.0963e-02,1.0505e-05,,9.7529e-03,8.9840e-03,4.6247e-11
+SW_60,3.5366e-04,9.9814e-04,2.4289e-04,8.7663e-01,2.3687e-08,9.7529e-03,,8.8749e-01,1.4530e-09
+SW_120,2.1275e-04,6.1718e-04,1.4253e-04,9.8476e-01,1.1002e-08,8.9840e-03,8.8749e-01,,2.3185e-10
+sFC,4.2939e-02,1.5246e-02,4.7155e-02,4.6974e-10,1.1019e-14,4.6247e-11,1.4530e-09,2.3185e-10,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..40ee1efb
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.13,-1.32,3.14,7.49,3.14,1.54,5.41,18.91
+SVWP,0.13,,-1.63,3.18,7.88,3.20,1.51,5.75,21.22
+DCC_joint,-1.32,-1.63,,4.86,11.29,5.36,3.91,9.69,37.78
+SW_cross_validated,3.14,3.18,4.86,,3.31,-0.40,-2.22,1.04,11.57
+SW_15,7.49,7.88,11.29,3.31,,-4.32,-7.32,-3.31,10.56
+SW_30,3.14,3.20,5.36,-0.40,-4.32,,-2.12,1.79,15.32
+SW_60,1.54,1.51,3.91,-2.22,-7.32,-2.12,,4.90,24.78
+SW_120,5.41,5.75,9.69,1.04,-3.31,1.79,4.90,,19.89
+sFC,18.91,21.22,37.78,11.57,10.56,15.32,24.78,19.89,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..298013f2
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.06,0.59,1.41,3.35,1.40,0.69,2.42,8.46
+SVWP,0.06,,0.73,1.42,3.52,1.43,0.68,2.57,9.49
+DCC_joint,0.59,0.73,,2.17,5.05,2.40,1.75,4.34,16.89
+SW_cross_validated,1.41,1.42,2.17,,1.48,0.18,0.99,0.46,5.17
+SW_15,3.35,3.52,5.05,1.48,,1.93,3.27,1.48,4.72
+SW_30,1.40,1.43,2.40,0.18,1.93,,0.95,0.80,6.85
+SW_60,0.69,0.68,1.75,0.99,3.27,0.95,,2.19,11.08
+SW_120,2.42,2.57,4.34,0.46,1.48,0.80,2.19,,8.89
+sFC,8.46,9.49,16.89,5.17,4.72,6.85,11.08,8.89,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..474fc6f7
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.2029,0.0000,0.2059,1.,0.0014,0.0000
+SVWP,-0.1335,-,1.,0.1877,0.0000,0.1776,1.,0.0007,0.0000
+DCC_joint,1.3218,1.632,-,0.0045,0.0000,0.0016,0.0366,0.0000,0.0000
+SW_cross_validated,-3.1419,-3.1776,-4.8634,-,0.1406,1.,1.,1.,0.0000
+SW_15,-7.4858,-7.8806,-11.2871,-3.3087,-,0.0149,0.0000,0.1409,0.0000
+SW_30,-3.1354,-3.2027,-5.3576,0.3988,4.3177,-,1.,1.,0.0000
+SW_60,-1.5369,-1.512,-3.914,2.2192,7.3154,2.1152,-,0.0041,0.0000
+SW_120,-5.4104,-5.7503,-9.6934,-1.0386,3.3077,-1.7887,-4.9049,-,0.0000
+sFC,-18.9096,-21.2184,-37.7778,-11.5709,-10.5567,-15.3179,-24.7805,-19.8862,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..9d8257c7
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,8.9527e-01,2.0280e-01,5.6374e-03,6.2296e-07,5.7191e-03,1.4171e-01,3.8532e-05,2.5296e-13
+SVWP,8.9527e-01,,1.2004e-01,5.2133e-03,3.0342e-07,4.9335e-03,1.4788e-01,1.8871e-05,3.4620e-14
+DCC_joint,2.0280e-01,1.2004e-01,,1.2489e-04,1.3439e-09,4.3097e-05,1.0171e-03,1.4390e-08,1.3457e-18
+SW_cross_validated,5.6374e-03,5.2133e-03,1.2489e-04,,3.9052e-03,6.9472e-01,3.9562e-02,3.1273e-01,9.0492e-10
+SW_15,6.2296e-07,3.0342e-07,1.3439e-09,3.9052e-03,,4.1455e-04,8.5511e-07,3.9144e-03,3.8555e-09
+SW_30,5.7191e-03,4.9335e-03,4.3097e-05,6.9472e-01,4.1455e-04,,4.8617e-02,9.0514e-02,9.0705e-12
+SW_60,1.4171e-01,1.4788e-01,1.0171e-03,3.9562e-02,8.5511e-07,4.8617e-02,,1.1410e-04,2.3144e-15
+SW_120,3.8532e-05,1.8871e-05,1.4390e-08,3.1273e-01,3.9144e-03,9.0514e-02,1.1410e-04,,1.0629e-13
+sFC,2.5296e-13,3.4620e-14,1.3457e-18,9.0492e-10,3.8555e-09,9.0705e-12,2.3144e-15,1.0629e-13,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..f18d7f24
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,1.49,-0.14,4.35,7.73,4.23,24.05,36.29,31.27
+SVWP,1.49,,-1.46,2.96,6.35,2.78,20.30,31.34,26.35
+DCC_joint,-0.14,-1.46,,4.10,7.28,3.97,20.07,29.92,25.28
+SW_cross_validated,4.35,2.96,4.10,,3.32,-0.26,12.93,21.61,17.09
+SW_15,7.73,6.35,7.28,3.32,,-3.64,7.29,14.88,10.67
+SW_30,4.23,2.78,3.97,-0.26,-3.64,,14.00,23.20,18.51
+SW_60,24.05,20.30,20.07,12.93,7.29,14.00,,18.45,8.85
+SW_120,36.29,31.34,29.92,21.61,14.88,23.20,18.45,,-14.92
+sFC,31.27,26.35,25.28,17.09,10.67,18.51,8.85,-14.92,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..6408511f
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.67,0.06,1.95,3.46,1.89,10.76,16.23,13.98
+SVWP,0.67,,0.65,1.32,2.84,1.24,9.08,14.02,11.79
+DCC_joint,0.06,0.65,,1.84,3.26,1.77,8.98,13.38,11.31
+SW_cross_validated,1.95,1.32,1.84,,1.48,0.12,5.78,9.66,7.64
+SW_15,3.46,2.84,3.26,1.48,,1.63,3.26,6.66,4.77
+SW_30,1.89,1.24,1.77,0.12,1.63,,6.26,10.38,8.28
+SW_60,10.76,9.08,8.98,5.78,3.26,6.26,,8.25,3.96
+SW_120,16.23,14.02,13.38,9.66,6.66,10.38,8.25,,6.67
+sFC,13.98,11.79,11.31,7.64,4.77,8.28,3.96,6.67,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..7b933ecc
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.0138,0.0000,0.0181,0.0000,0.0000,0.0000
+SVWP,-1.4943,-,1.,0.3038,0.0002,0.4452,0.0000,0.0000,0.0000
+DCC_joint,0.1384,1.4632,-,0.0240,0.0000,0.0324,0.0000,0.0000,0.0000
+SW_cross_validated,-4.3545,-2.957,-4.1033,-,0.1377,1.,0.0000,0.0000,0.0000
+SW_15,-7.726,-6.3528,-7.2788,-3.318,-,0.0668,0.0000,0.0000,0.0000
+SW_30,-4.2317,-2.7796,-3.9689,0.2578,3.6439,-,0.0000,0.0000,0.0000
+SW_60,-24.0513,-20.2953,-20.0736,-12.9321,-7.2909,-13.9963,-,0.0000,0.0000
+SW_120,-36.2869,-31.3429,-29.9185,-21.6106,-14.8815,-23.2033,-18.4496,-,0.0000
+sFC,-31.2671,-26.354,-25.2801,-17.0944,-10.6668,-18.513,-8.8508,14.9241,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..9eda0268
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,1.5243e-01,8.9144e-01,3.8208e-04,4.0116e-07,5.0169e-04,3.9033e-15,2.7530e-18,3.8584e-17
+SVWP,1.5243e-01,,1.6067e-01,8.4385e-03,5.5166e-06,1.2366e-02,7.4778e-14,3.6966e-17,7.8611e-16
+DCC_joint,8.9144e-01,1.6067e-01,,6.6735e-04,9.1586e-07,9.0017e-04,9.0405e-14,8.4116e-17,1.6314e-15
+SW_cross_validated,3.8208e-04,8.4385e-03,6.6735e-04,,3.8258e-03,7.9947e-01,1.4997e-10,2.5193e-14,1.4203e-12
+SW_15,4.0116e-07,5.5166e-06,9.1586e-07,3.8258e-03,,1.8567e-03,8.9538e-07,1.4719e-11,3.2777e-09
+SW_30,5.0169e-04,1.2366e-02,9.0017e-04,7.9947e-01,1.8567e-03,,4.0834e-11,7.3066e-15,3.6397e-13
+SW_60,3.9033e-15,7.4778e-14,9.0405e-14,1.4997e-10,8.9538e-07,4.0834e-11,,3.8602e-13,5.6444e-08
+SW_120,2.7530e-18,3.6966e-17,8.4116e-17,2.5193e-14,1.4719e-11,7.3066e-15,3.8602e-13,,1.4032e-11
+sFC,3.8584e-17,7.8611e-16,1.6314e-15,1.4203e-12,3.2777e-09,3.6397e-13,5.6444e-08,1.4032e-11,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..51246207
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-0.32,-1.63,5.75,11.52,6.18,6.82,5.93,-2.39
+SVWP,-0.32,,-1.43,6.53,12.57,6.74,7.79,6.78,-2.29
+DCC_joint,-1.63,-1.43,,8.04,14.04,7.87,9.46,8.35,-0.62
+SW_cross_validated,5.75,6.53,8.04,,6.34,1.59,0.75,0.02,-9.83
+SW_15,11.52,12.57,14.04,6.34,,-3.72,-5.97,-6.47,-16.18
+SW_30,6.18,6.74,7.87,1.59,-3.72,,-1.06,-1.60,-8.91
+SW_60,6.82,7.79,9.46,0.75,-5.97,-1.06,,-0.75,-11.81
+SW_120,5.93,6.78,8.35,0.02,-6.47,-1.60,-0.75,,-10.33
+sFC,-2.39,-2.29,-0.62,-9.83,-16.18,-8.91,-11.81,-10.33,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..96503046
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.14,0.73,2.57,5.15,2.76,3.05,2.65,1.07
+SVWP,0.14,,0.64,2.92,5.62,3.01,3.48,3.03,1.03
+DCC_joint,0.73,0.64,,3.60,6.28,3.52,4.23,3.73,0.28
+SW_cross_validated,2.57,2.92,3.60,,2.83,0.71,0.34,0.01,4.39
+SW_15,5.15,5.62,6.28,2.83,,1.66,2.67,2.89,7.24
+SW_30,2.76,3.01,3.52,0.71,1.66,,0.48,0.72,3.99
+SW_60,3.05,3.48,4.23,0.34,2.67,0.48,,0.34,5.28
+SW_120,2.65,3.03,3.73,0.01,2.89,0.72,0.34,,4.62
+sFC,1.07,1.03,0.28,4.39,7.24,3.99,5.28,4.62,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..fe423e06
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,0.0007,0.0000,0.0003,0.0001,0.0005,1.
+SVWP,0.3159,-,1.,0.0001,0.0000,0.0001,0.0000,0.0001,1.
+DCC_joint,1.6252,1.4293,-,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+SW_cross_validated,-5.7482,-6.5342,-8.0388,-,0.0002,1.,1.,1.,0.0000
+SW_15,-11.5163,-12.5685,-14.0369,-6.3374,-,0.057,0.0004,0.0002,0.0000
+SW_30,-6.181,-6.738,-7.8676,-1.5907,3.7156,-,1.,1.,0.0000
+SW_60,-6.8216,-7.7918,-9.4605,-0.7514,5.9704,1.0636,-,1.,0.0000
+SW_120,-5.9348,-6.7781,-8.35,-0.0227,6.4708,1.6021,0.7523,-,0.0000
+sFC,2.3898,2.2939,0.6231,9.8261,16.1817,8.9136,11.8138,10.3315,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..ec58eb2b
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,7.5573e-01,1.2150e-01,1.8950e-05,9.7589e-10,7.7958e-06,2.1907e-06,1.2884e-05,2.8008e-02
+SVWP,7.5573e-01,,1.7003e-01,3.8452e-06,2.3868e-10,2.5774e-06,3.5603e-07,2.3835e-06,3.4046e-02
+DCC_joint,1.2150e-01,1.7003e-01,,2.2873e-07,3.8922e-11,3.1059e-07,2.0824e-08,1.3247e-07,5.4105e-01
+SW_cross_validated,1.8950e-05,3.8452e-06,2.2873e-07,,5.6897e-06,1.2908e-01,4.6213e-01,9.8217e-01,1.1692e-08
+SW_15,9.7589e-10,2.3868e-10,3.8922e-11,5.6897e-06,,1.5826e-03,1.1975e-05,4.3599e-06,3.6008e-12
+SW_30,7.7958e-06,2.5774e-06,3.1059e-07,1.2908e-01,1.5826e-03,,3.0157e-01,1.2653e-01,5.0829e-08
+SW_60,2.1907e-06,3.5603e-07,2.0824e-08,4.6213e-01,1.1975e-05,3.0157e-01,,4.6161e-01,6.4885e-10
+SW_120,1.2884e-05,2.3835e-06,1.3247e-07,9.8217e-01,4.3599e-06,1.2653e-01,4.6161e-01,,5.3943e-09
+sFC,2.8008e-02,3.4046e-02,5.4105e-01,1.1692e-08,3.6008e-12,5.0829e-08,6.4885e-10,5.3943e-09,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..0b801bb4
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,-1.08,-1.73,-1.43,-1.17,-1.51,-1.53,-1.31,-0.21
+SVWP,-1.08,,-1.17,-0.52,0.04,-0.70,-0.74,-0.26,2.12
+DCC_joint,-1.73,-1.17,,5.32,8.10,3.41,3.81,7.50,43.36
+SW_cross_validated,-1.43,-0.52,5.32,,3.53,-1.20,-1.71,1.94,27.64
+SW_15,-1.17,0.04,8.10,3.53,,-4.32,-5.09,-1.91,16.02
+SW_30,-1.51,-0.70,3.41,-1.20,-4.32,,-0.27,2.96,24.57
+SW_60,-1.53,-0.74,3.81,-1.71,-5.09,-0.27,,3.78,33.97
+SW_120,-1.31,-0.26,7.50,1.94,-1.91,2.96,3.78,,25.08
+sFC,-0.21,2.12,43.36,27.64,16.02,24.57,33.97,25.08,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..a3d04a6e
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,0.48,0.77,0.64,0.52,0.68,0.68,0.59,0.10
+SVWP,0.48,,0.52,0.23,0.02,0.31,0.33,0.12,0.95
+DCC_joint,0.77,0.52,,2.38,3.62,1.52,1.70,3.35,19.39
+SW_cross_validated,0.64,0.23,2.38,,1.58,0.54,0.76,0.87,12.36
+SW_15,0.52,0.02,3.62,1.58,,1.93,2.28,0.86,7.16
+SW_30,0.68,0.31,1.52,0.54,1.93,,0.12,1.32,10.99
+SW_60,0.68,0.33,1.70,0.76,2.28,0.12,,1.69,15.19
+SW_120,0.59,0.12,3.35,0.87,0.86,1.32,1.69,,11.22
+sFC,0.10,0.95,19.39,12.36,7.16,10.99,15.19,11.22,
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..758d8b79
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,-,1.,1.,1.,1.,1.,1.,1.,1.
+SVWP,1.0813,-,1.,1.,1.,1.,1.,1.,1.
+DCC_joint,1.7283,1.1664,-,0.0017,0.0000,0.1135,0.0464,0.0000,0.0000
+SW_cross_validated,1.4306,0.5218,-5.3181,-,0.0858,1.,1.,1.,0.0000
+SW_15,1.1685,-0.0429,-8.102,-3.5318,-,0.0149,0.0028,1.,0.0000
+SW_30,1.5122,0.6983,-3.4057,1.1995,4.317,-,1.,0.3032,0.0000
+SW_60,1.5307,0.7385,-3.8076,1.7105,5.0887,0.2691,-,0.0493,0.0000
+SW_120,1.3106,0.2622,-7.496,-1.9428,1.913,-2.9578,-3.781,-,0.0000
+sFC,0.2133,-2.1215,-43.3587,-27.6434,-16.0158,-24.5664,-33.969,-25.0787,-
diff --git a/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..33ba9350
--- /dev/null
+++ b/results/fmri/sim/d2/N0200_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,10 @@
+,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP,,2.9384e-01,1.0105e-01,1.6968e-01,2.5785e-01,1.4785e-01,1.4323e-01,2.0647e-01,8.3352e-01
+SVWP,2.9384e-01,,2.5866e-01,6.0816e-01,9.6625e-01,4.9392e-01,4.6976e-01,7.9613e-01,4.8025e-02
+DCC_joint,1.0105e-01,2.5866e-01,,4.6882e-05,2.0450e-07,3.1517e-03,1.2894e-03,6.1125e-07,1.1560e-19
+SW_cross_validated,1.6968e-01,6.0816e-01,4.6882e-05,,2.3824e-03,2.4589e-01,1.0436e-01,6.7855e-02,3.3934e-16
+SW_15,2.5785e-01,9.6625e-01,2.0450e-07,2.3824e-03,,4.1515e-04,7.6648e-05,7.1792e-02,4.2854e-12
+SW_30,1.4785e-01,4.9392e-01,3.1517e-03,2.4589e-01,4.1515e-04,,7.9093e-01,8.4233e-03,2.6944e-15
+SW_60,1.4323e-01,4.6976e-01,1.2894e-03,1.0436e-01,7.6648e-05,7.9093e-01,,1.3682e-03,8.8871e-18
+SW_120,2.0647e-01,7.9613e-01,6.1125e-07,6.7855e-02,7.1792e-02,8.4233e-03,1.3682e-03,,1.8769e-15
+sFC,8.3352e-01,4.8025e-02,1.1560e-19,3.3934e-16,4.2854e-12,2.6944e-15,8.8871e-18,1.8769e-15,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/SVWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/SVWP_kernel_lengthscales_kernel_params.csv
rename to results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/SVWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/SVWP_kernel_variance_kernel_params.csv
rename to results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/VWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/VWP_kernel_lengthscales_kernel_params.csv
rename to results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/VWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/kernel_params/VWP_kernel_variance_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/VWP_kernel_variance_kernel_params.csv
rename to results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/kernel_params/VWP_kernel_variance_kernel_params.csv
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/test_log_likelihood_mean.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/test_log_likelihood_mean.csv
deleted file mode 100644
index a9301081..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/test_log_likelihood_mean.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,-2.801,-2.689,-2.699,-2.674,-2.666,-2.747,-2.661,-2.767,-2.713
-SVWP,-2.804,-2.697,-2.709,-2.686,-2.691,-2.766,-2.678,-2.771,-2.725
-DCC_joint,-2.834,-2.787,-2.787,-2.776,-2.773,-2.804,-2.766,-2.812,-2.792
-SW_cross_validated,-2.821,-2.724,-2.748,-2.746,-2.750,-2.784,-2.715,-2.793,-2.760
-SW_15,-2.880,-2.929,-2.965,-2.951,-2.939,-2.906,-3.041,-2.893,-2.938
-SW_30,-2.806,-2.740,-2.760,-2.749,-2.746,-2.778,-2.739,-2.785,-2.763
-SW_60,-2.808,-2.715,-2.738,-2.733,-2.744,-2.769,-2.708,-2.779,-2.749
-SW_120,-2.835,-2.746,-2.775,-2.789,-2.820,-2.819,-2.742,-2.807,-2.792
-sFC,-2.835,-2.748,-2.834,-2.834,-2.835,-2.820,-2.834,-2.810,-2.819
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/test_log_likelihood_se.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/test_log_likelihood_se.csv
deleted file mode 100644
index 4df6d670..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/test_log_likelihood_se.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.002,0.004,0.004,0.004,0.004,0.004,0.004,0.002,0.003
-SVWP,0.002,0.003,0.003,0.004,0.005,0.003,0.004,0.002,0.003
-DCC_joint,0.000,0.004,0.003,0.003,0.003,0.002,0.004,0.002,0.003
-SW_cross_validated,0.001,0.002,0.002,0.002,0.002,0.002,0.003,0.001,0.002
-SW_15,0.005,0.012,0.012,0.013,0.015,0.008,0.018,0.007,0.011
-SW_30,0.003,0.005,0.005,0.006,0.005,0.004,0.006,0.004,0.005
-SW_60,0.002,0.003,0.003,0.003,0.003,0.002,0.004,0.002,0.003
-SW_120,0.001,0.003,0.002,0.002,0.002,0.002,0.003,0.002,0.002
-sFC,0.000,0.002,0.000,0.000,0.000,0.001,0.000,0.001,0.001
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/test_log_likelihood_std.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/test_log_likelihood_std.csv
deleted file mode 100644
index 1f31876d..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/test_log_likelihood_std.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.028,0.050,0.052,0.059,0.056,0.054,0.061,0.033,0.049
-SVWP,0.024,0.046,0.047,0.051,0.066,0.048,0.056,0.029,0.046
-DCC_joint,0.006,0.056,0.043,0.041,0.039,0.025,0.059,0.025,0.037
-SW_cross_validated,0.012,0.035,0.033,0.035,0.033,0.025,0.042,0.020,0.029
-SW_15,0.066,0.163,0.176,0.190,0.212,0.119,0.251,0.099,0.160
-SW_30,0.036,0.072,0.076,0.078,0.074,0.053,0.088,0.050,0.066
-SW_60,0.025,0.044,0.042,0.042,0.038,0.034,0.052,0.030,0.038
-SW_120,0.020,0.040,0.033,0.029,0.024,0.026,0.043,0.027,0.030
-sFC,0.004,0.034,0.005,0.005,0.004,0.015,0.005,0.017,0.011
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index abff118b..d93d4ba1 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.5352,0.0000,0.7073,0.0000,0.7468,0.0000,0.0000,0.0003
-SVWP,0.5352,,0.0000,0.3389,0.0000,0.7626,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0696,0.0000,0.0001
-SW_cross_validated,0.7073,0.3389,0.0000,,0.0000,0.4960,0.0000,0.0000,0.0058
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.7468,0.7626,0.0000,0.4960,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0696,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0003,0.0000,0.0001,0.0058,0.0000,0.0000,0.0000,0.0000,
+VWP,,5.3518e-01,9.8609e-10,7.0731e-01,2.2030e-76,7.4678e-01,1.1045e-12,2.5736e-12,3.2761e-04
+SVWP,5.3518e-01,,2.2087e-12,3.3891e-01,4.4735e-79,7.6259e-01,2.4953e-15,1.4415e-11,4.1239e-06
+DCC_joint,9.8609e-10,2.2087e-12,,1.6665e-07,4.0757e-109,3.4700e-11,6.9608e-02,2.0225e-36,9.9608e-05
+SW_cross_validated,7.0731e-01,3.3891e-01,1.6665e-07,,4.3801e-69,4.9605e-01,2.8103e-10,1.0590e-11,5.8092e-03
+SW_15,2.2030e-76,4.4735e-79,4.0757e-109,4.3801e-69,,1.7894e-78,8.3958e-102,1.5269e-45,2.3184e-117
+SW_30,7.4678e-01,7.6259e-01,3.4700e-11,4.9605e-01,1.7894e-78,,3.7286e-14,4.7196e-12,3.3424e-05
+SW_60,1.1045e-12,2.4953e-15,6.9608e-02,2.8103e-10,8.3958e-102,3.7286e-14,,1.8150e-37,1.0915e-07
+SW_120,2.5736e-12,1.4415e-11,2.0225e-36,1.0590e-11,1.5269e-45,4.7196e-12,1.8150e-37,,4.9231e-31
+sFC,3.2761e-04,4.1239e-06,9.9608e-05,5.8092e-03,2.3184e-117,3.3424e-05,1.0915e-07,4.9231e-31,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/checkerboard_between_method_performance_T.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/checkerboard_between_method_performance_T.csv
deleted file mode 100644
index 5e1ec0bd..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/checkerboard_between_method_performance_T.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.62,-6.26,-0.38,23.30,0.32,-7.35,7.22,-3.62
-SVWP,0.62,,-7.25,-0.96,23.94,-0.30,-8.24,6.96,-4.67
-DCC_joint,-6.26,-7.25,,5.33,31.24,6.82,-1.82,13.98,3.93
-SW_cross_validated,-0.38,-0.96,5.33,,21.61,0.68,-6.47,7.01,-2.77
-SW_15,23.30,23.94,31.24,21.61,,-23.79,-29.40,-16.16,-33.36
-SW_30,0.32,-0.30,6.82,0.68,-23.79,,-7.86,7.13,-4.20
-SW_60,-7.35,-8.24,-1.82,-6.47,-29.40,-7.86,,14.24,5.41
-SW_120,7.22,6.96,13.98,7.01,-16.16,7.13,14.24,,-12.64
-sFC,-3.62,-4.67,3.93,-2.77,-33.36,-4.20,5.41,-12.64,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/checkerboard_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/checkerboard_between_method_performance_cohen_d.csv
deleted file mode 100644
index d7d25fc4..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/checkerboard_between_method_performance_cohen_d.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.06,0.63,0.04,2.33,0.03,0.74,0.72,0.36
-SVWP,0.06,,0.72,0.10,2.39,0.03,0.82,0.70,0.47
-DCC_joint,0.63,0.72,,0.53,3.12,0.68,0.18,1.40,0.39
-SW_cross_validated,0.04,0.10,0.53,,2.16,0.07,0.65,0.70,0.28
-SW_15,2.33,2.39,3.12,2.16,,2.38,2.94,1.62,3.34
-SW_30,0.03,0.03,0.68,0.07,2.38,,0.79,0.71,0.42
-SW_60,0.74,0.82,0.18,0.65,2.94,0.79,,1.42,0.54
-SW_120,0.72,0.70,1.40,0.70,1.62,0.71,1.42,,1.26
-sFC,0.36,0.47,0.39,0.28,3.34,0.42,0.54,1.26,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/checkerboard_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/checkerboard_between_method_performance_ptests.csv
deleted file mode 100644
index 38e90496..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/checkerboard_between_method_performance_ptests.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,-,1.,0.0000,1.,0.0000,1.,0.0000,0.0000,0.0119
-SVWP,-0.6197,-,0.0000,1.,0.0000,1.,0.0000,0.0000,0.0001
-DCC_joint,6.2603,7.2498,-,0.0000,0.0000,0.0000,1.,0.0000,0.0036
-SW_cross_validated,0.3758,0.957,-5.3279,-,0.0000,1.,0.0000,0.0000,0.2091
-SW_15,-23.2971,-23.942,-31.2366,-21.611,-,0.0000,0.0000,0.0000,0.0000
-SW_30,-0.3228,0.3016,-6.8165,-0.6813,23.7929,-,0.0000,0.0000,0.0012
-SW_60,7.3526,8.2423,1.8194,6.4742,29.4002,7.8562,-,0.0000,0.0000
-SW_120,-7.2228,-6.9592,-13.9823,-7.0051,16.1639,-7.1313,-14.2374,-,0.0000
-sFC,3.6228,4.671,-3.9314,2.7734,33.3631,4.1967,-5.4098,12.6427,-
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/checkerboard_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/checkerboard_between_method_performance_pvals.csv
deleted file mode 100644
index 6849ed49..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/checkerboard_between_method_performance_pvals.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.5358,0.0000,0.7073,0.0000,0.7470,0.0000,0.0000,0.0003
-SVWP,0.5358,,0.0000,0.3392,0.0000,0.7631,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0696,0.0000,0.0001
-SW_cross_validated,0.7073,0.3392,0.0000,,0.0000,0.4960,0.0000,0.0000,0.0058
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.7470,0.7631,0.0000,0.4960,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0696,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0003,0.0000,0.0001,0.0058,0.0000,0.0000,0.0000,0.0000,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index 9a9cdf9c..f3d9dae6 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.4143,0.0000,0.0000,0.0000,0.0000,0.0000,0.0008,0.0000
-SVWP,0.4143,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0002,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0008,0.0000,0.0000,0.0002,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,4.1425e-01,1.9800e-50,5.3663e-10,2.4482e-148,1.2968e-83,1.2243e-28,8.3937e-04,8.9071e-34
+SVWP,4.1425e-01,,2.0620e-58,7.6622e-13,1.9762e-159,1.6675e-93,4.6172e-35,1.1353e-05,2.3694e-32
+DCC_joint,1.9800e-50,2.0620e-58,,8.3148e-21,1.5806e-116,4.4572e-20,5.6839e-13,1.6620e-47,2.1744e-133
+SW_cross_validated,5.3663e-10,7.6622e-13,8.3148e-21,,5.1980e-122,4.7908e-51,1.1952e-05,1.5490e-04,4.4351e-65
+SW_15,2.4482e-148,1.9762e-159,1.5806e-116,5.1980e-122,,5.0716e-84,3.6303e-150,2.8638e-166,8.0681e-226
+SW_30,1.2968e-83,1.6675e-93,4.4572e-20,4.7908e-51,5.0716e-84,,2.3988e-53,8.2856e-89,1.3389e-168
+SW_60,1.2243e-28,4.6172e-35,5.6839e-13,1.1952e-05,3.6303e-150,2.3988e-53,,5.0067e-22,1.9408e-111
+SW_120,8.3937e-04,1.1353e-05,1.6620e-47,1.5490e-04,2.8638e-166,8.2856e-89,5.0067e-22,,1.7203e-60
+sFC,8.9071e-34,2.3694e-32,2.1744e-133,4.4351e-65,8.0681e-226,1.3389e-168,1.9408e-111,1.7203e-60,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index a697a10c..62fcccfd 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.5936,0.1427,0.0000,0.0000,0.0000,0.0000,0.0000,0.6909
-SVWP,0.5936,,0.3972,0.0000,0.0000,0.0000,0.0000,0.0000,0.8354
-DCC_joint,0.1427,0.3972,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1979
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.1206,0.0008,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.1206,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0008,0.0000,0.0000,0.0000,,0.0000
-sFC,0.6909,0.8354,0.1979,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,5.9356e-01,1.4266e-01,2.4799e-44,1.9855e-156,8.2179e-94,2.0852e-58,9.9960e-36,6.9092e-01
+SVWP,5.9356e-01,,3.9718e-01,8.8247e-48,1.2876e-161,8.4218e-99,9.4387e-63,3.4651e-39,8.3536e-01
+DCC_joint,1.4266e-01,3.9718e-01,,2.9900e-69,7.7900e-219,8.2761e-145,1.1186e-96,1.5037e-61,1.9789e-01
+SW_cross_validated,2.4799e-44,8.8247e-48,2.9900e-69,,1.0535e-102,2.5490e-22,1.2059e-01,7.9578e-04,3.3206e-58
+SW_15,1.9855e-156,1.2876e-161,7.7900e-219,1.0535e-102,,8.5330e-92,9.7032e-127,6.3966e-134,1.6471e-195
+SW_30,8.2179e-94,8.4218e-99,8.2761e-145,2.5490e-22,8.5330e-92,,1.9657e-24,6.0910e-44,2.1680e-124
+SW_60,2.0852e-58,9.4387e-63,1.1186e-96,1.2059e-01,9.7032e-127,1.9657e-24,,2.1189e-08,3.1861e-80
+SW_120,9.9960e-36,3.4651e-39,1.5037e-61,7.9578e-04,6.3966e-134,6.0910e-44,2.1189e-08,,1.4212e-49
+sFC,6.9092e-01,8.3536e-01,1.9789e-01,3.3206e-58,1.6471e-195,2.1680e-124,3.1861e-80,1.4212e-49,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index e3b1447a..94053152 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.4522,0.0000,0.0008,0.0000,0.0000,0.0757,0.3791,0.0000
-SVWP,0.4522,,0.0000,0.0000,0.0000,0.0000,0.0083,0.9148,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0008,0.0000,0.0000,,0.0000,0.0000,0.0435,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0757,0.0083,0.0000,0.0435,0.0000,0.0000,,0.0043,0.0000
-SW_120,0.3791,0.9148,0.0000,0.0000,0.0000,0.0000,0.0043,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,4.5222e-01,1.9955e-25,7.9840e-04,4.8376e-125,3.7807e-45,7.5711e-02,3.7911e-01,1.5996e-195
+SVWP,4.5222e-01,,2.6273e-29,3.7699e-05,2.8443e-130,4.6035e-50,8.2951e-03,9.1479e-01,6.3025e-201
+DCC_joint,1.9955e-25,2.6273e-29,,1.2687e-12,5.4222e-106,5.2134e-08,3.8861e-25,9.5232e-32,1.3288e-208
+SW_cross_validated,7.9840e-04,3.7699e-05,1.2687e-12,,1.7936e-110,8.1383e-29,4.3493e-02,1.3998e-05,1.1456e-184
+SW_15,4.8376e-125,2.8443e-130,5.4222e-106,1.7936e-110,,1.1001e-93,4.3539e-144,8.4675e-137,7.8303e-106
+SW_30,3.7807e-45,4.6035e-50,5.2134e-08,8.1383e-29,1.1001e-93,,6.7831e-50,5.1983e-54,1.4281e-214
+SW_60,7.5711e-02,8.2951e-03,3.8861e-25,4.3493e-02,4.3539e-144,6.7831e-50,,4.2597e-03,2.3239e-230
+SW_120,3.7911e-01,9.1479e-01,9.5232e-32,1.3998e-05,8.4675e-137,5.1983e-54,4.2597e-03,,3.5554e-210
+sFC,1.5996e-195,6.3025e-201,1.3288e-208,1.1456e-184,7.8303e-106,1.4281e-214,2.3239e-230,3.5554e-210,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index 15d24bae..0c0d6dc4 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0051,0.0000,0.0132,0.0000,0.0983,0.0000,0.0000,0.0000
-SVWP,0.0051,,0.0003,0.3873,0.0000,0.0590,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0003,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0132,0.3873,0.0000,,0.0000,0.1939,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0983,0.0590,0.0000,0.1939,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,5.0711e-03,2.1133e-17,1.3161e-02,1.7662e-72,9.8297e-02,6.5494e-07,7.4359e-108,1.2967e-149
+SVWP,5.0711e-03,,3.0091e-04,3.8727e-01,7.9478e-37,5.8955e-02,4.9330e-12,2.1092e-64,6.4838e-96
+DCC_joint,2.1133e-17,3.0091e-04,,3.3579e-10,5.2600e-63,2.1850e-21,1.3865e-51,2.1459e-117,1.8923e-195
+SW_cross_validated,1.3161e-02,3.8727e-01,3.3579e-10,,7.9937e-67,1.9392e-01,2.7638e-15,1.1693e-105,1.0454e-152
+SW_15,1.7662e-72,7.9478e-37,5.2600e-63,7.9937e-67,,1.2659e-100,5.9535e-120,2.6866e-31,2.7236e-111
+SW_30,9.8297e-02,5.8955e-02,2.1850e-21,1.9392e-01,1.2659e-100,,3.9142e-16,5.4584e-147,3.0268e-213
+SW_60,6.5494e-07,4.9330e-12,1.3865e-51,2.7638e-15,5.9535e-120,3.9142e-16,,2.1018e-157,5.7497e-208
+SW_120,7.4359e-108,2.1092e-64,2.1459e-117,1.1693e-105,2.6866e-31,5.4584e-147,2.1018e-157,,2.9511e-46
+sFC,1.2967e-149,6.4838e-96,1.8923e-195,1.0454e-152,2.7236e-111,3.0268e-213,5.7497e-208,2.9511e-46,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index 0a5b1328..e37174be 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.6055,0.0799,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.6055,,0.0147,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0799,0.0147,,0.0000,0.0000,0.0000,0.0000,0.0001,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.1272,0.0020,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.1272,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0001,0.0020,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,6.0547e-01,7.9892e-02,1.7678e-13,8.1555e-135,1.7915e-54,1.4666e-19,4.0987e-07,7.9559e-15
+SVWP,6.0547e-01,,1.4745e-02,3.1857e-16,6.2913e-146,6.6771e-62,2.3136e-23,4.2674e-09,1.5881e-14
+DCC_joint,7.9892e-02,1.4745e-02,,2.4665e-11,2.3637e-154,5.8121e-60,4.1358e-18,7.3435e-05,1.5254e-28
+SW_cross_validated,1.7678e-13,3.1857e-16,2.4665e-11,,2.8103e-106,1.4397e-21,1.2717e-01,2.0205e-03,2.3060e-52
+SW_15,8.1555e-135,6.2913e-146,2.3637e-154,2.8103e-106,,1.5279e-78,8.3285e-110,4.9402e-133,2.4074e-207
+SW_30,1.7915e-54,6.6771e-62,5.8121e-60,1.4397e-21,1.5279e-78,,2.4195e-18,3.0863e-39,3.2610e-119
+SW_60,1.4666e-19,2.3136e-23,4.1358e-18,1.2717e-01,8.3285e-110,2.4195e-18,,9.1887e-07,2.9784e-67
+SW_120,4.0987e-07,4.2674e-09,7.3435e-05,2.0205e-03,4.9402e-133,3.0863e-39,9.1887e-07,,3.2775e-44
+sFC,7.9559e-15,1.5881e-14,1.5254e-28,2.3060e-52,2.4074e-207,3.2610e-119,2.9784e-67,3.2775e-44,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index dc39f746..dd1d1eda 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.3621,0.0000,0.0132,0.0000,0.0000,0.7854,0.0129,0.0000
-SVWP,0.3621,,0.0000,0.0006,0.0000,0.0000,0.1856,0.1246,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0468,0.0000,0.0000,0.0000
-SW_cross_validated,0.0132,0.0006,0.0000,,0.0000,0.0000,0.0105,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0468,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.7854,0.1856,0.0000,0.0105,0.0000,0.0000,,0.0011,0.0000
-SW_120,0.0129,0.1246,0.0000,0.0000,0.0000,0.0000,0.0011,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,3.6210e-01,2.1641e-46,1.3202e-02,3.7943e-129,1.2053e-37,7.8540e-01,1.2856e-02,1.9902e-236
+SVWP,3.6210e-01,,8.3388e-53,5.7707e-04,8.5852e-137,1.8736e-43,1.8560e-01,1.2462e-01,2.3662e-245
+DCC_joint,2.1641e-46,8.3388e-53,,7.5172e-36,1.5768e-78,4.6785e-02,1.2480e-58,1.0629e-70,4.2070e-232
+SW_cross_validated,1.3202e-02,5.7707e-04,7.5172e-36,,3.6379e-121,1.1434e-27,1.0494e-02,1.5456e-07,1.1134e-233
+SW_15,3.7943e-129,8.5852e-137,1.5768e-78,3.6379e-121,,1.2205e-83,4.1241e-154,3.7270e-161,1.2242e-159
+SW_30,1.2053e-37,1.8736e-43,4.6785e-02,1.1434e-27,1.2205e-83,,3.1940e-47,3.4321e-59,1.2577e-228
+SW_60,7.8540e-01,1.8560e-01,1.2480e-58,1.0494e-02,4.1241e-154,3.1940e-47,,1.1429e-03,4.8936e-281
+SW_120,1.2856e-02,1.2462e-01,1.0629e-70,1.5456e-07,3.7270e-161,3.4321e-59,1.1429e-03,,5.3642e-281
+sFC,1.9902e-236,2.3662e-245,4.2070e-232,1.1134e-233,1.2242e-159,1.2577e-228,4.8936e-281,5.3642e-281,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 3a576d98..ce4d4f92 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.5373,0.0000,0.7076,0.0000,0.7466,0.0000,0.0000,0.0003
-SVWP,0.5373,,0.0000,0.3404,0.0000,0.7652,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0696,0.0000,0.0001
-SW_cross_validated,0.7076,0.3404,0.0000,,0.0000,0.4960,0.0000,0.0000,0.0058
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.7466,0.7652,0.0000,0.4960,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0696,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0003,0.0000,0.0001,0.0058,0.0000,0.0000,0.0000,0.0000,
+VWP,,5.3729e-01,1.0020e-09,7.0762e-01,2.4056e-76,7.4662e-01,1.1232e-12,2.6126e-12,3.3041e-04
+SVWP,5.3729e-01,,2.2559e-12,3.4043e-01,4.2825e-79,7.6520e-01,2.5469e-15,1.4087e-11,4.1992e-06
+DCC_joint,1.0020e-09,2.2559e-12,,1.6665e-07,4.0757e-109,3.4700e-11,6.9608e-02,2.0225e-36,9.9608e-05
+SW_cross_validated,7.0762e-01,3.4043e-01,1.6665e-07,,4.3801e-69,4.9605e-01,2.8103e-10,1.0590e-11,5.8092e-03
+SW_15,2.4056e-76,4.2825e-79,4.0757e-109,4.3801e-69,,1.7894e-78,8.3958e-102,1.5269e-45,2.3184e-117
+SW_30,7.4662e-01,7.6520e-01,3.4700e-11,4.9605e-01,1.7894e-78,,3.7286e-14,4.7196e-12,3.3424e-05
+SW_60,1.1232e-12,2.5469e-15,6.9608e-02,2.8103e-10,8.3958e-102,3.7286e-14,,1.8150e-37,1.0915e-07
+SW_120,2.6126e-12,1.4087e-11,2.0225e-36,1.0590e-11,1.5269e-45,4.7196e-12,1.8150e-37,,4.9231e-31
+sFC,3.3041e-04,4.1992e-06,9.9608e-05,5.8092e-03,2.3184e-117,3.3424e-05,1.0915e-07,4.9231e-31,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_T.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_T.csv
deleted file mode 100644
index 5f646394..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_T.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.64,-6.24,-0.36,23.30,0.34,-7.34,7.23,-3.60
-SVWP,0.64,,-7.26,-0.96,23.94,-0.31,-8.25,6.95,-4.68
-DCC_joint,-6.24,-7.26,,5.33,31.24,6.82,-1.82,13.98,3.93
-SW_cross_validated,-0.36,-0.96,5.33,,21.61,0.68,-6.47,7.01,-2.77
-SW_15,23.30,23.94,31.24,21.61,,-23.79,-29.40,-16.16,-33.36
-SW_30,0.34,-0.31,6.82,0.68,-23.79,,-7.86,7.13,-4.20
-SW_60,-7.34,-8.25,-1.82,-6.47,-29.40,-7.86,,14.24,5.41
-SW_120,7.23,6.95,13.98,7.01,-16.16,7.13,14.24,,-12.64
-sFC,-3.60,-4.68,3.93,-2.77,-33.36,-4.20,5.41,-12.64,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
deleted file mode 100644
index dac55468..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.06,0.62,0.04,2.33,0.03,0.73,0.72,0.36
-SVWP,0.06,,0.73,0.10,2.39,0.03,0.83,0.70,0.47
-DCC_joint,0.62,0.73,,0.53,3.12,0.68,0.18,1.40,0.39
-SW_cross_validated,0.04,0.10,0.53,,2.16,0.07,0.65,0.70,0.28
-SW_15,2.33,2.39,3.12,2.16,,2.38,2.94,1.62,3.34
-SW_30,0.03,0.03,0.68,0.07,2.38,,0.79,0.71,0.42
-SW_60,0.73,0.83,0.18,0.65,2.94,0.79,,1.42,0.54
-SW_120,0.72,0.70,1.40,0.70,1.62,0.71,1.42,,1.26
-sFC,0.36,0.47,0.39,0.28,3.34,0.42,0.54,1.26,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
deleted file mode 100644
index 51a20751..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,-,1.,0.0000,1.,0.0000,1.,0.0000,0.0000,0.0127
-SVWP,-0.6407,-,0.0000,1.,0.0000,1.,0.0000,0.0000,0.0001
-DCC_joint,6.2434,7.2591,-,0.0000,0.0000,0.0000,1.,0.0000,0.0036
-SW_cross_validated,0.3642,0.9646,-5.3279,-,0.0000,1.,0.0000,0.0000,0.2091
-SW_15,-23.2959,-23.9352,-31.2366,-21.611,-,0.0000,0.0000,0.0000,0.0000
-SW_30,-0.3355,0.3102,-6.8165,-0.6813,23.7929,-,0.0000,0.0000,0.0012
-SW_60,7.3374,8.2506,1.8194,6.4742,29.4002,7.8562,-,0.0000,0.0000
-SW_120,-7.2313,-6.9513,-13.9823,-7.0051,16.1639,-7.1313,-14.2374,-,0.0000
-sFC,3.6046,4.6819,-3.9314,2.7734,33.3631,4.1967,-5.4098,12.6427,-
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
deleted file mode 100644
index 9fec5f37..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.5221,0.0000,0.7159,0.0000,0.7374,0.0000,0.0000,0.0004
-SVWP,0.5221,,0.0000,0.3353,0.0000,0.7566,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0696,0.0000,0.0001
-SW_cross_validated,0.7159,0.3353,0.0000,,0.0000,0.4960,0.0000,0.0000,0.0058
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.7374,0.7566,0.0000,0.4960,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0696,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0004,0.0000,0.0001,0.0058,0.0000,0.0000,0.0000,0.0000,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index 1ac5730b..ee09b49a 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.4119,0.0000,0.0000,0.0000,0.0000,0.0000,0.0008,0.0000
-SVWP,0.4119,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0002,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0008,0.0000,0.0000,0.0002,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,4.1189e-01,2.0183e-50,5.4027e-10,2.5140e-148,1.3279e-83,1.2431e-28,8.4287e-04,8.8690e-34
+SVWP,4.1189e-01,,1.6419e-58,7.2703e-13,1.3108e-159,1.2109e-93,3.9135e-35,1.1003e-05,2.1922e-32
+DCC_joint,2.0183e-50,1.6419e-58,,8.3148e-21,1.5806e-116,4.4572e-20,5.6839e-13,1.6620e-47,2.1744e-133
+SW_cross_validated,5.4027e-10,7.2703e-13,8.3148e-21,,5.1980e-122,4.7908e-51,1.1952e-05,1.5490e-04,4.4351e-65
+SW_15,2.5140e-148,1.3108e-159,1.5806e-116,5.1980e-122,,5.0716e-84,3.6303e-150,2.8638e-166,8.0681e-226
+SW_30,1.3279e-83,1.2109e-93,4.4572e-20,4.7908e-51,5.0716e-84,,2.3988e-53,8.2856e-89,1.3389e-168
+SW_60,1.2431e-28,3.9135e-35,5.6839e-13,1.1952e-05,3.6303e-150,2.3988e-53,,5.0067e-22,1.9408e-111
+SW_120,8.4287e-04,1.1003e-05,1.6620e-47,1.5490e-04,2.8638e-166,8.2856e-89,5.0067e-22,,1.7203e-60
+sFC,8.8690e-34,2.1922e-32,2.1744e-133,4.4351e-65,8.0681e-226,1.3389e-168,1.9408e-111,1.7203e-60,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 1beb484d..311188e9 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.5969,0.1437,0.0000,0.0000,0.0000,0.0000,0.0000,0.6937
-SVWP,0.5969,,0.3965,0.0000,0.0000,0.0000,0.0000,0.0000,0.8366
-DCC_joint,0.1437,0.3965,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1979
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.1206,0.0008,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.1206,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0008,0.0000,0.0000,0.0000,,0.0000
-sFC,0.6937,0.8366,0.1979,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,5.9688e-01,1.4366e-01,2.3004e-44,1.7063e-156,7.2210e-94,1.8836e-58,9.2879e-36,6.9374e-01
+SVWP,5.9688e-01,,3.9649e-01,9.4056e-48,1.5111e-161,9.5619e-99,1.0360e-62,3.6874e-39,8.3656e-01
+DCC_joint,1.4366e-01,3.9649e-01,,2.9900e-69,7.7900e-219,8.2761e-145,1.1186e-96,1.5037e-61,1.9789e-01
+SW_cross_validated,2.3004e-44,9.4056e-48,2.9900e-69,,1.0535e-102,2.5490e-22,1.2059e-01,7.9578e-04,3.3206e-58
+SW_15,1.7063e-156,1.5111e-161,7.7900e-219,1.0535e-102,,8.5330e-92,9.7032e-127,6.3966e-134,1.6471e-195
+SW_30,7.2210e-94,9.5619e-99,8.2761e-145,2.5490e-22,8.5330e-92,,1.9657e-24,6.0910e-44,2.1680e-124
+SW_60,1.8836e-58,1.0360e-62,1.1186e-96,1.2059e-01,9.7032e-127,1.9657e-24,,2.1189e-08,3.1861e-80
+SW_120,9.2879e-36,3.6874e-39,1.5037e-61,7.9578e-04,6.3966e-134,6.0910e-44,2.1189e-08,,1.4212e-49
+sFC,6.9374e-01,8.3656e-01,1.9789e-01,3.3206e-58,1.6471e-195,2.1680e-124,3.1861e-80,1.4212e-49,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index b25c866b..4e59ae66 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.4516,0.0000,0.0008,0.0000,0.0000,0.0757,0.3798,0.0000
-SVWP,0.4516,,0.0000,0.0000,0.0000,0.0000,0.0082,0.9165,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0008,0.0000,0.0000,,0.0000,0.0000,0.0435,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0757,0.0082,0.0000,0.0435,0.0000,0.0000,,0.0043,0.0000
-SW_120,0.3798,0.9165,0.0000,0.0000,0.0000,0.0000,0.0043,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,4.5159e-01,2.1033e-25,8.0057e-04,5.9410e-125,4.1804e-45,7.5731e-02,3.7981e-01,2.1721e-195
+SVWP,4.5159e-01,,2.4772e-29,3.7207e-05,2.4748e-130,4.2081e-50,8.2187e-03,9.1646e-01,5.2192e-201
+DCC_joint,2.1033e-25,2.4772e-29,,1.2687e-12,5.4222e-106,5.2134e-08,3.8861e-25,9.5232e-32,1.3288e-208
+SW_cross_validated,8.0057e-04,3.7207e-05,1.2687e-12,,1.7936e-110,8.1383e-29,4.3493e-02,1.3998e-05,1.1456e-184
+SW_15,5.9410e-125,2.4748e-130,5.4222e-106,1.7936e-110,,1.1001e-93,4.3539e-144,8.4675e-137,7.8303e-106
+SW_30,4.1804e-45,4.2081e-50,5.2134e-08,8.1383e-29,1.1001e-93,,6.7831e-50,5.1983e-54,1.4281e-214
+SW_60,7.5731e-02,8.2187e-03,3.8861e-25,4.3493e-02,4.3539e-144,6.7831e-50,,4.2597e-03,2.3239e-230
+SW_120,3.7981e-01,9.1646e-01,9.5232e-32,1.3998e-05,8.4675e-137,5.1983e-54,4.2597e-03,,3.5554e-210
+sFC,2.1721e-195,5.2192e-201,1.3288e-208,1.1456e-184,7.8303e-106,1.4281e-214,2.3239e-230,3.5554e-210,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 6adcd4e0..e05ac905 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0049,0.0000,0.0129,0.0000,0.0966,0.0000,0.0000,0.0000
-SVWP,0.0049,,0.0003,0.3840,0.0000,0.0580,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0003,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0129,0.3840,0.0000,,0.0000,0.1939,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0966,0.0580,0.0000,0.1939,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,4.8834e-03,1.9706e-17,1.2899e-02,1.5860e-72,9.6634e-02,6.7814e-07,6.6690e-108,1.1555e-149
+SVWP,4.8834e-03,,3.0587e-04,3.8398e-01,7.8551e-37,5.8009e-02,4.6484e-12,2.0100e-64,5.8896e-96
+DCC_joint,1.9706e-17,3.0587e-04,,3.3579e-10,5.2600e-63,2.1850e-21,1.3865e-51,2.1459e-117,1.8923e-195
+SW_cross_validated,1.2899e-02,3.8398e-01,3.3579e-10,,7.9937e-67,1.9392e-01,2.7638e-15,1.1693e-105,1.0454e-152
+SW_15,1.5860e-72,7.8551e-37,5.2600e-63,7.9937e-67,,1.2659e-100,5.9535e-120,2.6866e-31,2.7236e-111
+SW_30,9.6634e-02,5.8009e-02,2.1850e-21,1.9392e-01,1.2659e-100,,3.9142e-16,5.4584e-147,3.0268e-213
+SW_60,6.7814e-07,4.6484e-12,1.3865e-51,2.7638e-15,5.9535e-120,3.9142e-16,,2.1018e-157,5.7497e-208
+SW_120,6.6690e-108,2.0100e-64,2.1459e-117,1.1693e-105,2.6866e-31,5.4584e-147,2.1018e-157,,2.9511e-46
+sFC,1.1555e-149,5.8896e-96,1.8923e-195,1.0454e-152,2.7236e-111,3.0268e-213,5.7497e-208,2.9511e-46,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 13993810..a78df8cb 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.6003,0.0807,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.6003,,0.0146,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0807,0.0146,,0.0000,0.0000,0.0000,0.0000,0.0001,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.1272,0.0020,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.1272,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0001,0.0020,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,6.0028e-01,8.0713e-02,1.8210e-13,8.5161e-135,1.8820e-54,1.5209e-19,4.1954e-07,7.6786e-15
+SVWP,6.0028e-01,,1.4603e-02,3.1099e-16,6.0627e-146,6.4155e-62,2.2460e-23,4.1836e-09,1.6281e-14
+DCC_joint,8.0713e-02,1.4603e-02,,2.4665e-11,2.3637e-154,5.8121e-60,4.1358e-18,7.3435e-05,1.5254e-28
+SW_cross_validated,1.8210e-13,3.1099e-16,2.4665e-11,,2.8103e-106,1.4397e-21,1.2717e-01,2.0205e-03,2.3060e-52
+SW_15,8.5161e-135,6.0627e-146,2.3637e-154,2.8103e-106,,1.5279e-78,8.3285e-110,4.9402e-133,2.4074e-207
+SW_30,1.8820e-54,6.4155e-62,5.8121e-60,1.4397e-21,1.5279e-78,,2.4195e-18,3.0863e-39,3.2610e-119
+SW_60,1.5209e-19,2.2460e-23,4.1358e-18,1.2717e-01,8.3285e-110,2.4195e-18,,9.1887e-07,2.9784e-67
+SW_120,4.1954e-07,4.1836e-09,7.3435e-05,2.0205e-03,4.9402e-133,3.0863e-39,9.1887e-07,,3.2775e-44
+sFC,7.6786e-15,1.6281e-14,1.5254e-28,2.3060e-52,2.4074e-207,3.2610e-119,2.9784e-67,3.2775e-44,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 78b47f26..f8e157b8 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.3596,0.0000,0.0132,0.0000,0.0000,0.7858,0.0128,0.0000
-SVWP,0.3596,,0.0000,0.0006,0.0000,0.0000,0.1841,0.1256,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0468,0.0000,0.0000,0.0000
-SW_cross_validated,0.0132,0.0006,0.0000,,0.0000,0.0000,0.0105,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0468,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.7858,0.1841,0.0000,0.0105,0.0000,0.0000,,0.0011,0.0000
-SW_120,0.0128,0.1256,0.0000,0.0000,0.0000,0.0000,0.0011,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,3.5961e-01,2.0583e-46,1.3198e-02,3.4055e-129,1.1588e-37,7.8583e-01,1.2802e-02,1.6576e-236
+SVWP,3.5961e-01,,7.7492e-53,5.6816e-04,7.8247e-137,1.7544e-43,1.8410e-01,1.2560e-01,2.1031e-245
+DCC_joint,2.0583e-46,7.7492e-53,,7.5172e-36,1.5768e-78,4.6785e-02,1.2480e-58,1.0629e-70,4.2070e-232
+SW_cross_validated,1.3198e-02,5.6816e-04,7.5172e-36,,3.6379e-121,1.1434e-27,1.0494e-02,1.5456e-07,1.1134e-233
+SW_15,3.4055e-129,7.8247e-137,1.5768e-78,3.6379e-121,,1.2205e-83,4.1241e-154,3.7270e-161,1.2242e-159
+SW_30,1.1588e-37,1.7544e-43,4.6785e-02,1.1434e-27,1.2205e-83,,3.1940e-47,3.4321e-59,1.2577e-228
+SW_60,7.8583e-01,1.8410e-01,1.2480e-58,1.0494e-02,4.1241e-154,3.1940e-47,,1.1429e-03,4.8936e-281
+SW_120,1.2802e-02,1.2560e-01,1.0629e-70,1.5456e-07,3.7270e-161,3.4321e-59,1.1429e-03,,5.3642e-281
+sFC,1.6576e-236,2.1031e-245,4.2070e-232,1.1134e-233,1.2242e-159,1.2577e-228,4.8936e-281,5.3642e-281,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index 57d9bedb..bfe77bf3 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.9812,0.0000,0.0002,0.0000,0.0000,0.0000,0.8338,0.0000
-SVWP,0.9812,,0.0000,0.0002,0.0000,0.0000,0.0000,0.8490,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0001,0.0023,0.0000,0.0000,0.0000
-SW_cross_validated,0.0002,0.0002,0.0000,,0.0000,0.0000,0.0000,0.0000,0.4759
-SW_15,0.0000,0.0000,0.0001,0.0000,,0.0000,0.1859,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0023,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.1859,0.0000,,0.0000,0.0000
-SW_120,0.8338,0.8490,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.4759,0.0000,0.0000,0.0000,0.0000,
+VWP,,9.8118e-01,3.4742e-69,2.1719e-04,8.3896e-57,7.1104e-71,2.7604e-43,8.3378e-01,5.9325e-08
+SVWP,9.8118e-01,,7.1636e-74,1.5789e-04,1.3498e-60,5.6572e-75,1.2779e-45,8.4896e-01,1.6640e-08
+DCC_joint,3.4742e-69,7.1636e-74,,7.4031e-47,1.1559e-04,2.3103e-03,3.2119e-05,1.3015e-99,1.3157e-95
+SW_cross_validated,2.1719e-04,1.5789e-04,7.4031e-47,,9.2850e-36,4.9975e-50,7.6474e-26,4.6522e-05,4.7594e-01
+SW_15,8.3896e-57,1.3498e-60,1.1559e-04,9.2850e-36,,2.8406e-09,1.8591e-01,4.5998e-81,4.7481e-70
+SW_30,7.1104e-71,5.6572e-75,2.3103e-03,4.9975e-50,2.8406e-09,,4.1542e-09,5.7176e-96,1.0249e-87
+SW_60,2.7604e-43,1.2779e-45,3.2119e-05,7.6474e-26,1.8591e-01,4.1542e-09,,4.9720e-57,5.0581e-41
+SW_120,8.3378e-01,8.4896e-01,1.3015e-99,4.6522e-05,4.5998e-81,5.7176e-96,4.9720e-57,,1.3029e-11
+sFC,5.9325e-08,1.6640e-08,1.3157e-95,4.7594e-01,4.7481e-70,1.0249e-87,5.0581e-41,1.3029e-11,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index 38520b0d..6c4c3253 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.4354,0.0000,0.0000,0.0000,0.0000,0.0000,0.0042,0.0000
-SVWP,0.4354,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1163
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0239,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0239,0.0000,,0.0004,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0004,,0.1604,0.0000
-SW_120,0.0042,0.0001,0.0000,0.0000,0.0000,0.0000,0.1604,,0.0000
-sFC,0.0000,0.0000,0.1163,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,4.3537e-01,5.1948e-35,5.1887e-13,9.0931e-36,5.1744e-11,2.8158e-05,4.2296e-03,8.2315e-33
+SVWP,4.3537e-01,,4.2879e-34,1.7303e-16,7.5560e-44,5.3124e-15,9.3000e-08,1.0992e-04,1.4114e-31
+DCC_joint,5.1948e-35,4.2879e-34,,1.5997e-87,1.1019e-185,2.6544e-120,3.4283e-96,7.9408e-70,1.1626e-01
+SW_cross_validated,5.1887e-13,1.7303e-16,1.5997e-87,,2.5119e-07,2.3935e-02,1.8606e-06,4.9402e-08,1.9805e-76
+SW_15,9.0931e-36,7.5560e-44,1.1019e-185,2.5119e-07,,1.1345e-26,1.7112e-39,4.3608e-35,3.8683e-137
+SW_30,5.1744e-11,5.3124e-15,2.6544e-120,2.3935e-02,1.1345e-26,,4.0855e-04,9.0542e-06,2.4289e-92
+SW_60,2.8158e-05,9.3000e-08,3.4283e-96,1.8606e-06,1.7112e-39,4.0855e-04,,1.6042e-01,2.5866e-75
+SW_120,4.2296e-03,1.0992e-04,7.9408e-70,4.9402e-08,4.3608e-35,9.0542e-06,1.6042e-01,,8.9722e-59
+sFC,8.2315e-33,1.4114e-31,1.1626e-01,1.9805e-76,3.8683e-137,2.4289e-92,2.5866e-75,8.9722e-59,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index 64c71ff6..089d2114 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.5718,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.5671
-SVWP,0.5718,,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,0.9430
-DCC_joint,0.0000,0.0002,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0789,0.0137,0.0009,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0789,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0137,0.0000,,0.1371,0.0022,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0009,0.0000,0.1371,,0.0852,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0022,0.0852,,0.0000
-sFC,0.5671,0.9430,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,5.7182e-01,1.3243e-05,5.5934e-34,5.7652e-55,1.2138e-36,1.6008e-30,3.7523e-22,5.6715e-01
+SVWP,5.7182e-01,,1.8026e-04,2.3782e-37,2.0916e-60,3.8614e-41,1.8772e-34,3.1513e-25,9.4299e-01
+DCC_joint,1.3243e-05,1.8026e-04,,9.7913e-76,1.0540e-153,3.7115e-113,6.7765e-92,1.5009e-64,1.3462e-06
+SW_cross_validated,5.5934e-34,2.3782e-37,9.7913e-76,,7.8879e-02,1.3702e-02,8.8593e-04,1.2627e-05,9.1240e-47
+SW_15,5.7652e-55,2.0916e-60,1.0540e-153,7.8879e-02,,3.6465e-13,1.3939e-14,1.1444e-15,2.4131e-86
+SW_30,1.2138e-36,3.8614e-41,3.7115e-113,1.3702e-02,3.6465e-13,,1.3706e-01,2.1800e-03,7.8804e-59
+SW_60,1.6008e-30,1.8772e-34,6.7765e-92,8.8593e-04,1.3939e-14,1.3706e-01,,8.5226e-02,7.8002e-48
+SW_120,3.7523e-22,3.1513e-25,1.5009e-64,1.2627e-05,1.1444e-15,2.1800e-03,8.5226e-02,,2.6980e-33
+sFC,5.6715e-01,9.4299e-01,1.3462e-06,9.1240e-47,2.4131e-86,7.8804e-59,7.8002e-48,2.6980e-33,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index 162acc98..b3842be4 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.5556,0.0000,0.8286,0.0048,0.0001,0.0000,0.0000,0.0000
-SVWP,0.5556,,0.0000,0.4181,0.0003,0.0009,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.3473,0.0750,0.0000
-SW_cross_validated,0.8286,0.4181,0.0000,,0.0107,0.0000,0.0000,0.0000,0.0000
-SW_15,0.0048,0.0003,0.0000,0.0107,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0001,0.0009,0.0000,0.0000,0.0000,,0.0001,0.0465,0.0000
-SW_60,0.0000,0.0000,0.3473,0.0000,0.0000,0.0001,,0.3368,0.0000
-SW_120,0.0000,0.0000,0.0750,0.0000,0.0000,0.0465,0.3368,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,5.5556e-01,1.2479e-13,8.2855e-01,4.8361e-03,6.2347e-05,4.8642e-10,2.3535e-06,4.6586e-174
+SVWP,5.5556e-01,,9.7538e-12,4.1813e-01,2.9271e-04,9.0854e-04,1.7210e-08,3.0190e-05,6.7391e-179
+DCC_joint,1.2479e-13,9.7538e-12,,1.3054e-14,2.3799e-60,1.2826e-09,3.4729e-01,7.5041e-02,1.1858e-322
+SW_cross_validated,8.2855e-01,4.1813e-01,1.3054e-14,,1.0680e-02,1.7461e-05,8.5839e-11,7.3284e-07,4.1015e-174
+SW_15,4.8361e-03,2.9271e-04,2.3799e-60,1.0680e-02,,1.6503e-29,1.9672e-36,1.8435e-19,3.7444e-291
+SW_30,6.2347e-05,9.0854e-04,1.2826e-09,1.7461e-05,1.6503e-29,,8.9450e-05,4.6488e-02,4.8942e-298
+SW_60,4.8642e-10,1.7210e-08,3.4729e-01,8.5839e-11,1.9672e-36,8.9450e-05,,3.3677e-01,1.3490e-259
+SW_120,2.3535e-06,3.0190e-05,7.5041e-02,7.3284e-07,1.8435e-19,4.6488e-02,3.3677e-01,,4.0577e-204
+sFC,4.6586e-174,6.7391e-179,1.1858e-322,4.1015e-174,3.7444e-291,4.8942e-298,1.3490e-259,4.0577e-204,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index 9aca2fe0..65a96870 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0079,0.0000,0.3551,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.0079,,0.0000,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.3551,0.0003,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.3933,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.3933,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,7.9164e-03,8.4387e-13,3.5505e-01,1.4600e-20,1.1960e-44,1.1344e-19,4.1706e-83,3.9305e-125
+SVWP,7.9164e-03,,7.9291e-19,3.1888e-04,5.7809e-26,1.5122e-46,3.0135e-25,6.3043e-51,4.0701e-84
+DCC_joint,8.4387e-13,7.9291e-19,,3.1152e-12,2.9310e-06,6.0132e-44,6.7976e-06,2.4537e-194,8.2485e-287
+SW_cross_validated,3.5505e-01,3.1888e-04,3.1152e-12,,4.8449e-21,1.0158e-48,1.3784e-19,2.2826e-102,3.0324e-151
+SW_15,1.4600e-20,5.7809e-26,2.9310e-06,4.8449e-21,,3.3503e-24,3.9330e-01,1.0332e-199,9.2824e-284
+SW_30,1.1960e-44,1.5122e-46,6.0132e-44,1.0158e-48,3.3503e-24,,2.6782e-14,9.3259e-219,5.7588e-293
+SW_60,1.1344e-19,3.0135e-25,6.7976e-06,1.3784e-19,3.9330e-01,2.6782e-14,,1.0367e-169,1.5345e-228
+SW_120,4.1706e-83,6.3043e-51,2.4537e-194,2.2826e-102,1.0332e-199,9.3259e-219,1.0367e-169,,3.4421e-46
+sFC,3.9305e-125,4.0701e-84,8.2485e-287,3.0324e-151,9.2824e-284,5.7588e-293,1.5345e-228,3.4421e-46,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index e5221660..125423b8 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.5608,0.0000,0.0000,0.0000,0.6612,0.1078,0.0042,0.0000
-SVWP,0.5608,,0.0000,0.0000,0.0000,0.2282,0.0171,0.0002,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0046,0.0000,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0046,,0.0000,0.0001,0.0260,0.0000
-SW_30,0.6612,0.2282,0.0000,0.0000,0.0000,,0.1023,0.0008,0.0000
-SW_60,0.1078,0.0171,0.0000,0.0000,0.0001,0.1023,,0.1224,0.0000
-SW_120,0.0042,0.0002,0.0000,0.0000,0.0260,0.0008,0.1224,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,5.6084e-01,5.7636e-30,2.3605e-09,1.8771e-06,6.6123e-01,1.0780e-01,4.1712e-03,4.7386e-15
+SVWP,5.6084e-01,,5.1665e-31,7.7534e-12,4.6748e-09,2.2824e-01,1.7102e-02,1.9922e-04,1.4976e-14
+DCC_joint,5.7636e-30,5.1665e-31,,1.8712e-75,2.0247e-122,9.4638e-69,1.5693e-60,4.4176e-72,1.1183e-07
+SW_cross_validated,2.3605e-09,7.7534e-12,1.8712e-75,,4.5616e-03,9.9500e-13,7.4796e-08,3.6066e-05,1.6632e-48
+SW_15,1.8771e-06,4.6748e-09,2.0247e-122,4.5616e-03,,6.3411e-11,7.6521e-05,2.6047e-02,4.4832e-63
+SW_30,6.6123e-01,2.2824e-01,9.4638e-69,9.9500e-13,6.3411e-11,,1.0231e-01,7.5495e-04,4.7561e-30
+SW_60,1.0780e-01,1.7102e-02,1.5693e-60,7.4796e-08,7.6521e-05,1.0231e-01,,1.2238e-01,1.3138e-30
+SW_120,4.1712e-03,1.9922e-04,4.4176e-72,3.6066e-05,2.6047e-02,7.5495e-04,1.2238e-01,,1.5603e-38
+sFC,4.7386e-15,1.4976e-14,1.1183e-07,1.6632e-48,4.4832e-63,4.7561e-30,1.3138e-30,1.5603e-38,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index 6b0f468e..365a9438 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.5330,0.0000,0.0046,0.0528,0.0000,0.0000,0.0136,0.0000
-SVWP,0.5330,,0.0000,0.0004,0.2315,0.0000,0.0000,0.0700,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.1010,0.6886,0.0000,0.0000
-SW_cross_validated,0.0046,0.0004,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,0.0528,0.2315,0.0000,0.0000,,0.0000,0.0000,0.2973,0.0000
-SW_30,0.0000,0.0000,0.1010,0.0000,0.0000,,0.2864,0.0000,0.0000
-SW_60,0.0000,0.0000,0.6886,0.0000,0.0000,0.2864,,0.0000,0.0000
-SW_120,0.0136,0.0700,0.0000,0.0000,0.2973,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,5.3301e-01,2.9032e-13,4.5819e-03,5.2777e-02,3.1235e-15,1.0305e-12,1.3603e-02,8.9585e-209
+SVWP,5.3301e-01,,1.1197e-11,3.7015e-04,2.3151e-01,1.1919e-13,3.4033e-11,6.9977e-02,5.6732e-217
+DCC_joint,2.9032e-13,1.1197e-11,,1.2743e-30,7.1792e-20,1.0105e-01,6.8862e-01,4.7390e-10,0.0000e+00
+SW_cross_validated,4.5819e-03,3.7015e-04,1.2743e-30,,3.3141e-09,3.1255e-32,3.9303e-28,1.9147e-09,1.6912e-222
+SW_15,5.2777e-02,2.3151e-01,7.1792e-20,3.3141e-09,,1.9102e-21,1.9770e-16,2.9726e-01,0.0000e+00
+SW_30,3.1235e-15,1.1919e-13,1.0105e-01,3.1255e-32,1.9102e-21,,2.8640e-01,3.3237e-12,3.4585e-322
+SW_60,1.0305e-12,3.4033e-11,6.8862e-01,3.9303e-28,1.9770e-16,2.8640e-01,,2.7673e-09,1.4721e-311
+SW_120,1.3603e-02,6.9977e-02,4.7390e-10,1.9147e-09,2.9726e-01,3.3237e-12,2.7673e-09,,1.5920e-270
+sFC,8.9585e-209,5.6732e-217,0.0000e+00,1.6912e-222,0.0000e+00,3.4585e-322,1.4721e-311,1.5920e-270,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index f6105bbc..06beea22 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0076,0.0000,0.0001,0.0000,0.0000,0.0005,0.1795,0.0000
-SVWP,0.0076,,0.1096,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.1096,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0001,0.0000,0.0000,,0.0000,0.0000,0.2732,0.0001,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0005,0.0000,0.0000,0.2732,0.0000,0.0000,,0.0002,0.0000
-SW_120,0.1795,0.0000,0.0000,0.0001,0.0000,0.0000,0.0002,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,7.6343e-03,1.2924e-06,9.3404e-05,1.6757e-132,7.7519e-52,4.8681e-04,1.7954e-01,1.9434e-71
+SVWP,7.6343e-03,,1.0958e-01,2.9470e-12,1.4205e-150,2.2452e-70,4.6898e-12,1.2694e-06,1.8591e-59
+DCC_joint,1.2924e-06,1.0958e-01,,1.7868e-29,5.0511e-244,6.6280e-141,4.2634e-37,4.7293e-24,2.4903e-117
+SW_cross_validated,9.3404e-05,2.9470e-12,1.7868e-29,,7.4834e-157,1.4695e-51,2.7320e-01,6.3606e-05,1.6080e-131
+SW_15,1.6757e-132,1.4205e-150,5.0511e-244,7.4834e-157,,7.2814e-135,1.4423e-203,2.6836e-220,0.0000e+00
+SW_30,7.7519e-52,2.2452e-70,6.6280e-141,1.4695e-51,7.2814e-135,,3.0223e-80,1.5311e-100,8.1279e-260
+SW_60,4.8681e-04,4.6898e-12,4.2634e-37,2.7320e-01,1.4423e-203,3.0223e-80,,2.1618e-04,8.4098e-173
+SW_120,1.7954e-01,1.2694e-06,4.7293e-24,6.3606e-05,2.6836e-220,1.5311e-100,2.1618e-04,,4.8082e-166
+sFC,1.9434e-71,1.8591e-59,2.4903e-117,1.6080e-131,0.0000e+00,8.1279e-260,8.4098e-173,4.8082e-166,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_T.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_T.csv
deleted file mode 100644
index 994a96af..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_T.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,-2.68,-4.92,3.95,37.49,17.65,3.52,1.35,-22.18
-SVWP,-2.68,,-1.61,7.20,42.67,21.91,7.12,4.91,-19.41
-DCC_joint,-4.92,-1.61,,12.24,78.37,39.82,14.15,10.81,-33.35
-SW_cross_validated,3.95,7.20,12.24,,44.58,17.57,-1.10,-4.04,-37.17
-SW_15,37.49,42.67,78.37,44.58,,-38.11,-60.80,-67.61,-143.72
-SW_30,17.65,21.91,39.82,17.57,-38.11,,-24.21,-29.09,-86.33
-SW_60,3.52,7.12,14.15,-1.10,-60.80,-24.21,,-3.73,-49.71
-SW_120,1.35,4.91,10.81,-4.04,-67.61,-29.09,-3.73,,-47.49
-sFC,-22.18,-19.41,-33.35,-37.17,-143.72,-86.33,-49.71,-47.49,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
deleted file mode 100644
index f3e2784f..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.27,0.49,0.40,3.75,1.77,0.35,0.13,2.22
-SVWP,0.27,,0.16,0.72,4.27,2.19,0.71,0.49,1.94
-DCC_joint,0.49,0.16,,1.22,7.84,3.98,1.41,1.08,3.34
-SW_cross_validated,0.40,0.72,1.22,,4.46,1.76,0.11,0.40,3.72
-SW_15,3.75,4.27,7.84,4.46,,3.81,6.08,6.76,14.37
-SW_30,1.77,2.19,3.98,1.76,3.81,,2.42,2.91,8.63
-SW_60,0.35,0.71,1.41,0.11,6.08,2.42,,0.37,4.97
-SW_120,0.13,0.49,1.08,0.40,6.76,2.91,0.37,,4.75
-sFC,2.22,1.94,3.34,3.72,14.37,8.63,4.97,4.75,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
deleted file mode 100644
index 493545a1..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,-,0.2790,0.0000,0.0033,0.0000,0.0000,0.0173,1.,0.0000
-SVWP,2.6763,-,1.,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,4.9214,1.6138,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,-3.9506,-7.197,-12.2443,-,0.0000,0.0000,1.,0.0023,0.0000
-SW_15,-37.4873,-42.6703,-78.3654,-44.5831,-,0.0000,0.0000,0.0000,0.
-SW_30,-17.6511,-21.9055,-39.8231,-17.568,38.1055,-,0.0000,0.0000,0.0000
-SW_60,-3.5205,-7.1245,-14.1472,1.0972,60.8041,24.2084,-,0.0078,0.0000
-SW_120,-1.3458,-4.9115,-10.8091,4.0421,67.6135,29.0879,3.7337,-,0.0000
-sFC,22.1815,19.4082,33.355,37.1734,143.725,86.3253,49.7083,47.4894,-
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
deleted file mode 100644
index 6e29372c..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0078,0.0000,0.0001,0.0000,0.0000,0.0005,0.1791,0.0000
-SVWP,0.0078,,0.1074,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.1074,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0001,0.0000,0.0000,,0.0000,0.0000,0.2732,0.0001,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0005,0.0000,0.0000,0.2732,0.0000,0.0000,,0.0002,0.0000
-SW_120,0.1791,0.0000,0.0000,0.0001,0.0000,0.0000,0.0002,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index c1f31289..b51929cf 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.1009,0.0631,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.1009,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0631,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,1.0088e-01,6.3138e-02,5.9210e-16,5.5052e-153,1.4001e-89,1.0744e-31,1.7472e-07,3.9022e-89
+SVWP,1.0088e-01,,1.6174e-05,1.0153e-25,6.7610e-178,1.5671e-112,7.3596e-48,4.3318e-15,2.2287e-92
+DCC_joint,6.3138e-02,1.6174e-05,,1.3291e-23,1.3532e-265,7.8526e-176,2.4731e-70,3.0198e-10,7.5791e-178
+SW_cross_validated,5.9210e-16,1.0153e-25,1.3291e-23,,2.6884e-174,1.2317e-82,1.4918e-06,1.0172e-07,2.0219e-172
+SW_15,5.5052e-153,6.7610e-178,1.3532e-265,2.6884e-174,,1.8299e-143,5.7392e-225,1.1652e-237,0.0000e+00
+SW_30,1.4001e-89,1.5671e-112,7.8526e-176,1.2317e-82,1.8299e-143,,2.6286e-102,2.0916e-142,1.2338e-286
+SW_60,1.0744e-31,7.3596e-48,2.4731e-70,1.4918e-06,5.7392e-225,2.6286e-102,,1.5166e-35,8.7274e-234
+SW_120,1.7472e-07,4.3318e-15,3.0198e-10,1.0172e-07,1.1652e-237,2.0916e-142,1.5166e-35,,1.3258e-187
+sFC,3.9022e-89,2.2287e-92,7.5791e-178,2.0219e-172,0.0000e+00,1.2338e-286,8.7274e-234,1.3258e-187,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index 18956472..2cee2397 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.4223,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.4223,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,4.2230e-01,4.9313e-12,1.9310e-32,3.1757e-174,4.4617e-113,4.8190e-55,4.4569e-22,1.1381e-63
+SVWP,4.2230e-01,,9.8741e-17,5.1535e-39,1.2279e-188,2.5116e-126,2.1953e-65,2.0262e-28,7.1015e-65
+DCC_joint,4.9313e-12,9.8741e-17,,3.0435e-20,4.3179e-257,2.2864e-164,2.8400e-62,5.7244e-08,1.0750e-157
+SW_cross_validated,1.9310e-32,5.1535e-39,3.0435e-20,,6.9642e-162,2.3553e-72,8.2225e-06,3.7842e-07,2.7970e-153
+SW_15,3.1757e-174,1.2279e-188,4.3179e-257,6.9642e-162,,1.0443e-142,6.0675e-214,1.7189e-226,5.9288e-323
+SW_30,4.4617e-113,2.5116e-126,2.2864e-164,2.3553e-72,1.0443e-142,,3.7575e-90,1.4905e-130,7.6518e-268
+SW_60,4.8190e-55,2.1953e-65,2.8400e-62,8.2225e-06,6.0675e-214,3.7575e-90,,8.3371e-32,3.6546e-212
+SW_120,4.4569e-22,2.0262e-28,5.7244e-08,3.7842e-07,1.7189e-226,1.4905e-130,8.3371e-32,,2.2077e-165
+sFC,1.1381e-63,7.1015e-65,1.0750e-157,2.7970e-153,5.9288e-323,7.6518e-268,3.6546e-212,2.2077e-165,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 0fdd7040..aede7742 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0498,0.0180,0.0012,0.0000,0.0000,0.0000,0.0671,0.0000
-SVWP,0.0498,,0.9207,0.0000,0.0000,0.0000,0.0000,0.6016,0.0000
-DCC_joint,0.0180,0.9207,,0.0000,0.0000,0.0000,0.0000,0.5220,0.0000
-SW_cross_validated,0.0012,0.0000,0.0000,,0.0000,0.0000,0.0349,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0349,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0671,0.6016,0.5220,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,4.9757e-02,1.7965e-02,1.1593e-03,2.0220e-146,6.1784e-68,3.3417e-08,6.7143e-02,4.6631e-31
+SVWP,4.9757e-02,,9.2065e-01,5.7351e-08,1.3702e-160,9.5413e-83,6.6522e-16,6.0164e-01,7.0894e-45
+DCC_joint,1.7965e-02,9.2065e-01,,1.3372e-12,7.2178e-248,2.0395e-148,2.8571e-35,5.2203e-01,4.3712e-110
+SW_cross_validated,1.1593e-03,5.7351e-08,1.3372e-12,,2.9266e-158,1.2572e-65,3.4882e-02,7.0298e-10,1.1535e-22
+SW_15,2.0220e-146,1.3702e-160,7.2178e-248,2.9266e-158,,1.8171e-140,1.8856e-218,2.7400e-218,5.9788e-249
+SW_30,6.1784e-68,9.5413e-83,2.0395e-148,1.2572e-65,1.8171e-140,,3.5686e-97,4.3390e-124,2.9606e-78
+SW_60,3.3417e-08,6.6522e-16,2.8571e-35,3.4882e-02,1.8856e-218,3.5686e-97,,1.8659e-25,7.7147e-37
+SW_120,6.7143e-02,6.0164e-01,5.2203e-01,7.0298e-10,2.7400e-218,4.3390e-124,1.8659e-25,,1.7063e-80
+sFC,4.6631e-31,7.0894e-45,4.3712e-110,1.1535e-22,5.9788e-249,2.9606e-78,7.7147e-37,1.7063e-80,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 8f1f8053..288ba7a9 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.2107,0.0000,0.5377,0.0000,0.0000,0.0000,0.0000,0.0128
-SVWP,0.2107,,0.0000,0.4135,0.0000,0.0000,0.0011,0.0000,0.4412
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.5377,0.4135,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0168
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0025,0.0000
-SW_60,0.0000,0.0011,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0025,0.0000,,0.0000
-sFC,0.0128,0.4412,0.0000,0.0168,0.0000,0.0000,0.0000,0.0000,
+VWP,,2.1075e-01,4.0636e-27,5.3765e-01,2.6034e-113,2.1354e-19,1.8824e-06,1.2522e-12,1.2750e-02
+SVWP,2.1075e-01,,1.1951e-21,4.1345e-01,5.2918e-121,1.8493e-25,1.0827e-03,1.1654e-17,4.4124e-01
+DCC_joint,4.0636e-27,1.1951e-21,,1.2015e-36,1.5457e-242,4.0348e-122,2.3336e-24,2.4011e-102,2.3222e-65
+SW_cross_validated,5.3765e-01,4.1345e-01,1.2015e-36,,1.9069e-152,1.6091e-32,1.9236e-07,1.7335e-21,1.6820e-02
+SW_15,2.6034e-113,5.2918e-121,1.5457e-242,1.9069e-152,,1.4664e-137,1.8409e-210,6.4322e-140,3.5696e-264
+SW_30,2.1354e-19,1.8493e-25,4.0348e-122,1.6091e-32,1.4664e-137,,4.0686e-75,2.5143e-03,1.2441e-86
+SW_60,1.8824e-06,1.0827e-03,2.3336e-24,1.9236e-07,1.8409e-210,4.0686e-75,,1.4609e-56,6.4469e-08
+SW_120,1.2522e-12,1.1654e-17,2.4011e-102,1.7335e-21,6.4322e-140,2.5143e-03,1.4609e-56,,3.9606e-59
+sFC,1.2750e-02,4.4124e-01,2.3222e-65,1.6820e-02,3.5696e-264,1.2441e-86,6.4469e-08,3.9606e-59,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index fd8b7404..612a7f31 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.2097,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.2097,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0001,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,2.0973e-01,1.2271e-04,2.8550e-23,1.3083e-180,2.8772e-109,2.8674e-44,3.5289e-13,8.0634e-80
+SVWP,2.0973e-01,,8.6853e-09,1.7534e-31,7.5431e-200,4.5386e-127,7.3881e-58,1.2046e-20,2.6362e-82
+DCC_joint,1.2271e-04,8.6853e-09,,2.0156e-21,4.7958e-264,5.6129e-166,2.9215e-63,4.4574e-09,2.1808e-173
+SW_cross_validated,2.8550e-23,1.7534e-31,2.0156e-21,,3.9923e-178,3.5390e-80,3.8691e-06,5.3433e-08,5.0279e-164
+SW_15,1.3083e-180,7.5431e-200,4.7958e-264,3.9923e-178,,1.0878e-149,8.6635e-229,1.2158e-251,0.0000e+00
+SW_30,2.8772e-109,4.5386e-127,5.6129e-166,3.5390e-80,1.0878e-149,,1.9353e-97,1.2386e-145,4.7369e-301
+SW_60,2.8674e-44,7.3881e-58,2.9215e-63,3.8691e-06,8.6635e-229,1.9353e-97,,1.1437e-36,1.8498e-240
+SW_120,3.5289e-13,1.2046e-20,4.4574e-09,5.3433e-08,1.2158e-251,1.2386e-145,1.1437e-36,,1.7337e-193
+sFC,8.0634e-80,2.6362e-82,2.1808e-173,5.0279e-164,0.0000e+00,4.7369e-301,1.8498e-240,1.7337e-193,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 038070f4..3dc89cd7 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0116,0.0107,0.0000,0.0000,0.0000,0.0000,0.1468,0.0000
-SVWP,0.0116,,0.5064,0.0000,0.0000,0.0000,0.0000,0.1005,0.0000
-DCC_joint,0.0107,0.5064,,0.0000,0.0000,0.0000,0.0000,0.1127,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.5562,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0110
-SW_60,0.0000,0.0000,0.0000,0.5562,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.1468,0.1005,0.1127,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0110,0.0000,0.0000,
+VWP,,1.1639e-02,1.0690e-02,4.3413e-06,8.6957e-135,5.2362e-57,2.3414e-06,1.4683e-01,5.5471e-58
+SVWP,1.1639e-02,,5.0639e-01,3.5730e-14,7.7468e-158,1.6944e-78,3.1788e-16,1.0051e-01,6.2341e-82
+DCC_joint,1.0690e-02,5.0639e-01,,1.0716e-21,3.7633e-248,5.7662e-141,8.2086e-33,1.1271e-01,5.9832e-177
+SW_cross_validated,4.3413e-06,3.5730e-14,1.0716e-21,,9.2286e-149,7.7580e-50,5.5616e-01,1.0989e-14,1.3334e-52
+SW_15,8.6957e-135,7.7468e-158,3.7633e-248,9.2286e-149,,1.9164e-128,1.2439e-201,5.5177e-210,9.9893e-187
+SW_30,5.2362e-57,1.6944e-78,5.7662e-141,7.7580e-50,1.9164e-128,,4.5339e-80,3.5251e-110,1.1004e-02
+SW_60,2.3414e-06,3.1788e-16,8.2086e-33,5.5616e-01,1.2439e-201,4.5339e-80,,1.4622e-19,1.7017e-98
+SW_120,1.4683e-01,1.0051e-01,1.1271e-01,1.0989e-14,5.5177e-210,3.5251e-110,1.4622e-19,,3.5015e-127
+sFC,5.5471e-58,6.2341e-82,5.9832e-177,1.3334e-52,9.9893e-187,1.1004e-02,1.7017e-98,3.5015e-127,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/SVWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/SVWP_kernel_lengthscales_kernel_params.csv
rename to results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/SVWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/SVWP_kernel_variance_kernel_params.csv
rename to results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/VWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/VWP_kernel_lengthscales_kernel_params.csv
rename to results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/VWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/kernel_params/VWP_kernel_variance_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/VWP_kernel_variance_kernel_params.csv
rename to results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/kernel_params/VWP_kernel_variance_kernel_params.csv
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/test_log_likelihood_mean.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/test_log_likelihood_mean.csv
deleted file mode 100644
index 6d462c72..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/test_log_likelihood_mean.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,-2.827,-2.552,-2.576,-2.560,-2.556,-2.723,-2.452,-2.759,-2.626
-SVWP,-2.828,-2.551,-2.581,-2.573,-2.573,-2.753,-2.468,-2.759,-2.636
-DCC_joint,-2.836,-2.572,-2.635,-2.647,-2.661,-2.759,-2.521,-2.764,-2.674
-SW_cross_validated,-2.830,-2.555,-2.602,-2.607,-2.611,-2.732,-2.490,-2.755,-2.648
-SW_15,-2.786,-2.566,-2.666,-2.640,-2.636,-2.706,-2.720,-2.709,-2.679
-SW_30,-2.804,-2.540,-2.589,-2.582,-2.580,-2.704,-2.506,-2.725,-2.629
-SW_60,-2.825,-2.551,-2.601,-2.616,-2.652,-2.733,-2.495,-2.753,-2.653
-SW_120,-2.848,-2.575,-2.657,-2.730,-2.805,-2.810,-2.545,-2.780,-2.719
-sFC,-2.836,-2.568,-2.836,-2.836,-2.836,-2.797,-2.836,-2.770,-2.789
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/test_log_likelihood_se.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/test_log_likelihood_se.csv
deleted file mode 100644
index 93486d3e..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/test_log_likelihood_se.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.001,0.003,0.003,0.003,0.003,0.003,0.005,0.001,0.003
-SVWP,0.001,0.003,0.003,0.003,0.003,0.003,0.004,0.001,0.003
-DCC_joint,0.000,0.003,0.003,0.003,0.003,0.002,0.004,0.001,0.002
-SW_cross_validated,0.000,0.003,0.003,0.003,0.003,0.002,0.004,0.002,0.002
-SW_15,0.002,0.005,0.008,0.008,0.008,0.004,0.018,0.003,0.007
-SW_30,0.001,0.003,0.004,0.004,0.003,0.002,0.007,0.002,0.003
-SW_60,0.001,0.003,0.003,0.002,0.002,0.002,0.004,0.002,0.002
-SW_120,0.001,0.003,0.002,0.002,0.002,0.001,0.004,0.001,0.002
-sFC,0.000,0.003,0.000,0.000,0.000,0.001,0.000,0.001,0.001
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/test_log_likelihood_std.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/test_log_likelihood_std.csv
deleted file mode 100644
index 4e3699b0..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/test_log_likelihood_std.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.008,0.038,0.040,0.044,0.049,0.047,0.064,0.021,0.039
-SVWP,0.007,0.038,0.039,0.043,0.046,0.045,0.061,0.021,0.038
-DCC_joint,0.002,0.040,0.036,0.039,0.036,0.022,0.057,0.020,0.031
-SW_cross_validated,0.006,0.037,0.038,0.039,0.042,0.026,0.056,0.023,0.033
-SW_15,0.031,0.069,0.114,0.109,0.107,0.052,0.258,0.040,0.098
-SW_30,0.019,0.048,0.054,0.056,0.047,0.032,0.098,0.031,0.048
-SW_60,0.013,0.042,0.039,0.035,0.033,0.023,0.056,0.025,0.033
-SW_120,0.012,0.040,0.034,0.025,0.022,0.021,0.051,0.020,0.028
-sFC,0.002,0.037,0.003,0.002,0.003,0.017,0.003,0.019,0.011
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index f070bf14..ca262900 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0000,0.3879,0.0000,0.0757,0.0000,0.0000,0.0000,0.0000
-SVWP,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.3879,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0002,0.0000,0.0000
-SW_15,0.0757,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.1233,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0002,0.0000,0.1233,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0003
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0003,
+VWP,,3.1078e-11,3.8792e-01,1.7364e-06,7.5735e-02,5.6799e-16,1.0948e-13,1.2640e-56,3.3803e-54
+SVWP,3.1078e-11,,1.0330e-22,1.4460e-35,1.6889e-12,3.7221e-55,3.1972e-52,4.5863e-24,4.0977e-21
+DCC_joint,3.8792e-01,1.0330e-22,,2.3099e-11,3.7846e-07,3.0259e-40,6.5066e-36,1.1030e-160,2.7610e-177
+SW_cross_validated,1.7364e-06,1.4460e-35,2.3099e-11,,9.8731e-23,1.3912e-06,2.0407e-04,3.0318e-137,4.2534e-141
+SW_15,7.5735e-02,1.6889e-12,3.7846e-07,9.8731e-23,,2.1870e-55,1.3791e-51,1.0865e-122,8.2173e-131
+SW_30,5.6799e-16,3.7221e-55,3.0259e-40,1.3912e-06,2.1870e-55,,1.2333e-01,2.8539e-192,1.9638e-205
+SW_60,1.0948e-13,3.1972e-52,6.5066e-36,2.0407e-04,1.3791e-51,1.2333e-01,,2.7507e-195,9.9419e-211
+SW_120,1.2640e-56,4.5863e-24,1.1030e-160,3.0318e-137,1.0865e-122,2.8539e-192,2.7507e-195,,3.4728e-04
+sFC,3.3803e-54,4.0977e-21,2.7610e-177,4.2534e-141,8.2173e-131,1.9638e-205,9.9419e-211,3.4728e-04,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_T.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_T.csv
deleted file mode 100644
index 2ccc70f3..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_T.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,6.83,-0.87,-4.86,1.78,-8.45,-7.70,18.73,18.17
-SVWP,6.83,,-10.44,-13.77,-7.29,-18.40,-17.72,10.82,9.99
-DCC_joint,-0.87,-10.44,,-6.88,5.17,-14.91,-13.86,45.78,51.22
-SW_cross_validated,-4.86,-13.77,-6.88,,10.45,-4.90,-3.75,38.78,39.88
-SW_15,1.78,-7.29,5.17,10.45,,-18.45,-17.57,34.77,36.98
-SW_30,-8.45,-18.40,-14.91,-4.90,-18.45,,1.54,56.53,61.53
-SW_60,-7.70,-17.72,-13.86,-3.75,-17.57,1.54,,57.65,63.65
-SW_120,18.73,10.82,45.78,38.78,34.77,56.53,57.65,,-3.61
-sFC,18.17,9.99,51.22,39.88,36.98,61.53,63.65,-3.61,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_cohen_d.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_cohen_d.csv
deleted file mode 100644
index 28e19ed6..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_cohen_d.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.68,0.09,0.49,0.18,0.84,0.77,1.87,1.82
-SVWP,0.68,,1.04,1.38,0.73,1.84,1.77,1.08,1.00
-DCC_joint,0.09,1.04,,0.69,0.52,1.49,1.39,4.58,5.12
-SW_cross_validated,0.49,1.38,0.69,,1.04,0.49,0.37,3.88,3.99
-SW_15,0.18,0.73,0.52,1.04,,1.85,1.76,3.48,3.70
-SW_30,0.84,1.84,1.49,0.49,1.85,,0.15,5.65,6.15
-SW_60,0.77,1.77,1.39,0.37,1.76,0.15,,5.76,6.36
-SW_120,1.87,1.08,4.58,3.88,3.48,5.65,5.76,,0.36
-sFC,1.82,1.00,5.12,3.99,3.70,6.15,6.36,0.36,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_ptests.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_ptests.csv
deleted file mode 100644
index b36c6d77..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_ptests.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,-,0.0000,1.,0.0001,1.,0.0000,0.0000,0.0000,0.0000
-SVWP,-6.8283,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.8674,10.4384,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,4.8561,13.7722,6.8816,-,0.0000,0.0001,0.0073,0.0000,0.0000
-SW_15,-1.7766,7.2879,-5.1663,-10.4451,-,0.0000,0.0000,0.0000,0.0000
-SW_30,8.4469,18.4,14.9075,4.9009,18.4535,-,1.,0.0000,0.0000
-SW_60,7.6996,17.7213,13.8581,3.7487,17.5744,-1.5442,-,0.0000,0.0000
-SW_120,-18.7279,-10.8173,-45.7793,-38.7771,-34.7725,-56.5289,-57.6463,-,0.0125
-sFC,-18.1672,-9.9937,-51.2213,-39.8786,-36.9776,-61.5345,-63.6463,3.6085,-
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_pvals.csv
deleted file mode 100644
index c3886a64..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_pvals.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0000,0.3862,0.0000,0.0764,0.0000,0.0000,0.0000,0.0000
-SVWP,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.3862,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0002,0.0000,0.0000
-SW_15,0.0764,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.1233,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0002,0.0000,0.1233,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0003
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0003,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index 610b3315..588db8bb 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.7544,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.7544,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0014,0.0000,0.0000,0.0000,0.0001,0.0000
-SW_cross_validated,0.0000,0.0000,0.0014,,0.0000,0.0000,0.0000,0.6048,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0001,0.6048,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,7.5443e-01,3.3153e-12,1.4448e-21,5.6593e-198,7.9492e-130,4.6096e-67,9.2458e-26,7.5436e-26
+SVWP,7.5443e-01,,4.9263e-11,5.2587e-20,1.5799e-193,1.0849e-125,8.8350e-64,6.6553e-24,2.3166e-26
+DCC_joint,3.3153e-12,4.9263e-11,,1.3671e-03,2.9134e-175,1.4633e-98,2.4764e-33,8.7621e-05,7.3971e-59
+SW_cross_validated,1.4448e-21,5.2587e-20,1.3671e-03,,6.5841e-155,7.0999e-77,8.3618e-18,6.0476e-01,3.2666e-70
+SW_15,5.6593e-198,1.5799e-193,2.9134e-175,6.5841e-155,,1.5278e-91,1.6989e-152,2.0067e-165,2.0537e-250
+SW_30,7.9492e-130,1.0849e-125,1.4633e-98,7.0999e-77,1.5278e-91,,5.8343e-51,1.2455e-82,2.5048e-189
+SW_60,4.6096e-67,8.8350e-64,2.4764e-33,8.3618e-18,1.6989e-152,5.8343e-51,,4.0740e-18,3.2783e-130
+SW_120,9.2458e-26,6.6553e-24,8.7621e-05,6.0476e-01,2.0067e-165,1.2455e-82,4.0740e-18,,1.2401e-79
+sFC,7.5436e-26,2.3166e-26,7.3971e-59,3.2666e-70,2.0537e-250,2.5048e-189,3.2783e-130,1.2401e-79,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index a86582ab..b2dbc7e7 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.9959,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.9959,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.3199
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0015,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0015,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.3199,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,9.9592e-01,2.3626e-13,3.8688e-71,2.3073e-251,4.7690e-186,2.5064e-132,1.1171e-82,1.3732e-10
+SVWP,9.9592e-01,,2.9569e-13,9.4118e-71,1.7419e-250,3.1447e-185,1.3171e-131,2.8350e-82,1.6253e-10
+DCC_joint,2.3626e-13,2.9569e-13,,6.2147e-45,1.0116e-246,2.1040e-173,3.7242e-111,8.5912e-58,3.1990e-01
+SW_cross_validated,3.8688e-71,9.4118e-71,6.2147e-45,,5.5955e-188,6.9896e-97,4.8270e-28,1.4569e-03,2.8829e-48
+SW_15,2.3073e-251,1.7419e-250,1.0116e-246,5.5955e-188,,3.6843e-109,1.1614e-174,1.3281e-172,3.0831e-247
+SW_30,4.7690e-186,3.1447e-185,2.1040e-173,6.9896e-97,3.6843e-109,,4.3037e-58,4.3015e-78,5.0642e-175
+SW_60,2.5064e-132,1.3171e-131,3.7242e-111,4.8270e-28,1.1614e-174,4.3037e-58,,2.6529e-14,5.7357e-114
+SW_120,1.1171e-82,2.8350e-82,8.5912e-58,1.4569e-03,1.3281e-172,4.3015e-78,2.6529e-14,,5.2300e-61
+sFC,1.3732e-10,1.6253e-10,3.1990e-01,2.8829e-48,3.0831e-247,5.0642e-175,5.7357e-114,5.2300e-61,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index 8d3226b0..db23e15d 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.6407,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.6407,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.3272,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.3272,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,6.4073e-01,1.4676e-84,2.1711e-17,5.3827e-139,2.4425e-53,1.2723e-05,5.7126e-41,0.0000e+00
+SVWP,6.4073e-01,,2.8957e-87,4.1367e-19,8.2091e-142,4.1102e-56,1.1737e-06,3.0588e-43,0.0000e+00
+DCC_joint,1.4676e-84,2.8957e-87,,8.9903e-45,3.6704e-31,2.2399e-18,4.5707e-70,9.1320e-18,0.0000e+00
+SW_cross_validated,2.1711e-17,4.1367e-19,8.9903e-45,,2.0559e-101,3.7428e-15,1.6514e-06,5.0199e-10,0.0000e+00
+SW_15,5.3827e-139,8.2091e-142,3.6704e-31,2.0559e-101,,1.7183e-78,4.1334e-129,2.8400e-68,0.0000e+00
+SW_30,2.4425e-53,4.1102e-56,2.2399e-18,3.7428e-15,1.7183e-78,,1.0639e-36,3.2722e-01,0.0000e+00
+SW_60,1.2723e-05,1.1737e-06,4.5707e-70,1.6514e-06,4.1334e-129,1.0639e-36,,2.9233e-26,0.0000e+00
+SW_120,5.7126e-41,3.0588e-43,9.1320e-18,5.0199e-10,2.8400e-68,3.2722e-01,2.9233e-26,,0.0000e+00
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index f87e3323..16cfa3ac 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.6829,0.0000,0.0000,0.0000,0.6949,0.0000,0.0000,0.0000
-SVWP,0.6829,,0.0000,0.0000,0.0000,0.9690,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.5903,0.0000,0.0000
-SW_30,0.6949,0.9690,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.5903,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,6.8288e-01,9.6942e-123,4.3915e-11,9.2974e-60,6.9493e-01,3.5053e-55,0.0000e+00,0.0000e+00
+SVWP,6.8288e-01,,1.2485e-122,3.2678e-10,7.3916e-59,9.6901e-01,3.1978e-54,0.0000e+00,0.0000e+00
+DCC_joint,9.6942e-123,1.2485e-122,,1.6454e-88,2.7081e-59,7.9693e-131,1.8299e-49,7.5025e-294,0.0000e+00
+SW_cross_validated,4.3915e-11,3.2678e-10,1.6454e-88,,1.9856e-24,3.6762e-11,3.4065e-23,1.3665e-314,0.0000e+00
+SW_15,9.2974e-60,7.3916e-59,2.7081e-59,1.9856e-24,,3.8876e-65,5.9034e-01,0.0000e+00,0.0000e+00
+SW_30,6.9493e-01,9.6901e-01,7.9693e-131,3.6762e-11,3.8876e-65,,3.5664e-59,0.0000e+00,0.0000e+00
+SW_60,3.5053e-55,3.1978e-54,1.8299e-49,3.4065e-23,5.9034e-01,3.5664e-59,,7.4942e-319,0.0000e+00
+SW_120,0.0000e+00,0.0000e+00,7.5025e-294,1.3665e-314,0.0000e+00,0.0000e+00,7.4942e-319,,2.3778e-202
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,2.3778e-202,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index 6f67db9b..8973c784 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.9449,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.9449,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0211
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.9772,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0717,0.0000
-SW_60,0.0000,0.0000,0.0000,0.9772,0.0000,0.0001,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0717,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0211,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,9.4489e-01,9.6953e-11,1.6384e-08,1.1691e-131,1.7362e-20,7.3404e-08,6.2369e-31,1.6965e-07
+SVWP,9.4489e-01,,6.0657e-11,2.1307e-08,1.3573e-131,2.3802e-20,9.3487e-08,8.8600e-31,1.0731e-07
+DCC_joint,9.6953e-11,6.0657e-11,,1.9812e-24,1.5061e-144,1.2584e-37,1.6331e-22,4.1236e-50,2.1077e-02
+SW_cross_validated,1.6384e-08,2.1307e-08,1.9812e-24,,7.0772e-100,3.5645e-05,9.7722e-01,6.7007e-10,1.1235e-21
+SW_15,1.1691e-131,1.3573e-131,1.5061e-144,7.0772e-100,,1.2284e-75,3.3489e-96,2.3227e-71,1.4647e-148
+SW_30,1.7362e-20,2.3802e-20,1.2584e-37,3.5645e-05,1.2284e-75,,7.0662e-05,7.1656e-02,1.7991e-35
+SW_60,7.3404e-08,9.3487e-08,1.6331e-22,9.7722e-01,3.3489e-96,7.0662e-05,,2.9239e-09,1.2056e-19
+SW_120,6.2369e-31,8.8600e-31,4.1236e-50,6.7007e-10,2.3227e-71,7.1656e-02,2.9239e-09,,4.8082e-49
+sFC,1.6965e-07,1.0731e-07,2.1077e-02,1.1235e-21,1.4647e-148,1.7991e-35,1.2056e-19,4.8082e-49,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index 550104dd..cff34808 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0306,0.0000,0.0006,0.0000,0.0005,0.0000,0.0000,0.0000
-SVWP,0.0306,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0006,0.0000,0.0000,,0.0000,0.9795,0.0212,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0005,0.0000,0.0000,0.9795,0.0000,,0.0174,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0212,0.0000,0.0174,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,3.0622e-02,3.8221e-57,5.6822e-04,6.2061e-31,5.1315e-04,1.1336e-08,4.1751e-15,0.0000e+00
+SVWP,3.0622e-02,,2.4176e-50,6.9981e-09,8.0188e-24,4.7044e-09,2.6420e-16,8.6086e-09,0.0000e+00
+DCC_joint,3.8221e-57,2.4176e-50,,4.4807e-78,4.0836e-13,1.3508e-79,4.0098e-94,2.4625e-40,0.0000e+00
+SW_cross_validated,5.6822e-04,6.9981e-09,4.4807e-78,,1.1026e-50,9.7951e-01,2.1168e-02,6.4903e-34,0.0000e+00
+SW_15,6.2061e-31,8.0188e-24,4.0836e-13,1.1026e-50,,6.2916e-52,9.1320e-67,1.8941e-11,0.0000e+00
+SW_30,5.1315e-04,4.7044e-09,1.3508e-79,9.7951e-01,6.2916e-52,,1.7417e-02,4.1585e-35,0.0000e+00
+SW_60,1.1336e-08,2.6420e-16,4.0098e-94,2.1168e-02,9.1320e-67,1.7417e-02,,1.0108e-51,0.0000e+00
+SW_120,4.1751e-15,8.6086e-09,2.4625e-40,6.4903e-34,1.8941e-11,4.1585e-35,1.0108e-51,,0.0000e+00
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 5f850dc6..1e092f5b 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0000,0.3861,0.0000,0.0762,0.0000,0.0000,0.0000,0.0000
-SVWP,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.3861,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0002,0.0000,0.0000
-SW_15,0.0762,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.1233,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0002,0.0000,0.1233,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0003
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0003,
+VWP,,3.2919e-11,3.8609e-01,1.7093e-06,7.6241e-02,5.5258e-16,1.0669e-13,1.2886e-56,3.4479e-54
+SVWP,3.2919e-11,,1.1327e-22,1.5957e-35,1.8026e-12,4.2264e-55,3.6305e-52,4.3786e-24,3.9096e-21
+DCC_joint,3.8609e-01,1.1327e-22,,2.3099e-11,3.7846e-07,3.0259e-40,6.5066e-36,1.1030e-160,2.7610e-177
+SW_cross_validated,1.7093e-06,1.5957e-35,2.3099e-11,,9.8731e-23,1.3912e-06,2.0407e-04,3.0318e-137,4.2534e-141
+SW_15,7.6241e-02,1.8026e-12,3.7846e-07,9.8731e-23,,2.1870e-55,1.3791e-51,1.0865e-122,8.2173e-131
+SW_30,5.5258e-16,4.2264e-55,3.0259e-40,1.3912e-06,2.1870e-55,,1.2333e-01,2.8539e-192,1.9638e-205
+SW_60,1.0669e-13,3.6305e-52,6.5066e-36,2.0407e-04,1.3791e-51,1.2333e-01,,2.7507e-195,9.9419e-211
+SW_120,1.2886e-56,4.3786e-24,1.1030e-160,3.0318e-137,1.0865e-122,2.8539e-192,2.7507e-195,,3.4728e-04
+sFC,3.4479e-54,3.9096e-21,2.7610e-177,4.2534e-141,8.2173e-131,1.9638e-205,9.9419e-211,3.4728e-04,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index 71ce590f..26e981b9 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.7478,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.7478,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0014,0.0000,0.0000,0.0000,0.0001,0.0000
-SW_cross_validated,0.0000,0.0000,0.0014,,0.0000,0.0000,0.0000,0.6048,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0001,0.6048,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,7.4776e-01,3.2465e-12,1.4135e-21,5.9709e-198,8.1635e-130,4.5852e-67,9.0441e-26,8.0162e-26
+SVWP,7.4776e-01,,5.2413e-11,5.7619e-20,2.4167e-193,1.5582e-125,1.1333e-63,7.4586e-24,2.4234e-26
+DCC_joint,3.2465e-12,5.2413e-11,,1.3671e-03,2.9134e-175,1.4633e-98,2.4764e-33,8.7621e-05,7.3971e-59
+SW_cross_validated,1.4135e-21,5.7619e-20,1.3671e-03,,6.5841e-155,7.0999e-77,8.3618e-18,6.0476e-01,3.2666e-70
+SW_15,5.9709e-198,2.4167e-193,2.9134e-175,6.5841e-155,,1.5278e-91,1.6989e-152,2.0067e-165,2.0537e-250
+SW_30,8.1635e-130,1.5582e-125,1.4633e-98,7.0999e-77,1.5278e-91,,5.8343e-51,1.2455e-82,2.5048e-189
+SW_60,4.5852e-67,1.1333e-63,2.4764e-33,8.3618e-18,1.6989e-152,5.8343e-51,,4.0740e-18,3.2783e-130
+SW_120,9.0441e-26,7.4586e-24,8.7621e-05,6.0476e-01,2.0067e-165,1.2455e-82,4.0740e-18,,1.2401e-79
+sFC,8.0162e-26,2.4234e-26,7.3971e-59,3.2666e-70,2.0537e-250,2.5048e-189,3.2783e-130,1.2401e-79,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index a341bfb6..854cc5b0 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.9965,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.9965,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.3199
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0015,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0015,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.3199,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,9.9645e-01,2.3905e-13,3.9470e-71,2.3574e-251,4.8822e-186,2.5692e-132,1.1393e-82,1.3874e-10
+SVWP,9.9645e-01,,3.0395e-13,1.0060e-70,1.9495e-250,3.5124e-185,1.4612e-131,3.0337e-82,1.6631e-10
+DCC_joint,2.3905e-13,3.0395e-13,,6.2147e-45,1.0116e-246,2.1040e-173,3.7242e-111,8.5912e-58,3.1990e-01
+SW_cross_validated,3.9470e-71,1.0060e-70,6.2147e-45,,5.5955e-188,6.9896e-97,4.8270e-28,1.4569e-03,2.8829e-48
+SW_15,2.3574e-251,1.9495e-250,1.0116e-246,5.5955e-188,,3.6843e-109,1.1614e-174,1.3281e-172,3.0831e-247
+SW_30,4.8822e-186,3.5124e-185,2.1040e-173,6.9896e-97,3.6843e-109,,4.3037e-58,4.3015e-78,5.0642e-175
+SW_60,2.5692e-132,1.4612e-131,3.7242e-111,4.8270e-28,1.1614e-174,4.3037e-58,,2.6529e-14,5.7357e-114
+SW_120,1.1393e-82,3.0337e-82,8.5912e-58,1.4569e-03,1.3281e-172,4.3015e-78,2.6529e-14,,5.2300e-61
+sFC,1.3874e-10,1.6631e-10,3.1990e-01,2.8829e-48,3.0831e-247,5.0642e-175,5.7357e-114,5.2300e-61,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index beaf66a9..632c9e98 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.6494,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.6494,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.3272,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.3272,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,6.4938e-01,1.5998e-84,2.1799e-17,6.2644e-139,2.5964e-53,1.2639e-05,5.8901e-41,0.0000e+00
+SVWP,6.4938e-01,,2.9520e-87,4.3387e-19,8.0302e-142,4.2693e-56,1.2168e-06,3.1991e-43,0.0000e+00
+DCC_joint,1.5998e-84,2.9520e-87,,8.9903e-45,3.6704e-31,2.2399e-18,4.5707e-70,9.1320e-18,0.0000e+00
+SW_cross_validated,2.1799e-17,4.3387e-19,8.9903e-45,,2.0559e-101,3.7428e-15,1.6514e-06,5.0199e-10,0.0000e+00
+SW_15,6.2644e-139,8.0302e-142,3.6704e-31,2.0559e-101,,1.7183e-78,4.1334e-129,2.8400e-68,0.0000e+00
+SW_30,2.5964e-53,4.2693e-56,2.2399e-18,3.7428e-15,1.7183e-78,,1.0639e-36,3.2722e-01,0.0000e+00
+SW_60,1.2639e-05,1.2168e-06,4.5707e-70,1.6514e-06,4.1334e-129,1.0639e-36,,2.9233e-26,0.0000e+00
+SW_120,5.8901e-41,3.1991e-43,9.1320e-18,5.0199e-10,2.8400e-68,3.2722e-01,2.9233e-26,,0.0000e+00
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 070fb63f..c2da6c96 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.6854,0.0000,0.0000,0.0000,0.7017,0.0000,0.0000,0.0000
-SVWP,0.6854,,0.0000,0.0000,0.0000,0.9647,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.5903,0.0000,0.0000
-SW_30,0.7017,0.9647,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.5903,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,6.8544e-01,1.4245e-122,4.7777e-11,1.2832e-59,7.0169e-01,4.5893e-55,0.0000e+00,0.0000e+00
+SVWP,6.8544e-01,,1.0994e-122,3.3032e-10,6.8919e-59,9.6475e-01,3.0453e-54,0.0000e+00,0.0000e+00
+DCC_joint,1.4245e-122,1.0994e-122,,1.6454e-88,2.7081e-59,7.9693e-131,1.8299e-49,7.5025e-294,0.0000e+00
+SW_cross_validated,4.7777e-11,3.3032e-10,1.6454e-88,,1.9856e-24,3.6762e-11,3.4065e-23,1.3665e-314,0.0000e+00
+SW_15,1.2832e-59,6.8919e-59,2.7081e-59,1.9856e-24,,3.8876e-65,5.9034e-01,0.0000e+00,0.0000e+00
+SW_30,7.0169e-01,9.6475e-01,7.9693e-131,3.6762e-11,3.8876e-65,,3.5664e-59,0.0000e+00,0.0000e+00
+SW_60,4.5893e-55,3.0453e-54,1.8299e-49,3.4065e-23,5.9034e-01,3.5664e-59,,7.4942e-319,0.0000e+00
+SW_120,0.0000e+00,0.0000e+00,7.5025e-294,1.3665e-314,0.0000e+00,0.0000e+00,7.4942e-319,,2.3778e-202
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,2.3778e-202,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 0769949d..912dd020 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.9207,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.9207,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0211
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.9772,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0717,0.0000
-SW_60,0.0000,0.0000,0.0000,0.9772,0.0000,0.0001,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0717,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0211,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,9.2066e-01,1.0350e-10,1.5255e-08,1.0151e-131,1.5754e-20,6.8852e-08,5.5077e-31,1.8111e-07
+SVWP,9.2066e-01,,5.4616e-11,2.2695e-08,1.4275e-131,2.5723e-20,9.9051e-08,9.6823e-31,9.6797e-08
+DCC_joint,1.0350e-10,5.4616e-11,,1.9812e-24,1.5061e-144,1.2584e-37,1.6331e-22,4.1236e-50,2.1077e-02
+SW_cross_validated,1.5255e-08,2.2695e-08,1.9812e-24,,7.0772e-100,3.5645e-05,9.7722e-01,6.7007e-10,1.1235e-21
+SW_15,1.0151e-131,1.4275e-131,1.5061e-144,7.0772e-100,,1.2284e-75,3.3489e-96,2.3227e-71,1.4647e-148
+SW_30,1.5754e-20,2.5723e-20,1.2584e-37,3.5645e-05,1.2284e-75,,7.0662e-05,7.1656e-02,1.7991e-35
+SW_60,6.8852e-08,9.9051e-08,1.6331e-22,9.7722e-01,3.3489e-96,7.0662e-05,,2.9239e-09,1.2056e-19
+SW_120,5.5077e-31,9.6823e-31,4.1236e-50,6.7007e-10,2.3227e-71,7.1656e-02,2.9239e-09,,4.8082e-49
+sFC,1.8111e-07,9.6797e-08,2.1077e-02,1.1235e-21,1.4647e-148,1.7991e-35,1.2056e-19,4.8082e-49,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 1f96fbf1..974cb5e7 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0292,0.0000,0.0006,0.0000,0.0005,0.0000,0.0000,0.0000
-SVWP,0.0292,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0006,0.0000,0.0000,,0.0000,0.9795,0.0212,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0005,0.0000,0.0000,0.9795,0.0000,,0.0174,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0212,0.0000,0.0174,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,2.9228e-02,3.3866e-57,5.8922e-04,5.5591e-31,5.3253e-04,1.2003e-08,3.7998e-15,0.0000e+00
+SVWP,2.9228e-02,,2.7692e-50,6.7038e-09,8.9296e-24,4.5029e-09,2.5059e-16,9.2662e-09,0.0000e+00
+DCC_joint,3.3866e-57,2.7692e-50,,4.4807e-78,4.0836e-13,1.3508e-79,4.0098e-94,2.4625e-40,0.0000e+00
+SW_cross_validated,5.8922e-04,6.7038e-09,4.4807e-78,,1.1026e-50,9.7951e-01,2.1168e-02,6.4903e-34,0.0000e+00
+SW_15,5.5591e-31,8.9296e-24,4.0836e-13,1.1026e-50,,6.2916e-52,9.1320e-67,1.8941e-11,0.0000e+00
+SW_30,5.3253e-04,4.5029e-09,1.3508e-79,9.7951e-01,6.2916e-52,,1.7417e-02,4.1585e-35,0.0000e+00
+SW_60,1.2003e-08,2.5059e-16,4.0098e-94,2.1168e-02,9.1320e-67,1.7417e-02,,1.0108e-51,0.0000e+00
+SW_120,3.7998e-15,9.2662e-09,2.4625e-40,6.4903e-34,1.8941e-11,4.1585e-35,1.0108e-51,,0.0000e+00
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index 877ccba4..e154c0b5 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0000,0.0000,0.0000,0.3016,0.0000,0.0000,0.0000,0.0000
-SVWP,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0020,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0020,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,0.3016,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0955,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0955,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0532
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0532,
+VWP,,7.0911e-11,4.3588e-05,3.2273e-08,3.0162e-01,1.2648e-20,7.3732e-18,1.2839e-44,4.3023e-50
+SVWP,7.0911e-11,,1.1123e-36,4.8372e-39,5.5617e-21,1.0621e-61,9.5457e-59,7.0814e-16,9.4553e-20
+DCC_joint,4.3588e-05,1.1123e-36,,2.0421e-03,3.4534e-07,2.6314e-24,6.2057e-20,2.2164e-154,1.4632e-190
+SW_cross_validated,3.2273e-08,4.8372e-39,2.0421e-03,,2.0055e-11,2.4529e-08,1.1490e-05,9.6865e-122,1.6693e-138
+SW_15,3.0162e-01,5.5617e-21,3.4534e-07,2.0055e-11,,1.4583e-36,1.3974e-32,8.8265e-104,2.3722e-124
+SW_30,1.2648e-20,1.0621e-61,2.6314e-24,2.4529e-08,1.4583e-36,,9.5458e-02,5.3152e-169,4.4105e-194
+SW_60,7.3732e-18,9.5457e-59,6.2057e-20,1.1490e-05,1.3974e-32,9.5458e-02,,5.9613e-173,4.8911e-202
+SW_120,1.2839e-44,7.0814e-16,2.2164e-154,9.6865e-122,8.8265e-104,5.3152e-169,5.9613e-173,,5.3169e-02
+sFC,4.3023e-50,9.4553e-20,1.4632e-190,1.6693e-138,2.3722e-124,4.4105e-194,4.8911e-202,5.3169e-02,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index 3d3b0122..e2a0a00e 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.5454,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.5454,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.4072,0.0304,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.4072,0.0000,0.0000,,0.0043,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0304,0.0000,0.0000,0.0043,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,5.4536e-01,2.2766e-16,3.6083e-89,1.7333e-207,1.5097e-144,1.5834e-91,6.7720e-65,3.0024e-36
+SVWP,5.4536e-01,,1.2877e-17,2.3456e-83,6.8895e-202,1.0602e-138,9.3335e-86,1.3865e-60,5.4036e-37
+DCC_joint,2.2766e-16,1.2877e-17,,5.4894e-141,2.7021e-247,3.6654e-190,1.5582e-142,2.2102e-106,3.5766e-10
+SW_cross_validated,3.6083e-89,2.3456e-83,5.4894e-141,,1.0132e-136,3.2917e-45,4.0723e-01,3.0400e-02,4.8655e-163
+SW_15,1.7333e-207,6.8895e-202,2.7021e-247,1.0132e-136,,1.0434e-70,9.0156e-133,2.8823e-126,2.3349e-261
+SW_30,1.5097e-144,1.0602e-138,3.6654e-190,3.2917e-45,1.0434e-70,,2.9690e-41,4.4683e-45,9.0452e-208
+SW_60,1.5834e-91,9.3335e-86,1.5582e-142,4.0723e-01,9.0156e-133,2.9690e-41,,4.3164e-03,3.7181e-164
+SW_120,6.7720e-65,1.3865e-60,2.2102e-106,3.0400e-02,2.8823e-126,4.4683e-45,4.3164e-03,,9.2749e-126
+sFC,3.0024e-36,5.4036e-37,3.5766e-10,4.8655e-163,2.3349e-261,9.0452e-208,3.7181e-164,9.2749e-126,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index c1beb6fa..811b7b5c 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.9909,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.9909,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.9403
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0023,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0023,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.9403,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,9.9095e-01,3.9938e-11,6.6563e-60,1.0733e-204,4.1947e-159,9.3911e-114,7.0515e-69,2.3144e-10
+SVWP,9.9095e-01,,4.5098e-11,1.2658e-59,6.1538e-204,2.2541e-158,3.6366e-113,1.3392e-68,2.5584e-10
+DCC_joint,3.9938e-11,4.5098e-11,,9.3887e-39,6.2203e-204,5.3389e-152,2.5504e-98,4.2903e-49,9.4032e-01
+SW_cross_validated,6.6563e-60,1.2658e-59,9.3887e-39,,2.4073e-136,2.3368e-71,4.6050e-21,2.2692e-03,3.9593e-37
+SW_15,1.0733e-204,6.1538e-204,6.2203e-204,2.4073e-136,,1.5761e-66,9.9984e-121,3.5919e-114,2.7877e-197
+SW_30,4.1947e-159,2.2541e-158,5.3389e-152,2.3368e-71,1.5761e-66,,2.1053e-38,1.8667e-49,1.2536e-145
+SW_60,9.3911e-114,3.6366e-113,2.5504e-98,4.6050e-21,9.9984e-121,2.1053e-38,,9.8999e-09,1.4679e-93
+SW_120,7.0515e-69,1.3392e-68,4.2903e-49,2.2692e-03,3.5919e-114,1.8667e-49,9.8999e-09,,2.5277e-47
+sFC,2.3144e-10,2.5584e-10,9.4032e-01,3.9593e-37,2.7877e-197,1.2536e-145,1.4679e-93,2.5277e-47,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index 077ef92e..434d3d4b 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.3740,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001,0.0000
-SVWP,0.3740,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.1984,0.2125,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.1984,0.0000,0.0000,,0.9532,0.0000
-SW_120,0.0001,0.0000,0.0000,0.2125,0.0000,0.0000,0.9532,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,3.7396e-01,1.5130e-33,1.9907e-07,8.1920e-126,2.7303e-50,1.0333e-05,5.3600e-05,0.0000e+00
+SVWP,3.7396e-01,,8.3372e-38,1.5406e-09,1.2515e-129,1.4074e-54,9.3735e-08,9.3994e-07,0.0000e+00
+DCC_joint,1.5130e-33,8.3372e-38,,5.2174e-12,2.1702e-91,5.8831e-08,2.1021e-19,1.4073e-16,0.0000e+00
+SW_cross_validated,1.9907e-07,1.5406e-09,5.2174e-12,,2.3876e-102,2.5088e-26,1.9839e-01,2.1245e-01,0.0000e+00
+SW_15,8.1920e-126,1.2515e-129,2.1702e-91,2.3876e-102,,2.1844e-61,2.8644e-120,4.4822e-109,0.0000e+00
+SW_30,2.7303e-50,1.4074e-54,5.8831e-08,2.5088e-26,2.1844e-61,,1.1249e-36,4.6919e-32,0.0000e+00
+SW_60,1.0333e-05,9.3735e-08,2.1021e-19,1.9839e-01,2.8644e-120,1.1249e-36,,9.5324e-01,0.0000e+00
+SW_120,5.3600e-05,9.3994e-07,1.4073e-16,2.1245e-01,4.4822e-109,4.6919e-32,9.5324e-01,,0.0000e+00
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index 8f2e148c..9c120ab3 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.2139,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.2139,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0086,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0142,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0086,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0142,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,2.1386e-01,3.8003e-70,4.0206e-13,1.1468e-70,6.4303e-08,2.8969e-36,9.2478e-294,0.0000e+00
+SVWP,2.1386e-01,,4.7985e-78,2.0595e-17,1.1966e-77,1.5316e-11,4.8843e-43,1.4473e-299,0.0000e+00
+DCC_joint,3.8003e-70,4.7985e-78,,1.5701e-36,8.6279e-03,7.7606e-53,6.4705e-17,4.1498e-297,0.0000e+00
+SW_cross_validated,4.0206e-13,2.0595e-17,1.5701e-36,,4.8749e-40,1.4185e-02,3.8443e-09,1.3975e-287,0.0000e+00
+SW_15,1.1468e-70,1.1966e-77,8.6279e-03,4.8749e-40,,2.3833e-54,9.9528e-22,1.0810e-260,0.0000e+00
+SW_30,6.4303e-08,1.5316e-11,7.7606e-53,1.4185e-02,2.3833e-54,,3.0377e-18,3.1478e-306,0.0000e+00
+SW_60,2.8969e-36,4.8843e-43,6.4705e-17,3.8443e-09,9.9528e-22,3.0377e-18,,7.6266e-301,0.0000e+00
+SW_120,9.2478e-294,1.4473e-299,4.1498e-297,1.3975e-287,1.0810e-260,3.1478e-306,7.6266e-301,,1.0930e-186
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,1.0930e-186,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index 2bceae4d..c44426ad 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.9385,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.9385,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.3606,0.0001,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.3606,0.0000,,0.0052,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0001,0.0000,0.0052,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,9.3851e-01,1.1146e-25,6.8595e-26,4.0648e-106,8.2460e-18,4.8370e-09,4.9710e-47,7.5083e-11
+SVWP,9.3851e-01,,1.1092e-25,1.5750e-25,1.3468e-105,1.4649e-17,7.2811e-09,1.2628e-46,6.1722e-11
+DCC_joint,1.1146e-25,1.1092e-25,,8.1597e-61,5.9406e-135,1.8785e-46,1.5348e-35,4.8872e-79,7.7139e-09
+SW_cross_validated,6.8595e-26,1.5750e-25,8.1597e-61,,1.9360e-52,3.6060e-01,8.0068e-05,3.0072e-08,6.9380e-48
+SW_15,4.0648e-106,1.3468e-105,5.9406e-135,1.9360e-52,,4.5224e-51,6.9990e-66,1.0392e-25,2.6901e-127
+SW_30,8.2460e-18,1.4649e-17,1.8785e-46,3.6060e-01,4.5224e-51,,5.2208e-03,2.1674e-09,1.0151e-34
+SW_60,4.8370e-09,7.2811e-09,1.5348e-35,8.0068e-05,6.9990e-66,5.2208e-03,,3.2881e-18,1.1878e-23
+SW_120,4.9710e-47,1.2628e-46,4.8872e-79,3.0072e-08,1.0392e-25,2.1674e-09,3.2881e-18,,4.5725e-68
+sFC,7.5083e-11,6.1722e-11,7.7139e-09,6.9380e-48,2.6901e-127,1.0151e-34,1.1878e-23,4.5725e-68,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index 2155f04b..1fb31f3b 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.2978,0.0000,0.0000,0.0000,0.0000,0.2184,0.0000,0.0000
-SVWP,0.2978,,0.0000,0.0000,0.0000,0.0000,0.8624,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0619,0.0000,0.0753,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0619,,0.0000,0.9064,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0753,0.9064,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.2184,0.8624,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,2.9781e-01,1.1470e-07,4.2532e-11,5.3334e-82,4.0516e-11,2.1838e-01,1.1611e-33,0.0000e+00
+SVWP,2.9781e-01,,1.3586e-05,8.5457e-09,2.8902e-79,8.9466e-09,8.6242e-01,4.1060e-30,0.0000e+00
+DCC_joint,1.1470e-07,1.3586e-05,,6.1948e-02,2.3137e-64,7.5332e-02,1.9989e-05,1.1243e-14,0.0000e+00
+SW_cross_validated,4.2532e-11,8.5457e-09,6.1948e-02,,9.0421e-52,9.0643e-01,1.2112e-08,1.2503e-07,0.0000e+00
+SW_15,5.3334e-82,2.8902e-79,2.3137e-64,9.0421e-52,,2.1593e-53,4.4144e-80,1.3362e-37,0.0000e+00
+SW_30,4.0516e-11,8.9466e-09,7.5332e-02,9.0643e-01,2.1593e-53,,1.2634e-08,3.3962e-08,0.0000e+00
+SW_60,2.1838e-01,8.6242e-01,1.9989e-05,1.2112e-08,4.4144e-80,1.2634e-08,,1.9703e-30,0.0000e+00
+SW_120,1.1611e-33,4.1060e-30,1.1243e-14,1.2503e-07,1.3362e-37,3.3962e-08,1.9703e-30,,0.0000e+00
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index b557471e..8e1def79 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0007,0.0000,0.0419,0.0000,0.0000,0.0848,0.0000,0.0084
-SVWP,0.0007,,0.0000,0.1881,0.0000,0.0000,0.0000,0.0000,0.0450
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0419,0.1881,0.0000,,0.0000,0.0000,0.0000,0.0000,0.9140
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0848,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0084,0.0450,0.0000,0.9140,0.0000,0.0000,0.0000,0.0000,
+VWP,,7.4556e-04,2.5394e-71,4.1865e-02,1.2814e-158,3.1929e-33,8.4784e-02,1.2092e-62,8.4418e-03
+SVWP,7.4556e-04,,9.6596e-100,1.8811e-01,6.9171e-159,1.4001e-22,3.8783e-09,2.8186e-53,4.5044e-02
+DCC_joint,2.5394e-71,9.6596e-100,,2.7051e-86,6.4954e-262,2.0732e-161,1.0439e-91,2.3372e-195,1.4621e-164
+SW_cross_validated,4.1865e-02,1.8811e-01,2.7051e-86,,2.6441e-156,6.8314e-26,2.8749e-05,1.8728e-55,9.1403e-01
+SW_15,1.2814e-158,6.9171e-159,6.4954e-262,2.6441e-156,,5.1696e-138,1.0565e-197,6.4033e-115,2.1296e-223
+SW_30,3.1929e-33,1.4001e-22,2.0732e-161,6.8314e-26,5.1696e-138,,4.6590e-57,5.4497e-15,2.4346e-54
+SW_60,8.4784e-02,3.8783e-09,1.0439e-91,2.8749e-05,1.0565e-197,4.6590e-57,,7.8248e-97,2.0973e-11
+SW_120,1.2092e-62,2.8186e-53,2.3372e-195,1.8728e-55,6.4033e-115,5.4497e-15,7.8248e-97,,4.1922e-109
+sFC,8.4418e-03,4.5044e-02,1.4621e-164,9.1403e-01,2.1296e-223,2.4346e-54,2.0973e-11,4.1922e-109,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index 5cd2b4fc..3c714763 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.5632,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.5632,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0069,0.0016,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0069,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0016,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,5.6317e-01,1.6762e-13,1.9927e-117,1.0921e-254,5.4782e-192,4.3338e-130,7.8456e-94,1.4196e-78
+SVWP,5.6317e-01,,1.9194e-15,3.7258e-114,2.1592e-252,3.6698e-189,8.9831e-127,7.8965e-91,7.7773e-81
+DCC_joint,1.6762e-13,1.9194e-15,,2.3309e-178,5.2540e-308,3.4212e-252,2.0932e-194,8.5118e-145,8.1125e-77
+SW_cross_validated,1.9927e-117,3.7258e-114,2.3309e-178,,7.3495e-192,3.9738e-84,6.8569e-03,1.6426e-03,1.7182e-236
+SW_15,1.0921e-254,2.1592e-252,5.2540e-308,7.3495e-192,,1.0811e-115,4.0226e-190,1.1842e-183,0.0000e+00
+SW_30,5.4782e-192,3.6698e-189,3.4212e-252,3.9738e-84,1.0811e-115,,1.9580e-76,1.3054e-85,1.0495e-299
+SW_60,4.3338e-130,8.9831e-127,2.0932e-194,6.8569e-03,4.0226e-190,1.9580e-76,,2.8621e-08,5.5115e-253
+SW_120,7.8456e-94,7.8965e-91,8.5118e-145,1.6426e-03,1.1842e-183,1.3054e-85,2.8621e-08,,2.0909e-199
+sFC,1.4196e-78,7.7773e-81,8.1125e-77,1.7182e-236,0.0000e+00,1.0495e-299,5.5115e-253,2.0909e-199,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index 61cc33f7..0b11100f 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.9895,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.9895,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0253,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0253,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,9.8949e-01,2.7388e-07,2.5351e-123,2.6655e-284,9.7905e-218,3.0425e-148,8.7131e-106,1.0354e-48
+SVWP,9.8949e-01,,1.0138e-07,2.2927e-128,1.3191e-291,1.0801e-224,7.4513e-154,9.4399e-110,2.9356e-51
+DCC_joint,2.7388e-07,1.0138e-07,,2.9978e-183,0.0000e+00,1.9268e-286,2.0388e-210,9.9417e-156,1.1191e-42
+SW_cross_validated,2.5351e-123,2.2927e-128,2.9978e-183,,1.2126e-257,4.0434e-140,5.5267e-16,2.5317e-02,9.9347e-212
+SW_15,2.6655e-284,1.3191e-291,0.0000e+00,1.2126e-257,,4.9357e-182,2.4909e-244,3.0357e-237,0.0000e+00
+SW_30,9.7905e-218,1.0801e-224,1.9268e-286,4.0434e-140,4.9357e-182,,1.0023e-109,2.7668e-128,7.6862e-297
+SW_60,3.0425e-148,7.4513e-154,2.0388e-210,5.5267e-16,2.4909e-244,1.0023e-109,,4.9896e-20,8.7995e-234
+SW_120,8.7131e-106,9.4399e-110,9.9417e-156,2.5317e-02,3.0357e-237,2.7668e-128,4.9896e-20,,1.2274e-187
+sFC,1.0354e-48,2.9356e-51,1.1191e-42,9.9347e-212,0.0000e+00,7.6862e-297,8.7995e-234,1.2274e-187,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 4cda4e47..f35f547d 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.8312,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.8312,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.6475,0.0001,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.6475,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,8.3118e-01,3.3737e-10,2.2868e-24,1.9305e-201,2.3339e-109,5.9354e-31,2.5222e-14,1.0459e-295
+SVWP,8.3118e-01,,3.3144e-10,1.9459e-26,9.7076e-208,9.1662e-115,6.6669e-34,6.0783e-16,2.0754e-305
+DCC_joint,3.3737e-10,3.3144e-10,,8.0547e-64,2.6538e-260,6.5417e-170,5.0732e-84,1.5138e-53,0.0000e+00
+SW_cross_validated,2.2868e-24,1.9459e-26,8.0547e-64,,2.6131e-177,3.9597e-65,6.4752e-01,5.6565e-05,6.5237e-288
+SW_15,1.9305e-201,9.7076e-208,2.6538e-260,2.6131e-177,,4.8213e-121,1.0706e-200,2.0548e-205,2.3742e-165
+SW_30,2.3339e-109,9.1662e-115,6.5417e-170,3.9597e-65,4.8213e-121,,2.9252e-78,3.5530e-94,7.4385e-274
+SW_60,5.9354e-31,6.6669e-34,5.0732e-84,6.4752e-01,1.0706e-200,2.9252e-78,,2.3626e-07,0.0000e+00
+SW_120,2.5222e-14,6.0783e-16,1.5138e-53,5.6565e-05,2.0548e-205,3.5530e-94,2.3626e-07,,0.0000e+00
+sFC,1.0459e-295,2.0754e-305,0.0000e+00,6.5237e-288,2.3742e-165,7.4385e-274,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 42f51d0e..cd834e05 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0551,0.0000,0.0000,0.0000,0.0000,0.0009,0.0000,0.0000
-SVWP,0.0551,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0050,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0009,0.0000,0.0000,0.0050,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,5.5109e-02,7.1217e-27,3.2959e-07,7.2690e-136,4.2971e-24,8.8152e-04,4.0510e-213,1.3420e-253
+SVWP,5.5109e-02,,8.7602e-20,2.1290e-12,4.1439e-147,8.5299e-34,1.4947e-08,3.6958e-225,1.0662e-266
+DCC_joint,7.1217e-27,8.7602e-20,,1.2910e-53,1.4415e-209,2.3877e-97,9.4827e-63,1.0106e-305,0.0000e+00
+SW_cross_validated,3.2959e-07,2.1290e-12,1.2910e-53,,1.3309e-115,7.3784e-07,5.0222e-03,1.6417e-197,3.1353e-240
+SW_15,7.2690e-136,4.1439e-147,1.4415e-209,1.3309e-115,,5.4639e-113,1.0791e-154,3.0568e-77,1.2230e-146
+SW_30,4.2971e-24,8.5299e-34,2.3877e-97,7.3784e-07,5.4639e-113,,5.5576e-20,5.5664e-213,1.0016e-268
+SW_60,8.8152e-04,1.4947e-08,9.4827e-63,5.0222e-03,1.0791e-154,5.5576e-20,,3.5469e-256,5.3951e-318
+SW_120,4.0510e-213,3.6958e-225,1.0106e-305,1.6417e-197,3.0568e-77,5.5664e-213,3.5469e-256,,4.7612e-79
+sFC,1.3420e-253,1.0662e-266,0.0000e+00,3.1353e-240,1.2230e-146,1.0016e-268,5.3951e-318,4.7612e-79,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 289a3132..9359c8ed 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.9592,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.9592,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.2466,0.2492,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.2466,0.0000,0.0000,,0.9476,0.0000
-SW_120,0.0000,0.0000,0.0000,0.2492,0.0000,0.0000,0.9476,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,9.5921e-01,2.5365e-31,1.4785e-115,1.3389e-288,3.5967e-195,1.4139e-123,2.0495e-112,9.9239e-57
+SVWP,9.5921e-01,,1.1239e-30,3.0115e-115,7.1922e-288,1.4286e-194,3.7216e-123,4.2187e-112,1.1640e-55
+DCC_joint,2.5365e-31,1.1239e-30,,1.5731e-160,0.0000e+00,3.3157e-240,1.1242e-174,1.0773e-158,3.9888e-11
+SW_cross_validated,1.4785e-115,3.0115e-115,1.5731e-160,,2.9398e-183,1.0464e-48,2.4658e-01,2.4923e-01,1.4232e-177
+SW_15,1.3389e-288,7.1922e-288,0.0000e+00,2.9398e-183,,3.8488e-142,2.9364e-200,5.1808e-189,0.0000e+00
+SW_30,3.5967e-195,1.4286e-194,3.3157e-240,1.0464e-48,3.8488e-142,,7.5435e-61,3.5699e-55,2.5612e-258
+SW_60,1.4139e-123,3.7216e-123,1.1242e-174,2.4658e-01,2.9364e-200,7.5435e-61,,9.4756e-01,1.3069e-194
+SW_120,2.0495e-112,4.2187e-112,1.0773e-158,2.4923e-01,5.1808e-189,3.5699e-55,9.4756e-01,,2.6509e-176
+sFC,9.9239e-57,1.1640e-55,3.9888e-11,1.4232e-177,0.0000e+00,2.5612e-258,1.3069e-194,2.6509e-176,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 19439ba7..cff86ac9 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.2583,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.2583,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0011,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0457,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0011,0.0000,0.0000,0.0457,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,2.5832e-01,4.1088e-31,3.5145e-28,1.5128e-180,4.3427e-85,1.1976e-16,4.5056e-21,0.0000e+00
+SVWP,2.5832e-01,,4.5148e-30,3.2995e-35,1.2042e-192,3.2157e-98,1.4830e-23,2.3333e-28,0.0000e+00
+DCC_joint,4.1088e-31,4.5148e-30,,1.8882e-90,2.8587e-241,7.7587e-167,7.8844e-93,1.0298e-93,0.0000e+00
+SW_cross_validated,3.5145e-28,3.2995e-35,1.8882e-90,,1.3667e-138,1.0761e-26,4.2296e-07,1.1111e-03,3.2767e-311
+SW_15,1.5128e-180,1.2042e-192,2.8587e-241,1.3667e-138,,1.4493e-114,5.2814e-178,6.1131e-166,4.1006e-223
+SW_30,4.3427e-85,3.2157e-98,7.7587e-167,1.0761e-26,1.4493e-114,,5.3662e-63,1.0298e-49,0.0000e+00
+SW_60,1.1976e-16,1.4830e-23,7.8844e-93,4.2296e-07,5.2814e-178,5.3662e-63,,4.5698e-02,0.0000e+00
+SW_120,4.5056e-21,2.3333e-28,1.0298e-93,1.1111e-03,6.1131e-166,1.0298e-49,4.5698e-02,,0.0000e+00
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,3.2767e-311,4.1006e-223,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/SVWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/SVWP_kernel_lengthscales_kernel_params.csv
rename to results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/SVWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/SVWP_kernel_variance_kernel_params.csv
rename to results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/VWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/VWP_kernel_lengthscales_kernel_params.csv
rename to results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/VWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/kernel_params/VWP_kernel_variance_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/VWP_kernel_variance_kernel_params.csv
rename to results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/kernel_params/VWP_kernel_variance_kernel_params.csv
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/test_log_likelihood_mean.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/test_log_likelihood_mean.csv
deleted file mode 100644
index 5c38e656..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/test_log_likelihood_mean.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,-2.831,-2.363,-2.335,-2.332,-2.338,-2.639,-1.882,-2.729,-2.431
-SVWP,-2.831,-2.363,-2.369,-2.352,-2.368,-2.666,-1.902,-2.728,-2.447
-DCC_joint,-2.836,-2.369,-2.428,-2.469,-2.506,-2.712,-2.029,-2.729,-2.509
-SW_cross_validated,-2.830,-2.365,-2.358,-2.375,-2.388,-2.662,-1.950,-2.718,-2.456
-SW_15,-2.751,-2.289,-2.314,-2.300,-2.304,-2.571,-2.100,-2.624,-2.407
-SW_30,-2.796,-2.332,-2.326,-2.336,-2.375,-2.625,-1.939,-2.675,-2.426
-SW_60,-2.826,-2.359,-2.368,-2.450,-2.550,-2.682,-1.978,-2.716,-2.491
-SW_120,-2.850,-2.383,-2.491,-2.674,-2.789,-2.793,-2.101,-2.747,-2.603
-sFC,-2.836,-2.370,-2.836,-2.836,-2.836,-2.779,-2.836,-2.736,-2.758
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/test_log_likelihood_se.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/test_log_likelihood_se.csv
deleted file mode 100644
index b0bb3a9b..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/test_log_likelihood_se.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.000,0.003,0.003,0.003,0.003,0.002,0.005,0.002,0.003
-SVWP,0.000,0.003,0.004,0.004,0.004,0.004,0.006,0.002,0.003
-DCC_joint,0.000,0.003,0.003,0.003,0.003,0.002,0.007,0.002,0.003
-SW_cross_validated,0.000,0.003,0.003,0.003,0.003,0.002,0.006,0.002,0.003
-SW_15,0.001,0.003,0.005,0.004,0.003,0.002,0.020,0.002,0.005
-SW_30,0.001,0.003,0.003,0.003,0.002,0.002,0.008,0.002,0.003
-SW_60,0.001,0.003,0.003,0.002,0.002,0.002,0.006,0.002,0.002
-SW_120,0.001,0.003,0.002,0.002,0.002,0.002,0.005,0.002,0.002
-sFC,0.000,0.003,0.000,0.000,0.000,0.001,0.000,0.002,0.001
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/test_log_likelihood_std.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/test_log_likelihood_std.csv
deleted file mode 100644
index 839c7705..00000000
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/test_log_likelihood_std.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.005,0.038,0.039,0.045,0.040,0.029,0.077,0.023,0.037
-SVWP,0.005,0.038,0.055,0.052,0.055,0.054,0.085,0.023,0.046
-DCC_joint,0.002,0.038,0.037,0.037,0.037,0.025,0.100,0.022,0.037
-SW_cross_validated,0.006,0.038,0.038,0.041,0.039,0.029,0.090,0.024,0.038
-SW_15,0.021,0.045,0.075,0.060,0.045,0.031,0.278,0.030,0.073
-SW_30,0.015,0.041,0.046,0.038,0.033,0.027,0.112,0.027,0.042
-SW_60,0.011,0.040,0.037,0.032,0.028,0.023,0.079,0.025,0.034
-SW_120,0.011,0.039,0.035,0.029,0.025,0.024,0.070,0.026,0.032
-sFC,0.002,0.038,0.003,0.003,0.003,0.019,0.003,0.023,0.012
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index 8dafc189..29f28186 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0000,0.0000,,0.0000,0.0185,0.0000,0.0000,0.0000
-SVWP,0.0000,,0.0000,,0.3597,0.0000,0.1360,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000,0.0000
+VWP,,1.0442e-11,1.1052e-75,,5.5319e-43,1.8465e-02,7.7807e-29,3.3557e-240,1.8258e-254
+SVWP,1.0442e-11,,1.4217e-05,,3.5965e-01,2.9939e-09,1.3595e-01,4.1031e-92,1.3975e-94
+DCC_joint,1.1052e-75,1.4217e-05,,,3.3017e-13,4.3795e-81,1.4805e-38,6.9965e-204,1.9394e-225
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.3597,0.0000,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0185,0.0000,0.0000,,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.1360,0.0000,,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,,0.4064
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.4064,
+SW_15,5.5319e-43,3.5965e-01,3.3017e-13,,,2.8143e-42,4.7718e-08,1.8736e-214,1.2349e-232
+SW_30,1.8465e-02,2.9939e-09,4.3795e-81,,2.8143e-42,,1.0151e-26,4.6051e-271,1.3461e-294
+SW_60,7.7807e-29,1.3595e-01,1.4805e-38,,4.7718e-08,1.0151e-26,,4.2428e-260,9.8553e-289
+SW_120,3.3557e-240,4.1031e-92,6.9965e-204,,1.8736e-214,4.6051e-271,4.2428e-260,,4.0640e-01
+sFC,1.8258e-254,1.3975e-94,1.9394e-225,,1.2349e-232,1.3461e-294,9.8553e-289,4.0640e-01,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index 800307f3..b3734f1c 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.7195,0.0013,,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.7195,,0.0004,,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0013,0.0004,,,0.0000,0.0000,0.0000,0.0000,0.0001
+VWP,,7.1949e-01,1.2971e-03,,2.4705e-205,1.4332e-137,3.8705e-74,1.8828e-32,3.2202e-13
+SVWP,7.1949e-01,,3.8018e-04,,1.4598e-204,2.4244e-136,1.5371e-72,3.7008e-31,2.5161e-14
+DCC_joint,1.2971e-03,3.8018e-04,,,2.4809e-207,5.7273e-143,5.9133e-84,9.3933e-43,1.3737e-04
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0001,,0.0000,0.0000,0.0000,0.0000,
+SW_15,2.4705e-205,1.4598e-204,2.4809e-207,,,1.1079e-92,2.6770e-155,8.8228e-161,7.2298e-225
+SW_30,1.4332e-137,2.4244e-136,5.7273e-143,,1.1079e-92,,4.5509e-54,1.1027e-73,1.6324e-166
+SW_60,3.8705e-74,1.5371e-72,5.9133e-84,,2.6770e-155,4.5509e-54,,4.4708e-12,1.9756e-110
+SW_120,1.8828e-32,3.7008e-31,9.3933e-43,,8.8228e-161,1.1027e-73,4.4708e-12,,4.6551e-63
+sFC,3.2202e-13,2.5161e-14,1.3737e-04,,7.2298e-225,1.6324e-166,1.9756e-110,4.6551e-63,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index ce45844e..9ce29b71 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.9266,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.9266,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0118
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0010,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0010,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0118,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,9.2659e-01,1.0271e-22,1.4938e-42,2.1940e-277,9.5340e-209,4.2837e-147,2.6627e-96,2.0003e-16
+SVWP,9.2659e-01,,5.8786e-23,9.9315e-43,3.2893e-277,1.1230e-208,3.7883e-147,1.7897e-96,1.1495e-16
+DCC_joint,1.0271e-22,5.8786e-23,,4.2400e-18,4.5224e-233,6.4517e-157,3.4407e-89,4.6321e-44,1.1849e-02
+SW_cross_validated,1.4938e-42,9.9315e-43,4.2400e-18,,4.2301e-91,9.0933e-56,1.9858e-20,9.9852e-04,7.7648e-25
+SW_15,2.1940e-277,3.2893e-277,4.5224e-233,4.2301e-91,,1.4921e-118,1.8126e-184,1.0822e-191,1.8437e-255
+SW_30,9.5340e-209,1.1230e-208,6.4517e-157,9.0933e-56,1.4921e-118,,1.0329e-64,1.5254e-93,6.9665e-180
+SW_60,4.2837e-147,3.7883e-147,3.4407e-89,1.9858e-20,1.8126e-184,1.0329e-64,,4.4379e-18,3.4540e-111
+SW_120,2.6627e-96,1.7897e-96,4.6321e-44,9.9852e-04,1.0822e-191,1.5254e-93,4.4379e-18,,1.8476e-60
+sFC,2.0003e-16,1.1495e-16,1.1849e-02,7.7648e-25,1.8437e-255,6.9665e-180,3.4540e-111,1.8476e-60,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index 612bef6c..994b97a9 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.0000,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,,0.0911,0.0000,0.0000,0.0000,0.0000
+VWP,,1.0885e-05,5.2651e-161,,3.5079e-162,2.0358e-75,2.5764e-39,1.3425e-154,0.0000e+00
+SVWP,1.0885e-05,,1.4247e-134,,5.3918e-134,5.5546e-49,1.6606e-18,1.3164e-123,0.0000e+00
+DCC_joint,5.2651e-161,1.4247e-134,,,9.1051e-02,9.8487e-69,1.3262e-102,1.2543e-10,0.0000e+00
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0000,0.0911,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,
+SW_15,3.5079e-162,5.3918e-134,9.1051e-02,,,4.1392e-65,1.2898e-100,6.4878e-07,0.0000e+00
+SW_30,2.0358e-75,5.5546e-49,9.8487e-69,,4.1392e-65,,1.4521e-14,1.1268e-48,0.0000e+00
+SW_60,2.5764e-39,1.6606e-18,1.3262e-102,,1.2898e-100,1.4521e-14,,9.1650e-87,0.0000e+00
+SW_120,1.3425e-154,1.3164e-123,1.2543e-10,,6.4878e-07,1.1268e-48,9.1650e-87,,0.0000e+00
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index 67cb5913..7a27c10d 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0027,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.0027,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000,0.0000
+VWP,,2.7055e-03,1.5236e-209,,9.4401e-113,4.5266e-67,1.5131e-216,0.0000e+00,0.0000e+00
+SVWP,2.7055e-03,,1.3019e-181,,2.1917e-84,6.9932e-42,1.4650e-182,0.0000e+00,0.0000e+00
+DCC_joint,1.5236e-209,1.3019e-181,,,1.9799e-101,1.1558e-145,5.4494e-07,0.0000e+00,0.0000e+00
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,
+SW_15,9.4401e-113,2.1917e-84,1.9799e-101,,,1.2811e-25,3.9224e-93,0.0000e+00,0.0000e+00
+SW_30,4.5266e-67,6.9932e-42,1.1558e-145,,1.2811e-25,,8.4804e-144,0.0000e+00,0.0000e+00
+SW_60,1.5131e-216,1.4650e-182,5.4494e-07,,3.9224e-93,8.4804e-144,,0.0000e+00,0.0000e+00
+SW_120,0.0000e+00,0.0000e+00,0.0000e+00,,0.0000e+00,0.0000e+00,0.0000e+00,,8.1871e-259
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,,0.0000e+00,0.0000e+00,0.0000e+00,8.1871e-259,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index 1f83dd97..8b347a15 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.8714,0.0000,,0.0000,0.0001,0.0011,0.0000,0.0000
-SVWP,0.8714,,0.0000,,0.0000,0.0002,0.0017,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000,0.0000
+VWP,,8.7145e-01,4.0030e-40,,4.0617e-63,1.1030e-04,1.1193e-03,5.4271e-29,1.2222e-05
+SVWP,8.7145e-01,,5.4587e-39,,3.5896e-63,1.5973e-04,1.7286e-03,4.3874e-29,3.7715e-05
+DCC_joint,4.0030e-40,5.4587e-39,,,1.8252e-90,1.1607e-06,1.0787e-14,1.1998e-69,5.0170e-30
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0001,0.0002,0.0000,,0.0000,,0.2063,0.0000,0.0466
-SW_60,0.0011,0.0017,0.0000,,0.0000,0.2063,,0.0000,0.4872
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0466,0.4872,0.0000,
+SW_15,4.0617e-63,3.5896e-63,1.8252e-90,,,2.1670e-57,1.5388e-62,3.5627e-26,1.2280e-71
+SW_30,1.1030e-04,1.5973e-04,1.1607e-06,,2.1670e-57,,2.0632e-01,1.1593e-25,4.6584e-02
+SW_60,1.1193e-03,1.7286e-03,1.0787e-14,,1.5388e-62,2.0632e-01,,1.8100e-29,4.8725e-01
+SW_120,5.4271e-29,4.3874e-29,1.1998e-69,,3.5627e-26,1.1593e-25,1.8100e-29,,6.7140e-42
+sFC,1.2222e-05,3.7715e-05,5.0170e-30,,1.2280e-71,4.6584e-02,4.8725e-01,6.7140e-42,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index 4a1962b5..3a7dc0f6 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.2164,0.0000,,0.0000,0.0000,0.0134,0.0000,0.0000
-SVWP,0.2164,,0.0000,,0.0100,0.0000,0.4122,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000,0.0000
+VWP,,2.1641e-01,2.3430e-92,,3.5888e-05,1.7306e-07,1.3387e-02,4.0568e-102,0.0000e+00
+SVWP,2.1641e-01,,1.7946e-79,,1.0020e-02,9.4991e-10,4.1218e-01,1.0855e-83,0.0000e+00
+DCC_joint,2.3430e-92,1.7946e-79,,,1.8752e-81,8.2931e-125,8.4817e-106,1.9736e-06,0.0000e+00
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0100,0.0000,,,0.0000,0.0146,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0134,0.4122,0.0000,,0.0146,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,
+SW_15,3.5888e-05,1.0020e-02,1.8752e-81,,,2.4356e-22,1.4565e-02,7.0024e-92,0.0000e+00
+SW_30,1.7306e-07,9.4991e-10,8.2931e-125,,2.4356e-22,,1.5981e-19,1.5625e-148,0.0000e+00
+SW_60,1.3387e-02,4.1218e-01,8.4817e-106,,1.4565e-02,1.5981e-19,,3.1853e-136,0.0000e+00
+SW_120,4.0568e-102,1.0855e-83,1.9736e-06,,7.0024e-92,1.5625e-148,3.1853e-136,,0.0000e+00
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 23773a49..6a550fc7 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0000,0.0000,,0.0000,0.0185,0.0000,0.0000,0.0000
-SVWP,0.0000,,0.0000,,0.3573,0.0000,0.1371,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000,0.0000
+VWP,,1.0755e-11,1.1195e-75,,5.5920e-43,1.8512e-02,7.8631e-29,3.4018e-240,1.8540e-254
+SVWP,1.0755e-11,,1.3934e-05,,3.5733e-01,3.0688e-09,1.3713e-01,3.9012e-92,1.3278e-94
+DCC_joint,1.1195e-75,1.3934e-05,,,3.3017e-13,4.3795e-81,1.4805e-38,6.9965e-204,1.9394e-225
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.3573,0.0000,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0185,0.0000,0.0000,,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.1371,0.0000,,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,,0.4064
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.4064,
+SW_15,5.5920e-43,3.5733e-01,3.3017e-13,,,2.8143e-42,4.7718e-08,1.8736e-214,1.2349e-232
+SW_30,1.8512e-02,3.0688e-09,4.3795e-81,,2.8143e-42,,1.0151e-26,4.6051e-271,1.3461e-294
+SW_60,7.8631e-29,1.3713e-01,1.4805e-38,,4.7718e-08,1.0151e-26,,4.2428e-260,9.8553e-289
+SW_120,3.4018e-240,3.9012e-92,6.9965e-204,,1.8736e-214,4.6051e-271,4.2428e-260,,4.0640e-01
+sFC,1.8540e-254,1.3278e-94,1.9394e-225,,1.2349e-232,1.3461e-294,9.8553e-289,4.0640e-01,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index c627188f..eb610059 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.7268,0.0013,,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.7268,,0.0004,,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0013,0.0004,,,0.0000,0.0000,0.0000,0.0000,0.0001
+VWP,,7.2684e-01,1.3128e-03,,3.0138e-205,1.7897e-137,4.5985e-74,2.0062e-32,3.3859e-13
+SVWP,7.2684e-01,,3.9728e-04,,1.5772e-204,2.5813e-136,1.5472e-72,3.5461e-31,2.7963e-14
+DCC_joint,1.3128e-03,3.9728e-04,,,2.4809e-207,5.7273e-143,5.9133e-84,9.3933e-43,1.3737e-04
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0001,,0.0000,0.0000,0.0000,0.0000,
+SW_15,3.0138e-205,1.5772e-204,2.4809e-207,,,1.1079e-92,2.6770e-155,8.8228e-161,7.2298e-225
+SW_30,1.7897e-137,2.5813e-136,5.7273e-143,,1.1079e-92,,4.5509e-54,1.1027e-73,1.6324e-166
+SW_60,4.5985e-74,1.5472e-72,5.9133e-84,,2.6770e-155,4.5509e-54,,4.4708e-12,1.9756e-110
+SW_120,2.0062e-32,3.5461e-31,9.3933e-43,,8.8228e-161,1.1027e-73,4.4708e-12,,4.6551e-63
+sFC,3.3859e-13,2.7963e-14,1.3737e-04,,7.2298e-225,1.6324e-166,1.9756e-110,4.6551e-63,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 4be0367c..5e1e8df3 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.9251,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.9251,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0118
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0010,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0010,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0118,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,9.2507e-01,1.0664e-22,1.5139e-42,2.4419e-277,1.0574e-208,4.7180e-147,2.8643e-96,2.0716e-16
+SVWP,9.2507e-01,,5.8819e-23,9.9857e-43,3.1362e-277,1.0785e-208,3.6730e-147,1.7616e-96,1.1511e-16
+DCC_joint,1.0664e-22,5.8819e-23,,4.2400e-18,4.5224e-233,6.4517e-157,3.4407e-89,4.6321e-44,1.1849e-02
+SW_cross_validated,1.5139e-42,9.9857e-43,4.2400e-18,,4.2301e-91,9.0933e-56,1.9858e-20,9.9852e-04,7.7648e-25
+SW_15,2.4419e-277,3.1362e-277,4.5224e-233,4.2301e-91,,1.4921e-118,1.8126e-184,1.0822e-191,1.8437e-255
+SW_30,1.0574e-208,1.0785e-208,6.4517e-157,9.0933e-56,1.4921e-118,,1.0329e-64,1.5254e-93,6.9665e-180
+SW_60,4.7180e-147,3.6730e-147,3.4407e-89,1.9858e-20,1.8126e-184,1.0329e-64,,4.4379e-18,3.4540e-111
+SW_120,2.8643e-96,1.7616e-96,4.6321e-44,9.9852e-04,1.0822e-191,1.5254e-93,4.4379e-18,,1.8476e-60
+sFC,2.0716e-16,1.1511e-16,1.1849e-02,7.7648e-25,1.8437e-255,6.9665e-180,3.4540e-111,1.8476e-60,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 612bef6c..731b7273 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.0000,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,,0.0911,0.0000,0.0000,0.0000,0.0000
+VWP,,1.0130e-05,3.7920e-161,,2.4473e-162,1.5701e-75,2.1465e-39,8.9793e-155,0.0000e+00
+SVWP,1.0130e-05,,1.7676e-134,,6.7899e-134,6.5666e-49,1.8407e-18,1.6888e-123,0.0000e+00
+DCC_joint,3.7920e-161,1.7676e-134,,,9.1051e-02,9.8487e-69,1.3262e-102,1.2543e-10,0.0000e+00
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0000,0.0911,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,
+SW_15,2.4473e-162,6.7899e-134,9.1051e-02,,,4.1392e-65,1.2898e-100,6.4878e-07,0.0000e+00
+SW_30,1.5701e-75,6.5666e-49,9.8487e-69,,4.1392e-65,,1.4521e-14,1.1268e-48,0.0000e+00
+SW_60,2.1465e-39,1.8407e-18,1.3262e-102,,1.2898e-100,1.4521e-14,,9.1650e-87,0.0000e+00
+SW_120,8.9793e-155,1.6888e-123,1.2543e-10,,6.4878e-07,1.1268e-48,9.1650e-87,,0.0000e+00
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 67cb5913..b87f5207 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0027,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.0027,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000,0.0000
+VWP,,2.7138e-03,1.6064e-209,,1.1278e-112,5.7879e-67,1.5636e-216,0.0000e+00,0.0000e+00
+SVWP,2.7138e-03,,1.3409e-181,,2.5259e-84,8.3908e-42,1.4905e-182,0.0000e+00,0.0000e+00
+DCC_joint,1.6064e-209,1.3409e-181,,,1.9799e-101,1.1558e-145,5.4494e-07,0.0000e+00,0.0000e+00
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,
+SW_15,1.1278e-112,2.5259e-84,1.9799e-101,,,1.2811e-25,3.9224e-93,0.0000e+00,0.0000e+00
+SW_30,5.7879e-67,8.3908e-42,1.1558e-145,,1.2811e-25,,8.4804e-144,0.0000e+00,0.0000e+00
+SW_60,1.5636e-216,1.4905e-182,5.4494e-07,,3.9224e-93,8.4804e-144,,0.0000e+00,0.0000e+00
+SW_120,0.0000e+00,0.0000e+00,0.0000e+00,,0.0000e+00,0.0000e+00,0.0000e+00,,8.1871e-259
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,,0.0000e+00,0.0000e+00,0.0000e+00,8.1871e-259,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 2fbb1f54..b6282097 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.8840,0.0000,,0.0000,0.0001,0.0011,0.0000,0.0000
-SVWP,0.8840,,0.0000,,0.0000,0.0002,0.0017,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000,0.0000
+VWP,,8.8400e-01,3.9127e-40,,3.6937e-63,1.1240e-04,1.1433e-03,4.7573e-29,1.2577e-05
+SVWP,8.8400e-01,,5.0797e-39,,3.5900e-63,1.5823e-04,1.7097e-03,4.3934e-29,3.6646e-05
+DCC_joint,3.9127e-40,5.0797e-39,,,1.8252e-90,1.1607e-06,1.0787e-14,1.1998e-69,5.0170e-30
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0001,0.0002,0.0000,,0.0000,,0.2063,0.0000,0.0466
-SW_60,0.0011,0.0017,0.0000,,0.0000,0.2063,,0.0000,0.4872
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0466,0.4872,0.0000,
+SW_15,3.6937e-63,3.5900e-63,1.8252e-90,,,2.1670e-57,1.5388e-62,3.5627e-26,1.2280e-71
+SW_30,1.1240e-04,1.5823e-04,1.1607e-06,,2.1670e-57,,2.0632e-01,1.1593e-25,4.6584e-02
+SW_60,1.1433e-03,1.7097e-03,1.0787e-14,,1.5388e-62,2.0632e-01,,1.8100e-29,4.8725e-01
+SW_120,4.7573e-29,4.3934e-29,1.1998e-69,,3.5627e-26,1.1593e-25,1.8100e-29,,6.7140e-42
+sFC,1.2577e-05,3.6646e-05,5.0170e-30,,1.2280e-71,4.6584e-02,4.8725e-01,6.7140e-42,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index ecc086f5..94630b25 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.2237,0.0000,,0.0000,0.0000,0.0140,0.0000,0.0000
-SVWP,0.2237,,0.0000,,0.0098,0.0000,0.4070,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000,0.0000
+VWP,,2.2367e-01,2.5035e-92,,3.7969e-05,1.5886e-07,1.3976e-02,4.2640e-102,0.0000e+00
+SVWP,2.2367e-01,,1.4643e-79,,9.7586e-03,9.7354e-10,4.0695e-01,8.1585e-84,0.0000e+00
+DCC_joint,2.5035e-92,1.4643e-79,,,1.8752e-81,8.2931e-125,8.4817e-106,1.9736e-06,0.0000e+00
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0098,0.0000,,,0.0000,0.0146,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0140,0.4070,0.0000,,0.0146,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,
+SW_15,3.7969e-05,9.7586e-03,1.8752e-81,,,2.4356e-22,1.4565e-02,7.0024e-92,0.0000e+00
+SW_30,1.5886e-07,9.7354e-10,8.2931e-125,,2.4356e-22,,1.5981e-19,1.5625e-148,0.0000e+00
+SW_60,1.3976e-02,4.0695e-01,8.4817e-106,,1.4565e-02,1.5981e-19,,3.1853e-136,0.0000e+00
+SW_120,4.2640e-102,8.1585e-84,1.9736e-06,,7.0024e-92,1.5625e-148,3.1853e-136,,0.0000e+00
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index af2776fd..1b1b1310 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.0000,,0.0161,,0.0000,0.0002,0.0282,0.0000,0.0000
-DCC_joint,0.0000,0.0161,,,0.0000,0.0000,0.0000,0.0000,0.0000
+VWP,,1.2148e-09,1.3786e-45,,1.6646e-68,2.8062e-06,2.2890e-14,4.3835e-203,6.8377e-229
+SVWP,1.2148e-09,,1.6122e-02,,3.7157e-10,2.3487e-04,2.8217e-02,7.9332e-83,5.8696e-92
+DCC_joint,1.3786e-45,1.6122e-02,,,2.0168e-14,8.4242e-31,8.1743e-22,6.2332e-184,1.3745e-224
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0002,0.0000,,0.0000,,0.0012,0.0000,0.0000
-SW_60,0.0000,0.0282,0.0000,,0.0000,0.0012,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,
+SW_15,1.6646e-68,3.7157e-10,2.0168e-14,,,3.4475e-56,1.9227e-48,1.4081e-127,4.7616e-156
+SW_30,2.8062e-06,2.3487e-04,8.4242e-31,,3.4475e-56,,1.2277e-03,1.9009e-210,1.4734e-244
+SW_60,2.2890e-14,2.8217e-02,8.1743e-22,,1.9227e-48,1.2277e-03,,8.6557e-218,2.1373e-260
+SW_120,4.3835e-203,7.9332e-83,6.2332e-184,,1.4081e-127,1.9009e-210,8.6557e-218,,1.4047e-07
+sFC,6.8377e-229,5.8696e-92,1.3745e-224,,4.7616e-156,1.4734e-244,2.1373e-260,1.4047e-07,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index ca91143a..37de6425 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.6333,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.6333,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000,0.0000
+VWP,,6.3328e-01,7.8177e-17,,1.0586e-264,4.5757e-206,4.7177e-155,7.1427e-122,2.8069e-50
+SVWP,6.3328e-01,,2.6725e-18,,3.1505e-263,3.5027e-204,1.0028e-152,9.9829e-120,4.3211e-52
+DCC_joint,7.8177e-17,2.6725e-18,,,4.7061e-285,9.5601e-233,7.2615e-189,6.3240e-154,1.3959e-14
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,
+SW_15,1.0586e-264,3.1505e-263,4.7061e-285,,,1.3725e-98,2.8601e-169,4.3519e-171,3.0816e-309
+SW_30,4.5757e-206,3.5027e-204,9.5601e-233,,1.3725e-98,,7.0946e-61,3.7847e-73,7.5909e-263
+SW_60,4.7177e-155,1.0028e-152,7.2615e-189,,2.8601e-169,7.0946e-61,,3.0529e-06,1.0160e-225
+SW_120,7.1427e-122,9.9829e-120,6.3240e-154,,4.3519e-171,3.7847e-73,3.0529e-06,,2.6371e-185
+sFC,2.8069e-50,4.3211e-52,1.3959e-14,,3.0816e-309,7.5909e-263,1.0160e-225,2.6371e-185,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index 869ee248..493aca10 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.9194,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.9194,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0174
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0002,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0002,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0174,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,9.1943e-01,5.5833e-22,6.8315e-37,1.5992e-241,2.7324e-190,4.4006e-135,8.9924e-84,4.2163e-16
+SVWP,9.1943e-01,,2.8007e-22,4.2607e-37,1.3590e-241,1.9583e-190,2.4937e-135,4.3832e-84,2.1483e-16
+DCC_joint,5.5833e-22,2.8007e-22,,1.3799e-12,1.3164e-199,1.0977e-139,8.3846e-78,9.7375e-35,1.7404e-02
+SW_cross_validated,6.8315e-37,4.2607e-37,1.3799e-12,,9.0152e-89,2.5118e-54,7.1166e-21,2.2971e-04,1.2661e-18
+SW_15,1.5992e-241,1.3590e-241,1.3164e-199,9.0152e-89,,4.1944e-79,6.5086e-148,7.4102e-157,3.0579e-219
+SW_30,2.7324e-190,1.9583e-190,1.0977e-139,2.5118e-54,4.1944e-79,,1.5391e-55,7.1023e-81,4.9466e-161
+SW_60,4.4006e-135,2.4937e-135,8.3846e-78,7.1166e-21,6.5086e-148,1.5391e-55,,5.6373e-16,1.6747e-98
+SW_120,8.9924e-84,4.3832e-84,9.7375e-35,2.2971e-04,7.4102e-157,7.1023e-81,5.6373e-16,,7.0662e-49
+sFC,4.2163e-16,2.1483e-16,1.7404e-02,1.2661e-18,3.0579e-219,4.9466e-161,1.6747e-98,7.0662e-49,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index c841d2d0..ea243fff 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.3912,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.3912,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000,0.0000
+VWP,,3.9118e-01,6.9397e-85,,3.3499e-196,4.4660e-112,1.5429e-33,1.1181e-31,0.0000e+00
+SVWP,3.9118e-01,,3.3031e-79,,8.1835e-192,5.8283e-107,2.6991e-29,7.3654e-28,0.0000e+00
+DCC_joint,6.9397e-85,3.3031e-79,,,6.6259e-136,1.9680e-19,1.9121e-27,1.0427e-21,0.0000e+00
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,,0.0000,0.0000,,0.6096,0.0000
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.6096,,0.0000
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,
+SW_15,3.3499e-196,8.1835e-192,6.6259e-136,,,4.3596e-91,8.1073e-164,3.8568e-151,0.0000e+00
+SW_30,4.4660e-112,5.8283e-107,1.9680e-19,,4.3596e-91,,9.5738e-61,3.5138e-52,0.0000e+00
+SW_60,1.5429e-33,2.6991e-29,1.9121e-27,,8.1073e-164,9.5738e-61,,6.0960e-01,0.0000e+00
+SW_120,1.1181e-31,7.3654e-28,1.0427e-21,,3.8568e-151,3.5138e-52,6.0960e-01,,0.0000e+00
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index 7c62021a..fb6dc809 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.8193,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.8193,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,,0.0000,0.0000,0.2201,0.0000,0.0000
+VWP,,8.1925e-01,4.5960e-109,,5.8561e-134,1.6471e-49,1.9635e-108,0.0000e+00,0.0000e+00
+SVWP,8.1925e-01,,9.3929e-106,,4.7038e-131,2.7036e-47,5.8805e-105,0.0000e+00,0.0000e+00
+DCC_joint,4.5960e-109,9.3929e-106,,,1.4498e-22,3.9945e-33,2.2015e-01,0.0000e+00,0.0000e+00
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.2201,,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,
+SW_15,5.8561e-134,4.7038e-131,1.4498e-22,,,3.1507e-69,1.1489e-27,4.6047e-291,0.0000e+00
+SW_30,1.6471e-49,2.7036e-47,3.9945e-33,,3.1507e-69,,2.8251e-30,0.0000e+00,0.0000e+00
+SW_60,1.9635e-108,5.8805e-105,2.2015e-01,,1.1489e-27,2.8251e-30,,0.0000e+00,0.0000e+00
+SW_120,0.0000e+00,0.0000e+00,0.0000e+00,,4.6047e-291,0.0000e+00,0.0000e+00,,1.8085e-241
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,,0.0000e+00,0.0000e+00,0.0000e+00,1.8085e-241,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index e360fd1d..c3bd6719 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.9483,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.9483,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000,0.0000
+VWP,,9.4833e-01,4.2360e-44,,2.9190e-119,9.4213e-22,9.3977e-08,2.1879e-66,4.5126e-13
+SVWP,9.4833e-01,,1.3391e-43,,2.9505e-119,7.8489e-22,7.9648e-08,2.1322e-66,1.0250e-12
+DCC_joint,4.2360e-44,1.3391e-43,,,3.0916e-145,1.5719e-57,2.2182e-43,7.7701e-110,2.4342e-27
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,
+SW_15,2.9190e-119,2.9505e-119,3.0916e-145,,,1.7186e-63,4.3878e-87,6.4156e-51,1.1761e-134
+SW_30,9.4213e-22,7.8489e-22,1.5719e-57,,1.7186e-63,,6.9259e-06,3.5337e-08,2.8625e-37
+SW_60,9.3977e-08,7.9648e-08,2.2182e-43,,4.3878e-87,6.9259e-06,,9.4003e-27,4.7007e-21
+SW_120,2.1879e-66,2.1322e-66,7.7701e-110,,6.4156e-51,3.5337e-08,9.4003e-27,,6.4482e-93
+sFC,4.5126e-13,1.0250e-12,2.4342e-27,,1.1761e-134,2.8625e-37,4.7007e-21,6.4482e-93,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index 9a8cbed0..4f8b5866 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.5210,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.5210,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,,0.0000,0.0000,0.0674,0.0000,0.0000
+VWP,,5.2095e-01,3.4793e-22,,8.1370e-138,9.2967e-51,3.0264e-27,1.9497e-85,0.0000e+00
+SVWP,5.2095e-01,,1.6807e-18,,6.8826e-132,1.3829e-45,2.8304e-23,7.8730e-79,0.0000e+00
+DCC_joint,3.4793e-22,1.6807e-18,,,8.9442e-111,2.1745e-15,6.7409e-02,6.5124e-47,0.0000e+00
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0674,,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,
+SW_15,8.1370e-138,6.8826e-132,8.9442e-111,,,2.2741e-74,3.6276e-101,1.1881e-48,0.0000e+00
+SW_30,9.2967e-51,1.3829e-45,2.1745e-15,,2.2741e-74,,8.6419e-10,1.5501e-12,0.0000e+00
+SW_60,3.0264e-27,2.8304e-23,6.7409e-02,,3.6276e-101,8.6419e-10,,5.3441e-37,0.0000e+00
+SW_120,1.9497e-85,7.8730e-79,6.5124e-47,,1.1881e-48,1.5501e-12,5.3441e-37,,0.0000e+00
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 7ae9ce2a..5152bac3 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.0000,,0.0000,,0.0000,0.0000,0.5547,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000,0.0000
+VWP,,1.7269e-06,2.2885e-20,,6.2169e-167,1.1664e-44,3.5549e-08,7.0640e-137,5.2455e-115
+SVWP,1.7269e-06,,1.2833e-34,,1.7859e-127,3.2412e-16,5.5473e-01,5.3161e-92,2.3581e-59
+DCC_joint,2.2885e-20,1.2833e-34,,,2.0395e-218,2.7686e-103,6.9378e-56,1.3067e-200,3.3705e-213
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.5547,0.0000,,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,
+SW_15,6.2169e-167,1.7859e-127,2.0395e-218,,,1.6804e-121,2.0103e-169,1.0822e-38,1.0640e-120
+SW_30,1.1664e-44,3.2412e-16,2.7686e-103,,1.6804e-121,,1.5777e-29,7.4174e-77,9.1385e-34
+SW_60,3.5549e-08,5.5473e-01,6.9378e-56,,2.0103e-169,1.5777e-29,,1.4075e-137,1.6491e-119
+SW_120,7.0640e-137,5.3161e-92,1.3067e-200,,1.0822e-38,7.4174e-77,1.4075e-137,,4.3101e-62
+sFC,5.2455e-115,2.3581e-59,3.3705e-213,,1.0640e-120,9.1385e-34,1.6491e-119,4.3101e-62,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index 1236be4d..ebe28afd 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.6894,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.6894,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000,0.0000
+VWP,,6.8940e-01,1.0195e-22,,1.4570e-283,9.0078e-225,2.0438e-171,1.0657e-142,1.4741e-82
+SVWP,6.8940e-01,,9.1789e-24,,1.0767e-281,1.7217e-222,8.7903e-169,2.7401e-140,9.3431e-83
+DCC_joint,1.0195e-22,9.1789e-24,,,1.6998e-300,2.2800e-248,2.1458e-202,1.3461e-174,1.1548e-27
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,
+SW_15,1.4570e-283,1.0767e-281,1.6998e-300,,,1.0541e-113,6.4774e-185,1.7191e-189,0.0000e+00
+SW_30,9.0078e-225,1.7217e-222,2.2800e-248,,1.0541e-113,,2.8800e-69,2.1774e-84,3.3746e-296
+SW_60,2.0438e-171,8.7903e-169,2.1458e-202,,6.4774e-185,2.8800e-69,,6.2077e-07,9.2944e-259
+SW_120,1.0657e-142,2.7401e-140,1.3461e-174,,1.7191e-189,2.1774e-84,6.2077e-07,,8.5010e-225
+sFC,1.4741e-82,9.3431e-83,1.1548e-27,,0.0000e+00,3.3746e-296,9.2944e-259,8.5010e-225,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index 03b21538..00731cde 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.8957,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.8957,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0312,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0312,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,8.9571e-01,3.3111e-09,3.4054e-88,7.3352e-307,6.1288e-241,6.7537e-178,4.2589e-138,1.5251e-38
+SVWP,8.9571e-01,,8.7811e-09,9.5023e-89,1.8031e-305,1.3476e-239,9.9921e-177,2.5398e-137,1.9512e-37
+DCC_joint,3.3111e-09,8.7811e-09,,1.6776e-101,8.8774e-306,7.1094e-244,1.7488e-186,7.6552e-151,2.9074e-13
+SW_cross_validated,3.4054e-88,9.5023e-89,1.6776e-101,,3.2121e-129,2.5064e-66,6.3775e-07,3.1181e-02,1.0639e-110
+SW_15,7.3352e-307,1.8031e-305,8.8774e-306,3.2121e-129,,1.9923e-147,8.2350e-226,1.0500e-232,0.0000e+00
+SW_30,6.1288e-241,1.3476e-239,7.1094e-244,2.5064e-66,1.9923e-147,,1.4841e-97,1.0034e-122,5.0233e-271
+SW_60,6.7537e-178,9.9921e-177,1.7488e-186,6.3775e-07,8.2350e-226,1.4841e-97,,1.2407e-17,3.3492e-219
+SW_120,4.2589e-138,2.5398e-137,7.6552e-151,3.1181e-02,1.0500e-232,1.0034e-122,1.2407e-17,,1.1640e-183
+sFC,1.5251e-38,1.9512e-37,2.9074e-13,1.0639e-110,0.0000e+00,5.0233e-271,3.3492e-219,1.1640e-183,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index bf56082d..ed19013e 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0018,0.0001,,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.0018,,0.9420,,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0001,0.9420,,,0.0000,0.0000,0.0000,0.0000,0.0000
+VWP,,1.8004e-03,9.5017e-05,,1.3372e-218,4.1398e-134,1.5174e-54,1.8174e-40,0.0000e+00
+SVWP,1.8004e-03,,9.4202e-01,,4.2266e-204,9.3084e-116,3.9343e-36,7.4432e-25,0.0000e+00
+DCC_joint,9.5017e-05,9.4202e-01,,,4.3425e-241,2.7066e-149,8.6565e-55,2.6204e-36,0.0000e+00
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,,0.0000,0.0000,,0.0109,0.0000
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0109,,0.0000
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,
+SW_15,1.3372e-218,4.2266e-204,4.3425e-241,,,2.2816e-116,3.2767e-195,4.9201e-191,3.0449e-234
+SW_30,4.1398e-134,9.3084e-116,2.7066e-149,,2.2816e-116,,1.5305e-78,1.6644e-81,0.0000e+00
+SW_60,1.5174e-54,3.9343e-36,8.6565e-55,,3.2767e-195,1.5305e-78,,1.0908e-02,0.0000e+00
+SW_120,1.8174e-40,7.4432e-25,2.6204e-36,,4.9201e-191,1.6644e-81,1.0908e-02,,0.0000e+00
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,,3.0449e-234,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index c45c0d97..fd0b0048 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0948,0.1677,,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.0948,,0.0011,,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.1677,0.0011,,,0.0000,0.0000,0.0000,0.0000,0.0000
+VWP,,9.4784e-02,1.6774e-01,,1.1076e-155,2.2858e-45,5.2205e-37,5.2014e-289,0.0000e+00
+SVWP,9.4784e-02,,1.1475e-03,,9.1466e-149,1.4540e-37,9.7819e-29,1.7692e-282,0.0000e+00
+DCC_joint,1.6774e-01,1.1475e-03,,,3.1789e-178,1.3255e-61,1.2460e-55,0.0000e+00,0.0000e+00
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,,0.0000,,0.0001,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,,0.0000,0.0001,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,
+SW_15,1.1076e-155,9.1466e-149,3.1789e-178,,,6.6976e-99,1.1376e-125,1.8752e-151,6.2349e-223
+SW_30,2.2858e-45,1.4540e-37,1.3255e-61,,6.6976e-99,,1.0706e-04,4.9341e-253,6.5024e-308
+SW_60,5.2205e-37,9.7819e-29,1.2460e-55,,1.1376e-125,1.0706e-04,,1.3715e-293,0.0000e+00
+SW_120,5.2014e-289,1.7692e-282,0.0000e+00,,1.8752e-151,4.9341e-253,1.3715e-293,,4.8632e-158
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,,6.2349e-223,6.5024e-308,0.0000e+00,4.8632e-158,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 0699d786..d5b4bd37 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.9704,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.9704,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000,0.0000
+VWP,,9.7041e-01,6.3796e-44,,9.6821e-254,1.0961e-164,3.0605e-103,2.1124e-119,1.5980e-40
+SVWP,9.7041e-01,,3.4016e-44,,8.6597e-254,1.0513e-164,3.2036e-103,2.1317e-119,7.0809e-41
+DCC_joint,6.3796e-44,3.4016e-44,,,2.4574e-278,1.9170e-202,8.0144e-154,1.4968e-168,2.5386e-07
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,,0.0000,0.0000,,0.0019,0.0000
-SW_120,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0019,,0.0000
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,
+SW_15,9.6821e-254,8.6597e-254,2.4574e-278,,,4.7839e-119,7.6547e-179,3.9096e-172,3.6167e-287
+SW_30,1.0961e-164,1.0513e-164,1.9170e-202,,4.7839e-119,,2.4894e-50,1.0930e-38,2.1408e-210
+SW_60,3.0605e-103,3.2036e-103,8.0144e-154,,7.6547e-179,2.4894e-50,,1.8862e-03,6.7138e-161
+SW_120,2.1124e-119,2.1317e-119,1.4968e-168,,3.9096e-172,1.0930e-38,1.8862e-03,,2.1328e-177
+sFC,1.5980e-40,7.0809e-41,2.5386e-07,,3.6167e-287,2.1408e-210,6.7138e-161,2.1328e-177,
diff --git a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 412d1bb4..dab57868 100644
--- a/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.1588,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.1588,,0.0000,,0.0000,0.0000,0.0698,0.0002,0.0000
-DCC_joint,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000,0.0000
+VWP,,1.5883e-01,1.7598e-11,,6.6680e-118,1.4075e-37,2.7383e-08,3.0719e-17,8.4304e-276
+SVWP,1.5883e-01,,5.1744e-08,,5.8608e-57,1.2508e-11,6.9835e-02,2.0844e-04,2.8815e-176
+DCC_joint,1.7598e-11,5.1744e-08,,,1.9463e-221,3.2829e-132,1.2170e-72,4.7549e-94,0.0000e+00
 SW_cross_validated,,,,,,,,,
-SW_15,0.0000,0.0000,0.0000,,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0698,0.0000,,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0002,0.0000,,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,
+SW_15,6.6680e-118,5.8608e-57,1.9463e-221,,,4.4598e-100,5.5698e-149,1.1254e-129,1.5724e-278
+SW_30,1.4075e-37,1.2508e-11,3.2829e-132,,4.4598e-100,,2.8210e-34,2.7921e-15,0.0000e+00
+SW_60,2.7383e-08,6.9835e-02,1.2170e-72,,5.5698e-149,2.8210e-34,,7.9684e-07,0.0000e+00
+SW_120,3.0719e-17,2.0844e-04,4.7549e-94,,1.1254e-129,2.7921e-15,7.9684e-07,,0.0000e+00
+sFC,8.4304e-276,2.8815e-176,0.0000e+00,,1.5724e-278,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_boxcar_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_boxcar_likelihoods_pvals.csv
index 5d32045f..733cee9d 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_boxcar_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_boxcar_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.000,0.000,0.037
-DCC_joint,0.000,,0.157,0.030
-SW_cross_validated,0.000,0.157,,0.000
-sFC,0.037,0.030,0.000,
+SVWP,,1.7100e-04,6.0156e-07,3.7389e-02
+DCC_joint,1.7100e-04,,1.5704e-01,2.9901e-02
+SW_cross_validated,6.0156e-07,1.5704e-01,,3.2968e-04
+sFC,3.7389e-02,2.9901e-02,3.2968e-04,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_constant_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_constant_likelihoods_pvals.csv
index 9dfcebce..a941fdb7 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_constant_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_constant_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.000,0.000,0.014
-DCC_joint,0.000,,0.001,0.000
-SW_cross_validated,0.000,0.001,,0.000
-sFC,0.014,0.000,0.000,
+SVWP,,6.9706e-20,6.1676e-09,1.3883e-02
+DCC_joint,6.9706e-20,,5.8330e-04,1.4243e-14
+SW_cross_validated,6.1676e-09,5.8330e-04,,4.5428e-05
+sFC,1.3883e-02,1.4243e-14,4.5428e-05,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_null_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_null_likelihoods_pvals.csv
index 781a7305..309a25bd 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_null_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_null_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.000,0.000,0.282
-DCC_joint,0.000,,0.007,0.001
-SW_cross_validated,0.000,0.007,,0.000
-sFC,0.282,0.001,0.000,
+SVWP,,2.0709e-05,4.1243e-12,2.8180e-01
+DCC_joint,2.0709e-05,,6.6739e-03,6.1354e-04
+SW_cross_validated,4.1243e-12,6.6739e-03,,5.3744e-10
+sFC,2.8180e-01,6.1354e-04,5.3744e-10,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_1_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_1_likelihoods_pvals.csv
index 090596af..388a12cd 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_1_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_1_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.000,0.000,0.000
-DCC_joint,0.000,,0.672,0.000
-SW_cross_validated,0.000,0.672,,0.000
-sFC,0.000,0.000,0.000,
+SVWP,,5.1831e-11,4.2834e-09,1.4559e-33
+DCC_joint,5.1831e-11,,6.7242e-01,2.9986e-05
+SW_cross_validated,4.2834e-09,6.7242e-01,,8.1483e-06
+sFC,1.4559e-33,2.9986e-05,8.1483e-06,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_3_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_3_likelihoods_pvals.csv
index aad2fe11..0bfb2377 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_3_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_3_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.214,0.002,0.000
-DCC_joint,0.214,,0.056,0.000
-SW_cross_validated,0.002,0.056,,0.038
-sFC,0.000,0.000,0.038,
+SVWP,,2.1448e-01,1.7734e-03,4.9776e-11
+DCC_joint,2.1448e-01,,5.6489e-02,2.2040e-06
+SW_cross_validated,1.7734e-03,5.6489e-02,,3.8310e-02
+sFC,4.9776e-11,2.2040e-06,3.8310e-02,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_state_transition_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_state_transition_likelihoods_pvals.csv
index 2c5d1b2f..d42e7530 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_state_transition_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_state_transition_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.000,0.000,0.086
-DCC_joint,0.000,,0.483,0.000
-SW_cross_validated,0.000,0.483,,0.000
-sFC,0.086,0.000,0.000,
+SVWP,,1.5937e-07,1.6092e-09,8.6095e-02
+DCC_joint,1.5937e-07,,4.8271e-01,5.3754e-05
+SW_cross_validated,1.6092e-09,4.8271e-01,,1.1608e-06
+sFC,8.6095e-02,5.3754e-05,1.1608e-06,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_stepwise_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_stepwise_likelihoods_pvals.csv
index 8b76ce03..d818e14d 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_stepwise_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_1_stepwise_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.000,0.000,0.000
-DCC_joint,0.000,,0.129,0.000
-SW_cross_validated,0.000,0.129,,0.000
-sFC,0.000,0.000,0.000,
+SVWP,,2.4260e-14,7.8392e-09,1.1501e-53
+DCC_joint,2.4260e-14,,1.2914e-01,1.8398e-12
+SW_cross_validated,7.8392e-09,1.2914e-01,,1.1276e-16
+sFC,1.1501e-53,1.8398e-12,1.1276e-16,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_boxcar_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_boxcar_likelihoods_pvals.csv
index 98073c26..301bd01b 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_boxcar_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_boxcar_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.000,0.001,0.585
-DCC_joint,0.000,,0.000,0.000
-SW_cross_validated,0.001,0.000,,0.000
-sFC,0.585,0.000,0.000,
+SVWP,,9.3727e-06,1.1793e-03,5.8480e-01
+DCC_joint,9.3727e-06,,1.5071e-10,8.0664e-05
+SW_cross_validated,1.1793e-03,1.5071e-10,,2.6981e-04
+sFC,5.8480e-01,8.0664e-05,2.6981e-04,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_constant_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_constant_likelihoods_pvals.csv
index 46724ee7..a59c58ca 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_constant_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_constant_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.542,0.000,0.684
-DCC_joint,0.542,,0.000,0.313
-SW_cross_validated,0.000,0.000,,0.000
-sFC,0.684,0.313,0.000,
+SVWP,,5.4184e-01,1.2046e-09,6.8385e-01
+DCC_joint,5.4184e-01,,7.0840e-08,3.1289e-01
+SW_cross_validated,1.2046e-09,7.0840e-08,,8.7560e-11
+sFC,6.8385e-01,3.1289e-01,8.7560e-11,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_null_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_null_likelihoods_pvals.csv
index 7ea21055..5943636c 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_null_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_null_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.945,0.000,0.416
-DCC_joint,0.945,,0.000,0.477
-SW_cross_validated,0.000,0.000,,0.000
-sFC,0.416,0.477,0.000,
+SVWP,,9.4516e-01,1.6126e-15,4.1567e-01
+DCC_joint,9.4516e-01,,4.0152e-15,4.7730e-01
+SW_cross_validated,1.6126e-15,4.0152e-15,,1.0873e-17
+sFC,4.1567e-01,4.7730e-01,1.0873e-17,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_1_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_1_likelihoods_pvals.csv
index d6e80e6e..f030a806 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_1_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_1_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.529,0.000,0.000
-DCC_joint,0.529,,0.000,0.000
-SW_cross_validated,0.000,0.000,,0.000
-sFC,0.000,0.000,0.000,
+SVWP,,5.2893e-01,7.1833e-08,1.7454e-106
+DCC_joint,5.2893e-01,,1.0813e-06,3.2614e-104
+SW_cross_validated,7.1833e-08,1.0813e-06,,1.8627e-64
+sFC,1.7454e-106,3.2614e-104,1.8627e-64,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_3_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_3_likelihoods_pvals.csv
index 4aa52e0e..fb29f8f9 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_3_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_3_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.240,0.006,0.000
-DCC_joint,0.240,,0.000,0.000
-SW_cross_validated,0.006,0.000,,0.000
-sFC,0.000,0.000,0.000,
+SVWP,,2.4039e-01,6.1810e-03,7.6954e-52
+DCC_joint,2.4039e-01,,3.0517e-05,9.6763e-71
+SW_cross_validated,6.1810e-03,3.0517e-05,,1.5917e-37
+sFC,7.6954e-52,9.6763e-71,1.5917e-37,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_state_transition_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_state_transition_likelihoods_pvals.csv
index 22174672..c0094694 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_state_transition_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_state_transition_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.473,0.000,0.258
-DCC_joint,0.473,,0.000,0.712
-SW_cross_validated,0.000,0.000,,0.000
-sFC,0.258,0.712,0.000,
+SVWP,,4.7277e-01,1.6377e-13,2.5811e-01
+DCC_joint,4.7277e-01,,7.2621e-15,7.1162e-01
+SW_cross_validated,1.6377e-13,7.2621e-15,,1.3985e-16
+sFC,2.5811e-01,7.1162e-01,1.3985e-16,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_stepwise_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_stepwise_likelihoods_pvals.csv
index 2a67f44c..5791957e 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_stepwise_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_2_stepwise_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.016,0.000,0.000
-DCC_joint,0.016,,0.136,0.000
-SW_cross_validated,0.000,0.136,,0.000
-sFC,0.000,0.000,0.000,
+SVWP,,1.6132e-02,8.6792e-05,1.8474e-153
+DCC_joint,1.6132e-02,,1.3580e-01,8.2162e-130
+SW_cross_validated,8.6792e-05,1.3580e-01,,8.7209e-120
+sFC,1.8474e-153,8.2162e-130,8.7209e-120,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_boxcar_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_boxcar_likelihoods_pvals.csv
index 4f5c7982..67b7e4eb 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_boxcar_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_boxcar_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.000,0.452,0.770
-DCC_joint,0.000,,0.000,0.000
-SW_cross_validated,0.452,0.000,,0.590
-sFC,0.770,0.000,0.590,
+SVWP,,5.8464e-08,4.5236e-01,7.6973e-01
+DCC_joint,5.8464e-08,,1.1388e-07,2.1212e-09
+SW_cross_validated,4.5236e-01,1.1388e-07,,5.9020e-01
+sFC,7.6973e-01,2.1212e-09,5.9020e-01,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_constant_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_constant_likelihoods_pvals.csv
index c2143b24..8b3ac006 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_constant_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_constant_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.790,0.000,0.283
-DCC_joint,0.790,,0.000,0.432
-SW_cross_validated,0.000,0.000,,0.000
-sFC,0.283,0.432,0.000,
+SVWP,,7.9008e-01,3.6905e-11,2.8289e-01
+DCC_joint,7.9008e-01,,1.8188e-11,4.3215e-01
+SW_cross_validated,3.6905e-11,1.8188e-11,,1.1533e-13
+sFC,2.8289e-01,4.3215e-01,1.1533e-13,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_null_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_null_likelihoods_pvals.csv
index e19027eb..8bf3c480 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_null_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_null_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.775,0.000,0.262
-DCC_joint,0.775,,0.000,0.425
-SW_cross_validated,0.000,0.000,,0.000
-sFC,0.262,0.425,0.000,
+SVWP,,7.7467e-01,1.1586e-19,2.6233e-01
+DCC_joint,7.7467e-01,,9.1708e-20,4.2541e-01
+SW_cross_validated,1.1586e-19,9.1708e-20,,8.5996e-23
+sFC,2.6233e-01,4.2541e-01,8.5996e-23,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_1_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_1_likelihoods_pvals.csv
index daf723f6..5cd22a5d 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_1_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_1_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.000,0.003,0.000
-DCC_joint,0.000,,0.273,0.000
-SW_cross_validated,0.003,0.273,,0.000
-sFC,0.000,0.000,0.000,
+SVWP,,3.7761e-05,2.9434e-03,7.4183e-181
+DCC_joint,3.7761e-05,,2.7320e-01,7.2505e-169
+SW_cross_validated,2.9434e-03,2.7320e-01,,1.4229e-168
+sFC,7.4183e-181,7.2505e-169,1.4229e-168,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_3_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_3_likelihoods_pvals.csv
index 9d700792..da68caeb 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_3_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_3_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.036,0.000,0.000
-DCC_joint,0.036,,0.004,0.000
-SW_cross_validated,0.000,0.004,,0.000
-sFC,0.000,0.000,0.000,
+SVWP,,3.5815e-02,8.0701e-06,4.5809e-125
+DCC_joint,3.5815e-02,,3.9663e-03,1.4445e-129
+SW_cross_validated,8.0701e-06,3.9663e-03,,2.0912e-91
+sFC,4.5809e-125,1.4445e-129,2.0912e-91,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_state_transition_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_state_transition_likelihoods_pvals.csv
index 1f804e34..be27de08 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_state_transition_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_state_transition_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.259,0.000,0.209
-DCC_joint,0.259,,0.000,0.926
-SW_cross_validated,0.000,0.000,,0.000
-sFC,0.209,0.926,0.000,
+SVWP,,2.5926e-01,1.1964e-13,2.0859e-01
+DCC_joint,2.5926e-01,,6.1927e-16,9.2576e-01
+SW_cross_validated,1.1964e-13,6.1927e-16,,1.1539e-16
+sFC,2.0859e-01,9.2576e-01,1.1539e-16,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_stepwise_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_stepwise_likelihoods_pvals.csv
index 4d6973e6..315772a5 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_stepwise_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_HCP_noise_snr_6_stepwise_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.000,0.004,0.000
-DCC_joint,0.000,,0.000,0.000
-SW_cross_validated,0.004,0.000,,0.000
-sFC,0.000,0.000,0.000,
+SVWP,,1.7938e-21,3.5215e-03,1.1456e-274
+DCC_joint,1.7938e-21,,1.7507e-13,8.7698e-170
+SW_cross_validated,3.5215e-03,1.7507e-13,,1.6218e-252
+sFC,1.1456e-274,8.7698e-170,1.6218e-252,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_boxcar_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_boxcar_likelihoods_pvals.csv
index b7fb3ed6..66175db9 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_boxcar_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_boxcar_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.000,0.697,0.384
-DCC_joint,0.000,,0.000,0.000
-SW_cross_validated,0.697,0.000,,0.260
-sFC,0.384,0.000,0.260,
+SVWP,,4.8357e-08,6.9747e-01,3.8412e-01
+DCC_joint,4.8357e-08,,1.5805e-05,1.6969e-10
+SW_cross_validated,6.9747e-01,1.5805e-05,,2.5970e-01
+sFC,3.8412e-01,1.6969e-10,2.5970e-01,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_constant_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_constant_likelihoods_pvals.csv
index dcffe6dc..96f3e7ee 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_constant_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_constant_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.690,0.000,0.387
-DCC_joint,0.690,,0.000,0.638
-SW_cross_validated,0.000,0.000,,0.000
-sFC,0.387,0.638,0.000,
+SVWP,,6.9043e-01,4.0847e-14,3.8743e-01
+DCC_joint,6.9043e-01,,2.9407e-15,6.3832e-01
+SW_cross_validated,4.0847e-14,2.9407e-15,,1.7979e-16
+sFC,3.8743e-01,6.3832e-01,1.7979e-16,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_null_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_null_likelihoods_pvals.csv
index b1ac1a5f..2d1ed1d4 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_null_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_null_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.848,0.000,0.439
-DCC_joint,0.848,,0.000,0.580
-SW_cross_validated,0.000,0.000,,0.000
-sFC,0.439,0.580,0.000,
+SVWP,,8.4847e-01,2.1901e-14,4.3900e-01
+DCC_joint,8.4847e-01,,2.8817e-14,5.7976e-01
+SW_cross_validated,2.1901e-14,2.8817e-14,,3.4410e-16
+sFC,4.3900e-01,5.7976e-01,3.4410e-16,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_periodic_1_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_periodic_1_likelihoods_pvals.csv
index ffccad5e..f907c253 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_periodic_1_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_periodic_1_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.000,0.178,0.000
-DCC_joint,0.000,,0.000,0.000
-SW_cross_validated,0.178,0.000,,0.000
-sFC,0.000,0.000,0.000,
+SVWP,,8.0997e-08,1.7809e-01,1.5790e-178
+DCC_joint,8.0997e-08,,3.6376e-06,2.3971e-194
+SW_cross_validated,1.7809e-01,3.6376e-06,,2.7518e-199
+sFC,1.5790e-178,2.3971e-194,2.7518e-199,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_periodic_3_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_periodic_3_likelihoods_pvals.csv
index 966ea761..f1b56b04 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_periodic_3_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_periodic_3_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.001,0.000,0.000
-DCC_joint,0.001,,0.297,0.000
-SW_cross_validated,0.000,0.297,,0.000
-sFC,0.000,0.000,0.000,
+SVWP,,5.7678e-04,3.1647e-05,4.9284e-135
+DCC_joint,5.7678e-04,,2.9704e-01,1.3694e-148
+SW_cross_validated,3.1647e-05,2.9704e-01,,1.2558e-132
+sFC,4.9284e-135,1.3694e-148,1.2558e-132,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_state_transition_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_state_transition_likelihoods_pvals.csv
index b1931d0f..9fa3e4ee 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_state_transition_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_state_transition_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.228,0.000,0.264
-DCC_joint,0.228,,0.000,0.919
-SW_cross_validated,0.000,0.000,,0.000
-sFC,0.264,0.919,0.000,
+SVWP,,2.2845e-01,1.2694e-13,2.6381e-01
+DCC_joint,2.2845e-01,,3.1376e-16,9.1923e-01
+SW_cross_validated,1.2694e-13,3.1376e-16,,3.2734e-16
+sFC,2.6381e-01,9.1923e-01,3.2734e-16,
diff --git a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_stepwise_likelihoods_pvals.csv b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_stepwise_likelihoods_pvals.csv
index bfb557d0..a09e8177 100644
--- a/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_stepwise_likelihoods_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/imputation_benchmark/LEOO_no_noise_stepwise_likelihoods_pvals.csv
@@ -1,5 +1,5 @@
 ,SVWP,DCC_joint,SW_cross_validated,sFC
-SVWP,,0.000,0.000,0.000
-DCC_joint,0.000,,0.187,0.000
-SW_cross_validated,0.000,0.187,,0.000
-sFC,0.000,0.000,0.000,
+SVWP,,7.7327e-14,1.6088e-18,2.0721e-245
+DCC_joint,7.7327e-14,,1.8732e-01,6.5352e-34
+SW_cross_validated,1.6088e-18,1.8732e-01,,3.6182e-75
+sFC,2.0721e-245,6.5352e-34,3.6182e-75,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/SVWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d2/N0400_T0200/no_noise/all/SVWP_kernel_lengthscales_kernel_params.csv
rename to results/fmri/sim/d2/N0400_T0200/no_noise/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/SVWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d2/N0400_T0200/no_noise/all/SVWP_kernel_variance_kernel_params.csv
rename to results/fmri/sim/d2/N0400_T0200/no_noise/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/VWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d2/N0400_T0200/no_noise/all/VWP_kernel_lengthscales_kernel_params.csv
rename to results/fmri/sim/d2/N0400_T0200/no_noise/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/VWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/kernel_params/VWP_kernel_variance_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d2/N0400_T0200/no_noise/all/VWP_kernel_variance_kernel_params.csv
rename to results/fmri/sim/d2/N0400_T0200/no_noise/all/kernel_params/VWP_kernel_variance_kernel_params.csv
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/test_log_likelihood_mean.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/test_log_likelihood_mean.csv
deleted file mode 100644
index df0d838a..00000000
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/test_log_likelihood_mean.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,-2.831,-2.321,-2.237,-2.237,-2.232,-2.621,-1.288,-2.719,-2.311
-SVWP,-2.831,-2.321,-2.287,-2.268,-2.275,-2.643,-1.281,-2.720,-2.328
-DCC_joint,-2.836,-2.327,-2.341,-2.404,-2.453,-2.700,-1.678,-2.720,-2.432
-SW_cross_validated,-2.830,-2.323,-2.227,-2.271,-2.291,-2.645,-1.718,-2.709,-2.377
-SW_15,-2.746,-2.237,-2.145,-2.150,-2.180,-2.547,-1.873,-2.609,-2.311
-SW_30,-2.796,-2.285,-2.195,-2.254,-2.315,-2.609,-1.794,-2.665,-2.364
-SW_60,-2.827,-2.315,-2.282,-2.413,-2.522,-2.669,-1.778,-2.708,-2.439
-SW_120,-2.850,-2.340,-2.449,-2.669,-2.782,-2.788,-1.805,-2.739,-2.553
-sFC,-2.837,-2.327,-2.836,-2.836,-2.836,-2.774,-2.835,-2.727,-2.751
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/test_log_likelihood_se.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/test_log_likelihood_se.csv
deleted file mode 100644
index 976ce528..00000000
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/test_log_likelihood_se.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.000,0.003,0.014,0.004,0.003,0.002,0.016,0.002,0.006
-SVWP,0.000,0.003,0.006,0.005,0.004,0.004,0.014,0.002,0.005
-DCC_joint,0.000,0.003,0.003,0.003,0.003,0.002,0.034,0.002,0.006
-SW_cross_validated,0.000,0.003,0.003,0.003,0.003,0.002,0.031,0.002,0.006
-SW_15,0.001,0.003,0.004,0.003,0.003,0.002,0.072,0.002,0.011
-SW_30,0.001,0.003,0.003,0.003,0.003,0.002,0.058,0.002,0.009
-SW_60,0.001,0.003,0.003,0.002,0.002,0.002,0.042,0.002,0.007
-SW_120,0.001,0.003,0.002,0.002,0.002,0.001,0.019,0.002,0.004
-sFC,0.000,0.003,0.000,0.000,0.000,0.001,0.000,0.001,0.001
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/test_log_likelihood_std.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/test_log_likelihood_std.csv
deleted file mode 100644
index dbd9685f..00000000
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/test_log_likelihood_std.csv
+++ /dev/null
@@ -1,10 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.005,0.041,0.200,0.063,0.046,0.028,0.224,0.022,0.079
-SVWP,0.005,0.041,0.089,0.077,0.062,0.050,0.197,0.021,0.068
-DCC_joint,0.002,0.040,0.040,0.044,0.045,0.025,0.477,0.021,0.087
-SW_cross_validated,0.006,0.041,0.041,0.048,0.046,0.030,0.436,0.026,0.084
-SW_15,0.021,0.047,0.063,0.044,0.044,0.032,1.015,0.029,0.162
-SW_30,0.014,0.043,0.040,0.037,0.040,0.027,0.814,0.026,0.130
-SW_60,0.012,0.042,0.037,0.033,0.035,0.024,0.596,0.025,0.100
-SW_120,0.011,0.041,0.035,0.029,0.025,0.021,0.264,0.023,0.056
-sFC,0.002,0.040,0.003,0.003,0.002,0.018,0.003,0.020,0.011
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index ddd04bc5..78757686 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0000,0.0000,0.0000,0.0000,0.0048,0.0000,0.0000,0.0000
-SVWP,0.0000,,0.0000,0.0792,0.0000,0.0008,0.0008,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0792,0.0000,,0.0000,0.0083,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0473,0.0000,0.0000
-SW_30,0.0048,0.0008,0.0000,0.0083,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0008,0.0000,0.0000,0.0473,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.8842
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.8842,
+VWP,,8.7954e-07,4.1781e-84,1.8232e-07,9.8265e-44,4.8125e-03,1.9748e-40,2.3663e-258,4.2795e-274
+SVWP,8.7954e-07,,5.4692e-19,7.9204e-02,1.4854e-05,8.4375e-04,7.6421e-04,6.7777e-138,4.2724e-141
+DCC_joint,4.1781e-84,5.4692e-19,,1.9289e-59,5.0217e-17,2.7120e-75,2.5204e-27,4.1243e-214,2.9065e-235
+SW_cross_validated,1.8232e-07,7.9204e-02,1.9289e-59,,3.2757e-22,8.2724e-03,3.7456e-18,2.0000e-245,3.9231e-261
+SW_15,9.8265e-44,1.4854e-05,5.0217e-17,3.2757e-22,,5.1041e-34,4.7290e-02,2.2239e-224,1.8409e-241
+SW_30,4.8125e-03,8.4375e-04,2.7120e-75,8.2724e-03,5.1041e-34,,3.2093e-30,9.4301e-261,1.2399e-278
+SW_60,1.9748e-40,7.6421e-04,2.5204e-27,3.7456e-18,4.7290e-02,3.2093e-30,,1.4295e-249,1.1029e-272
+SW_120,2.3663e-258,6.7777e-138,4.1243e-214,2.0000e-245,2.2239e-224,9.4301e-261,1.4295e-249,,8.8423e-01
+sFC,4.2795e-274,4.2724e-141,2.9065e-235,3.9231e-261,1.8409e-241,1.2399e-278,1.1029e-272,8.8423e-01,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index 0e3fbe96..ccfc62df 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.9688,0.0004,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.9688,,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0004,0.0003,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0004
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0005,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0005,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0004,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,9.6877e-01,3.8849e-04,1.2150e-14,4.2848e-183,1.1111e-123,1.2390e-68,2.0865e-28,1.8799e-12
+SVWP,9.6877e-01,,2.9875e-04,1.0287e-14,1.0289e-183,2.1473e-124,3.3750e-69,1.2475e-28,9.1415e-13
+DCC_joint,3.8849e-04,2.9875e-04,,1.6767e-26,3.4546e-191,6.9809e-136,4.1307e-84,5.8426e-43,4.0089e-04
+SW_cross_validated,1.2150e-14,1.0287e-14,1.6767e-26,,5.8444e-160,5.5580e-90,2.4228e-31,4.5441e-04,1.0586e-41
+SW_15,4.2848e-183,1.0289e-183,3.4546e-191,5.8444e-160,,1.6514e-69,1.1675e-126,2.5617e-153,1.5181e-201
+SW_30,1.1111e-123,2.1473e-124,6.9809e-136,5.5580e-90,1.6514e-69,,9.3094e-41,1.1851e-78,9.2319e-151
+SW_60,1.2390e-68,3.3750e-69,4.1307e-84,2.4228e-31,1.1675e-126,9.3094e-41,,2.4534e-19,2.4340e-102
+SW_120,2.0865e-28,1.2475e-28,5.8426e-43,4.5441e-04,2.5617e-153,1.1851e-78,2.4534e-19,,1.4468e-60
+sFC,1.8799e-12,9.1415e-13,4.0089e-04,1.0586e-41,1.5181e-201,9.2319e-151,2.4340e-102,1.4468e-60,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index 78c9c210..b6c94acf 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.8590,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.8590,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0012
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0004,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0004,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0012,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,8.5901e-01,2.7762e-24,6.0881e-77,1.5623e-268,2.6233e-207,5.4832e-148,7.6448e-99,7.1126e-15
+SVWP,8.5901e-01,,5.8848e-25,1.0050e-77,3.9366e-269,4.9572e-208,8.0932e-149,1.1725e-99,1.8317e-15
+DCC_joint,2.7762e-24,5.8848e-25,,1.1346e-31,4.8070e-236,1.4204e-165,5.5306e-98,3.9672e-50,1.1795e-03
+SW_cross_validated,6.0881e-77,1.0050e-77,1.1346e-31,,5.5793e-188,4.7726e-103,4.5388e-31,4.1121e-04,9.4703e-47
+SW_15,1.5623e-268,3.9366e-269,4.8070e-236,5.5793e-188,,1.8545e-108,5.1346e-174,2.4675e-185,6.5032e-254
+SW_30,2.6233e-207,4.9572e-208,1.4204e-165,4.7726e-103,1.8545e-108,,2.8740e-62,3.6396e-93,6.4145e-186
+SW_60,5.4832e-148,8.0932e-149,5.5306e-98,4.5388e-31,5.1346e-174,2.8740e-62,,1.1255e-18,2.6664e-119
+SW_120,7.6448e-99,1.1725e-99,3.9672e-50,4.1121e-04,2.4675e-185,3.6396e-93,1.1255e-18,,6.2371e-68
+sFC,7.1126e-15,1.8317e-15,1.1795e-03,9.4703e-47,6.5032e-254,6.4145e-186,2.6664e-119,6.2371e-68,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index 4bc42437..f6ed4b2c 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0085,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.0085,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0228,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.2247,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0228,0.0000,,0.0000,0.0000,0.0089,0.0000
-SW_30,0.0000,0.0000,0.0000,0.2247,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0089,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,8.5420e-03,2.0861e-105,1.4103e-33,1.6021e-96,1.5903e-37,6.4297e-20,1.1954e-90,0.0000e+00
+SVWP,8.5420e-03,,7.3327e-134,2.2950e-38,3.1459e-121,4.6307e-44,6.5820e-20,1.0133e-115,0.0000e+00
+DCC_joint,2.0861e-105,7.3327e-134,,9.4518e-74,2.2792e-02,3.0812e-69,2.7561e-101,5.7406e-07,0.0000e+00
+SW_cross_validated,1.4103e-33,2.2950e-38,9.4518e-74,,4.0774e-61,2.2467e-01,1.1764e-07,1.2826e-52,0.0000e+00
+SW_15,1.6021e-96,3.1459e-121,2.2792e-02,4.0774e-61,,1.3737e-56,9.8911e-88,8.9110e-03,0.0000e+00
+SW_30,1.5903e-37,4.6307e-44,3.0812e-69,2.2467e-01,1.3737e-56,,6.4578e-11,6.3552e-48,0.0000e+00
+SW_60,6.4297e-20,6.5820e-20,2.7561e-101,1.1764e-07,9.8911e-88,6.4578e-11,,3.2980e-80,0.0000e+00
+SW_120,1.1954e-90,1.0133e-115,5.7406e-07,1.2826e-52,8.9110e-03,6.3552e-48,3.2980e-80,,0.0000e+00
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index 6bd534d5..17b433cc 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0014,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.0014,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0377,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.1343,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.1343,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0377,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,1.4287e-03,3.3082e-229,5.6753e-90,3.1117e-132,6.7219e-96,4.6679e-239,0.0000e+00,0.0000e+00
+SVWP,1.4287e-03,,4.4851e-209,1.0195e-66,8.0802e-110,1.5517e-72,4.2651e-216,0.0000e+00,0.0000e+00
+DCC_joint,3.3082e-229,4.4851e-209,,1.5075e-156,4.0143e-110,2.8558e-151,3.7722e-02,0.0000e+00,0.0000e+00
+SW_cross_validated,5.6753e-90,1.0195e-66,1.5075e-156,,2.0585e-27,1.3431e-01,1.7392e-161,0.0000e+00,0.0000e+00
+SW_15,3.1117e-132,8.0802e-110,4.0143e-110,2.0585e-27,,5.9266e-22,2.9408e-111,0.0000e+00,0.0000e+00
+SW_30,6.7219e-96,1.5517e-72,2.8558e-151,1.3431e-01,5.9266e-22,,8.4859e-156,0.0000e+00,0.0000e+00
+SW_60,4.6679e-239,4.2651e-216,3.7722e-02,1.7392e-161,2.9408e-111,8.4859e-156,,0.0000e+00,0.0000e+00
+SW_120,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,,6.4795e-258
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,6.4795e-258,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index 7a23e63d..d1c16a61 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.9751,0.0000,0.0020,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.9751,,0.0000,0.0018,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0062,0.0000,0.0000,0.0000
-SW_cross_validated,0.0020,0.0018,0.0000,,0.0000,0.0001,0.1896,0.0000,0.2269
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0062,0.0001,0.0000,,0.0050,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.1896,0.0000,0.0050,,0.0000,0.0030
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.2269,0.0000,0.0000,0.0030,0.0000,
+VWP,,9.7509e-01,8.8052e-45,2.0253e-03,1.6614e-55,1.8796e-11,2.3691e-06,2.6742e-41,1.4012e-05
+SVWP,9.7509e-01,,1.1385e-45,1.7592e-03,1.0713e-55,1.4290e-11,1.8209e-06,7.2291e-42,4.7709e-06
+DCC_joint,8.8052e-45,1.1385e-45,,9.3887e-17,6.9403e-82,6.1899e-03,3.2815e-12,3.6771e-80,1.5353e-38
+SW_cross_validated,2.0253e-03,1.7592e-03,9.3887e-17,,3.7494e-54,1.0431e-04,1.8957e-01,7.3534e-35,2.2688e-01
+SW_15,1.6614e-55,1.0713e-55,6.9403e-82,3.7494e-54,,3.2486e-59,8.0120e-58,3.0282e-19,1.3892e-61
+SW_30,1.8796e-11,1.4290e-11,6.1899e-03,1.0431e-04,3.2486e-59,,5.0000e-03,1.1362e-40,3.9550e-08
+SW_60,2.3691e-06,1.8209e-06,3.2815e-12,1.8957e-01,8.0120e-58,5.0000e-03,,4.2340e-40,3.0355e-03
+SW_120,2.6742e-41,7.2291e-42,3.6771e-80,7.3534e-35,3.0282e-19,1.1362e-40,4.2340e-40,,5.9706e-54
+sFC,1.4012e-05,4.7709e-06,1.5353e-38,2.2688e-01,1.3892e-61,3.9550e-08,3.0355e-03,5.9706e-54,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index f30ec722..b28b3f32 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0001,0.0000,0.0003,0.7657,0.0000,0.9279,0.0000,0.0000
-SVWP,0.0001,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0003,0.0000,0.0000,,0.0005,0.0000,0.0000,0.0000,0.0000
-SW_15,0.7657,0.0000,0.0000,0.0005,,0.0000,0.6343,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.9279,0.0000,0.0000,0.0000,0.6343,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,7.8996e-05,4.3659e-82,3.3563e-04,7.6573e-01,1.7329e-17,9.2792e-01,6.4345e-89,0.0000e+00
+SVWP,7.8996e-05,,2.8329e-63,3.3602e-13,9.9827e-06,1.6980e-33,2.0118e-06,2.2450e-65,0.0000e+00
+DCC_joint,4.3659e-82,2.8329e-63,,1.6973e-96,5.2845e-89,2.1595e-131,4.0395e-109,1.2504e-06,0.0000e+00
+SW_cross_validated,3.3563e-04,3.3602e-13,1.6973e-96,,5.2966e-04,2.4503e-06,7.7849e-06,8.1516e-106,0.0000e+00
+SW_15,7.6573e-01,9.9827e-06,5.2845e-89,5.2966e-04,,3.6686e-18,6.3431e-01,4.1616e-100,0.0000e+00
+SW_30,1.7329e-17,1.6980e-33,2.1595e-131,2.4503e-06,3.6686e-18,,5.3023e-28,3.7593e-157,0.0000e+00
+SW_60,9.2792e-01,2.0118e-06,4.0395e-109,7.7849e-06,6.3431e-01,5.3023e-28,,2.4485e-145,0.0000e+00
+SW_120,6.4345e-89,2.2450e-65,1.2504e-06,8.1516e-106,4.1616e-100,3.7593e-157,2.4485e-145,,0.0000e+00
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index b1efc3c8..3ee7452e 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0000,0.0000,0.0000,0.0000,0.0054,0.0000,0.0000,0.0000
-SVWP,0.0000,,0.0000,0.0784,0.0000,0.0008,0.0008,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0784,0.0000,,0.0000,0.0083,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0473,0.0000,0.0000
-SW_30,0.0054,0.0008,0.0000,0.0083,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0008,0.0000,0.0000,0.0473,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.8842
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.8842,
+VWP,,9.5832e-07,5.7052e-84,2.1754e-07,1.3541e-43,5.3757e-03,2.7706e-40,2.5103e-258,4.4072e-274
+SVWP,9.5832e-07,,5.7852e-19,7.8445e-02,1.5244e-05,8.3145e-04,7.8023e-04,7.6768e-138,4.8649e-141
+DCC_joint,5.7052e-84,5.7852e-19,,1.9289e-59,5.0217e-17,2.7120e-75,2.5204e-27,4.1243e-214,2.9065e-235
+SW_cross_validated,2.1754e-07,7.8445e-02,1.9289e-59,,3.2757e-22,8.2724e-03,3.7456e-18,2.0000e-245,3.9231e-261
+SW_15,1.3541e-43,1.5244e-05,5.0217e-17,3.2757e-22,,5.1041e-34,4.7290e-02,2.2239e-224,1.8409e-241
+SW_30,5.3757e-03,8.3145e-04,2.7120e-75,8.2724e-03,5.1041e-34,,3.2093e-30,9.4301e-261,1.2399e-278
+SW_60,2.7706e-40,7.8023e-04,2.5204e-27,3.7456e-18,4.7290e-02,3.2093e-30,,1.4295e-249,1.1029e-272
+SW_120,2.5103e-258,7.6768e-138,4.1243e-214,2.0000e-245,2.2239e-224,9.4301e-261,1.4295e-249,,8.8423e-01
+sFC,4.4072e-274,4.8649e-141,2.9065e-235,3.9231e-261,1.8409e-241,1.2399e-278,1.1029e-272,8.8423e-01,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index e76b33a8..1cf32553 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.9651,0.0004,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.9651,,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0004,0.0003,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0004
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0005,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0005,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0004,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,9.6505e-01,3.9280e-04,1.1780e-14,4.0905e-183,1.0450e-123,1.1623e-68,1.9934e-28,1.9103e-12
+SVWP,9.6505e-01,,2.9828e-04,1.0467e-14,1.0740e-183,2.2650e-124,3.5473e-69,1.2850e-28,9.1665e-13
+DCC_joint,3.9280e-04,2.9828e-04,,1.6767e-26,3.4546e-191,6.9809e-136,4.1307e-84,5.8426e-43,4.0089e-04
+SW_cross_validated,1.1780e-14,1.0467e-14,1.6767e-26,,5.8444e-160,5.5580e-90,2.4228e-31,4.5441e-04,1.0586e-41
+SW_15,4.0905e-183,1.0740e-183,3.4546e-191,5.8444e-160,,1.6514e-69,1.1675e-126,2.5617e-153,1.5181e-201
+SW_30,1.0450e-123,2.2650e-124,6.9809e-136,5.5580e-90,1.6514e-69,,9.3094e-41,1.1851e-78,9.2319e-151
+SW_60,1.1623e-68,3.5473e-69,4.1307e-84,2.4228e-31,1.1675e-126,9.3094e-41,,2.4534e-19,2.4340e-102
+SW_120,1.9934e-28,1.2850e-28,5.8426e-43,4.5441e-04,2.5617e-153,1.1851e-78,2.4534e-19,,1.4468e-60
+sFC,1.9103e-12,9.1665e-13,4.0089e-04,1.0586e-41,1.5181e-201,9.2319e-151,2.4340e-102,1.4468e-60,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 1fdcf95f..7a74f12b 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.8611,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.8611,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0012
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0004,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0004,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0012,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,8.6113e-01,2.5579e-24,5.3610e-77,1.2727e-268,2.1297e-207,4.5151e-148,6.5839e-99,6.6587e-15
+SVWP,8.6113e-01,,5.5185e-25,8.9878e-78,3.1799e-269,4.0134e-208,6.7004e-149,1.0230e-99,1.7424e-15
+DCC_joint,2.5579e-24,5.5185e-25,,1.1346e-31,4.8070e-236,1.4204e-165,5.5306e-98,3.9672e-50,1.1795e-03
+SW_cross_validated,5.3610e-77,8.9878e-78,1.1346e-31,,5.5793e-188,4.7726e-103,4.5388e-31,4.1121e-04,9.4703e-47
+SW_15,1.2727e-268,3.1799e-269,4.8070e-236,5.5793e-188,,1.8545e-108,5.1346e-174,2.4675e-185,6.5032e-254
+SW_30,2.1297e-207,4.0134e-208,1.4204e-165,4.7726e-103,1.8545e-108,,2.8740e-62,3.6396e-93,6.4145e-186
+SW_60,4.5151e-148,6.7004e-149,5.5306e-98,4.5388e-31,5.1346e-174,2.8740e-62,,1.1255e-18,2.6664e-119
+SW_120,6.5839e-99,1.0230e-99,3.9672e-50,4.1121e-04,2.4675e-185,3.6396e-93,1.1255e-18,,6.2371e-68
+sFC,6.6587e-15,1.7424e-15,1.1795e-03,9.4703e-47,6.5032e-254,6.4145e-186,2.6664e-119,6.2371e-68,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index cc9d0bd7..6e8082f4 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0095,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.0095,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0228,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.2247,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0228,0.0000,,0.0000,0.0000,0.0089,0.0000
-SW_30,0.0000,0.0000,0.0000,0.2247,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0089,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,9.4871e-03,4.3700e-105,2.0522e-33,3.1947e-96,2.3925e-37,8.3873e-20,2.3964e-90,0.0000e+00
+SVWP,9.4871e-03,,6.9142e-134,1.9229e-38,2.9076e-121,3.8850e-44,5.5475e-20,9.3124e-116,0.0000e+00
+DCC_joint,4.3700e-105,6.9142e-134,,9.4518e-74,2.2792e-02,3.0812e-69,2.7561e-101,5.7406e-07,0.0000e+00
+SW_cross_validated,2.0522e-33,1.9229e-38,9.4518e-74,,4.0774e-61,2.2467e-01,1.1764e-07,1.2826e-52,0.0000e+00
+SW_15,3.1947e-96,2.9076e-121,2.2792e-02,4.0774e-61,,1.3737e-56,9.8911e-88,8.9110e-03,0.0000e+00
+SW_30,2.3925e-37,3.8850e-44,3.0812e-69,2.2467e-01,1.3737e-56,,6.4578e-11,6.3552e-48,0.0000e+00
+SW_60,8.3873e-20,5.5475e-20,2.7561e-101,1.1764e-07,9.8911e-88,6.4578e-11,,3.2980e-80,0.0000e+00
+SW_120,2.3964e-90,9.3124e-116,5.7406e-07,1.2826e-52,8.9110e-03,6.3552e-48,3.2980e-80,,0.0000e+00
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index e3f6c35d..43b8fb0d 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0013,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.0013,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0377,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.1343,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.1343,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0377,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,1.3345e-03,3.2716e-229,5.6439e-90,3.0883e-132,6.6821e-96,4.6031e-239,0.0000e+00,0.0000e+00
+SVWP,1.3345e-03,,4.3003e-209,1.1114e-66,8.4208e-110,1.6811e-72,4.0073e-216,0.0000e+00,0.0000e+00
+DCC_joint,3.2716e-229,4.3003e-209,,1.5075e-156,4.0143e-110,2.8558e-151,3.7722e-02,0.0000e+00,0.0000e+00
+SW_cross_validated,5.6439e-90,1.1114e-66,1.5075e-156,,2.0585e-27,1.3431e-01,1.7392e-161,0.0000e+00,0.0000e+00
+SW_15,3.0883e-132,8.4208e-110,4.0143e-110,2.0585e-27,,5.9266e-22,2.9408e-111,0.0000e+00,0.0000e+00
+SW_30,6.6821e-96,1.6811e-72,2.8558e-151,1.3431e-01,5.9266e-22,,8.4859e-156,0.0000e+00,0.0000e+00
+SW_60,4.6031e-239,4.0073e-216,3.7722e-02,1.7392e-161,2.9408e-111,8.4859e-156,,0.0000e+00,0.0000e+00
+SW_120,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,,6.4795e-258
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,6.4795e-258,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 1b949095..feb5f4df 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.9942,0.0000,0.0019,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.9942,,0.0000,0.0018,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0062,0.0000,0.0000,0.0000
-SW_cross_validated,0.0019,0.0018,0.0000,,0.0000,0.0001,0.1896,0.0000,0.2269
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0062,0.0001,0.0000,,0.0050,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.1896,0.0000,0.0050,,0.0000,0.0030
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.2269,0.0000,0.0000,0.0030,0.0000,
+VWP,,9.9416e-01,6.2489e-45,1.9351e-03,1.6582e-55,1.7470e-11,2.2048e-06,2.5084e-41,1.1382e-05
+SVWP,9.9416e-01,,1.0774e-45,1.7622e-03,1.0403e-55,1.4281e-11,1.8206e-06,6.7152e-42,4.6668e-06
+DCC_joint,6.2489e-45,1.0774e-45,,9.3887e-17,6.9403e-82,6.1899e-03,3.2815e-12,3.6771e-80,1.5353e-38
+SW_cross_validated,1.9351e-03,1.7622e-03,9.3887e-17,,3.7494e-54,1.0431e-04,1.8957e-01,7.3534e-35,2.2688e-01
+SW_15,1.6582e-55,1.0403e-55,6.9403e-82,3.7494e-54,,3.2486e-59,8.0120e-58,3.0282e-19,1.3892e-61
+SW_30,1.7470e-11,1.4281e-11,6.1899e-03,1.0431e-04,3.2486e-59,,5.0000e-03,1.1362e-40,3.9550e-08
+SW_60,2.2048e-06,1.8206e-06,3.2815e-12,1.8957e-01,8.0120e-58,5.0000e-03,,4.2340e-40,3.0355e-03
+SW_120,2.5084e-41,6.7152e-42,3.6771e-80,7.3534e-35,3.0282e-19,1.1362e-40,4.2340e-40,,5.9706e-54
+sFC,1.1382e-05,4.6668e-06,1.5353e-38,2.2688e-01,1.3892e-61,3.9550e-08,3.0355e-03,5.9706e-54,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index a8e5ba74..f3622f74 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0001,0.0000,0.0003,0.7622,0.0000,0.9321,0.0000,0.0000
-SVWP,0.0001,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0003,0.0000,0.0000,,0.0005,0.0000,0.0000,0.0000,0.0000
-SW_15,0.7622,0.0000,0.0000,0.0005,,0.0000,0.6343,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.9321,0.0000,0.0000,0.0000,0.6343,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,7.7598e-05,4.1309e-82,3.2868e-04,7.6218e-01,1.6205e-17,9.3213e-01,5.7721e-89,0.0000e+00
+SVWP,7.7598e-05,,3.7033e-63,3.2567e-13,9.6745e-06,1.7069e-33,1.9447e-06,3.3077e-65,0.0000e+00
+DCC_joint,4.1309e-82,3.7033e-63,,1.6973e-96,5.2845e-89,2.1595e-131,4.0395e-109,1.2504e-06,0.0000e+00
+SW_cross_validated,3.2868e-04,3.2567e-13,1.6973e-96,,5.2966e-04,2.4503e-06,7.7849e-06,8.1516e-106,0.0000e+00
+SW_15,7.6218e-01,9.6745e-06,5.2845e-89,5.2966e-04,,3.6686e-18,6.3431e-01,4.1616e-100,0.0000e+00
+SW_30,1.6205e-17,1.7069e-33,2.1595e-131,2.4503e-06,3.6686e-18,,5.3023e-28,3.7593e-157,0.0000e+00
+SW_60,9.3213e-01,1.9447e-06,4.0395e-109,7.7849e-06,6.3431e-01,5.3023e-28,,2.4485e-145,0.0000e+00
+SW_120,5.7721e-89,3.3077e-65,1.2504e-06,8.1516e-106,4.1616e-100,3.7593e-157,2.4485e-145,,0.0000e+00
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index 493699b8..840fbbcb 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0007,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.0007,,0.0000,0.7470,0.0000,0.6710,0.0095,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.7470,0.0000,,0.0000,0.8839,0.0008,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.6710,0.0000,0.8839,0.0000,,0.0013,0.0000,0.0000
-SW_60,0.0000,0.0095,0.0000,0.0008,0.0000,0.0013,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,6.5552e-04,2.3754e-42,1.5061e-07,2.6609e-69,6.3179e-08,7.1444e-18,1.4014e-209,7.7980e-229
+SVWP,6.5552e-04,,1.7511e-10,7.4700e-01,2.2176e-29,6.7103e-01,9.4708e-03,3.2925e-124,6.5705e-134
+DCC_joint,2.3754e-42,1.7511e-10,,1.3462e-19,3.5960e-20,3.2362e-19,2.1413e-10,2.7152e-199,8.5203e-231
+SW_cross_validated,1.5061e-07,7.4700e-01,1.3462e-19,,4.9712e-48,8.8395e-01,7.8750e-04,1.1832e-195,4.6648e-216
+SW_15,2.6609e-69,2.2176e-29,3.5960e-20,4.9712e-48,,1.0181e-47,6.3393e-39,1.0399e-116,6.5015e-136
+SW_30,6.3179e-08,6.7103e-01,3.2362e-19,8.8395e-01,1.0181e-47,,1.2793e-03,2.8515e-196,6.2183e-217
+SW_60,7.1444e-18,9.4708e-03,2.1413e-10,7.8750e-04,6.3393e-39,1.2793e-03,,1.2564e-202,7.4115e-228
+SW_120,1.4014e-209,3.2925e-124,2.7152e-199,1.1832e-195,1.0399e-116,2.8515e-196,1.2564e-202,,5.4848e-09
+sFC,7.7980e-229,6.5705e-134,8.5203e-231,4.6648e-216,6.5015e-136,6.2183e-217,7.4115e-228,5.4848e-09,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index 3dc9609b..db8c93f2 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.7644,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.7644,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.2577,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.2577,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,7.6444e-01,7.4952e-18,1.0221e-149,5.4432e-241,1.4433e-180,1.0611e-132,1.6039e-113,2.9797e-53
+SVWP,7.6444e-01,,4.7484e-19,4.1157e-149,8.9085e-241,3.8085e-180,4.7485e-132,9.0600e-113,2.5108e-55
+DCC_joint,7.4952e-18,4.7484e-19,,2.3252e-190,7.8655e-263,3.3689e-208,4.4037e-167,3.2101e-150,3.7961e-16
+SW_cross_validated,1.0221e-149,4.1157e-149,2.3252e-190,,1.2897e-157,6.5871e-56,2.5768e-01,3.8566e-06,5.6659e-236
+SW_15,5.4432e-241,8.9085e-241,7.8655e-263,1.2897e-157,,7.9403e-77,1.3533e-140,8.7971e-158,2.5627e-286
+SW_30,1.4433e-180,3.8085e-180,3.3689e-208,6.5871e-56,7.9403e-77,,7.9606e-44,1.1751e-65,4.2016e-236
+SW_60,1.0611e-132,4.7485e-132,4.4037e-167,2.5768e-01,1.3533e-140,7.9606e-44,,3.9203e-07,5.7150e-201
+SW_120,1.6039e-113,9.0600e-113,3.2101e-150,3.8566e-06,8.7971e-158,1.1751e-65,3.9203e-07,,5.4262e-186
+sFC,2.9797e-53,2.5108e-55,3.7961e-16,5.6659e-236,2.5627e-286,4.2016e-236,5.7150e-201,5.4262e-186,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index 662a4f60..55023f86 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.8469,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.8469,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0017
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0001,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0017,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,8.4693e-01,9.2822e-24,4.0896e-65,1.7066e-244,3.1244e-193,9.5795e-133,3.4861e-85,1.0793e-14
+SVWP,8.4693e-01,,1.4311e-24,4.0625e-66,1.4991e-245,1.9956e-194,6.0798e-134,3.1699e-86,2.1715e-15
+DCC_joint,9.2822e-24,1.4311e-24,,1.3328e-22,2.0764e-211,3.6600e-151,3.1435e-84,5.4185e-40,1.6682e-03
+SW_cross_validated,4.0896e-65,4.0625e-66,1.3328e-22,,5.7109e-167,2.6955e-96,2.5741e-30,5.1557e-05,1.1508e-35
+SW_15,1.7066e-244,1.4991e-245,2.0764e-211,5.7109e-167,,2.9561e-81,4.7178e-141,2.1558e-153,1.2242e-228
+SW_30,3.1244e-193,1.9956e-194,3.6600e-151,2.6955e-96,2.9561e-81,,4.5651e-50,2.0381e-77,5.8137e-171
+SW_60,9.5795e-133,6.0798e-134,3.1435e-84,2.5741e-30,4.7178e-141,4.5651e-50,,1.1290e-14,7.8878e-104
+SW_120,3.4861e-85,3.1699e-86,5.4185e-40,5.1557e-05,2.1558e-153,2.0381e-77,1.1290e-14,,1.9149e-55
+sFC,1.0793e-14,2.1715e-15,1.6682e-03,1.1508e-35,1.2242e-228,5.8137e-171,7.8878e-104,1.9149e-55,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index 185c26dd..23f56106 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.3834,0.0000,0.0000,0.0000,0.0000,0.0334,0.0223,0.0000
-SVWP,0.3834,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.9106,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.9106,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0334,0.0000,0.0000,0.0000,0.0000,0.0000,,0.4884,0.0000
-SW_120,0.0223,0.0000,0.0000,0.0000,0.0000,0.0000,0.4884,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,3.8337e-01,1.4709e-05,1.4490e-09,2.0429e-29,1.2757e-09,3.3392e-02,2.2320e-02,7.3668e-145
+SVWP,3.8337e-01,,2.0290e-76,2.8939e-86,2.0906e-182,7.4154e-100,4.1917e-31,1.1915e-29,0.0000e+00
+DCC_joint,1.4709e-05,2.0290e-76,,1.0214e-12,3.2213e-125,6.2873e-16,2.4787e-23,3.6636e-17,0.0000e+00
+SW_cross_validated,1.4490e-09,2.8939e-86,1.0214e-12,,1.4508e-69,9.1062e-01,1.6931e-42,8.9547e-36,0.0000e+00
+SW_15,2.0429e-29,2.0906e-182,3.2213e-125,1.4508e-69,,9.2988e-83,7.0466e-152,2.2241e-137,0.0000e+00
+SW_30,1.2757e-09,7.4154e-100,6.2873e-16,9.1062e-01,9.2988e-83,,1.2012e-51,1.9847e-42,0.0000e+00
+SW_60,3.3392e-02,4.1917e-31,2.4787e-23,1.6931e-42,7.0466e-152,1.2012e-51,,4.8837e-01,0.0000e+00
+SW_120,2.2320e-02,1.1915e-29,3.6636e-17,8.9547e-36,2.2241e-137,1.9847e-42,4.8837e-01,,0.0000e+00
+sFC,7.3668e-145,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index e52bf971..4b3cb144 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.9834,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.9834,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0002,0.0000,0.0000,0.4334,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0002,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.4334,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,9.8342e-01,8.7844e-99,8.1155e-66,3.6450e-130,1.3200e-44,2.9378e-102,0.0000e+00,0.0000e+00
+SVWP,9.8342e-01,,1.2576e-96,1.2182e-64,3.6970e-128,1.3274e-43,4.9744e-100,0.0000e+00,0.0000e+00
+DCC_joint,8.7844e-99,1.2576e-96,,1.5866e-04,1.3490e-30,4.7672e-27,4.3338e-01,0.0000e+00,0.0000e+00
+SW_cross_validated,8.1155e-66,1.2182e-64,1.5866e-04,,9.7020e-37,1.1983e-09,1.0310e-05,8.9372e-308,0.0000e+00
+SW_15,3.6450e-130,3.6970e-128,1.3490e-30,9.7020e-37,,8.4296e-70,2.7633e-28,7.2810e-295,0.0000e+00
+SW_30,1.3200e-44,1.3274e-43,4.7672e-27,1.1983e-09,8.4296e-70,,4.8343e-30,0.0000e+00,0.0000e+00
+SW_60,2.9378e-102,4.9744e-100,4.3338e-01,1.0310e-05,2.7633e-28,4.8343e-30,,0.0000e+00,0.0000e+00
+SW_120,0.0000e+00,0.0000e+00,0.0000e+00,8.9372e-308,7.2810e-295,0.0000e+00,0.0000e+00,,1.1255e-248
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,1.1255e-248,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index d3dda0a8..f3bd1124 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.7453,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.7453,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.1200,0.0015,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.1200,0.0000,,0.0001,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0015,0.0000,0.0001,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,7.4533e-01,1.9060e-52,8.2608e-26,3.5992e-113,7.7446e-19,5.9340e-09,2.7563e-64,6.3913e-19
+SVWP,7.4533e-01,,3.4158e-53,6.1016e-27,5.3736e-114,2.2445e-19,1.8957e-09,1.5473e-65,8.1548e-20
+DCC_joint,1.9060e-52,3.4158e-53,,2.6454e-69,9.2763e-135,2.3685e-49,2.1871e-44,9.3020e-99,2.6656e-35
+SW_cross_validated,8.2608e-26,6.1016e-27,2.6454e-69,,1.0411e-76,1.2000e-01,1.4874e-03,2.3788e-19,4.3167e-45
+SW_15,3.5992e-113,5.3736e-114,9.2763e-135,1.0411e-76,,1.9281e-58,1.1041e-82,6.8812e-41,9.2426e-124
+SW_30,7.7446e-19,2.2445e-19,2.3685e-49,1.2000e-01,1.9281e-58,,7.4787e-05,1.4533e-09,1.8464e-29
+SW_60,5.9340e-09,1.8957e-09,2.1871e-44,1.4874e-03,1.1041e-82,7.4787e-05,,1.2908e-27,1.5871e-20
+SW_120,2.7563e-64,1.5473e-65,9.3020e-99,2.3788e-19,6.8812e-41,1.4533e-09,1.2908e-27,,2.4302e-81
+sFC,6.3913e-19,8.1548e-20,2.6656e-35,4.3167e-45,9.2426e-124,1.8464e-29,1.5871e-20,2.4302e-81,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index c91d50c0..9238985c 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.1570,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.1570,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0365,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0163,0.0000,0.0002,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0163,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0365,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0002,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,1.5701e-01,4.8423e-18,4.4717e-51,1.5606e-133,9.7193e-45,2.6806e-24,3.6576e-83,0.0000e+00
+SVWP,1.5701e-01,,1.7252e-12,5.8789e-44,7.4514e-126,2.4423e-37,5.9602e-18,1.8569e-73,0.0000e+00
+DCC_joint,4.8423e-18,1.7252e-12,,3.0393e-22,6.4918e-110,2.1680e-15,3.6498e-02,1.0380e-48,0.0000e+00
+SW_cross_validated,4.4717e-51,5.8789e-44,3.0393e-22,,1.4911e-55,1.6281e-02,7.0042e-16,1.8608e-04,0.0000e+00
+SW_15,1.5606e-133,7.4514e-126,6.4918e-110,1.4911e-55,,2.9178e-70,3.5521e-101,5.9783e-50,0.0000e+00
+SW_30,9.7193e-45,2.4423e-37,2.1680e-15,1.6281e-02,2.9178e-70,,1.0349e-09,3.0484e-11,0.0000e+00
+SW_60,2.6806e-24,5.9602e-18,3.6498e-02,7.0042e-16,3.5521e-101,1.0349e-09,,1.9765e-38,0.0000e+00
+SW_120,3.6576e-83,1.8569e-73,1.0380e-48,1.8608e-04,5.9783e-50,3.0484e-11,1.9765e-38,,0.0000e+00
+sFC,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index eec2df36..bfdd7d01 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0274,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.0274,,0.0000,0.0000,0.0000,0.0000,0.0128,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0128,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,2.7385e-02,4.8270e-23,3.7069e-19,8.8961e-159,4.1061e-43,1.2706e-07,1.5741e-144,9.9223e-121
+SVWP,2.7385e-02,,4.6451e-28,9.7139e-11,3.4324e-140,1.0084e-28,1.2765e-02,2.7267e-118,8.4135e-89
+DCC_joint,4.8270e-23,4.6451e-28,,1.7810e-62,5.4068e-203,1.1598e-97,2.4682e-53,7.3934e-211,8.6801e-213
+SW_cross_validated,3.7069e-19,9.7139e-11,1.7810e-62,,9.1679e-117,8.4849e-07,4.6323e-07,5.7559e-87,1.9522e-50
+SW_15,8.8961e-159,3.4324e-140,5.4068e-203,9.1679e-117,,2.7617e-106,1.1815e-152,3.6644e-41,8.9914e-103
+SW_30,4.1061e-43,1.0084e-28,1.1598e-97,8.4849e-07,2.7617e-106,,2.1091e-26,5.3725e-72,4.7474e-30
+SW_60,1.2706e-07,1.2765e-02,2.4682e-53,4.6323e-07,1.1815e-152,2.1091e-26,,2.3365e-138,1.7584e-112
+SW_120,1.5741e-144,2.7267e-118,7.3934e-211,5.7559e-87,3.6644e-41,5.3725e-72,2.3365e-138,,3.0481e-69
+sFC,9.9223e-121,8.4135e-89,8.6801e-213,1.9522e-50,8.9914e-103,4.7474e-30,1.7584e-112,3.0481e-69,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index 2f309178..d0a4383e 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.7930,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.7930,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.5300,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.5300,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,7.9295e-01,2.3293e-20,4.0753e-172,2.0992e-258,4.4696e-197,3.0271e-150,2.2002e-132,9.5552e-77
+SVWP,7.9295e-01,,1.2242e-21,1.2705e-172,7.2015e-259,2.1727e-197,2.0486e-150,1.8766e-132,7.9129e-80
+DCC_joint,2.3293e-20,1.2242e-21,,1.8871e-207,2.9751e-277,4.3762e-222,1.4461e-182,4.4178e-167,6.2888e-28
+SW_cross_validated,4.0753e-172,1.2705e-172,1.8871e-207,,7.8416e-169,7.2138e-57,5.3005e-01,3.4438e-10,3.3151e-274
+SW_15,2.0992e-258,7.2015e-259,2.9751e-277,7.8416e-169,,1.9246e-89,1.7494e-157,5.2214e-173,6.7120e-312
+SW_30,4.4696e-197,2.1727e-197,4.3762e-222,7.2138e-57,1.9246e-89,,1.2490e-51,3.1806e-73,3.2582e-263
+SW_60,3.0271e-150,2.0486e-150,1.4461e-182,5.3005e-01,1.7494e-157,1.2490e-51,,3.6268e-07,1.9746e-233
+SW_120,2.2002e-132,1.8766e-132,4.4178e-167,3.4438e-10,5.2214e-173,3.1806e-73,3.6268e-07,,3.3564e-220
+sFC,9.5552e-77,7.9129e-80,6.2888e-28,3.3151e-274,6.7120e-312,3.2582e-263,1.9746e-233,3.3564e-220,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index 68187be5..08a160b8 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.8003,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.8003,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0014,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0014,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,8.0035e-01,2.2028e-11,2.1468e-151,2.9463e-302,1.7688e-235,3.3481e-171,5.4073e-135,1.1059e-38
+SVWP,8.0035e-01,,1.0253e-10,2.2623e-152,9.1621e-303,3.5405e-236,4.0046e-172,5.4925e-136,1.2347e-37
+DCC_joint,2.2028e-11,1.0253e-10,,6.6789e-174,1.8395e-312,1.6451e-250,4.4097e-192,2.8048e-158,1.3097e-12
+SW_cross_validated,2.1468e-151,2.2623e-152,6.6789e-174,,1.6673e-231,6.5008e-114,1.5645e-08,1.3716e-03,4.5199e-202
+SW_15,2.9463e-302,9.1621e-303,1.8395e-312,1.6673e-231,,8.7538e-147,1.0021e-221,6.9633e-232,0.0000e+00
+SW_30,1.7688e-235,3.5405e-236,1.6451e-250,6.5008e-114,8.7538e-147,,4.2116e-93,6.3482e-121,7.5214e-273
+SW_60,3.3481e-171,4.0046e-172,4.4097e-192,1.5645e-08,1.0021e-221,4.2116e-93,,4.2905e-17,2.8679e-219
+SW_120,5.4073e-135,5.4925e-136,2.8048e-158,1.3716e-03,6.9633e-232,6.3482e-121,4.2905e-17,,1.9828e-186
+sFC,1.1059e-38,1.2347e-37,1.3097e-12,4.5199e-202,0.0000e+00,7.5214e-273,2.8679e-219,1.9828e-186,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index d16831a2..7223675a 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.2535,0.2139,0.4242,0.6896,0.4229,0.2921,0.2794,0.7351
-SVWP,0.2535,,0.0001,0.0000,0.0000,0.0000,0.0007,0.0235,0.0000
-DCC_joint,0.2139,0.0001,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.4242,0.0000,0.0000,,0.0000,0.8836,0.0000,0.0000,0.0000
-SW_15,0.6896,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.4229,0.0000,0.0000,0.8836,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.2921,0.0007,0.0000,0.0000,0.0000,0.0000,,0.0298,0.0000
-SW_120,0.2794,0.0235,0.0000,0.0000,0.0000,0.0000,0.0298,,0.0000
-sFC,0.7351,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,2.5348e-01,2.1386e-01,4.2423e-01,6.8964e-01,4.2294e-01,2.9213e-01,2.7938e-01,7.3506e-01
+SVWP,2.5348e-01,,9.6873e-05,1.7336e-30,2.3540e-96,3.8349e-32,7.2382e-04,2.3502e-02,5.4283e-201
+DCC_joint,2.1386e-01,9.6873e-05,,8.6925e-114,5.9124e-232,5.4759e-137,2.3671e-52,2.5518e-34,0.0000e+00
+SW_cross_validated,4.2423e-01,1.7336e-30,8.6925e-114,,1.0064e-88,8.8359e-01,3.6603e-51,2.9433e-54,2.3761e-275
+SW_15,6.8964e-01,2.3540e-96,5.9124e-232,1.0064e-88,,1.1934e-105,3.6353e-179,9.5147e-173,4.5491e-242
+SW_30,4.2294e-01,3.8349e-32,5.4759e-137,8.8359e-01,1.1934e-105,,2.8036e-63,5.7731e-65,4.1702e-318
+SW_60,2.9213e-01,7.2382e-04,2.3671e-52,3.6603e-51,3.6353e-179,2.8036e-63,,2.9771e-02,0.0000e+00
+SW_120,2.7938e-01,2.3502e-02,2.5518e-34,2.9433e-54,9.5147e-173,5.7731e-65,2.9771e-02,,0.0000e+00
+sFC,7.3506e-01,5.4283e-201,0.0000e+00,2.3761e-275,4.5491e-242,4.1702e-318,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index e4445ae3..cb4d0276 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.5090,0.0343,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.5090,,0.0070,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0343,0.0070,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0006,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0000,0.0000,0.0006,,0.0000,0.0000
-SW_120,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,5.0896e-01,3.4302e-02,2.9011e-73,3.4072e-151,5.2580e-43,9.6600e-37,3.9007e-286,0.0000e+00
+SVWP,5.0896e-01,,6.9923e-03,1.5698e-65,2.7038e-140,4.9911e-36,2.2637e-29,4.2982e-268,2.3871e-310
+DCC_joint,3.4302e-02,6.9923e-03,,2.8318e-94,2.2001e-179,1.0026e-64,2.2388e-62,0.0000e+00,0.0000e+00
+SW_cross_validated,2.9011e-73,1.5698e-65,2.8318e-94,,7.5250e-50,1.0360e-17,1.0390e-31,2.2617e-205,2.8598e-257
+SW_15,3.4072e-151,2.7038e-140,2.2001e-179,7.5250e-50,,4.0810e-100,1.1840e-125,3.9333e-159,2.9499e-229
+SW_30,5.2580e-43,4.9911e-36,1.0026e-64,1.0360e-17,4.0810e-100,,5.9122e-04,8.9838e-262,4.0524e-315
+SW_60,9.6600e-37,2.2637e-29,2.2388e-62,1.0390e-31,1.1840e-125,5.9122e-04,,1.1100e-304,0.0000e+00
+SW_120,3.9007e-286,4.2982e-268,0.0000e+00,2.2617e-205,3.9333e-159,8.9838e-262,1.1100e-304,,1.0253e-178
+sFC,0.0000e+00,2.3871e-310,0.0000e+00,2.8598e-257,2.9499e-229,4.0524e-315,0.0000e+00,1.0253e-178,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index d8004948..859711f9 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.5738,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SVWP,0.5738,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0001,0.9799,0.0000
-SW_15,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,,0.0003,0.0000
-SW_120,0.0000,0.0000,0.0000,0.9799,0.0000,0.0000,0.0003,,0.0000
-sFC,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,5.7385e-01,1.3857e-56,1.4809e-128,1.1805e-244,3.9268e-157,2.8584e-108,2.3507e-110,1.8033e-47
+SVWP,5.7385e-01,,4.1021e-60,2.9261e-134,4.6154e-248,2.6249e-161,1.2672e-113,1.2242e-114,9.7062e-54
+DCC_joint,1.3857e-56,4.1021e-60,,2.2712e-175,7.5470e-266,9.3869e-192,1.0437e-157,1.9600e-153,1.8041e-16
+SW_cross_validated,1.4809e-128,2.9261e-134,2.2712e-175,,2.4058e-161,6.2656e-31,7.9136e-05,9.7991e-01,5.0031e-179
+SW_15,1.1805e-244,4.6154e-248,7.5470e-266,2.4058e-161,,7.2972e-110,2.0010e-170,1.2604e-151,2.4230e-269
+SW_30,3.9268e-157,2.6249e-161,9.3869e-192,6.2656e-31,7.2972e-110,,6.2707e-45,3.7710e-27,3.8281e-193
+SW_60,2.8584e-108,1.2672e-113,1.0437e-157,7.9136e-05,2.0010e-170,6.2707e-45,,3.1099e-04,2.7097e-159
+SW_120,2.3507e-110,1.2242e-114,1.9600e-153,9.7991e-01,1.2604e-151,3.7710e-27,3.1099e-04,,1.5496e-152
+sFC,1.8033e-47,9.7062e-54,1.8041e-16,5.0031e-179,2.4230e-269,3.8281e-193,2.7097e-159,1.5496e-152,
diff --git a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index fec7fe21..b7943dbb 100644
--- a/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d2/N0400_T0200/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,10 +1,10 @@
 ,VWP,SVWP,DCC_joint,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP,,0.0117,0.0000,0.0018,0.0445,0.0016,0.0003,0.0006,0.3769
-SVWP,0.0117,,0.0008,0.4242,0.0939,0.3874,0.0498,0.1254,0.0000
-DCC_joint,0.0000,0.0008,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,0.0018,0.4242,0.0000,,0.0000,0.5480,0.0000,0.0000,0.0000
-SW_15,0.0445,0.0939,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,0.0016,0.3874,0.0000,0.5480,0.0000,,0.0000,0.0000,0.0000
-SW_60,0.0003,0.0498,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,0.0006,0.1254,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,0.3769,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+VWP,,1.1745e-02,2.0321e-05,1.8235e-03,4.4461e-02,1.6494e-03,2.7800e-04,5.7264e-04,3.7695e-01
+SVWP,1.1745e-02,,7.5672e-04,4.2417e-01,9.3886e-02,3.8743e-01,4.9824e-02,1.2540e-01,6.7246e-15
+DCC_joint,2.0321e-05,7.5672e-04,,2.1695e-92,2.7131e-209,9.8427e-120,9.2924e-67,4.5032e-90,0.0000e+00
+SW_cross_validated,1.8235e-03,4.2417e-01,2.1695e-92,,8.0118e-73,5.4798e-01,1.4687e-26,5.0032e-12,7.4289e-289
+SW_15,4.4461e-02,9.3886e-02,2.7131e-209,8.0118e-73,,5.7670e-94,1.5911e-147,1.7047e-127,3.2082e-271
+SW_30,1.6494e-03,3.8743e-01,9.8427e-120,5.4798e-01,5.7670e-94,,2.4292e-34,1.3209e-14,0.0000e+00
+SW_60,2.7800e-04,4.9824e-02,9.2924e-67,1.4687e-26,1.5911e-147,2.4292e-34,,5.3635e-08,0.0000e+00
+SW_120,5.7264e-04,1.2540e-01,4.5032e-90,5.0032e-12,1.7047e-127,1.3209e-14,5.3635e-08,,0.0000e+00
+sFC,3.7695e-01,6.7246e-15,0.0000e+00,7.4289e-289,3.2082e-271,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/SVWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/SVWP_kernel_lengthscales_kernel_params.csv
rename to results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/SVWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/SVWP_kernel_variance_kernel_params.csv
rename to results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/test_log_likelihood_mean.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/test_log_likelihood_mean.csv
deleted file mode 100644
index 9f799c1f..00000000
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/test_log_likelihood_mean.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,-145.830,-145.830,-145.830,-145.830,-145.830,-145.830,-145.830,-145.830,-145.830
-SVWP,-4.165,-3.842,-3.949,-3.924,-3.959,-4.050,-3.895,-4.062,-3.981
-DCC_joint,-4.247,-4.093,-4.135,-4.146,-4.147,-4.177,-4.121,-4.186,-4.156
-DCC_bivariate_loop,-4.242,-4.082,-4.131,-4.144,-4.144,-4.173,-4.108,-4.179,-4.150
-SW_cross_validated,-4.206,-3.958,-4.075,-4.082,-4.109,-4.140,-4.036,-4.129,-4.092
-SW_15,-4.318,-4.477,-4.438,-4.489,-4.390,-4.350,-4.611,-4.312,-4.423
-SW_30,-4.196,-4.021,-4.086,-4.099,-4.087,-4.117,-4.065,-4.122,-4.099
-SW_60,-4.218,-3.979,-4.089,-4.122,-4.161,-4.177,-4.049,-4.142,-4.117
-SW_120,-4.285,-4.044,-4.200,-4.275,-4.271,-4.247,-4.125,-4.211,-4.207
-sFC,-4.239,-4.014,-4.215,-4.219,-4.217,-4.198,-4.217,-4.173,-4.187
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/test_log_likelihood_se.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/test_log_likelihood_se.csv
deleted file mode 100644
index 031b425a..00000000
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/test_log_likelihood_se.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
-SVWP,0.004,0.008,0.007,0.008,0.011,0.008,0.009,0.006,0.008
-DCC_joint,0.001,0.007,0.004,0.004,0.004,0.003,0.006,0.004,0.004
-DCC_bivariate_loop,0.001,0.007,0.005,0.004,0.004,0.004,0.006,0.004,0.004
-SW_cross_validated,0.002,0.006,0.004,0.004,0.005,0.004,0.005,0.004,0.004
-SW_15,0.009,0.025,0.021,0.034,0.018,0.015,0.037,0.013,0.022
-SW_30,0.005,0.011,0.009,0.008,0.006,0.006,0.011,0.006,0.008
-SW_60,0.003,0.007,0.005,0.005,0.004,0.004,0.006,0.004,0.005
-SW_120,0.003,0.006,0.004,0.003,0.003,0.004,0.006,0.004,0.004
-sFC,0.001,0.005,0.002,0.002,0.002,0.002,0.002,0.003,0.002
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/test_log_likelihood_std.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/test_log_likelihood_std.csv
deleted file mode 100644
index bd0e216c..00000000
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/test_log_likelihood_std.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
-SVWP,0.061,0.117,0.106,0.109,0.152,0.118,0.125,0.084,0.109
-DCC_joint,0.013,0.101,0.062,0.053,0.050,0.048,0.082,0.051,0.058
-DCC_bivariate_loop,0.015,0.100,0.065,0.054,0.051,0.051,0.080,0.052,0.059
-SW_cross_validated,0.028,0.078,0.063,0.061,0.069,0.057,0.077,0.053,0.061
-SW_15,0.130,0.357,0.297,0.485,0.252,0.212,0.525,0.185,0.305
-SW_30,0.066,0.159,0.121,0.113,0.087,0.089,0.161,0.089,0.111
-SW_60,0.049,0.095,0.070,0.065,0.056,0.063,0.092,0.063,0.069
-SW_120,0.042,0.081,0.061,0.048,0.048,0.056,0.081,0.060,0.060
-sFC,0.015,0.067,0.029,0.025,0.027,0.034,0.028,0.043,0.034
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index 1229f24e..078eab5b 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0151,0.0000,0.0000,0.0000,0.0228,0.0000
-DCC_joint,,0.0000,,0.4879,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.4879,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0151,0.0000,0.0000,,0.0000,0.0000,0.0066,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0066,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0228,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.2026e-22,8.0112e-25,1.5094e-02,9.8683e-136,3.7910e-58,3.9958e-07,2.2759e-02,1.8272e-46
+DCC_joint,,1.2026e-22,,4.8791e-01,1.0331e-16,4.9154e-121,9.6101e-22,4.0061e-12,7.2110e-39,1.1200e-107
+DCC_bivariate_loop,,8.0112e-25,4.8791e-01,,6.9110e-19,9.2584e-119,2.6099e-19,2.1898e-14,8.7366e-42,1.4960e-110
+SW_cross_validated,,1.5094e-02,1.0331e-16,6.9110e-19,,4.8485e-142,4.5547e-55,6.5868e-03,2.6137e-07,1.2617e-64
+SW_15,,9.8683e-136,4.9154e-121,9.2584e-119,4.8485e-142,,6.4744e-89,1.5092e-159,3.7751e-166,9.7086e-212
+SW_30,,3.7910e-58,9.6101e-22,2.6099e-19,4.5547e-55,6.4744e-89,,5.2351e-57,1.9447e-83,4.5107e-148
+SW_60,,3.9958e-07,4.0061e-12,2.1898e-14,6.5868e-03,1.5092e-159,5.2351e-57,,3.2416e-17,1.0279e-88
+SW_120,,2.2759e-02,7.2110e-39,8.7366e-42,2.6137e-07,3.7751e-166,1.9447e-83,3.2416e-17,,5.8850e-44
+sFC,,1.8272e-46,1.1200e-107,1.4960e-110,1.2617e-64,9.7086e-212,4.5107e-148,1.0279e-88,5.8850e-44,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 734e7f0a..f3c469cb 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000,0.9235
-DCC_joint,,0.0000,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0003,0.0001,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.2261,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.2261,0.0000,0.0000,,0.0006,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0006,,0.0000
-sFC,,0.9235,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.5972e-09,3.4018e-04,2.2797e-37,1.3997e-137,4.4343e-72,9.9392e-38,2.2705e-23,9.2348e-01
+DCC_joint,,2.5972e-09,,9.2511e-05,2.5596e-104,1.1233e-252,2.2822e-173,9.0743e-120,9.0500e-78,6.4576e-14
+DCC_bivariate_loop,,3.4018e-04,9.2511e-05,,1.0531e-86,2.2939e-233,3.2402e-152,1.5600e-98,2.8675e-61,8.8813e-06
+SW_cross_validated,,2.2797e-37,2.5596e-104,1.0531e-86,,5.5604e-116,2.0722e-19,2.2609e-01,4.0913e-05,4.1649e-52
+SW_15,,1.3997e-137,1.1233e-252,2.2939e-233,5.5604e-116,,9.1112e-106,1.1157e-146,3.5600e-127,1.6040e-178
+SW_30,,4.4343e-72,2.2822e-173,3.2402e-152,2.0722e-19,9.1112e-106,,1.2047e-31,1.4602e-35,2.7072e-101
+SW_60,,9.9392e-38,9.0743e-120,1.5600e-98,2.2609e-01,1.1157e-146,1.2047e-31,,5.7803e-04,1.1841e-55
+SW_120,,2.2705e-23,9.0500e-78,2.8675e-61,4.0913e-05,3.5600e-127,1.4602e-35,5.7803e-04,,8.9286e-33
+sFC,,9.2348e-01,6.4576e-14,8.8813e-06,4.1649e-52,1.6040e-178,2.7072e-101,1.1841e-55,8.9286e-33,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index bcd81921..fe9efa70 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.5081,0.0000,0.9188,0.0001,0.0000,0.0000
-DCC_joint,,0.0000,,0.0677,0.0000,0.0000,0.0000,0.0000,0.0068,0.0000
-DCC_bivariate_loop,,0.0000,0.0677,,0.0000,0.0000,0.0000,0.0000,0.1883,0.0000
-SW_cross_validated,,0.5081,0.0000,0.0000,,0.0000,0.3707,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.9188,0.0000,0.0000,0.3707,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0068,0.1883,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.4247e-07,5.0740e-10,5.0814e-01,6.0405e-43,9.1876e-01,1.2630e-04,2.8717e-10,2.1742e-133
+DCC_joint,,9.4247e-07,,6.7659e-02,6.5610e-06,2.2483e-36,3.9935e-10,3.5456e-21,6.8216e-03,4.0655e-155
+DCC_bivariate_loop,,5.0740e-10,6.7659e-02,,2.9411e-09,9.9390e-29,4.1094e-15,1.4150e-26,1.8834e-01,1.7069e-148
+SW_cross_validated,,5.0814e-01,6.5610e-06,2.9411e-09,,6.1765e-45,3.7075e-01,2.2899e-06,1.8087e-09,6.1658e-142
+SW_15,,6.0405e-43,2.2483e-36,9.9390e-29,6.1765e-45,,2.9879e-62,2.4657e-68,1.0245e-13,1.5418e-108
+SW_30,,9.1876e-01,3.9935e-10,4.1094e-15,3.7075e-01,2.9879e-62,,1.0169e-05,1.6430e-13,2.2288e-170
+SW_60,,1.2630e-04,3.5456e-21,1.4150e-26,2.2899e-06,2.4657e-68,1.0169e-05,,1.9418e-23,4.5044e-159
+SW_120,,2.8717e-10,6.8216e-03,1.8834e-01,1.8087e-09,1.0245e-13,1.6430e-13,1.9418e-23,,1.9099e-103
+sFC,,2.1742e-133,4.0655e-155,1.7069e-148,6.1658e-142,1.5418e-108,2.2288e-170,4.5044e-159,1.9099e-103,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 15c52c0e..e532c461 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0016,0.1082,0.1818,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0016,,0.0426,0.0000,0.0007,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.1082,0.0426,,0.0014,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.1818,0.0000,0.0014,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0007,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0002
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0002,0.0000,
+SVWP_joint,,,1.6262e-03,1.0825e-01,1.8179e-01,1.4090e-08,1.9771e-34,1.3172e-27,5.0276e-81,4.4207e-39
+DCC_joint,,1.6262e-03,,4.2587e-02,2.4478e-06,6.9844e-04,1.3302e-33,6.5747e-63,7.4331e-129,3.6579e-82
+DCC_bivariate_loop,,1.0825e-01,4.2587e-02,,1.4386e-03,9.1388e-08,1.8706e-41,2.2286e-53,6.2012e-121,2.7839e-72
+SW_cross_validated,,1.8179e-01,2.4478e-06,1.4386e-03,,7.4299e-13,4.7818e-41,9.0597e-22,1.0867e-74,1.5415e-32
+SW_15,,1.4090e-08,6.9844e-04,9.1388e-08,7.4299e-13,,2.7581e-21,1.7861e-78,4.0488e-141,7.6862e-98
+SW_30,,1.9771e-34,1.3302e-33,1.8706e-41,4.7818e-41,2.7581e-21,,5.3155e-116,1.9995e-167,3.1994e-133
+SW_60,,1.3172e-27,6.5747e-63,2.2286e-53,9.0597e-22,1.7861e-78,5.3155e-116,,2.1542e-54,1.5171e-04
+SW_120,,5.0276e-81,7.4331e-129,6.2012e-121,1.0867e-74,4.0488e-141,1.9995e-167,2.1542e-54,,9.5846e-43
+sFC,,4.4207e-39,3.6579e-82,2.7839e-72,1.5415e-32,7.6862e-98,3.1994e-133,1.5171e-04,9.5846e-43,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 0c9ebecb..dd626727 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0288,0.0000
-DCC_joint,,0.0000,,0.0208,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0208,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.6516,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.6516,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0288,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.6847e-10,1.4224e-05,2.1708e-09,1.5046e-126,5.5871e-42,1.0151e-09,2.8753e-02,2.5633e-26
+DCC_joint,,1.6847e-10,,2.0846e-02,8.1244e-34,3.2343e-165,8.3115e-81,7.5288e-38,4.4391e-19,4.6039e-07
+DCC_bivariate_loop,,1.4224e-05,2.0846e-02,,4.3914e-25,2.0246e-156,9.7673e-70,7.5528e-28,7.0440e-12,4.5765e-13
+SW_cross_validated,,2.1708e-09,8.1244e-34,4.3914e-25,,1.0122e-103,2.9186e-17,6.5163e-01,2.5403e-05,1.1603e-55
+SW_15,,1.5046e-126,3.2343e-165,2.0246e-156,1.0122e-103,,7.7277e-79,2.0113e-121,4.0652e-128,1.8254e-186
+SW_30,,5.5871e-42,8.3115e-81,9.7673e-70,2.9186e-17,7.7277e-79,,7.6404e-23,1.4456e-36,1.9166e-106
+SW_60,,1.0151e-09,7.5288e-38,7.5528e-28,6.5163e-01,2.0113e-121,7.6404e-23,,2.7073e-05,7.2022e-63
+SW_120,,2.8753e-02,4.4391e-19,7.0440e-12,2.5403e-05,4.0652e-128,1.4456e-36,2.7073e-05,,2.1199e-39
+sFC,,2.5633e-26,4.6039e-07,4.5765e-13,1.1603e-55,1.8254e-186,1.9166e-106,7.2022e-63,2.1199e-39,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index a9c51261..b1dc989d 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.8557,0.0000,0.3841,0.0000,0.6845,0.0000
-DCC_joint,,0.0000,,0.2235,0.0000,0.0023,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.2235,,0.0000,0.0891,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.8557,0.0000,0.0000,,0.0000,0.4916,0.0000,0.5561,0.0000
-SW_15,,0.0000,0.0023,0.0891,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.3841,0.0000,0.0000,0.4916,0.0000,,0.0000,0.2004,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.6845,0.0000,0.0000,0.5561,0.0000,0.2004,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.4475e-23,1.4142e-26,8.5566e-01,8.5550e-35,3.8407e-01,3.4090e-06,6.8446e-01,2.1713e-169
+DCC_joint,,4.4475e-23,,2.2353e-01,4.8031e-25,2.3392e-03,1.8103e-35,3.2105e-50,2.1097e-19,2.6259e-168
+DCC_bivariate_loop,,1.4142e-26,2.2353e-01,,1.0064e-28,8.9051e-02,4.9937e-40,1.4754e-54,1.5056e-22,1.2580e-162
+SW_cross_validated,,8.5566e-01,4.8031e-25,1.0064e-28,,1.1799e-37,4.9159e-01,4.7544e-06,5.5610e-01,1.4663e-175
+SW_15,,8.5550e-35,2.3392e-03,8.9051e-02,1.1799e-37,,2.4010e-53,1.5704e-67,1.6035e-29,4.6610e-177
+SW_30,,3.8407e-01,1.8103e-35,4.9937e-40,4.9159e-01,2.4010e-53,,7.4066e-06,2.0041e-01,5.0544e-208
+SW_60,,3.4090e-06,3.2105e-50,1.4754e-54,4.7544e-06,1.5704e-67,7.4066e-06,,1.2802e-06,1.0768e-204
+SW_120,,6.8446e-01,2.1097e-19,1.5056e-22,5.5610e-01,1.6035e-29,2.0041e-01,1.2802e-06,,7.8617e-158
+sFC,,2.1713e-169,2.6259e-168,1.2580e-162,1.4663e-175,4.6610e-177,5.0544e-208,1.0768e-204,7.8617e-158,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index 657e846d..237c634c 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0009,0.0000,0.0000,0.0000,0.0647,0.0000
-DCC_joint,,0.0000,,0.5117,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.5117,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0009,0.0000,0.0000,,0.0000,0.0000,0.0242,0.0332,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0242,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0647,0.0000,0.0000,0.0332,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.0989e-21,4.0010e-20,9.2559e-04,1.6998e-108,8.1549e-44,5.1016e-07,6.4674e-02,3.4323e-92
+DCC_joint,,4.0989e-21,,5.1172e-01,1.0868e-67,3.7201e-277,4.0866e-193,3.3528e-115,1.2795e-58,2.3902e-107
+DCC_bivariate_loop,,4.0010e-20,5.1172e-01,,5.5479e-66,3.0224e-277,2.1952e-192,1.5709e-113,7.6691e-57,1.2454e-109
+SW_cross_validated,,9.2559e-04,1.0868e-67,5.5479e-66,,6.5866e-154,1.9280e-57,2.4204e-02,3.3230e-02,1.2129e-150
+SW_15,,1.6998e-108,3.7201e-277,3.0224e-277,6.5866e-154,,5.1470e-126,5.3685e-201,1.9335e-166,2.0668e-281
+SW_30,,8.1549e-44,4.0866e-193,2.1952e-192,1.9280e-57,5.1470e-126,,2.1276e-76,4.9599e-71,1.4112e-229
+SW_60,,5.1016e-07,3.3528e-115,1.5709e-113,2.4204e-02,5.3685e-201,2.1276e-76,,1.1436e-06,2.5772e-186
+SW_120,,6.4674e-02,1.2795e-58,7.6691e-57,3.3230e-02,1.9335e-166,4.9599e-71,1.1436e-06,,7.3349e-146
+sFC,,3.4323e-92,2.3902e-107,1.2454e-109,1.2129e-150,2.0668e-281,1.4112e-229,2.5772e-186,7.3349e-146,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index eb21030a..fe31e9fd 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.4426,0.1752,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.4426,,0.2399,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.1752,0.2399,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0225,0.0035,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0225,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0035,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.4262e-01,1.7520e-01,2.3175e-30,3.6019e-149,5.4100e-90,6.2990e-43,1.9735e-23,1.7583e-38
+DCC_joint,,4.4262e-01,,2.3988e-01,2.5071e-57,2.6835e-277,5.0809e-189,2.3139e-107,1.0049e-47,3.2958e-79
+DCC_bivariate_loop,,1.7520e-01,2.3988e-01,,1.3428e-53,1.1083e-274,2.7164e-185,2.6149e-102,8.7282e-44,1.0114e-82
+SW_cross_validated,,2.3175e-30,2.5071e-57,1.3428e-53,,6.4448e-150,1.9634e-55,2.2532e-02,3.5056e-03,2.5089e-124
+SW_15,,3.6019e-149,2.6835e-277,1.1083e-274,6.4448e-150,,1.3026e-144,4.6785e-217,4.4807e-175,9.6648e-262
+SW_30,,5.4100e-90,5.0809e-189,2.7164e-185,1.9634e-55,1.3026e-144,,1.4756e-83,7.2517e-79,2.0639e-207
+SW_60,,6.2990e-43,2.3139e-107,2.6149e-102,2.2532e-02,4.6785e-217,1.4756e-83,,1.0363e-09,9.8644e-161
+SW_120,,1.9735e-23,1.0049e-47,8.7282e-44,3.5056e-03,4.4807e-175,7.2517e-79,1.0363e-09,,8.3345e-120
+sFC,,1.7583e-38,3.2958e-79,1.0114e-82,2.5089e-124,9.6648e-262,2.0639e-207,9.8644e-161,8.3345e-120,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index f6498f58..8b760841 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0172,0.0000,0.0000,0.0000,0.3307,0.0000
-DCC_joint,,0.0000,,0.1861,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.1861,,0.0000,0.0000,0.0000,0.0012,0.0000,0.0000
-SW_cross_validated,,0.0172,0.0000,0.0000,,0.0000,0.0000,0.0393,0.0002,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0012,0.0393,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.3307,0.0000,0.0000,0.0002,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.9958e-13,4.2167e-11,1.7174e-02,3.2197e-79,6.2521e-08,1.7715e-05,3.3072e-01,1.7494e-41
+DCC_joint,,2.9958e-13,,1.8613e-01,9.5010e-09,2.6819e-191,8.4820e-71,1.4077e-05,3.4943e-22,3.5179e-133
+DCC_bivariate_loop,,4.2167e-11,1.8613e-01,,1.2235e-06,1.4953e-188,1.0758e-65,1.2043e-03,4.4632e-19,2.3097e-129
+SW_cross_validated,,1.7174e-02,9.5010e-09,1.2235e-06,,1.8233e-116,1.8276e-21,3.9322e-02,1.5176e-04,6.8602e-70
+SW_15,,3.2197e-79,2.6819e-191,1.4953e-188,1.8233e-116,,1.0541e-113,8.4319e-154,3.0234e-93,2.9392e-37
+SW_30,,6.2521e-08,8.4820e-71,1.0758e-65,1.8276e-21,1.0541e-113,,3.8036e-40,3.3618e-07,1.9595e-45
+SW_60,,1.7715e-05,1.4077e-05,1.2043e-03,3.9322e-02,8.4319e-154,3.8036e-40,,7.6497e-10,1.6269e-99
+SW_120,,3.3072e-01,3.4943e-22,4.4632e-19,1.5176e-04,3.0234e-93,3.3618e-07,7.6497e-10,,1.7061e-47
+sFC,,1.7494e-41,3.5179e-133,2.3097e-129,6.8602e-70,2.9392e-37,1.9595e-45,1.6269e-99,1.7061e-47,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 2f40ec0a..b227d92b 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0017,0.0000,0.0000,0.0005,0.0000,0.0000
-DCC_joint,,0.0000,,0.2233,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.2233,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0017,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0494,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0028
-SW_60,,0.0005,0.0000,0.0000,0.0000,0.0494,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0028,0.0000,0.0000,
+SVWP_joint,,,1.4050e-66,6.9906e-64,1.6965e-03,3.2017e-06,1.1201e-21,5.3514e-04,2.8400e-30,2.6766e-14
+DCC_joint,,1.4050e-66,,2.2327e-01,4.4389e-56,1.4568e-144,7.3137e-47,8.8884e-136,6.5771e-154,1.3513e-56
+DCC_bivariate_loop,,6.9906e-64,2.2327e-01,,3.8838e-53,3.0935e-143,4.7264e-43,3.5520e-134,1.5367e-152,5.2449e-53
+SW_cross_validated,,1.6965e-03,4.4389e-56,3.8838e-53,,1.0171e-18,2.3839e-11,2.4432e-14,7.9027e-49,8.0153e-06
+SW_15,,3.2017e-06,1.4568e-144,3.0935e-143,1.0171e-18,,1.0639e-77,4.9416e-02,1.3400e-27,6.1032e-59
+SW_30,,1.1201e-21,7.3137e-47,4.7264e-43,2.3839e-11,1.0639e-77,,5.2797e-68,3.3435e-104,2.7944e-03
+SW_60,,5.3514e-04,8.8884e-136,3.5520e-134,2.4432e-14,4.9416e-02,5.2797e-68,,4.3866e-33,4.8690e-50
+SW_120,,2.8400e-30,6.5771e-154,1.5367e-152,7.9027e-49,1.3400e-27,3.3435e-104,4.3866e-33,,7.2730e-90
+sFC,,2.6766e-14,1.3513e-56,5.2449e-53,8.0153e-06,6.1032e-59,2.7944e-03,4.8690e-50,7.2730e-90,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 51fd45fd..40981bf2 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0002,0.0000
-DCC_joint,,0.0000,,0.2080,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.2080,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0142,0.0012,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0142,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0002,0.0000,0.0000,0.0012,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.0385e-14,4.5423e-12,1.4484e-09,1.1555e-128,2.0247e-57,6.5492e-17,1.9976e-04,9.7016e-77
+DCC_joint,,5.0385e-14,,2.0801e-01,2.6216e-61,4.4565e-265,4.9639e-175,4.9520e-104,3.5439e-48,3.6024e-89
+DCC_bivariate_loop,,4.5423e-12,2.0801e-01,,9.0218e-58,3.6143e-265,3.9152e-173,2.1803e-100,1.7908e-44,5.1889e-95
+SW_cross_validated,,1.4484e-09,2.6216e-61,9.0218e-58,,2.8262e-145,2.0923e-46,1.4212e-02,1.2301e-03,7.4917e-140
+SW_15,,1.1555e-128,4.4565e-265,3.6143e-265,2.8262e-145,,4.2111e-135,3.2387e-192,1.1278e-166,1.7878e-297
+SW_30,,2.0247e-57,4.9639e-175,3.9152e-173,2.0923e-46,4.2111e-135,,2.3425e-59,8.8476e-68,4.7997e-233
+SW_60,,6.5492e-17,4.9520e-104,2.1803e-100,1.4212e-02,3.2387e-192,2.3425e-59,,1.5656e-10,4.1087e-185
+SW_120,,1.9976e-04,3.5439e-48,1.7908e-44,1.2301e-03,1.1278e-166,8.8476e-68,1.5656e-10,,2.3267e-132
+sFC,,9.7016e-77,3.6024e-89,5.1889e-95,7.4917e-140,1.7878e-297,4.7997e-233,4.1087e-185,2.3267e-132,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 8d603155..bc1b95b3 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0017,0.0447,0.0488,0.0000,0.0000,0.9321,0.0100,0.0000
-DCC_joint,,0.0017,,0.0333,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0447,0.0333,,0.0000,0.0000,0.0000,0.0024,0.0000,0.0000
-SW_cross_validated,,0.0488,0.0000,0.0000,,0.0000,0.0000,0.0048,0.4508,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0994
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.9321,0.0000,0.0024,0.0048,0.0000,0.0000,,0.0003,0.0000
-SW_120,,0.0100,0.0000,0.0000,0.4508,0.0000,0.0000,0.0003,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0994,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.6590e-03,4.4668e-02,4.8807e-02,1.3070e-75,6.4245e-13,9.3209e-01,9.9800e-03,1.5681e-77
+DCC_joint,,1.6590e-03,,3.3278e-02,3.1346e-12,3.6631e-179,1.1341e-56,1.4415e-06,5.7370e-15,4.9090e-175
+DCC_bivariate_loop,,4.4668e-02,3.3278e-02,,3.0208e-08,7.0053e-172,7.5955e-48,2.3877e-03,1.4972e-10,4.5834e-168
+SW_cross_validated,,4.8807e-02,3.1346e-12,3.0208e-08,,3.3907e-97,2.1281e-11,4.7989e-03,4.5080e-01,2.2580e-98
+SW_15,,1.3070e-75,3.6631e-179,7.0053e-172,3.3907e-97,,1.6552e-96,3.3295e-135,2.0402e-93,9.9436e-02
+SW_30,,6.4245e-13,1.1341e-56,7.5955e-48,2.1281e-11,1.6552e-96,,4.0798e-27,4.1331e-09,1.1238e-96
+SW_60,,9.3209e-01,1.4415e-06,2.3877e-03,4.7989e-03,3.3295e-135,4.0798e-27,,2.6219e-04,2.6459e-134
+SW_120,,9.9800e-03,5.7370e-15,1.4972e-10,4.5080e-01,2.0402e-93,4.1331e-09,2.6219e-04,,1.0388e-94
+sFC,,1.5681e-77,4.9090e-175,4.5834e-168,2.2580e-98,9.9436e-02,1.1238e-96,2.6459e-134,1.0388e-94,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/SVWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/SVWP_kernel_lengthscales_kernel_params.csv
rename to results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/SVWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/SVWP_kernel_variance_kernel_params.csv
rename to results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/test_log_likelihood_mean.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/test_log_likelihood_mean.csv
deleted file mode 100644
index 82db5484..00000000
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/test_log_likelihood_mean.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,-145.830,-145.830,-145.830,-145.830,-145.830,-145.830,-145.830,-145.830,-145.830
-SVWP,-4.230,-3.582,-3.776,-3.779,-3.816,-4.062,-3.607,-4.049,-3.863
-DCC_joint,-4.248,-3.641,-3.952,-4.009,-4.034,-4.105,-3.836,-4.075,-3.987
-DCC_bivariate_loop,-4.245,-3.634,-3.949,-4.006,-4.031,-4.103,-3.836,-4.070,-3.984
-SW_cross_validated,-4.226,-3.600,-3.871,-3.871,-3.902,-4.051,-3.735,-4.053,-3.913
-SW_15,-4.141,-3.695,-3.977,-3.915,-3.880,-3.961,-4.109,-3.985,-3.958
-SW_30,-4.189,-3.591,-3.830,-3.845,-3.886,-3.989,-3.717,-4.016,-3.883
-SW_60,-4.245,-3.617,-3.895,-4.014,-4.118,-4.136,-3.743,-4.071,-3.980
-SW_120,-4.303,-3.682,-4.100,-4.256,-4.275,-4.209,-3.847,-4.129,-4.100
-sFC,-4.248,-3.635,-4.190,-4.194,-4.188,-4.147,-4.193,-4.077,-4.109
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/test_log_likelihood_se.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/test_log_likelihood_se.csv
deleted file mode 100644
index af38149a..00000000
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/test_log_likelihood_se.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
-SVWP,0.001,0.006,0.006,0.006,0.009,0.006,0.009,0.004,0.006
-DCC_joint,0.001,0.005,0.005,0.004,0.004,0.003,0.007,0.004,0.004
-DCC_bivariate_loop,0.001,0.005,0.005,0.004,0.004,0.003,0.007,0.004,0.004
-SW_cross_validated,0.001,0.006,0.006,0.005,0.005,0.006,0.007,0.004,0.005
-SW_15,0.004,0.012,0.017,0.015,0.010,0.007,0.035,0.006,0.013
-SW_30,0.002,0.007,0.007,0.006,0.005,0.005,0.012,0.004,0.006
-SW_60,0.002,0.006,0.005,0.004,0.003,0.004,0.008,0.004,0.004
-SW_120,0.002,0.006,0.005,0.003,0.003,0.003,0.007,0.004,0.004
-sFC,0.000,0.005,0.002,0.002,0.002,0.003,0.002,0.004,0.003
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/test_log_likelihood_std.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/test_log_likelihood_std.csv
deleted file mode 100644
index a7e20a3e..00000000
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/test_log_likelihood_std.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
-SVWP,0.016,0.087,0.085,0.084,0.131,0.088,0.123,0.055,0.084
-DCC_joint,0.007,0.076,0.068,0.062,0.054,0.048,0.094,0.050,0.057
-DCC_bivariate_loop,0.009,0.076,0.068,0.062,0.055,0.048,0.104,0.050,0.059
-SW_cross_validated,0.016,0.081,0.080,0.076,0.075,0.083,0.104,0.054,0.071
-SW_15,0.057,0.168,0.244,0.209,0.145,0.099,0.495,0.081,0.187
-SW_30,0.034,0.098,0.101,0.081,0.070,0.066,0.164,0.063,0.085
-SW_60,0.024,0.086,0.073,0.057,0.047,0.052,0.108,0.057,0.063
-SW_120,0.027,0.081,0.065,0.044,0.044,0.049,0.097,0.057,0.058
-sFC,0.007,0.075,0.033,0.029,0.031,0.041,0.032,0.050,0.037
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index d29bbfc6..09cb3e0f 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0378,0.9334,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0378,,0.0254,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.9334,0.0254,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0018,0.0001,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0018,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.7777e-02,9.3345e-01,3.7447e-15,4.3877e-166,1.7970e-93,2.3601e-30,1.6957e-05,2.0979e-33
+DCC_joint,,3.7777e-02,,2.5437e-02,8.2355e-23,2.2635e-179,1.8399e-107,9.9490e-42,1.6408e-10,1.0830e-25
+DCC_bivariate_loop,,9.3345e-01,2.5437e-02,,9.8295e-16,3.7616e-173,2.4705e-98,4.1460e-32,1.2896e-05,2.8601e-36
+SW_cross_validated,,3.7447e-15,8.2355e-23,9.8295e-16,,9.9307e-132,1.1095e-51,1.7928e-03,1.1695e-04,9.6285e-74
+SW_15,,4.3877e-166,2.2635e-179,3.7616e-173,9.9307e-132,,2.6692e-83,4.6314e-147,3.4629e-150,4.1942e-245
+SW_30,,1.7970e-93,1.8399e-107,2.4705e-98,1.1095e-51,2.6692e-83,,2.0725e-50,1.2336e-72,6.8006e-177
+SW_60,,2.3601e-30,9.9490e-42,4.1460e-32,1.7928e-03,4.6314e-147,2.0725e-50,,1.9324e-13,8.9609e-109
+SW_120,,1.6957e-05,1.6408e-10,1.2896e-05,1.1695e-04,3.4629e-150,1.2336e-72,1.9324e-13,,3.0227e-55
+sFC,,2.0979e-33,1.0830e-25,2.8601e-36,9.6285e-74,4.1942e-245,6.8006e-177,8.9609e-109,3.0227e-55,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 7655c744..ed66deb8 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.7237
-DCC_bivariate_loop,,0.0000,0.0001,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0006
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.7410,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.7410,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.7237,0.0006,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.6779e-15,2.2493e-25,1.8365e-87,1.2630e-240,5.0086e-170,2.1922e-117,1.0911e-78,1.9465e-15
+DCC_joint,,2.6779e-15,,1.0066e-04,5.2601e-69,6.5513e-258,6.5794e-174,6.7595e-108,8.5529e-59,7.2373e-01
+DCC_bivariate_loop,,2.2493e-25,1.0066e-04,,1.5656e-47,1.8986e-237,1.8466e-150,2.1178e-82,6.4109e-41,6.4257e-04
+SW_cross_validated,,1.8365e-87,5.2601e-69,1.5656e-47,,2.0038e-195,5.0913e-83,1.6308e-10,7.4096e-01,9.3465e-64
+SW_15,,1.2630e-240,6.5513e-258,1.8986e-237,2.0038e-195,,1.5929e-128,1.9425e-195,1.1962e-171,1.1690e-248
+SW_30,,5.0086e-170,6.5794e-174,1.8466e-150,5.0913e-83,1.5929e-128,,8.9085e-65,4.1234e-67,2.3257e-165
+SW_60,,2.1922e-117,6.7595e-108,2.1178e-82,1.6308e-10,1.9425e-195,8.9085e-65,,1.7684e-07,2.5760e-100
+SW_120,,1.0911e-78,8.5529e-59,6.4109e-41,7.4096e-01,1.1962e-171,4.1234e-67,1.7684e-07,,7.0232e-55
+sFC,,1.9465e-15,7.2373e-01,6.4257e-04,9.3465e-64,1.1690e-248,2.3257e-165,2.5760e-100,7.0232e-55,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 90b6a789..b5e6ebf0 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0105,0.0000,0.0022,0.4120,0.0000,0.0000
-DCC_joint,,0.0000,,0.1026,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.1026,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0105,0.0000,0.0000,,0.0000,0.7373,0.0001,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0022,0.0000,0.0000,0.7373,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.4120,0.0000,0.0000,0.0001,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.0635e-40,6.5270e-45,1.0509e-02,2.5723e-76,2.2008e-03,4.1205e-01,1.7698e-92,2.7388e-293
+DCC_joint,,3.0635e-40,,1.0262e-01,3.2643e-34,1.6710e-19,4.7941e-39,1.3128e-55,3.4219e-38,3.7847e-308
+DCC_bivariate_loop,,6.5270e-45,1.0262e-01,,3.2549e-39,3.1315e-13,1.9671e-44,1.3660e-60,5.6749e-30,2.9860e-297
+SW_cross_validated,,1.0509e-02,3.2643e-34,3.2549e-39,,5.5475e-74,7.3731e-01,1.2771e-04,1.0800e-91,9.6663e-313
+SW_15,,2.5723e-76,1.6710e-19,3.1315e-13,5.5475e-74,,1.3786e-84,3.1806e-99,8.9392e-08,9.4979e-304
+SW_30,,2.2008e-03,4.7941e-39,1.9671e-44,7.3731e-01,1.3786e-84,,4.2617e-06,3.6636e-103,0.0000e+00
+SW_60,,4.1205e-01,1.3128e-55,1.3660e-60,1.2771e-04,3.1806e-99,4.2617e-06,,5.8474e-116,0.0000e+00
+SW_120,,1.7698e-92,3.4219e-38,5.6749e-30,1.0800e-91,8.9392e-08,3.6636e-103,5.8474e-116,,2.7640e-282
+sFC,,2.7388e-293,3.7847e-308,2.9860e-297,9.6663e-313,9.4979e-304,0.0000e+00,0.0000e+00,2.7640e-282,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 315d5c30..4b3543af 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0492,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0492,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.7638,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.7638,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.0750e-12,2.0139e-14,3.4181e-05,4.2436e-06,2.9949e-17,2.5558e-97,2.1037e-171,4.8520e-143
+DCC_joint,,9.0750e-12,,4.9213e-02,1.6998e-55,2.0756e-77,5.2464e-114,2.4997e-174,1.1214e-291,1.0951e-267
+DCC_bivariate_loop,,2.0139e-14,4.9213e-02,,9.9452e-62,5.9619e-85,8.6303e-121,6.1507e-167,4.2161e-287,7.1748e-262
+SW_cross_validated,,3.4181e-05,1.6998e-55,9.9452e-62,,7.6382e-01,3.2379e-11,1.2061e-187,4.5897e-269,2.3165e-245
+SW_15,,4.2436e-06,2.0756e-77,5.9619e-85,7.6382e-01,,1.0697e-14,1.2503e-230,1.2934e-317,2.7795e-300
+SW_30,,2.9949e-17,5.2464e-114,8.6303e-121,3.2379e-11,1.0697e-14,,1.0458e-253,0.0000e+00,2.6314e-320
+SW_60,,2.5558e-97,2.4997e-174,6.1507e-167,1.2061e-187,1.2503e-230,1.0458e-253,,1.1163e-208,1.2987e-143
+SW_120,,2.1037e-171,1.1214e-291,4.2161e-287,4.5897e-269,1.2934e-317,0.0000e+00,1.1163e-208,,2.8272e-139
+sFC,,4.8520e-143,1.0951e-267,7.1748e-262,2.3165e-245,2.7795e-300,2.6314e-320,1.2987e-143,2.8272e-139,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 18e5264d..472f87dc 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0016,0.0000,0.0000,0.0000,0.0000,0.0000,0.4808
-DCC_bivariate_loop,,0.0003,0.0016,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0101
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0022,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0012,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0022,0.0000,0.0000,0.0012,,0.0000
-sFC,,0.0000,0.4808,0.0101,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.9328e-10,3.3315e-04,8.8228e-12,5.1095e-129,4.7553e-51,2.5168e-37,3.5368e-20,3.0737e-09
+DCC_joint,,1.9328e-10,,1.5728e-03,1.1537e-37,7.2662e-163,1.0594e-85,1.0633e-73,1.8231e-47,4.8083e-01
+DCC_bivariate_loop,,3.3315e-04,1.5728e-03,,1.4021e-25,5.2770e-151,4.5777e-72,7.8242e-59,1.6214e-35,1.0112e-02
+SW_cross_validated,,8.8228e-12,1.1537e-37,1.4021e-25,,3.5307e-101,7.0269e-23,3.0116e-11,2.1934e-03,2.6718e-36
+SW_15,,5.1095e-129,7.2662e-163,5.2770e-151,3.5307e-101,,1.8601e-54,1.2370e-76,3.3333e-82,2.8997e-163
+SW_30,,4.7553e-51,1.0594e-85,4.5777e-72,7.0269e-23,1.8601e-54,,4.1717e-05,1.9957e-11,5.0944e-85
+SW_60,,2.5168e-37,1.0633e-73,7.8242e-59,3.0116e-11,1.2370e-76,4.1717e-05,,1.2423e-03,6.9405e-73
+SW_120,,3.5368e-20,1.8231e-47,1.6214e-35,2.1934e-03,3.3333e-82,1.9957e-11,1.2423e-03,,3.1574e-46
+sFC,,3.0737e-09,4.8083e-01,1.0112e-02,2.6718e-36,2.8997e-163,5.0944e-85,6.9405e-73,3.1574e-46,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 695e6d23..63a0c9af 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.7902,0.0000,0.0095,0.0002,0.0000,0.0000
-DCC_joint,,0.0000,,0.0466,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0466,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.7902,0.0000,0.0000,,0.0000,0.0126,0.0002,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0095,0.0000,0.0000,0.0126,0.0000,,0.2408,0.0000,0.0000
-SW_60,,0.0002,0.0000,0.0000,0.0002,0.0000,0.2408,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.3933e-71,3.9692e-76,7.9022e-01,7.6089e-44,9.4732e-03,1.6089e-04,3.2754e-14,0.0000e+00
+DCC_joint,,2.3933e-71,,4.6619e-02,7.0840e-80,1.4780e-11,1.2424e-92,6.0781e-105,9.6493e-34,0.0000e+00
+DCC_bivariate_loop,,3.9692e-76,4.6619e-02,,2.1041e-84,1.1245e-16,1.3870e-96,3.1347e-108,2.3170e-39,0.0000e+00
+SW_cross_validated,,7.9022e-01,7.0840e-80,2.1041e-84,,3.8488e-50,1.2585e-02,1.5941e-04,1.6109e-16,0.0000e+00
+SW_15,,7.6089e-44,1.4780e-11,1.1245e-16,3.8488e-50,,1.2620e-62,1.6718e-73,7.0185e-12,0.0000e+00
+SW_30,,9.4732e-03,1.2424e-92,1.3870e-96,1.2585e-02,1.2620e-62,,2.4076e-01,5.7172e-25,0.0000e+00
+SW_60,,1.6089e-04,6.0781e-105,3.1347e-108,1.5941e-04,1.6718e-73,2.4076e-01,,3.3083e-31,0.0000e+00
+SW_120,,3.2754e-14,9.6493e-34,2.3170e-39,1.6109e-16,7.0185e-12,5.7172e-25,3.3083e-31,,0.0000e+00
+sFC,,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index c40d8909..386615dd 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0573,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0573,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.6517,0.6090,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.6517,0.0000,0.0000,,0.9093,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.6090,0.0000,0.0000,0.9093,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.5816e-30,4.6711e-25,5.0352e-107,2.6026e-215,4.5798e-153,8.0751e-110,4.0522e-98,7.5376e-77
+DCC_joint,,2.5816e-30,,5.7265e-02,8.9518e-187,1.8449e-276,1.6335e-223,6.4147e-195,1.8632e-170,1.9560e-45
+DCC_bivariate_loop,,4.6711e-25,5.7265e-02,,2.2394e-181,4.6194e-273,3.8277e-219,2.8925e-189,2.3830e-165,1.1951e-53
+SW_cross_validated,,5.0352e-107,8.9518e-187,2.2394e-181,,3.3793e-142,1.3882e-41,6.5171e-01,6.0897e-01,1.3102e-227
+SW_15,,2.6026e-215,1.8449e-276,4.6194e-273,3.3793e-142,,2.7023e-81,6.2039e-149,2.4375e-135,2.7366e-303
+SW_30,,4.5798e-153,1.6335e-223,3.8277e-219,1.3882e-41,2.7023e-81,,4.5318e-46,1.4184e-39,4.4965e-257
+SW_60,,8.0751e-110,6.4147e-195,2.8925e-189,6.5171e-01,6.2039e-149,4.5318e-46,,9.0926e-01,3.9186e-238
+SW_120,,4.0522e-98,1.8632e-170,2.3830e-165,6.0897e-01,2.4375e-135,1.4184e-39,9.0926e-01,,1.5593e-208
+sFC,,7.5376e-77,1.9560e-45,1.1951e-53,1.3102e-227,2.7366e-303,4.4965e-257,3.9186e-238,1.5593e-208,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index edee7e5a..ee3de179 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0032,0.8838,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0032,,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.8838,0.0003,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0002,0.1105,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0002,0.0000,0.0000,,0.1342,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1105,0.0000,0.0000,0.1342,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.1920e-03,8.8382e-01,2.5200e-135,1.1365e-275,2.5131e-207,1.2694e-154,3.3733e-129,2.1842e-15
+DCC_joint,,3.1920e-03,,3.4185e-04,1.1202e-172,6.3686e-317,1.8625e-248,3.4835e-198,1.1132e-160,4.2197e-10
+DCC_bivariate_loop,,8.8382e-01,3.4185e-04,,3.1414e-156,1.1890e-304,4.7419e-234,1.1135e-180,5.5250e-146,2.1985e-19
+SW_cross_validated,,2.5200e-135,1.1202e-172,3.1414e-156,,1.4835e-224,1.0090e-96,2.0087e-04,1.1047e-01,2.3506e-175
+SW_15,,1.1365e-275,6.3686e-317,1.1890e-304,1.4835e-224,,3.0351e-156,2.7277e-237,1.2463e-197,3.5575e-304
+SW_30,,2.5131e-207,1.8625e-248,4.7419e-234,1.0090e-96,3.0351e-156,,1.1909e-95,2.0654e-74,1.2710e-241
+SW_60,,1.2694e-154,3.4835e-198,1.1135e-180,2.0087e-04,2.7277e-237,1.1909e-95,,1.3415e-01,5.2863e-196
+SW_120,,3.3733e-129,1.1132e-160,5.5250e-146,1.1047e-01,1.2463e-197,2.0654e-74,1.3415e-01,,5.7096e-166
+sFC,,2.1842e-15,4.2197e-10,2.1985e-19,2.3506e-175,3.5575e-304,1.2710e-241,5.2863e-196,5.7096e-166,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 36c1c730..c03741ea 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0001,0.0090,0.0000,0.0000,0.6629,0.0000,0.0000
-DCC_joint,,0.0000,,0.1053,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0001,0.1053,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0090,0.0000,0.0000,,0.0000,0.0000,0.0069,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0005,0.0000
-SW_60,,0.6629,0.0000,0.0000,0.0069,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0005,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.9719e-07,5.9587e-05,8.9921e-03,1.0660e-122,1.6876e-29,6.6289e-01,1.9363e-38,4.1427e-210
+DCC_joint,,1.9719e-07,,1.0525e-01,3.3251e-19,7.2053e-179,9.5214e-77,4.3164e-13,1.5519e-83,1.7008e-304
+DCC_bivariate_loop,,5.9587e-05,1.0525e-01,,1.9412e-14,3.0531e-172,2.4755e-68,1.1427e-08,5.4212e-76,5.3649e-295
+SW_cross_validated,,8.9921e-03,3.3251e-19,1.9412e-14,,3.9070e-127,1.1909e-23,6.9065e-03,3.1066e-33,5.6076e-231
+SW_15,,1.0660e-122,7.2053e-179,3.0531e-172,3.9070e-127,,3.3085e-98,1.4322e-150,1.6076e-75,7.6220e-91
+SW_30,,1.6876e-29,9.5214e-77,2.4755e-68,1.1909e-23,3.3085e-98,,8.4599e-41,4.5495e-04,4.6386e-228
+SW_60,,6.6289e-01,4.3164e-13,1.1427e-08,6.9065e-03,1.4322e-150,8.4599e-41,,1.2858e-50,7.4625e-270
+SW_120,,1.9363e-38,1.5519e-83,5.4212e-76,3.1066e-33,1.6076e-75,4.5495e-04,1.2858e-50,,2.4158e-193
+sFC,,4.1427e-210,1.7008e-304,5.3649e-295,5.6076e-231,7.6220e-91,4.6386e-228,7.4625e-270,2.4158e-193,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 55f5a8ad..34304aee 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.1270,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.1270,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.1847,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.1847,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.0510e-21,2.9022e-18,3.9952e-05,4.0052e-17,1.0867e-07,3.0633e-82,6.7075e-169,5.9878e-100
+DCC_joint,,3.0510e-21,,1.2704e-01,6.8560e-12,4.8844e-94,1.1376e-09,1.9007e-210,1.3901e-304,2.0725e-254
+DCC_bivariate_loop,,2.9022e-18,1.2704e-01,,6.6336e-09,2.2396e-89,1.0324e-06,9.9248e-208,9.9082e-304,1.1424e-252
+SW_cross_validated,,3.9952e-05,6.8560e-12,6.6336e-09,,1.7152e-46,1.8471e-01,9.2804e-140,3.8822e-232,1.1206e-166
+SW_15,,4.0052e-17,4.8844e-94,2.2396e-89,1.7152e-46,,1.2576e-58,8.3346e-70,2.4954e-195,1.1047e-100
+SW_30,,1.0867e-07,1.1376e-09,1.0324e-06,1.8471e-01,1.2576e-58,,2.3293e-162,3.3403e-257,8.3675e-195
+SW_60,,3.0633e-82,1.9007e-210,9.9248e-208,9.2804e-140,8.3346e-70,2.3293e-162,,1.1628e-178,2.9756e-13
+SW_120,,6.7075e-169,1.3901e-304,9.9082e-304,3.8822e-232,2.4954e-195,3.3403e-257,1.1628e-178,,3.8641e-214
+sFC,,5.9878e-100,2.0725e-254,1.1424e-252,1.1206e-166,1.1047e-100,8.3675e-195,2.9756e-13,3.8641e-214,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index f1020829..56224847 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0063,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0063,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0001,0.0151,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,,0.3123,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0151,0.0000,0.0000,0.3123,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.7575e-23,2.4487e-16,1.2464e-87,3.8469e-216,4.8486e-143,4.6425e-115,1.5341e-89,1.3707e-35
+DCC_joint,,2.7575e-23,,6.2625e-03,7.1788e-150,1.6571e-269,1.1140e-207,7.5456e-189,9.6017e-144,3.0267e-06
+DCC_bivariate_loop,,2.4487e-16,6.2625e-03,,1.6680e-141,1.0137e-263,6.2716e-200,1.3102e-179,2.1477e-136,1.2555e-12
+SW_cross_validated,,1.2464e-87,7.1788e-150,1.6680e-141,,1.1582e-139,8.5187e-33,6.9714e-05,1.5097e-02,3.5666e-160
+SW_15,,3.8469e-216,1.6571e-269,1.0137e-263,1.1582e-139,,6.9232e-97,1.5235e-139,4.8269e-120,3.1965e-275
+SW_30,,4.8486e-143,1.1140e-207,6.2716e-200,8.5187e-33,6.9232e-97,,2.8786e-22,2.2762e-19,3.9548e-216
+SW_60,,4.6425e-115,7.5456e-189,1.3102e-179,6.9714e-05,1.5235e-139,2.8786e-22,,3.1226e-01,5.3934e-199
+SW_120,,1.5341e-89,9.6017e-144,2.1477e-136,1.5097e-02,4.8269e-120,2.2762e-19,3.1226e-01,,3.8703e-153
+sFC,,1.3707e-35,3.0267e-06,1.2555e-12,3.5666e-160,3.1965e-275,3.9548e-216,5.3934e-199,3.8703e-153,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 96eeeaf0..3ebdf4a0 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1609,0.9011,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.1609,,0.0448,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.9011,0.0448,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0003,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0003,0.0000,,0.0000,0.2291,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.2291,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.6085e-01,9.0105e-01,5.2567e-21,4.1581e-111,8.3324e-35,2.7354e-09,1.4191e-37,1.7905e-252
+DCC_joint,,1.6085e-01,,4.4796e-02,3.9510e-35,5.3236e-139,1.9061e-54,3.3470e-18,1.9310e-56,0.0000e+00
+DCC_bivariate_loop,,9.0105e-01,4.4796e-02,,3.7153e-28,2.6747e-132,1.8114e-46,1.2527e-12,7.4500e-49,9.9406e-321
+SW_cross_validated,,5.2567e-21,3.9510e-35,3.7153e-28,,1.1788e-75,2.9308e-04,1.3997e-05,3.4750e-06,2.7361e-236
+SW_15,,4.1581e-111,5.3236e-139,2.6747e-132,1.1788e-75,,5.7503e-62,3.1406e-96,3.3491e-54,2.2450e-130
+SW_30,,8.3324e-35,1.9061e-54,1.8114e-46,2.9308e-04,5.7503e-62,,2.2520e-15,2.2912e-01,2.0535e-229
+SW_60,,2.7354e-09,3.3470e-18,1.2527e-12,1.3997e-05,3.1406e-96,2.2520e-15,,2.8354e-18,3.2404e-260
+SW_120,,1.4191e-37,1.9310e-56,7.4500e-49,3.4750e-06,3.3491e-54,2.2912e-01,2.8354e-18,,4.0310e-214
+sFC,,1.7905e-252,0.0000e+00,9.9406e-321,2.7361e-236,2.2450e-130,2.0535e-229,3.2404e-260,4.0310e-214,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/SVWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/SVWP_kernel_lengthscales_kernel_params.csv
rename to results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/SVWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/SVWP_kernel_variance_kernel_params.csv
rename to results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/test_log_likelihood_mean.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/test_log_likelihood_mean.csv
deleted file mode 100644
index 2f73025e..00000000
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/test_log_likelihood_mean.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,-145.830,-145.830,-145.830,-145.830,-145.830,-145.830,-145.830,-145.830,-145.830
-SVWP,-4.234,-3.193,-3.452,-3.491,-3.556,-3.943,-2.918,-3.985,-3.596
-DCC_joint,-4.248,-3.211,-3.718,-3.828,-3.905,-4.036,-3.402,-3.999,-3.793
-DCC_bivariate_loop,-4.245,-3.208,-3.721,-3.827,-3.905,-4.037,-4.327,-3.995,-3.908
-SW_cross_validated,-4.231,-3.196,-3.552,-3.530,-3.607,-3.914,-3.173,-3.980,-3.648
-SW_15,-4.078,-3.055,-3.380,-3.381,-3.413,-3.720,-3.323,-3.796,-3.518
-SW_30,-4.175,-3.138,-3.438,-3.550,-3.691,-3.865,-2.981,-3.916,-3.594
-SW_60,-4.242,-3.205,-3.633,-3.896,-4.065,-4.096,-3.099,-3.997,-3.779
-SW_120,-4.302,-3.265,-4.019,-4.233,-4.269,-4.170,-3.397,-4.061,-3.964
-sFC,-4.249,-3.211,-4.169,-4.160,-4.164,-4.102,-4.163,-4.004,-4.028
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/test_log_likelihood_se.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/test_log_likelihood_se.csv
deleted file mode 100644
index 8eeb7182..00000000
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/test_log_likelihood_se.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
-SVWP,0.001,0.006,0.008,0.008,0.008,0.008,0.011,0.004,0.007
-DCC_joint,0.000,0.006,0.005,0.005,0.005,0.004,0.014,0.004,0.006
-DCC_bivariate_loop,0.001,0.006,0.006,0.005,0.006,0.004,0.861,0.004,0.111
-SW_cross_validated,0.001,0.006,0.007,0.006,0.007,0.007,0.013,0.004,0.006
-SW_15,0.003,0.007,0.010,0.007,0.006,0.005,0.038,0.005,0.010
-SW_30,0.002,0.007,0.006,0.005,0.005,0.004,0.015,0.004,0.006
-SW_60,0.002,0.007,0.005,0.005,0.004,0.004,0.009,0.004,0.005
-SW_120,0.002,0.007,0.005,0.004,0.003,0.004,0.007,0.004,0.004
-sFC,0.000,0.006,0.002,0.003,0.003,0.003,0.003,0.004,0.003
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/test_log_likelihood_std.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/test_log_likelihood_std.csv
deleted file mode 100644
index e885dc82..00000000
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/test_log_likelihood_std.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
-SVWP,0.014,0.090,0.107,0.108,0.112,0.119,0.160,0.054,0.096
-DCC_joint,0.007,0.090,0.076,0.073,0.077,0.056,0.192,0.052,0.078
-DCC_bivariate_loop,0.008,0.090,0.083,0.074,0.078,0.056,12.173,0.053,1.577
-SW_cross_validated,0.016,0.089,0.097,0.087,0.103,0.099,0.182,0.054,0.091
-SW_15,0.041,0.100,0.146,0.100,0.083,0.068,0.542,0.069,0.144
-SW_30,0.029,0.095,0.082,0.074,0.065,0.060,0.213,0.059,0.085
-SW_60,0.025,0.094,0.068,0.066,0.053,0.050,0.123,0.056,0.067
-SW_120,0.024,0.095,0.072,0.054,0.049,0.055,0.101,0.057,0.063
-sFC,0.006,0.090,0.034,0.040,0.037,0.044,0.041,0.052,0.043
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index f4c404e8..cb5cf0e1 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0899,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0035,0.0000,0.0000,0.0000,0.0000,0.0000,0.0032
-DCC_bivariate_loop,,0.0899,0.0035,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.5156,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.5156,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0032,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.9254e-06,8.9917e-02,1.2116e-20,1.6025e-165,1.3490e-109,2.0692e-46,8.5135e-17,4.0487e-13
+DCC_joint,,4.9254e-06,,3.5193e-03,3.3005e-39,1.6613e-181,4.9102e-134,7.5689e-72,3.4998e-33,3.1515e-03
+DCC_bivariate_loop,,8.9917e-02,3.5193e-03,,4.4624e-27,1.4553e-171,9.7026e-119,1.2995e-55,2.0242e-22,1.0536e-08
+SW_cross_validated,,1.2116e-20,3.3005e-39,4.4624e-27,,1.0500e-131,1.0460e-59,6.1325e-07,5.1556e-01,2.9234e-51
+SW_15,,1.6025e-165,1.6613e-181,1.4553e-171,1.0500e-131,,8.3097e-72,4.0748e-125,1.6117e-129,1.5695e-189
+SW_30,,1.3490e-109,4.9102e-134,9.7026e-119,1.0460e-59,8.3097e-72,,3.8571e-45,8.7242e-59,1.1800e-146
+SW_60,,2.0692e-46,7.5689e-72,1.2995e-55,6.1325e-07,4.0748e-125,3.8571e-45,,5.9282e-08,1.7048e-86
+SW_120,,8.5135e-17,3.4998e-33,2.0242e-22,5.1556e-01,1.6117e-129,8.7242e-59,5.9282e-08,,3.9701e-44
+sFC,,4.0487e-13,3.1515e-03,1.0536e-08,2.9234e-51,1.5695e-189,1.1800e-146,1.7048e-86,3.9701e-44,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index b8cb3ec7..e9e443ee 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0005,0.0000,0.0000,0.0000,0.0000,0.0000,0.0876
-DCC_bivariate_loop,,0.0000,0.0005,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.4161,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.4161,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0876,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.2604e-27,2.8715e-38,2.9516e-91,3.1590e-254,1.0994e-184,6.0084e-127,2.2495e-86,3.5440e-22
+DCC_joint,,1.2604e-27,,4.8468e-04,2.7777e-49,1.0768e-248,2.2857e-164,3.1219e-91,1.6224e-46,8.7610e-02
+DCC_bivariate_loop,,2.8715e-38,4.8468e-04,,2.0418e-31,4.3732e-230,7.3897e-143,3.4768e-69,1.3977e-30,3.9818e-07
+SW_cross_validated,,2.9516e-91,2.7777e-49,2.0418e-31,,8.2471e-201,1.4424e-93,1.0708e-15,4.1608e-01,7.0345e-57
+SW_15,,3.1590e-254,1.0768e-248,4.3732e-230,8.2471e-201,,4.1226e-126,1.4369e-188,2.5434e-182,1.7220e-253
+SW_30,,1.0994e-184,2.2857e-164,7.3897e-143,1.4424e-93,4.1226e-126,,2.3747e-63,8.8363e-79,6.0792e-171
+SW_60,,6.0084e-127,3.1219e-91,3.4768e-69,1.0708e-15,1.4369e-188,2.3747e-63,,5.9797e-11,3.0437e-99
+SW_120,,2.2495e-86,1.6224e-46,1.3977e-30,4.1608e-01,2.5434e-182,8.8363e-79,5.9797e-11,,2.2837e-53
+sFC,,3.5440e-22,8.7610e-02,3.9818e-07,7.0345e-57,1.7220e-253,6.0792e-171,3.0437e-99,2.2837e-53,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 79640328..b019e3b9 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.1672,0.0000,0.0001,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.1672,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0002,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0001,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0002,0.0000,,0.1020,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1020,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.8741e-137,1.0371e-140,1.7502e-20,1.1918e-121,1.8247e-32,1.5779e-38,1.2499e-199,0.0000e+00
+DCC_joint,,2.8741e-137,,1.6718e-01,3.2129e-118,1.2882e-04,6.6888e-103,4.1403e-97,6.3938e-84,0.0000e+00
+DCC_bivariate_loop,,1.0371e-140,1.6718e-01,,1.6512e-122,3.5053e-07,1.5848e-107,6.8659e-102,1.2930e-77,0.0000e+00
+SW_cross_validated,,1.7502e-20,3.2129e-118,1.6512e-122,,7.9992e-99,2.0516e-04,1.0211e-07,1.3888e-193,0.0000e+00
+SW_15,,1.1918e-121,1.2882e-04,3.5053e-07,7.9992e-99,,3.4678e-83,3.9910e-77,2.3509e-96,0.0000e+00
+SW_30,,1.8247e-32,6.6888e-103,1.5848e-107,2.0516e-04,3.4678e-83,,1.0199e-01,5.4710e-183,0.0000e+00
+SW_60,,1.5779e-38,4.1403e-97,6.8659e-102,1.0211e-07,3.9910e-77,1.0199e-01,,1.6977e-179,0.0000e+00
+SW_120,,1.2499e-199,6.3938e-84,1.2930e-77,1.3888e-193,2.3509e-96,5.4710e-183,1.6977e-179,,0.0000e+00
+sFC,,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 7042fd43..2b5e8712 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.2376,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.2376,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0001,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.8215e-123,4.0755e-126,7.8584e-05,3.4347e-12,4.5092e-24,3.8417e-248,3.3679e-311,6.8643e-293
+DCC_joint,,2.8215e-123,,2.3757e-01,2.5633e-152,5.9671e-141,1.1738e-124,1.2945e-237,0.0000e+00,0.0000e+00
+DCC_bivariate_loop,,4.0755e-126,2.3757e-01,,7.0952e-156,8.3744e-145,7.3494e-129,8.6492e-235,0.0000e+00,0.0000e+00
+SW_cross_validated,,7.8584e-05,2.5633e-152,7.0952e-156,,2.4536e-05,1.4742e-18,5.6708e-306,0.0000e+00,0.0000e+00
+SW_15,,3.4347e-12,5.9671e-141,8.3744e-145,2.4536e-05,,7.2939e-07,7.6379e-305,0.0000e+00,0.0000e+00
+SW_30,,4.5092e-24,1.1738e-124,7.3494e-129,1.4742e-18,7.2939e-07,,2.0203e-300,0.0000e+00,0.0000e+00
+SW_60,,3.8417e-248,1.2945e-237,8.6492e-235,5.6708e-306,7.6379e-305,2.0203e-300,,4.8032e-260,3.0697e-202
+SW_120,,3.3679e-311,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,4.8032e-260,,6.9454e-191
+sFC,,6.8643e-293,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,3.0697e-202,6.9454e-191,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index bb2e71ae..809b4a95 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0010,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0010,,0.0000,0.0000,0.0000,0.0000,0.0000,0.7157
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.5028,0.0981,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.5028,,0.0128,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0981,0.0128,,0.0000
-sFC,,0.0000,0.0000,0.7157,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.9695e-20,4.1266e-09,1.5461e-09,9.3747e-99,1.0252e-33,1.0953e-45,1.2974e-26,1.0103e-10
+DCC_joint,,2.9695e-20,,9.5639e-04,5.2951e-39,1.3448e-124,6.9779e-65,1.5132e-83,3.0245e-57,1.4397e-05
+DCC_bivariate_loop,,4.1266e-09,9.5639e-04,,6.8112e-26,6.5337e-114,3.7360e-52,1.2306e-67,1.2217e-44,7.1572e-01
+SW_cross_validated,,1.5461e-09,5.2951e-39,6.8112e-26,,1.2545e-72,1.3982e-12,1.2053e-17,4.6293e-08,1.4846e-29
+SW_15,,9.3747e-99,1.3448e-124,6.5337e-114,1.2545e-72,,1.6450e-39,1.0515e-41,2.5336e-46,4.5867e-120
+SW_30,,1.0252e-33,6.9779e-65,3.7360e-52,1.3982e-12,1.6450e-39,,5.0278e-01,9.8056e-02,5.1438e-57
+SW_60,,1.0953e-45,1.5132e-83,1.2306e-67,1.2053e-17,1.0515e-41,5.0278e-01,,1.2809e-02,3.3906e-76
+SW_120,,1.2974e-26,3.0245e-57,1.2217e-44,4.6293e-08,2.5336e-46,9.8056e-02,1.2809e-02,,5.0708e-49
+sFC,,1.0103e-10,1.4397e-05,7.1572e-01,1.4846e-29,4.5867e-120,5.1438e-57,3.3906e-76,5.0708e-49,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index b896f6d0..b6fddce2 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.8524,0.0000,0.4747,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0022,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0022,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.8524,0.0000,0.0000,,0.0000,0.3634,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.4747,0.0000,0.0000,0.3634,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.3569e-131,6.1360e-140,8.5235e-01,5.4405e-39,4.7466e-01,1.4348e-06,3.5098e-94,0.0000e+00
+DCC_joint,,8.3569e-131,,2.2330e-03,8.5687e-131,5.9326e-56,1.1250e-136,4.8599e-141,2.0749e-29,0.0000e+00
+DCC_bivariate_loop,,6.1360e-140,2.2330e-03,,5.7834e-140,5.0032e-67,1.0982e-145,5.4212e-151,4.6776e-42,0.0000e+00
+SW_cross_validated,,8.5235e-01,8.5687e-131,5.7834e-140,,1.5564e-38,3.6338e-01,3.5182e-06,5.3202e-94,0.0000e+00
+SW_15,,5.4405e-39,5.9326e-56,5.0032e-67,1.5564e-38,,7.0390e-43,4.2666e-31,1.7361e-17,0.0000e+00
+SW_30,,4.7466e-01,1.1250e-136,1.0982e-145,3.6338e-01,7.0390e-43,,6.2786e-09,1.4720e-100,0.0000e+00
+SW_60,,1.4348e-06,4.8599e-141,5.4212e-151,3.5182e-06,4.2666e-31,6.2786e-09,,2.1398e-100,0.0000e+00
+SW_120,,3.5098e-94,2.0749e-29,4.6776e-42,5.3202e-94,1.7361e-17,1.4720e-100,2.1398e-100,,0.0000e+00
+sFC,,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index bc74f13a..aacdd62a 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.4379,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.4379,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0168,0.1636,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0168,0.0000,0.0000,,0.4241,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1636,0.0000,0.0000,0.4241,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.4316e-10,3.5940e-08,2.7804e-157,4.2011e-234,1.6622e-177,2.0716e-143,5.9883e-135,3.1708e-67
+DCC_joint,,6.4316e-10,,4.3794e-01,1.0616e-182,1.5446e-249,1.1600e-197,1.5981e-168,4.6352e-158,1.3570e-38
+DCC_bivariate_loop,,3.5940e-08,4.3794e-01,,4.8151e-181,1.2020e-248,2.5390e-196,8.9559e-167,2.4426e-156,3.1093e-43
+SW_cross_validated,,2.7804e-157,1.0616e-182,4.8151e-181,,3.0884e-128,6.3224e-28,1.6752e-02,1.6363e-01,3.0147e-244
+SW_15,,4.2011e-234,1.5446e-249,1.2020e-248,3.0884e-128,,3.8816e-75,2.7820e-132,4.1903e-122,1.4666e-286
+SW_30,,1.6622e-177,1.1600e-197,2.5390e-196,6.3224e-28,3.8816e-75,,4.6756e-35,9.0659e-29,6.4661e-244
+SW_60,,2.0716e-143,1.5981e-168,8.9559e-167,1.6752e-02,2.7820e-132,4.6756e-35,,4.2409e-01,8.9417e-227
+SW_120,,5.9883e-135,4.6352e-158,2.4426e-156,1.6363e-01,4.1903e-122,9.0659e-29,4.2409e-01,,1.0221e-208
+sFC,,3.1708e-67,1.3570e-38,3.1093e-43,3.0147e-244,1.4666e-286,6.4661e-244,8.9417e-227,1.0221e-208,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index 2b1169ee..7562ee68 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0744,0.1407,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0744,,0.0017,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.1407,0.0017,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.1389,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0226,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1389,0.0000,0.0000,0.0226,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.4404e-02,1.4070e-01,5.1461e-144,9.4289e-286,1.5961e-222,1.5473e-158,1.2904e-127,2.0233e-12
+DCC_joint,,7.4404e-02,,1.6506e-03,9.6959e-150,7.1974e-288,4.5042e-226,7.7215e-164,4.6573e-133,1.0259e-07
+DCC_bivariate_loop,,1.4070e-01,1.6506e-03,,7.2001e-130,1.7879e-273,2.1015e-208,2.8613e-144,1.8587e-116,9.4708e-16
+SW_cross_validated,,5.1461e-144,9.6959e-150,7.2001e-130,,7.2618e-221,1.5441e-104,6.1212e-06,1.3891e-01,1.1655e-170
+SW_15,,9.4289e-286,7.1974e-288,1.7879e-273,7.2618e-221,,6.9524e-144,1.8306e-211,6.5143e-189,3.3196e-299
+SW_30,,1.5961e-222,4.5042e-226,2.1015e-208,1.5441e-104,6.9524e-144,,3.1381e-86,1.1468e-75,9.4160e-242
+SW_60,,1.5473e-158,7.7215e-164,2.8613e-144,6.1212e-06,1.8306e-211,3.1381e-86,,2.2619e-02,8.8930e-184
+SW_120,,1.2904e-127,4.6573e-133,1.8587e-116,1.3891e-01,6.5143e-189,1.1468e-75,2.2619e-02,,6.7288e-152
+sFC,,2.0233e-12,1.0259e-07,9.4708e-16,1.1655e-170,3.3196e-299,9.4160e-242,8.8930e-184,6.7288e-152,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index bf27e90a..3b5fe8d2 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.1923,0.0000,0.0000,0.0000,0.1843,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.1923,,0.0000,0.0000,0.0000,0.0113,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.1843,0.0113,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.9346e-14,8.2467e-17,3.1584e-30,3.0269e-168,7.2163e-65,6.6765e-10,1.4086e-109,0.0000e+00
+DCC_joint,,8.9346e-14,,1.9231e-01,6.5776e-12,3.3697e-167,2.6131e-45,1.8431e-01,9.6560e-99,0.0000e+00
+DCC_bivariate_loop,,8.2467e-17,1.9231e-01,,3.3297e-09,1.6607e-162,8.1835e-40,1.1346e-02,7.2110e-93,0.0000e+00
+SW_cross_validated,,3.1584e-30,6.5776e-12,3.3297e-09,,7.1273e-115,1.1852e-09,3.7884e-14,6.2171e-46,1.9003e-274
+SW_15,,3.0269e-168,3.3697e-167,1.6607e-162,7.1273e-115,,3.8107e-103,3.8304e-165,2.9345e-57,8.8949e-187
+SW_30,,7.2163e-65,2.6131e-45,8.1835e-40,1.1852e-09,3.8107e-103,,2.7230e-47,7.1841e-26,2.3804e-294
+SW_60,,6.6765e-10,1.8431e-01,1.1346e-02,3.7884e-14,3.8304e-165,2.7230e-47,,1.5264e-98,0.0000e+00
+SW_120,,1.4086e-109,9.6560e-99,7.2110e-93,6.2171e-46,2.9345e-57,7.1841e-26,1.5264e-98,,6.1962e-264
+sFC,,0.0000e+00,0.0000e+00,0.0000e+00,1.9003e-274,8.8949e-187,2.3804e-294,0.0000e+00,6.1962e-264,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 34b7fb69..695285e3 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.2701,0.3083,0.0000,0.6347,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.2701,,0.8357,0.0000,0.1807,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.3083,0.8357,,0.0000,0.2059,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.6347,0.1807,0.2059,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.1654e-16,5.0895e-19,3.7849e-14,5.0500e-76,2.0631e-11,2.2238e-219,2.0942e-291,2.3180e-263
+DCC_joint,,3.1654e-16,,2.7009e-01,3.0834e-01,1.6076e-58,6.3469e-01,3.0189e-247,0.0000e+00,1.6588e-315
+DCC_bivariate_loop,,5.0895e-19,2.7009e-01,,8.3570e-01,2.7585e-55,1.8070e-01,3.6152e-245,0.0000e+00,4.5955e-314
+SW_cross_validated,,3.7849e-14,3.0834e-01,8.3570e-01,,3.4358e-42,2.0592e-01,9.6365e-188,2.3344e-268,2.4794e-233
+SW_15,,5.0500e-76,1.6076e-58,2.7585e-55,3.4358e-42,,7.6097e-50,7.2113e-113,5.4614e-217,2.9752e-164
+SW_30,,2.0631e-11,6.3469e-01,1.8070e-01,2.0592e-01,7.6097e-50,,1.2794e-202,3.4405e-282,9.7572e-251
+SW_60,,2.2238e-219,3.0189e-247,3.6152e-245,9.6365e-188,7.2113e-113,1.2794e-202,,7.6433e-199,1.2422e-89
+SW_120,,2.0942e-291,0.0000e+00,0.0000e+00,2.3344e-268,5.4614e-217,3.4405e-282,7.6433e-199,,2.0573e-185
+sFC,,2.3180e-263,1.6588e-315,4.5955e-314,2.4794e-233,2.9752e-164,9.7572e-251,1.2422e-89,2.0573e-185,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 1c3f8b21..9dd08c3f 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0141,0.0000,0.0000,0.0000,0.0000,0.0000,0.0572
-DCC_bivariate_loop,,0.0000,0.0141,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0032,0.0116,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0032,0.0000,0.0000,,0.8458,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0116,0.0000,0.0000,0.8458,,0.0000
-sFC,,0.0000,0.0572,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.4758e-25,2.0129e-16,1.2471e-117,5.7932e-222,1.3032e-153,1.6462e-142,2.8861e-125,6.4888e-40
+DCC_joint,,1.4758e-25,,1.4106e-02,2.2764e-153,6.5050e-241,1.0631e-182,1.1521e-179,4.2108e-159,5.7150e-02
+DCC_bivariate_loop,,2.0129e-16,1.4106e-02,,9.1348e-145,4.1608e-236,1.3648e-175,2.2063e-170,5.9827e-151,2.7865e-06
+SW_cross_validated,,1.2471e-117,2.2764e-153,9.1348e-145,,3.8925e-133,4.5506e-25,3.2452e-03,1.1633e-02,2.3179e-169
+SW_15,,5.7932e-222,6.5050e-241,4.1608e-236,3.8925e-133,,1.8750e-90,1.3489e-130,2.2558e-123,9.6738e-251
+SW_30,,1.3032e-153,1.0631e-182,1.3648e-175,4.5506e-25,1.8750e-90,,1.1357e-17,4.0715e-16,2.6276e-196
+SW_60,,1.6462e-142,1.1521e-179,2.2063e-170,3.2452e-03,1.3489e-130,1.1357e-17,,8.4577e-01,1.4641e-199
+SW_120,,2.8861e-125,4.2108e-159,5.9827e-151,1.1633e-02,2.2558e-123,4.0715e-16,8.4577e-01,,3.2666e-174
+sFC,,6.4888e-40,5.7150e-02,2.7865e-06,2.3179e-169,9.6738e-251,2.6276e-196,1.4641e-199,3.2666e-174,
diff --git a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index a8953f63..fa51c81c 100644
--- a/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0728,0.8045,0.0000,0.0000,0.0000,0.0282,0.0000,0.0000
-DCC_joint,,0.0728,,0.0195,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.8045,0.0195,,0.0000,0.0000,0.0000,0.0003,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.2593,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.2593,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0282,0.0000,0.0003,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.2811e-02,8.0446e-01,8.5814e-15,7.0107e-83,1.2707e-13,2.8234e-02,6.7782e-32,8.2698e-255
+DCC_joint,,7.2811e-02,,1.9458e-02,6.0140e-31,4.2816e-121,1.1250e-32,8.9380e-09,8.8974e-62,0.0000e+00
+DCC_bivariate_loop,,8.0446e-01,1.9458e-02,,3.4003e-24,2.6450e-114,7.9938e-25,3.4354e-04,3.5581e-53,0.0000e+00
+SW_cross_validated,,8.5814e-15,6.0140e-31,3.4003e-24,,6.1392e-55,2.5926e-01,3.8206e-14,2.6053e-06,4.8915e-259
+SW_15,,7.0107e-83,4.2816e-121,2.6450e-114,6.1392e-55,,3.9179e-67,8.7660e-101,2.5767e-40,2.9080e-197
+SW_30,,1.2707e-13,1.1250e-32,7.9938e-25,2.5926e-01,3.9179e-67,,2.7474e-13,2.0107e-10,8.9935e-295
+SW_60,,2.8234e-02,8.9380e-09,3.4354e-04,3.8206e-14,8.7660e-101,2.7474e-13,,3.3906e-38,0.0000e+00
+SW_120,,6.7782e-32,8.8974e-62,3.5581e-53,2.6053e-06,2.5767e-40,2.0107e-10,3.3906e-38,,8.3801e-271
+sFC,,8.2698e-255,0.0000e+00,0.0000e+00,4.8915e-259,2.9080e-197,8.9935e-295,0.0000e+00,8.3801e-271,
diff --git a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/SVWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3d/N0200_T0200/no_noise/all/SVWP_kernel_lengthscales_kernel_params.csv
rename to results/fmri/sim/d3d/N0200_T0200/no_noise/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
diff --git a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/SVWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3d/N0200_T0200/no_noise/all/SVWP_kernel_variance_kernel_params.csv
rename to results/fmri/sim/d3d/N0200_T0200/no_noise/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
diff --git a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/test_log_likelihood_mean.csv b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/test_log_likelihood_mean.csv
deleted file mode 100644
index c3cf1945..00000000
--- a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/test_log_likelihood_mean.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,-145.830,-145.830,-145.830,-145.830,-145.830,-145.830,-145.830,-145.830,-145.830
-SVWP,-4.236,-3.098,-3.346,-3.390,-3.447,-3.891,-2.380,-3.964,-3.469
-DCC_joint,-4.249,-3.115,-3.636,-3.761,-3.860,-4.020,-3.299,-3.978,-3.740
-DCC_bivariate_loop,-4.246,-3.114,-3.646,-3.763,-3.861,-4.022,-4.580,-3.975,-3.901
-SW_cross_validated,-4.228,-3.101,-3.442,-3.386,-3.509,-3.883,-3.881,-3.954,-3.673
-SW_15,-4.069,-2.935,-3.149,-3.189,-3.283,-3.676,-4.100,-3.760,-3.520
-SW_30,-4.175,-3.041,-3.297,-3.465,-3.640,-3.836,-3.405,-3.886,-3.593
-SW_60,-4.241,-3.108,-3.564,-3.868,-4.052,-4.081,-2.820,-3.972,-3.713
-SW_120,-4.303,-3.166,-4.005,-4.224,-4.270,-4.154,-3.158,-4.036,-3.915
-sFC,-4.249,-3.115,-4.159,-4.156,-4.159,-4.093,-4.163,-3.984,-4.010
diff --git a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/test_log_likelihood_se.csv b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/test_log_likelihood_se.csv
deleted file mode 100644
index 37592758..00000000
--- a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/test_log_likelihood_se.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
-SVWP,0.001,0.007,0.009,0.010,0.009,0.009,0.020,0.004,0.009
-DCC_joint,0.000,0.007,0.006,0.006,0.006,0.004,0.030,0.004,0.008
-DCC_bivariate_loop,0.001,0.007,0.006,0.006,0.006,0.004,0.769,0.004,0.100
-SW_cross_validated,0.001,0.007,0.008,0.007,0.008,0.007,0.086,0.005,0.016
-SW_15,0.003,0.007,0.007,0.007,0.006,0.005,0.170,0.005,0.026
-SW_30,0.002,0.007,0.005,0.006,0.005,0.004,0.106,0.005,0.017
-SW_60,0.002,0.007,0.005,0.004,0.004,0.004,0.034,0.004,0.008
-SW_120,0.002,0.007,0.005,0.004,0.004,0.004,0.008,0.004,0.005
-sFC,0.000,0.007,0.003,0.003,0.003,0.003,0.003,0.004,0.003
diff --git a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/test_log_likelihood_std.csv b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/test_log_likelihood_std.csv
deleted file mode 100644
index 10125fdf..00000000
--- a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/test_log_likelihood_std.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
-SVWP,0.013,0.098,0.121,0.137,0.129,0.123,0.287,0.058,0.121
-DCC_joint,0.007,0.096,0.081,0.086,0.078,0.058,0.429,0.059,0.112
-DCC_bivariate_loop,0.008,0.096,0.091,0.088,0.082,0.059,10.872,0.058,1.419
-SW_cross_validated,0.016,0.096,0.117,0.105,0.118,0.104,1.218,0.064,0.230
-SW_15,0.040,0.104,0.099,0.097,0.080,0.073,2.402,0.073,0.371
-SW_30,0.029,0.102,0.074,0.078,0.069,0.063,1.499,0.064,0.247
-SW_60,0.023,0.102,0.066,0.061,0.053,0.055,0.481,0.059,0.113
-SW_120,0.025,0.101,0.068,0.052,0.051,0.056,0.108,0.062,0.065
-sFC,0.006,0.096,0.036,0.036,0.038,0.047,0.038,0.057,0.044
diff --git a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index c141448d..e65ca7f9 100644
--- a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0186,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0599,0.0000,0.0000,0.0000,0.0000,0.0000,0.0475
-DCC_bivariate_loop,,0.0186,0.0599,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.9649,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.9649,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0475,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.9102e-05,1.8568e-02,8.2345e-17,6.2825e-149,2.9350e-91,3.4948e-37,7.3395e-15,2.9509e-10
+DCC_joint,,1.9102e-05,,5.9908e-02,3.4529e-33,5.9989e-161,4.4017e-109,1.5916e-56,2.0754e-29,4.7541e-02
+DCC_bivariate_loop,,1.8568e-02,5.9908e-02,,8.8512e-25,2.2554e-154,1.2409e-99,1.2486e-46,5.3772e-22,1.1337e-04
+SW_cross_validated,,8.2345e-17,3.4529e-33,8.8512e-25,,3.9308e-125,2.4642e-56,7.4649e-08,9.6486e-01,1.4906e-43
+SW_15,,6.2825e-149,5.9989e-161,2.2554e-154,3.9308e-125,,3.4601e-58,1.5978e-108,2.7485e-120,1.1982e-168
+SW_30,,2.9350e-91,4.4017e-109,1.2409e-99,2.4642e-56,3.4601e-58,,2.1678e-34,4.1383e-52,3.3873e-120
+SW_60,,3.4948e-37,1.5916e-56,1.2486e-46,7.4649e-08,1.5978e-108,2.1678e-34,,3.5308e-07,2.5336e-68
+SW_120,,7.3395e-15,2.0754e-29,5.3772e-22,9.6486e-01,2.7485e-120,4.1383e-52,3.5308e-07,,1.9792e-38
+sFC,,2.9509e-10,4.7541e-02,1.1337e-04,1.4906e-43,1.1982e-168,3.3873e-120,2.5336e-68,1.9792e-38,
diff --git a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 2d7da7f8..4a3ed411 100644
--- a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.1386
-DCC_bivariate_loop,,0.0000,0.0001,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.7836,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.7836,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.1386,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.6262e-29,1.0251e-43,1.8210e-102,8.3108e-268,1.3086e-201,2.0691e-142,3.6909e-95,7.9249e-25
+DCC_joint,,2.6262e-29,,6.6379e-05,1.5333e-54,2.9355e-252,8.6539e-173,5.6937e-99,1.1173e-49,1.3858e-01
+DCC_bivariate_loop,,1.0251e-43,6.6379e-05,,2.9152e-35,3.5619e-237,2.9845e-153,2.1397e-76,2.5947e-32,5.1881e-08
+SW_cross_validated,,1.8210e-102,1.5333e-54,2.9152e-35,,5.2378e-208,4.5000e-102,1.1671e-16,7.8363e-01,1.1685e-62
+SW_15,,8.3108e-268,2.9355e-252,3.5619e-237,5.2378e-208,,9.1391e-137,4.6840e-204,9.6574e-192,1.1284e-259
+SW_30,,1.3086e-201,8.6539e-173,2.9845e-153,4.5000e-102,9.1391e-137,,5.6201e-77,2.5909e-89,1.4999e-181
+SW_60,,2.0691e-142,5.6937e-99,2.1397e-76,1.1671e-16,4.6840e-204,5.6201e-77,,2.6967e-13,1.7343e-108
+SW_120,,3.6909e-95,1.1173e-49,2.5947e-32,7.8363e-01,9.6574e-192,2.5909e-89,2.6967e-13,,6.4589e-57
+sFC,,7.9249e-25,1.3858e-01,5.1881e-08,1.1685e-62,1.1284e-259,1.4999e-181,1.7343e-108,6.4589e-57,
diff --git a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 4a6d44ff..170cb535 100644
--- a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.1540,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.1540,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0226,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0226,0.0000,,0.0047,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0047,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.4208e-150,1.5349e-151,7.4368e-38,2.0193e-134,1.8604e-47,3.5152e-61,8.6647e-216,0.0000e+00
+DCC_joint,,1.4208e-150,,1.5403e-01,4.6444e-110,1.9235e-08,2.1697e-103,2.8638e-98,1.7706e-80,0.0000e+00
+DCC_bivariate_loop,,1.5349e-151,1.5403e-01,,2.8761e-112,7.7802e-12,1.6648e-105,4.5401e-99,9.2709e-72,6.2970e-224
+SW_cross_validated,,7.4368e-38,4.6444e-110,2.8761e-112,,1.4964e-88,2.2590e-02,3.3175e-07,6.8916e-193,0.0000e+00
+SW_15,,2.0193e-134,1.9235e-08,7.7802e-12,1.4964e-88,,5.8222e-81,2.1604e-74,3.2008e-106,0.0000e+00
+SW_30,,1.8604e-47,2.1697e-103,1.6648e-105,2.2590e-02,5.8222e-81,,4.6754e-03,1.8011e-189,0.0000e+00
+SW_60,,3.5152e-61,2.8638e-98,4.5401e-99,3.3175e-07,2.1604e-74,4.6754e-03,,1.7900e-189,0.0000e+00
+SW_120,,8.6647e-216,1.7706e-80,9.2709e-72,6.8916e-193,3.2008e-106,1.8011e-189,1.7900e-189,,0.0000e+00
+sFC,,0.0000e+00,0.0000e+00,6.2970e-224,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 0bcd01e6..e3998076 100644
--- a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.2415,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.2415,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.9237e-145,4.4748e-148,1.1126e-16,2.6212e-35,1.7686e-54,4.6374e-276,0.0000e+00,3.1683e-319
+DCC_joint,,1.9237e-145,,2.4152e-01,1.1061e-164,9.2325e-141,1.3844e-118,1.2149e-244,0.0000e+00,0.0000e+00
+DCC_bivariate_loop,,4.4748e-148,2.4152e-01,,5.5856e-168,1.6675e-144,8.8525e-123,6.4009e-241,0.0000e+00,6.9169e-323
+SW_cross_validated,,1.1126e-16,1.1061e-164,5.5856e-168,,8.3978e-13,1.0591e-36,0.0000e+00,0.0000e+00,0.0000e+00
+SW_15,,2.6212e-35,9.2325e-141,1.6675e-144,8.3978e-13,,1.4675e-10,0.0000e+00,0.0000e+00,0.0000e+00
+SW_30,,1.7686e-54,1.3844e-118,8.8525e-123,1.0591e-36,1.4675e-10,,5.7312e-322,0.0000e+00,0.0000e+00
+SW_60,,4.6374e-276,1.2149e-244,6.4009e-241,0.0000e+00,0.0000e+00,5.7312e-322,,8.8098e-276,4.5560e-224
+SW_120,,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,8.8098e-276,,8.4924e-184
+sFC,,3.1683e-319,0.0000e+00,6.9169e-323,0.0000e+00,0.0000e+00,0.0000e+00,4.5560e-224,8.4924e-184,
diff --git a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index ef3fe22b..04a03227 100644
--- a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0023,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0023,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0224
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0031,0.8087,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0031,,0.0004,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.8087,0.0004,,0.0000
-sFC,,0.0000,0.0000,0.0224,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.6583e-22,8.1597e-13,4.3527e-13,5.1083e-83,2.3724e-26,1.3555e-52,5.1514e-32,7.4801e-10
+DCC_joint,,1.6583e-22,,2.3365e-03,5.8023e-47,3.1537e-105,3.2030e-53,1.6403e-85,1.2849e-63,1.4910e-08
+DCC_bivariate_loop,,8.1597e-13,2.3365e-03,,3.2750e-36,5.0697e-99,3.9422e-45,2.4038e-76,2.2751e-54,2.2405e-02
+SW_cross_validated,,4.3527e-13,5.8023e-47,3.2750e-36,,3.6465e-60,2.0373e-08,6.8743e-23,1.3824e-09,3.6685e-35
+SW_15,,5.1083e-83,3.1537e-105,5.0697e-99,3.6465e-60,,1.2909e-31,6.6410e-26,5.1490e-36,3.0322e-99
+SW_30,,2.3724e-26,3.2030e-53,3.9422e-45,2.0373e-08,1.2909e-31,,3.1298e-03,8.0866e-01,1.9425e-43
+SW_60,,1.3555e-52,1.6403e-85,2.4038e-76,6.8743e-23,6.6410e-26,3.1298e-03,,3.7326e-04,4.6757e-78
+SW_120,,5.1514e-32,1.2849e-63,2.2751e-54,1.3824e-09,5.1490e-36,8.0866e-01,3.7326e-04,,6.8457e-54
+sFC,,7.4801e-10,1.4910e-08,2.2405e-02,3.6685e-35,3.0322e-99,1.9425e-43,4.6757e-78,6.8457e-54,
diff --git a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 0133400c..238e34f8 100644
--- a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0872,0.0000,0.0516,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0872,0.0000,0.0000,,0.0000,0.8192,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0516,0.0000,0.0000,0.8192,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.6049e-138,1.8541e-152,8.7190e-02,5.0314e-48,5.1633e-02,1.9870e-16,5.3388e-107,0.0000e+00
+DCC_joint,,3.6049e-138,,2.3597e-08,1.0921e-147,2.8165e-73,1.9891e-150,3.1204e-138,2.7832e-30,0.0000e+00
+DCC_bivariate_loop,,1.8541e-152,2.3597e-08,,3.4133e-162,1.4724e-93,6.8430e-165,1.0053e-154,3.8174e-54,0.0000e+00
+SW_cross_validated,,8.7190e-02,1.0921e-147,3.4133e-162,,4.4081e-48,8.1916e-01,8.0502e-14,8.1459e-116,0.0000e+00
+SW_15,,5.0314e-48,2.8165e-73,1.4724e-93,4.4081e-48,,8.8688e-49,4.1242e-26,5.2415e-31,0.0000e+00
+SW_30,,5.1633e-02,1.9891e-150,6.8430e-165,8.1916e-01,8.8688e-49,,8.2852e-14,1.1974e-118,0.0000e+00
+SW_60,,1.9870e-16,3.1204e-138,1.0053e-154,8.0502e-14,4.1242e-26,8.2852e-14,,6.1121e-101,0.0000e+00
+SW_120,,5.3388e-107,2.7832e-30,3.8174e-54,8.1459e-116,5.2415e-31,1.1974e-118,6.1121e-101,,0.0000e+00
+sFC,,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index 28b72265..5ffe905a 100644
--- a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.6303,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.6303,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0779,0.1482,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0779,0.0000,0.0000,,0.6723,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1482,0.0000,0.0000,0.6723,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.5852e-07,1.8308e-06,2.5663e-157,2.9955e-225,3.6719e-171,1.2347e-141,6.9608e-155,1.7502e-61
+DCC_joint,,1.5852e-07,,6.3034e-01,5.9335e-175,2.6093e-235,1.5041e-184,6.0834e-159,4.7401e-173,2.3363e-34
+DCC_bivariate_loop,,1.8308e-06,6.3034e-01,,3.9598e-173,3.0345e-234,3.4725e-183,3.4274e-157,3.5994e-171,1.7385e-36
+SW_cross_validated,,2.5663e-157,5.9335e-175,3.9598e-173,,1.4245e-117,1.6913e-27,7.7902e-02,1.4819e-01,4.5401e-232
+SW_15,,2.9955e-225,2.6093e-235,3.0345e-234,1.4245e-117,,1.4929e-61,1.4152e-118,3.7020e-123,1.4119e-267
+SW_30,,3.6719e-171,1.5041e-184,3.4725e-183,1.6913e-27,1.4929e-61,,1.3315e-31,9.4274e-33,4.6438e-224
+SW_60,,1.2347e-141,6.0834e-159,3.4274e-157,7.7902e-02,1.4152e-118,1.3315e-31,,6.7226e-01,6.6765e-211
+SW_120,,6.9608e-155,4.7401e-173,3.5994e-171,1.4819e-01,3.7020e-123,9.4274e-33,6.7226e-01,,2.1518e-232
+sFC,,1.7502e-61,2.3363e-34,1.7385e-36,4.5401e-232,1.4119e-267,4.6438e-224,6.6765e-211,2.1518e-232,
diff --git a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index 3b2417dc..3af41e93 100644
--- a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0672,0.0777,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0672,,0.0004,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0777,0.0004,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0001,0.3345,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,,0.0200,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.3345,0.0000,0.0000,0.0200,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.7234e-02,7.7690e-02,1.4166e-145,7.4849e-294,1.7711e-224,2.6441e-163,6.7710e-131,5.0750e-12
+DCC_joint,,6.7234e-02,,4.4728e-04,1.3696e-150,5.5982e-295,3.8925e-227,7.6415e-168,6.4222e-136,3.2238e-07
+DCC_bivariate_loop,,7.7690e-02,4.4728e-04,,1.2773e-134,1.4609e-285,1.1489e-214,5.3403e-152,1.6942e-121,8.0148e-17
+SW_cross_validated,,1.4166e-145,1.3696e-150,1.2773e-134,,6.3739e-228,9.7346e-104,8.9768e-05,3.3454e-01,2.1587e-171
+SW_15,,7.4849e-294,5.5982e-295,1.4609e-285,6.3739e-228,,2.1753e-152,7.7959e-228,1.1887e-200,5.2651e-307
+SW_30,,1.7711e-224,3.8925e-227,1.1489e-214,9.7346e-104,2.1753e-152,,3.2969e-94,5.4349e-81,3.5380e-243
+SW_60,,2.6441e-163,7.6415e-168,5.3403e-152,8.9768e-05,7.7959e-228,3.2969e-94,,1.9968e-02,2.3445e-188
+SW_120,,6.7710e-131,6.4222e-136,1.6942e-121,3.3454e-01,1.1887e-200,5.4349e-81,1.9968e-02,,6.5827e-155
+sFC,,5.0750e-12,3.2238e-07,8.0148e-17,2.1587e-171,5.2651e-307,3.5380e-243,2.3445e-188,6.5827e-155,
diff --git a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 00161cea..99c1a547 100644
--- a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.1838,0.0000,0.0000,0.0000,0.0043,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.1838,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.9638,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.9638,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0043,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.2042e-22,4.7260e-25,2.6394e-51,1.2752e-160,1.9390e-63,8.2406e-14,5.4557e-108,6.8362e-316
+DCC_joint,,5.2042e-22,,1.8379e-01,2.0972e-24,5.5560e-152,1.0496e-33,4.2862e-03,1.4399e-87,0.0000e+00
+DCC_bivariate_loop,,4.7260e-25,1.8379e-01,,3.2855e-20,2.9333e-136,3.1898e-28,4.8521e-05,1.9604e-79,3.4933e-213
+SW_cross_validated,,2.6394e-51,2.0972e-24,3.2855e-20,,9.1015e-81,9.6379e-01,1.7083e-31,5.6227e-19,8.1111e-241
+SW_15,,1.2752e-160,5.5560e-152,2.9333e-136,9.1015e-81,,1.9914e-95,9.3066e-157,3.2396e-53,2.5187e-175
+SW_30,,1.9390e-63,1.0496e-33,3.1898e-28,9.6379e-01,1.9914e-95,,1.4471e-42,1.8037e-24,1.7770e-285
+SW_60,,8.2406e-14,4.2862e-03,4.8521e-05,1.7083e-31,9.3066e-157,1.4471e-42,,1.9149e-95,0.0000e+00
+SW_120,,5.4557e-108,1.4399e-87,1.9604e-79,5.6227e-19,3.2396e-53,1.8037e-24,1.9149e-95,,3.7700e-261
+sFC,,6.8362e-316,0.0000e+00,3.4933e-213,8.1111e-241,2.5187e-175,1.7770e-285,0.0000e+00,3.7700e-261,
diff --git a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 96508e3b..a6696c8e 100644
--- a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.2540,0.0042,0.0000,0.2850,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.2540,,0.0353,0.0000,0.8758,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0042,0.0353,,0.0000,0.0774,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.2850,0.8758,0.0774,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.4865e-20,2.1779e-23,1.3067e-21,7.5973e-80,1.7569e-19,8.3700e-215,4.4126e-289,1.9126e-254
+DCC_joint,,1.4865e-20,,2.5398e-01,4.1940e-03,5.7194e-61,2.8501e-01,1.9695e-254,0.0000e+00,8.9722e-320
+DCC_bivariate_loop,,2.1779e-23,2.5398e-01,,3.5268e-02,1.4697e-57,8.7582e-01,1.5344e-251,0.0000e+00,3.9431e-317
+SW_cross_validated,,1.3067e-21,4.1940e-03,3.5268e-02,,2.3741e-34,7.7393e-02,7.0391e-170,1.0828e-254,1.3265e-212
+SW_15,,7.5973e-80,5.7194e-61,1.4697e-57,2.3741e-34,,3.2176e-48,8.8230e-110,5.3248e-217,1.1217e-161
+SW_30,,1.7569e-19,2.8501e-01,8.7582e-01,7.7393e-02,3.2176e-48,,3.7660e-207,1.3970e-294,2.2947e-256
+SW_60,,8.3700e-215,1.9695e-254,1.5344e-251,7.0391e-170,8.8230e-110,3.7660e-207,,1.4710e-226,1.4536e-105
+SW_120,,4.4126e-289,0.0000e+00,0.0000e+00,1.0828e-254,5.3248e-217,1.3970e-294,1.4710e-226,,2.3158e-222
+sFC,,1.9126e-254,8.9722e-320,3.9431e-317,1.3265e-212,1.1217e-161,2.2947e-256,1.4536e-105,2.3158e-222,
diff --git a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 56e7277b..57d5e01b 100644
--- a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0310,0.0000,0.0000,0.0000,0.0000,0.0000,0.2155
-DCC_bivariate_loop,,0.0000,0.0310,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0012,0.0189,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0012,0.0000,0.0000,,0.5422,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0189,0.0000,0.0000,0.5422,,0.0000
-sFC,,0.0000,0.2155,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.4761e-27,9.0782e-19,6.2005e-120,4.2784e-210,7.7231e-142,1.7604e-147,1.8724e-122,2.2620e-47
+DCC_joint,,3.4761e-27,,3.0959e-02,4.7712e-145,4.0956e-222,1.1892e-161,4.9653e-171,6.1160e-146,2.1551e-01
+DCC_bivariate_loop,,9.0782e-19,3.0959e-02,,2.0061e-139,3.3106e-219,3.4114e-157,1.9353e-165,1.0278e-140,8.6234e-05
+SW_cross_validated,,6.2005e-120,4.7712e-145,2.0061e-139,,3.8498e-117,1.3458e-18,1.2394e-03,1.8868e-02,6.6757e-162
+SW_15,,4.2784e-210,4.0956e-222,3.3106e-219,3.8498e-117,,3.9803e-76,3.9288e-112,7.4252e-106,6.2261e-232
+SW_30,,7.7231e-142,1.1892e-161,3.4114e-157,1.3458e-18,3.9803e-76,,3.6646e-11,4.0530e-11,3.0829e-174
+SW_60,,1.7604e-147,4.9653e-171,1.9353e-165,1.2394e-03,3.9288e-112,3.6646e-11,,5.4223e-01,3.5714e-192
+SW_120,,1.8724e-122,6.1160e-146,1.0278e-140,1.8868e-02,7.4252e-106,4.0530e-11,5.4223e-01,,1.0693e-160
+sFC,,2.2620e-47,2.1551e-01,8.6234e-05,6.6757e-162,6.2261e-232,3.0829e-174,3.5714e-192,1.0693e-160,
diff --git a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 248a151e..5b233295 100644
--- a/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0118,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.1719,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.1719,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0118,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.2723e-31,3.6414e-29,7.8317e-22,1.7982e-07,5.1439e-23,2.0656e-27,3.1914e-17,7.3230e-10
+DCC_joint,,1.2723e-31,,1.7711e-06,4.8533e-34,5.6359e-143,2.4256e-33,2.2761e-10,2.5433e-71,0.0000e+00
+DCC_bivariate_loop,,3.6414e-29,1.7711e-06,,6.0977e-21,2.7733e-129,6.7587e-19,1.1797e-02,7.8878e-55,0.0000e+00
+SW_cross_validated,,7.8317e-22,4.8533e-34,6.0977e-21,,3.9651e-68,1.7187e-01,1.1102e-11,1.5114e-09,1.6841e-284
+SW_15,,1.7982e-07,5.6359e-143,2.7733e-129,3.9651e-68,,7.0044e-81,2.2717e-107,8.6503e-45,6.0689e-230
+SW_30,,5.1439e-23,2.4256e-33,6.7587e-19,1.7187e-01,7.0044e-81,,2.6075e-09,6.4597e-15,1.8468e-312
+SW_60,,2.0656e-27,2.2761e-10,1.1797e-02,1.1102e-11,2.2717e-107,2.6075e-09,,1.7304e-37,0.0000e+00
+SW_120,,3.1914e-17,2.5433e-71,7.8878e-55,1.5114e-09,8.6503e-45,6.4597e-15,1.7304e-37,,4.5106e-283
+sFC,,7.3230e-10,0.0000e+00,0.0000e+00,1.6841e-284,6.0689e-230,1.8468e-312,0.0000e+00,4.5106e-283,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index b6bf0f18..d5816472 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0028,0.0420,0.4712,0.0000,0.8903,0.0003,0.0013,0.3914
-DCC_joint,,0.0028,,0.3583,0.0013,0.0000,0.0242,0.9291,0.0000,0.0056
-DCC_bivariate_loop,,0.0420,0.3583,,0.0191,0.0000,0.1414,0.2654,0.0001,0.0959
-SW_cross_validated,,0.4712,0.0013,0.0191,,0.0001,0.5479,0.0002,0.0226,0.1593
-SW_15,,0.0000,0.0000,0.0000,0.0001,,0.0001,0.0000,0.0014,0.0000
-SW_30,,0.8903,0.0242,0.1414,0.5479,0.0001,,0.0119,0.0260,0.7359
-SW_60,,0.0003,0.9291,0.2654,0.0002,0.0000,0.0119,,0.0000,0.0006
-SW_120,,0.0013,0.0000,0.0001,0.0226,0.0014,0.0260,0.0000,,0.0001
-sFC,,0.3914,0.0056,0.0959,0.1593,0.0000,0.7359,0.0006,0.0001,
+SVWP_joint,,,2.8336e-03,4.2017e-02,4.7125e-01,4.5549e-05,8.9035e-01,3.0355e-04,1.2627e-03,3.9137e-01
+DCC_joint,,2.8336e-03,,3.5828e-01,1.2730e-03,3.1712e-07,2.4218e-02,9.2910e-01,5.1009e-06,5.6226e-03
+DCC_bivariate_loop,,4.2017e-02,3.5828e-01,,1.9078e-02,2.6729e-06,1.4139e-01,2.6539e-01,1.3481e-04,9.5879e-02
+SW_cross_validated,,4.7125e-01,1.2730e-03,1.9078e-02,,6.7087e-05,5.4792e-01,2.1175e-04,2.2631e-02,1.5932e-01
+SW_15,,4.5549e-05,3.1712e-07,2.6729e-06,6.7087e-05,,1.4139e-04,6.1902e-08,1.3574e-03,2.5266e-06
+SW_30,,8.9035e-01,2.4218e-02,1.4139e-01,5.4792e-01,1.4139e-04,,1.1931e-02,2.5964e-02,7.3590e-01
+SW_60,,3.0355e-04,9.2910e-01,2.6539e-01,2.1175e-04,6.1902e-08,1.1931e-02,,2.0268e-07,6.4138e-04
+SW_120,,1.2627e-03,5.1009e-06,1.3481e-04,2.2631e-02,1.3574e-03,2.5964e-02,2.0268e-07,,7.3617e-05
+sFC,,3.9137e-01,5.6226e-03,9.5879e-02,1.5932e-01,2.5266e-06,7.3590e-01,6.4138e-04,7.3617e-05,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index 6fc8e04e..03d5f93d 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0883,0.0000,0.0000,0.0003,0.0866,0.0000
-DCC_joint,,0.0000,,0.9418,0.0003,0.0000,0.0349,0.0084,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.9418,,0.0003,0.0000,0.0411,0.0071,0.0000,0.0000
-SW_cross_validated,,0.0883,0.0003,0.0003,,0.0000,0.0000,0.0716,0.7628,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0349,0.0411,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0003,0.0084,0.0071,0.0716,0.0000,0.0000,,0.0165,0.0000
-SW_120,,0.0866,0.0000,0.0000,0.7628,0.0000,0.0000,0.0165,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.2478e-07,4.4561e-07,8.8258e-02,5.6257e-13,1.2401e-09,2.7416e-04,8.6622e-02,1.2690e-05
+DCC_joint,,5.2478e-07,,9.4182e-01,3.1135e-04,1.1160e-07,3.4907e-02,8.4158e-03,2.3817e-05,3.2785e-11
+DCC_bivariate_loop,,4.4561e-07,9.4182e-01,,2.6772e-04,1.2631e-07,4.1061e-02,7.0978e-03,2.0003e-05,2.8528e-11
+SW_cross_validated,,8.8258e-02,3.1135e-04,2.6772e-04,,4.8950e-10,2.1987e-06,7.1558e-02,7.6282e-01,6.0744e-06
+SW_15,,5.6257e-13,1.1160e-07,1.2631e-07,4.8950e-10,,8.2726e-07,5.4369e-10,9.1888e-12,1.2065e-16
+SW_30,,1.2401e-09,3.4907e-02,4.1061e-02,2.1987e-06,8.2726e-07,,2.1008e-05,5.3213e-08,4.0854e-14
+SW_60,,2.7416e-04,8.4158e-03,7.0978e-03,7.1558e-02,5.4369e-10,2.1008e-05,,1.6493e-02,3.1058e-09
+SW_120,,8.6622e-02,2.3817e-05,2.0003e-05,7.6282e-01,9.1888e-12,5.3213e-08,1.6493e-02,,3.7717e-07
+sFC,,1.2690e-05,3.2785e-11,2.8528e-11,6.0744e-06,1.2065e-16,4.0854e-14,3.1058e-09,3.7717e-07,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 1c724bc9..856a3c1a 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.3135,0.6856,0.0002,0.0000,0.0000,0.0000,0.0002,0.7670
-DCC_joint,,0.3135,,0.2756,0.0000,0.0000,0.0000,0.0000,0.0000,0.3182
-DCC_bivariate_loop,,0.6856,0.2756,,0.0000,0.0000,0.0000,0.0000,0.0000,0.9027
-SW_cross_validated,,0.0002,0.0000,0.0000,,0.0000,0.0001,0.1610,0.9209,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0001,0.0000,,0.0018,0.0002,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.1610,0.0000,0.0018,,0.2101,0.0000
-SW_120,,0.0002,0.0000,0.0000,0.9209,0.0000,0.0002,0.2101,,0.0000
-sFC,,0.7670,0.3182,0.9027,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.1348e-01,6.8557e-01,1.9095e-04,1.0382e-10,2.3219e-07,1.9657e-05,1.9321e-04,7.6695e-01
+DCC_joint,,3.1348e-01,,2.7564e-01,2.2677e-08,6.1383e-17,6.2265e-13,7.1375e-10,3.5941e-08,3.1819e-01
+DCC_bivariate_loop,,6.8557e-01,2.7564e-01,,1.2957e-07,1.7517e-16,2.5789e-12,3.6020e-09,1.9597e-07,9.0272e-01
+SW_cross_validated,,1.9095e-04,2.2677e-08,1.2957e-07,,3.3116e-11,8.8942e-05,1.6103e-01,9.2092e-01,1.9283e-06
+SW_15,,1.0382e-10,6.1383e-17,1.7517e-16,3.3116e-11,,1.6546e-10,5.9739e-11,1.0048e-10,4.1404e-14
+SW_30,,2.3219e-07,6.2265e-13,2.5789e-12,8.8942e-05,1.6546e-10,,1.8417e-03,1.9792e-04,2.4514e-10
+SW_60,,1.9657e-05,7.1375e-10,3.6020e-09,1.6103e-01,5.9739e-11,1.8417e-03,,2.1013e-01,9.1568e-08
+SW_120,,1.9321e-04,3.5941e-08,1.9597e-07,9.2092e-01,1.0048e-10,1.9792e-04,2.1013e-01,,2.3887e-06
+sFC,,7.6695e-01,3.1819e-01,9.0272e-01,1.9283e-06,4.1404e-14,2.4514e-10,9.1568e-08,2.3887e-06,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 8638ba64..1f4f1af6 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1165,0.0696,0.4554,0.0000,0.1732,0.7772,0.4113,0.0000
-DCC_joint,,0.1165,,0.6933,0.4719,0.0000,0.7867,0.2802,0.8013,0.0000
-DCC_bivariate_loop,,0.0696,0.6933,,0.3161,0.0000,0.5175,0.1872,0.6381,0.0000
-SW_cross_validated,,0.4554,0.4719,0.3161,,0.0000,0.6124,0.6897,0.8067,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0002,0.0000
-SW_30,,0.1732,0.7867,0.5175,0.6124,0.0000,,0.3710,0.9207,0.0000
-SW_60,,0.7772,0.2802,0.1872,0.6897,0.0000,0.3710,,0.5818,0.0000
-SW_120,,0.4113,0.8013,0.6381,0.8067,0.0002,0.9207,0.5818,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.1655e-01,6.9630e-02,4.5541e-01,1.9385e-07,1.7321e-01,7.7724e-01,4.1130e-01,4.7904e-11
+DCC_joint,,1.1655e-01,,6.9328e-01,4.7192e-01,6.6460e-08,7.8670e-01,2.8023e-01,8.0126e-01,9.1913e-12
+DCC_bivariate_loop,,6.9630e-02,6.9328e-01,,3.1615e-01,2.6699e-07,5.1749e-01,1.8722e-01,6.3813e-01,2.0952e-11
+SW_cross_validated,,4.5541e-01,4.7192e-01,3.1615e-01,,1.2611e-06,6.1245e-01,6.8972e-01,8.0668e-01,1.4539e-10
+SW_15,,1.9385e-07,6.6460e-08,2.6699e-07,1.2611e-06,,5.5619e-08,3.0832e-06,1.9264e-04,2.5381e-08
+SW_30,,1.7321e-01,7.8670e-01,5.1749e-01,6.1245e-01,5.5619e-08,,3.7100e-01,9.2069e-01,8.9439e-12
+SW_60,,7.7724e-01,2.8023e-01,1.8722e-01,6.8972e-01,3.0832e-06,3.7100e-01,,5.8179e-01,4.8408e-10
+SW_120,,4.1130e-01,8.0126e-01,6.3813e-01,8.0668e-01,1.9264e-04,9.2069e-01,5.8179e-01,,2.2465e-08
+sFC,,4.7904e-11,9.1913e-12,2.0952e-11,1.4539e-10,2.5381e-08,8.9439e-12,4.8408e-10,2.2465e-08,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 5604180d..b13e8865 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1158,0.1658,0.0341,0.6839,0.0046,0.0132,0.0212,0.0037
-DCC_joint,,0.1158,,0.4581,0.1085,0.0090,0.0008,0.0244,0.0000,0.0000
-DCC_bivariate_loop,,0.1658,0.4581,,0.0472,0.0256,0.0003,0.0114,0.0000,0.0000
-SW_cross_validated,,0.0341,0.1085,0.0472,,0.0023,0.1232,0.3829,0.0000,0.0000
-SW_15,,0.6839,0.0090,0.0256,0.0023,,0.0000,0.0008,0.0000,0.0000
-SW_30,,0.0046,0.0008,0.0003,0.1232,0.0000,,0.6457,0.0000,0.0000
-SW_60,,0.0132,0.0244,0.0114,0.3829,0.0008,0.6457,,0.0000,0.0000
-SW_120,,0.0212,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0602
-sFC,,0.0037,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0602,
+SVWP_joint,,,1.1584e-01,1.6577e-01,3.4138e-02,6.8392e-01,4.6379e-03,1.3247e-02,2.1216e-02,3.6524e-03
+DCC_joint,,1.1584e-01,,4.5813e-01,1.0854e-01,9.0441e-03,7.6744e-04,2.4351e-02,9.7483e-10,6.7417e-13
+DCC_bivariate_loop,,1.6577e-01,4.5813e-01,,4.7243e-02,2.5597e-02,2.5557e-04,1.1357e-02,2.0081e-09,1.2102e-12
+SW_cross_validated,,3.4138e-02,1.0854e-01,4.7243e-02,,2.2878e-03,1.2321e-01,3.8292e-01,2.2491e-08,4.5649e-10
+SW_15,,6.8392e-01,9.0441e-03,2.5597e-02,2.2878e-03,,2.7666e-05,8.2281e-04,6.3656e-06,4.2184e-08
+SW_30,,4.6379e-03,7.6744e-04,2.5557e-04,1.2321e-01,2.7666e-05,,6.4573e-01,4.6301e-10,7.4983e-12
+SW_60,,1.3247e-02,2.4351e-02,1.1357e-02,3.8292e-01,8.2281e-04,6.4573e-01,,4.6075e-08,2.1188e-09
+SW_120,,2.1216e-02,9.7483e-10,2.0081e-09,2.2491e-08,6.3656e-06,4.6301e-10,4.6075e-08,,6.0205e-02
+sFC,,3.6524e-03,6.7417e-13,1.2102e-12,4.5649e-10,4.2184e-08,7.4983e-12,2.1188e-09,6.0205e-02,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index faccf118..c4dbfb18 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.8413,0.8541,0.0949,0.0000,0.0001,0.0688,0.2356,0.0078
-DCC_joint,,0.8413,,0.6207,0.0432,0.0000,0.0000,0.0198,0.1064,0.0011
-DCC_bivariate_loop,,0.8541,0.6207,,0.0848,0.0000,0.0000,0.0499,0.2231,0.0004
-SW_cross_validated,,0.0949,0.0432,0.0848,,0.0000,0.0284,0.8995,0.4672,0.0003
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0001,0.0000,0.0000,0.0284,0.0000,,0.0065,0.0011,0.0000
-SW_60,,0.0688,0.0198,0.0499,0.8995,0.0000,0.0065,,0.4728,0.0000
-SW_120,,0.2356,0.1064,0.2231,0.4672,0.0000,0.0011,0.4728,,0.0002
-sFC,,0.0078,0.0011,0.0004,0.0003,0.0000,0.0000,0.0000,0.0002,
+SVWP_joint,,,8.4134e-01,8.5408e-01,9.4894e-02,3.1325e-09,8.3058e-05,6.8833e-02,2.3556e-01,7.8198e-03
+DCC_joint,,8.4134e-01,,6.2075e-01,4.3197e-02,3.9889e-11,3.3851e-06,1.9837e-02,1.0637e-01,1.0859e-03
+DCC_bivariate_loop,,8.5408e-01,6.2075e-01,,8.4762e-02,1.1509e-10,1.1702e-05,4.9947e-02,2.2310e-01,4.4131e-04
+SW_cross_validated,,9.4894e-02,4.3197e-02,8.4762e-02,,1.4497e-06,2.8411e-02,8.9954e-01,4.6718e-01,2.5990e-04
+SW_15,,3.1325e-09,3.9889e-11,1.1509e-10,1.4497e-06,,6.0990e-06,5.3334e-08,1.3707e-08,2.0539e-13
+SW_30,,8.3058e-05,3.3851e-06,1.1702e-05,2.8411e-02,6.0990e-06,,6.4738e-03,1.1031e-03,3.7642e-09
+SW_60,,6.8833e-02,1.9837e-02,4.9947e-02,8.9954e-01,5.3334e-08,6.4738e-03,,4.7280e-01,2.2551e-05
+SW_120,,2.3556e-01,1.0637e-01,2.2310e-01,4.6718e-01,1.3707e-08,1.1031e-03,4.7280e-01,,1.5976e-04
+sFC,,7.8198e-03,1.0859e-03,4.4131e-04,2.5990e-04,2.0539e-13,3.7642e-09,2.2551e-05,1.5976e-04,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index e47c6371..35a23ed4 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0023,0.0021,0.7583,0.0000,0.0319,0.5750,0.3615,0.0000
-DCC_joint,,0.0023,,0.9137,0.0017,0.0074,0.2067,0.0071,0.0001,0.0000
-DCC_bivariate_loop,,0.0021,0.9137,,0.0015,0.0109,0.1784,0.0062,0.0001,0.0000
-SW_cross_validated,,0.7583,0.0017,0.0015,,0.0000,0.0326,0.7513,0.1763,0.0000
-SW_15,,0.0000,0.0074,0.0109,0.0000,,0.0003,0.0000,0.0000,0.0000
-SW_30,,0.0319,0.2067,0.1784,0.0326,0.0003,,0.0913,0.0025,0.0000
-SW_60,,0.5750,0.0071,0.0062,0.7513,0.0000,0.0913,,0.1326,0.0000
-SW_120,,0.3615,0.0001,0.0001,0.1763,0.0000,0.0025,0.1326,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.3469e-03,2.0708e-03,7.5829e-01,3.1341e-06,3.1885e-02,5.7500e-01,3.6155e-01,6.4376e-13
+DCC_joint,,2.3469e-03,,9.1367e-01,1.6502e-03,7.4064e-03,2.0669e-01,7.1493e-03,1.3926e-04,1.0916e-11
+DCC_bivariate_loop,,2.0708e-03,9.1367e-01,,1.4632e-03,1.0868e-02,1.7841e-01,6.2235e-03,1.2835e-04,1.9192e-11
+SW_cross_validated,,7.5829e-01,1.6502e-03,1.4632e-03,,7.0356e-07,3.2602e-02,7.5134e-01,1.7627e-01,2.3627e-14
+SW_15,,3.1341e-06,7.4064e-03,1.0868e-02,7.0356e-07,,2.8872e-04,7.4498e-06,1.2728e-07,3.9955e-11
+SW_30,,3.1885e-02,2.0669e-01,1.7841e-01,3.2602e-02,2.8872e-04,,9.1282e-02,2.4883e-03,1.7531e-12
+SW_60,,5.7500e-01,7.1493e-03,6.2235e-03,7.5134e-01,7.4498e-06,9.1282e-02,,1.3262e-01,6.1342e-13
+SW_120,,3.6155e-01,1.3926e-04,1.2835e-04,1.7627e-01,1.2728e-07,2.4883e-03,1.3262e-01,,3.0830e-14
+sFC,,6.4376e-13,1.0916e-11,1.9192e-11,2.3627e-14,3.9955e-11,1.7531e-12,6.1342e-13,3.0830e-14,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 49489a7e..f951fb83 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0099,0.0135,0.4637,0.0000,0.0059,0.3771,0.5485,0.0006
-DCC_joint,,0.0099,,0.5750,0.0001,0.0000,0.0000,0.0002,0.0000,0.0000
-DCC_bivariate_loop,,0.0135,0.5750,,0.0001,0.0000,0.0000,0.0007,0.0001,0.0000
-SW_cross_validated,,0.4637,0.0001,0.0001,,0.0000,0.0048,0.0529,0.8498,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0059,0.0000,0.0000,0.0048,0.0000,,0.0000,0.0013,0.0000
-SW_60,,0.3771,0.0002,0.0007,0.0529,0.0000,0.0000,,0.0588,0.0000
-SW_120,,0.5485,0.0000,0.0001,0.8498,0.0000,0.0013,0.0588,,0.0000
-sFC,,0.0006,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.9111e-03,1.3465e-02,4.6367e-01,2.0228e-05,5.9460e-03,3.7709e-01,5.4854e-01,5.6979e-04
+DCC_joint,,9.9111e-03,,5.7501e-01,5.8491e-05,4.0352e-18,7.7361e-12,2.0901e-04,2.9790e-05,2.9882e-05
+DCC_bivariate_loop,,1.3465e-02,5.7501e-01,,1.2013e-04,1.6144e-17,2.5928e-11,7.1369e-04,6.7320e-05,1.7891e-05
+SW_cross_validated,,4.6367e-01,5.8491e-05,1.2013e-04,,3.1612e-09,4.7849e-03,5.2945e-02,8.4979e-01,3.7255e-07
+SW_15,,2.0228e-05,4.0352e-18,1.6144e-17,3.1612e-09,,1.2592e-10,7.1226e-14,4.0528e-10,1.5225e-18
+SW_30,,5.9460e-03,7.7361e-12,2.5928e-11,4.7849e-03,1.2592e-10,,2.9769e-07,1.3361e-03,2.3287e-13
+SW_60,,3.7709e-01,2.0901e-04,7.1369e-04,5.2945e-02,7.1226e-14,2.9769e-07,,5.8769e-02,1.1058e-07
+SW_120,,5.4854e-01,2.9790e-05,6.7320e-05,8.4979e-01,4.0528e-10,1.3361e-03,5.8769e-02,,1.3601e-07
+sFC,,5.6979e-04,2.9882e-05,1.7891e-05,3.7255e-07,1.5225e-18,2.3287e-13,1.1058e-07,1.3601e-07,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index 61fc42f0..b4f6a144 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0633,0.0557,0.0005,0.0000,0.0000,0.0000,0.0006,0.0000
-DCC_joint,,0.0633,,0.9472,0.0092,0.0000,0.0000,0.0000,0.0207,0.0000
-DCC_bivariate_loop,,0.0557,0.9472,,0.0100,0.0000,0.0000,0.0000,0.0229,0.0000
-SW_cross_validated,,0.0005,0.0092,0.0100,,0.0000,0.0000,0.0420,0.3120,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0420,0.0000,0.0000,,0.0010,0.0000
-SW_120,,0.0006,0.0207,0.0229,0.3120,0.0000,0.0000,0.0010,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.3318e-02,5.5696e-02,4.5321e-04,3.7866e-14,2.0056e-10,2.6161e-06,6.2327e-04,7.6510e-09
+DCC_joint,,6.3318e-02,,9.4722e-01,9.1941e-03,4.2005e-15,1.3361e-10,1.9244e-05,2.0749e-02,5.0371e-12
+DCC_bivariate_loop,,5.5696e-02,9.4722e-01,,1.0005e-02,3.6831e-15,1.2639e-10,2.0113e-05,2.2940e-02,3.7929e-12
+SW_cross_validated,,4.5321e-04,9.1941e-03,1.0005e-02,,3.6985e-12,2.7923e-07,4.1995e-02,3.1202e-01,5.1211e-12
+SW_15,,3.7866e-14,4.2005e-15,3.6831e-15,3.6985e-12,,1.4648e-08,1.0360e-11,3.7807e-15,1.0944e-20
+SW_30,,2.0056e-10,1.3361e-10,1.2639e-10,2.7923e-07,1.4648e-08,,8.9037e-06,7.1096e-10,2.7165e-17
+SW_60,,2.6161e-06,1.9244e-05,2.0113e-05,4.1995e-02,1.0360e-11,8.9037e-06,,1.0382e-03,5.0493e-14
+SW_120,,6.2327e-04,2.0749e-02,2.2940e-02,3.1202e-01,3.7807e-15,7.1096e-10,1.0382e-03,,3.1301e-14
+sFC,,7.6510e-09,5.0371e-12,3.7929e-12,5.1211e-12,1.0944e-20,2.7165e-17,5.0493e-14,3.1301e-14,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index a63f5975..1b511883 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0449,0.0367,0.0007,0.0000,0.0000,0.0000,0.0015,0.0001
-DCC_joint,,0.0449,,0.8259,0.0013,0.0000,0.0000,0.0000,0.0033,0.0000
-DCC_bivariate_loop,,0.0367,0.8259,,0.0019,0.0000,0.0000,0.0000,0.0052,0.0000
-SW_cross_validated,,0.0007,0.0013,0.0019,,0.0000,0.0000,0.0064,0.3835,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0064,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0015,0.0033,0.0052,0.3835,0.0000,0.0000,0.0001,,0.0000
-sFC,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.4926e-02,3.6655e-02,7.2137e-04,8.4814e-12,5.1631e-09,1.0908e-05,1.5493e-03,6.8090e-05
+DCC_joint,,4.4926e-02,,8.2593e-01,1.3074e-03,4.3231e-18,5.4853e-14,3.1143e-08,3.3315e-03,7.2949e-10
+DCC_bivariate_loop,,3.6655e-02,8.2593e-01,,1.9265e-03,4.6287e-18,6.4337e-14,4.4658e-08,5.2271e-03,5.8423e-10
+SW_cross_validated,,7.2137e-04,1.3074e-03,1.9265e-03,,2.4833e-14,1.0757e-09,6.3819e-03,3.8348e-01,8.5941e-11
+SW_15,,8.4814e-12,4.3231e-18,4.6287e-18,2.4833e-14,,5.3446e-13,7.3142e-17,1.9542e-16,1.1676e-17
+SW_30,,5.1631e-09,5.4853e-14,6.4337e-14,1.0757e-09,5.3446e-13,,1.7767e-10,8.7811e-12,1.8040e-15
+SW_60,,1.0908e-05,3.1143e-08,4.4658e-08,6.3819e-03,7.3142e-17,1.7767e-10,,1.0836e-04,5.3603e-13
+SW_120,,1.5493e-03,3.3315e-03,5.2271e-03,3.8348e-01,1.9542e-16,8.7811e-12,1.0836e-04,,5.2111e-11
+sFC,,6.8090e-05,7.2949e-10,5.8423e-10,8.5941e-11,1.1676e-17,1.8040e-15,5.3603e-13,5.2111e-11,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 3bd47add..3d077145 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1898,0.2315,0.9112,0.0000,0.0006,0.5287,0.7477,0.0000
-DCC_joint,,0.1898,,0.8107,0.1294,0.0000,0.0000,0.0072,0.2961,0.0000
-DCC_bivariate_loop,,0.2315,0.8107,,0.1693,0.0000,0.0000,0.0103,0.3615,0.0000
-SW_cross_validated,,0.9112,0.1294,0.1693,,0.0000,0.0000,0.3607,0.7996,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0027
-SW_30,,0.0006,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0001,0.0001
-SW_60,,0.5287,0.0072,0.0103,0.3607,0.0000,0.0001,,0.2802,0.0000
-SW_120,,0.7477,0.2961,0.3615,0.7996,0.0000,0.0001,0.2802,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0027,0.0001,0.0000,0.0000,
+SVWP_joint,,,1.8983e-01,2.3153e-01,9.1120e-01,6.8043e-09,5.8437e-04,5.2872e-01,7.4775e-01,1.0940e-06
+DCC_joint,,1.8983e-01,,8.1069e-01,1.2942e-01,3.2144e-14,7.9019e-09,7.1863e-03,2.9606e-01,8.6924e-11
+DCC_bivariate_loop,,2.3153e-01,8.1069e-01,,1.6929e-01,3.1149e-14,9.3408e-09,1.0305e-02,3.6155e-01,9.6001e-11
+SW_cross_validated,,9.1120e-01,1.2942e-01,1.6929e-01,,9.9387e-11,3.1509e-05,3.6073e-01,7.9957e-01,4.6315e-08
+SW_15,,6.8043e-09,3.2144e-14,3.1149e-14,9.9387e-11,,2.6513e-09,4.4476e-11,6.3239e-10,2.7064e-03
+SW_30,,5.8437e-04,7.9019e-09,9.3408e-09,3.1509e-05,2.6513e-09,,7.9459e-05,7.5360e-05,6.1512e-05
+SW_60,,5.2872e-01,7.1863e-03,1.0305e-02,3.6073e-01,4.4476e-11,7.9459e-05,,2.8016e-01,5.4174e-08
+SW_120,,7.4775e-01,2.9606e-01,3.6155e-01,7.9957e-01,6.3239e-10,7.5360e-05,2.8016e-01,,1.4556e-07
+sFC,,1.0940e-06,8.6924e-11,9.6001e-11,4.6315e-08,2.7064e-03,6.1512e-05,5.4174e-08,1.4556e-07,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 0742a945..b74aaa48 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0001,0.0266,0.0002,0.2781,0.0028,0.0780,0.4653
-DCC_joint,,0.0001,,0.7914,0.0052,0.0000,0.0000,0.2444,0.0000,0.0000
-DCC_bivariate_loop,,0.0001,0.7914,,0.0064,0.0000,0.0000,0.2945,0.0000,0.0000
-SW_cross_validated,,0.0266,0.0052,0.0064,,0.0000,0.0593,0.1783,0.0000,0.0001
-SW_15,,0.0002,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0003,0.0000
-SW_30,,0.2781,0.0000,0.0000,0.0593,0.0000,,0.0027,0.0002,0.0029
-SW_60,,0.0028,0.2444,0.2945,0.1783,0.0000,0.0027,,0.0000,0.0000
-SW_120,,0.0780,0.0000,0.0000,0.0000,0.0003,0.0002,0.0000,,0.0453
-sFC,,0.4653,0.0000,0.0000,0.0001,0.0000,0.0029,0.0000,0.0453,
+SVWP_joint,,,1.0110e-04,1.1675e-04,2.6554e-02,1.7132e-04,2.7806e-01,2.8303e-03,7.7998e-02,4.6533e-01
+DCC_joint,,1.0110e-04,,7.9143e-01,5.1541e-03,8.7665e-14,1.9003e-06,2.4440e-01,3.6492e-10,7.7858e-11
+DCC_bivariate_loop,,1.1675e-04,7.9143e-01,,6.4239e-03,6.0896e-14,1.9594e-06,2.9451e-01,3.1866e-10,5.2016e-11
+SW_cross_validated,,2.6554e-02,5.1541e-03,6.4239e-03,,5.6194e-09,5.9265e-02,1.7835e-01,1.1540e-05,9.0693e-05
+SW_15,,1.7132e-04,8.7665e-14,6.0896e-14,5.6194e-09,,1.0338e-08,1.2867e-09,2.5562e-04,1.9462e-07
+SW_30,,2.7806e-01,1.9003e-06,1.9594e-06,5.9265e-02,1.0338e-08,,2.7257e-03,1.7185e-04,2.8627e-03
+SW_60,,2.8303e-03,2.4440e-01,2.9451e-01,1.7835e-01,1.2867e-09,2.7257e-03,,1.0446e-06,5.0421e-06
+SW_120,,7.7998e-02,3.6492e-10,3.1866e-10,1.1540e-05,2.5562e-04,1.7185e-04,1.0446e-06,,4.5254e-02
+sFC,,4.6533e-01,7.7858e-11,5.2016e-11,9.0693e-05,1.9462e-07,2.8627e-03,5.0421e-06,4.5254e-02,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 5b92d827..8d8151a5 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.7750,0.8508,0.0513,0.0000,0.0001,0.0218,0.2050,0.0003
-DCC_joint,,0.7750,,0.7693,0.0021,0.0000,0.0000,0.0000,0.0005,0.0000
-DCC_bivariate_loop,,0.8508,0.7693,,0.0029,0.0000,0.0000,0.0000,0.0012,0.0000
-SW_cross_validated,,0.0513,0.0021,0.0029,,0.0000,0.0039,0.9846,0.1525,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0001,0.0000,0.0000,0.0039,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0218,0.0000,0.0000,0.9846,0.0000,0.0000,,0.0176,0.0000
-SW_120,,0.2050,0.0005,0.0012,0.1525,0.0000,0.0000,0.0176,,0.0000
-sFC,,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.7500e-01,8.5077e-01,5.1291e-02,3.7642e-08,5.7037e-05,2.1801e-02,2.0504e-01,3.1339e-04
+DCC_joint,,7.7500e-01,,7.6930e-01,2.1070e-03,7.8402e-17,3.2599e-11,2.4402e-06,5.3871e-04,1.4684e-10
+DCC_bivariate_loop,,8.5077e-01,7.6930e-01,,2.8977e-03,1.8832e-16,6.5011e-11,5.0165e-06,1.1779e-03,1.8302e-10
+SW_cross_validated,,5.1291e-02,2.1070e-03,2.8977e-03,,2.1209e-07,3.8926e-03,9.8461e-01,1.5245e-01,6.7450e-08
+SW_15,,3.7642e-08,7.8402e-17,1.8832e-16,2.1209e-07,,2.3006e-08,9.7607e-12,8.7475e-14,1.3037e-19
+SW_30,,5.7037e-05,3.2599e-11,6.5011e-11,3.8926e-03,2.3006e-08,,2.4852e-05,6.2344e-08,2.8399e-15
+SW_60,,2.1801e-02,2.4402e-06,5.0165e-06,9.8461e-01,9.7607e-12,2.4852e-05,,1.7647e-02,2.8856e-12
+SW_120,,2.0504e-01,5.3871e-04,1.1779e-03,1.5245e-01,8.7475e-14,6.2344e-08,1.7647e-02,,1.6284e-11
+sFC,,3.1339e-04,1.4684e-10,1.8302e-10,6.7450e-08,1.3037e-19,2.8399e-15,2.8856e-12,1.6284e-11,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 09e104a6..f098e82d 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1547,0.1080,0.0341,0.0000,0.0000,0.0024,0.3424,0.0000
-DCC_joint,,0.1547,,0.7939,0.2746,0.0000,0.0000,0.0140,0.5903,0.0000
-DCC_bivariate_loop,,0.1080,0.7939,,0.3850,0.0000,0.0000,0.0222,0.4384,0.0000
-SW_cross_validated,,0.0341,0.2746,0.3850,,0.0000,0.0000,0.1438,0.1386,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.5255
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0014,0.0000,0.0000
-SW_60,,0.0024,0.0140,0.0222,0.1438,0.0000,0.0014,,0.0075,0.0000
-SW_120,,0.3424,0.5903,0.4384,0.1386,0.0000,0.0000,0.0075,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.5255,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.5465e-01,1.0801e-01,3.4070e-02,3.5105e-10,1.9145e-06,2.3903e-03,3.4238e-01,7.0416e-11
+DCC_joint,,1.5465e-01,,7.9389e-01,2.7460e-01,2.1579e-11,1.2533e-06,1.4029e-02,5.9029e-01,1.3334e-12
+DCC_bivariate_loop,,1.0801e-01,7.9389e-01,,3.8499e-01,2.5424e-11,1.8329e-06,2.2204e-02,4.3841e-01,1.4885e-12
+SW_cross_validated,,3.4070e-02,2.7460e-01,3.8499e-01,,3.8786e-10,3.0522e-05,1.4381e-01,1.3861e-01,3.5362e-11
+SW_15,,3.5105e-10,2.1579e-11,2.5424e-11,3.8786e-10,,3.6747e-06,7.6558e-09,5.9064e-11,5.2545e-01
+SW_30,,1.9145e-06,1.2533e-06,1.8329e-06,3.0522e-05,3.6747e-06,,1.3808e-03,1.4544e-06,2.6922e-07
+SW_60,,2.3903e-03,1.4029e-02,2.2204e-02,1.4381e-01,7.6558e-09,1.3808e-03,,7.4547e-03,7.8533e-10
+SW_120,,3.4238e-01,5.9029e-01,4.3841e-01,1.3861e-01,5.9064e-11,1.4544e-06,7.4547e-03,,5.9929e-12
+sFC,,7.0416e-11,1.3334e-12,1.4885e-12,3.5362e-11,5.2545e-01,2.6922e-07,7.8533e-10,5.9929e-12,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 0cbad2ef..4c33abd5 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0003,0.0005,0.0000,0.0018,0.0000,0.0000,0.0204,0.0329
-DCC_joint,,0.0003,,0.6310,0.0054,0.0452,0.0000,0.0009,0.0000,0.0000
-DCC_bivariate_loop,,0.0005,0.6310,,0.0022,0.1471,0.0000,0.0004,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0054,0.0022,,0.0000,0.0690,0.5046,0.0000,0.0000
-SW_15,,0.0018,0.0452,0.1471,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0690,0.0000,,0.2267,0.0000,0.0000
-SW_60,,0.0000,0.0009,0.0004,0.5046,0.0000,0.2267,,0.0000,0.0000
-SW_120,,0.0204,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.2936
-sFC,,0.0329,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.2936,
+SVWP_joint,,,2.8132e-04,5.4119e-04,8.0670e-06,1.8147e-03,9.5255e-07,3.6158e-06,2.0397e-02,3.2939e-02
+DCC_joint,,2.8132e-04,,6.3099e-01,5.3756e-03,4.5191e-02,3.4350e-05,9.3458e-04,8.1242e-12,1.1972e-12
+DCC_bivariate_loop,,5.4119e-04,6.3099e-01,,2.1565e-03,1.4715e-01,1.5658e-05,3.8207e-04,2.7952e-11,5.3081e-12
+SW_cross_validated,,8.0670e-06,5.3756e-03,2.1565e-03,,1.3806e-05,6.9016e-02,5.0463e-01,1.5326e-13,1.6380e-14
+SW_15,,1.8147e-03,4.5191e-02,1.4715e-01,1.3806e-05,,2.4364e-08,1.5324e-06,2.3411e-12,5.1361e-14
+SW_30,,9.5255e-07,3.4350e-05,1.5658e-05,6.9016e-02,2.4364e-08,,2.2673e-01,1.3078e-15,2.6143e-17
+SW_60,,3.6158e-06,9.3458e-04,3.8207e-04,5.0463e-01,1.5324e-06,2.2673e-01,,3.2102e-14,2.2622e-15
+SW_120,,2.0397e-02,8.1242e-12,2.7952e-11,1.5326e-13,2.3411e-12,1.3078e-15,3.2102e-14,,2.9355e-01
+sFC,,3.2939e-02,1.1972e-12,5.3081e-12,1.6380e-14,5.1361e-14,2.6143e-17,2.2622e-15,2.9355e-01,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_T.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_T.csv
deleted file mode 100644
index cac007f1..00000000
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_T.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,,,,,,,,
-DCC_joint,,,,,,,,,,
-DCC_bivariate_loop,,,,,,,,,,
-SW_cross_validated,,,,,,,,,,
-SW_15,,,,,,,,,,
-SW_30,,,,,,,,,,
-SW_60,,,,,,,,,,
-SW_120,,,,,,,,,,
-sFC,,,,,,,,,,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
deleted file mode 100644
index cac007f1..00000000
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,,,,,,,,
-DCC_joint,,,,,,,,,,
-DCC_bivariate_loop,,,,,,,,,,
-SW_cross_validated,,,,,,,,,,
-SW_15,,,,,,,,,,
-SW_30,,,,,,,,,,
-SW_60,,,,,,,,,,
-SW_120,,,,,,,,,,
-sFC,,,,,,,,,,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_ptests.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
deleted file mode 100644
index caa4c360..00000000
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
-SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
-DCC_joint,nan,nan,-,nan,nan,nan,nan,nan,nan,nan
-DCC_bivariate_loop,nan,nan,nan,-,nan,nan,nan,nan,nan,nan
-SW_cross_validated,nan,nan,nan,nan,-,nan,nan,nan,nan,nan
-SW_15,nan,nan,nan,nan,nan,-,nan,nan,nan,nan
-SW_30,nan,nan,nan,nan,nan,nan,-,nan,nan,nan
-SW_60,nan,nan,nan,nan,nan,nan,nan,-,nan,nan
-SW_120,nan,nan,nan,nan,nan,nan,nan,nan,-,nan
-sFC,nan,nan,nan,nan,nan,nan,nan,nan,nan,-
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
deleted file mode 100644
index cac007f1..00000000
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,,,,,,,,
-DCC_joint,,,,,,,,,,
-DCC_bivariate_loop,,,,,,,,,,
-SW_cross_validated,,,,,,,,,,
-SW_15,,,,,,,,,,
-SW_30,,,,,,,,,,
-SW_60,,,,,,,,,,
-SW_120,,,,,,,,,,
-sFC,,,,,,,,,,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index 435f0ba9..a7d93f3b 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.4876,0.3049,0.0106,0.0000,0.0000,0.0000,0.0037,0.0045
-DCC_joint,,0.4876,,0.7461,0.0387,0.0000,0.0000,0.0001,0.0253,0.0017
-DCC_bivariate_loop,,0.3049,0.7461,,0.0647,0.0000,0.0000,0.0002,0.0506,0.0008
-SW_cross_validated,,0.0106,0.0387,0.0647,,0.0000,0.0002,0.2408,0.7335,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0002,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0001,0.0002,0.2408,0.0000,0.0000,,0.0442,0.0000
-SW_120,,0.0037,0.0253,0.0506,0.7335,0.0000,0.0000,0.0442,,0.0000
-sFC,,0.0045,0.0017,0.0008,0.0001,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.8760e-01,3.0493e-01,1.0582e-02,1.6866e-14,3.7868e-10,5.9559e-06,3.7481e-03,4.4859e-03
+DCC_joint,,4.8760e-01,,7.4614e-01,3.8652e-02,4.0188e-13,7.2970e-09,9.7378e-05,2.5273e-02,1.6961e-03
+DCC_bivariate_loop,,3.0493e-01,7.4614e-01,,6.4661e-02,7.6890e-13,1.6123e-08,2.4527e-04,5.0620e-02,8.0536e-04
+SW_cross_validated,,1.0582e-02,3.8652e-02,6.4661e-02,,1.2705e-08,1.9227e-04,2.4079e-01,7.3349e-01,8.2759e-05
+SW_15,,1.6866e-14,4.0188e-13,7.6890e-13,1.2705e-08,,3.7869e-09,4.4628e-12,1.4102e-11,1.4309e-16
+SW_30,,3.7868e-10,7.2970e-09,1.6123e-08,1.9227e-04,3.7869e-09,,1.5006e-05,1.3356e-06,1.4543e-12
+SW_60,,5.9559e-06,9.7378e-05,2.4527e-04,2.4079e-01,4.4628e-12,1.5006e-05,,4.4156e-02,6.0092e-09
+SW_120,,3.7481e-03,2.5273e-02,5.0620e-02,7.3349e-01,1.4102e-11,1.3356e-06,4.4156e-02,,4.9668e-06
+sFC,,4.4859e-03,1.6961e-03,8.0536e-04,8.2759e-05,1.4309e-16,1.4543e-12,6.0092e-09,4.9668e-06,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 2f043cb9..edd153c0 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0390,0.0054,0.0001,0.0000,0.0000,0.0000,0.0000,0.2209
-DCC_joint,,0.0390,,0.1525,0.0006,0.0000,0.0000,0.0000,0.0000,0.4208
-DCC_bivariate_loop,,0.0054,0.1525,,0.0150,0.0000,0.0000,0.0000,0.0005,0.0707
-SW_cross_validated,,0.0001,0.0006,0.0150,,0.0000,0.0000,0.0003,0.2027,0.0007
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0003,0.0000,0.0000,,0.0068,0.0000
-SW_120,,0.0000,0.0000,0.0005,0.2027,0.0000,0.0000,0.0068,,0.0000
-sFC,,0.2209,0.4208,0.0707,0.0007,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.9040e-02,5.3938e-03,8.3211e-05,3.3916e-14,2.3803e-11,1.4633e-08,6.0038e-06,2.2093e-01
+DCC_joint,,3.9040e-02,,1.5248e-01,6.2306e-04,1.3859e-16,2.3180e-13,8.4843e-10,1.5159e-05,4.2079e-01
+DCC_bivariate_loop,,5.3938e-03,1.5248e-01,,1.5030e-02,2.3340e-15,7.2545e-12,5.5955e-08,4.8295e-04,7.0703e-02
+SW_cross_validated,,8.3211e-05,6.2306e-04,1.5030e-02,,4.8160e-13,6.6487e-09,2.6269e-04,2.0271e-01,7.3154e-04
+SW_15,,3.3916e-14,1.3859e-16,2.3340e-15,4.8160e-13,,1.7411e-09,2.6463e-13,1.2273e-12,1.8045e-14
+SW_30,,2.3803e-11,2.3180e-13,7.2545e-12,6.6487e-09,1.7411e-09,,2.8487e-07,4.9348e-08,2.3011e-11
+SW_60,,1.4633e-08,8.4843e-10,5.5955e-08,2.6269e-04,2.6463e-13,2.8487e-07,,6.8321e-03,3.4611e-08
+SW_120,,6.0038e-06,1.5159e-05,4.8295e-04,2.0271e-01,1.2273e-12,4.9348e-08,6.8321e-03,,3.7686e-05
+sFC,,2.2093e-01,4.2079e-01,7.0703e-02,7.3154e-04,1.8045e-14,2.3011e-11,3.4611e-08,3.7686e-05,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index fc197d72..509132fc 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0005,0.0004,0.1998,0.0000,0.0002,0.8335,0.2736,0.0000
-DCC_joint,,0.0005,,0.8905,0.0043,0.0001,0.5157,0.0001,0.0006,0.0000
-DCC_bivariate_loop,,0.0004,0.8905,,0.0034,0.0001,0.4216,0.0001,0.0005,0.0000
-SW_cross_validated,,0.1998,0.0043,0.0034,,0.0000,0.0025,0.1670,0.6253,0.0000
-SW_15,,0.0000,0.0001,0.0001,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0002,0.5157,0.4216,0.0025,0.0000,,0.0000,0.0001,0.0000
-SW_60,,0.8335,0.0001,0.0001,0.1670,0.0000,0.0000,,0.2067,0.0000
-SW_120,,0.2736,0.0006,0.0005,0.6253,0.0000,0.0001,0.2067,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.5850e-04,3.7302e-04,1.9980e-01,7.0747e-09,1.6970e-04,8.3349e-01,2.7356e-01,3.0854e-19
+DCC_joint,,4.5850e-04,,8.9054e-01,4.3070e-03,7.7345e-05,5.1570e-01,1.2881e-04,5.8294e-04,7.2657e-17
+DCC_bivariate_loop,,3.7302e-04,8.9054e-01,,3.3836e-03,1.2403e-04,4.2158e-01,1.0652e-04,4.6659e-04,1.2125e-16
+SW_cross_validated,,1.9980e-01,4.3070e-03,3.3836e-03,,2.2033e-08,2.4683e-03,1.6697e-01,6.2534e-01,7.8489e-20
+SW_15,,7.0747e-09,7.7345e-05,1.2403e-04,2.2033e-08,,8.9831e-07,3.6764e-10,7.3208e-10,3.2375e-16
+SW_30,,1.6970e-04,5.1570e-01,4.2158e-01,2.4683e-03,8.9831e-07,,8.4220e-06,5.1613e-05,2.5212e-21
+SW_60,,8.3349e-01,1.2881e-04,1.0652e-04,1.6697e-01,3.6764e-10,8.4220e-06,,2.0669e-01,3.7168e-23
+SW_120,,2.7356e-01,5.8294e-04,4.6659e-04,6.2534e-01,7.3208e-10,5.1613e-05,2.0669e-01,,5.7887e-24
+sFC,,3.0854e-19,7.2657e-17,1.2125e-16,7.8489e-20,3.2375e-16,2.5212e-21,3.7168e-23,5.7887e-24,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index d23c2a77..4c8819d5 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.1626,0.0000,0.4606,0.0479,0.0000,0.0000
-DCC_joint,,0.0000,,0.7947,0.0000,0.1395,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.7947,,0.0000,0.0867,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.1626,0.0000,0.0000,,0.0003,0.0420,0.7058,0.0000,0.0000
-SW_15,,0.0000,0.1395,0.0867,0.0003,,0.0000,0.0001,0.0000,0.0000
-SW_30,,0.4606,0.0000,0.0000,0.0420,0.0000,,0.0070,0.0000,0.0000
-SW_60,,0.0479,0.0000,0.0000,0.7058,0.0001,0.0070,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.9405e-07,1.2802e-07,1.6255e-01,2.3399e-06,4.6055e-01,4.7883e-02,1.9714e-16,3.0098e-19
+DCC_joint,,1.9405e-07,,7.9471e-01,2.6003e-05,1.3952e-01,1.9308e-08,7.3952e-06,1.4506e-14,1.7455e-18
+DCC_bivariate_loop,,1.2802e-07,7.9471e-01,,1.6812e-05,8.6713e-02,1.2923e-08,4.4811e-06,1.8419e-14,2.0682e-18
+SW_cross_validated,,1.6255e-01,2.6003e-05,1.6812e-05,,3.4497e-04,4.2048e-02,7.0583e-01,1.1319e-14,2.5673e-17
+SW_15,,2.3399e-06,1.3952e-01,8.6713e-02,3.4497e-04,,2.1124e-07,1.4820e-04,3.2247e-15,5.2396e-19
+SW_30,,4.6055e-01,1.9308e-08,1.2923e-08,4.2048e-02,2.1124e-07,,7.0417e-03,2.5913e-17,2.7595e-20
+SW_60,,4.7883e-02,7.3952e-06,4.4811e-06,7.0583e-01,1.4820e-04,7.0417e-03,,3.2050e-16,2.4059e-19
+SW_120,,1.9714e-16,1.4506e-14,1.8419e-14,1.1319e-14,3.2247e-15,2.5913e-17,3.2050e-16,,5.8209e-12
+sFC,,3.0098e-19,1.7455e-18,2.0682e-18,2.5673e-17,5.2396e-19,2.7595e-20,2.4059e-19,5.8209e-12,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 1a4660a7..690fc7c7 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0285,0.1474,0.1161,0.0000,0.0055,0.0324,0.0017,0.0869
-DCC_joint,,0.0285,,0.3518,0.0044,0.0000,0.0001,0.0009,0.0000,0.3003
-DCC_bivariate_loop,,0.1474,0.3518,,0.0147,0.0000,0.0005,0.0032,0.0001,0.9254
-SW_cross_validated,,0.1161,0.0044,0.0147,,0.0000,0.2285,0.5988,0.1754,0.0098
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0055,0.0001,0.0005,0.2285,0.0000,,0.4808,0.9608,0.0003
-SW_60,,0.0324,0.0009,0.0032,0.5988,0.0000,0.4808,,0.4140,0.0019
-SW_120,,0.0017,0.0000,0.0001,0.1754,0.0000,0.9608,0.4140,,0.0000
-sFC,,0.0869,0.3003,0.9254,0.0098,0.0000,0.0003,0.0019,0.0000,
+SVWP_joint,,,2.8451e-02,1.4743e-01,1.1610e-01,2.0389e-11,5.5471e-03,3.2404e-02,1.7038e-03,8.6919e-02
+DCC_joint,,2.8451e-02,,3.5177e-01,4.4366e-03,5.9547e-13,1.4631e-04,9.1793e-04,2.2120e-05,3.0026e-01
+DCC_bivariate_loop,,1.4743e-01,3.5177e-01,,1.4683e-02,1.5516e-12,4.9458e-04,3.1916e-03,9.0948e-05,9.2543e-01
+SW_cross_validated,,1.1610e-01,4.4366e-03,1.4683e-02,,3.3511e-08,2.2854e-01,5.9876e-01,1.7543e-01,9.8218e-03
+SW_15,,2.0389e-11,5.9547e-13,1.5516e-12,3.3511e-08,,5.3576e-07,9.1732e-08,1.1114e-07,3.1453e-13
+SW_30,,5.5471e-03,1.4631e-04,4.9458e-04,2.2854e-01,5.3576e-07,,4.8083e-01,9.6081e-01,2.8069e-04
+SW_60,,3.2404e-02,9.1793e-04,3.1916e-03,5.9876e-01,9.1732e-08,4.8083e-01,,4.1399e-01,1.9353e-03
+SW_120,,1.7038e-03,2.2120e-05,9.0948e-05,1.7543e-01,1.1114e-07,9.6081e-01,4.1399e-01,,3.8482e-05
+sFC,,8.6919e-02,3.0026e-01,9.2543e-01,9.8218e-03,3.1453e-13,2.8069e-04,1.9353e-03,3.8482e-05,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 94bbd47b..54430c9e 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0003,0.0003,0.5224,0.0000,0.2057,0.1419,0.4791,0.0000
-DCC_joint,,0.0003,,0.7831,0.0000,0.0373,0.0140,0.0000,0.0002,0.0000
-DCC_bivariate_loop,,0.0003,0.7831,,0.0000,0.0774,0.0103,0.0000,0.0002,0.0000
-SW_cross_validated,,0.5224,0.0000,0.0000,,0.0000,0.0676,0.3140,0.1154,0.0000
-SW_15,,0.0000,0.0373,0.0774,0.0000,,0.0001,0.0000,0.0000,0.0000
-SW_30,,0.2057,0.0140,0.0103,0.0676,0.0001,,0.0178,0.3676,0.0000
-SW_60,,0.1419,0.0000,0.0000,0.3140,0.0000,0.0178,,0.0219,0.0000
-SW_120,,0.4791,0.0002,0.0002,0.1154,0.0000,0.3676,0.0219,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.9747e-04,2.6934e-04,5.2239e-01,2.6986e-06,2.0571e-01,1.4186e-01,4.7910e-01,8.5365e-22
+DCC_joint,,2.9747e-04,,7.8306e-01,4.2734e-05,3.7316e-02,1.4023e-02,2.0937e-05,2.1458e-04,1.0750e-19
+DCC_bivariate_loop,,2.6934e-04,7.8306e-01,,4.5265e-05,7.7448e-02,1.0289e-02,2.1478e-05,2.1797e-04,6.1525e-19
+SW_cross_validated,,5.2239e-01,4.2734e-05,4.5265e-05,,4.2044e-07,6.7618e-02,3.1396e-01,1.1540e-01,4.3810e-23
+SW_15,,2.6986e-06,3.7316e-02,7.7448e-02,4.2044e-07,,1.4655e-04,3.3494e-07,1.1034e-06,1.1585e-18
+SW_30,,2.0571e-01,1.4023e-02,1.0289e-02,6.7618e-02,1.4655e-04,,1.7764e-02,3.6763e-01,1.0494e-19
+SW_60,,1.4186e-01,2.0937e-05,2.1478e-05,3.1396e-01,3.3494e-07,1.7764e-02,,2.1917e-02,1.9750e-21
+SW_120,,4.7910e-01,2.1458e-04,2.1797e-04,1.1540e-01,1.1034e-06,3.6763e-01,2.1917e-02,,4.4374e-25
+sFC,,8.5365e-22,1.0750e-19,6.1525e-19,4.3810e-23,1.1585e-18,1.0494e-19,1.9750e-21,4.4374e-25,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 69d2686e..f574698c 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0001,0.0001,0.0000,0.0214,0.9952
-DCC_joint,,0.0000,,0.8035,0.0003,0.0000,0.0000,0.0052,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.8035,,0.0007,0.0000,0.0000,0.0123,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0003,0.0007,,0.0000,0.0069,0.1469,0.0000,0.0000
-SW_15,,0.0001,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0037,0.0000
-SW_30,,0.0001,0.0000,0.0000,0.0069,0.0000,,0.0001,0.0000,0.0000
-SW_60,,0.0000,0.0052,0.0123,0.1469,0.0000,0.0001,,0.0000,0.0000
-SW_120,,0.0214,0.0000,0.0000,0.0000,0.0037,0.0000,0.0000,,0.0002
-sFC,,0.9952,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0002,
+SVWP_joint,,,1.0508e-08,2.1165e-08,5.9750e-06,9.8784e-05,1.3182e-04,4.5919e-07,2.1359e-02,9.9521e-01
+DCC_joint,,1.0508e-08,,8.0353e-01,2.6935e-04,3.6385e-14,7.9073e-08,5.1868e-03,2.1257e-12,7.8964e-13
+DCC_bivariate_loop,,2.1165e-08,8.0353e-01,,7.0020e-04,1.1372e-13,3.2380e-07,1.2344e-02,6.0343e-12,4.1540e-12
+SW_cross_validated,,5.9750e-06,2.6935e-04,7.0020e-04,,6.0436e-12,6.9037e-03,1.4693e-01,7.4275e-10,1.9844e-09
+SW_15,,9.8784e-05,3.6385e-14,1.1372e-13,6.0436e-12,,2.3039e-12,4.3105e-13,3.7016e-03,5.3118e-09
+SW_30,,1.3182e-04,7.9073e-08,3.2380e-07,6.9037e-03,2.3039e-12,,6.8991e-05,1.4176e-09,5.8232e-10
+SW_60,,4.5919e-07,5.1868e-03,1.2344e-02,1.4693e-01,4.3105e-13,6.8991e-05,,4.5819e-11,3.2984e-11
+SW_120,,2.1359e-02,2.1257e-12,6.0343e-12,7.4275e-10,3.7016e-03,1.4176e-09,4.5819e-11,,1.8193e-04
+sFC,,9.9521e-01,7.8964e-13,4.1540e-12,1.9844e-09,5.3118e-09,5.8232e-10,3.2984e-11,1.8193e-04,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index c86335aa..83af9b4d 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0446,0.0705,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_joint,,0.0446,,0.7381,0.0000,0.0000,0.0000,0.0000,0.0000,0.0002
-DCC_bivariate_loop,,0.0705,0.7381,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0001,0.9184,0.0110,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0001,0.0000,,0.0001,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.9184,0.0000,0.0001,,0.0095,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0110,0.0000,0.0000,0.0095,,0.0000
-sFC,,0.0001,0.0002,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.4608e-02,7.0500e-02,5.4986e-08,4.9232e-14,1.1994e-10,5.4809e-08,7.1001e-07,1.0912e-04
+DCC_joint,,4.4608e-02,,7.3813e-01,1.6007e-11,2.2402e-17,7.6285e-14,1.8997e-11,2.2022e-11,2.4601e-04
+DCC_bivariate_loop,,7.0500e-02,7.3813e-01,,2.6692e-11,3.3629e-17,1.1643e-13,3.1336e-11,4.3713e-11,1.3734e-04
+SW_cross_validated,,5.4986e-08,1.6007e-11,2.6692e-11,,6.1548e-11,7.8911e-05,9.1836e-01,1.0988e-02,1.7719e-13
+SW_15,,4.9232e-14,2.2402e-17,3.3629e-17,6.1548e-11,,2.4245e-07,8.9417e-11,2.6426e-13,8.4629e-19
+SW_30,,1.1994e-10,7.6285e-14,1.1643e-13,7.8911e-05,2.4245e-07,,1.1300e-04,9.9803e-08,2.0370e-15
+SW_60,,5.4809e-08,1.8997e-11,3.1336e-11,9.1836e-01,8.9417e-11,1.1300e-04,,9.4605e-03,2.2821e-13
+SW_120,,7.1001e-07,2.2022e-11,4.3713e-11,1.0988e-02,2.6426e-13,9.9803e-08,9.4605e-03,,5.7422e-14
+sFC,,1.0912e-04,2.4601e-04,1.3734e-04,1.7719e-13,8.4629e-19,2.0370e-15,2.2821e-13,5.7422e-14,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index e4d7480f..0d00deb6 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.8637,0.3183,0.0000,0.0000,0.0000,0.0000,0.0000,0.0678
-DCC_joint,,0.8637,,0.2907,0.0000,0.0000,0.0000,0.0000,0.0000,0.0226
-DCC_bivariate_loop,,0.3183,0.2907,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0039
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0009,0.6941,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0009,0.0000,0.0000,,0.0064,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.6941,0.0000,0.0000,0.0064,,0.0000
-sFC,,0.0678,0.0226,0.0039,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.6374e-01,3.1830e-01,9.9466e-08,1.2498e-15,9.8685e-13,1.9789e-09,1.8860e-07,6.7776e-02
+DCC_joint,,8.6374e-01,,2.9073e-01,1.8382e-09,6.5276e-18,7.6043e-15,4.3122e-11,8.4565e-09,2.2627e-02
+DCC_bivariate_loop,,3.1830e-01,2.9073e-01,,2.0650e-08,2.7796e-17,4.0970e-14,3.0192e-10,7.2210e-08,3.8586e-03
+SW_cross_validated,,9.9466e-08,1.8382e-09,2.0650e-08,,1.7756e-15,1.5145e-10,9.2341e-04,6.9408e-01,1.5901e-09
+SW_15,,1.2498e-15,6.5276e-18,2.7796e-17,1.7756e-15,,4.2702e-10,3.1616e-13,5.1179e-14,1.5502e-16
+SW_30,,9.8685e-13,7.6043e-15,4.0970e-14,1.5145e-10,4.2702e-10,,3.8395e-07,3.7921e-09,6.8258e-14
+SW_60,,1.9789e-09,4.3122e-11,3.0192e-10,9.2341e-04,3.1616e-13,3.8395e-07,,6.3912e-03,6.5760e-11
+SW_120,,1.8860e-07,8.4565e-09,7.2210e-08,6.9408e-01,5.1179e-14,3.7921e-09,6.3912e-03,,3.8590e-09
+sFC,,6.7776e-02,2.2627e-02,3.8586e-03,1.5901e-09,1.5502e-16,6.8258e-14,6.5760e-11,3.8590e-09,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index a01b45b7..803a6637 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.7340,0.8424,0.0724,0.0000,0.0000,0.0180,0.2100,0.0000
-DCC_joint,,0.7340,,0.8792,0.0202,0.0000,0.0000,0.0031,0.0705,0.0000
-DCC_bivariate_loop,,0.8424,0.8792,,0.0312,0.0000,0.0000,0.0054,0.1053,0.0000
-SW_cross_validated,,0.0724,0.0202,0.0312,,0.0000,0.0000,0.5003,0.3977,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0180,0.0031,0.0054,0.5003,0.0000,0.0000,,0.1038,0.0000
-SW_120,,0.2100,0.0705,0.1053,0.3977,0.0000,0.0000,0.1038,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.3395e-01,8.4241e-01,7.2428e-02,2.0849e-11,6.3835e-08,1.8008e-02,2.1001e-01,3.9518e-16
+DCC_joint,,7.3395e-01,,8.7919e-01,2.0172e-02,2.7052e-12,3.8707e-09,3.1170e-03,7.0471e-02,8.1251e-18
+DCC_bivariate_loop,,8.4241e-01,8.7919e-01,,3.1157e-02,4.1942e-12,7.4552e-09,5.4214e-03,1.0525e-01,1.7916e-17
+SW_cross_validated,,7.2428e-02,2.0172e-02,3.1157e-02,,2.3434e-11,2.4199e-07,5.0029e-01,3.9772e-01,2.1863e-17
+SW_15,,2.0849e-11,2.7052e-12,4.1942e-12,2.3434e-11,,7.7794e-08,1.6247e-11,3.3616e-12,2.2815e-07
+SW_30,,6.3835e-08,3.8707e-09,7.4552e-09,2.4199e-07,7.7794e-08,,2.2183e-07,1.0542e-08,3.1091e-16
+SW_60,,1.8008e-02,3.1170e-03,5.4214e-03,5.0029e-01,1.6247e-11,2.2183e-07,,1.0377e-01,1.8619e-18
+SW_120,,2.1001e-01,7.0471e-02,1.0525e-01,3.9772e-01,3.3616e-12,1.0542e-08,1.0377e-01,,4.6503e-19
+sFC,,3.9518e-16,8.1251e-18,1.7916e-17,2.1863e-17,2.2815e-07,3.1091e-16,1.8619e-18,4.6503e-19,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 86bfc64c..9f51c167 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.5135,0.6130,0.4572,0.0000,0.0048,0.5802,0.0000,0.0000
-DCC_joint,,0.5135,,0.8365,0.0820,0.0000,0.0000,0.1081,0.0000,0.0000
-DCC_bivariate_loop,,0.6130,0.8365,,0.1168,0.0000,0.0001,0.1567,0.0000,0.0000
-SW_cross_validated,,0.4572,0.0820,0.1168,,0.0000,0.0074,0.7738,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0009,0.0000
-SW_30,,0.0048,0.0000,0.0001,0.0074,0.0000,,0.0019,0.0000,0.0000
-SW_60,,0.5802,0.1081,0.1567,0.7738,0.0000,0.0019,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0009,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.1352e-01,6.1304e-01,4.5716e-01,1.1354e-09,4.7665e-03,5.8017e-01,3.6102e-12,4.8503e-14
+DCC_joint,,5.1352e-01,,8.3645e-01,8.2034e-02,5.8553e-12,3.5664e-05,1.0813e-01,2.2505e-15,2.7090e-18
+DCC_bivariate_loop,,6.1304e-01,8.3645e-01,,1.1684e-01,7.5602e-12,5.9068e-05,1.5670e-01,2.9384e-15,3.6791e-18
+SW_cross_validated,,4.5716e-01,8.2034e-02,1.1684e-01,,1.7682e-10,7.4247e-03,7.7382e-01,1.2113e-13,3.7258e-16
+SW_15,,1.1354e-09,5.8553e-12,7.5602e-12,1.7682e-10,,1.7672e-09,4.0481e-11,9.3069e-04,8.7694e-08
+SW_30,,4.7665e-03,3.5664e-05,5.9068e-05,7.4247e-03,1.7672e-09,,1.9156e-03,2.3922e-13,1.3485e-16
+SW_60,,5.8017e-01,1.0813e-01,1.5670e-01,7.7382e-01,4.0481e-11,1.9156e-03,,1.4337e-14,1.8659e-17
+SW_120,,3.6102e-12,2.2505e-15,2.9384e-15,1.2113e-13,9.3069e-04,2.3922e-13,1.4337e-14,,5.3306e-06
+sFC,,4.8503e-14,2.7090e-18,3.6791e-18,3.7258e-16,8.7694e-08,1.3485e-16,1.8659e-17,5.3306e-06,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index bae35094..7d04bef5 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.4134,0.0000,0.0000,0.0000,0.0000,0.0000,0.9045
-DCC_bivariate_loop,,0.0001,0.4134,,0.0000,0.0000,0.0000,0.0000,0.0000,0.4040
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0008,0.5040,0.8482,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0008,0.0000,,0.0003,0.0019,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.5040,0.0000,0.0003,,0.4223,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.8482,0.0000,0.0019,0.4223,,0.0000
-sFC,,0.0000,0.9045,0.4040,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.4749e-05,8.3535e-05,6.1337e-10,6.2741e-14,4.2782e-11,6.2515e-09,2.2062e-09,4.5579e-06
+DCC_joint,,1.4749e-05,,4.1339e-01,1.0949e-12,5.2775e-15,4.8597e-13,1.1413e-11,6.0259e-12,9.0446e-01
+DCC_bivariate_loop,,8.3535e-05,4.1339e-01,,2.3102e-12,7.1309e-15,8.2805e-13,2.3839e-11,1.2040e-11,4.0399e-01
+SW_cross_validated,,6.1337e-10,1.0949e-12,2.3102e-12,,2.1442e-10,8.1811e-04,5.0396e-01,8.4822e-01,3.9999e-13
+SW_15,,6.2741e-14,5.2775e-15,7.1309e-15,2.1442e-10,,6.2096e-08,1.7696e-10,4.4694e-10,3.8620e-15
+SW_30,,4.2782e-11,4.8597e-13,8.2805e-13,8.1811e-04,6.2096e-08,,3.1904e-04,1.9278e-03,2.6924e-13
+SW_60,,6.2515e-09,1.1413e-11,2.3839e-11,5.0396e-01,1.7696e-10,3.1904e-04,,4.2225e-01,5.0683e-12
+SW_120,,2.2062e-09,6.0259e-12,1.2040e-11,8.4822e-01,4.4694e-10,1.9278e-03,4.2225e-01,,2.8029e-12
+sFC,,4.5579e-06,9.0446e-01,4.0399e-01,3.9999e-13,3.8620e-15,2.6924e-13,5.0683e-12,2.8029e-12,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 161dd501..438a7360 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0279,0.0701,0.0039,0.0000,0.0000,0.1710,0.0355,0.0000
-DCC_joint,,0.0279,,0.7546,0.0001,0.0000,0.0000,0.0085,0.0007,0.0000
-DCC_bivariate_loop,,0.0701,0.7546,,0.0003,0.0000,0.0000,0.0163,0.0018,0.0000
-SW_cross_validated,,0.0039,0.0001,0.0003,,0.0000,0.0055,0.2447,0.3008,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0055,0.0000,,0.0008,0.0003,0.0000
-SW_60,,0.1710,0.0085,0.0163,0.2447,0.0000,0.0008,,0.7535,0.0000
-SW_120,,0.0355,0.0007,0.0018,0.3008,0.0000,0.0003,0.7535,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.7855e-02,7.0070e-02,3.9480e-03,3.8309e-12,5.4120e-07,1.7104e-01,3.5503e-02,2.1338e-20
+DCC_joint,,2.7855e-02,,7.5458e-01,1.0741e-04,1.6988e-12,4.5583e-08,8.4541e-03,6.9262e-04,1.8171e-19
+DCC_bivariate_loop,,7.0070e-02,7.5458e-01,,2.7179e-04,3.8845e-12,1.2928e-07,1.6332e-02,1.8326e-03,8.4703e-19
+SW_cross_validated,,3.9480e-03,1.0741e-04,2.7179e-04,,4.0800e-09,5.4954e-03,2.4472e-01,3.0081e-01,8.1198e-16
+SW_15,,3.8309e-12,1.6988e-12,3.8845e-12,4.0800e-09,,2.3950e-07,3.7357e-09,3.7546e-10,4.2941e-10
+SW_30,,5.4120e-07,4.5583e-08,1.2928e-07,5.4954e-03,2.3950e-07,,7.7096e-04,2.7275e-04,1.7935e-15
+SW_60,,1.7104e-01,8.4541e-03,1.6332e-02,2.4472e-01,3.7357e-09,7.7096e-04,,7.5348e-01,7.9264e-15
+SW_120,,3.5503e-02,6.9262e-04,1.8326e-03,3.0081e-01,3.7546e-10,2.7275e-04,7.5348e-01,,4.3659e-17
+sFC,,2.1338e-20,1.8171e-19,8.4703e-19,8.1198e-16,4.2941e-10,1.7935e-15,7.9264e-15,4.3659e-17,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index cd7d340e..8e7d04f6 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
 SVWP_joint,,,,,,,,,,
-DCC_joint,,,,0.8976,0.0000,0.0760,0.0000,0.0003,0.0000,0.0000
-DCC_bivariate_loop,,,0.8976,,0.0000,0.0467,0.0000,0.0001,0.0000,0.0000
-SW_cross_validated,,,0.0000,0.0000,,0.0010,0.2858,0.0162,0.0000,0.0000
-SW_15,,,0.0760,0.0467,0.0010,,0.0004,0.0659,0.0000,0.0000
-SW_30,,,0.0000,0.0000,0.2858,0.0004,,0.0043,0.0000,0.0000
-SW_60,,,0.0003,0.0001,0.0162,0.0659,0.0043,,0.0000,0.0000
-SW_120,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0344
-sFC,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0344,
+DCC_joint,,,,8.9756e-01,5.6973e-06,7.5999e-02,5.2968e-06,3.4990e-04,1.7796e-13,6.9200e-14
+DCC_bivariate_loop,,,8.9756e-01,,1.3627e-06,4.6726e-02,1.9005e-06,8.8053e-05,1.5048e-14,4.9113e-15
+SW_cross_validated,,,5.6973e-06,1.3627e-06,,9.6160e-04,2.8575e-01,1.6226e-02,2.2460e-17,8.2712e-18
+SW_15,,,7.5999e-02,4.6726e-02,9.6160e-04,,3.7465e-04,6.5854e-02,9.2884e-14,4.1395e-14
+SW_30,,,5.2968e-06,1.9005e-06,2.8575e-01,3.7465e-04,,4.2521e-03,2.5137e-15,1.2891e-15
+SW_60,,,3.4990e-04,8.8053e-05,1.6226e-02,6.5854e-02,4.2521e-03,,8.9505e-18,2.4564e-18
+SW_120,,,1.7796e-13,1.5048e-14,2.2460e-17,9.2884e-14,2.5137e-15,8.9505e-18,,3.4400e-02
+sFC,,,6.9200e-14,4.9113e-15,8.2712e-18,4.1395e-14,1.2891e-15,2.4564e-18,3.4400e-02,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index fb4ea245..8de4f06a 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0101,0.1635,0.0028,0.0000,0.0000,0.0000,0.0011,0.0005
-DCC_joint,,0.0101,,0.3421,0.0000,0.0000,0.0000,0.0000,0.0001,0.3145
-DCC_bivariate_loop,,0.1635,0.3421,,0.0006,0.0000,0.0000,0.0000,0.0003,0.0711
-SW_cross_validated,,0.0028,0.0000,0.0006,,0.0000,0.0000,0.0004,0.2050,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0002,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0004,0.0000,0.0002,,0.0665,0.0000
-SW_120,,0.0011,0.0001,0.0003,0.2050,0.0000,0.0000,0.0665,,0.0000
-sFC,,0.0005,0.3145,0.0711,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.0135e-02,1.6354e-01,2.7846e-03,2.6772e-15,1.8932e-11,4.4968e-08,1.0733e-03,5.0237e-04
+DCC_joint,,1.0135e-02,,3.4208e-01,4.4714e-05,1.1262e-15,3.4486e-12,2.9202e-09,5.6326e-05,3.1452e-01
+DCC_bivariate_loop,,1.6354e-01,3.4208e-01,,5.5239e-04,7.0077e-15,3.1105e-11,3.5413e-08,2.9386e-04,7.1122e-02
+SW_cross_validated,,2.7846e-03,4.4714e-05,5.5239e-04,,1.3066e-12,5.2594e-08,4.3543e-04,2.0501e-01,6.4186e-06
+SW_15,,2.6772e-15,1.1262e-15,7.0077e-15,1.3066e-12,,8.6309e-08,9.6044e-11,4.8064e-10,3.7752e-16
+SW_30,,1.8932e-11,3.4486e-12,3.1105e-11,5.2594e-08,8.6309e-08,,1.6519e-04,3.1500e-05,8.5472e-13
+SW_60,,4.4968e-08,2.9202e-09,3.5413e-08,4.3543e-04,9.6044e-11,1.6519e-04,,6.6525e-02,5.4526e-10
+SW_120,,1.0733e-03,5.6326e-05,2.9386e-04,2.0501e-01,4.8064e-10,3.1500e-05,6.6525e-02,,1.5802e-05
+sFC,,5.0237e-04,3.1452e-01,7.1122e-02,6.4186e-06,3.7752e-16,8.5472e-13,5.4526e-10,1.5802e-05,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index c17c39c3..db4cfade 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0011,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0016
-DCC_joint,,0.0011,,0.2708,0.0004,0.0000,0.0000,0.0000,0.0000,0.7477
-DCC_bivariate_loop,,0.0001,0.2708,,0.0047,0.0000,0.0000,0.0000,0.0000,0.1527
-SW_cross_validated,,0.0000,0.0004,0.0047,,0.0000,0.0000,0.0000,0.0121,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0121,0.0000,0.0000,0.0001,,0.0000
-sFC,,0.0016,0.7477,0.1527,0.0001,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.1366e-03,1.4554e-04,4.7171e-07,6.2235e-19,2.7448e-16,5.8426e-13,8.4974e-10,1.5797e-03
+DCC_joint,,1.1366e-03,,2.7083e-01,3.6229e-04,2.4301e-18,2.8024e-15,2.7850e-11,2.0296e-07,7.4771e-01
+DCC_bivariate_loop,,1.4554e-04,2.7083e-01,,4.6749e-03,1.2943e-17,2.3990e-14,3.4461e-10,3.1156e-06,1.5275e-01
+SW_cross_validated,,4.7171e-07,3.6229e-04,4.6749e-03,,9.1451e-16,8.2094e-12,7.2604e-07,1.2106e-02,1.4180e-04
+SW_15,,6.2235e-19,2.4301e-18,1.2943e-17,9.1451e-16,,3.8840e-12,2.5610e-15,8.3678e-16,7.8615e-19
+SW_30,,2.7448e-16,2.8024e-15,2.3990e-14,8.2094e-12,3.8840e-12,,4.4492e-09,3.6117e-11,7.3449e-16
+SW_60,,5.8426e-13,2.7850e-11,3.4461e-10,7.2604e-07,2.5610e-15,4.4492e-09,,1.0239e-04,7.5891e-12
+SW_120,,8.4974e-10,2.0296e-07,3.1156e-06,1.2106e-02,8.3678e-16,3.6117e-11,1.0239e-04,,6.4756e-08
+sFC,,1.5797e-03,7.4771e-01,1.5275e-01,1.4180e-04,7.8615e-19,7.3449e-16,7.5891e-12,6.4756e-08,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 321b0725..69482b02 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0055,0.0000,0.0000,0.0019,0.0000,0.0000
-DCC_joint,,0.0000,,0.6477,0.0000,0.0010,0.0001,0.0000,0.0015,0.0000
-DCC_bivariate_loop,,0.0000,0.6477,,0.0000,0.0030,0.0001,0.0000,0.0006,0.0000
-SW_cross_validated,,0.0055,0.0000,0.0000,,0.0000,0.0068,0.8149,0.0003,0.0000
-SW_15,,0.0000,0.0010,0.0030,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0001,0.0001,0.0068,0.0000,,0.0070,0.2300,0.0000
-SW_60,,0.0019,0.0000,0.0000,0.8149,0.0000,0.0070,,0.0003,0.0000
-SW_120,,0.0000,0.0015,0.0006,0.0003,0.0000,0.2300,0.0003,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.6923e-10,1.7219e-10,5.4882e-03,5.4265e-12,5.2200e-06,1.8823e-03,2.6835e-07,1.3958e-22
+DCC_joint,,2.6923e-10,,6.4772e-01,1.4357e-07,9.9476e-04,1.1764e-04,5.0731e-08,1.4810e-03,7.5905e-24
+DCC_bivariate_loop,,1.7219e-10,6.4772e-01,,8.0308e-08,2.9873e-03,5.4923e-05,2.7476e-08,6.3530e-04,9.3118e-24
+SW_cross_validated,,5.4882e-03,1.4357e-07,8.0308e-08,,1.2071e-09,6.8009e-03,8.1487e-01,3.3826e-04,1.3804e-21
+SW_15,,5.4265e-12,9.9476e-04,2.9873e-03,1.2071e-09,,2.5261e-07,3.0515e-10,1.3979e-06,4.4159e-24
+SW_30,,5.2200e-06,1.1764e-04,5.4923e-05,6.8009e-03,2.5261e-07,,7.0056e-03,2.3001e-01,2.2357e-21
+SW_60,,1.8823e-03,5.0731e-08,2.7476e-08,8.1487e-01,3.0515e-10,7.0056e-03,,2.6414e-04,1.0821e-22
+SW_120,,2.6835e-07,1.4810e-03,6.3530e-04,3.3826e-04,1.3979e-06,2.3001e-01,2.6414e-04,,6.0989e-22
+sFC,,1.3958e-22,7.5905e-24,9.3118e-24,1.3804e-21,4.4159e-24,2.2357e-21,1.0821e-22,6.0989e-22,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index bc3200a0..bdc4d17f 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0011,0.0000,0.0013,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.9175,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.9175,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0011,0.0000,0.0000,,0.0000,0.8668,0.0005,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.3370,0.0000,0.0000
-SW_30,,0.0013,0.0000,0.0000,0.8668,0.0000,,0.0003,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0005,0.3370,0.0003,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.3756e-10,2.1672e-10,1.0996e-03,1.8023e-07,1.2977e-03,9.4221e-07,2.0236e-17,1.0966e-19
+DCC_joint,,2.3756e-10,,9.1748e-01,2.5889e-09,1.0739e-05,1.4789e-09,2.3114e-06,2.1974e-14,4.4201e-18
+DCC_bivariate_loop,,2.1672e-10,9.1748e-01,,2.2871e-09,8.7852e-06,1.3103e-09,1.9239e-06,2.5766e-14,5.1358e-18
+SW_cross_validated,,1.0996e-03,2.5889e-09,2.2871e-09,,4.3717e-05,8.6675e-01,4.8660e-04,1.4017e-18,1.0023e-21
+SW_15,,1.8023e-07,1.0739e-05,8.7852e-06,4.3717e-05,,2.2673e-05,3.3696e-01,2.1548e-17,6.2449e-21
+SW_30,,1.2977e-03,1.4789e-09,1.3103e-09,8.6675e-01,2.2673e-05,,2.6632e-04,6.8831e-19,3.8060e-22
+SW_60,,9.4221e-07,2.3114e-06,1.9239e-06,4.8660e-04,3.3696e-01,2.6632e-04,,2.1781e-17,9.7174e-21
+SW_120,,2.0236e-17,2.1974e-14,2.5766e-14,1.4017e-18,2.1548e-17,6.8831e-19,2.1781e-17,,5.9095e-13
+sFC,,1.0966e-19,4.4201e-18,5.1358e-18,1.0023e-21,6.2449e-21,3.8060e-22,9.7174e-21,5.9095e-13,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 3ea082f6..4715ecff 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0006,0.0000,0.5355,0.0000,0.3393,0.7894,0.0000,0.0470
-DCC_joint,,0.0006,,0.4737,0.0073,0.0000,0.1451,0.0112,0.0000,0.0032
-DCC_bivariate_loop,,0.0000,0.4737,,0.0016,0.0000,0.0491,0.0023,0.0000,0.0001
-SW_cross_validated,,0.5355,0.0073,0.0016,,0.0000,0.2466,0.7758,0.0010,0.1864
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0006,0.0000
-SW_30,,0.3393,0.1451,0.0491,0.2466,0.0000,,0.3528,0.0001,0.7484
-SW_60,,0.7894,0.0112,0.0023,0.7758,0.0000,0.3528,,0.0003,0.3068
-SW_120,,0.0000,0.0000,0.0000,0.0010,0.0006,0.0001,0.0003,,0.0000
-sFC,,0.0470,0.0032,0.0001,0.1864,0.0000,0.7484,0.3068,0.0000,
+SVWP_joint,,,6.1528e-04,1.6569e-05,5.3552e-01,1.4213e-07,3.3934e-01,7.8937e-01,3.0644e-07,4.7024e-02
+DCC_joint,,6.1528e-04,,4.7370e-01,7.2707e-03,1.4016e-08,1.4513e-01,1.1182e-02,2.0958e-08,3.1823e-03
+DCC_bivariate_loop,,1.6569e-05,4.7370e-01,,1.6096e-03,4.4440e-09,4.9135e-02,2.3155e-03,1.4983e-09,5.6633e-05
+SW_cross_validated,,5.3552e-01,7.2707e-03,1.6096e-03,,5.4561e-06,2.4661e-01,7.7581e-01,1.0498e-03,1.8635e-01
+SW_15,,1.4213e-07,1.4016e-08,4.4440e-09,5.4561e-06,,8.6722e-07,2.4328e-06,5.8415e-04,3.9721e-08
+SW_30,,3.3934e-01,1.4513e-01,4.9135e-02,2.4661e-01,8.6722e-07,,3.5278e-01,5.4957e-05,7.4843e-01
+SW_60,,7.8937e-01,1.1182e-02,2.3155e-03,7.7581e-01,2.4328e-06,3.5278e-01,,2.9784e-04,3.0679e-01
+SW_120,,3.0644e-07,2.0958e-08,1.4983e-09,1.0498e-03,5.8415e-04,5.4957e-05,2.9784e-04,,9.4409e-09
+sFC,,4.7024e-02,3.1823e-03,5.6633e-05,1.8635e-01,3.9721e-08,7.4843e-01,3.0679e-01,9.4409e-09,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 3d100aac..ee2d16f7 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.8061,0.0000,0.1331,0.8764,0.0000,0.0000
-DCC_joint,,0.0000,,0.1231,0.0000,0.0307,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.1231,,0.0000,0.0016,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.8061,0.0000,0.0000,,0.0000,0.2406,0.7113,0.0000,0.0000
-SW_15,,0.0000,0.0307,0.0016,0.0000,,0.0000,0.0000,0.0001,0.0000
-SW_30,,0.1331,0.0000,0.0000,0.2406,0.0000,,0.1275,0.0003,0.0000
-SW_60,,0.8764,0.0000,0.0000,0.7113,0.0000,0.1275,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0001,0.0003,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.3595e-12,2.7621e-13,8.0606e-01,2.1047e-10,1.3306e-01,8.7635e-01,7.7948e-06,1.4050e-28
+DCC_joint,,1.3595e-12,,1.2310e-01,1.3103e-11,3.0659e-02,4.2311e-11,7.9695e-12,3.9478e-07,2.7451e-29
+DCC_bivariate_loop,,2.7621e-13,1.2310e-01,,2.8340e-12,1.6158e-03,8.0448e-12,1.7778e-12,4.4946e-08,1.5800e-29
+SW_cross_validated,,8.0606e-01,1.3103e-11,2.8340e-12,,1.2334e-09,2.4056e-01,7.1125e-01,3.0233e-05,3.0450e-27
+SW_15,,2.1047e-10,3.0659e-02,1.6158e-03,1.2334e-09,,5.4593e-09,7.1090e-10,7.7974e-05,5.3354e-27
+SW_30,,1.3306e-01,4.2311e-11,8.0448e-12,2.4056e-01,5.4593e-09,,1.2753e-01,3.0098e-04,1.9213e-27
+SW_60,,8.7635e-01,7.9695e-12,1.7778e-12,7.1125e-01,7.1090e-10,1.2753e-01,,1.4186e-05,2.7894e-27
+SW_120,,7.7948e-06,3.9478e-07,4.4946e-08,3.0233e-05,7.7974e-05,3.0098e-04,1.4186e-05,,4.0424e-26
+sFC,,1.4050e-28,2.7451e-29,1.5800e-29,3.0450e-27,5.3354e-27,1.9213e-27,2.7894e-27,4.0424e-26,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 3812813c..ea8a8c95 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
 SVWP_joint,,,,,,,,,,
-DCC_joint,,,,0.9326,0.0268,0.0000,0.0008,0.0668,0.0000,0.0000
-DCC_bivariate_loop,,,0.9326,,0.0238,0.0000,0.0006,0.0600,0.0000,0.0000
-SW_cross_validated,,,0.0268,0.0238,,0.0000,0.1071,0.4911,0.0000,0.0000
-SW_15,,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.5507,0.0684
-SW_30,,,0.0008,0.0006,0.1071,0.0000,,0.0232,0.0000,0.0000
-SW_60,,,0.0668,0.0600,0.4911,0.0000,0.0232,,0.0000,0.0000
-SW_120,,,0.0000,0.0000,0.0000,0.5507,0.0000,0.0000,,0.0002
-sFC,,,0.0000,0.0000,0.0000,0.0684,0.0000,0.0000,0.0002,
+DCC_joint,,,,9.3259e-01,2.6814e-02,1.3782e-10,8.2142e-04,6.6838e-02,5.1605e-14,7.5537e-14
+DCC_bivariate_loop,,,9.3259e-01,,2.3753e-02,7.4808e-11,6.4070e-04,5.9952e-02,6.2791e-15,6.3576e-15
+SW_cross_validated,,,2.6814e-02,2.3753e-02,,8.0068e-09,1.0709e-01,4.9106e-01,2.9595e-11,8.5953e-11
+SW_15,,,1.3782e-10,7.4808e-11,8.0068e-09,,3.3831e-07,9.0574e-10,5.5072e-01,6.8375e-02
+SW_30,,,8.2142e-04,6.4070e-04,1.0709e-01,3.3831e-07,,2.3151e-02,6.8207e-09,3.2255e-08
+SW_60,,,6.6838e-02,5.9952e-02,4.9106e-01,9.0574e-10,2.3151e-02,,3.2863e-13,5.6790e-13
+SW_120,,,5.1605e-14,6.2791e-15,2.9595e-11,5.5072e-01,6.8207e-09,3.2863e-13,,1.5465e-04
+sFC,,,7.5537e-14,6.3576e-15,8.5953e-11,6.8375e-02,3.2255e-08,5.6790e-13,1.5465e-04,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index 245f1ec5..b8342984 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0061,0.0127,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0061,,0.7805,0.0000,0.0000,0.0000,0.0000,0.0000,0.0089
-DCC_bivariate_loop,,0.0127,0.7805,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0037
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0002,0.4357,0.0284,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0002,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.4357,0.0000,0.0000,,0.0738,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0284,0.0000,0.0000,0.0738,,0.0000
-sFC,,0.0000,0.0089,0.0037,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.1114e-03,1.2707e-02,5.6424e-13,3.4692e-18,1.8555e-15,1.1552e-14,3.8745e-14,2.1825e-09
+DCC_joint,,6.1114e-03,,7.8045e-01,5.3245e-13,7.1912e-18,3.0005e-15,2.9241e-14,9.8158e-14,8.9002e-03
+DCC_bivariate_loop,,1.2707e-02,7.8045e-01,,6.2420e-13,7.7234e-18,3.3666e-15,3.4148e-14,1.1666e-13,3.6717e-03
+SW_cross_validated,,5.6424e-13,5.3245e-13,6.2420e-13,,5.1988e-11,1.7926e-04,4.3568e-01,2.8395e-02,1.4865e-14
+SW_15,,3.4692e-18,7.1912e-18,7.7234e-18,5.1988e-11,,2.2218e-08,2.7638e-12,4.6905e-13,4.1187e-19
+SW_30,,1.8555e-15,3.0005e-15,3.3666e-15,1.7926e-04,2.2218e-08,,7.3716e-06,2.7693e-07,9.4537e-17
+SW_60,,1.1552e-14,2.9241e-14,3.4148e-14,4.3568e-01,2.7638e-12,7.3716e-06,,7.3782e-02,1.6216e-16
+SW_120,,3.8745e-14,9.8158e-14,1.1666e-13,2.8395e-02,4.6905e-13,2.7693e-07,7.3782e-02,,3.5154e-16
+sFC,,2.1825e-09,8.9002e-03,3.6717e-03,1.4865e-14,4.1187e-19,9.4537e-17,1.6216e-16,3.5154e-16,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index d5c7fec0..1b55358e 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1561,0.6985,0.0000,0.0000,0.0000,0.0000,0.0000,0.0166
-DCC_joint,,0.1561,,0.3452,0.0000,0.0000,0.0000,0.0000,0.0000,0.3222
-DCC_bivariate_loop,,0.6985,0.3452,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0633
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.8506,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.8506,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0166,0.3222,0.0633,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.5613e-01,6.9848e-01,1.4927e-12,1.9399e-19,3.7657e-17,1.5153e-14,2.4570e-12,1.6606e-02
+DCC_joint,,1.5613e-01,,3.4517e-01,6.4540e-13,1.9652e-19,3.2986e-17,9.5073e-15,1.0166e-12,3.2218e-01
+DCC_bivariate_loop,,6.9848e-01,3.4517e-01,,8.0867e-12,8.3260e-19,2.1694e-16,9.4191e-14,1.1511e-11,6.3255e-02
+SW_cross_validated,,1.4927e-12,6.4540e-13,8.0867e-12,,2.1014e-17,3.1691e-13,3.0539e-06,8.5057e-01,4.7195e-14
+SW_15,,1.9399e-19,1.9652e-19,8.3260e-19,2.1014e-17,,6.9198e-12,4.8336e-16,4.2751e-17,4.3771e-20
+SW_30,,3.7657e-17,3.2986e-17,2.1694e-16,3.1691e-13,6.9198e-12,,2.5562e-10,8.6545e-13,4.5434e-18
+SW_60,,1.5153e-14,9.5073e-15,9.4191e-14,3.0539e-06,4.8336e-16,2.5562e-10,,9.5147e-06,8.5816e-16
+SW_120,,2.4570e-12,1.0166e-12,1.1511e-11,8.5057e-01,4.2751e-17,8.6545e-13,9.5147e-06,,8.4674e-14
+sFC,,1.6606e-02,3.2218e-01,6.3255e-02,4.7195e-14,4.3771e-20,4.5434e-18,8.5816e-16,8.4674e-14,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 32ec16a0..92cbabf8 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0000,0.0006,0.0000,0.0000,0.0002,0.0005,0.0000
-DCC_joint,,0.0001,,0.6601,0.1895,0.0000,0.0000,0.3622,0.5603,0.0000
-DCC_bivariate_loop,,0.0000,0.6601,,0.2663,0.0000,0.0000,0.5351,0.7636,0.0000
-SW_cross_validated,,0.0006,0.1895,0.2663,,0.0000,0.0022,0.5465,0.4359,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0022,0.0000,,0.0001,0.0001,0.0000
-SW_60,,0.0002,0.3622,0.5351,0.5465,0.0000,0.0001,,0.8100,0.0000
-SW_120,,0.0005,0.5603,0.7636,0.4359,0.0000,0.0001,0.8100,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.5746e-05,2.6512e-05,5.5872e-04,3.1324e-13,2.2839e-08,1.7294e-04,4.6992e-04,2.0651e-22
+DCC_joint,,5.5746e-05,,6.6010e-01,1.8945e-01,2.6572e-12,3.4922e-06,3.6219e-01,5.6034e-01,4.2251e-24
+DCC_bivariate_loop,,2.6512e-05,6.6010e-01,,2.6628e-01,3.5189e-12,5.7888e-06,5.3505e-01,7.6359e-01,5.8848e-24
+SW_cross_validated,,5.5872e-04,1.8945e-01,2.6628e-01,,3.9931e-09,2.2207e-03,5.4654e-01,4.3587e-01,7.5642e-16
+SW_15,,3.1324e-13,2.6572e-12,3.5189e-12,3.9931e-09,,5.6980e-07,8.0069e-11,8.9985e-11,1.9804e-11
+SW_30,,2.2839e-08,3.4922e-06,5.7888e-06,2.2207e-03,5.6980e-07,,9.5367e-05,7.6986e-05,1.8092e-15
+SW_60,,1.7294e-04,3.6219e-01,5.3505e-01,5.4654e-01,8.0069e-11,9.5367e-05,,8.1002e-01,3.8626e-19
+SW_120,,4.6992e-04,5.6034e-01,7.6359e-01,4.3587e-01,8.9985e-11,7.6986e-05,8.1002e-01,,9.4462e-19
+sFC,,2.0651e-22,4.2251e-24,5.8848e-24,7.5642e-16,1.9804e-11,1.8092e-15,3.8626e-19,9.4462e-19,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 485d37c8..1eaa12d6 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0001,0.0002,0.0000,0.0001,0.0069,0.0000,0.0000
-DCC_joint,,0.0001,,0.9018,0.5460,0.0000,0.7721,0.0446,0.0000,0.0000
-DCC_bivariate_loop,,0.0001,0.9018,,0.6100,0.0000,0.8605,0.0354,0.0000,0.0000
-SW_cross_validated,,0.0002,0.5460,0.6100,,0.0000,0.7278,0.0366,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0001,0.7721,0.8605,0.7278,0.0000,,0.0354,0.0000,0.0000
-SW_60,,0.0069,0.0446,0.0354,0.0366,0.0000,0.0354,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.5756e-05,5.3060e-05,2.1896e-04,3.2297e-11,8.2607e-05,6.9451e-03,2.7722e-16,9.4585e-19
+DCC_joint,,6.5756e-05,,9.0177e-01,5.4597e-01,9.5530e-09,7.7209e-01,4.4578e-02,4.0497e-15,3.5447e-18
+DCC_bivariate_loop,,5.3060e-05,9.0177e-01,,6.1000e-01,1.1992e-08,8.6047e-01,3.5432e-02,5.0017e-15,4.4283e-18
+SW_cross_validated,,2.1896e-04,5.4597e-01,6.1000e-01,,1.0036e-06,7.2777e-01,3.6641e-02,5.1224e-12,1.8695e-14
+SW_15,,3.2297e-11,9.5530e-09,1.1992e-08,1.0036e-06,,4.6182e-08,6.7755e-10,2.0836e-08,1.0730e-12
+SW_30,,8.2607e-05,7.7209e-01,8.6047e-01,7.2777e-01,4.6182e-08,,3.5433e-02,4.7604e-14,7.7070e-17
+SW_60,,6.9451e-03,4.4578e-02,3.5432e-02,3.6641e-02,6.7755e-10,3.5433e-02,,1.0327e-15,1.5646e-18
+SW_120,,2.7722e-16,4.0497e-15,5.0017e-15,5.1224e-12,2.0836e-08,4.7604e-14,1.0327e-15,,5.7488e-11
+sFC,,9.4585e-19,3.5447e-18,4.4283e-18,1.8695e-14,1.0730e-12,7.7070e-17,1.5646e-18,5.7488e-11,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 325b8ab3..66ab3ceb 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0008,0.0005,0.0000,0.0000,0.0000,0.0000,0.0000,0.0012
-DCC_joint,,0.0008,,0.5987,0.0000,0.0000,0.0000,0.0000,0.0000,0.1346
-DCC_bivariate_loop,,0.0005,0.5987,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0565
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0258,0.5917,0.6388,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0258,0.0000,,0.0123,0.0367,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.5917,0.0000,0.0123,,0.3051,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.6388,0.0000,0.0367,0.3051,,0.0000
-sFC,,0.0012,0.1346,0.0565,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.6576e-04,4.7286e-04,2.2104e-08,9.2583e-13,2.1799e-08,1.8197e-07,6.9316e-10,1.2203e-03
+DCC_joint,,7.6576e-04,,5.9872e-01,8.7515e-11,8.0110e-14,4.9173e-10,7.9188e-10,1.4370e-12,1.3457e-01
+DCC_bivariate_loop,,4.7286e-04,5.9872e-01,,1.0645e-10,8.7629e-14,4.7373e-10,8.4970e-10,2.5080e-12,5.6505e-02
+SW_cross_validated,,2.2104e-08,8.7515e-11,1.0645e-10,,5.0797e-09,2.5813e-02,5.9168e-01,6.3885e-01,2.9275e-11
+SW_15,,9.2583e-13,8.0110e-14,8.7629e-14,5.0797e-09,,1.9094e-06,4.3191e-09,3.0789e-09,5.2492e-14
+SW_30,,2.1799e-08,4.9173e-10,4.7373e-10,2.5813e-02,1.9094e-06,,1.2335e-02,3.6686e-02,4.0861e-10
+SW_60,,1.8197e-07,7.9188e-10,8.4970e-10,5.9168e-01,4.3191e-09,1.2335e-02,,3.0511e-01,4.0215e-10
+SW_120,,6.9316e-10,1.4370e-12,2.5080e-12,6.3885e-01,3.0789e-09,3.6686e-02,3.0511e-01,,1.1551e-13
+sFC,,1.2203e-03,1.3457e-01,5.6505e-02,2.9275e-11,5.2492e-14,4.0861e-10,4.0215e-10,1.1551e-13,
diff --git a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index ae0a0d48..75cbb65b 100644
--- a/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0172,0.0255,0.3765,0.0042,0.9801,0.1883,0.2804,0.0000
-DCC_joint,,0.0172,,0.0576,0.0011,0.0000,0.0000,0.0464,0.0050,0.0000
-DCC_bivariate_loop,,0.0255,0.0576,,0.0028,0.0000,0.0000,0.0930,0.0123,0.0000
-SW_cross_validated,,0.3765,0.0011,0.0028,,0.0000,0.1377,0.4132,0.7061,0.0000
-SW_15,,0.0042,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.9801,0.0000,0.0000,0.1377,0.0000,,0.0396,0.0749,0.0000
-SW_60,,0.1883,0.0464,0.0930,0.4132,0.0000,0.0396,,0.6393,0.0000
-SW_120,,0.2804,0.0050,0.0123,0.7061,0.0000,0.0749,0.6393,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.7229e-02,2.5468e-02,3.7652e-01,4.2244e-03,9.8013e-01,1.8829e-01,2.8040e-01,2.4481e-09
+DCC_joint,,1.7229e-02,,5.7604e-02,1.0881e-03,3.6967e-11,2.0950e-05,4.6445e-02,4.9882e-03,1.0850e-30
+DCC_bivariate_loop,,2.5468e-02,5.7604e-02,,2.8400e-03,5.7398e-11,4.8084e-05,9.3012e-02,1.2329e-02,5.2515e-32
+SW_cross_validated,,3.7652e-01,1.0881e-03,2.8400e-03,,5.5192e-07,1.3769e-01,4.1315e-01,7.0608e-01,2.2165e-16
+SW_15,,4.2244e-03,3.6967e-11,5.7398e-11,5.5192e-07,,1.9060e-05,4.7138e-07,3.7341e-07,1.9193e-12
+SW_30,,9.8013e-01,2.0950e-05,4.8084e-05,1.3769e-01,1.9060e-05,,3.9646e-02,7.4893e-02,3.6439e-15
+SW_60,,1.8829e-01,4.6445e-02,9.3012e-02,4.1315e-01,4.7138e-07,3.9646e-02,,6.3932e-01,3.0134e-15
+SW_120,,2.8040e-01,4.9882e-03,1.2329e-02,7.0608e-01,3.7341e-07,7.4893e-02,6.3932e-01,,3.4206e-16
+sFC,,2.4481e-09,1.0850e-30,5.2515e-32,2.2165e-16,1.9193e-12,3.6439e-15,3.0134e-15,3.4206e-16,
diff --git a/results/fmri/sim/d3d/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_sFC.csv b/results/fmri/sim/d3d/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_sFC.csv
new file mode 100644
index 00000000..a0dd16d6
--- /dev/null
+++ b/results/fmri/sim/d3d/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-4.24,-4.01,-4.20,-4.20,-4.20,-4.16,-4.15,-4.18,-4.23,-4.18,-4.11
+1,-4.17,-4.04,-4.14,-4.23,-4.23,-4.19,-4.18,-4.19,-4.20,-4.19,-4.21
+2,-4.31,-4.09,-4.27,-4.29,-4.16,-4.19,-4.26,-4.21,-4.35,-4.20,-4.11
+3,-4.26,-4.07,-4.20,-4.18,-4.27,-4.36,-4.22,-4.24,-4.18,-4.22,-4.15
+4,-4.26,-4.02,-4.23,-4.30,-4.18,-4.15,-4.20,-4.21,-4.19,-4.19,-4.19
+5,-4.23,-4.02,-4.32,-4.27,-4.21,-4.26,-4.26,-4.16,-4.15,-4.24,-4.36
+6,-4.29,-4.12,-4.23,-4.23,-4.29,-4.19,-4.20,-4.25,-4.25,-4.19,-4.07
+7,-4.25,-4.00,-4.24,-4.21,-4.24,-4.22,-4.17,-4.19,-4.26,-4.19,-4.32
+8,-4.27,-4.14,-4.24,-4.10,-4.21,-4.19,-4.36,-4.24,-4.26,-4.22,-4.11
+9,-4.28,-4.05,-4.34,-4.30,-4.33,-4.19,-4.23,-4.22,-4.35,-4.17,-4.18
diff --git a/results/fmri/sim/d3d/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_sFC.csv b/results/fmri/sim/d3d/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_sFC.csv
new file mode 100644
index 00000000..14dcdd90
--- /dev/null
+++ b/results/fmri/sim/d3d/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-4.36,-3.73,-4.33,-4.33,-4.19,-4.28,-4.16,-4.11,-4.15,-4.10,-4.18
+1,-4.24,-3.80,-4.16,-4.19,-4.38,-4.16,-4.19,-4.27,-4.31,-4.03,-4.07
+2,-4.28,-3.61,-4.20,-4.26,-4.28,-4.23,-4.25,-4.22,-4.36,-4.19,-4.09
+3,-4.24,-3.58,-4.19,-4.19,-4.16,-4.22,-4.37,-4.22,-4.19,-4.22,-3.84
+4,-4.23,-3.75,-4.29,-4.26,-4.22,-4.18,-4.25,-4.16,-4.23,-4.14,-4.12
+5,-4.41,-3.64,-4.25,-4.25,-4.24,-4.27,-4.26,-4.05,-4.28,-4.11,-4.01
+6,-4.18,-3.61,-4.31,-4.25,-4.15,-4.18,-4.17,-4.24,-4.35,-4.14,-4.14
+7,-4.18,-3.63,-4.13,-4.30,-4.08,-4.20,-4.14,-4.06,-4.18,-4.08,-4.00
+8,-4.25,-3.59,-4.15,-4.26,-4.23,-4.27,-4.19,-4.18,-4.30,-4.02,-4.04
+9,-4.20,-3.72,-4.29,-4.16,-4.27,-4.22,-4.35,-4.23,-4.36,-4.10,-4.12
diff --git a/results/fmri/sim/d3d/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_sFC.csv b/results/fmri/sim/d3d/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_sFC.csv
new file mode 100644
index 00000000..33a03739
--- /dev/null
+++ b/results/fmri/sim/d3d/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-4.30,-3.29,-4.14,-4.24,-4.13,-4.51,-4.16,-4.11,-4.34,-4.09,-3.85
+1,-4.37,-3.26,-4.15,-4.21,-4.14,-4.14,-4.11,-4.28,-4.08,-3.90,-4.04
+2,-4.28,-3.24,-4.19,-4.10,-4.14,-4.09,-4.16,-4.07,-4.09,-3.99,-4.03
+3,-4.38,-3.32,-4.08,-4.21,-4.13,-4.20,-4.12,-4.25,-4.11,-3.98,-3.90
+4,-4.19,-3.23,-4.10,-4.29,-4.21,-4.41,-4.14,-4.03,-4.09,-4.07,-4.06
+5,-4.28,-3.40,-4.24,-4.09,-4.17,-4.16,-4.04,-4.12,-4.14,-3.98,-3.85
+6,-4.22,-3.34,-4.15,-4.16,-4.34,-4.07,-4.16,-4.07,-4.07,-4.16,-3.90
+7,-4.28,-3.28,-4.16,-4.16,-4.26,-4.15,-4.21,-4.12,-4.12,-4.08,-3.99
+8,-4.34,-3.19,-4.23,-4.14,-4.21,-4.21,-4.11,-4.14,-4.19,-4.06,-3.97
+9,-4.30,-3.17,-4.06,-4.31,-4.22,-4.12,-4.21,-4.20,-4.16,-3.97,-3.98
diff --git a/results/fmri/sim/d3d/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_sFC.csv b/results/fmri/sim/d3d/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_sFC.csv
new file mode 100644
index 00000000..37c6cb0f
--- /dev/null
+++ b/results/fmri/sim/d3d/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-4.36,-3.20,-4.32,-4.12,-4.06,-4.18,-4.18,-4.03,-4.28,-4.28,-3.87
+1,-4.25,-3.03,-4.14,-4.16,-4.27,-4.17,-4.10,-4.12,-4.23,-4.02,-3.81
+2,-4.20,-3.23,-4.36,-4.27,-4.18,-4.17,-4.13,-4.10,-4.27,-3.98,-3.75
+3,-4.19,-3.10,-4.36,-4.06,-4.15,-4.35,-4.24,-4.11,-4.19,-4.05,-3.90
+4,-4.18,-3.13,-4.17,-4.08,-4.13,-4.00,-4.16,-4.04,-4.09,-4.05,-3.99
+5,-4.23,-3.20,-4.12,-4.24,-4.28,-4.23,-4.19,-4.03,-4.11,-4.10,-3.91
+6,-4.25,-3.16,-4.17,-4.21,-4.27,-4.12,-4.28,-4.13,-4.30,-3.97,-3.86
+7,-4.29,-3.03,-4.19,-4.06,-4.20,-4.24,-4.21,-4.09,-4.27,-3.92,-4.00
+8,-4.32,-3.05,-4.22,-4.08,-4.17,-4.21,-4.20,-4.19,-4.19,-3.86,-4.06
+9,-4.39,-3.00,-4.20,-4.19,-4.17,-4.27,-4.29,-4.12,-4.19,-3.90,-3.95
diff --git a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index d3162a41..6f55de6e 100644
--- a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.5143,0.0004,0.6784,0.0173,0.0000,0.0000
-DCC_joint,,0.0000,,0.8684,0.0000,0.0110,0.0000,0.0008,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.8684,,0.0000,0.0062,0.0000,0.0005,0.0000,0.0000
-SW_cross_validated,,0.5143,0.0000,0.0000,,0.0007,0.7481,0.0471,0.0000,0.0000
-SW_15,,0.0004,0.0110,0.0062,0.0007,,0.0001,0.0710,0.0000,0.0000
-SW_30,,0.6784,0.0000,0.0000,0.7481,0.0001,,0.0139,0.0000,0.0000
-SW_60,,0.0173,0.0008,0.0005,0.0471,0.0710,0.0139,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.7922
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.7922,
+SVWP_joint,,,1.4078e-05,9.8511e-06,5.1430e-01,3.7603e-04,6.7841e-01,1.7324e-02,9.1231e-14,6.1688e-14
+DCC_joint,,1.4078e-05,,8.6840e-01,1.6295e-05,1.0961e-02,1.7225e-06,8.1501e-04,3.1591e-14,1.0412e-14
+DCC_bivariate_loop,,9.8511e-06,8.6840e-01,,1.0685e-05,6.2380e-03,1.0520e-06,5.0552e-04,2.2737e-14,6.9253e-15
+SW_cross_validated,,5.1430e-01,1.6295e-05,1.0685e-05,,6.5563e-04,7.4814e-01,4.7143e-02,1.2677e-14,7.1478e-15
+SW_15,,3.7603e-04,1.0961e-02,6.2380e-03,6.5563e-04,,6.3883e-05,7.1016e-02,7.1145e-17,1.0762e-17
+SW_30,,6.7841e-01,1.7225e-06,1.0520e-06,7.4814e-01,6.3883e-05,,1.3871e-02,5.5934e-16,2.3974e-16
+SW_60,,1.7324e-02,8.1501e-04,5.0552e-04,4.7143e-02,7.1016e-02,1.3871e-02,,6.1050e-15,2.6500e-15
+SW_120,,9.1231e-14,3.1591e-14,2.2737e-14,1.2677e-14,7.1145e-17,5.5934e-16,6.1050e-15,,7.9219e-01
+sFC,,6.1688e-14,1.0412e-14,6.9253e-15,7.1478e-15,1.0762e-17,2.3974e-16,2.6500e-15,7.9219e-01,
diff --git a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index 6126dd0d..7efccaa0 100644
--- a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.3068,0.9268,0.0038,0.0000,0.0000,0.0000,0.0007,0.0696
-DCC_joint,,0.3068,,0.1538,0.0001,0.0000,0.0000,0.0000,0.0000,0.2866
-DCC_bivariate_loop,,0.9268,0.1538,,0.0010,0.0000,0.0000,0.0000,0.0002,0.0190
-SW_cross_validated,,0.0038,0.0001,0.0010,,0.0000,0.0000,0.0000,0.1960,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0070,0.0000
-SW_120,,0.0007,0.0000,0.0002,0.1960,0.0000,0.0000,0.0070,,0.0000
-sFC,,0.0696,0.2866,0.0190,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.0678e-01,9.2683e-01,3.8385e-03,1.4038e-14,1.7273e-12,4.7901e-08,6.6618e-04,6.9622e-02
+DCC_joint,,3.0678e-01,,1.5377e-01,1.1105e-04,1.5005e-15,1.8432e-14,6.2624e-10,4.0861e-05,2.8656e-01
+DCC_bivariate_loop,,9.2683e-01,1.5377e-01,,1.0058e-03,1.8202e-15,1.9386e-14,1.6935e-09,2.3319e-04,1.9034e-02
+SW_cross_validated,,3.8385e-03,1.1105e-04,1.0058e-03,,1.1410e-13,9.0003e-11,3.3606e-05,1.9596e-01,2.1596e-05
+SW_15,,1.4038e-14,1.5005e-15,1.8202e-15,1.1410e-13,,1.4607e-09,2.8885e-12,3.3422e-12,1.2805e-15
+SW_30,,1.7273e-12,1.8432e-14,1.9386e-14,9.0003e-11,1.4607e-09,,1.5358e-07,3.4628e-08,1.6987e-14
+SW_60,,4.7901e-08,6.2624e-10,1.6935e-09,3.3606e-05,2.8885e-12,1.5358e-07,,6.9570e-03,2.9743e-10
+SW_120,,6.6618e-04,4.0861e-05,2.3319e-04,1.9596e-01,3.3422e-12,3.4628e-08,6.9570e-03,,1.0891e-05
+sFC,,6.9622e-02,2.8656e-01,1.9034e-02,2.1596e-05,1.2805e-15,1.6987e-14,2.9743e-10,1.0891e-05,
diff --git a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index bda4365a..28116434 100644
--- a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0023,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0023
-DCC_joint,,0.0023,,0.0972,0.0001,0.0000,0.0000,0.0000,0.0000,0.7716
-DCC_bivariate_loop,,0.0000,0.0972,,0.0050,0.0000,0.0000,0.0000,0.0001,0.0456
-SW_cross_validated,,0.0000,0.0001,0.0050,,0.0000,0.0000,0.0001,0.1359,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,,0.0004,0.0000
-SW_120,,0.0000,0.0000,0.0001,0.1359,0.0000,0.0000,0.0004,,0.0000
-sFC,,0.0023,0.7716,0.0456,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.3099e-03,3.9373e-05,3.7985e-08,2.1641e-18,1.4686e-14,4.7527e-12,1.1815e-10,2.2974e-03
+DCC_joint,,2.3099e-03,,9.7197e-02,8.7926e-05,2.8501e-16,2.7966e-12,3.1851e-09,6.5222e-07,7.7160e-01
+DCC_bivariate_loop,,3.9373e-05,9.7197e-02,,5.0050e-03,1.8803e-15,3.1747e-11,8.7037e-08,5.5164e-05,4.5646e-02
+SW_cross_validated,,3.7985e-08,8.7926e-05,5.0050e-03,,3.2637e-14,2.5501e-09,5.8936e-05,1.3591e-01,2.4652e-05
+SW_15,,2.1641e-18,2.8501e-16,1.8803e-15,3.2637e-14,,1.2163e-08,2.5918e-12,7.6667e-15,6.4888e-17
+SW_30,,1.4686e-14,2.7966e-12,3.1747e-11,2.5501e-09,1.2163e-08,,1.2259e-05,2.7055e-09,7.3219e-13
+SW_60,,4.7527e-12,3.1851e-09,8.7037e-08,5.8936e-05,2.5918e-12,1.2259e-05,,3.7315e-04,7.4469e-10
+SW_120,,1.1815e-10,6.5222e-07,5.5164e-05,1.3591e-01,7.6667e-15,2.7055e-09,3.7315e-04,,1.1294e-07
+sFC,,2.2974e-03,7.7160e-01,4.5646e-02,2.4652e-05,6.4888e-17,7.3219e-13,7.4469e-10,1.1294e-07,
diff --git a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 2780dd8e..b6a60b29 100644
--- a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0002,0.0000,0.0000
-DCC_joint,,0.0000,,0.5701,0.0000,0.0092,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.5701,,0.0000,0.0429,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0210,0.0017,0.0341,0.0000
-SW_15,,0.0000,0.0092,0.0429,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0210,0.0000,,0.0000,0.8558,0.0000
-SW_60,,0.0002,0.0000,0.0000,0.0017,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0341,0.0000,0.8558,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.6484e-12,1.0142e-11,4.3810e-07,2.7170e-13,6.5194e-09,2.2886e-04,1.1403e-08,7.1719e-26
+DCC_joint,,8.6484e-12,,5.7010e-01,6.1574e-08,9.1689e-03,2.7317e-06,2.6710e-10,2.5401e-06,1.0636e-23
+DCC_bivariate_loop,,1.0142e-11,5.7010e-01,,4.8020e-08,4.2858e-02,1.6578e-06,2.9439e-10,1.5430e-06,6.4492e-23
+SW_cross_validated,,4.3810e-07,6.1574e-08,4.8020e-08,,3.3865e-10,2.0951e-02,1.6980e-03,3.4051e-02,4.4971e-26
+SW_15,,2.7170e-13,9.1689e-03,4.2858e-02,3.3865e-10,,6.3284e-09,3.1982e-12,6.7044e-09,9.0664e-24
+SW_30,,6.5194e-09,2.7317e-06,1.6578e-06,2.0951e-02,6.3284e-09,,4.4799e-06,8.5576e-01,3.0453e-26
+SW_60,,2.2886e-04,2.6710e-10,2.9439e-10,1.6980e-03,3.1982e-12,4.4799e-06,,9.0152e-06,3.6482e-27
+SW_120,,1.1403e-08,2.5401e-06,1.5430e-06,3.4051e-02,6.7044e-09,8.5576e-01,9.0152e-06,,6.5886e-26
+sFC,,7.1719e-26,1.0636e-23,6.4492e-23,4.4971e-26,9.0664e-24,3.0453e-26,3.6482e-27,6.5886e-26,
diff --git a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index a3d529b6..da55a2aa 100644
--- a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.1264,0.0002,0.0950,0.0001,0.0000,0.0000
-DCC_joint,,0.0000,,0.8139,0.0000,0.0001,0.0000,0.0001,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.8139,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000
-SW_cross_validated,,0.1264,0.0000,0.0000,,0.0000,0.7196,0.0000,0.0000,0.0000
-SW_15,,0.0002,0.0001,0.0000,0.0000,,0.0001,0.7859,0.0000,0.0000
-SW_30,,0.0950,0.0000,0.0000,0.7196,0.0001,,0.0001,0.0000,0.0000
-SW_60,,0.0001,0.0001,0.0001,0.0000,0.7859,0.0001,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.0515e-07,5.2100e-07,1.2642e-01,1.9490e-04,9.5040e-02,1.4195e-04,7.6472e-14,1.2540e-15
+DCC_joint,,7.0515e-07,,8.1386e-01,3.4426e-09,5.7716e-05,2.0692e-08,9.7814e-05,6.0499e-15,1.2008e-18
+DCC_bivariate_loop,,5.2100e-07,8.1386e-01,,2.0119e-09,2.9700e-05,1.2445e-08,5.0132e-05,5.9830e-15,1.0122e-18
+SW_cross_validated,,1.2642e-01,3.4426e-09,2.0119e-09,,1.3968e-05,7.1961e-01,7.7797e-06,9.1355e-19,2.9297e-22
+SW_15,,1.9490e-04,5.7716e-05,2.9700e-05,1.3968e-05,,9.3259e-05,7.8592e-01,2.3061e-17,3.8549e-21
+SW_30,,9.5040e-02,2.0692e-08,1.2445e-08,7.1961e-01,9.3259e-05,,5.3516e-05,8.2846e-18,7.6830e-21
+SW_60,,1.4195e-04,9.7814e-05,5.0132e-05,7.7797e-06,7.8592e-01,5.3516e-05,,2.6165e-17,4.1117e-21
+SW_120,,7.6472e-14,6.0499e-15,5.9830e-15,9.1355e-19,2.3061e-17,8.2846e-18,2.6165e-17,,4.7510e-11
+sFC,,1.2540e-15,1.2008e-18,1.0122e-18,2.9297e-22,3.8549e-21,7.6830e-21,4.1117e-21,4.7510e-11,
diff --git a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 683a4888..da21661b 100644
--- a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.7392,0.0000,0.0792,0.6471,0.0085,0.1036
-DCC_joint,,0.0000,,0.9857,0.0007,0.0000,0.0506,0.0019,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.9857,,0.0004,0.0000,0.0429,0.0013,0.0000,0.0000
-SW_cross_validated,,0.7392,0.0007,0.0004,,0.0001,0.2152,0.9017,0.0306,0.5729
-SW_15,,0.0000,0.0000,0.0000,0.0001,,0.0000,0.0001,0.0029,0.0000
-SW_30,,0.0792,0.0506,0.0429,0.2152,0.0000,,0.2809,0.0027,0.2848
-SW_60,,0.6471,0.0019,0.0013,0.9017,0.0001,0.2809,,0.0320,0.7208
-SW_120,,0.0085,0.0000,0.0000,0.0306,0.0029,0.0027,0.0320,,0.0006
-sFC,,0.1036,0.0000,0.0000,0.5729,0.0000,0.2848,0.7208,0.0006,
+SVWP_joint,,,2.6460e-06,5.4831e-07,7.3915e-01,2.5247e-05,7.9222e-02,6.4713e-01,8.5012e-03,1.0365e-01
+DCC_joint,,2.6460e-06,,9.8565e-01,6.8776e-04,6.2307e-08,5.0650e-02,1.8776e-03,3.7824e-07,2.5719e-05
+DCC_bivariate_loop,,5.4831e-07,9.8565e-01,,4.3747e-04,4.0139e-08,4.2903e-02,1.3271e-03,1.4618e-07,5.6811e-06
+SW_cross_validated,,7.3915e-01,6.8776e-04,4.3747e-04,,1.0536e-04,2.1522e-01,9.0166e-01,3.0641e-02,5.7286e-01
+SW_15,,2.5247e-05,6.2307e-08,4.0139e-08,1.0536e-04,,2.1199e-05,1.2859e-04,2.9363e-03,5.5183e-06
+SW_30,,7.9222e-02,5.0650e-02,4.2903e-02,2.1522e-01,2.1199e-05,,2.8087e-01,2.7169e-03,2.8477e-01
+SW_60,,6.4713e-01,1.8776e-03,1.3271e-03,9.0166e-01,1.2859e-04,2.8087e-01,,3.1996e-02,7.2077e-01
+SW_120,,8.5012e-03,3.7824e-07,1.4618e-07,3.0641e-02,2.9363e-03,2.7169e-03,3.1996e-02,,5.9881e-04
+sFC,,1.0365e-01,2.5719e-05,5.6811e-06,5.7286e-01,5.5183e-06,2.8477e-01,7.2077e-01,5.9881e-04,
diff --git a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index cd2fc17c..1929fb71 100644
--- a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0655,0.0000,0.0807,0.3964,0.0000,0.0000
-DCC_joint,,0.0000,,0.0325,0.0000,0.1171,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0325,,0.0000,0.0008,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0655,0.0000,0.0000,,0.0000,0.9986,0.2070,0.0003,0.0000
-SW_15,,0.0000,0.1171,0.0008,0.0000,,0.0001,0.0000,0.0039,0.0000
-SW_30,,0.0807,0.0000,0.0000,0.9986,0.0001,,0.2352,0.0008,0.0000
-SW_60,,0.3964,0.0000,0.0000,0.2070,0.0000,0.2352,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0003,0.0039,0.0008,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.2202e-08,1.1184e-10,6.5533e-02,1.0356e-06,8.0725e-02,3.9644e-01,1.9322e-07,1.8637e-27
+DCC_joint,,2.2202e-08,,3.2496e-02,6.4395e-07,1.1705e-01,1.0011e-06,3.4500e-08,2.1810e-05,1.8498e-21
+DCC_bivariate_loop,,1.1184e-10,3.2496e-02,,2.7766e-09,8.1317e-04,4.9373e-09,1.3105e-10,1.5804e-08,7.6596e-22
+SW_cross_validated,,6.5533e-02,6.4395e-07,2.7766e-09,,3.7424e-05,9.9856e-01,2.0699e-01,3.4190e-04,1.2965e-25
+SW_15,,1.0356e-06,1.1705e-01,8.1317e-04,3.7424e-05,,5.3334e-05,1.9802e-06,3.8994e-03,1.3685e-21
+SW_30,,8.0725e-02,1.0011e-06,4.9373e-09,9.9856e-01,5.3334e-05,,2.3520e-01,7.5895e-04,6.9953e-25
+SW_60,,3.9644e-01,3.4500e-08,1.3105e-10,2.0699e-01,1.9802e-06,2.3520e-01,,2.4113e-07,1.5328e-28
+SW_120,,1.9322e-07,2.1810e-05,1.5804e-08,3.4190e-04,3.8994e-03,7.5895e-04,2.4113e-07,,4.6082e-33
+sFC,,1.8637e-27,1.8498e-21,7.6596e-22,1.2965e-25,1.3685e-21,6.9953e-25,1.5328e-28,4.6082e-33,
diff --git a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 49bfa1cd..dbb8ec5d 100644
--- a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.4980,0.5636,0.0950,0.0000,0.0068,0.3860,0.0000,0.0000
-DCC_joint,,0.4980,,0.8887,0.0227,0.0000,0.0005,0.1225,0.0000,0.0000
-DCC_bivariate_loop,,0.5636,0.8887,,0.0264,0.0000,0.0006,0.1422,0.0000,0.0000
-SW_cross_validated,,0.0950,0.0227,0.0264,,0.0000,0.4154,0.3821,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.4611,0.2985
-SW_30,,0.0068,0.0005,0.0006,0.4154,0.0000,,0.0688,0.0000,0.0000
-SW_60,,0.3860,0.1225,0.1422,0.3821,0.0000,0.0688,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.4611,0.0000,0.0000,,0.0016
-sFC,,0.0000,0.0000,0.0000,0.0000,0.2985,0.0000,0.0000,0.0016,
+SVWP_joint,,,4.9801e-01,5.6361e-01,9.4992e-02,2.0374e-08,6.8272e-03,3.8604e-01,5.2618e-11,8.0121e-11
+DCC_joint,,4.9801e-01,,8.8866e-01,2.2706e-02,1.1445e-09,5.3787e-04,1.2251e-01,1.9596e-13,2.6438e-14
+DCC_bivariate_loop,,5.6361e-01,8.8866e-01,,2.6375e-02,1.2063e-09,6.3708e-04,1.4219e-01,1.8188e-13,2.1588e-14
+SW_cross_validated,,9.4992e-02,2.2706e-02,2.6375e-02,,5.2346e-06,4.1537e-01,3.8211e-01,1.1021e-07,6.8674e-07
+SW_15,,2.0374e-08,1.1445e-09,1.2063e-09,5.2346e-06,,5.8683e-06,2.8312e-07,4.6108e-01,2.9854e-01
+SW_30,,6.8272e-03,5.3787e-04,6.3708e-04,4.1537e-01,5.8683e-06,,6.8846e-02,3.5511e-08,2.0199e-07
+SW_60,,3.8604e-01,1.2251e-01,1.4219e-01,3.8211e-01,2.8312e-07,6.8846e-02,,2.2977e-09,7.8981e-09
+SW_120,,5.2618e-11,1.9596e-13,1.8188e-13,1.1021e-07,4.6108e-01,3.5511e-08,2.2977e-09,,1.6435e-03
+sFC,,8.0121e-11,2.6438e-14,2.1588e-14,6.8674e-07,2.9854e-01,2.0199e-07,7.8981e-09,1.6435e-03,
diff --git a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index bee97368..d2abdc4d 100644
--- a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0190,0.0253,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0190,,0.8306,0.0000,0.0000,0.0000,0.0000,0.0000,0.0003
-DCC_bivariate_loop,,0.0253,0.8306,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.5943,0.0067,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.5943,0.0000,0.0000,,0.0224,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0067,0.0000,0.0000,0.0224,,0.0000
-sFC,,0.0000,0.0003,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.8995e-02,2.5317e-02,6.1191e-12,2.7693e-18,8.5054e-15,2.0808e-11,3.4518e-09,1.5486e-06
+DCC_joint,,1.8995e-02,,8.3056e-01,2.5461e-13,3.3018e-19,6.5688e-16,8.7856e-13,1.1933e-10,3.3858e-04
+DCC_bivariate_loop,,2.5317e-02,8.3056e-01,,2.2145e-13,2.6013e-19,5.4709e-16,7.8555e-13,1.1591e-10,1.0892e-04
+SW_cross_validated,,6.1191e-12,2.5461e-13,2.2145e-13,,3.8279e-13,2.3050e-06,5.9431e-01,6.7328e-03,1.6570e-15
+SW_15,,2.7693e-18,3.3018e-19,2.6013e-19,3.8279e-13,,1.0876e-09,3.6964e-13,1.1682e-13,5.5920e-21
+SW_30,,8.5054e-15,6.5688e-16,5.4709e-16,2.3050e-06,1.0876e-09,,1.1624e-06,3.1430e-08,8.1298e-18
+SW_60,,2.0808e-11,8.7856e-13,7.8555e-13,5.9431e-01,3.6964e-13,1.1624e-06,,2.2370e-02,6.8650e-15
+SW_120,,3.4518e-09,1.1933e-10,1.1591e-10,6.7328e-03,1.1682e-13,3.1430e-08,2.2370e-02,,1.0970e-12
+sFC,,1.5486e-06,3.3858e-04,1.0892e-04,1.6570e-15,5.5920e-21,8.1298e-18,6.8650e-15,1.0970e-12,
diff --git a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index 33e3b984..c7eb900b 100644
--- a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0969,0.6799,0.0000,0.0000,0.0000,0.0000,0.0000,0.0029
-DCC_joint,,0.0969,,0.0729,0.0000,0.0000,0.0000,0.0000,0.0000,0.0943
-DCC_bivariate_loop,,0.6799,0.0729,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0032
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0001,0.3844,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.3844,0.0000,0.0000,0.0001,,0.0000
-sFC,,0.0029,0.0943,0.0032,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.6935e-02,6.7990e-01,1.6128e-14,6.5701e-22,5.2394e-17,2.8825e-13,8.2990e-13,2.9160e-03
+DCC_joint,,9.6935e-02,,7.2946e-02,2.0112e-14,1.6809e-21,5.7969e-17,1.8036e-13,5.5235e-13,9.4290e-02
+DCC_bivariate_loop,,6.7990e-01,7.2946e-02,,1.6019e-12,2.2963e-20,6.3681e-16,2.7280e-12,2.6178e-11,3.1580e-03
+SW_cross_validated,,1.6128e-14,2.0112e-14,1.6019e-12,,1.2033e-20,7.5310e-13,5.6089e-05,3.8443e-01,3.8215e-14
+SW_15,,6.5701e-22,1.6809e-21,2.2963e-20,1.2033e-20,,4.3495e-12,2.5795e-15,4.4300e-19,6.7382e-21
+SW_30,,5.2394e-17,5.7969e-17,6.3681e-16,7.5310e-13,4.3495e-12,,8.4456e-08,3.3667e-12,8.8983e-17
+SW_60,,2.8825e-13,1.8036e-13,2.7280e-12,5.6089e-05,2.5795e-15,8.4456e-08,,5.1816e-05,1.4702e-13
+SW_120,,8.2990e-13,5.5235e-13,2.6178e-11,3.8443e-01,4.4300e-19,3.3667e-12,5.1816e-05,,5.4007e-13
+sFC,,2.9160e-03,9.4290e-02,3.1580e-03,3.8215e-14,6.7382e-21,8.8983e-17,1.4702e-13,5.4007e-13,
diff --git a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 38f618bb..6af1b1e4 100644
--- a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0061,0.0031,0.0000,0.0000,0.0000,0.0002,0.0006,0.0000
-DCC_joint,,0.0061,,0.6247,0.0000,0.0000,0.0000,0.0205,0.1290,0.0000
-DCC_bivariate_loop,,0.0031,0.6247,,0.0000,0.0000,0.0000,0.0496,0.2882,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.2652,0.0034,0.0002,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.2652,0.0000,,0.0001,0.0000,0.0000
-SW_60,,0.0002,0.0205,0.0496,0.0034,0.0000,0.0001,,0.2748,0.0000
-SW_120,,0.0006,0.1290,0.2882,0.0002,0.0000,0.0000,0.2748,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.1396e-03,3.0730e-03,5.3758e-07,1.2900e-11,1.7402e-08,1.7256e-04,5.7564e-04,7.7440e-20
+DCC_joint,,6.1396e-03,,6.2474e-01,1.1867e-05,3.4192e-11,1.8598e-07,2.0529e-02,1.2904e-01,3.4463e-22
+DCC_bivariate_loop,,3.0730e-03,6.2474e-01,,2.7913e-05,5.9831e-11,4.6509e-07,4.9560e-02,2.8823e-01,1.8941e-21
+SW_cross_validated,,5.3758e-07,1.1867e-05,2.7913e-05,,1.1115e-06,2.6516e-01,3.3865e-03,2.0773e-04,1.4498e-14
+SW_15,,1.2900e-11,3.4192e-11,5.9831e-11,1.1115e-06,,4.1158e-06,2.1560e-09,2.2091e-10,8.6413e-09
+SW_30,,1.7402e-08,1.8598e-07,4.6509e-07,2.6516e-01,4.1158e-06,,1.0550e-04,3.9755e-06,5.2065e-15
+SW_60,,1.7256e-04,2.0529e-02,4.9560e-02,3.3865e-03,2.1560e-09,1.0550e-04,,2.7479e-01,9.5820e-18
+SW_120,,5.7564e-04,1.2904e-01,2.8823e-01,2.0773e-04,2.2091e-10,3.9755e-06,2.7479e-01,,4.1075e-20
+sFC,,7.7440e-20,3.4463e-22,1.8941e-21,1.4498e-14,8.6413e-09,5.2065e-15,9.5820e-18,4.1075e-20,
diff --git a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 3f1e3b02..796027ab 100644
--- a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0180,0.0127,0.0001,0.0000,0.0003,0.0043,0.0000,0.0000
-DCC_joint,,0.0180,,0.8613,0.0087,0.0000,0.0676,0.6970,0.0000,0.0000
-DCC_bivariate_loop,,0.0127,0.8613,,0.0124,0.0000,0.0947,0.8539,0.0000,0.0000
-SW_cross_validated,,0.0001,0.0087,0.0124,,0.0000,0.2274,0.0048,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0003,0.0676,0.0947,0.2274,0.0000,,0.0599,0.0000,0.0000
-SW_60,,0.0043,0.6970,0.8539,0.0048,0.0000,0.0599,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.7950e-02,1.2671e-02,6.2340e-05,1.6694e-10,3.3027e-04,4.3239e-03,2.5762e-14,4.1159e-16
+DCC_joint,,1.7950e-02,,8.6130e-01,8.7137e-03,2.8774e-10,6.7567e-02,6.9703e-01,5.6857e-15,2.3821e-17
+DCC_bivariate_loop,,1.2671e-02,8.6130e-01,,1.2431e-02,3.1715e-10,9.4750e-02,8.5389e-01,5.4385e-15,2.0841e-17
+SW_cross_validated,,6.2340e-05,8.7137e-03,1.2431e-02,,6.6271e-09,2.2742e-01,4.7977e-03,1.0481e-14,1.3138e-17
+SW_15,,1.6694e-10,2.8774e-10,3.1715e-10,6.6271e-09,,2.5448e-10,3.0343e-12,4.9614e-12,3.7780e-17
+SW_30,,3.3027e-04,6.7567e-02,9.4750e-02,2.2742e-01,2.5448e-10,,5.9870e-02,8.8250e-16,6.9884e-19
+SW_60,,4.3239e-03,6.9703e-01,8.5389e-01,4.7977e-03,3.0343e-12,5.9870e-02,,2.7234e-17,7.5921e-21
+SW_120,,2.5762e-14,5.6857e-15,5.4385e-15,1.0481e-14,4.9614e-12,8.8250e-16,2.7234e-17,,5.5788e-09
+sFC,,4.1159e-16,2.3821e-17,2.0841e-17,1.3138e-17,3.7780e-17,6.9884e-19,7.5921e-21,5.5788e-09,
diff --git a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 37392023..27020a73 100644
--- a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0002,0.0002,0.0000,0.0000,0.0000,0.0001,0.0000,0.0030
-DCC_joint,,0.0002,,0.9732,0.0000,0.0000,0.0000,0.0000,0.0000,0.0172
-DCC_bivariate_loop,,0.0002,0.9732,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0132
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.1126,0.5438,0.8719,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.1126,0.0001,,0.0554,0.0800,0.0000
-SW_60,,0.0001,0.0000,0.0000,0.5438,0.0000,0.0554,,0.6139,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.8719,0.0000,0.0800,0.6139,,0.0000
-sFC,,0.0030,0.0172,0.0132,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.2708e-04,1.7990e-04,4.1486e-06,4.0592e-11,7.0043e-06,1.2086e-04,1.2891e-06,3.0498e-03
+DCC_joint,,2.2708e-04,,9.7324e-01,8.3449e-09,2.1123e-12,9.9637e-08,3.4225e-07,1.4975e-09,1.7172e-02
+DCC_bivariate_loop,,1.7990e-04,9.7324e-01,,6.8768e-09,1.8834e-12,9.3008e-08,3.0454e-07,1.1451e-09,1.3162e-02
+SW_cross_validated,,4.1486e-06,8.3449e-09,6.8768e-09,,1.6621e-07,1.1262e-01,5.4383e-01,8.7186e-01,1.5964e-08
+SW_15,,4.0592e-11,2.1123e-12,1.8834e-12,1.6621e-07,,5.8536e-05,1.8235e-07,6.6572e-08,2.4926e-12
+SW_30,,7.0043e-06,9.9637e-08,9.3008e-08,1.1262e-01,5.8536e-05,,5.5379e-02,7.9959e-02,2.5935e-07
+SW_60,,1.2086e-04,3.4225e-07,3.0454e-07,5.4383e-01,1.8235e-07,5.5379e-02,,6.1388e-01,1.1038e-06
+SW_120,,1.2891e-06,1.4975e-09,1.1451e-09,8.7186e-01,6.6572e-08,7.9959e-02,6.1388e-01,,1.8455e-09
+sFC,,3.0498e-03,1.7172e-02,1.3162e-02,1.5964e-08,2.4926e-12,2.5935e-07,1.1038e-06,1.8455e-09,
diff --git a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 20eaad26..a0e2ffc7 100644
--- a/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3d/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0350,0.0007,0.0000,0.0000,0.1038,0.0168,0.0000
-DCC_bivariate_loop,,0.0000,0.0350,,0.0081,0.0000,0.0017,0.5672,0.8228,0.0000
-SW_cross_validated,,0.0000,0.0007,0.0081,,0.0002,0.6035,0.0044,0.0093,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0002,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0017,0.6035,0.0000,,0.0007,0.0019,0.0000
-SW_60,,0.0000,0.1038,0.5672,0.0044,0.0000,0.0007,,0.4075,0.0000
-SW_120,,0.0000,0.0168,0.8228,0.0093,0.0000,0.0019,0.4075,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.7397e-07,2.1853e-07,4.2009e-07,1.2201e-06,3.5662e-07,2.0654e-07,2.2249e-07,1.4051e-05
+DCC_joint,,1.7397e-07,,3.5049e-02,6.6478e-04,1.8655e-10,4.5238e-05,1.0382e-01,1.6832e-02,1.9518e-21
+DCC_bivariate_loop,,2.1853e-07,3.5049e-02,,8.1481e-03,1.0972e-09,1.7345e-03,5.6718e-01,8.2282e-01,1.1043e-21
+SW_cross_validated,,4.2009e-07,6.6478e-04,8.1481e-03,,1.6004e-04,6.0347e-01,4.3601e-03,9.2994e-03,6.8362e-13
+SW_15,,1.2201e-06,1.8655e-10,1.0972e-09,1.6004e-04,,1.4127e-06,6.5978e-10,8.4673e-10,8.7547e-13
+SW_30,,3.5662e-07,4.5238e-05,1.7345e-03,6.0347e-01,1.4127e-06,,6.6219e-04,1.8544e-03,3.6692e-17
+SW_60,,2.0654e-07,1.0382e-01,5.6718e-01,4.3601e-03,6.5978e-10,6.6219e-04,,4.0753e-01,1.0077e-21
+SW_120,,2.2249e-07,1.6832e-02,8.2282e-01,9.2994e-03,8.4673e-10,1.8544e-03,4.0753e-01,,9.7511e-23
+sFC,,1.4051e-05,1.9518e-21,1.1043e-21,6.8362e-13,8.7547e-13,3.6692e-17,1.0077e-21,9.7511e-23,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/SVWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/SVWP_kernel_lengthscales_kernel_params.csv
rename to results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/SVWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/SVWP_kernel_variance_kernel_params.csv
rename to results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/VWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/VWP_kernel_lengthscales_kernel_params.csv
rename to results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/VWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/kernel_params/VWP_kernel_variance_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/VWP_kernel_variance_kernel_params.csv
rename to results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/kernel_params/VWP_kernel_variance_kernel_params.csv
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/test_log_likelihood_mean.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/test_log_likelihood_mean.csv
deleted file mode 100644
index 68b2877c..00000000
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/test_log_likelihood_mean.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,-4.165,-4.037,-4.040,-4.017,-4.031,-4.117,-4.006,-4.126,-4.067
-SVWP,-4.164,-4.041,-4.043,-4.020,-4.049,-4.116,-4.010,-4.128,-4.072
-DCC_joint,-4.247,-4.197,-4.191,-4.189,-4.196,-4.222,-4.181,-4.226,-4.206
-DCC_bivariate_loop,-4.242,-4.187,-4.191,-4.187,-4.194,-4.215,-4.186,-4.220,-4.203
-SW_cross_validated,-4.206,-4.104,-4.136,-4.133,-4.160,-4.180,-4.112,-4.175,-4.151
-SW_15,-4.318,-4.418,-4.393,-4.376,-4.351,-4.329,-4.471,-4.306,-4.370
-SW_30,-4.196,-4.131,-4.138,-4.136,-4.136,-4.162,-4.126,-4.165,-4.149
-SW_60,-4.218,-4.120,-4.151,-4.164,-4.194,-4.199,-4.125,-4.191,-4.170
-SW_120,-4.285,-4.183,-4.243,-4.290,-4.296,-4.270,-4.194,-4.258,-4.252
-sFC,-4.239,-4.148,-4.240,-4.241,-4.241,-4.224,-4.240,-4.215,-4.224
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/test_log_likelihood_se.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/test_log_likelihood_se.csv
deleted file mode 100644
index 8975df79..00000000
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/test_log_likelihood_se.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.004,0.006,0.006,0.007,0.009,0.006,0.007,0.005,0.006
-SVWP,0.004,0.006,0.006,0.007,0.008,0.007,0.007,0.005,0.006
-DCC_joint,0.001,0.005,0.003,0.003,0.003,0.002,0.004,0.003,0.003
-DCC_bivariate_loop,0.001,0.005,0.004,0.003,0.003,0.002,0.006,0.003,0.003
-SW_cross_validated,0.002,0.004,0.003,0.004,0.004,0.003,0.004,0.003,0.003
-SW_15,0.009,0.021,0.018,0.019,0.015,0.013,0.027,0.011,0.017
-SW_30,0.005,0.008,0.008,0.006,0.005,0.006,0.009,0.005,0.007
-SW_60,0.003,0.005,0.004,0.004,0.003,0.004,0.005,0.004,0.004
-SW_120,0.003,0.005,0.003,0.003,0.003,0.003,0.005,0.003,0.004
-sFC,0.001,0.004,0.001,0.001,0.001,0.002,0.001,0.002,0.001
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/test_log_likelihood_std.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/test_log_likelihood_std.csv
deleted file mode 100644
index 03dcf9a8..00000000
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/test_log_likelihood_std.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.060,0.088,0.089,0.102,0.123,0.091,0.102,0.074,0.091
-SVWP,0.061,0.082,0.089,0.097,0.117,0.092,0.099,0.069,0.088
-DCC_joint,0.013,0.073,0.045,0.039,0.037,0.030,0.054,0.037,0.041
-DCC_bivariate_loop,0.015,0.071,0.055,0.049,0.048,0.033,0.080,0.037,0.049
-SW_cross_validated,0.028,0.060,0.049,0.053,0.058,0.039,0.056,0.038,0.048
-SW_15,0.130,0.299,0.252,0.269,0.213,0.186,0.387,0.158,0.237
-SW_30,0.066,0.113,0.115,0.089,0.076,0.082,0.121,0.073,0.092
-SW_60,0.049,0.071,0.062,0.052,0.049,0.054,0.074,0.054,0.058
-SW_120,0.042,0.065,0.049,0.044,0.039,0.046,0.068,0.047,0.050
-sFC,0.015,0.051,0.012,0.013,0.013,0.022,0.013,0.029,0.021
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index 2c665a64..4db18c97 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0003,0.0000,0.0000,0.0000,0.7667,0.0000
-DCC_joint,,0.0000,,0.4190,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.4190,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0003,0.0000,0.0000,,0.0000,0.0000,0.0508,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0508,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.7667,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.1510e-20,2.1309e-22,2.5025e-04,6.2350e-105,5.8642e-45,4.6746e-08,7.6669e-01,3.3371e-23
+DCC_joint,,8.1510e-20,,4.1895e-01,2.1604e-10,8.7950e-85,9.7336e-13,2.2621e-06,3.4652e-26,2.0374e-75
+DCC_bivariate_loop,,2.1309e-22,4.1895e-01,,1.2243e-12,1.4315e-82,1.3436e-10,3.0212e-08,1.4758e-29,1.6812e-79
+SW_cross_validated,,2.5025e-04,2.1604e-10,1.2243e-12,,1.1052e-105,1.1566e-35,5.0811e-02,8.4885e-06,4.5442e-44
+SW_15,,6.2350e-105,8.7950e-85,1.4315e-82,1.1052e-105,,8.0356e-61,2.7059e-105,9.9697e-128,4.5267e-167
+SW_30,,5.8642e-45,9.7336e-13,1.3436e-10,1.1566e-35,8.0356e-61,,2.5098e-30,2.6595e-58,3.6887e-109
+SW_60,,4.6746e-08,2.2621e-06,3.0212e-08,5.0811e-02,2.7059e-105,2.5098e-30,,6.2459e-11,1.8497e-55
+SW_120,,7.6669e-01,3.4652e-26,1.4758e-29,8.4885e-06,9.9697e-128,2.6595e-58,6.2459e-11,,7.8274e-27
+sFC,,3.3371e-23,2.0374e-75,1.6812e-79,4.5442e-44,4.5267e-167,3.6887e-109,1.8497e-55,7.8274e-27,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index b257171e..638ac257 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0206,0.5403,0.0000,0.0000,0.0000,0.0000,0.0000,0.4498
-DCC_joint,,0.0206,,0.0068,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.5403,0.0068,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0589
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.8171,0.0080,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.8171,0.0000,0.0000,,0.0027,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0080,0.0000,0.0000,0.0027,,0.0000
-sFC,,0.4498,0.0000,0.0589,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.0558e-02,5.4033e-01,1.5664e-26,2.1701e-99,2.0861e-52,1.5559e-28,5.1828e-18,4.4982e-01
+DCC_joint,,2.0558e-02,,6.7552e-03,2.4164e-66,1.2821e-185,9.2830e-118,1.2153e-74,5.2087e-47,2.1591e-05
+DCC_bivariate_loop,,5.4033e-01,6.7552e-03,,1.3168e-51,1.4283e-165,1.0783e-98,5.1454e-58,7.5402e-35,5.8932e-02
+SW_cross_validated,,1.5664e-26,2.4164e-66,1.3168e-51,,2.0178e-77,2.0273e-14,8.1713e-01,7.9678e-03,1.1157e-35
+SW_15,,2.1701e-99,1.2821e-185,1.4283e-165,2.0178e-77,,4.0381e-51,3.5449e-84,2.6713e-83,5.9608e-135
+SW_30,,2.0861e-52,9.2830e-118,1.0783e-98,2.0273e-14,4.0381e-51,,2.2461e-15,2.3167e-22,8.3809e-74
+SW_60,,1.5559e-28,1.2153e-74,5.1454e-58,8.1713e-01,3.5449e-84,2.2461e-15,,2.6794e-03,1.2605e-39
+SW_120,,5.1828e-18,5.2087e-47,7.5402e-35,7.9678e-03,2.6713e-83,2.3167e-22,2.6794e-03,,4.9634e-23
+sFC,,4.4982e-01,2.1591e-05,5.8932e-02,1.1157e-35,5.9608e-135,8.3809e-74,1.2605e-39,4.9634e-23,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index c4286fb2..eef55ee9 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.7689,0.0000,0.2757,0.0000,0.0000,0.0040,0.0000,0.0000
-DCC_joint,,0.7689,,0.0000,0.0625,0.0000,0.0000,0.0005,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.4483,0.0000,0.0089,0.0000
-SW_cross_validated,,0.2757,0.0625,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.4483,0.0000,0.0000,,0.0000,0.0026,0.0000
-SW_60,,0.0040,0.0005,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0089,0.0000,0.0000,0.0026,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.6894e-01,2.2003e-08,2.7567e-01,1.2616e-66,2.0521e-06,4.0430e-03,9.0150e-12,2.7954e-139
+DCC_joint,,7.6894e-01,,3.5839e-18,6.2549e-02,8.5465e-111,3.0846e-12,4.7217e-04,1.5709e-20,2.4046e-220
+DCC_bivariate_loop,,2.2003e-08,3.5839e-18,,3.0781e-08,8.1705e-75,4.4825e-01,1.9588e-23,8.9234e-03,9.0851e-193
+SW_cross_validated,,2.7567e-01,6.2549e-02,3.0781e-08,,5.6171e-82,9.9619e-06,4.2323e-06,7.4487e-12,1.8534e-173
+SW_15,,1.2616e-66,8.5465e-111,8.1705e-75,5.6171e-82,,4.1462e-66,3.2443e-98,5.0953e-44,1.3743e-88
+SW_30,,2.0521e-06,3.0846e-12,4.4825e-01,9.9619e-06,4.1462e-66,,3.6448e-18,2.6074e-03,6.0121e-167
+SW_60,,4.0430e-03,4.7217e-04,1.9588e-23,4.2323e-06,3.2443e-98,3.6448e-18,,6.6601e-26,6.8746e-181
+SW_120,,9.0150e-12,1.5709e-20,8.9234e-03,7.4487e-12,5.0953e-44,2.6074e-03,6.6601e-26,,1.1019e-135
+sFC,,2.7954e-139,2.4046e-220,9.0851e-193,1.8534e-173,1.3743e-88,6.0121e-167,6.8746e-181,1.1019e-135,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index 464296b5..d49c6025 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0801,0.0008,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0053,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0801,0.0000,0.0000,,0.0000,0.0000,0.0001,0.0000,0.0000
-SW_15,,0.0008,0.0000,0.0053,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.8925e-18,4.0164e-07,8.0081e-02,7.8269e-04,6.7166e-37,2.5034e-10,3.5370e-62,5.0769e-30
+DCC_joint,,4.8925e-18,,2.2098e-10,1.1907e-24,1.3024e-18,6.8560e-17,7.5186e-90,3.2641e-175,1.9552e-156
+DCC_bivariate_loop,,4.0164e-07,2.2098e-10,,3.6589e-12,5.2610e-03,5.1948e-36,6.2484e-59,2.7618e-149,6.7296e-121
+SW_cross_validated,,8.0081e-02,1.1907e-24,3.6589e-12,,8.7320e-08,1.2719e-43,6.5084e-05,3.1571e-49,2.0287e-19
+SW_15,,7.8269e-04,1.3024e-18,5.2610e-03,8.7320e-08,,4.2593e-45,6.1197e-45,5.5236e-136,5.9952e-103
+SW_30,,6.7166e-37,6.8560e-17,5.1948e-36,1.2719e-43,4.2593e-45,,2.1755e-105,3.5397e-173,1.4815e-152
+SW_60,,2.5034e-10,7.5186e-90,6.2484e-59,6.5084e-05,6.1197e-45,2.1755e-105,,8.4857e-74,7.6474e-23
+SW_120,,3.5370e-62,3.2641e-175,2.7618e-149,3.1571e-49,5.5236e-136,3.5397e-173,8.4857e-74,,2.6489e-52
+sFC,,5.0769e-30,1.9552e-156,6.7296e-121,2.0287e-19,5.9952e-103,1.4815e-152,7.6474e-23,2.6489e-52,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index 937cd71c..0b97962c 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0009,0.0000,0.0000,0.0000,0.0000,0.0304,0.0000
-DCC_joint,,0.0000,,0.0242,0.0000,0.0000,0.0000,0.0000,0.0000,0.0251
-DCC_bivariate_loop,,0.0009,0.0242,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.5859,0.0066,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.5859,0.0000,0.0000,,0.0151,0.0000
-SW_120,,0.0304,0.0000,0.0000,0.0066,0.0000,0.0000,0.0151,,0.0000
-sFC,,0.0000,0.0251,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.3767e-07,9.3379e-04,2.3883e-06,9.7921e-77,8.2018e-22,4.2823e-06,3.0419e-02,2.6574e-11
+DCC_joint,,2.3767e-07,,2.4242e-02,2.0459e-26,3.0275e-127,4.5280e-58,3.7580e-29,3.4530e-15,2.5108e-02
+DCC_bivariate_loop,,9.3379e-04,2.4242e-02,,1.6571e-18,3.9281e-115,1.8206e-46,5.9553e-20,2.7514e-09,2.1012e-05
+SW_cross_validated,,2.3883e-06,2.0459e-26,1.6571e-18,,1.8051e-61,8.3980e-08,5.8589e-01,6.5716e-03,1.3115e-31
+SW_15,,9.7921e-77,3.0275e-127,3.9281e-115,1.8051e-61,,1.3699e-45,7.2661e-75,7.4335e-73,2.3859e-125
+SW_30,,8.2018e-22,4.5280e-58,1.8206e-46,8.3980e-08,1.3699e-45,,6.9118e-11,1.2294e-15,1.0212e-61
+SW_60,,4.2823e-06,3.7580e-29,5.9553e-20,5.8589e-01,7.2661e-75,6.9118e-11,,1.5076e-02,1.7465e-34
+SW_120,,3.0419e-02,3.4530e-15,2.7514e-09,6.5716e-03,7.4335e-73,1.2294e-15,1.5076e-02,,3.7870e-20
+sFC,,2.6574e-11,2.5108e-02,2.1012e-05,1.3115e-31,2.3859e-125,1.0212e-61,1.7465e-34,3.7870e-20,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index 59d94d5c..9363b6cf 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.7225,0.0000,0.0000,0.2599,0.0217,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0650,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.7225,0.0000,0.0000,,0.0000,0.0000,0.3958,0.0310,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0650,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.2599,0.0000,0.0000,0.3958,0.0000,0.0000,,0.1454,0.0000
-SW_120,,0.0217,0.0000,0.0000,0.0310,0.0000,0.0000,0.1454,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.2518e-09,3.0100e-31,7.2249e-01,1.0587e-81,1.3052e-13,2.5991e-01,2.1688e-02,1.5590e-192
+DCC_joint,,1.2518e-09,,2.1806e-14,6.8621e-13,1.3212e-71,6.4991e-02,2.8282e-17,1.3011e-19,1.9336e-215
+DCC_bivariate_loop,,3.0100e-31,2.1806e-14,,4.4480e-39,2.6034e-35,4.6413e-09,7.9247e-47,3.6074e-47,6.5069e-181
+SW_cross_validated,,7.2249e-01,6.8621e-13,4.4480e-39,,4.7974e-96,7.8409e-18,3.9582e-01,3.0976e-02,4.2540e-220
+SW_15,,1.0587e-81,1.3212e-71,2.6034e-35,4.7974e-96,,7.0322e-62,3.0282e-107,1.1107e-102,3.7285e-127
+SW_30,,1.3052e-13,6.4991e-02,4.6413e-09,7.8409e-18,7.0322e-62,,5.2779e-23,4.5745e-25,1.3739e-204
+SW_60,,2.5991e-01,2.8282e-17,7.9247e-47,3.9582e-01,3.0282e-107,5.2779e-23,,1.4542e-01,3.6467e-239
+SW_120,,2.1688e-02,1.3011e-19,3.6074e-47,3.0976e-02,1.1107e-102,4.5745e-25,1.4542e-01,,3.6036e-221
+sFC,,1.5590e-192,1.9336e-215,6.5069e-181,4.2540e-220,3.7285e-127,1.3739e-204,3.6467e-239,3.6036e-221,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index 6e201007..28d6dfd1 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.8535,0.2692,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.8535,,0.0696,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.2692,0.0696,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.8911,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.8911,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.5346e-01,2.6923e-01,3.0997e-20,3.5176e-138,2.1598e-67,1.4996e-22,8.6391e-07,1.1674e-12
+DCC_joint,,8.5346e-01,,6.9574e-02,2.7133e-32,1.2356e-195,5.9729e-108,2.7519e-38,4.0618e-11,2.3062e-18
+DCC_bivariate_loop,,2.6923e-01,6.9574e-02,,8.0831e-27,2.2101e-193,1.5912e-102,3.8960e-32,1.9908e-07,6.7522e-24
+SW_cross_validated,,3.0997e-20,2.7133e-32,8.0831e-27,,3.1054e-122,3.5789e-31,8.9110e-01,3.7007e-08,2.1601e-59
+SW_15,,3.5176e-138,1.2356e-195,2.2101e-193,3.1054e-122,,3.6517e-96,6.1094e-137,9.4151e-148,3.4343e-189
+SW_30,,2.1598e-67,5.9729e-108,1.5912e-102,3.5789e-31,3.6517e-96,,2.4375e-36,1.2554e-59,4.6773e-121
+SW_60,,1.4996e-22,2.7519e-38,3.8960e-32,8.9110e-01,6.1094e-137,2.4375e-36,,1.3871e-09,5.9061e-66
+SW_120,,8.6391e-07,4.0618e-11,1.9908e-07,3.7007e-08,9.4151e-148,1.2554e-59,1.3871e-09,,4.2772e-37
+sFC,,1.1674e-12,2.3062e-18,6.7522e-24,2.1601e-59,3.4343e-189,4.6773e-121,5.9061e-66,4.2772e-37,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 2186e47e..58c26b0b 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0004,0.0000,0.0000,0.0000,0.0000,0.0000,0.9383
-DCC_joint,,0.0000,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0004,0.0001,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.2261,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.2261,0.0000,0.0000,,0.0006,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0006,,0.0000
-sFC,,0.9383,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.6706e-09,4.3643e-04,9.2223e-37,1.1573e-135,7.9845e-71,5.0071e-37,5.2302e-23,9.3835e-01
+DCC_joint,,4.6706e-09,,9.2511e-05,2.5596e-104,1.1233e-252,2.2822e-173,9.0743e-120,9.0500e-78,6.4576e-14
+DCC_bivariate_loop,,4.3643e-04,9.2511e-05,,1.0531e-86,2.2939e-233,3.2402e-152,1.5600e-98,2.8675e-61,8.8813e-06
+SW_cross_validated,,9.2223e-37,2.5596e-104,1.0531e-86,,5.5604e-116,2.0722e-19,2.2609e-01,4.0913e-05,4.1649e-52
+SW_15,,1.1573e-135,1.1233e-252,2.2939e-233,5.5604e-116,,9.1112e-106,1.1157e-146,3.5600e-127,1.6040e-178
+SW_30,,7.9845e-71,2.2822e-173,3.2402e-152,2.0722e-19,9.1112e-106,,1.2047e-31,1.4602e-35,2.7072e-101
+SW_60,,5.0071e-37,9.0743e-120,1.5600e-98,2.2609e-01,1.1157e-146,1.2047e-31,,5.7803e-04,1.1841e-55
+SW_120,,5.2302e-23,9.0500e-78,2.8675e-61,4.0913e-05,3.5600e-127,1.4602e-35,5.7803e-04,,8.9286e-33
+sFC,,9.3835e-01,6.4576e-14,8.8813e-06,4.1649e-52,1.6040e-178,2.7072e-101,1.1841e-55,8.9286e-33,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index b60f5295..e39bf709 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0404,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.4960,0.0000,0.0000
-DCC_bivariate_loop,,0.0404,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.5548,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.4960,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.5548,0.0000,0.0000,0.0001,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.6937e-07,4.0368e-02,8.0038e-17,8.3079e-126,3.9889e-40,3.6323e-07,1.0587e-14,1.5869e-69
+DCC_joint,,6.6937e-07,,1.9876e-24,1.8024e-08,4.1885e-167,2.6748e-40,4.9600e-01,1.6464e-06,1.7075e-94
+DCC_bivariate_loop,,4.0368e-02,1.9876e-24,,1.5049e-37,8.6292e-198,2.3839e-84,3.9811e-21,7.5197e-33,6.6336e-141
+SW_cross_validated,,8.0038e-17,1.8024e-08,1.5049e-37,,1.0489e-108,7.6559e-10,5.2005e-06,5.5476e-01,9.6272e-37
+SW_15,,8.3079e-126,4.1885e-167,8.6292e-198,1.0489e-108,,1.9358e-104,9.1206e-141,2.8477e-107,8.3579e-92
+SW_30,,3.9889e-40,2.6748e-40,2.3839e-84,7.6559e-10,1.9358e-104,,2.0442e-29,4.3968e-11,1.9209e-17
+SW_60,,3.6323e-07,4.9600e-01,3.9811e-21,5.2005e-06,9.1206e-141,2.0442e-29,,1.2877e-04,7.5925e-70
+SW_120,,1.0587e-14,1.6464e-06,7.5197e-33,5.5476e-01,2.8477e-107,4.3968e-11,1.2877e-04,,1.4469e-37
+sFC,,1.5869e-69,1.7075e-94,6.6336e-141,9.6272e-37,8.3579e-92,1.9209e-17,7.5925e-70,1.4469e-37,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 0c05bfa4..1500cef4 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0330,0.0000,0.0000,0.0000,0.5796,0.0000,0.0000,0.0000
-DCC_joint,,0.0330,,0.0000,0.0000,0.0000,0.0002,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0055,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0205,0.0000
-SW_30,,0.5796,0.0002,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0055,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0205,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.2963e-02,1.6141e-22,1.1130e-25,2.3964e-68,5.7961e-01,2.6802e-20,1.7759e-56,1.9482e-10
+DCC_joint,,3.2963e-02,,9.1146e-31,3.9638e-55,2.1115e-128,2.2212e-04,4.8135e-52,5.8088e-104,1.1298e-37
+DCC_bivariate_loop,,1.6141e-22,9.1146e-31,,6.6989e-97,1.1222e-164,1.7031e-39,4.6847e-99,2.3283e-141,4.8320e-92
+SW_cross_validated,,1.1130e-25,3.9638e-55,6.6989e-97,,9.2293e-27,5.0082e-35,5.5016e-03,1.4334e-16,9.7562e-15
+SW_15,,2.3964e-68,2.1115e-128,1.1222e-164,9.2293e-27,,2.5928e-97,1.0130e-46,2.0520e-02,2.8168e-84
+SW_30,,5.7961e-01,2.2212e-04,1.7031e-39,5.0082e-35,2.5928e-97,,2.0932e-29,7.3367e-78,1.3217e-15
+SW_60,,2.6802e-20,4.8135e-52,4.6847e-99,5.5016e-03,1.0130e-46,2.0932e-29,,7.3165e-31,1.5822e-08
+SW_120,,1.7759e-56,5.8088e-104,2.3283e-141,1.4334e-16,2.0520e-02,7.3367e-78,7.3165e-31,,5.8207e-60
+sFC,,1.9482e-10,1.1298e-37,4.8320e-92,9.7562e-15,2.8168e-84,1.3217e-15,1.5822e-08,5.8207e-60,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 9de5fc7e..36925517 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0043,0.0000,0.0000,0.0000,0.0000,0.0000,0.0006
-DCC_bivariate_loop,,0.0000,0.0043,,0.0000,0.0000,0.0000,0.0000,0.0000,0.3123
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0292,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0292,0.0000,0.0000,,0.0007,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0007,,0.0000
-sFC,,0.0000,0.0006,0.3123,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.9515e-14,2.5178e-08,1.7542e-29,4.2737e-143,4.7394e-68,1.3527e-26,1.4232e-13,1.5175e-05
+DCC_joint,,4.9515e-14,,4.3463e-03,6.2651e-83,1.2849e-227,1.0327e-150,6.6178e-90,1.7819e-56,6.3328e-04
+DCC_bivariate_loop,,2.5178e-08,4.3463e-03,,1.7825e-71,3.8799e-217,2.2504e-137,2.5720e-76,1.7458e-45,3.1229e-01
+SW_cross_validated,,1.7542e-29,6.2651e-83,1.7825e-71,,1.0008e-107,2.4569e-16,2.9214e-02,9.1766e-07,1.5616e-56
+SW_15,,4.2737e-143,1.2849e-227,3.8799e-217,1.0008e-107,,2.3361e-103,1.5605e-140,2.9037e-128,2.0112e-184
+SW_30,,4.7394e-68,1.0327e-150,2.2504e-137,2.4569e-16,2.3361e-103,,2.0399e-32,6.5762e-38,1.4897e-108
+SW_60,,1.3527e-26,6.6178e-90,2.5720e-76,2.9214e-02,1.5605e-140,2.0399e-32,,6.7490e-04,4.8211e-57
+SW_120,,1.4232e-13,1.7819e-56,1.7458e-45,9.1766e-07,2.9037e-128,6.5762e-38,6.7490e-04,,2.6534e-34
+sFC,,1.5175e-05,6.3328e-04,3.1229e-01,1.5616e-56,2.0112e-184,1.4897e-108,4.8211e-57,2.6534e-34,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 8c602880..79bfc8bb 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0009,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0030,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0009,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0830,0.0000
-SW_cross_validated,,0.0000,0.0030,0.0000,,0.0000,0.0000,0.0068,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0068,0.0000,0.0000,,0.0107,0.0000
-SW_120,,0.0000,0.0000,0.0830,0.0000,0.0000,0.0000,0.0107,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.3262e-31,9.2063e-04,3.7243e-17,1.5343e-141,1.8899e-53,2.0341e-12,2.4304e-05,1.2581e-114
+DCC_joint,,1.3262e-31,,3.4488e-31,3.0245e-03,4.7000e-123,4.9555e-10,4.5405e-11,1.8964e-15,2.0208e-85
+DCC_bivariate_loop,,9.2063e-04,3.4488e-31,,1.4539e-12,7.1433e-174,1.5508e-61,1.6019e-07,8.2986e-02,5.1429e-151
+SW_cross_validated,,3.7243e-17,3.0245e-03,1.4539e-12,,2.4911e-110,1.7103e-15,6.8184e-03,4.1522e-06,1.3923e-75
+SW_15,,1.5343e-141,4.7000e-123,7.1433e-174,2.4911e-110,,2.6044e-102,1.2191e-145,9.6380e-130,8.9054e-44
+SW_30,,1.8899e-53,4.9555e-10,1.5508e-61,1.7103e-15,2.6044e-102,,1.9608e-33,4.4658e-35,1.3198e-57
+SW_60,,2.0341e-12,4.5405e-11,1.6019e-07,6.8184e-03,1.2191e-145,1.9608e-33,,1.0675e-02,3.8562e-115
+SW_120,,2.4304e-05,1.8964e-15,8.2986e-02,4.1522e-06,9.6380e-130,4.4658e-35,1.0675e-02,,2.4661e-99
+sFC,,1.2581e-114,2.0208e-85,5.1429e-151,1.3923e-75,8.9054e-44,1.3198e-57,3.8562e-115,2.4661e-99,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index 37d380f9..555f38c2 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0042,0.0000,0.7671,0.3092,0.5681,0.0000
-DCC_joint,,0.0000,,0.0267,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_bivariate_loop,,0.0000,0.0267,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0166
-SW_cross_validated,,0.0042,0.0000,0.0000,,0.0126,0.0000,0.0000,0.0001,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0126,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.7671,0.0000,0.0000,0.0000,0.0000,,0.2262,0.6470,0.0000
-SW_60,,0.3092,0.0000,0.0000,0.0000,0.0000,0.2262,,0.6487,0.0000
-SW_120,,0.5681,0.0000,0.0000,0.0001,0.0000,0.6470,0.6487,,0.0000
-sFC,,0.0000,0.0001,0.0166,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.1516e-40,1.8601e-35,4.1923e-03,5.4408e-07,7.6715e-01,3.0919e-01,5.6811e-01,2.5973e-22
+DCC_joint,,2.1516e-40,,2.6662e-02,9.9977e-83,6.7371e-142,8.8351e-94,6.4207e-68,1.4638e-50,9.9567e-05
+DCC_bivariate_loop,,1.8601e-35,2.6662e-02,,1.1593e-75,5.1701e-133,3.5788e-84,8.1011e-60,2.5541e-44,1.6579e-02
+SW_cross_validated,,4.1923e-03,9.9977e-83,1.1593e-75,,1.2551e-02,2.3326e-06,2.5751e-07,6.4228e-05,4.7283e-46
+SW_15,,5.4408e-07,6.7371e-142,5.1701e-133,1.2551e-02,,3.1076e-23,2.0450e-20,6.4456e-12,2.9952e-72
+SW_30,,7.6715e-01,8.8351e-94,3.5788e-84,2.3326e-06,3.1076e-23,,2.2617e-01,6.4702e-01,5.4075e-40
+SW_60,,3.0919e-01,6.4207e-68,8.1011e-60,2.5751e-07,2.0450e-20,2.2617e-01,,6.4870e-01,1.7263e-30
+SW_120,,5.6811e-01,1.4638e-50,2.5541e-44,6.4228e-05,6.4456e-12,6.4702e-01,6.4870e-01,,1.6854e-25
+sFC,,2.5973e-22,9.9567e-05,1.6579e-02,4.7283e-46,2.9952e-72,5.4075e-40,1.7263e-30,1.6854e-25,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index a2765a79..d635e124 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0009,0.0000,0.0000,0.0000,0.0000,0.0000,0.7259
-DCC_joint,,0.0000,,0.0085,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0009,0.0085,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.1656,0.0358,0.0001,0.0001,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.1656,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0358,0.0000,,0.0162,0.0138,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0162,,0.6181,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0138,0.6181,,0.0000
-sFC,,0.7259,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.5330e-06,8.6319e-04,1.6105e-15,3.9216e-22,1.9308e-13,2.4320e-09,1.6827e-07,7.2589e-01
+DCC_joint,,4.5330e-06,,8.4998e-03,2.4454e-66,6.8857e-126,5.0395e-85,1.9358e-64,5.0013e-43,4.4436e-13
+DCC_bivariate_loop,,8.6319e-04,8.4998e-03,,1.4516e-55,6.7848e-105,1.0186e-68,1.1370e-50,7.9953e-34,7.9938e-08
+SW_cross_validated,,1.6105e-15,2.4454e-66,1.4516e-55,,1.6556e-01,3.5822e-02,1.0134e-04,1.4175e-04,2.7404e-23
+SW_15,,3.9216e-22,6.8857e-126,6.7848e-105,1.6556e-01,,7.3624e-07,1.9235e-12,1.4700e-09,5.8101e-40
+SW_30,,1.9308e-13,5.0395e-85,1.0186e-68,3.5822e-02,7.3624e-07,,1.6232e-02,1.3848e-02,1.0079e-22
+SW_60,,2.4320e-09,1.9358e-64,1.1370e-50,1.0134e-04,1.9235e-12,1.6232e-02,,6.1805e-01,7.4872e-15
+SW_120,,1.6827e-07,5.0013e-43,7.9953e-34,1.4175e-04,1.4700e-09,1.3848e-02,6.1805e-01,,1.4919e-10
+sFC,,7.2589e-01,4.4436e-13,7.9938e-08,2.7404e-23,5.8101e-40,1.0079e-22,7.4872e-15,1.4919e-10,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index c7280345..4b9627e8 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0001,0.0000,0.0000,0.0000,0.5702,0.0000
-DCC_joint,,0.0000,,0.1060,0.0066,0.1369,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.1060,,0.0001,0.0015,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0001,0.0066,0.0001,,0.1028,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.1369,0.0015,0.1028,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.1476,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1476,,0.0000,0.0000
-SW_120,,0.5702,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.9574e-10,2.6673e-13,1.2981e-04,2.6205e-08,3.6540e-22,2.9647e-24,5.7021e-01,2.3036e-112
+DCC_joint,,1.9574e-10,,1.0597e-01,6.6200e-03,1.3693e-01,7.3250e-10,2.7190e-12,2.0956e-16,9.2291e-237
+DCC_bivariate_loop,,2.6673e-13,1.0597e-01,,8.0427e-05,1.5019e-03,6.7433e-07,2.6333e-09,8.9866e-21,2.3759e-251
+SW_cross_validated,,1.2981e-04,6.6200e-03,8.0427e-05,,1.0276e-01,4.6057e-13,2.4484e-15,5.8296e-07,8.4127e-168
+SW_15,,2.6205e-08,1.3693e-01,1.5019e-03,1.0276e-01,,7.1885e-14,3.2888e-16,2.5033e-13,2.5817e-235
+SW_30,,3.6540e-22,7.3250e-10,6.7433e-07,4.6057e-13,7.1885e-14,,1.4758e-01,4.3807e-32,5.8903e-238
+SW_60,,2.9647e-24,2.7190e-12,2.6333e-09,2.4484e-15,3.2888e-16,1.4758e-01,,7.6402e-34,5.4192e-220
+SW_120,,5.7021e-01,2.0956e-16,8.9866e-21,5.8296e-07,2.5033e-13,4.3807e-32,7.6402e-34,,3.9023e-136
+sFC,,2.3036e-112,9.2291e-237,2.3759e-251,8.4127e-168,2.5817e-235,5.8903e-238,5.4192e-220,3.9023e-136,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index 46bbd9a4..cbf44b8d 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.2014,0.0000,0.0000,0.0094,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.2014,0.0000,0.0000,,0.0000,0.0000,0.0001,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.1500,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.1500,,0.0000,0.0000,0.0000
-SW_60,,0.0094,0.0000,0.0000,0.0001,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.5172e-30,4.3023e-45,2.0144e-01,3.0590e-88,1.6236e-77,9.4328e-03,1.7726e-46,9.2451e-22
+DCC_joint,,1.5172e-30,,3.3639e-08,1.0055e-19,3.6959e-73,1.7543e-52,3.2361e-92,3.0045e-158,4.4046e-156
+DCC_bivariate_loop,,4.3023e-45,3.3639e-08,,3.9473e-31,3.5081e-53,9.0709e-35,2.7872e-123,4.2461e-180,8.9861e-188
+SW_cross_validated,,2.0144e-01,1.0055e-19,3.9473e-31,,3.8941e-69,7.1923e-61,1.0605e-04,9.4356e-46,3.0371e-23
+SW_15,,3.0590e-88,3.6959e-73,3.5081e-53,3.8941e-69,,1.4998e-01,4.3392e-182,2.9451e-219,8.2891e-236
+SW_30,,1.6236e-77,1.7543e-52,9.0709e-35,7.1923e-61,1.4998e-01,,3.7778e-149,2.1432e-193,8.0542e-195
+SW_60,,9.4328e-03,3.2361e-92,2.7872e-123,1.0605e-04,4.3392e-182,3.7778e-149,,5.6406e-78,1.2203e-45
+SW_120,,1.7726e-46,3.0045e-158,4.2461e-180,9.4356e-46,2.9451e-219,2.1432e-193,5.6406e-78,,1.5900e-33
+sFC,,9.2451e-22,4.4046e-156,8.9861e-188,3.0371e-23,8.2891e-236,8.0542e-195,1.2203e-45,1.5900e-33,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index d2463628..ade530e3 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0198,0.4260,0.0042,0.2835,0.5147,0.0000
-DCC_joint,,0.0000,,0.0009,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0009,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0198,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0006,0.0000
-SW_15,,0.4260,0.0000,0.0000,0.0000,,0.0004,0.6155,0.9557,0.0000
-SW_30,,0.0042,0.0000,0.0000,0.0000,0.0004,,0.0068,0.0090,0.0000
-SW_60,,0.2835,0.0000,0.0000,0.0000,0.6155,0.0068,,0.6704,0.0000
-SW_120,,0.5147,0.0000,0.0000,0.0006,0.9557,0.0090,0.6704,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.8502e-36,2.3549e-30,1.9835e-02,4.2597e-01,4.1678e-03,2.8353e-01,5.1467e-01,1.1919e-11
+DCC_joint,,1.8502e-36,,9.0087e-04,1.1975e-65,1.0073e-91,4.8574e-63,9.0889e-72,1.1161e-48,7.2518e-14
+DCC_bivariate_loop,,2.3549e-30,9.0087e-04,,1.7912e-56,2.8083e-73,4.2699e-48,1.5311e-57,8.7110e-40,1.4235e-08
+SW_cross_validated,,1.9835e-02,1.1975e-65,1.7912e-56,,2.8223e-05,1.3118e-10,1.6030e-05,6.2771e-04,4.5862e-24
+SW_15,,4.2597e-01,1.0073e-91,2.8083e-73,2.8223e-05,,4.4947e-04,6.1546e-01,9.5572e-01,1.8158e-18
+SW_30,,4.1678e-03,4.8574e-63,4.2699e-48,1.3118e-10,4.4947e-04,,6.8163e-03,8.9958e-03,1.6476e-09
+SW_60,,2.8353e-01,9.0889e-72,1.5311e-57,1.6030e-05,6.1546e-01,6.8163e-03,,6.7037e-01,2.6762e-15
+SW_120,,5.1467e-01,1.1161e-48,8.7110e-40,6.2771e-04,9.5572e-01,8.9958e-03,6.7037e-01,,7.2798e-13
+sFC,,1.1919e-11,7.2518e-14,1.4235e-08,4.5862e-24,1.8158e-18,1.6476e-09,2.6762e-15,7.2798e-13,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index 7c77f6b1..ec4d7235 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0003,0.8922,0.0000,0.0000,0.0000,0.1044,0.0000
-DCC_joint,,0.0000,,0.6302,0.0000,0.6431,0.0000,0.0017,0.0000,0.0000
-DCC_bivariate_loop,,0.0003,0.6302,,0.0000,0.3553,0.0000,0.0006,0.0000,0.0000
-SW_cross_validated,,0.8922,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0439,0.0000
-SW_15,,0.0000,0.6431,0.3553,0.0000,,0.0000,0.0060,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0011,0.0000,0.0000
-SW_60,,0.0000,0.0017,0.0006,0.0000,0.0060,0.0011,,0.0000,0.0000
-SW_120,,0.1044,0.0000,0.0000,0.0439,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.9878e-05,2.6001e-04,8.9221e-01,1.2900e-05,8.5396e-17,2.7713e-09,1.0444e-01,7.9293e-171
+DCC_joint,,4.9878e-05,,6.3020e-01,2.7782e-06,6.4313e-01,7.2300e-12,1.7289e-03,8.0357e-12,1.0584e-271
+DCC_bivariate_loop,,2.6001e-04,6.3020e-01,,3.0811e-05,3.5534e-01,3.3133e-12,6.0194e-04,3.2933e-10,4.2488e-258
+SW_cross_validated,,8.9221e-01,2.7782e-06,3.0811e-05,,4.2167e-07,4.5129e-22,1.0226e-11,4.3902e-02,3.3645e-205
+SW_15,,1.2900e-05,6.4313e-01,3.5534e-01,4.2167e-07,,8.1650e-11,5.9907e-03,6.0810e-13,4.3561e-275
+SW_30,,8.5396e-17,7.2300e-12,3.3133e-12,4.5129e-22,8.1650e-11,,1.1066e-03,3.1331e-30,1.4245e-281
+SW_60,,2.7713e-09,1.7289e-03,6.0194e-04,1.0226e-11,5.9907e-03,1.1066e-03,,3.4203e-18,6.5001e-255
+SW_120,,1.0444e-01,8.0357e-12,3.2933e-10,4.3902e-02,6.0810e-13,3.1331e-30,3.4203e-18,,4.5439e-195
+sFC,,7.9293e-171,1.0584e-271,4.2488e-258,3.3645e-205,4.3561e-275,1.4245e-281,6.5001e-255,4.5439e-195,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index ddda4da4..53116059 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.3932,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.3932,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0040,0.0063,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0040,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0063,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.3861e-06,3.9741e-05,4.2040e-16,2.5602e-139,5.7247e-75,4.0833e-26,6.8147e-11,2.7156e-65
+DCC_joint,,5.3861e-06,,3.9322e-01,4.2383e-61,5.5284e-268,7.6296e-187,5.9551e-104,2.7149e-53,2.9798e-84
+DCC_bivariate_loop,,3.9741e-05,3.9322e-01,,1.1822e-58,3.5227e-268,7.6239e-186,1.6183e-101,1.1486e-50,1.7560e-87
+SW_cross_validated,,4.2040e-16,4.2383e-61,1.1822e-58,,6.1291e-157,2.2031e-61,4.0230e-03,6.3093e-03,2.4858e-134
+SW_15,,2.5602e-139,5.5284e-268,3.5227e-268,6.1291e-157,,5.1585e-138,7.6872e-202,4.5747e-181,7.1986e-268
+SW_30,,5.7247e-75,7.6296e-187,7.6239e-186,2.2031e-61,5.1585e-138,,1.1780e-77,3.1849e-84,5.1295e-216
+SW_60,,4.0833e-26,5.9551e-104,1.6183e-101,4.0230e-03,7.6872e-202,1.1780e-77,,2.1457e-10,2.3629e-167
+SW_120,,6.8147e-11,2.7149e-53,1.1486e-50,6.3093e-03,4.5747e-181,3.1849e-84,2.1457e-10,,1.4315e-131
+sFC,,2.7156e-65,2.9798e-84,1.7560e-87,2.4858e-134,7.1986e-268,5.1295e-216,2.3629e-167,1.4315e-131,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index 2e36002f..c2cbad5d 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.9522,0.5401,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.9522,,0.2399,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.5401,0.2399,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0225,0.0035,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0225,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0035,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.5216e-01,5.4006e-01,1.3471e-25,3.8506e-137,6.0281e-80,4.7264e-36,3.0500e-19,6.1293e-38
+DCC_joint,,9.5216e-01,,2.3988e-01,2.5071e-57,2.6835e-277,5.0809e-189,2.3139e-107,1.0049e-47,3.2958e-79
+DCC_bivariate_loop,,5.4006e-01,2.3988e-01,,1.3428e-53,1.1083e-274,2.7164e-185,2.6149e-102,8.7282e-44,1.0114e-82
+SW_cross_validated,,1.3471e-25,2.5071e-57,1.3428e-53,,6.4448e-150,1.9634e-55,2.2532e-02,3.5056e-03,2.5089e-124
+SW_15,,3.8506e-137,2.6835e-277,1.1083e-274,6.4448e-150,,1.3026e-144,4.6785e-217,4.4807e-175,9.6648e-262
+SW_30,,6.0281e-80,5.0809e-189,2.7164e-185,1.9634e-55,1.3026e-144,,1.4756e-83,7.2517e-79,2.0639e-207
+SW_60,,4.7264e-36,2.3139e-107,2.6149e-102,2.2532e-02,4.6785e-217,1.4756e-83,,1.0363e-09,9.8644e-161
+SW_120,,3.0500e-19,1.0049e-47,8.7282e-44,3.5056e-03,4.4807e-175,7.2517e-79,1.0363e-09,,8.3345e-120
+sFC,,6.1293e-38,3.2958e-79,1.0114e-82,2.5089e-124,9.6648e-262,2.0639e-207,9.8644e-161,8.3345e-120,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 8edf3f11..517f07f1 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,0.0020,0.0028
-DCC_joint,,0.0002,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0700
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.2636,0.0491,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.2636,0.0000,0.0000,,0.2117,0.0000
-SW_120,,0.0020,0.0000,0.0000,0.0491,0.0000,0.0000,0.2117,,0.0000
-sFC,,0.0028,0.0700,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.1087e-04,1.1627e-13,9.4805e-06,1.7423e-117,2.4915e-45,3.1458e-05,2.0448e-03,2.7698e-03
+DCC_joint,,2.1087e-04,,9.6253e-15,3.2586e-29,2.5348e-252,2.0993e-147,1.0320e-43,5.4020e-24,6.9988e-02
+DCC_bivariate_loop,,1.1627e-13,9.6253e-15,,2.3157e-50,2.3477e-258,1.5367e-165,7.7845e-73,1.7623e-46,1.2246e-22
+SW_cross_validated,,9.4805e-06,3.2586e-29,2.3157e-50,,7.3823e-139,5.1000e-41,2.6363e-01,4.9117e-02,1.1080e-26
+SW_15,,1.7423e-117,2.5348e-252,2.3477e-258,7.3823e-139,,2.3640e-133,5.2044e-200,3.2986e-161,3.0778e-266
+SW_30,,2.4915e-45,2.0993e-147,1.5367e-165,5.1000e-41,2.3640e-133,,8.7836e-76,2.8557e-58,1.1264e-154
+SW_60,,3.1458e-05,1.0320e-43,7.7845e-73,2.6363e-01,5.2044e-200,8.7836e-76,,2.1167e-01,4.0907e-42
+SW_120,,2.0448e-03,5.4020e-24,1.7623e-46,4.9117e-02,3.2986e-161,2.8557e-58,2.1167e-01,,2.5009e-21
+sFC,,2.7698e-03,6.9988e-02,1.2246e-22,1.1080e-26,3.0778e-266,1.1264e-154,4.0907e-42,2.5009e-21,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index d9b846b2..24fe296a 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.3984
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0924,0.0361,0.0152,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0924,0.0000,,0.0000,0.2914,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0361,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0152,0.0000,0.2914,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.3984,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.8930e-25,3.8263e-49,1.1547e-07,8.1004e-82,1.5538e-11,1.0845e-05,1.7406e-12,4.8396e-49
+DCC_joint,,1.8930e-25,,2.2916e-25,1.1220e-85,2.2555e-232,3.6812e-119,4.3211e-105,2.7222e-106,4.7679e-26
+DCC_bivariate_loop,,3.8263e-49,2.2916e-25,,1.3935e-118,5.9681e-251,3.5295e-153,1.7400e-142,1.2425e-138,3.9843e-01
+SW_cross_validated,,1.1547e-07,1.1220e-85,1.3935e-118,,7.9638e-98,9.2392e-02,3.6149e-02,1.5241e-02,4.0670e-123
+SW_15,,8.1004e-82,2.2555e-232,5.9681e-251,7.9638e-98,,4.0946e-119,1.2045e-143,1.6935e-95,3.0907e-266
+SW_30,,1.5538e-11,3.6812e-119,3.5295e-153,9.2392e-02,4.0946e-119,,2.7252e-06,2.9141e-01,1.0652e-162
+SW_60,,1.0845e-05,4.3211e-105,1.7400e-142,3.6149e-02,1.2045e-143,2.7252e-06,,2.7895e-07,1.9802e-152
+SW_120,,1.7406e-12,2.7222e-106,1.2425e-138,1.5241e-02,1.6935e-95,2.9141e-01,2.7895e-07,,5.6525e-145
+sFC,,4.8396e-49,4.7679e-26,3.9843e-01,4.0670e-123,3.0907e-266,1.0652e-162,1.9802e-152,5.6525e-145,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 9f87b623..3fad491e 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0033,0.0171,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0033,,0.2875,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0171,0.2875,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.1155,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.1155,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.3401e-03,1.7136e-02,1.9706e-24,1.1448e-148,1.6355e-82,7.6274e-34,4.6792e-15,8.8018e-54
+DCC_joint,,3.3401e-03,,2.8751e-01,6.2665e-67,1.5832e-281,5.0477e-193,1.1151e-111,3.6891e-53,2.7421e-81
+DCC_bivariate_loop,,1.7136e-02,2.8751e-01,,9.2337e-64,1.2486e-280,8.5175e-191,5.1201e-108,1.0869e-49,4.2551e-85
+SW_cross_validated,,1.9706e-24,6.2665e-67,9.2337e-64,,2.9939e-153,1.3612e-52,1.1546e-01,3.4675e-05,5.9385e-135
+SW_15,,1.1448e-148,1.5832e-281,1.2486e-280,2.9939e-153,,5.9527e-154,4.9373e-217,9.9447e-187,2.7744e-279
+SW_30,,1.6355e-82,5.0477e-193,8.5175e-191,1.3612e-52,5.9527e-154,,1.2601e-80,6.1869e-85,3.3457e-221
+SW_60,,7.6274e-34,1.1151e-111,5.1201e-108,1.1546e-01,4.9373e-217,1.2601e-80,,6.1920e-12,9.5271e-172
+SW_120,,4.6792e-15,3.6891e-53,1.0869e-49,3.4675e-05,9.9447e-187,6.1869e-85,6.1920e-12,,1.3979e-128
+sFC,,8.8018e-54,2.7421e-81,4.2551e-85,5.9385e-135,2.7744e-279,3.3457e-221,9.5271e-172,1.3979e-128,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 2c73a5e8..c76f993e 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1682,0.0000,0.0000,0.0000,0.0000,0.0000,0.0007,0.0029
-DCC_joint,,0.1682,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.8955,0.0023,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.8955,0.0000,0.0000,,0.0003,0.0000
-SW_120,,0.0007,0.0000,0.0000,0.0023,0.0000,0.0000,0.0003,,0.1773
-sFC,,0.0029,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.1773,
+SVWP_joint,,,1.6822e-01,2.9524e-09,3.6500e-08,2.7164e-115,9.1741e-46,2.2444e-09,6.8738e-04,2.9399e-03
+DCC_joint,,1.6822e-01,,2.0354e-21,3.0684e-25,7.7888e-248,1.8346e-136,7.1183e-42,2.7633e-14,7.2529e-23
+DCC_bivariate_loop,,2.9524e-09,2.0354e-21,,3.4883e-52,1.8377e-263,6.5914e-166,4.9825e-80,2.7569e-40,3.6013e-67
+SW_cross_validated,,3.6500e-08,3.0684e-25,3.4883e-52,,4.9616e-137,1.8137e-37,8.9555e-01,2.3484e-03,4.9212e-07
+SW_15,,2.7164e-115,7.7888e-248,1.8377e-263,4.9616e-137,,4.0282e-135,1.5491e-190,2.0766e-159,3.4837e-245
+SW_30,,9.1741e-46,1.8346e-136,6.5914e-166,1.8137e-37,4.0282e-135,,5.3814e-62,6.4029e-58,9.1178e-113
+SW_60,,2.2444e-09,7.1183e-42,4.9825e-80,8.9555e-01,1.5491e-190,5.3814e-62,,3.4792e-04,2.8310e-12
+SW_120,,6.8738e-04,2.7633e-14,2.7569e-40,2.3484e-03,2.0766e-159,6.4029e-58,3.4792e-04,,1.7735e-01
+sFC,,2.9399e-03,7.2529e-23,3.6013e-67,4.9212e-07,3.4837e-245,9.1178e-113,2.8310e-12,1.7735e-01,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/SVWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/SVWP_kernel_lengthscales_kernel_params.csv
rename to results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/SVWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/SVWP_kernel_variance_kernel_params.csv
rename to results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/VWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/VWP_kernel_lengthscales_kernel_params.csv
rename to results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/VWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/kernel_params/VWP_kernel_variance_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/VWP_kernel_variance_kernel_params.csv
rename to results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/kernel_params/VWP_kernel_variance_kernel_params.csv
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/test_log_likelihood_mean.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/test_log_likelihood_mean.csv
deleted file mode 100644
index 5cf1f7ad..00000000
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/test_log_likelihood_mean.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,-4.231,-3.954,-3.954,-3.959,-3.960,-4.167,-3.851,-4.159,-4.029
-SVWP,-4.230,-3.952,-3.957,-3.969,-3.967,-4.170,-3.851,-4.159,-4.032
-DCC_joint,-4.248,-3.991,-4.095,-4.138,-4.160,-4.197,-4.026,-4.180,-4.129
-DCC_bivariate_loop,-4.245,-3.986,-4.062,-4.093,-4.104,-4.185,-4.002,-4.175,-4.106
-SW_cross_validated,-4.226,-3.956,-4.021,-4.014,-4.045,-4.163,-3.933,-4.156,-4.064
-SW_15,-4.141,-3.959,-4.036,-4.002,-3.981,-4.066,-4.098,-4.081,-4.045
-SW_30,-4.189,-3.928,-3.973,-3.984,-4.018,-4.103,-3.899,-4.120,-4.027
-SW_60,-4.245,-3.974,-4.041,-4.122,-4.197,-4.201,-3.939,-4.173,-4.111
-SW_120,-4.303,-4.035,-4.199,-4.304,-4.327,-4.267,-4.028,-4.233,-4.212
-sFC,-4.248,-3.985,-4.246,-4.247,-4.247,-4.210,-4.246,-4.180,-4.201
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/test_log_likelihood_se.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/test_log_likelihood_se.csv
deleted file mode 100644
index 91c0329d..00000000
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/test_log_likelihood_se.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.001,0.004,0.005,0.005,0.005,0.003,0.007,0.003,0.004
-SVWP,0.001,0.004,0.005,0.005,0.005,0.003,0.006,0.002,0.004
-DCC_joint,0.001,0.004,0.003,0.003,0.002,0.002,0.005,0.002,0.003
-DCC_bivariate_loop,0.001,0.004,0.004,0.003,0.003,0.002,0.009,0.002,0.004
-SW_cross_validated,0.001,0.004,0.004,0.004,0.005,0.003,0.006,0.002,0.004
-SW_15,0.004,0.009,0.012,0.009,0.008,0.006,0.024,0.005,0.010
-SW_30,0.002,0.006,0.006,0.004,0.004,0.004,0.009,0.003,0.005
-SW_60,0.002,0.005,0.004,0.003,0.003,0.003,0.006,0.003,0.003
-SW_120,0.002,0.004,0.004,0.002,0.002,0.002,0.005,0.003,0.003
-sFC,0.000,0.004,0.001,0.001,0.000,0.002,0.001,0.002,0.001
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/test_log_likelihood_std.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/test_log_likelihood_std.csv
deleted file mode 100644
index ec266a21..00000000
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/test_log_likelihood_std.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.015,0.057,0.067,0.066,0.072,0.048,0.094,0.036,0.057
-SVWP,0.016,0.058,0.068,0.064,0.074,0.049,0.090,0.035,0.057
-DCC_joint,0.007,0.061,0.049,0.037,0.032,0.026,0.073,0.032,0.040
-DCC_bivariate_loop,0.009,0.059,0.059,0.048,0.045,0.028,0.133,0.032,0.052
-SW_cross_validated,0.016,0.061,0.062,0.060,0.068,0.049,0.081,0.035,0.054
-SW_15,0.057,0.130,0.169,0.125,0.120,0.091,0.346,0.074,0.139
-SW_30,0.034,0.079,0.080,0.056,0.054,0.051,0.123,0.049,0.066
-SW_60,0.024,0.067,0.054,0.043,0.036,0.039,0.080,0.042,0.048
-SW_120,0.027,0.064,0.051,0.033,0.031,0.033,0.075,0.041,0.044
-sFC,0.007,0.056,0.009,0.008,0.007,0.023,0.009,0.031,0.019
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index a42a9686..43b1d8c6 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0047,0.5896,0.0000,0.0000,0.0000,0.0000,0.0010,0.0000
-DCC_joint,,0.0047,,0.0231,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.5896,0.0231,,0.0000,0.0000,0.0000,0.0000,0.0002,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0020,0.0042,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0020,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0010,0.0000,0.0002,0.0042,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.6674e-03,5.8965e-01,7.6346e-10,8.4430e-128,7.0036e-66,1.1050e-19,1.0100e-03,1.1329e-18
+DCC_joint,,4.6674e-03,,2.3100e-02,1.9686e-18,7.6819e-138,9.2120e-79,8.9102e-31,2.0333e-09,2.6132e-09
+DCC_bivariate_loop,,5.8965e-01,2.3100e-02,,3.9859e-11,4.0848e-128,2.9520e-67,2.6795e-21,1.5579e-04,2.2013e-16
+SW_cross_validated,,7.6346e-10,1.9686e-18,3.9859e-11,,4.2959e-108,1.2386e-39,2.0479e-03,4.2240e-03,1.3416e-47
+SW_15,,8.4430e-128,7.6819e-138,4.0848e-128,4.2959e-108,,1.2435e-56,1.7748e-103,3.6484e-114,1.7395e-178
+SW_30,,7.0036e-66,9.2120e-79,2.9520e-67,1.2386e-39,1.2435e-56,,7.4193e-30,7.0454e-50,5.4145e-121
+SW_60,,1.1050e-19,8.9102e-31,2.6795e-21,2.0479e-03,1.7748e-103,7.4193e-30,,4.7419e-09,3.7940e-66
+SW_120,,1.0100e-03,2.0333e-09,1.5579e-04,4.2240e-03,3.6484e-114,7.0454e-50,4.7419e-09,,3.9943e-32
+sFC,,1.1329e-18,2.6132e-09,2.2013e-16,1.3416e-47,1.7395e-178,5.4145e-121,3.7940e-66,3.9943e-32,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index 73cc1857..1aba87bd 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0307,0.0000,0.0000,0.0000,0.0000,0.0000,0.6293
-DCC_bivariate_loop,,0.0000,0.0307,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0102
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0002,0.4699,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0002,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.4699,0.0000,0.0000,0.0001,,0.0000
-sFC,,0.0000,0.6293,0.0102,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.5727e-13,2.4942e-17,5.0946e-71,8.2128e-196,1.3704e-135,2.3961e-89,4.7750e-55,2.1869e-11
+DCC_joint,,5.5727e-13,,3.0676e-02,1.0375e-40,3.0464e-178,2.7597e-110,6.3726e-59,3.0019e-29,6.2929e-01
+DCC_bivariate_loop,,2.4942e-17,3.0676e-02,,3.6384e-26,1.0521e-154,3.9040e-88,6.0080e-41,5.9336e-19,1.0204e-02
+SW_cross_validated,,5.0946e-71,1.0375e-40,3.6384e-26,,2.5703e-126,6.7806e-45,1.5253e-04,4.6993e-01,6.9907e-42
+SW_15,,8.2128e-196,3.0464e-178,1.0521e-154,2.5703e-126,,1.0236e-62,3.4975e-115,3.9943e-109,1.5503e-177
+SW_30,,1.3704e-135,2.7597e-110,3.9040e-88,6.7806e-45,1.0236e-62,,1.3945e-30,2.8809e-38,1.7757e-110
+SW_60,,2.3961e-89,6.3726e-59,6.0080e-41,1.5253e-04,3.4975e-115,1.3945e-30,,7.3257e-05,6.9602e-60
+SW_120,,4.7750e-55,3.0019e-29,5.9336e-19,4.6993e-01,3.9943e-109,2.8809e-38,7.3257e-05,,2.1555e-30
+sFC,,2.1869e-11,6.2929e-01,1.0204e-02,6.9907e-42,1.5503e-177,1.7757e-110,6.9602e-60,2.1555e-30,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index 0b9abbd5..55db0200 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0003,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.3270,0.0000,0.0032,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.3270,,0.0000,0.0549,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0085,0.0000,0.0000
-SW_15,,0.0000,0.0032,0.0549,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0003,0.0000,0.0000,0.0000,0.0000,,0.0078,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0085,0.0000,0.0078,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.7066e-53,9.4951e-50,3.0299e-14,6.7085e-46,3.4793e-04,1.0486e-08,1.8131e-130,1.9905e-319
+DCC_joint,,1.7066e-53,,3.2699e-01,2.2886e-21,3.2162e-03,5.4967e-48,2.8299e-35,1.1349e-65,4.1714e-319
+DCC_bivariate_loop,,9.4951e-50,3.2699e-01,,2.9333e-18,5.4916e-02,1.0284e-43,2.3743e-31,4.2912e-70,5.0790e-321
+SW_cross_validated,,3.0299e-14,2.2886e-21,2.9333e-18,,4.0516e-14,3.6713e-07,8.5158e-03,1.5051e-102,4.8333e-316
+SW_15,,6.7085e-46,3.2162e-03,5.4916e-02,4.0516e-14,,1.5057e-39,7.9928e-27,1.2926e-84,0.0000e+00
+SW_30,,3.4793e-04,5.4967e-48,1.0284e-43,3.6713e-07,1.5057e-39,,7.8424e-03,2.9926e-137,0.0000e+00
+SW_60,,1.0486e-08,2.8299e-35,2.3743e-31,8.5158e-03,7.9928e-27,7.8424e-03,,1.3865e-123,0.0000e+00
+SW_120,,1.8131e-130,1.1349e-65,4.2912e-70,1.5051e-102,1.2926e-84,2.9926e-137,1.3865e-123,,1.7188e-287
+sFC,,1.9905e-319,4.1714e-319,5.0790e-321,4.8333e-316,0.0000e+00,0.0000e+00,0.0000e+00,1.7188e-287,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index ed144ce9..a11c855b 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.9941,0.0032,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.9941,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0000,0.0000
-SW_30,,0.0032,0.0000,0.0000,0.0000,0.0001,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.6656e-80,3.1556e-58,3.1459e-18,9.9408e-01,3.2464e-03,3.6562e-200,2.7425e-264,6.6061e-247
+DCC_joint,,4.6656e-80,,8.5398e-11,1.6177e-25,1.1415e-115,3.2609e-96,2.2491e-162,1.2219e-265,3.0452e-243
+DCC_bivariate_loop,,3.1556e-58,8.5398e-11,,1.1685e-10,2.9101e-88,3.9582e-68,4.4185e-188,2.3759e-282,3.0207e-263
+SW_cross_validated,,3.1459e-18,1.6177e-25,1.1685e-10,,5.5648e-24,1.7265e-14,7.7466e-144,7.5026e-216,6.9070e-194
+SW_15,,9.9408e-01,1.1415e-115,2.9101e-88,5.5648e-24,,5.4549e-05,1.6406e-270,0.0000e+00,0.0000e+00
+SW_30,,3.2464e-03,3.2609e-96,3.9582e-68,1.7265e-14,5.4549e-05,,7.4475e-253,0.0000e+00,3.0763e-315
+SW_60,,3.6562e-200,2.2491e-162,4.4185e-188,7.7466e-144,1.6406e-270,7.4475e-253,,1.6654e-212,2.7401e-162
+SW_120,,2.7425e-264,1.2219e-265,2.3759e-282,7.5026e-216,0.0000e+00,0.0000e+00,1.6654e-212,,8.7153e-140
+sFC,,6.6061e-247,3.0452e-243,3.0207e-263,6.9070e-194,0.0000e+00,3.0763e-315,2.7401e-162,8.7153e-140,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index cdd0e50b..50b1abe2 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0952,0.0000,0.0000,0.0000,0.0000,0.0000,0.0002
-DCC_joint,,0.0000,,0.0137,0.0000,0.0000,0.0000,0.0000,0.0000,0.5560
-DCC_bivariate_loop,,0.0952,0.0137,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0480
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0284,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0054,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0054,,0.0124,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0284,0.0000,0.0000,0.0124,,0.0000
-sFC,,0.0002,0.5560,0.0480,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.4386e-05,9.5204e-02,4.5934e-09,4.0950e-89,3.5450e-34,2.5840e-26,6.5900e-13,1.5678e-04
+DCC_joint,,2.4386e-05,,1.3742e-02,7.1014e-22,3.6615e-106,1.7549e-50,1.5833e-43,1.0257e-24,5.5596e-01
+DCC_bivariate_loop,,9.5204e-02,1.3742e-02,,3.8124e-13,3.2499e-94,1.4992e-39,6.7958e-32,7.0877e-17,4.8031e-02
+SW_cross_validated,,4.5934e-09,7.1014e-22,3.8124e-13,,5.0114e-63,7.1632e-14,1.8283e-07,2.8366e-02,8.8154e-21
+SW_15,,4.0950e-89,3.6615e-106,3.2499e-94,5.0114e-63,,5.2388e-27,5.6102e-41,1.0696e-45,4.6729e-106
+SW_30,,3.5450e-34,1.7549e-50,1.4992e-39,7.1632e-14,5.2388e-27,,5.4032e-03,1.2708e-06,1.1791e-49
+SW_60,,2.5840e-26,1.5833e-43,6.7958e-32,1.8283e-07,5.6102e-41,5.4032e-03,,1.2426e-02,1.2480e-42
+SW_120,,6.5900e-13,1.0257e-24,7.0877e-17,2.8366e-02,1.0696e-45,1.2708e-06,1.2426e-02,,1.0524e-23
+sFC,,1.5678e-04,5.5596e-01,4.8031e-02,8.8154e-21,4.6729e-106,1.1791e-49,1.2480e-42,1.0524e-23,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index 108fde6e..3024b7c2 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.4257,0.0511,0.0000,0.0129,0.0000,0.0000
-DCC_joint,,0.0000,,0.9468,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.9468,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.4257,0.0000,0.0000,,0.0109,0.0000,0.1561,0.0000,0.0000
-SW_15,,0.0511,0.0000,0.0000,0.0109,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0129,0.0000,0.0000,0.1561,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.5050e-48,3.5822e-48,4.2566e-01,5.1130e-02,1.2493e-13,1.2943e-02,6.5805e-31,0.0000e+00
+DCC_joint,,4.5050e-48,,9.4683e-01,1.0549e-46,1.0655e-35,1.6129e-74,3.0823e-61,6.5431e-08,0.0000e+00
+DCC_bivariate_loop,,3.5822e-48,9.4683e-01,,8.1990e-47,7.8285e-36,1.5103e-74,2.7594e-61,4.8357e-08,0.0000e+00
+SW_cross_validated,,4.2566e-01,1.0549e-46,8.1990e-47,,1.0900e-02,5.8365e-10,1.5608e-01,3.3396e-30,0.0000e+00
+SW_15,,5.1130e-02,1.0655e-35,7.8285e-36,1.0900e-02,,2.1528e-17,2.1007e-05,1.3629e-19,0.0000e+00
+SW_30,,1.2493e-13,1.6129e-74,1.5103e-74,5.8365e-10,2.1528e-17,,1.0174e-08,3.3654e-60,0.0000e+00
+SW_60,,1.2943e-02,3.0823e-61,2.7594e-61,1.5608e-01,2.1007e-05,1.0174e-08,,1.1141e-44,0.0000e+00
+SW_120,,6.5805e-31,6.5431e-08,4.8357e-08,3.3396e-30,1.3629e-19,3.3654e-60,1.1141e-44,,0.0000e+00
+sFC,,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index d13334c9..c4032f3b 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.1635
-DCC_joint,,0.0001,,0.0233,0.0000,0.0000,0.0000,0.0000,0.0000,0.0044
-DCC_bivariate_loop,,0.0000,0.0233,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.5452,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.5452,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.1635,0.0044,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.0446e-05,7.5509e-10,1.3303e-60,3.1708e-227,1.8669e-149,1.0030e-89,2.7051e-49,1.6355e-01
+DCC_joint,,5.0446e-05,,2.3257e-02,9.5870e-45,1.0356e-219,7.2570e-137,3.7238e-73,3.1270e-35,4.4174e-03
+DCC_bivariate_loop,,7.5509e-10,2.3257e-02,,3.3024e-35,3.7194e-212,6.8523e-127,6.1201e-62,3.1401e-27,3.5505e-07
+SW_cross_validated,,1.3303e-60,9.5870e-45,3.3024e-35,,1.5374e-162,2.3066e-61,3.1430e-06,5.4518e-01,3.4434e-58
+SW_15,,3.1708e-227,1.0356e-219,3.7194e-212,1.5374e-162,,2.5531e-101,3.9816e-162,2.9027e-147,5.7063e-232
+SW_30,,1.8669e-149,7.2570e-137,6.8523e-127,2.3066e-61,2.5531e-101,,7.2570e-48,1.2814e-54,2.0516e-151
+SW_60,,1.0030e-89,3.7238e-73,6.1201e-62,3.1430e-06,3.9816e-162,7.2570e-48,,1.7280e-06,6.7098e-89
+SW_120,,2.7051e-49,3.1270e-35,3.1401e-27,5.4518e-01,2.9027e-147,1.2814e-54,1.7280e-06,,1.6739e-46
+sFC,,1.6355e-01,4.4174e-03,3.5505e-07,3.4434e-58,5.7063e-232,2.0516e-151,6.7098e-89,1.6739e-46,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 7655c744..de618b0f 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.7237
-DCC_bivariate_loop,,0.0000,0.0001,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0006
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.7410,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.7410,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.7237,0.0006,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.8739e-16,7.2457e-27,2.8245e-90,1.5671e-244,9.4857e-174,7.0908e-121,5.5161e-81,1.5127e-16
+DCC_joint,,1.8739e-16,,1.0066e-04,5.2601e-69,6.5513e-258,6.5794e-174,6.7595e-108,8.5529e-59,7.2373e-01
+DCC_bivariate_loop,,7.2457e-27,1.0066e-04,,1.5656e-47,1.8986e-237,1.8466e-150,2.1178e-82,6.4109e-41,6.4257e-04
+SW_cross_validated,,2.8245e-90,5.2601e-69,1.5656e-47,,2.0038e-195,5.0913e-83,1.6308e-10,7.4096e-01,9.3465e-64
+SW_15,,1.5671e-244,6.5513e-258,1.8986e-237,2.0038e-195,,1.5929e-128,1.9425e-195,1.1962e-171,1.1690e-248
+SW_30,,9.4857e-174,6.5794e-174,1.8466e-150,5.0913e-83,1.5929e-128,,8.9085e-65,4.1234e-67,2.3257e-165
+SW_60,,7.0908e-121,6.7595e-108,2.1178e-82,1.6308e-10,1.9425e-195,8.9085e-65,,1.7684e-07,2.5760e-100
+SW_120,,5.5161e-81,8.5529e-59,6.4109e-41,7.4096e-01,1.1962e-171,4.1234e-67,1.7684e-07,,7.0232e-55
+sFC,,1.5127e-16,7.2373e-01,6.4257e-04,9.3465e-64,1.1690e-248,2.3257e-165,2.5760e-100,7.0232e-55,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 0908f252..3fad7a34 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.4919,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0024,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0024,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.4919,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.1226e-133,4.7536e-41,2.3639e-69,3.4797e-186,5.5638e-101,5.8685e-58,1.5390e-125,3.2967e-289
+DCC_joint,,8.1226e-133,,5.7579e-79,1.4635e-42,1.2365e-66,5.7544e-13,9.7285e-58,4.9193e-01,1.2058e-234
+DCC_bivariate_loop,,4.7536e-41,5.7579e-79,,5.7032e-13,9.9554e-151,1.7744e-42,1.2485e-05,2.3081e-73,1.8518e-279
+SW_cross_validated,,2.3639e-69,1.4635e-42,5.7032e-13,,1.1001e-120,1.1957e-13,2.3510e-03,3.6515e-40,2.2806e-254
+SW_15,,3.4797e-186,1.2365e-66,9.9554e-151,1.1001e-120,,1.3665e-91,5.3799e-134,3.3392e-56,2.1270e-143
+SW_30,,5.5638e-101,5.7544e-13,1.7744e-42,1.1957e-13,1.3665e-91,,2.1668e-24,4.2141e-13,7.2511e-238
+SW_60,,5.8685e-58,9.7285e-58,1.2485e-05,2.3510e-03,5.3799e-134,2.1668e-24,,6.3833e-54,3.8702e-266
+SW_120,,1.5390e-125,4.9193e-01,2.3081e-73,3.6515e-40,3.3392e-56,4.2141e-13,6.3833e-54,,2.6188e-207
+sFC,,3.2967e-289,1.2058e-234,1.8518e-279,2.2806e-254,2.1270e-143,7.2511e-238,3.8702e-266,2.6188e-207,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 04f06608..92c0912f 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0550,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0550,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.0318e-141,1.1818e-51,3.2514e-83,2.7990e-128,5.6514e-68,1.2445e-195,4.8230e-246,9.0158e-226
+DCC_joint,,5.0318e-141,,1.8051e-101,5.1073e-39,5.5048e-02,1.7769e-76,9.8511e-91,1.9001e-207,1.0800e-168
+DCC_bivariate_loop,,1.1818e-51,1.8051e-101,,3.5965e-23,3.6118e-82,5.5208e-07,1.6238e-188,6.5730e-259,2.2739e-239
+SW_cross_validated,,3.2514e-83,5.1073e-39,3.5965e-23,,6.0053e-28,1.0024e-08,2.5842e-126,2.0217e-208,1.7881e-175
+SW_15,,2.7990e-128,5.5048e-02,3.6118e-82,6.0053e-28,,3.2178e-59,3.3351e-83,1.6788e-189,1.3159e-146
+SW_30,,5.6514e-68,1.7769e-76,5.5208e-07,1.0024e-08,3.2178e-59,,4.0920e-168,3.6478e-244,2.0382e-220
+SW_60,,1.2445e-195,9.8511e-91,1.6238e-188,2.5842e-126,3.3351e-83,4.0920e-168,,2.7128e-147,1.4009e-65
+SW_120,,4.8230e-246,1.9001e-207,6.5730e-259,2.0217e-208,1.6788e-189,3.6478e-244,2.7128e-147,,1.2024e-116
+sFC,,9.0158e-226,1.0800e-168,2.2739e-239,1.7881e-175,1.3159e-146,2.0382e-220,1.4009e-65,1.2024e-116,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 5b1f25c8..da19e28c 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0588,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.2634
-DCC_joint,,0.0588,,0.0031,0.0000,0.0000,0.0000,0.0000,0.0000,0.4113
-DCC_bivariate_loop,,0.0000,0.0031,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0002
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.1760,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1760,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.2634,0.4113,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.8849e-02,3.7334e-06,6.5252e-59,1.8667e-243,1.6663e-153,2.1384e-96,1.3872e-53,2.6343e-01
+DCC_joint,,5.8849e-02,,3.1236e-03,1.5761e-54,6.8402e-246,5.4725e-153,1.9280e-93,2.0203e-49,4.1132e-01
+DCC_bivariate_loop,,3.7334e-06,3.1236e-03,,1.7977e-42,2.0016e-236,6.5015e-141,5.3633e-80,1.8578e-39,1.7499e-04
+SW_cross_validated,,6.5252e-59,1.5761e-54,1.7977e-42,,8.5711e-175,4.9720e-64,3.1783e-11,1.7599e-01,9.3549e-58
+SW_15,,1.8667e-243,6.8402e-246,2.0016e-236,8.5711e-175,,4.6681e-109,3.4667e-160,1.0763e-149,3.8534e-248
+SW_30,,1.6663e-153,5.4725e-153,6.5015e-141,4.9720e-64,4.6681e-109,,1.4559e-37,9.1105e-47,5.7923e-156
+SW_60,,2.1384e-96,1.9280e-93,5.3633e-80,3.1783e-11,3.4667e-160,1.4559e-37,,6.5604e-06,7.1429e-97
+SW_120,,1.3872e-53,2.0203e-49,1.8578e-39,1.7599e-01,1.0763e-149,9.1105e-47,6.5604e-06,,4.2611e-52
+sFC,,2.6343e-01,4.1132e-01,1.7499e-04,9.3549e-58,3.8534e-248,5.7923e-156,7.1429e-97,4.2611e-52,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index c417f375..9109c078 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0203,0.0000,0.0000,0.7220,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0203,,0.0000,0.0000,0.0597,0.0285,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.7220,0.0597,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0285,0.0000,0.0000,0.0001,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.3471e-156,2.9040e-37,6.1134e-46,3.4455e-176,2.9577e-76,3.1376e-36,4.9623e-52,0.0000e+00
+DCC_joint,,8.3471e-156,,6.6354e-103,5.0604e-91,1.6902e-18,9.7749e-52,1.4816e-96,5.3490e-76,3.1681e-254
+DCC_bivariate_loop,,2.9040e-37,6.6354e-103,,2.0255e-02,2.4594e-131,3.5055e-21,7.2203e-01,1.1095e-05,4.5454e-322
+SW_cross_validated,,6.1134e-46,5.0604e-91,2.0255e-02,,6.8063e-121,1.3774e-13,5.9735e-02,2.8459e-02,1.7268e-311
+SW_15,,3.4455e-176,1.6902e-18,2.4594e-131,6.8063e-121,,4.0696e-85,3.3089e-125,6.6655e-107,7.0742e-209
+SW_30,,2.9577e-76,9.7749e-52,3.5055e-21,1.3774e-13,4.0696e-85,,8.4098e-19,2.7233e-07,1.4811e-279
+SW_60,,3.1376e-36,1.4816e-96,7.2203e-01,5.9735e-02,3.3089e-125,8.4098e-19,,8.9988e-05,6.9840e-309
+SW_120,,4.9623e-52,5.3490e-76,1.1095e-05,2.8459e-02,6.6655e-107,2.7233e-07,8.9988e-05,,2.8077e-292
+sFC,,0.0000e+00,3.1681e-254,4.5454e-322,1.7268e-311,7.0742e-209,1.4811e-279,6.9840e-309,2.8077e-292,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index 3fe26849..ff4df639 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0015,0.0000,0.0000,0.0000,0.0000,0.0000,0.4862
-DCC_bivariate_loop,,0.0000,0.0015,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0003
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.3061,0.2901,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.3061,0.0000,0.0000,,0.8931,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.2901,0.0000,0.0000,0.8931,,0.0000
-sFC,,0.0000,0.4862,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.1558e-31,3.0771e-20,3.3875e-69,1.1903e-159,4.3798e-100,2.2539e-60,1.6608e-52,1.6583e-31
+DCC_joint,,3.1558e-31,,1.5332e-03,1.4905e-148,1.5859e-218,4.2526e-166,3.7761e-133,1.5332e-115,4.8623e-01
+DCC_bivariate_loop,,3.0771e-20,1.5332e-03,,4.0039e-131,2.6494e-206,2.9435e-152,2.9750e-117,6.8228e-102,2.7678e-04
+SW_cross_validated,,3.3875e-69,1.4905e-148,4.0039e-131,,7.6342e-99,2.6795e-22,3.0615e-01,2.9010e-01,9.8955e-144
+SW_15,,1.1903e-159,1.5859e-218,2.6494e-206,7.6342e-99,,3.2790e-48,1.1659e-96,2.3997e-87,4.4735e-214
+SW_30,,4.3798e-100,4.2526e-166,2.9435e-152,2.6795e-22,3.2790e-48,,1.0780e-23,7.2731e-21,2.4570e-162
+SW_60,,2.2539e-60,3.7761e-133,2.9750e-117,3.0615e-01,1.1659e-96,1.0780e-23,,8.9312e-01,1.4629e-129
+SW_120,,1.6608e-52,1.5332e-115,6.8228e-102,2.9010e-01,2.3997e-87,7.2731e-21,8.9312e-01,,2.2893e-113
+sFC,,1.6583e-31,4.8623e-01,2.7678e-04,9.8955e-144,4.4735e-214,2.4570e-162,1.4629e-129,2.2893e-113,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index f06ccf16..d3f5539b 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0306,0.0000,0.0000,0.0000,0.0000,0.0000,0.6737
-DCC_bivariate_loop,,0.0000,0.0306,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0885
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0059,0.4420,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0059,0.0000,0.0000,,0.0025,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.4420,0.0000,0.0000,0.0025,,0.0000
-sFC,,0.0000,0.6737,0.0885,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.8732e-11,5.3621e-15,1.5768e-56,2.2278e-149,3.0829e-107,1.3604e-71,1.3793e-40,3.5245e-11
+DCC_joint,,7.8732e-11,,3.0632e-02,4.9688e-32,2.1204e-134,4.3314e-86,1.9033e-46,1.2209e-20,6.7367e-01
+DCC_bivariate_loop,,5.3621e-15,3.0632e-02,,2.7251e-19,3.7146e-111,9.0840e-65,6.5576e-30,1.3333e-12,8.8473e-02
+SW_cross_validated,,1.5768e-56,4.9688e-32,2.7251e-19,,8.9545e-81,2.1556e-28,5.9266e-03,4.4196e-01,3.5473e-28
+SW_15,,2.2278e-149,2.1204e-134,3.7146e-111,8.9545e-81,,1.0159e-32,3.0715e-74,3.6978e-65,2.3250e-126
+SW_30,,3.0829e-107,4.3314e-86,9.0840e-65,2.1556e-28,1.0159e-32,,3.0608e-20,3.9737e-23,4.6816e-79
+SW_60,,1.3604e-71,1.9033e-46,6.5576e-30,5.9266e-03,3.0715e-74,3.0608e-20,,2.4573e-03,3.1006e-41
+SW_120,,1.3793e-40,1.2209e-20,1.3333e-12,4.4196e-01,3.6978e-65,3.9737e-23,2.4573e-03,,1.9998e-18
+sFC,,3.5245e-11,6.7367e-01,8.8473e-02,3.5473e-28,2.3250e-126,4.6816e-79,3.1006e-41,1.9998e-18,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index 39f072f8..2f5ef288 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.1683,0.0000,0.0007,0.2172,0.0000,0.0000
-DCC_joint,,0.0000,,0.0080,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0080,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.1683,0.0000,0.0000,,0.0000,0.0230,0.0033,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0007,0.0000,0.0000,0.0230,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.2172,0.0000,0.0000,0.0033,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.1663e-26,6.1035e-19,1.6827e-01,5.3585e-47,6.8335e-04,2.1722e-01,4.1805e-65,1.5087e-279
+DCC_joint,,1.1663e-26,,8.0448e-03,8.8884e-27,1.6612e-10,8.7118e-20,3.7152e-39,2.1057e-28,8.9751e-311
+DCC_bivariate_loop,,6.1035e-19,8.0448e-03,,5.4403e-18,4.9716e-18,9.2639e-12,2.9797e-29,6.7961e-38,3.1856e-316
+SW_cross_validated,,1.6827e-01,8.8884e-27,5.4403e-18,,1.0610e-49,2.2973e-02,3.3355e-03,1.8767e-69,4.0228e-312
+SW_15,,5.3585e-47,1.6612e-10,4.9716e-18,1.0610e-49,,9.9945e-43,1.9724e-62,5.3638e-08,1.1935e-279
+SW_30,,6.8335e-04,8.7118e-20,9.2639e-12,2.2973e-02,9.9945e-43,,1.5553e-07,2.6310e-63,2.5682e-320
+SW_60,,2.1722e-01,3.7152e-39,2.9797e-29,3.3355e-03,1.9724e-62,1.5553e-07,,2.3177e-81,6.6228e-317
+SW_120,,4.1805e-65,2.1057e-28,6.7961e-38,1.8767e-69,5.3638e-08,2.6310e-63,2.3177e-81,,1.6268e-248
+sFC,,1.5087e-279,8.9751e-311,3.1856e-316,4.0228e-312,1.1935e-279,2.5682e-320,6.6228e-317,1.6268e-248,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index ea160aba..9d587638 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0004,0.0002,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0004,0.0000,0.0000,0.0000,,0.9351,0.0000,0.0000,0.0000
-SW_30,,0.0002,0.0000,0.0000,0.0000,0.9351,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.1371e-63,1.0592e-35,4.4306e-14,3.5645e-04,2.0481e-04,3.7683e-185,5.1011e-249,4.2723e-230
+DCC_joint,,1.1371e-63,,2.6207e-17,3.5291e-23,7.4067e-71,1.2749e-74,2.8293e-166,5.5806e-266,3.0306e-243
+DCC_bivariate_loop,,1.0592e-35,2.6207e-17,,4.0903e-05,5.8817e-34,5.7026e-36,6.0014e-198,1.0765e-285,5.8391e-267
+SW_cross_validated,,4.4306e-14,3.5291e-23,4.0903e-05,,2.0872e-08,1.4287e-08,6.5572e-149,1.2107e-221,3.6758e-199
+SW_15,,3.5645e-04,7.4067e-71,5.8817e-34,2.0872e-08,,9.3513e-01,2.7480e-232,1.5620e-305,1.5449e-290
+SW_30,,2.0481e-04,1.2749e-74,5.7026e-36,1.4287e-08,9.3513e-01,,6.5596e-243,2.4786e-317,5.2302e-304
+SW_60,,3.7683e-185,2.8293e-166,6.0014e-198,6.5572e-149,2.7480e-232,6.5596e-243,,2.9862e-217,1.4534e-167
+SW_120,,5.1011e-249,5.5806e-266,1.0765e-285,1.2107e-221,1.5620e-305,2.4786e-317,2.9862e-217,,6.8900e-140
+sFC,,4.2723e-230,3.0306e-243,5.8391e-267,3.6758e-199,1.5449e-290,5.2302e-304,1.4534e-167,6.8900e-140,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index e6a7a847..105127d8 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0099,0.0000,0.0000,0.0000,0.0000,0.0000,0.0215
-DCC_bivariate_loop,,0.0000,0.0099,,0.0000,0.0000,0.0000,0.0000,0.0000,0.7671
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0002,0.0001,0.0107,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0002,0.0000,,0.8806,0.4234,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0001,0.0000,0.8806,,0.4597,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0107,0.0000,0.4234,0.4597,,0.0000
-sFC,,0.0000,0.0215,0.7671,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.0097e-11,1.3511e-05,2.5363e-18,4.8397e-61,1.4371e-28,1.6430e-35,1.6379e-21,3.3035e-06
+DCC_joint,,1.0097e-11,,9.8864e-03,6.2662e-48,5.3946e-89,4.7776e-56,8.0013e-72,6.0373e-44,2.1540e-02
+DCC_bivariate_loop,,1.3511e-05,9.8864e-03,,5.9334e-36,9.0392e-79,1.4927e-45,1.3075e-57,2.1328e-35,7.6706e-01
+SW_cross_validated,,2.5363e-18,6.2662e-48,5.9334e-36,,1.4400e-27,2.3447e-04,5.8213e-05,1.0661e-02,2.0244e-37
+SW_15,,4.8397e-61,5.3946e-89,9.0392e-79,1.4400e-27,,1.2882e-13,2.4926e-16,1.4166e-14,4.1169e-80
+SW_30,,1.4371e-28,4.7776e-56,1.4927e-45,2.3447e-04,1.2882e-13,,8.8061e-01,4.2340e-01,7.1013e-47
+SW_60,,1.6430e-35,8.0013e-72,1.3075e-57,5.8213e-05,2.4926e-16,8.8061e-01,,4.5966e-01,2.0384e-59
+SW_120,,1.6379e-21,6.0373e-44,2.1328e-35,1.0661e-02,1.4166e-14,4.2340e-01,4.5966e-01,,1.8466e-36
+sFC,,3.3035e-06,2.1540e-02,7.6706e-01,2.0244e-37,4.1169e-80,7.1013e-47,2.0384e-59,1.8466e-36,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index 933e28b8..c3ed792a 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0206,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.1020,0.5270,0.0000,0.0000,0.0003,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.1020,,0.0264,0.0000,0.0001,0.0590,0.0000,0.0000
-SW_cross_validated,,0.0000,0.5270,0.0264,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0206,0.0000,0.0001,0.0000,0.0000,,0.0232,0.0000,0.0000
-SW_60,,0.0000,0.0003,0.0590,0.0000,0.0000,0.0232,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.4874e-15,2.4089e-10,9.8196e-17,4.6244e-34,2.0554e-02,8.5726e-07,1.2535e-58,0.0000e+00
+DCC_joint,,2.4874e-15,,1.0204e-01,5.2702e-01,1.0786e-08,7.2906e-08,2.8420e-04,1.2328e-27,0.0000e+00
+DCC_bivariate_loop,,2.4089e-10,1.0204e-01,,2.6386e-02,1.6736e-12,1.2785e-04,5.8957e-02,5.2855e-33,0.0000e+00
+SW_cross_validated,,9.8196e-17,5.2702e-01,2.6386e-02,,4.1382e-07,5.0543e-09,2.8513e-05,1.0777e-24,0.0000e+00
+SW_15,,4.6244e-34,1.0786e-08,1.6736e-12,4.1382e-07,,1.5301e-23,3.8715e-19,3.3549e-08,1.3620e-312
+SW_30,,2.0554e-02,7.2906e-08,1.2785e-04,5.0543e-09,1.5301e-23,,2.3224e-02,4.5190e-46,0.0000e+00
+SW_60,,8.5726e-07,2.8420e-04,5.8957e-02,2.8513e-05,3.8715e-19,2.3224e-02,,1.0159e-42,0.0000e+00
+SW_120,,1.2535e-58,1.2328e-27,5.2855e-33,1.0777e-24,3.3549e-08,4.5190e-46,1.0159e-42,,2.9962e-294
+sFC,,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,1.3620e-312,0.0000e+00,0.0000e+00,2.9962e-294,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index 9d67139f..95b93626 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0469,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0469,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0096,0.1333,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0096,0.0000,0.0000,,0.4629,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1333,0.0000,0.0000,0.4629,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.9938e-09,3.2701e-05,4.3789e-124,4.5543e-253,5.1543e-188,1.6847e-133,7.4906e-117,6.5618e-32
+DCC_joint,,9.9938e-09,,4.6910e-02,1.1829e-176,1.2536e-301,1.6135e-240,2.9240e-187,9.0707e-161,2.1125e-17
+DCC_bivariate_loop,,3.2701e-05,4.6910e-02,,1.6050e-168,5.4511e-296,1.3701e-233,3.5095e-179,1.2904e-153,1.6703e-23
+SW_cross_validated,,4.3789e-124,1.1829e-176,1.6050e-168,,2.9251e-196,1.4040e-77,9.5876e-03,1.3329e-01,5.8521e-194
+SW_15,,4.5543e-253,1.2536e-301,5.4511e-296,2.9251e-196,,1.5358e-126,2.8137e-192,1.5656e-170,3.0768e-306
+SW_30,,5.1543e-188,1.6135e-240,1.3701e-233,1.4040e-77,1.5358e-126,,3.9925e-68,2.3915e-57,1.5483e-250
+SW_60,,1.6847e-133,2.9240e-187,3.5095e-179,9.5876e-03,2.8137e-192,3.9925e-68,,4.6287e-01,2.2992e-203
+SW_120,,7.4906e-117,9.0707e-161,1.2904e-153,1.3329e-01,1.5656e-170,2.3915e-57,4.6287e-01,,1.1679e-178
+sFC,,6.5618e-32,2.1125e-17,1.6703e-23,5.8521e-194,3.0768e-306,1.5483e-250,2.2992e-203,1.1679e-178,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index 9ddbad11..d6527a39 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0036,0.7608,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0036,,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.7608,0.0003,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0002,0.1105,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0002,0.0000,0.0000,,0.1342,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1105,0.0000,0.0000,0.1342,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.5600e-03,7.6079e-01,1.4051e-141,9.8833e-284,6.2646e-215,4.1639e-162,2.0430e-134,7.8884e-16
+DCC_joint,,3.5600e-03,,3.4185e-04,1.1202e-172,6.3686e-317,1.8625e-248,3.4835e-198,1.1132e-160,4.2197e-10
+DCC_bivariate_loop,,7.6079e-01,3.4185e-04,,3.1414e-156,1.1890e-304,4.7419e-234,1.1135e-180,5.5250e-146,2.1985e-19
+SW_cross_validated,,1.4051e-141,1.1202e-172,3.1414e-156,,1.4835e-224,1.0090e-96,2.0087e-04,1.1047e-01,2.3506e-175
+SW_15,,9.8833e-284,6.3686e-317,1.1890e-304,1.4835e-224,,3.0351e-156,2.7277e-237,1.2463e-197,3.5575e-304
+SW_30,,6.2646e-215,1.8625e-248,4.7419e-234,1.0090e-96,3.0351e-156,,1.1909e-95,2.0654e-74,1.2710e-241
+SW_60,,4.1639e-162,3.4835e-198,1.1135e-180,2.0087e-04,2.7277e-237,1.1909e-95,,1.3415e-01,5.2863e-196
+SW_120,,2.0430e-134,1.1132e-160,5.5250e-146,1.1047e-01,1.2463e-197,2.0654e-74,1.3415e-01,,5.7096e-166
+sFC,,7.8884e-16,4.2197e-10,2.1985e-19,2.3506e-175,3.5575e-304,1.2710e-241,5.2863e-196,5.7096e-166,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index fde646cf..ff6ce90c 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0032,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0004,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0032,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0004,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.6092e-17,1.8500e-16,7.1078e-35,1.6925e-189,8.2321e-95,2.5834e-30,4.9434e-63,1.1697e-197
+DCC_joint,,5.6092e-17,,3.6634e-69,1.0544e-11,2.5942e-203,8.3268e-82,2.2537e-06,1.3531e-41,3.1575e-230
+DCC_bivariate_loop,,1.8500e-16,3.6634e-69,,1.4033e-84,7.1269e-245,2.1186e-157,1.6796e-88,9.5696e-111,2.6444e-271
+SW_cross_validated,,7.1078e-35,1.0544e-11,1.4033e-84,,1.9705e-155,2.8162e-35,3.1711e-03,1.8693e-14,1.2787e-162
+SW_15,,1.6925e-189,2.5942e-203,7.1269e-245,1.9705e-155,,1.3322e-127,1.0253e-190,2.5095e-109,5.4190e-17
+SW_30,,8.2321e-95,8.3268e-82,2.1186e-157,2.8162e-35,1.3322e-127,,3.1431e-61,3.5244e-04,1.0278e-138
+SW_60,,2.5834e-30,2.2537e-06,1.6796e-88,3.1711e-03,1.0253e-190,3.1431e-61,,7.3341e-27,1.1496e-215
+SW_120,,4.9434e-63,1.3531e-41,9.5696e-111,1.8693e-14,2.5095e-109,3.5244e-04,7.3341e-27,,9.2761e-106
+sFC,,1.1697e-197,3.1575e-230,2.6444e-271,1.2787e-162,5.4190e-17,1.0278e-138,1.1496e-215,9.2761e-106,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index b7e9fc95..06a7cc77 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0100,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.3069,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0100,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.3069,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.9824e-22,5.1079e-17,3.4694e-49,9.8687e-127,5.6540e-44,5.7359e-134,9.2011e-188,3.5128e-124
+DCC_joint,,1.9824e-22,,6.9490e-95,2.5435e-23,1.3767e-139,1.2196e-16,1.2093e-162,7.8983e-229,1.7036e-160
+DCC_bivariate_loop,,5.1079e-17,6.9490e-95,,1.5859e-122,5.1437e-207,2.5924e-122,4.3736e-228,8.6608e-270,2.1285e-231
+SW_cross_validated,,3.4694e-49,2.5435e-23,1.5859e-122,,5.8388e-84,9.9583e-03,4.9160e-96,3.3469e-179,6.0982e-80
+SW_15,,9.8687e-127,1.3767e-139,5.1437e-207,5.8388e-84,,8.2897e-104,3.0686e-01,1.9935e-92,1.9308e-18
+SW_30,,5.6540e-44,1.2196e-16,2.5924e-122,9.9583e-03,8.2897e-104,,1.9733e-121,9.0790e-201,3.0808e-110
+SW_60,,5.7359e-134,1.2093e-162,4.3736e-228,4.9160e-96,3.0686e-01,1.9733e-121,,4.3608e-120,9.4270e-27
+SW_120,,9.2011e-188,7.8983e-229,8.6608e-270,3.3469e-179,1.9935e-92,9.0790e-201,4.3608e-120,,6.3076e-173
+sFC,,3.5128e-124,1.7036e-160,2.1285e-231,6.0982e-80,1.9308e-18,3.0808e-110,9.4270e-27,6.3076e-173,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 86b69f1c..eb2eaff5 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0010,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0147,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0010,0.0147,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0316,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.1542,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0316,0.0000,0.0000,0.1542,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.3081e-08,1.0093e-03,1.3052e-125,1.4779e-283,1.8894e-209,2.3240e-155,6.1947e-121,1.5236e-27
+DCC_joint,,8.3081e-08,,1.4662e-02,5.2307e-159,8.5886e-318,2.9400e-247,1.1668e-194,2.0131e-149,9.4492e-13
+DCC_bivariate_loop,,1.0093e-03,1.4662e-02,,6.2108e-151,3.1413e-312,4.3983e-240,3.5585e-186,3.2661e-142,3.2816e-20
+SW_cross_validated,,1.3052e-125,5.2307e-159,6.2108e-151,,1.5522e-196,6.1142e-72,2.5970e-05,3.1567e-02,7.8496e-178
+SW_15,,1.4779e-283,8.5886e-318,3.1413e-312,1.5522e-196,,3.2325e-148,4.4922e-206,3.8263e-171,0.0000e+00
+SW_30,,1.8894e-209,2.9400e-247,4.3983e-240,6.1142e-72,3.2325e-148,,6.0620e-65,1.3071e-50,1.4657e-261
+SW_60,,2.3240e-155,1.1668e-194,3.5585e-186,2.5970e-05,4.4922e-206,6.0620e-65,,1.5420e-01,5.6702e-213
+SW_120,,6.1947e-121,2.0131e-149,3.2661e-142,3.1567e-02,3.8263e-171,1.3071e-50,1.5420e-01,,7.9134e-167
+sFC,,1.5236e-27,9.4492e-13,3.2816e-20,7.8496e-178,0.0000e+00,1.4657e-261,5.6702e-213,7.9134e-167,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 2a76cf41..4ae1503f 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0010,0.0006,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0001,0.0000,0.0010,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0006,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.5395e-32,3.9596e-13,4.4174e-51,2.0816e-178,1.1182e-88,1.5189e-42,1.3584e-63,5.3040e-225
+DCC_joint,,1.5395e-32,,2.1536e-94,8.6237e-12,4.4593e-178,1.5873e-54,1.3632e-04,4.1865e-24,9.4453e-263
+DCC_bivariate_loop,,3.9596e-13,2.1536e-94,,7.2608e-108,1.2129e-237,2.8287e-150,6.2733e-103,4.6077e-121,1.0435e-314
+SW_cross_validated,,4.4174e-51,8.6237e-12,7.2608e-108,,1.2297e-138,2.1447e-20,1.0193e-03,5.6785e-04,8.2591e-204
+SW_15,,2.0816e-178,4.4593e-178,1.2129e-237,1.2297e-138,,2.1203e-104,3.7931e-159,3.8346e-124,1.1553e-19
+SW_30,,1.1182e-88,1.5873e-54,2.8287e-150,2.1447e-20,2.1203e-104,,7.5342e-36,2.2113e-09,1.1181e-173
+SW_60,,1.5189e-42,1.3632e-04,6.2733e-103,1.0193e-03,3.7931e-159,7.5342e-36,,1.3742e-11,4.3114e-234
+SW_120,,1.3584e-63,4.1865e-24,4.6077e-121,5.6785e-04,3.8346e-124,2.2113e-09,1.3742e-11,,3.6208e-188
+sFC,,5.3040e-225,9.4453e-263,1.0435e-314,8.2591e-204,1.1553e-19,1.1181e-173,4.3114e-234,3.6208e-188,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/SVWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/SVWP_kernel_lengthscales_kernel_params.csv
rename to results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/SVWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/SVWP_kernel_variance_kernel_params.csv
rename to results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/VWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/VWP_kernel_lengthscales_kernel_params.csv
rename to results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/VWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/kernel_params/VWP_kernel_variance_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/VWP_kernel_variance_kernel_params.csv
rename to results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/kernel_params/VWP_kernel_variance_kernel_params.csv
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/test_log_likelihood_mean.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/test_log_likelihood_mean.csv
deleted file mode 100644
index daf19d88..00000000
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/test_log_likelihood_mean.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,-4.234,-3.771,-3.733,-3.740,-3.798,-4.129,-3.338,-4.136,-3.860
-SVWP,-4.234,-3.771,-3.748,-3.758,-3.814,-4.136,-3.334,-4.136,-3.867
-DCC_joint,-4.248,-3.784,-3.974,-4.053,-4.108,-4.171,-3.701,-4.149,-4.023
-DCC_bivariate_loop,-4.245,-3.784,-3.910,-3.963,-4.016,-4.147,-4.059,-4.144,-4.034
-SW_cross_validated,-4.231,-3.767,-3.837,-3.802,-3.882,-4.114,-3.553,-4.131,-3.915
-SW_15,-4.078,-3.622,-3.654,-3.643,-3.680,-3.916,-3.541,-3.964,-3.762
-SW_30,-4.175,-3.713,-3.732,-3.807,-3.910,-4.039,-3.408,-4.075,-3.857
-SW_60,-4.242,-3.779,-3.888,-4.064,-4.181,-4.183,-3.523,-4.148,-4.001
-SW_120,-4.302,-3.838,-4.167,-4.310,-4.338,-4.248,-3.747,-4.209,-4.145
-sFC,-4.249,-3.785,-4.248,-4.248,-4.248,-4.190,-4.248,-4.151,-4.171
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/test_log_likelihood_se.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/test_log_likelihood_se.csv
deleted file mode 100644
index 50b2203d..00000000
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/test_log_likelihood_se.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.001,0.004,0.004,0.005,0.006,0.005,0.008,0.002,0.004
-SVWP,0.001,0.004,0.005,0.005,0.007,0.004,0.007,0.002,0.004
-DCC_joint,0.000,0.004,0.004,0.004,0.003,0.002,0.009,0.002,0.003
-DCC_bivariate_loop,0.001,0.004,0.006,0.004,0.005,0.002,0.285,0.002,0.039
-SW_cross_validated,0.001,0.004,0.006,0.005,0.007,0.005,0.011,0.003,0.005
-SW_15,0.003,0.005,0.007,0.005,0.005,0.004,0.026,0.004,0.007
-SW_30,0.002,0.004,0.004,0.004,0.003,0.003,0.011,0.003,0.004
-SW_60,0.002,0.004,0.003,0.004,0.002,0.002,0.007,0.003,0.003
-SW_120,0.002,0.004,0.004,0.002,0.002,0.003,0.006,0.003,0.003
-sFC,0.000,0.004,0.000,0.000,0.001,0.002,0.001,0.002,0.001
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/test_log_likelihood_std.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/test_log_likelihood_std.csv
deleted file mode 100644
index b0d0cd5a..00000000
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/test_log_likelihood_std.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.014,0.053,0.058,0.066,0.091,0.065,0.110,0.034,0.061
-SVWP,0.014,0.054,0.071,0.076,0.097,0.060,0.102,0.035,0.064
-DCC_joint,0.007,0.052,0.053,0.050,0.039,0.028,0.124,0.031,0.048
-DCC_bivariate_loop,0.008,0.052,0.080,0.064,0.066,0.031,4.024,0.030,0.545
-SW_cross_validated,0.016,0.053,0.080,0.074,0.094,0.068,0.150,0.036,0.071
-SW_15,0.041,0.073,0.102,0.075,0.067,0.050,0.365,0.052,0.103
-SW_30,0.029,0.059,0.056,0.057,0.049,0.042,0.154,0.042,0.061
-SW_60,0.025,0.057,0.047,0.050,0.034,0.035,0.103,0.038,0.049
-SW_120,0.024,0.057,0.053,0.032,0.028,0.037,0.081,0.039,0.044
-sFC,0.006,0.052,0.007,0.007,0.007,0.024,0.007,0.031,0.018
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index 7414cd3c..6cd6b1d3 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0010,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0901,0.0000,0.0000,0.0000,0.0000,0.0000,0.1441
-DCC_bivariate_loop,,0.0010,0.0901,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0011
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.2222,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.2222,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.1441,0.0011,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.9053e-07,1.0313e-03,6.4052e-15,8.2018e-131,1.5949e-79,9.5110e-34,3.9713e-09,1.5293e-11
+DCC_joint,,6.9053e-07,,9.0112e-02,1.5265e-31,1.4215e-142,6.9712e-97,8.6738e-54,4.2791e-22,1.4407e-01
+DCC_bivariate_loop,,1.0313e-03,9.0112e-02,,3.8432e-25,5.0488e-138,2.4609e-90,2.8128e-46,5.3447e-17,1.0881e-03
+SW_cross_validated,,6.4052e-15,1.5265e-31,3.8432e-25,,6.4155e-104,7.0118e-44,5.3237e-06,2.2217e-01,4.5122e-41
+SW_15,,8.2018e-131,1.4215e-142,5.0488e-138,6.4155e-104,,5.2730e-46,2.0518e-92,1.1049e-100,9.8519e-152
+SW_30,,1.5949e-79,6.9712e-97,2.4609e-90,7.0118e-44,5.2730e-46,,1.5210e-28,3.4145e-43,2.8033e-109
+SW_60,,9.5110e-34,8.6738e-54,2.8128e-46,5.3237e-06,2.0518e-92,1.5210e-28,,1.0520e-07,1.9313e-66
+SW_120,,3.9713e-09,4.2791e-22,5.3447e-17,2.2217e-01,1.1049e-100,3.4145e-43,1.0520e-07,,5.7269e-29
+sFC,,1.5293e-11,1.4407e-01,1.0881e-03,4.5122e-41,9.8519e-152,2.8033e-109,1.9313e-66,5.7269e-29,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index f5802898..40e59dad 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0261,0.0000,0.0000,0.0000,0.0000,0.0000,0.1382
-DCC_bivariate_loop,,0.0000,0.0261,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0004
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.9723,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.9723,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.1382,0.0004,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.4872e-22,4.0411e-27,4.3058e-74,1.9705e-211,7.2892e-151,2.2639e-101,1.6791e-65,3.5030e-16
+DCC_joint,,9.4872e-22,,2.6063e-02,6.2745e-28,8.1898e-176,1.6036e-105,2.0678e-52,2.0391e-24,1.3818e-01
+DCC_bivariate_loop,,4.0411e-27,2.6063e-02,,1.5242e-16,1.8811e-155,3.7874e-85,2.3444e-36,9.6591e-15,3.7530e-04
+SW_cross_validated,,4.3058e-74,6.2745e-28,1.5242e-16,,4.4894e-139,7.1561e-55,1.8426e-08,9.7232e-01,2.0649e-33
+SW_15,,1.9705e-211,8.1898e-176,1.8811e-155,4.4894e-139,,7.7888e-72,2.2244e-121,1.7663e-126,7.6112e-179
+SW_30,,7.2892e-151,1.6036e-105,3.7874e-85,7.1561e-55,7.7888e-72,,9.4816e-32,1.5451e-47,1.7619e-110
+SW_60,,2.2639e-101,2.0678e-52,2.3444e-36,1.8426e-08,2.2244e-121,9.4816e-32,,3.1594e-07,2.4991e-58
+SW_120,,1.6791e-65,2.0391e-24,9.6591e-15,9.7232e-01,1.7663e-126,1.5451e-47,3.1594e-07,,2.4526e-29
+sFC,,3.5030e-16,1.3818e-01,3.7530e-04,2.0649e-33,7.6112e-179,1.7619e-110,2.4991e-58,2.4526e-29,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index 9d85b63f..3894fa1e 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0541,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0541,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0209,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.6466,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0209,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.6466,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.7984e-129,5.1012e-127,6.0235e-36,2.6451e-79,2.3833e-31,1.8080e-85,1.3588e-234,0.0000e+00
+DCC_joint,,6.7984e-129,,5.4089e-02,1.9479e-67,1.0751e-33,7.4985e-85,4.1474e-39,6.6208e-119,0.0000e+00
+DCC_bivariate_loop,,5.1012e-127,5.4089e-02,,1.8758e-62,7.4343e-28,1.2412e-80,5.0973e-33,4.2633e-131,0.0000e+00
+SW_cross_validated,,6.0235e-36,1.9479e-67,1.8758e-62,,3.8510e-17,2.0858e-02,1.1294e-17,3.7897e-190,0.0000e+00
+SW_15,,2.6451e-79,1.0751e-33,7.4343e-28,3.8510e-17,,9.7280e-29,6.4658e-01,7.9153e-171,0.0000e+00
+SW_30,,2.3833e-31,7.4985e-85,1.2412e-80,2.0858e-02,9.7280e-29,,9.4436e-31,4.3137e-209,0.0000e+00
+SW_60,,1.8080e-85,4.1474e-39,5.0973e-33,1.1294e-17,6.4658e-01,9.4436e-31,,2.6003e-182,0.0000e+00
+SW_120,,1.3588e-234,6.6208e-119,4.2633e-131,3.7897e-190,7.9153e-171,4.3137e-209,2.6003e-182,,1.0692e-320
+sFC,,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,1.0692e-320,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index 8759cc42..afd3d0e2 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.7272e-144,3.0497e-119,2.8527e-33,8.4963e-10,2.2744e-67,5.5348e-284,0.0000e+00,0.0000e+00
+DCC_joint,,1.7272e-144,,6.6342e-24,5.0343e-91,3.5037e-150,4.3848e-88,1.8411e-202,1.0860e-296,6.7821e-276
+DCC_bivariate_loop,,3.0497e-119,6.6342e-24,,4.3903e-57,3.4996e-122,4.9268e-47,4.3155e-254,0.0000e+00,0.0000e+00
+SW_cross_validated,,2.8527e-33,5.0343e-91,4.3903e-57,,3.2704e-18,1.2262e-08,5.3552e-255,3.1047e-320,3.9363e-305
+SW_15,,8.4963e-10,3.5037e-150,3.4996e-122,3.2704e-18,,5.4658e-57,0.0000e+00,0.0000e+00,0.0000e+00
+SW_30,,2.2744e-67,4.3848e-88,4.9268e-47,1.2262e-08,5.4658e-57,,4.6012e-296,0.0000e+00,0.0000e+00
+SW_60,,5.5348e-284,1.8411e-202,4.3155e-254,5.3552e-255,0.0000e+00,4.6012e-296,,1.3550e-254,2.3424e-207
+SW_120,,0.0000e+00,1.0860e-296,0.0000e+00,3.1047e-320,0.0000e+00,0.0000e+00,1.3550e-254,,7.2434e-173
+sFC,,0.0000e+00,6.7821e-276,0.0000e+00,3.9363e-305,0.0000e+00,0.0000e+00,2.3424e-207,7.2434e-173,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index 4ce6cc75..2fb53cf3 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0020,0.0006,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_joint,,0.0000,,0.1558,0.0000,0.0000,0.0000,0.0000,0.0000,0.1637
-DCC_bivariate_loop,,0.0020,0.1558,,0.0000,0.0000,0.0000,0.0000,0.0000,0.7766
-SW_cross_validated,,0.0006,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.9674,0.0306,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.9674,,0.0167,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0306,0.0167,,0.0000
-sFC,,0.0001,0.1637,0.7766,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.2950e-06,1.9500e-03,5.9055e-04,7.0564e-58,3.6875e-20,8.1954e-25,3.2422e-13,1.0582e-04
+DCC_joint,,1.2950e-06,,1.5581e-01,4.6814e-15,1.3740e-73,9.7422e-35,3.7572e-43,1.0286e-26,1.6368e-01
+DCC_bivariate_loop,,1.9500e-03,1.5581e-01,,8.6384e-10,3.4986e-66,2.9750e-28,1.8169e-34,1.0231e-20,7.7662e-01
+SW_cross_validated,,5.9055e-04,4.6814e-15,8.6384e-10,,7.6786e-45,1.0856e-10,6.4454e-13,1.3729e-05,1.0918e-12
+SW_15,,7.0564e-58,1.3740e-73,3.4986e-66,7.6786e-45,,8.0802e-18,1.1009e-19,1.2412e-25,5.5415e-72
+SW_30,,3.6875e-20,9.7422e-35,2.9750e-28,1.0856e-10,8.0802e-18,,9.6736e-01,3.0556e-02,1.5336e-32
+SW_60,,8.1954e-25,3.7572e-43,1.8169e-34,6.4454e-13,1.1009e-19,9.6736e-01,,1.6675e-02,6.6385e-41
+SW_120,,3.2422e-13,1.0286e-26,1.0231e-20,1.3729e-05,1.2412e-25,3.0556e-02,1.6675e-02,,1.8965e-24
+sFC,,1.0582e-04,1.6368e-01,7.7662e-01,1.0918e-12,5.5415e-72,1.5336e-32,6.6385e-41,1.8965e-24,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index 72b07f4e..1dbdb8ff 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.7379,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.7379,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0852,0.0016,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0852,,0.2159,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0016,0.2159,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.6806e-50,8.6048e-50,2.5867e-06,4.9109e-10,3.3420e-15,1.3725e-06,3.8328e-85,0.0000e+00
+DCC_joint,,7.6806e-50,,7.3795e-01,2.3477e-79,3.6969e-87,4.9182e-108,2.8947e-54,8.4781e-14,0.0000e+00
+DCC_bivariate_loop,,8.6048e-50,7.3795e-01,,5.8424e-80,6.7002e-88,1.1206e-109,4.6275e-55,1.1884e-15,0.0000e+00
+SW_cross_validated,,2.5867e-06,2.3477e-79,5.8424e-80,,8.5202e-02,1.5716e-03,4.5208e-28,6.0027e-120,0.0000e+00
+SW_15,,4.9109e-10,3.6969e-87,6.7002e-88,8.5202e-02,,2.1591e-01,1.0044e-36,1.0841e-127,0.0000e+00
+SW_30,,3.3420e-15,4.9182e-108,1.1206e-109,1.5716e-03,2.1591e-01,,1.8998e-57,1.6820e-157,0.0000e+00
+SW_60,,1.3725e-06,2.8947e-54,4.6275e-55,4.5208e-28,1.0044e-36,1.8998e-57,,2.9200e-115,0.0000e+00
+SW_120,,3.8328e-85,8.4781e-14,1.1884e-15,6.0027e-120,1.0841e-127,1.6820e-157,2.9200e-115,,0.0000e+00
+sFC,,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index 06637619..d712161d 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0006,0.0000,0.0000,0.0000,0.0000,0.0000,0.2053
-DCC_bivariate_loop,,0.0000,0.0006,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.5687,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.5687,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.2053,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.1668e-13,6.0964e-24,3.0902e-81,8.0171e-261,1.4082e-181,3.3494e-111,1.9696e-59,6.1278e-09
+DCC_joint,,6.1668e-13,,6.3264e-04,3.9995e-45,2.5630e-229,4.7062e-146,8.8301e-74,6.8181e-32,2.0533e-01
+DCC_bivariate_loop,,6.0964e-24,6.3264e-04,,7.4449e-29,3.2717e-212,7.2138e-127,4.7072e-55,5.5257e-20,5.3659e-06
+SW_cross_validated,,3.0902e-81,3.9995e-45,7.4449e-29,,4.5105e-178,1.8322e-76,1.5917e-09,5.6874e-01,2.2254e-49
+SW_15,,8.0171e-261,2.5630e-229,3.2717e-212,4.5105e-178,,9.4487e-102,5.1240e-160,6.0889e-150,2.0590e-229
+SW_30,,1.4082e-181,4.7062e-146,7.2138e-127,1.8322e-76,9.4487e-102,,1.0970e-49,1.4721e-61,3.8000e-148
+SW_60,,3.3494e-111,8.8301e-74,4.7072e-55,1.5917e-09,5.1240e-160,1.0970e-49,,1.6406e-08,1.1311e-77
+SW_120,,1.9696e-59,6.8181e-32,5.5257e-20,5.6874e-01,6.0889e-150,1.4721e-61,1.6406e-08,,1.6024e-35
+sFC,,6.1278e-09,2.0533e-01,5.3659e-06,2.2254e-49,2.0590e-229,3.8000e-148,1.1311e-77,1.6024e-35,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index ac1b4c0e..ee731c5c 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0005,0.0000,0.0000,0.0000,0.0000,0.0000,0.0872
-DCC_bivariate_loop,,0.0000,0.0005,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.4161,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.4161,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0872,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.3840e-28,2.4485e-39,2.0572e-92,3.6877e-255,9.1136e-186,3.9109e-128,1.9720e-87,4.6940e-23
+DCC_joint,,1.3840e-28,,4.5684e-04,2.7958e-49,1.0491e-248,2.2492e-164,3.1138e-91,1.6344e-46,8.7204e-02
+DCC_bivariate_loop,,2.4485e-39,4.5684e-04,,2.3872e-31,4.7946e-230,8.5362e-143,4.1629e-69,1.6127e-30,3.6392e-07
+SW_cross_validated,,2.0572e-92,2.7958e-49,2.3872e-31,,8.2471e-201,1.4424e-93,1.0708e-15,4.1608e-01,7.0345e-57
+SW_15,,3.6877e-255,1.0491e-248,4.7946e-230,8.2471e-201,,4.1226e-126,1.4369e-188,2.5434e-182,1.7220e-253
+SW_30,,9.1136e-186,2.2492e-164,8.5362e-143,1.4424e-93,4.1226e-126,,2.3747e-63,8.8363e-79,6.0792e-171
+SW_60,,3.9109e-128,3.1138e-91,4.1629e-69,1.0708e-15,1.4369e-188,2.3747e-63,,5.9797e-11,3.0437e-99
+SW_120,,1.9720e-87,1.6344e-46,1.6127e-30,4.1608e-01,2.5434e-182,8.8363e-79,5.9797e-11,,2.2837e-53
+sFC,,4.6940e-23,8.7204e-02,3.6392e-07,7.0345e-57,1.7220e-253,6.0792e-171,3.0437e-99,2.2837e-53,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 9e50eb7b..ce8d93ff 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0056,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.2754,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.2754,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0056,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.8272e-208,2.8403e-102,2.1546e-116,3.6181e-226,1.1141e-148,4.0644e-119,5.4301e-198,0.0000e+00
+DCC_joint,,7.8272e-208,,2.5218e-113,4.3905e-85,3.7083e-21,2.6376e-58,1.7913e-96,5.6102e-03,5.3234e-290
+DCC_bivariate_loop,,2.8403e-102,2.5218e-113,,5.6426e-07,7.2590e-145,2.2693e-31,2.9489e-05,1.6329e-110,0.0000e+00
+SW_cross_validated,,2.1546e-116,4.3905e-85,5.6426e-07,,4.2826e-119,1.0329e-11,2.7537e-01,1.1348e-85,1.3048e-315
+SW_15,,3.6181e-226,3.7083e-21,7.2590e-145,4.2826e-119,,6.7974e-97,1.4026e-130,1.2273e-09,3.1076e-255
+SW_30,,1.1141e-148,2.6376e-58,2.2693e-31,1.0329e-11,6.7974e-97,,2.5143e-16,3.0232e-61,9.3222e-318
+SW_60,,4.0644e-119,1.7913e-96,2.9489e-05,2.7537e-01,1.4026e-130,2.5143e-16,,2.6929e-95,0.0000e+00
+SW_120,,5.4301e-198,5.6102e-03,1.6329e-110,1.1348e-85,1.2273e-09,3.0232e-61,2.6929e-95,,8.4239e-249
+sFC,,0.0000e+00,5.3234e-290,0.0000e+00,1.3048e-315,3.1076e-255,9.3222e-318,0.0000e+00,8.4239e-249,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 5b0ea10d..bca86f34 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0881,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0881,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.2288e-216,2.9117e-110,1.0187e-126,3.0768e-161,3.9373e-132,9.1035e-274,0.0000e+00,1.8095e-309
+DCC_joint,,1.2288e-216,,4.3701e-142,3.5949e-119,5.4127e-54,3.7508e-112,2.2757e-131,5.8618e-266,5.8952e-229
+DCC_bivariate_loop,,2.9117e-110,4.3701e-142,,1.2890e-07,2.9948e-54,5.3992e-12,4.7388e-237,1.6281e-314,5.0753e-294
+SW_cross_validated,,1.0187e-126,3.5949e-119,1.2890e-07,,4.4056e-32,8.8140e-02,9.8687e-221,1.2981e-302,8.9560e-280
+SW_15,,3.0768e-161,5.4127e-54,2.9948e-54,4.4056e-32,,8.6087e-26,5.2450e-171,4.9395e-266,1.1749e-235
+SW_30,,3.9373e-132,3.7508e-112,5.3992e-12,8.8140e-02,8.6087e-26,,2.7302e-216,6.9374e-300,2.1031e-276
+SW_60,,9.1035e-274,2.2757e-131,4.7388e-237,9.8687e-221,5.2450e-171,2.7302e-216,,2.9270e-200,7.8039e-120
+SW_120,,0.0000e+00,5.8618e-266,1.6281e-314,1.2981e-302,4.9395e-266,6.9374e-300,2.9270e-200,,1.1543e-156
+sFC,,1.8095e-309,5.8952e-229,5.0753e-294,8.9560e-280,1.1749e-235,2.1031e-276,7.8039e-120,1.1543e-156,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 8d271eb0..5a52d5bb 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0105
-DCC_joint,,0.0000,,0.1488,0.0000,0.0000,0.0000,0.0000,0.0000,0.0280
-DCC_bivariate_loop,,0.0000,0.1488,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0006
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0037,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0037,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0105,0.0280,0.0006,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.2203e-06,4.6766e-08,4.9986e-47,1.0080e-241,2.3155e-152,4.7485e-95,4.3727e-52,1.0487e-02
+DCC_joint,,6.2203e-06,,1.4883e-01,1.5408e-31,9.4094e-231,3.2420e-137,2.7143e-77,2.4383e-38,2.7983e-02
+DCC_bivariate_loop,,4.6766e-08,1.4883e-01,,6.7130e-24,3.6367e-216,8.0088e-123,1.4913e-64,3.4400e-31,5.7823e-04
+SW_cross_validated,,4.9986e-47,1.5408e-31,6.7130e-24,,3.5670e-171,2.2198e-67,2.4403e-15,3.7324e-03,4.8098e-40
+SW_15,,1.0080e-241,9.4094e-231,3.6367e-216,3.5670e-171,,5.9693e-100,1.1958e-151,2.2907e-145,4.1145e-240
+SW_30,,2.3155e-152,3.2420e-137,8.0088e-123,2.2198e-67,5.9693e-100,,2.9373e-35,5.2766e-45,5.0098e-148
+SW_60,,4.7485e-95,2.7143e-77,1.4913e-64,2.4403e-15,1.1958e-151,2.9373e-35,,1.6951e-05,1.4877e-88
+SW_120,,4.3727e-52,2.4383e-38,3.4400e-31,3.7324e-03,2.2907e-145,5.2766e-45,1.6951e-05,,6.7719e-46
+sFC,,1.0487e-02,2.7983e-02,5.7823e-04,4.8098e-40,4.1145e-240,5.0098e-148,1.4877e-88,6.7719e-46,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 9468d03c..b17d237c 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0591,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.3004,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.3004,0.0000,,0.0000,0.0007,0.0000
-SW_60,,0.0000,0.0000,0.0591,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0007,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.9594e-205,6.8753e-56,2.4855e-75,1.2045e-166,1.3433e-81,2.3688e-62,3.8262e-105,0.0000e+00
+DCC_joint,,1.9594e-205,,3.0689e-172,1.2361e-125,1.5539e-13,5.1963e-124,2.6346e-165,1.2586e-123,4.5109e-312
+DCC_bivariate_loop,,6.8753e-56,3.0689e-172,,3.5029e-13,6.4891e-124,2.5084e-17,5.9113e-02,8.1717e-36,0.0000e+00
+SW_cross_validated,,2.4855e-75,1.2361e-125,3.5029e-13,,6.8509e-83,3.0041e-01,9.8197e-09,9.5069e-06,0.0000e+00
+SW_15,,1.2045e-166,1.5539e-13,6.4891e-124,6.8509e-83,,2.9239e-80,4.4866e-117,1.1483e-74,1.2240e-292
+SW_30,,1.3433e-81,5.1963e-124,2.5084e-17,3.0041e-01,2.9239e-80,,4.1271e-12,6.7122e-04,0.0000e+00
+SW_60,,2.3688e-62,2.6346e-165,5.9113e-02,9.8197e-09,4.4866e-117,4.1271e-12,,5.6116e-28,0.0000e+00
+SW_120,,3.8262e-105,1.2586e-123,8.1717e-36,9.5069e-06,1.1483e-74,6.7122e-04,5.6116e-28,,0.0000e+00
+sFC,,0.0000e+00,4.5109e-312,0.0000e+00,0.0000e+00,1.2240e-292,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index 8303e0e6..e2a751ec 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.4468,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.4468,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.4087,0.2777,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.4087,0.0000,0.0000,,0.7709,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.2777,0.0000,0.0000,0.7709,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.5062e-12,3.9216e-10,2.3451e-116,1.0637e-197,4.9141e-141,1.2989e-106,6.1622e-99,3.1057e-43
+DCC_joint,,4.5062e-12,,4.4676e-01,1.1573e-156,4.3046e-223,3.2279e-172,2.7243e-144,5.0437e-134,4.5107e-18
+DCC_bivariate_loop,,3.9216e-10,4.4676e-01,,3.6524e-153,5.5835e-221,1.4546e-169,5.2215e-141,5.8946e-131,1.0609e-20
+SW_cross_validated,,2.3451e-116,1.1573e-156,3.6524e-153,,2.0004e-111,5.7698e-26,4.0867e-01,2.7768e-01,2.9203e-200
+SW_15,,1.0637e-197,4.3046e-223,5.5835e-221,2.0004e-111,,3.0519e-58,9.8330e-110,4.3141e-106,9.1983e-249
+SW_30,,4.9141e-141,3.2279e-172,1.4546e-169,5.7698e-26,3.0519e-58,,5.1841e-27,3.3543e-26,8.8996e-204
+SW_60,,1.2989e-106,2.7243e-144,5.2215e-141,4.0867e-01,9.8330e-110,5.1841e-27,,7.7092e-01,6.5612e-184
+SW_120,,6.1622e-99,5.0437e-134,5.8946e-131,2.7768e-01,4.3141e-106,3.3543e-26,7.7092e-01,,4.5784e-170
+sFC,,3.1057e-43,4.5107e-18,1.0609e-20,2.9203e-200,9.1983e-249,8.8996e-204,6.5612e-184,4.5784e-170,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index c02d1ce3..2d61878e 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0257,0.0000,0.0000,0.0000,0.0000,0.0000,0.2114
-DCC_bivariate_loop,,0.0000,0.0257,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0008
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.9675,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.9675,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.2114,0.0008,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.4906e-21,1.6741e-26,3.9759e-61,2.2913e-183,8.4485e-135,4.3968e-89,1.2828e-52,4.0105e-16
+DCC_joint,,4.4906e-21,,2.5731e-02,1.5848e-18,9.5758e-147,8.8569e-90,3.4289e-41,8.0014e-16,2.1145e-01
+DCC_bivariate_loop,,1.6741e-26,2.5731e-02,,1.1997e-09,3.2964e-127,1.6735e-70,9.4234e-27,1.7272e-08,8.4256e-04
+SW_cross_validated,,3.9759e-61,1.5848e-18,1.1997e-09,,1.2217e-115,1.9847e-50,2.0684e-08,9.6750e-01,2.3041e-22
+SW_15,,2.2913e-183,9.5758e-147,3.2964e-127,1.2217e-115,,1.6045e-47,3.2674e-97,6.1035e-103,1.4705e-148
+SW_30,,8.4485e-135,8.8569e-90,1.6735e-70,1.9847e-50,1.6045e-47,,1.5897e-28,1.0904e-42,3.7484e-93
+SW_60,,4.3968e-89,3.4289e-41,9.4234e-27,2.0684e-08,3.2674e-97,1.5897e-28,,5.5116e-07,1.5853e-45
+SW_120,,1.2828e-52,8.0014e-16,1.7272e-08,9.6750e-01,6.1035e-103,1.0904e-42,5.5116e-07,,3.3742e-19
+sFC,,4.0105e-16,2.1145e-01,8.4256e-04,2.3041e-22,1.4705e-148,3.7484e-93,1.5853e-45,3.3742e-19,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index 28f1d370..6af9732e 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0339,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0339,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.2017,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.2017,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.2010e-60,1.2454e-54,1.4433e-12,1.4922e-105,6.6599e-32,2.9906e-10,1.5383e-139,0.0000e+00
+DCC_joint,,7.2010e-60,,3.3859e-02,8.5327e-30,1.6696e-32,7.9452e-13,1.9358e-38,1.3913e-76,0.0000e+00
+DCC_bivariate_loop,,1.2454e-54,3.3859e-02,,4.3703e-24,8.2562e-43,3.9360e-08,2.1136e-32,1.4951e-88,0.0000e+00
+SW_cross_validated,,1.4433e-12,8.5327e-30,4.3703e-24,,3.4367e-79,1.1950e-07,2.0174e-01,5.4124e-118,0.0000e+00
+SW_15,,1.4922e-105,1.6696e-32,8.2562e-43,3.4367e-79,,4.8820e-62,2.3956e-90,1.8421e-21,4.0316e-321
+SW_30,,6.6599e-32,7.9452e-13,3.9360e-08,1.1950e-07,4.8820e-62,,5.8515e-12,6.8194e-105,0.0000e+00
+SW_60,,2.9906e-10,1.9358e-38,2.1136e-32,2.0174e-01,2.3956e-90,5.8515e-12,,1.7349e-129,0.0000e+00
+SW_120,,1.5383e-139,1.3913e-76,1.4951e-88,5.4124e-118,1.8421e-21,6.8194e-105,1.7349e-129,,1.7870e-294
+sFC,,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,4.0316e-321,0.0000e+00,0.0000e+00,1.7870e-294,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index c2b513f9..8364fe2e 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.2982,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.2982,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.1608e-121,6.0388e-92,8.6398e-39,9.1280e-58,2.6321e-59,1.4004e-266,1.6304e-321,1.2031e-309
+DCC_joint,,1.1608e-121,,5.1414e-25,2.9841e-69,6.2218e-49,3.0789e-60,2.3083e-203,2.4963e-291,1.0486e-273
+DCC_bivariate_loop,,6.0388e-92,5.1414e-25,,1.0042e-30,6.4775e-13,4.5957e-19,2.4784e-255,0.0000e+00,1.9763e-323
+SW_cross_validated,,8.6398e-39,2.9841e-69,1.0042e-30,,2.6278e-06,4.2975e-05,8.8195e-256,4.3478e-322,9.9484e-310
+SW_15,,9.1280e-58,6.2218e-49,6.4775e-13,2.6278e-06,,2.9815e-01,1.9006e-246,9.9827e-317,1.5430e-303
+SW_30,,2.6321e-59,3.0789e-60,4.5957e-19,4.2975e-05,2.9815e-01,,3.4853e-273,0.0000e+00,0.0000e+00
+SW_60,,1.4004e-266,2.3083e-203,2.4784e-255,8.8195e-256,1.9006e-246,3.4853e-273,,4.7993e-237,1.0188e-198
+SW_120,,1.6304e-321,2.4963e-291,0.0000e+00,4.3478e-322,9.9827e-317,0.0000e+00,4.7993e-237,,2.5350e-149
+sFC,,1.2031e-309,1.0486e-273,1.9763e-323,9.9484e-310,1.5430e-303,0.0000e+00,1.0188e-198,2.5350e-149,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index 53daba82..610c1e22 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.1834,0.0000,0.0000,0.0000,0.0000,0.0000,0.4916
-DCC_bivariate_loop,,0.0001,0.1834,,0.0000,0.0000,0.0000,0.0000,0.0000,0.4054
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0003,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.6098,0.0148,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.6098,,0.0282,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0003,0.0000,0.0148,0.0282,,0.0000
-sFC,,0.0000,0.4916,0.4054,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.4101e-08,6.8007e-05,8.2324e-25,8.2354e-94,5.8397e-44,1.8347e-53,3.9473e-37,3.7943e-08
+DCC_joint,,1.4101e-08,,1.8339e-01,4.4962e-46,3.0420e-110,7.1660e-63,1.3075e-77,9.7987e-58,4.9161e-01
+DCC_bivariate_loop,,6.8007e-05,1.8339e-01,,1.2670e-37,2.3833e-103,1.4864e-55,2.8456e-67,1.3134e-49,4.0539e-01
+SW_cross_validated,,8.2324e-25,4.4962e-46,1.2670e-37,,2.7953e-53,4.4373e-09,1.0032e-09,2.7656e-04,4.3923e-47
+SW_15,,8.2354e-94,3.0420e-110,2.3833e-103,2.7953e-53,,1.2112e-26,2.6132e-32,1.3447e-37,1.6237e-111
+SW_30,,5.8397e-44,7.1660e-63,1.4864e-55,4.4373e-09,1.2112e-26,,6.0985e-01,1.4766e-02,1.0801e-63
+SW_60,,1.8347e-53,1.3075e-77,2.8456e-67,1.0032e-09,2.6132e-32,6.0985e-01,,2.8181e-02,8.3314e-80
+SW_120,,3.9473e-37,9.7987e-58,1.3134e-49,2.7656e-04,1.3447e-37,1.4766e-02,2.8181e-02,,9.1110e-59
+sFC,,3.7943e-08,4.9161e-01,4.0539e-01,4.3923e-47,1.6237e-111,1.0801e-63,8.3314e-80,9.1110e-59,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index bb6c3c5f..1f4328c8 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.4732,0.0102,0.0000,0.5678,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.4732,,0.0016,0.0000,0.2276,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0102,0.0016,,0.0000,0.0598,0.3071,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.5678,0.2276,0.0598,0.0000,,0.0010,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.3071,0.0000,0.0010,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.4704e-07,8.3296e-06,1.3544e-10,9.0979e-46,5.4941e-07,9.1780e-17,1.7875e-86,0.0000e+00
+DCC_joint,,6.4704e-07,,4.7323e-01,1.0186e-02,5.5665e-34,5.6779e-01,1.7028e-05,3.1073e-78,0.0000e+00
+DCC_bivariate_loop,,8.3296e-06,4.7323e-01,,1.5558e-03,1.1826e-36,2.2760e-01,4.7233e-07,7.9164e-82,0.0000e+00
+SW_cross_validated,,1.3544e-10,1.0186e-02,1.5558e-03,,4.6182e-20,5.9797e-02,3.0712e-01,1.1261e-54,0.0000e+00
+SW_15,,9.0979e-46,5.5665e-34,1.1826e-36,4.6182e-20,,1.7163e-28,1.0932e-20,3.8071e-13,1.9763e-323
+SW_30,,5.4941e-07,5.6779e-01,2.2760e-01,5.9797e-02,1.7163e-28,,1.0440e-03,6.3228e-68,0.0000e+00
+SW_60,,9.1780e-17,1.7028e-05,4.7233e-07,3.0712e-01,1.0932e-20,1.0440e-03,,8.5737e-61,0.0000e+00
+SW_120,,1.7875e-86,3.1073e-78,7.9164e-82,1.1261e-54,3.8071e-13,6.3228e-68,8.5737e-61,,0.0000e+00
+sFC,,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,1.9763e-323,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index 40d89ccd..15a643de 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0047,0.9414,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0047,,0.0065,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.9414,0.0065,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.3011,0.7941,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.3011,0.0000,0.0000,,0.6250,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.7941,0.0000,0.0000,0.6250,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.7277e-03,9.4140e-01,3.8694e-161,2.3956e-273,6.0014e-212,6.5791e-163,1.2814e-122,1.6159e-20
+DCC_joint,,4.7277e-03,,6.4974e-03,1.5546e-172,6.4236e-280,8.5264e-221,4.0140e-174,4.9567e-132,7.9110e-12
+DCC_bivariate_loop,,9.4140e-01,6.4974e-03,,1.3592e-159,8.3702e-272,2.2123e-210,2.2145e-161,6.2513e-122,6.8093e-20
+SW_cross_validated,,3.8694e-161,1.5546e-172,1.3592e-159,,9.7769e-192,1.3333e-72,3.0107e-01,7.9406e-01,1.7383e-194
+SW_15,,2.3956e-273,6.4236e-280,8.3702e-272,9.7769e-192,,1.8204e-117,5.5719e-188,2.4104e-150,1.4584e-291
+SW_30,,6.0014e-212,8.5264e-221,2.2123e-210,1.3333e-72,1.8204e-117,,1.5268e-67,1.7542e-46,2.6384e-237
+SW_60,,6.5791e-163,4.0140e-174,2.2145e-161,3.0107e-01,5.5719e-188,1.5268e-67,,6.2497e-01,9.8537e-196
+SW_120,,1.2814e-122,4.9567e-132,6.2513e-122,7.9406e-01,2.4104e-150,1.7542e-46,6.2497e-01,,9.4248e-152
+sFC,,1.6159e-20,7.9110e-12,6.8093e-20,1.7383e-194,1.4584e-291,2.6384e-237,9.8537e-196,9.4248e-152,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index 9012df73..55a7f048 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0651,0.1805,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0651,,0.0019,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.1805,0.0019,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.1389,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0226,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1389,0.0000,0.0000,0.0226,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.5058e-02,1.8054e-01,3.8029e-142,6.0353e-284,1.6303e-220,1.2716e-156,3.1950e-126,1.3920e-12
+DCC_joint,,6.5058e-02,,1.9438e-03,1.2392e-149,7.5039e-288,5.0523e-226,9.6134e-164,5.9889e-133,8.0978e-08
+DCC_bivariate_loop,,1.8054e-01,1.9438e-03,,5.1228e-130,1.2857e-273,1.4595e-208,2.0187e-144,1.4295e-116,9.8393e-16
+SW_cross_validated,,3.8029e-142,1.2392e-149,5.1228e-130,,7.2618e-221,1.5441e-104,6.1212e-06,1.3891e-01,1.1655e-170
+SW_15,,6.0353e-284,7.5039e-288,1.2857e-273,7.2618e-221,,6.9524e-144,1.8306e-211,6.5143e-189,3.3196e-299
+SW_30,,1.6303e-220,5.0523e-226,1.4595e-208,1.5441e-104,6.9524e-144,,3.1381e-86,1.1468e-75,9.4160e-242
+SW_60,,1.2716e-156,9.6134e-164,2.0187e-144,6.1212e-06,1.8306e-211,3.1381e-86,,2.2619e-02,8.8930e-184
+SW_120,,3.1950e-126,5.9889e-133,1.4295e-116,1.3891e-01,6.5143e-189,1.1468e-75,2.2619e-02,,6.7288e-152
+sFC,,1.3920e-12,8.0978e-08,9.8393e-16,1.1655e-170,3.3196e-299,9.4160e-242,8.8930e-184,6.7288e-152,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 92c26dbb..8481adef 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0108,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0198,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0108,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0198,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.1149,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1149,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.7439e-66,1.0793e-02,5.1700e-62,3.7313e-199,5.2732e-109,4.9998e-46,1.0276e-105,2.4414e-262
+DCC_joint,,1.7439e-66,,1.3456e-106,1.9777e-02,1.4043e-175,2.6847e-37,2.2546e-11,1.4243e-37,1.6815e-285
+DCC_bivariate_loop,,1.0793e-02,1.3456e-106,,4.3142e-90,1.6599e-240,1.7928e-151,1.1604e-82,1.0138e-141,0.0000e+00
+SW_cross_validated,,5.1700e-62,1.9777e-02,4.3142e-90,,5.4386e-138,7.7030e-18,1.0950e-13,3.8189e-20,4.3061e-214
+SW_15,,3.7313e-199,1.4043e-175,1.6599e-240,5.4386e-138,,1.2415e-126,5.8277e-196,3.9812e-108,1.1717e-57
+SW_30,,5.2732e-109,2.6847e-37,1.7928e-151,7.7030e-18,1.2415e-126,,7.7528e-67,1.1493e-01,1.4896e-233
+SW_60,,4.9998e-46,2.2546e-11,1.1604e-82,1.0950e-13,5.8277e-196,7.7528e-67,,1.5777e-63,4.5560e-309
+SW_120,,1.0276e-105,1.4243e-37,1.0138e-141,3.8189e-20,3.9812e-108,1.1493e-01,1.5777e-63,,3.8065e-198
+sFC,,2.4414e-262,1.6815e-285,0.0000e+00,4.3061e-214,1.1717e-57,1.4896e-233,4.5560e-309,3.8065e-198,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 8fb7ffa2..b7e20232 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0012,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.2259,0.0000,0.0125,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0012,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.2259,0.0000,,0.0000,0.0019,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0125,0.0000,0.0019,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.4791e-93,1.2069e-03,3.0963e-81,3.7015e-155,6.4904e-76,2.8969e-206,3.5197e-263,2.4644e-228
+DCC_joint,,1.4791e-93,,9.8094e-136,2.2588e-01,3.0419e-87,1.2546e-02,2.0578e-171,7.6341e-261,1.5330e-219
+DCC_bivariate_loop,,1.2069e-03,9.8094e-136,,1.3780e-111,3.3395e-187,5.3998e-110,1.1227e-253,1.1959e-307,4.5861e-287
+SW_cross_validated,,3.0963e-81,2.2588e-01,1.3780e-111,,4.8061e-65,1.8736e-03,1.4765e-123,2.7953e-211,9.4055e-151
+SW_15,,3.7015e-155,3.0419e-87,3.3395e-187,4.8061e-65,,1.8336e-85,7.8670e-19,2.3602e-137,7.9996e-37
+SW_30,,6.4904e-76,1.2546e-02,5.3998e-110,1.8736e-03,1.8336e-85,,8.7834e-154,1.7669e-238,2.6113e-187
+SW_60,,2.8969e-206,2.0578e-171,1.1227e-253,1.4765e-123,7.8670e-19,8.7834e-154,,7.4105e-152,2.1549e-10
+SW_120,,3.5197e-263,7.6341e-261,1.1959e-307,2.7953e-211,2.3602e-137,1.7669e-238,7.4105e-152,,2.9613e-172
+sFC,,2.4644e-228,1.5330e-219,4.5861e-287,9.4055e-151,7.9996e-37,2.6113e-187,2.1549e-10,2.9613e-172,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 74adce23..00bb73fe 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0003,0.0274,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0003,,0.2058,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0274,0.2058,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0026,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.6094,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0026,0.0000,0.0000,0.6094,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.0755e-04,2.7415e-02,6.5599e-131,1.3911e-274,1.3811e-200,2.5161e-149,6.0717e-122,2.1137e-18
+DCC_joint,,3.0755e-04,,2.0577e-01,3.2466e-152,2.4001e-289,3.7016e-219,5.3895e-171,7.8359e-139,1.0382e-08
+DCC_bivariate_loop,,2.7415e-02,2.0577e-01,,5.8731e-139,1.9068e-278,1.9430e-206,5.1449e-157,5.7629e-129,9.3001e-11
+SW_cross_validated,,6.5599e-131,3.2466e-152,5.8731e-139,,3.5859e-198,6.1270e-74,3.1955e-05,2.6238e-03,1.2204e-177
+SW_15,,1.3911e-274,2.4001e-289,1.9068e-278,3.5859e-198,,1.7013e-129,7.1798e-191,1.6700e-169,1.1992e-305
+SW_30,,1.3811e-200,3.7016e-219,1.9430e-206,6.1270e-74,1.7013e-129,,2.6140e-58,1.2251e-47,2.1611e-240
+SW_60,,2.5161e-149,5.3895e-171,5.1449e-157,3.1955e-05,7.1798e-191,2.6140e-58,,6.0942e-01,1.4064e-196
+SW_120,,6.0717e-122,7.8359e-139,5.7629e-129,2.6238e-03,1.6700e-169,1.2251e-47,6.0942e-01,,5.8745e-159
+sFC,,2.1137e-18,1.0382e-08,9.3001e-11,1.2204e-177,1.1992e-305,2.1611e-240,1.4064e-196,5.8745e-159,
diff --git a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index a87d12c4..43a4d1db 100644
--- a/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0068,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.9995,0.0000,0.0819,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.9995,0.0000,,0.0000,0.0394,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0068,0.0000,0.0819,0.0000,0.0394,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.9120e-48,1.2103e-16,8.9186e-51,1.1774e-142,2.2255e-58,3.5630e-22,1.5948e-51,7.5169e-229
+DCC_joint,,4.9120e-48,,1.4357e-158,4.4183e-05,8.8127e-131,5.8704e-07,2.1583e-20,6.8252e-03,1.9423e-304
+DCC_bivariate_loop,,1.2103e-16,1.4357e-158,,1.8792e-124,3.9139e-233,9.4382e-155,2.8736e-110,5.7047e-145,0.0000e+00
+SW_cross_validated,,8.9186e-51,4.4183e-05,1.8792e-124,,5.7921e-85,9.9952e-01,3.0375e-25,8.1928e-02,1.7096e-205
+SW_15,,1.1774e-142,8.8127e-131,3.9139e-233,5.7921e-85,,4.8547e-102,1.1554e-152,9.1160e-109,1.0364e-117
+SW_30,,2.2255e-58,5.8704e-07,9.4382e-155,9.9952e-01,4.8547e-102,,2.9670e-34,3.9437e-02,2.4664e-252
+SW_60,,3.5630e-22,2.1583e-20,2.8736e-110,3.0375e-25,1.1554e-152,2.9670e-34,,3.1472e-25,9.9907e-304
+SW_120,,1.5948e-51,6.8252e-03,5.7047e-145,8.1928e-02,9.1160e-109,3.9437e-02,3.1472e-25,,4.1250e-255
+sFC,,7.5169e-229,1.9423e-304,0.0000e+00,1.7096e-205,1.0364e-117,2.4664e-252,9.9907e-304,4.1250e-255,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/SVWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3s/N0200_T0200/no_noise/all/SVWP_kernel_lengthscales_kernel_params.csv
rename to results/fmri/sim/d3s/N0200_T0200/no_noise/all/kernel_params/SVWP_kernel_lengthscales_kernel_params.csv
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/SVWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3s/N0200_T0200/no_noise/all/SVWP_kernel_variance_kernel_params.csv
rename to results/fmri/sim/d3s/N0200_T0200/no_noise/all/kernel_params/SVWP_kernel_variance_kernel_params.csv
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/VWP_kernel_lengthscales_kernel_params.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3s/N0200_T0200/no_noise/all/VWP_kernel_lengthscales_kernel_params.csv
rename to results/fmri/sim/d3s/N0200_T0200/no_noise/all/kernel_params/VWP_kernel_lengthscales_kernel_params.csv
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/VWP_kernel_variance_kernel_params.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/kernel_params/VWP_kernel_variance_kernel_params.csv
similarity index 100%
rename from results/fmri/sim/d3s/N0200_T0200/no_noise/all/VWP_kernel_variance_kernel_params.csv
rename to results/fmri/sim/d3s/N0200_T0200/no_noise/all/kernel_params/VWP_kernel_variance_kernel_params.csv
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/test_log_likelihood_mean.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/test_log_likelihood_mean.csv
deleted file mode 100644
index b751f80b..00000000
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/test_log_likelihood_mean.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,-4.235,-3.727,-3.636,-3.659,-3.717,-4.122,-2.862,-4.123,-3.760
-SVWP,-4.236,-3.726,-3.643,-3.690,-3.747,-4.130,-2.850,-4.123,-3.768
-DCC_joint,-4.227,-3.738,-3.929,-4.027,-4.086,-4.167,-3.608,-4.138,-3.990
-DCC_bivariate_loop,-4.225,-3.739,-3.899,-3.933,-3.985,-4.141,-4.192,-4.133,-4.031
-SW_cross_validated,-4.228,-3.722,-3.770,-3.731,-3.826,-4.102,-3.599,-4.115,-3.887
-SW_15,-4.069,-3.559,-3.505,-3.549,-3.611,-3.896,-4.199,-3.941,-3.791
-SW_30,-4.175,-3.664,-3.646,-3.765,-3.879,-4.026,-3.773,-4.055,-3.873
-SW_60,-4.241,-3.731,-3.849,-4.056,-4.173,-4.177,-3.423,-4.132,-3.973
-SW_120,-4.303,-3.790,-4.165,-4.313,-4.339,-4.241,-3.627,-4.193,-4.121
-sFC,-4.249,-3.738,-4.248,-4.248,-4.248,-4.187,-4.248,-4.140,-4.163
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/test_log_likelihood_se.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/test_log_likelihood_se.csv
deleted file mode 100644
index bed4b7da..00000000
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/test_log_likelihood_se.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.001,0.004,0.005,0.006,0.007,0.005,0.018,0.002,0.006
-SVWP,0.001,0.004,0.006,0.007,0.008,0.004,0.016,0.003,0.006
-DCC_joint,0.021,0.004,0.004,0.004,0.003,0.002,0.041,0.002,0.010
-DCC_bivariate_loop,0.021,0.004,0.026,0.007,0.006,0.003,0.159,0.002,0.029
-SW_cross_validated,0.001,0.004,0.007,0.006,0.006,0.005,0.040,0.003,0.009
-SW_15,0.003,0.005,0.007,0.005,0.004,0.004,0.129,0.004,0.020
-SW_30,0.002,0.004,0.005,0.004,0.003,0.003,0.081,0.003,0.013
-SW_60,0.002,0.004,0.004,0.003,0.003,0.003,0.028,0.003,0.006
-SW_120,0.002,0.004,0.004,0.002,0.002,0.003,0.006,0.003,0.003
-sFC,0.000,0.004,0.001,0.001,0.001,0.002,0.000,0.002,0.001
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/test_log_likelihood_std.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/test_log_likelihood_std.csv
deleted file mode 100644
index d6dbd0cd..00000000
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/test_log_likelihood_std.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,checkerboard,stepwise,state_transition,average
-VWP,0.014,0.057,0.077,0.082,0.095,0.074,0.250,0.035,0.085
-SVWP,0.013,0.057,0.085,0.104,0.106,0.063,0.233,0.036,0.087
-DCC_joint,0.300,0.056,0.058,0.051,0.046,0.033,0.582,0.033,0.145
-DCC_bivariate_loop,0.300,0.059,0.370,0.103,0.082,0.038,2.249,0.034,0.404
-SW_cross_validated,0.016,0.057,0.101,0.086,0.090,0.068,0.560,0.040,0.127
-SW_15,0.040,0.069,0.092,0.066,0.062,0.056,1.831,0.051,0.283
-SW_30,0.029,0.063,0.066,0.055,0.048,0.044,1.141,0.043,0.186
-SW_60,0.023,0.062,0.052,0.043,0.037,0.037,0.396,0.038,0.086
-SW_120,0.025,0.063,0.053,0.032,0.029,0.040,0.083,0.042,0.046
-sFC,0.006,0.056,0.009,0.009,0.007,0.029,0.007,0.032,0.019
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index 3aa24336..4c270deb 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0078,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0001,,0.2234,0.0000,0.0000,0.0000,0.0000,0.0000,0.0255
-DCC_bivariate_loop,,0.0078,0.2234,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0006
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0001,0.3187,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.3187,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0255,0.0006,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.1754e-05,7.7916e-03,4.6346e-11,4.2569e-118,9.8440e-66,3.5197e-23,2.9421e-07,8.9629e-10
+DCC_joint,,9.1754e-05,,2.2342e-01,3.3707e-24,2.1610e-130,2.4893e-82,9.8018e-39,1.8561e-17,2.5502e-02
+DCC_bivariate_loop,,7.7916e-03,2.2342e-01,,3.3576e-19,1.4010e-125,4.8996e-76,5.9871e-33,1.4137e-13,6.1904e-04
+SW_cross_validated,,4.6346e-11,3.3707e-24,3.3576e-19,,7.8869e-98,1.8010e-39,5.9647e-05,3.1865e-01,4.6641e-34
+SW_15,,4.2569e-118,2.1610e-130,1.4010e-125,7.8869e-98,,4.5355e-41,3.3200e-82,1.6633e-95,1.8842e-138
+SW_30,,9.8440e-66,2.4893e-82,4.8996e-76,1.8010e-39,4.5355e-41,,3.3250e-23,3.2027e-39,3.4751e-93
+SW_60,,3.5197e-23,9.8018e-39,5.9871e-33,5.9647e-05,3.3200e-82,3.3250e-23,,3.2910e-06,1.8555e-49
+SW_120,,2.9421e-07,1.8561e-17,1.4137e-13,3.1865e-01,1.6633e-95,3.2027e-39,3.2910e-06,,2.7228e-25
+sFC,,8.9629e-10,2.5502e-02,6.1904e-04,4.6641e-34,1.8842e-138,3.4751e-93,1.8555e-49,2.7228e-25,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index 1d84cedb..fc245ce0 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0716,0.0000,0.0000,0.0000,0.0000,0.0000,0.1431
-DCC_bivariate_loop,,0.0000,0.0716,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0015
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.3028,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.3028,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.1431,0.0015,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.3177e-21,2.6831e-26,1.0200e-78,4.6180e-221,6.9503e-154,2.0634e-101,5.5220e-69,2.7091e-16
+DCC_joint,,2.3177e-21,,7.1637e-02,8.6858e-33,2.9555e-185,1.0767e-110,1.9069e-54,1.7456e-26,1.4314e-01
+DCC_bivariate_loop,,2.6831e-26,7.1637e-02,,1.9954e-23,3.6726e-171,6.4391e-97,7.3781e-43,1.8050e-18,1.4520e-03
+SW_cross_validated,,1.0200e-78,8.6858e-33,1.9954e-23,,2.5998e-142,7.4198e-55,4.5259e-07,3.0278e-01,6.1629e-39
+SW_15,,4.6180e-221,2.9555e-185,3.6726e-171,2.5998e-142,,2.3245e-69,3.5174e-123,4.9567e-139,4.3636e-190
+SW_30,,6.9503e-154,1.0767e-110,6.4391e-97,7.4198e-55,2.3245e-69,,5.0446e-33,1.1372e-55,7.1501e-117
+SW_60,,2.0634e-101,1.9069e-54,7.3781e-43,4.5259e-07,3.5174e-123,5.0446e-33,,6.5456e-09,4.5164e-61
+SW_120,,5.5220e-69,1.7456e-26,1.8050e-18,3.0278e-01,4.9567e-139,1.1372e-55,6.5456e-09,,4.8157e-32
+sFC,,2.7091e-16,1.4314e-01,1.4520e-03,6.1629e-39,4.3636e-190,7.1501e-117,4.5164e-61,4.8157e-32,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index 388e86ea..47c8b057 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.6166,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.6166,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.5894,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.5782,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.5894,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.5782,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.9337e-135,1.1357e-135,5.5169e-39,1.7338e-86,4.1397e-38,1.1096e-104,2.4235e-253,0.0000e+00
+DCC_joint,,2.9337e-135,,6.1659e-01,4.9750e-84,5.6521e-33,6.7067e-78,1.8174e-36,3.6209e-119,0.0000e+00
+DCC_bivariate_loop,,1.1357e-135,6.1659e-01,,1.7027e-83,1.1255e-31,3.2657e-77,3.7225e-35,2.2111e-123,0.0000e+00
+SW_cross_validated,,5.5169e-39,4.9750e-84,1.7027e-83,,3.1440e-28,5.8938e-01,2.5022e-37,7.6312e-219,0.0000e+00
+SW_15,,1.7338e-86,5.6521e-33,1.1255e-31,3.1440e-28,,2.1854e-24,5.7820e-01,2.0986e-175,0.0000e+00
+SW_30,,4.1397e-38,6.7067e-78,3.2657e-77,5.8938e-01,2.1854e-24,,7.5218e-32,9.9672e-210,0.0000e+00
+SW_60,,1.1096e-104,1.8174e-36,3.7225e-35,2.5022e-37,5.7820e-01,7.5218e-32,,4.6681e-193,0.0000e+00
+SW_120,,2.4235e-253,3.6209e-119,2.2111e-123,7.6312e-219,2.0986e-175,9.9672e-210,4.6681e-193,,0.0000e+00
+sFC,,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index 8759cc42..f25280a4 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.2043e-176,1.9754e-157,2.1453e-51,4.9549e-31,7.4079e-117,0.0000e+00,0.0000e+00,0.0000e+00
+DCC_joint,,2.2043e-176,,4.8366e-21,9.4915e-102,2.6598e-148,1.1474e-76,8.2387e-227,1.1281e-316,6.2769e-298
+DCC_bivariate_loop,,1.9754e-157,4.8366e-21,,3.8894e-71,5.9215e-123,1.1000e-37,3.2107e-273,0.0000e+00,0.0000e+00
+SW_cross_validated,,2.1453e-51,9.4915e-102,3.8894e-71,,4.2784e-12,3.7636e-24,1.4992e-283,0.0000e+00,0.0000e+00
+SW_15,,4.9549e-31,2.6598e-148,5.9215e-123,4.2784e-12,,9.2481e-71,0.0000e+00,0.0000e+00,0.0000e+00
+SW_30,,7.4079e-117,1.1474e-76,1.1000e-37,3.7636e-24,9.2481e-71,,2.3868e-313,0.0000e+00,0.0000e+00
+SW_60,,0.0000e+00,8.2387e-227,3.2107e-273,1.4992e-283,0.0000e+00,2.3868e-313,,8.1653e-266,3.2912e-221
+SW_120,,0.0000e+00,1.1281e-316,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,8.1653e-266,,1.8041e-171
+sFC,,0.0000e+00,6.2769e-298,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,3.2912e-221,1.8041e-171,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index dcc67f0a..bf92b339 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_joint,,0.0000,,0.6605,0.0000,0.0000,0.0000,0.0000,0.0000,0.0335
-DCC_bivariate_loop,,0.0000,0.6605,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1736
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0022,0.0000,0.0001,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0022,0.0000,,0.0100,0.5710,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0100,,0.0360,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0001,0.0000,0.5710,0.0360,,0.0000
-sFC,,0.0001,0.0335,0.1736,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.2089e-08,7.6956e-06,7.8213e-06,4.4290e-45,2.3377e-11,1.3805e-27,5.5680e-15,7.0856e-05
+DCC_joint,,4.2089e-08,,6.6048e-01,2.1105e-19,2.3565e-59,6.8330e-24,9.1556e-48,5.7958e-30,3.3543e-02
+DCC_bivariate_loop,,7.6956e-06,6.6048e-01,,1.7985e-15,5.5203e-55,1.1344e-20,1.3378e-40,1.0983e-25,1.7358e-01
+SW_cross_validated,,7.8213e-06,2.1105e-19,1.7985e-15,,2.5866e-30,2.1951e-03,5.8040e-11,9.2672e-05,1.3180e-15
+SW_15,,4.4290e-45,2.3565e-59,5.5203e-55,2.5866e-30,,2.6947e-17,5.8702e-13,9.4512e-17,1.2384e-56
+SW_30,,2.3377e-11,6.8330e-24,1.1344e-20,2.1951e-03,2.6947e-17,,1.0004e-02,5.7096e-01,1.4802e-20
+SW_60,,1.3805e-27,9.1556e-48,1.3378e-40,5.8040e-11,5.8702e-13,1.0004e-02,,3.6035e-02,1.6695e-44
+SW_120,,5.5680e-15,5.7958e-30,1.0983e-25,9.2672e-05,9.4512e-17,5.7096e-01,3.6035e-02,,2.0330e-26
+sFC,,7.0856e-05,3.3543e-02,1.7358e-01,1.3180e-15,1.2384e-56,1.4802e-20,1.6695e-44,2.0330e-26,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index 3faa7120..6a1d8e7b 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0460,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0460,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.2665,0.0260,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.2665,,0.2894,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0260,0.2894,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.5525e-46,3.6276e-54,3.3922e-05,1.6016e-07,8.0060e-11,1.3909e-08,4.3537e-92,0.0000e+00
+DCC_joint,,3.5525e-46,,4.6019e-02,3.7117e-72,2.3740e-80,2.3688e-95,7.0227e-44,1.2663e-23,0.0000e+00
+DCC_bivariate_loop,,3.6276e-54,4.6019e-02,,4.9788e-81,1.7598e-89,2.5771e-105,2.0032e-55,3.3521e-16,0.0000e+00
+SW_cross_validated,,3.3922e-05,3.7117e-72,4.9788e-81,,2.6654e-01,2.6018e-02,1.4906e-28,1.0096e-123,0.0000e+00
+SW_15,,1.6016e-07,2.3740e-80,1.7598e-89,2.6654e-01,,2.8944e-01,2.2317e-36,4.3932e-134,0.0000e+00
+SW_30,,8.0060e-11,2.3688e-95,2.5771e-105,2.6018e-02,2.8944e-01,,2.1102e-51,1.1550e-156,0.0000e+00
+SW_60,,1.3909e-08,7.0227e-44,2.0032e-55,1.4906e-28,2.2317e-36,2.1102e-51,,3.5006e-120,0.0000e+00
+SW_120,,4.3537e-92,1.2663e-23,3.3521e-16,1.0096e-123,4.3932e-134,1.1550e-156,3.5006e-120,,0.0000e+00
+sFC,,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index 9ab4b020..824b4b53 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0375,0.0000,0.0000,0.0000,0.0000,0.0000,0.3762
-DCC_bivariate_loop,,0.0000,0.0375,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0033
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.6667,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.6667,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.3762,0.0033,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.4832e-15,2.6566e-21,9.4812e-81,3.4615e-236,4.7056e-169,3.5414e-110,1.2580e-67,2.1835e-12
+DCC_joint,,5.4832e-15,,3.7466e-02,4.1173e-39,2.5617e-203,9.3118e-130,7.7563e-68,3.4047e-33,3.7618e-01
+DCC_bivariate_loop,,2.6566e-21,3.7466e-02,,3.1468e-28,4.5206e-191,3.4492e-116,5.0097e-55,2.2514e-24,3.2838e-03
+SW_cross_validated,,9.4812e-81,4.1173e-39,3.1468e-28,,7.2672e-168,1.5931e-74,7.7677e-12,6.6675e-01,1.7104e-43
+SW_15,,3.4615e-236,2.5617e-203,4.5206e-191,7.2672e-168,,2.0917e-86,8.3027e-144,1.6412e-143,4.2668e-207
+SW_30,,4.7056e-169,9.3118e-130,3.4492e-116,1.5931e-74,2.0917e-86,,4.2024e-43,2.3945e-58,2.6643e-134
+SW_60,,3.5414e-110,7.7563e-68,5.0097e-55,7.7677e-12,8.3027e-144,4.2024e-43,,3.0347e-08,1.4013e-72
+SW_120,,1.2580e-67,3.4047e-33,2.2514e-24,6.6675e-01,1.6412e-143,2.3945e-58,3.0347e-08,,8.4612e-37
+sFC,,2.1835e-12,3.7618e-01,3.2838e-03,1.7104e-43,4.2668e-207,2.6643e-134,1.4013e-72,8.4612e-37,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 81292bcc..b4b8a666 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.1434
-DCC_bivariate_loop,,0.0000,0.0001,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.7836,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.7836,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.1434,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.9949e-29,5.2758e-44,4.3324e-103,6.0082e-269,1.1196e-202,2.6144e-143,1.1436e-95,5.2799e-25
+DCC_joint,,1.9949e-29,,6.2138e-05,1.4181e-54,3.4132e-252,9.4349e-173,5.6310e-99,1.0285e-49,1.4344e-01
+DCC_bivariate_loop,,5.2758e-44,6.2138e-05,,3.0651e-35,3.9844e-237,3.3262e-153,2.3307e-76,2.7072e-32,5.1550e-08
+SW_cross_validated,,4.3324e-103,1.4181e-54,3.0651e-35,,5.2378e-208,4.5000e-102,1.1671e-16,7.8363e-01,1.1685e-62
+SW_15,,6.0082e-269,3.4132e-252,3.9844e-237,5.2378e-208,,9.1391e-137,4.6840e-204,9.6574e-192,1.1284e-259
+SW_30,,1.1196e-202,9.4349e-173,3.3262e-153,4.5000e-102,9.1391e-137,,5.6201e-77,2.5909e-89,1.4999e-181
+SW_60,,2.6144e-143,5.6310e-99,2.3307e-76,1.1671e-16,4.6840e-204,5.6201e-77,,2.6967e-13,1.7343e-108
+SW_120,,1.1436e-95,1.0285e-49,2.7072e-32,7.8363e-01,9.6574e-192,2.5909e-89,2.6967e-13,,6.4589e-57
+sFC,,5.2799e-25,1.4344e-01,5.1550e-08,1.1685e-62,1.1284e-259,1.4999e-181,1.7343e-108,6.4589e-57,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index cd1149c8..b13fe725 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.4965,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0006,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0034,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0006,0.0034,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.4965,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.9112e-205,2.0782e-100,1.1344e-118,3.7311e-215,1.1532e-139,2.1371e-113,1.2233e-197,0.0000e+00
+DCC_joint,,3.9112e-205,,1.1765e-116,2.1629e-83,4.1176e-07,7.4529e-68,2.3380e-102,4.9655e-01,6.2612e-281
+DCC_bivariate_loop,,2.0782e-100,1.1765e-116,,9.9277e-10,1.4502e-133,2.1735e-25,5.6035e-04,4.1118e-111,0.0000e+00
+SW_cross_validated,,1.1344e-118,2.1629e-83,9.9277e-10,,9.6842e-102,1.3553e-05,3.3632e-03,5.1487e-80,2.5741e-308
+SW_15,,3.7311e-215,4.1176e-07,1.4502e-133,9.6842e-102,,8.4293e-88,2.5831e-120,4.2726e-05,2.1271e-264
+SW_30,,1.1532e-139,7.4529e-68,2.1735e-25,1.3553e-05,8.4293e-88,,1.0204e-13,5.8993e-65,1.5512e-312
+SW_60,,2.1371e-113,2.3380e-102,5.6035e-04,3.3632e-03,2.5831e-120,1.0204e-13,,1.7049e-97,0.0000e+00
+SW_120,,1.2233e-197,4.9655e-01,4.1118e-111,5.1487e-80,4.2726e-05,5.8993e-65,1.7049e-97,,6.3410e-259
+sFC,,0.0000e+00,6.2612e-281,0.0000e+00,2.5741e-308,2.1271e-264,1.5512e-312,0.0000e+00,6.3410e-259,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index dd94b498..8e6d3e0f 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0004,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0004,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.3443e-240,2.4125e-127,6.0312e-143,1.4899e-179,4.3579e-157,2.5008e-302,0.0000e+00,0.0000e+00
+DCC_joint,,1.3443e-240,,1.6067e-152,3.7356e-121,2.0722e-49,9.2372e-110,1.6181e-136,4.5308e-267,3.9030e-234
+DCC_bivariate_loop,,2.4125e-127,1.6067e-152,,1.3372e-09,2.1478e-63,1.5541e-21,3.7413e-250,0.0000e+00,8.1556e-308
+SW_cross_validated,,6.0312e-143,3.7356e-121,1.3372e-09,,6.4016e-36,3.8730e-04,8.3103e-224,6.4914e-302,2.4038e-281
+SW_15,,1.4899e-179,2.0722e-49,2.1478e-63,6.4016e-36,,7.4487e-24,9.6102e-168,3.8349e-260,2.3738e-231
+SW_30,,4.3579e-157,9.2372e-110,1.5541e-21,3.8730e-04,7.4487e-24,,1.1966e-219,5.4036e-302,4.9700e-281
+SW_60,,2.5008e-302,1.6181e-136,3.7413e-250,8.3103e-224,9.6102e-168,1.1966e-219,,5.8073e-203,1.5760e-129
+SW_120,,0.0000e+00,4.5308e-267,0.0000e+00,6.4914e-302,3.8349e-260,5.4036e-302,5.8073e-203,,3.5482e-151
+sFC,,0.0000e+00,3.9030e-234,8.1556e-308,2.4038e-281,2.3738e-231,4.9700e-281,1.5760e-129,3.5482e-151,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index b96180a7..3cf41934 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.6225,0.0000,0.0000,0.0000,0.0000,0.0000,0.0432
-DCC_bivariate_loop,,0.0000,0.6225,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0191
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0474,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0474,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0432,0.0191,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.7357e-09,8.4875e-09,1.9215e-59,6.7102e-244,1.1692e-164,3.4088e-122,1.1144e-64,1.3823e-05
+DCC_joint,,4.7357e-09,,6.2248e-01,5.1813e-37,6.4989e-223,1.6583e-137,1.5518e-89,2.4554e-43,4.3249e-02
+DCC_bivariate_loop,,8.4875e-09,6.2248e-01,,1.8359e-32,4.7638e-213,2.5589e-127,2.0692e-79,9.5512e-39,1.9147e-02
+SW_cross_validated,,1.9215e-59,5.1813e-37,1.8359e-32,,3.0063e-158,2.2932e-57,1.3283e-12,4.7427e-02,3.1206e-46
+SW_15,,6.7102e-244,6.4989e-223,4.7638e-213,3.0063e-158,,1.8206e-99,5.7596e-154,3.6152e-145,9.4187e-235
+SW_30,,1.1692e-164,1.6583e-137,2.5589e-127,2.2932e-57,1.8206e-99,,6.5761e-36,1.7623e-44,1.5220e-151
+SW_60,,3.4088e-122,1.5518e-89,2.0692e-79,1.3283e-12,5.7596e-154,6.5761e-36,,3.3253e-06,2.0132e-105
+SW_120,,1.1144e-64,2.4554e-43,9.5512e-39,4.7427e-02,3.6152e-145,1.7623e-44,3.3253e-06,,2.9466e-52
+sFC,,1.3823e-05,4.3249e-02,1.9147e-02,3.1206e-46,9.4187e-235,1.5220e-151,2.0132e-105,2.9466e-52,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index d252f9c4..57715987 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.8964,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.5744,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.5744,0.0000,,0.0000,0.0003,0.0000
-SW_60,,0.0000,0.0000,0.8964,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0003,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.5262e-201,1.0813e-53,4.4643e-70,1.6640e-156,3.1122e-73,1.4826e-54,2.7886e-98,0.0000e+00
+DCC_joint,,1.5262e-201,,1.5121e-167,3.6916e-133,2.5293e-35,3.2483e-132,6.2328e-168,1.3846e-133,3.3621e-283
+DCC_bivariate_loop,,1.0813e-53,1.5121e-167,,4.4346e-09,1.2936e-108,8.1697e-11,8.9642e-01,2.5669e-27,0.0000e+00
+SW_cross_validated,,4.4643e-70,3.6916e-133,4.4346e-09,,1.4144e-74,5.7442e-01,7.2297e-09,2.3948e-05,0.0000e+00
+SW_15,,1.6640e-156,2.5293e-35,1.2936e-108,1.4144e-74,,6.0699e-73,9.8478e-109,3.2644e-67,1.6621e-300
+SW_30,,3.1122e-73,3.2483e-132,8.1697e-11,5.7442e-01,6.0699e-73,,1.3671e-10,2.5488e-04,0.0000e+00
+SW_60,,1.4826e-54,6.2328e-168,8.9642e-01,7.2297e-09,9.8478e-109,1.3671e-10,,4.3319e-27,0.0000e+00
+SW_120,,2.7886e-98,1.3846e-133,2.5669e-27,2.3948e-05,3.2644e-67,2.5488e-04,4.3319e-27,,0.0000e+00
+sFC,,0.0000e+00,3.3621e-283,0.0000e+00,0.0000e+00,1.6621e-300,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index 0e20102a..9c78ab99 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.5648,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.5648,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.2737,0.1008,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.2737,0.0000,0.0000,,0.6718,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1008,0.0000,0.0000,0.6718,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.5911e-07,2.4237e-06,3.6897e-120,1.1688e-193,3.7094e-140,1.8555e-107,7.3547e-117,1.6717e-39
+DCC_joint,,1.5911e-07,,5.6476e-01,2.7079e-149,1.4591e-211,6.5697e-162,2.5974e-134,3.4910e-147,5.4721e-21
+DCC_bivariate_loop,,2.4237e-06,5.6476e-01,,1.0446e-146,4.9995e-210,5.3370e-160,6.5976e-132,1.7470e-144,4.8019e-23
+SW_cross_validated,,3.6897e-120,2.7079e-149,1.0446e-146,,2.1427e-102,3.2008e-24,2.7365e-01,1.0078e-01,8.9815e-194
+SW_15,,1.1688e-193,1.4591e-211,4.9995e-210,2.1427e-102,,6.4466e-50,2.6485e-101,2.8663e-109,3.6691e-237
+SW_30,,3.7094e-140,6.5697e-162,5.3370e-160,3.2008e-24,6.4466e-50,,5.9899e-26,4.0636e-30,3.6129e-193
+SW_60,,1.8555e-107,2.5974e-134,6.5976e-132,2.7365e-01,2.6485e-101,5.9899e-26,,6.7180e-01,2.1783e-174
+SW_120,,7.3547e-117,3.4910e-147,1.7470e-144,1.0078e-01,2.8663e-109,4.0636e-30,6.7180e-01,,5.0499e-194
+sFC,,1.6717e-39,5.4721e-21,4.8019e-23,8.9815e-194,3.6691e-237,3.6129e-193,2.1783e-174,5.0499e-194,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index 50d310f1..28abcbeb 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0714,0.0000,0.0000,0.0000,0.0000,0.0000,0.2109
-DCC_bivariate_loop,,0.0000,0.0714,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0029
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.3630,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.3630,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.2109,0.0029,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.1766e-21,8.8554e-26,1.0591e-65,1.4614e-194,1.0956e-139,4.6025e-91,1.9895e-55,2.0207e-16
+DCC_joint,,8.1766e-21,,7.1443e-02,3.6189e-22,3.5953e-157,1.4405e-95,8.0371e-44,6.3374e-17,2.1088e-01
+DCC_bivariate_loop,,8.8554e-26,7.1443e-02,,1.7071e-14,1.4430e-143,3.4793e-82,5.6275e-33,9.5747e-11,2.8564e-03
+SW_cross_validated,,1.0591e-65,3.6189e-22,1.7071e-14,,1.3132e-121,7.4028e-52,1.3435e-07,3.6301e-01,7.9003e-27
+SW_15,,1.4614e-194,3.5953e-157,1.4430e-143,1.3132e-121,,2.7811e-48,2.7614e-102,1.2615e-116,2.3996e-161
+SW_30,,1.0956e-139,1.4405e-95,3.4793e-82,7.4028e-52,2.7811e-48,,2.2031e-30,5.7865e-51,8.3167e-101
+SW_60,,4.6025e-91,8.0371e-44,5.6275e-33,1.3435e-07,2.7614e-102,2.2031e-30,,6.0303e-09,2.5885e-49
+SW_120,,1.9895e-55,6.3374e-17,9.5747e-11,3.6301e-01,1.2615e-116,5.7865e-51,6.0303e-09,,6.4239e-21
+sFC,,2.0207e-16,2.1088e-01,2.8564e-03,7.9003e-27,2.3996e-161,8.3167e-101,2.5885e-49,6.4239e-21,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index 05ce1fff..790568ef 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.4361,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.4361,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0030,0.0018,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0030,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0018,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.0062e-71,1.3489e-69,1.4103e-26,2.4237e-116,6.0652e-44,4.1208e-19,4.9016e-158,0.0000e+00
+DCC_joint,,1.0062e-71,,4.3607e-01,1.3745e-17,9.0607e-33,1.2192e-10,8.6079e-35,1.5859e-80,0.0000e+00
+DCC_bivariate_loop,,1.3489e-69,4.3607e-01,,1.1778e-15,3.1005e-36,6.9022e-09,2.4722e-32,4.1138e-85,0.0000e+00
+SW_cross_validated,,1.4103e-26,1.3745e-17,1.1778e-15,,6.9254e-63,3.0018e-03,1.8074e-03,5.4229e-106,0.0000e+00
+SW_15,,2.4237e-116,9.0607e-33,3.1005e-36,6.9254e-63,,4.6762e-58,3.8717e-86,7.4719e-19,9.1470e-308
+SW_30,,6.0652e-44,1.2192e-10,6.9022e-09,3.0018e-03,4.6762e-58,,3.0488e-11,1.3743e-106,0.0000e+00
+SW_60,,4.1208e-19,8.6079e-35,2.4722e-32,1.8074e-03,3.8717e-86,3.0488e-11,,1.2486e-133,0.0000e+00
+SW_120,,4.9016e-158,1.5859e-80,4.1138e-85,5.4229e-106,7.4719e-19,1.3743e-106,1.2486e-133,,2.4815e-314
+sFC,,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,9.1470e-308,0.0000e+00,0.0000e+00,2.4815e-314,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index 5a89f277..12397b4e 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.6566,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.6566,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.4098e-134,6.3453e-106,2.6714e-43,3.9194e-73,1.0319e-78,1.9575e-308,0.0000e+00,0.0000e+00
+DCC_joint,,2.4098e-134,,1.4108e-22,8.6640e-67,1.4850e-37,1.7099e-44,6.0986e-230,2.3065e-316,1.2090e-297
+DCC_bivariate_loop,,6.3453e-106,1.4108e-22,,6.1152e-31,1.9944e-07,7.7101e-10,1.6124e-275,0.0000e+00,0.0000e+00
+SW_cross_validated,,2.6714e-43,8.6640e-67,6.1152e-31,,8.9384e-11,6.3341e-11,2.4415e-270,0.0000e+00,7.9051e-323
+SW_15,,3.9194e-73,1.4850e-37,1.9944e-07,8.9384e-11,,6.5657e-01,2.4639e-256,0.0000e+00,1.3553e-312
+SW_30,,1.0319e-78,1.7099e-44,7.7101e-10,6.3341e-11,6.5657e-01,,3.0761e-279,0.0000e+00,0.0000e+00
+SW_60,,1.9575e-308,6.0986e-230,1.6124e-275,2.4415e-270,2.4639e-256,3.0761e-279,,7.9848e-261,1.9262e-214
+SW_120,,0.0000e+00,2.3065e-316,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,7.9848e-261,,6.3034e-170
+sFC,,0.0000e+00,1.2090e-297,0.0000e+00,7.9051e-323,1.3553e-312,0.0000e+00,1.9262e-214,6.3034e-170,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index c6122dc1..c5623ac9 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.5622,0.0000,0.0000,0.0000,0.0000,0.0000,0.2351
-DCC_bivariate_loop,,0.0000,0.5622,,0.0000,0.0000,0.0000,0.0000,0.0000,0.6931
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0001,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.2791,0.6198,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.2791,,0.0801,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0001,0.0000,0.6198,0.0801,,0.0000
-sFC,,0.0000,0.2351,0.6931,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.9859e-11,3.2801e-08,1.2510e-34,4.7402e-85,3.0811e-36,2.1213e-61,3.2749e-39,3.2434e-10
+DCC_joint,,1.9859e-11,,5.6217e-01,2.5138e-61,2.5090e-100,5.3971e-54,6.5564e-87,2.9501e-59,2.3509e-01
+DCC_bivariate_loop,,3.2801e-08,5.6217e-01,,5.6706e-53,5.5240e-96,1.1273e-49,3.2666e-78,6.0595e-54,6.9313e-01
+SW_cross_validated,,1.2510e-34,2.5138e-61,5.6706e-53,,2.1295e-46,4.6890e-05,1.5995e-10,1.3564e-04,1.2887e-62
+SW_15,,4.7402e-85,2.5090e-100,5.5240e-96,2.1295e-46,,4.3610e-25,1.3558e-26,1.1350e-28,1.4304e-100
+SW_30,,3.0811e-36,5.3971e-54,1.1273e-49,4.6890e-05,4.3610e-25,,2.7908e-01,6.1980e-01,1.4063e-53
+SW_60,,2.1213e-61,6.5564e-87,3.2666e-78,1.5995e-10,1.3558e-26,2.7908e-01,,8.0129e-02,7.5058e-89
+SW_120,,3.2749e-39,2.9501e-59,6.0595e-54,1.3564e-04,1.1350e-28,6.1980e-01,8.0129e-02,,3.2647e-59
+sFC,,3.2434e-10,2.3509e-01,6.9313e-01,1.2887e-62,1.4304e-100,1.4063e-53,7.5058e-89,3.2647e-59,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index e2f7b66a..5cadaf17 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0002,,0.0812,0.0001,0.0000,0.1442,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0812,,0.0130,0.0000,0.9728,0.0001,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0001,0.0130,,0.0000,0.0246,0.3495,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.1442,0.9728,0.0246,0.0000,,0.0005,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0001,0.3495,0.0000,0.0005,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.9404e-04,1.9029e-07,2.4051e-11,1.2781e-54,4.4791e-06,4.9376e-17,2.7924e-95,0.0000e+00
+DCC_joint,,1.9404e-04,,8.1208e-02,8.8810e-05,7.5992e-47,1.4415e-01,1.9195e-08,1.9608e-91,0.0000e+00
+DCC_bivariate_loop,,1.9029e-07,8.1208e-02,,1.3028e-02,7.1738e-41,9.7280e-01,6.8551e-05,2.0057e-85,0.0000e+00
+SW_cross_validated,,2.4051e-11,8.8810e-05,1.3028e-02,,1.6284e-25,2.4591e-02,3.4948e-01,2.4798e-63,0.0000e+00
+SW_15,,1.2781e-54,7.5992e-47,7.1738e-41,1.6284e-25,,9.6140e-35,6.4104e-27,9.6951e-17,0.0000e+00
+SW_30,,4.4791e-06,1.4415e-01,9.7280e-01,2.4591e-02,9.6140e-35,,5.1859e-04,2.4240e-74,0.0000e+00
+SW_60,,4.9376e-17,1.9195e-08,6.8551e-05,3.4948e-01,6.4104e-27,5.1859e-04,,1.1246e-69,0.0000e+00
+SW_120,,2.7924e-95,1.9608e-91,2.0057e-85,2.4798e-63,9.6951e-17,2.4240e-74,1.1246e-69,,0.0000e+00
+sFC,,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,0.0000e+00,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index 711b09ef..e58bd9be 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.8943,0.0809,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.8943,,0.0972,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0809,0.0972,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.2355,0.7531,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.2355,0.0000,0.0000,,0.1486,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.7531,0.0000,0.0000,0.1486,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.9425e-01,8.0947e-02,7.9193e-155,1.5299e-259,2.8206e-201,5.0084e-157,6.9524e-148,2.7569e-09
+DCC_joint,,8.9425e-01,,9.7225e-02,1.8507e-158,6.0874e-263,1.0470e-204,1.3331e-160,4.0332e-151,4.7018e-10
+DCC_bivariate_loop,,8.0947e-02,9.7225e-02,,7.3787e-148,1.2992e-255,5.5354e-196,3.4036e-150,4.6029e-141,4.0316e-14
+SW_cross_validated,,7.9193e-155,1.8507e-158,7.3787e-148,,2.5860e-171,7.7317e-63,2.3548e-01,7.5314e-01,1.2771e-178
+SW_15,,1.5299e-259,6.0874e-263,1.2992e-255,2.5860e-171,,4.7400e-96,8.1314e-167,6.9090e-167,1.5196e-273
+SW_30,,2.8206e-201,1.0470e-204,5.5354e-196,7.7317e-63,4.7400e-96,,2.9277e-57,9.6558e-61,1.2340e-219
+SW_60,,5.0084e-157,1.3331e-160,3.4036e-150,2.3548e-01,8.1314e-167,2.9277e-57,,1.4865e-01,2.3282e-180
+SW_120,,6.9524e-148,4.0332e-151,4.6029e-141,7.5314e-01,6.9090e-167,9.6558e-61,1.4865e-01,,4.3294e-171
+sFC,,2.7569e-09,4.7018e-10,4.0316e-14,1.2771e-178,1.5196e-273,1.2340e-219,2.3282e-180,4.3294e-171,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index b6183e81..e2a963f5 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0766,0.0567,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0766,,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0567,0.0003,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0001,0.3345,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,,0.0200,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.3345,0.0000,0.0000,0.0200,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.6631e-02,5.6663e-02,4.3870e-145,7.1823e-293,1.2784e-223,1.1846e-162,1.2255e-130,1.6897e-11
+DCC_joint,,7.6631e-02,,3.0185e-04,4.5978e-151,2.6286e-295,1.5392e-227,2.5236e-168,2.4646e-136,5.0012e-07
+DCC_bivariate_loop,,5.6663e-02,3.0185e-04,,1.5932e-134,1.7403e-285,1.4081e-214,6.7193e-152,2.0451e-121,7.3182e-17
+SW_cross_validated,,4.3870e-145,4.5978e-151,1.5932e-134,,6.3739e-228,9.7346e-104,8.9768e-05,3.3454e-01,2.1587e-171
+SW_15,,7.1823e-293,2.6286e-295,1.7403e-285,6.3739e-228,,2.1753e-152,7.7959e-228,1.1887e-200,5.2651e-307
+SW_30,,1.2784e-223,1.5392e-227,1.4081e-214,9.7346e-104,2.1753e-152,,3.2969e-94,5.4349e-81,3.5380e-243
+SW_60,,1.1846e-162,2.5236e-168,6.7193e-152,8.9768e-05,7.7959e-228,3.2969e-94,,1.9968e-02,2.3445e-188
+SW_120,,1.2255e-130,2.4646e-136,2.0451e-121,3.3454e-01,1.1887e-200,5.4349e-81,1.9968e-02,,6.5827e-155
+sFC,,1.6897e-11,5.0012e-07,7.3182e-17,2.1587e-171,5.2651e-307,3.5380e-243,2.3445e-188,6.5827e-155,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 6babfbf6..3a694c18 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0588,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0588,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0008,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0008,0.0000,,0.0000,0.0891,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0891,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.2954e-88,5.8791e-02,1.0554e-85,2.8826e-202,1.4932e-116,5.2506e-56,8.4756e-108,1.3108e-269
+DCC_joint,,1.2954e-88,,5.6840e-107,5.1890e-06,7.7470e-159,4.8997e-22,3.4243e-22,2.9933e-22,4.0585e-274
+DCC_bivariate_loop,,5.8791e-02,5.6840e-107,,7.2514e-95,2.2119e-228,5.1316e-137,4.3059e-67,6.0688e-121,0.0000e+00
+SW_cross_validated,,1.0554e-85,5.1890e-06,7.2514e-95,,2.9650e-108,7.8180e-04,1.7609e-29,1.0140e-05,7.4404e-185
+SW_15,,2.8826e-202,7.7470e-159,2.2119e-228,2.9650e-108,,1.8972e-118,3.4652e-187,4.8382e-93,2.8205e-60
+SW_30,,1.4932e-116,4.8997e-22,5.1316e-137,7.8180e-04,1.8972e-118,,6.4072e-62,8.9132e-02,3.1350e-226
+SW_60,,5.2506e-56,3.4243e-22,4.3059e-67,1.7609e-29,3.4652e-187,6.4072e-62,,5.9596e-55,9.9925e-301
+SW_120,,8.4756e-108,2.9933e-22,6.0688e-121,1.0140e-05,4.8382e-93,8.9132e-02,5.9596e-55,,1.1706e-176
+sFC,,1.3108e-269,4.0585e-274,0.0000e+00,7.4404e-185,2.8205e-60,3.1350e-226,9.9925e-301,1.1706e-176,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 8cf2a603..9b8adf8a 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0334,0.0000,0.0402,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0334,0.0000,,0.0000,0.0004,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0402,0.0000,0.0004,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.6812e-93,2.7060e-10,2.5651e-80,8.9704e-154,8.3548e-74,1.5226e-214,1.1425e-273,2.5043e-238
+DCC_joint,,8.6812e-93,,1.8846e-146,3.3445e-02,6.1768e-86,4.0188e-02,4.7298e-179,3.3180e-271,2.7754e-226
+DCC_bivariate_loop,,2.7060e-10,1.8846e-146,,2.5649e-119,4.1562e-190,4.5629e-118,1.5976e-268,9.8813e-324,1.2137e-301
+SW_cross_validated,,2.5651e-80,3.3445e-02,2.5649e-119,,1.0630e-59,4.3445e-04,8.9883e-119,2.0587e-207,7.0017e-146
+SW_15,,8.9704e-154,6.1768e-86,4.1562e-190,1.0630e-59,,8.2338e-82,2.1763e-16,6.3241e-131,6.8158e-36
+SW_30,,8.3548e-74,4.0188e-02,4.5629e-118,4.3445e-04,8.2338e-82,,1.0515e-153,8.5114e-240,3.4846e-186
+SW_60,,1.5226e-214,4.7298e-179,1.5976e-268,8.9883e-119,2.1763e-16,1.0515e-153,,1.0284e-166,5.0989e-19
+SW_120,,1.1425e-273,3.3180e-271,9.8813e-324,2.0587e-207,6.3241e-131,8.5114e-240,1.0284e-166,,6.7769e-184
+sFC,,2.5043e-238,2.7754e-226,1.2137e-301,7.0017e-146,6.8158e-36,3.4846e-186,5.0989e-19,6.7769e-184,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index c7057fff..d9ddacc2 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0005,0.0060,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0005,,0.6208,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0060,0.6208,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0021,0.1759,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0021,0.0000,0.0000,,0.1856,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1759,0.0000,0.0000,0.1856,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.6066e-04,5.9651e-03,3.4569e-137,6.3619e-281,3.9534e-210,1.7763e-175,1.0238e-129,1.4706e-23
+DCC_joint,,4.6066e-04,,6.2084e-01,7.6683e-145,2.6323e-283,7.9684e-215,3.7676e-182,3.9610e-137,4.4073e-10
+DCC_bivariate_loop,,5.9651e-03,6.2084e-01,,6.8129e-137,2.1247e-275,7.4497e-206,8.9939e-171,1.7388e-130,5.2466e-10
+SW_cross_validated,,3.4569e-137,7.6683e-145,6.8129e-137,,6.2140e-179,3.3727e-59,2.0783e-03,1.7589e-01,3.2696e-171
+SW_15,,6.3619e-281,2.6323e-283,2.1247e-275,6.2140e-179,,1.0196e-120,2.0296e-188,9.7485e-165,1.3552e-302
+SW_30,,3.9534e-210,7.9684e-215,7.4497e-206,3.3727e-59,1.0196e-120,,5.2780e-57,3.4759e-47,1.5362e-239
+SW_60,,1.7763e-175,3.7676e-182,8.9939e-171,2.0783e-03,2.0296e-188,5.2780e-57,,1.8563e-01,1.5190e-215
+SW_120,,1.0238e-129,3.9610e-137,1.7388e-130,1.7589e-01,9.7485e-165,3.4759e-47,1.8563e-01,,3.3200e-160
+sFC,,1.4706e-23,4.4073e-10,5.2466e-10,3.2696e-171,1.3552e-302,1.5362e-239,1.5190e-215,3.3200e-160,
diff --git a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index e041fb00..0e5a851e 100644
--- a/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0200_T0200/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1852,0.0000,0.2555,0.0000,0.3517,0.2905,0.3722,0.0000
-DCC_joint,,0.1852,,0.0000,0.3306,0.0000,0.0183,0.0000,0.0070,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.2555,0.3306,0.0000,,0.0000,0.2846,0.0000,0.1911,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.3517,0.0183,0.0000,0.2846,0.0000,,0.0000,0.8151,0.0000
-SW_60,,0.2905,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.3722,0.0070,0.0000,0.1911,0.0000,0.8151,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.8522e-01,2.0616e-06,2.5553e-01,1.5633e-09,3.5169e-01,2.9055e-01,3.7220e-01,2.0423e-26
+DCC_joint,,1.8522e-01,,6.5607e-147,3.3058e-01,2.1265e-101,1.8262e-02,3.2781e-43,6.9510e-03,2.3296e-268
+DCC_bivariate_loop,,2.0616e-06,6.5607e-147,,4.2307e-115,9.3277e-223,5.7129e-127,2.4362e-86,1.5478e-131,0.0000e+00
+SW_cross_validated,,2.5553e-01,3.3058e-01,4.2307e-115,,3.1038e-86,2.8464e-01,6.0502e-28,1.9114e-01,2.0687e-218
+SW_15,,1.5633e-09,2.1265e-101,9.3277e-223,3.1038e-86,,5.4106e-103,8.0260e-155,6.1155e-108,1.8674e-144
+SW_30,,3.5169e-01,1.8262e-02,5.7129e-127,2.8464e-01,5.4106e-103,,6.6024e-29,8.1514e-01,1.5822e-252
+SW_60,,2.9055e-01,3.2781e-43,2.4362e-86,6.0502e-28,8.0260e-155,6.6024e-29,,8.6990e-30,2.1828e-306
+SW_120,,3.7220e-01,6.9510e-03,1.5478e-131,1.9114e-01,6.1155e-108,8.1514e-01,8.6990e-30,,2.9403e-264
+sFC,,2.0423e-26,2.3296e-268,0.0000e+00,2.0687e-218,1.8674e-144,1.5822e-252,2.1828e-306,2.9403e-264,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index 08a2e27d..73dd7629 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
 SVWP_joint,,,,,,,,,,
-DCC_joint,,,,0.8396,0.0494,0.0000,0.2236,0.2261,0.0001,0.1277
-DCC_bivariate_loop,,,0.8396,,0.0407,0.0000,0.2371,0.1152,0.0000,0.1091
-SW_cross_validated,,,0.0494,0.0407,,0.0000,0.4923,0.0029,0.0212,0.3804
-SW_15,,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0031,0.0000
-SW_30,,,0.2236,0.2371,0.4923,0.0000,,0.0238,0.0068,0.9984
-SW_60,,,0.2261,0.1152,0.0029,0.0000,0.0238,,0.0000,0.0052
-SW_120,,,0.0001,0.0000,0.0212,0.0031,0.0068,0.0000,,0.0006
-sFC,,,0.1277,0.1091,0.3804,0.0000,0.9984,0.0052,0.0006,
+DCC_joint,,,,8.3956e-01,4.9355e-02,3.2052e-07,2.2355e-01,2.2614e-01,1.4990e-04,1.2773e-01
+DCC_bivariate_loop,,,8.3956e-01,,4.0731e-02,3.5593e-08,2.3712e-01,1.1522e-01,3.8143e-05,1.0906e-01
+SW_cross_validated,,,4.9355e-02,4.0731e-02,,2.5508e-05,4.9233e-01,2.8744e-03,2.1203e-02,3.8037e-01
+SW_15,,,3.2052e-07,3.5593e-08,2.5508e-05,,1.5221e-05,1.6783e-08,3.1446e-03,2.1320e-07
+SW_30,,,2.2355e-01,2.3712e-01,4.9233e-01,1.5221e-05,,2.3793e-02,6.8081e-03,9.9838e-01
+SW_60,,,2.2614e-01,1.1522e-01,2.8744e-03,1.6783e-08,2.3793e-02,,5.4350e-06,5.1723e-03
+SW_120,,,1.4990e-04,3.8143e-05,2.1203e-02,3.1446e-03,6.8081e-03,5.4350e-06,,6.1004e-04
+sFC,,,1.2773e-01,1.0906e-01,3.8037e-01,2.1320e-07,9.9838e-01,5.1723e-03,6.1004e-04,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index 5838d7f0..fd619730 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.2011,0.0000,0.0000,0.0011,0.0922,0.0212
-DCC_joint,,0.0000,,0.8689,0.0000,0.0000,0.0606,0.0171,0.0024,0.0000
-DCC_bivariate_loop,,0.0000,0.8689,,0.0000,0.0000,0.0761,0.0113,0.0017,0.0000
-SW_cross_validated,,0.2011,0.0000,0.0000,,0.0000,0.0000,0.0209,0.4870,0.0014
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0606,0.0761,0.0000,0.0001,,0.0004,0.0001,0.0000
-SW_60,,0.0011,0.0171,0.0113,0.0209,0.0000,0.0004,,0.1938,0.0000
-SW_120,,0.0922,0.0024,0.0017,0.4870,0.0000,0.0001,0.1938,,0.0015
-sFC,,0.0212,0.0000,0.0000,0.0014,0.0000,0.0000,0.0000,0.0015,
+SVWP_joint,,,1.4627e-06,8.4270e-07,2.0108e-01,1.7371e-11,9.0490e-08,1.0743e-03,9.2196e-02,2.1210e-02
+DCC_joint,,1.4627e-06,,8.6886e-01,3.5060e-05,5.1465e-07,6.0584e-02,1.7079e-02,2.3640e-03,1.7161e-08
+DCC_bivariate_loop,,8.4270e-07,8.6886e-01,,2.0656e-05,5.0628e-07,7.6098e-02,1.1266e-02,1.6615e-03,1.0186e-08
+SW_cross_validated,,2.0108e-01,3.5060e-05,2.0656e-05,,1.8152e-10,1.4234e-06,2.0872e-02,4.8705e-01,1.3840e-03
+SW_15,,1.7371e-11,5.1465e-07,5.0628e-07,1.8152e-10,,1.1281e-04,1.8104e-08,4.7810e-08,1.0945e-12
+SW_30,,9.0490e-08,6.0584e-02,7.6098e-02,1.4234e-06,1.1281e-04,,4.0579e-04,1.1222e-04,2.0880e-09
+SW_60,,1.0743e-03,1.7079e-02,1.1266e-02,2.0872e-02,1.8104e-08,4.0579e-04,,1.9381e-01,6.6361e-06
+SW_120,,9.2196e-02,2.3640e-03,1.6615e-03,4.8705e-01,4.7810e-08,1.1222e-04,1.9381e-01,,1.5028e-03
+sFC,,2.1210e-02,1.7161e-08,1.0186e-08,1.3840e-03,1.0945e-12,2.0880e-09,6.6361e-06,1.5028e-03,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index ba15acf1..eeb2e07a 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.7057,0.7743,0.0015,0.0000,0.0000,0.0001,0.0018,0.8556
-DCC_joint,,0.7057,,0.2418,0.0000,0.0000,0.0000,0.0000,0.0000,0.4028
-DCC_bivariate_loop,,0.7743,0.2418,,0.0000,0.0000,0.0000,0.0000,0.0001,0.8909
-SW_cross_validated,,0.0015,0.0000,0.0000,,0.0000,0.0022,0.1291,0.8012,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0022,0.0000,,0.0820,0.0150,0.0000
-SW_60,,0.0001,0.0000,0.0000,0.1291,0.0000,0.0820,,0.2787,0.0000
-SW_120,,0.0018,0.0000,0.0001,0.8012,0.0000,0.0150,0.2787,,0.0003
-sFC,,0.8556,0.4028,0.8909,0.0001,0.0000,0.0000,0.0000,0.0003,
+SVWP_joint,,,7.0569e-01,7.7432e-01,1.4973e-03,1.7241e-09,3.9771e-06,9.7589e-05,1.7761e-03,8.5561e-01
+DCC_joint,,7.0569e-01,,2.4183e-01,5.6298e-06,2.8865e-15,2.2303e-10,9.7092e-08,2.3392e-05,4.0278e-01
+DCC_bivariate_loop,,7.7432e-01,2.4183e-01,,3.1720e-05,3.0429e-15,6.3070e-10,4.1317e-07,1.1296e-04,8.9091e-01
+SW_cross_validated,,1.4973e-03,5.6298e-06,3.1720e-05,,2.7605e-09,2.1631e-03,1.2911e-01,8.0119e-01,1.1689e-04
+SW_15,,1.7241e-09,2.8865e-15,3.0429e-15,2.7605e-09,,6.1641e-09,2.3368e-08,1.4046e-07,6.3744e-13
+SW_30,,3.9771e-06,2.2303e-10,6.3070e-10,2.1631e-03,6.1641e-09,,8.1974e-02,1.4973e-02,1.6733e-08
+SW_60,,9.7589e-05,9.7092e-08,4.1317e-07,1.2911e-01,2.3368e-08,8.1974e-02,,2.7872e-01,2.6662e-06
+SW_120,,1.7761e-03,2.3392e-05,1.1296e-04,8.0119e-01,1.4046e-07,1.4973e-02,2.7872e-01,,2.6050e-04
+sFC,,8.5561e-01,4.0278e-01,8.9091e-01,1.1689e-04,6.3744e-13,1.6733e-08,2.6662e-06,2.6050e-04,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index abaa1ce9..0c036ff6 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0269,0.0021,0.3791,0.0000,0.0005,0.5901,0.8681,0.0000
-DCC_joint,,0.0269,,0.1716,0.2157,0.0000,0.0483,0.0274,0.0180,0.0000
-DCC_bivariate_loop,,0.0021,0.1716,,0.0275,0.0000,0.5352,0.0009,0.0014,0.0000
-SW_cross_validated,,0.3791,0.2157,0.0275,,0.0000,0.0088,0.6020,0.3011,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0005,0.0483,0.5352,0.0088,0.0000,,0.0001,0.0003,0.0000
-SW_60,,0.5901,0.0274,0.0009,0.6020,0.0000,0.0001,,0.4645,0.0000
-SW_120,,0.8681,0.0180,0.0014,0.3011,0.0000,0.0003,0.4645,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.6871e-02,2.0847e-03,3.7908e-01,1.8618e-08,5.3891e-04,5.9015e-01,8.6811e-01,5.5021e-11
+DCC_joint,,2.6871e-02,,1.7161e-01,2.1570e-01,3.3784e-08,4.8324e-02,2.7449e-02,1.8008e-02,1.3024e-11
+DCC_bivariate_loop,,2.0847e-03,1.7161e-01,,2.7507e-02,3.5313e-07,5.3523e-01,9.4053e-04,1.3524e-03,4.7047e-11
+SW_cross_validated,,3.7908e-01,2.1570e-01,2.7507e-02,,2.8275e-07,8.8225e-03,6.0204e-01,3.0108e-01,5.7756e-10
+SW_15,,1.8618e-08,3.3784e-08,3.5313e-07,2.8275e-07,,3.7571e-07,2.1536e-10,1.3455e-08,1.4918e-07
+SW_30,,5.3891e-04,4.8324e-02,5.3523e-01,8.8225e-03,3.7571e-07,,1.3286e-04,3.4566e-04,2.2413e-11
+SW_60,,5.9015e-01,2.7449e-02,9.4053e-04,6.0204e-01,2.1536e-10,1.3286e-04,,4.6446e-01,2.4604e-13
+SW_120,,8.6811e-01,1.8008e-02,1.3524e-03,3.0108e-01,1.3455e-08,3.4566e-04,4.6446e-01,,4.3262e-11
+sFC,,5.5021e-11,1.3024e-11,4.7047e-11,5.7756e-10,1.4918e-07,2.2413e-11,2.4604e-13,4.3262e-11,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index 0282a501..02e659e0 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0042,0.0713,0.0733,0.4397,0.0051,0.0001,0.0688,0.0013
-DCC_joint,,0.0042,,0.0145,0.0975,0.0000,0.7498,0.0014,0.0000,0.0000
-DCC_bivariate_loop,,0.0713,0.0145,,0.8419,0.0001,0.0343,0.0001,0.0000,0.0000
-SW_cross_validated,,0.0733,0.0975,0.8419,,0.0005,0.1091,0.0007,0.0000,0.0000
-SW_15,,0.4397,0.0000,0.0001,0.0005,,0.0000,0.0000,0.0277,0.0000
-SW_30,,0.0051,0.7498,0.0343,0.1091,0.0000,,0.0112,0.0000,0.0000
-SW_60,,0.0001,0.0014,0.0001,0.0007,0.0000,0.0112,,0.0000,0.0000
-SW_120,,0.0688,0.0000,0.0000,0.0000,0.0277,0.0000,0.0000,,0.0000
-sFC,,0.0013,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.1649e-03,7.1272e-02,7.3312e-02,4.3967e-01,5.1141e-03,1.1427e-04,6.8797e-02,1.3499e-03
+DCC_joint,,4.1649e-03,,1.4490e-02,9.7513e-02,4.0701e-08,7.4982e-01,1.3698e-03,4.1128e-12,9.1811e-16
+DCC_bivariate_loop,,7.1272e-02,1.4490e-02,,8.4195e-01,8.8674e-05,3.4334e-02,7.1190e-05,1.2169e-07,1.0267e-10
+SW_cross_validated,,7.3312e-02,9.7513e-02,8.4195e-01,,5.3428e-04,1.0905e-01,6.5401e-04,4.7631e-06,1.5817e-08
+SW_15,,4.3967e-01,4.0701e-08,8.8674e-05,5.3428e-04,,1.6423e-06,1.9336e-08,2.7710e-02,2.2018e-06
+SW_30,,5.1141e-03,7.4982e-01,3.4334e-02,1.0905e-01,1.6423e-06,,1.1233e-02,6.0209e-09,2.0389e-11
+SW_60,,1.1427e-04,1.3698e-03,7.1190e-05,6.5401e-04,1.9336e-08,1.1233e-02,,1.8428e-10,2.0193e-12
+SW_120,,6.8797e-02,4.1128e-12,1.2169e-07,4.7631e-06,2.7710e-02,6.0209e-09,1.8428e-10,,6.0665e-06
+sFC,,1.3499e-03,9.1811e-16,1.0267e-10,1.5817e-08,2.2018e-06,2.0389e-11,2.0193e-12,6.0665e-06,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index 99492677..33609f2f 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.4261,0.1513,0.0107,0.0000,0.0000,0.0141,0.0189,0.0679
-DCC_joint,,0.4261,,0.4963,0.0360,0.0000,0.0000,0.0486,0.0686,0.0062
-DCC_bivariate_loop,,0.1513,0.4963,,0.0839,0.0000,0.0000,0.1142,0.1683,0.0006
-SW_cross_validated,,0.0107,0.0360,0.0839,,0.0000,0.0047,0.8607,0.6085,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0047,0.0000,,0.0024,0.0003,0.0000
-SW_60,,0.0141,0.0486,0.1142,0.8607,0.0000,0.0024,,0.7407,0.0001
-SW_120,,0.0189,0.0686,0.1683,0.6085,0.0000,0.0003,0.7407,,0.0001
-sFC,,0.0679,0.0062,0.0006,0.0000,0.0000,0.0000,0.0001,0.0001,
+SVWP_joint,,,4.2609e-01,1.5132e-01,1.0674e-02,1.2201e-08,4.3553e-06,1.4147e-02,1.8883e-02,6.7931e-02
+DCC_joint,,4.2609e-01,,4.9631e-01,3.6037e-02,1.1413e-08,4.8531e-06,4.8578e-02,6.8639e-02,6.2138e-03
+DCC_bivariate_loop,,1.5132e-01,4.9631e-01,,8.3854e-02,8.1196e-09,2.6365e-06,1.1419e-01,1.6828e-01,5.5409e-04
+SW_cross_validated,,1.0674e-02,3.6037e-02,8.3854e-02,,6.0798e-07,4.7377e-03,8.6073e-01,6.0850e-01,4.8240e-05
+SW_15,,1.2201e-08,1.1413e-08,8.1196e-09,6.0798e-07,,5.3238e-06,3.7934e-07,9.5754e-08,1.6829e-10
+SW_30,,4.3553e-06,4.8531e-06,2.6365e-06,4.7377e-03,5.3238e-06,,2.3978e-03,3.1159e-04,2.7590e-09
+SW_60,,1.4147e-02,4.8578e-02,1.1419e-01,8.6073e-01,3.7934e-07,2.3978e-03,,7.4071e-01,6.0270e-05
+SW_120,,1.8883e-02,6.8639e-02,1.6828e-01,6.0850e-01,9.5754e-08,3.1159e-04,7.4071e-01,,5.0706e-05
+sFC,,6.7931e-02,6.2138e-03,5.5409e-04,4.8240e-05,1.6829e-10,2.7590e-09,6.0270e-05,5.0706e-05,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index 326f32fd..3518ba4a 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0364,0.0020,0.7485,0.0000,0.0046,0.2201,0.8708,0.0000
-DCC_joint,,0.0364,,0.0859,0.1031,0.0000,0.2203,0.3416,0.0078,0.0000
-DCC_bivariate_loop,,0.0020,0.0859,,0.0073,0.0002,0.5372,0.0206,0.0003,0.0000
-SW_cross_validated,,0.7485,0.1031,0.0073,,0.0000,0.0165,0.4123,0.6077,0.0000
-SW_15,,0.0000,0.0000,0.0002,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0046,0.2203,0.5372,0.0165,0.0000,,0.0515,0.0006,0.0000
-SW_60,,0.2201,0.3416,0.0206,0.4123,0.0000,0.0515,,0.1077,0.0000
-SW_120,,0.8708,0.0078,0.0003,0.6077,0.0000,0.0006,0.1077,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.6423e-02,2.0477e-03,7.4848e-01,2.2321e-07,4.5671e-03,2.2014e-01,8.7081e-01,3.2375e-13
+DCC_joint,,3.6423e-02,,8.5929e-02,1.0311e-01,1.3712e-06,2.2035e-01,3.4158e-01,7.8407e-03,1.2677e-14
+DCC_bivariate_loop,,2.0477e-03,8.5929e-02,,7.2804e-03,1.6284e-04,5.3720e-01,2.0571e-02,3.2166e-04,7.9441e-12
+SW_cross_validated,,7.4848e-01,1.0311e-01,7.2804e-03,,1.0704e-06,1.6519e-02,4.1229e-01,6.0770e-01,3.5501e-12
+SW_15,,2.2321e-07,1.3712e-06,1.6284e-04,1.0704e-06,,2.0964e-05,8.0206e-07,1.4927e-08,8.4795e-08
+SW_30,,4.5671e-03,2.2035e-01,5.3720e-01,1.6519e-02,2.0964e-05,,5.1528e-02,6.3874e-04,2.6948e-13
+SW_60,,2.2014e-01,3.4158e-01,2.0571e-02,4.1229e-01,8.0206e-07,5.1528e-02,,1.0768e-01,1.2931e-13
+SW_120,,8.7081e-01,7.8407e-03,3.2166e-04,6.0770e-01,1.4927e-08,6.3874e-04,1.0768e-01,,5.7880e-16
+sFC,,3.2375e-13,1.2677e-14,7.9441e-12,3.5501e-12,8.4795e-08,2.6948e-13,1.2931e-13,5.7880e-16,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 87652e13..b59307da 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
 SVWP_joint,,,,,,,,,,
-DCC_joint,,,,0.3256,0.0000,0.0000,0.0000,0.0002,0.0000,0.1190
-DCC_bivariate_loop,,,0.3256,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0209
-SW_cross_validated,,,0.0000,0.0000,,0.0000,0.3766,0.0068,0.8356,0.0002
-SW_15,,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,,0.0000,0.0000,0.3766,0.0000,,0.0009,0.5345,0.0000
-SW_60,,,0.0002,0.0000,0.0068,0.0000,0.0009,,0.0073,0.0363
-SW_120,,,0.0000,0.0000,0.8356,0.0000,0.5345,0.0073,,0.0002
-sFC,,,0.1190,0.0209,0.0002,0.0000,0.0000,0.0363,0.0002,
+DCC_joint,,,,3.2563e-01,1.0022e-06,2.4387e-13,2.1178e-07,2.0688e-04,2.0882e-06,1.1903e-01
+DCC_bivariate_loop,,,3.2563e-01,,1.1965e-07,4.9049e-14,2.8587e-08,1.5085e-05,2.9973e-07,2.0870e-02
+SW_cross_validated,,,1.0022e-06,1.1965e-07,,7.9778e-09,3.7660e-01,6.7605e-03,8.3559e-01,1.6695e-04
+SW_15,,,2.4387e-13,4.9049e-14,7.9778e-09,,5.0324e-08,2.2672e-11,4.5082e-08,2.6700e-11
+SW_30,,,2.1178e-07,2.8587e-08,3.7660e-01,5.0324e-08,,8.6083e-04,5.3450e-01,3.0746e-05
+SW_60,,,2.0688e-04,1.5085e-05,6.7605e-03,2.2672e-11,8.6083e-04,,7.3154e-03,3.6347e-02
+SW_120,,,2.0882e-06,2.9973e-07,8.3559e-01,4.5082e-08,5.3450e-01,7.3154e-03,,2.1268e-04
+sFC,,,1.1903e-01,2.0870e-02,1.6695e-04,2.6700e-11,3.0746e-05,3.6347e-02,2.1268e-04,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index c9528c33..f9cfbb79 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0072,0.0092,0.0094,0.0000,0.0000,0.0001,0.0011,0.0089
-DCC_joint,,0.0072,,0.9597,0.4423,0.0000,0.0000,0.0025,0.1665,0.0000
-DCC_bivariate_loop,,0.0092,0.9597,,0.4334,0.0000,0.0000,0.0029,0.1714,0.0000
-SW_cross_validated,,0.0094,0.4423,0.4334,,0.0000,0.0000,0.0831,0.8746,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0000
-SW_60,,0.0001,0.0025,0.0029,0.0831,0.0000,0.0001,,0.0389,0.0000
-SW_120,,0.0011,0.1665,0.1714,0.8746,0.0000,0.0000,0.0389,,0.0000
-sFC,,0.0089,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.2300e-03,9.1627e-03,9.3633e-03,6.3967e-12,4.0278e-09,5.2190e-05,1.0794e-03,8.8975e-03
+DCC_joint,,7.2300e-03,,9.5974e-01,4.4232e-01,6.9500e-13,1.6523e-09,2.4747e-03,1.6646e-01,2.5307e-08
+DCC_bivariate_loop,,9.1627e-03,9.5974e-01,,4.3345e-01,1.3128e-12,3.3547e-09,2.8569e-03,1.7144e-01,6.7608e-08
+SW_cross_validated,,9.3633e-03,4.4232e-01,4.3345e-01,,1.9214e-09,9.0368e-06,8.3138e-02,8.7463e-01,7.4943e-06
+SW_15,,6.3967e-12,6.9500e-13,1.3128e-12,1.9214e-09,,5.6651e-07,3.3106e-09,9.7981e-12,9.7335e-16
+SW_30,,4.0278e-09,1.6523e-09,3.3547e-09,9.0368e-06,5.6651e-07,,1.3002e-04,6.6532e-08,7.8074e-14
+SW_60,,5.2190e-05,2.4747e-03,2.8569e-03,8.3138e-02,3.3106e-09,1.3002e-04,,3.8926e-02,6.8832e-09
+SW_120,,1.0794e-03,1.6646e-01,1.7144e-01,8.7463e-01,9.7981e-12,6.6532e-08,3.8926e-02,,1.1949e-08
+sFC,,8.8975e-03,2.5307e-08,6.7608e-08,7.4943e-06,9.7335e-16,7.8074e-14,6.8832e-09,1.1949e-08,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 53ecdfd4..360b55a2 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.3623,0.7391,0.0003,0.0000,0.0000,0.0000,0.0003,0.8146
-DCC_joint,,0.3623,,0.2758,0.0000,0.0000,0.0000,0.0000,0.0000,0.3179
-DCC_bivariate_loop,,0.7391,0.2758,,0.0000,0.0000,0.0000,0.0000,0.0000,0.9021
-SW_cross_validated,,0.0003,0.0000,0.0000,,0.0000,0.0001,0.1610,0.9209,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0001,0.0000,,0.0018,0.0002,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.1610,0.0000,0.0018,,0.2101,0.0000
-SW_120,,0.0003,0.0000,0.0000,0.9209,0.0000,0.0002,0.2101,,0.0000
-sFC,,0.8146,0.3179,0.9021,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.6234e-01,7.3908e-01,2.6294e-04,2.2705e-10,4.2522e-07,2.9933e-05,2.6296e-04,8.1464e-01
+DCC_joint,,3.6234e-01,,2.7576e-01,2.2656e-08,6.1394e-17,6.2246e-13,7.1324e-10,3.5909e-08,3.1787e-01
+DCC_bivariate_loop,,7.3908e-01,2.7576e-01,,1.2955e-07,1.7560e-16,2.5825e-12,3.6029e-09,1.9592e-07,9.0210e-01
+SW_cross_validated,,2.6294e-04,2.2656e-08,1.2955e-07,,3.3116e-11,8.8942e-05,1.6103e-01,9.2092e-01,1.9283e-06
+SW_15,,2.2705e-10,6.1394e-17,1.7560e-16,3.3116e-11,,1.6546e-10,5.9739e-11,1.0048e-10,4.1404e-14
+SW_30,,4.2522e-07,6.2246e-13,2.5825e-12,8.8942e-05,1.6546e-10,,1.8417e-03,1.9792e-04,2.4514e-10
+SW_60,,2.9933e-05,7.1324e-10,3.6029e-09,1.6103e-01,5.9739e-11,1.8417e-03,,2.1013e-01,9.1568e-08
+SW_120,,2.6296e-04,3.5909e-08,1.9592e-07,9.2092e-01,1.0048e-10,1.9792e-04,2.1013e-01,,2.3887e-06
+sFC,,8.1464e-01,3.1787e-01,9.0210e-01,1.9283e-06,4.1404e-14,2.4514e-10,9.1568e-08,2.3887e-06,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index b1f9e8cb..80ee5fee 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0006,0.0991,0.0086,0.0000,0.0000,0.0004,0.0148,0.0000
-DCC_joint,,0.0006,,0.0070,0.6274,0.0000,0.0002,0.7125,0.2884,0.0000
-DCC_bivariate_loop,,0.0991,0.0070,,0.0933,0.0000,0.0000,0.0038,0.1794,0.0000
-SW_cross_validated,,0.0086,0.6274,0.0933,,0.0000,0.0012,0.4526,0.6620,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0002,0.0000,0.0012,0.0000,,0.0007,0.0001,0.0329
-SW_60,,0.0004,0.7125,0.0038,0.4526,0.0000,0.0007,,0.1846,0.0000
-SW_120,,0.0148,0.2884,0.1794,0.6620,0.0000,0.0001,0.1846,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0329,0.0000,0.0000,
+SVWP_joint,,,6.4465e-04,9.9079e-02,8.6229e-03,5.3291e-12,3.0319e-07,4.0206e-04,1.4844e-02,2.3953e-08
+DCC_joint,,6.4465e-04,,7.0080e-03,6.2741e-01,6.3069e-12,1.9449e-04,7.1252e-01,2.8840e-01,3.0696e-06
+DCC_bivariate_loop,,9.9079e-02,7.0080e-03,,9.3338e-02,1.4935e-13,2.2762e-07,3.8325e-03,1.7944e-01,8.9842e-09
+SW_cross_validated,,8.6229e-03,6.2741e-01,9.3338e-02,,2.0021e-09,1.2153e-03,4.5257e-01,6.6200e-01,5.1912e-05
+SW_15,,5.3291e-12,6.3069e-12,1.4935e-13,2.0021e-09,,3.3348e-10,2.4963e-11,1.2800e-10,2.3832e-08
+SW_30,,3.0319e-07,1.9449e-04,2.2762e-07,1.2153e-03,3.3348e-10,,7.2823e-04,1.2714e-04,3.2933e-02
+SW_60,,4.0206e-04,7.1252e-01,3.8325e-03,4.5257e-01,2.4963e-11,7.2823e-04,,1.8461e-01,1.1679e-05
+SW_120,,1.4844e-02,2.8840e-01,1.7944e-01,6.6200e-01,1.2800e-10,1.2714e-04,1.8461e-01,,4.6230e-06
+sFC,,2.3953e-08,3.0696e-06,8.9842e-09,5.1912e-05,2.3832e-08,3.2933e-02,1.1679e-05,4.6230e-06,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 8808e857..329ecbd0 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.8928,0.0143,0.2121,0.0000,0.1913,0.5365,0.0048,0.0091
-DCC_joint,,0.8928,,0.0001,0.0232,0.0000,0.0163,0.3966,0.0000,0.0000
-DCC_bivariate_loop,,0.0143,0.0001,,0.0000,0.0000,0.0000,0.0022,0.0000,0.0000
-SW_cross_validated,,0.2121,0.0232,0.0000,,0.0000,0.9346,0.0066,0.0053,0.0086
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.1913,0.0163,0.0000,0.9346,0.0000,,0.0047,0.0052,0.0080
-SW_60,,0.5365,0.3966,0.0022,0.0066,0.0000,0.0047,,0.0000,0.0000
-SW_120,,0.0048,0.0000,0.0000,0.0053,0.0000,0.0052,0.0000,,0.2248
-sFC,,0.0091,0.0000,0.0000,0.0086,0.0000,0.0080,0.0000,0.2248,
+SVWP_joint,,,8.9281e-01,1.4316e-02,2.1211e-01,4.4313e-07,1.9125e-01,5.3650e-01,4.8182e-03,9.0510e-03
+DCC_joint,,8.9281e-01,,8.6767e-05,2.3163e-02,2.9593e-12,1.6302e-02,3.9664e-01,5.4709e-06,7.9586e-07
+DCC_bivariate_loop,,1.4316e-02,8.6767e-05,,1.4066e-06,5.3485e-15,7.5022e-07,2.2197e-03,6.2147e-10,7.5680e-12
+SW_cross_validated,,2.1211e-01,2.3163e-02,1.4066e-06,,1.1171e-09,9.3457e-01,6.6340e-03,5.2898e-03,8.5577e-03
+SW_15,,4.4313e-07,2.9593e-12,5.3485e-15,1.1171e-09,,6.9672e-10,1.0011e-11,2.7563e-08,2.3984e-12
+SW_30,,1.9125e-01,1.6302e-02,7.5022e-07,9.3457e-01,6.9672e-10,,4.6513e-03,5.2090e-03,8.0020e-03
+SW_60,,5.3650e-01,3.9664e-01,2.2197e-03,6.6340e-03,1.0011e-11,4.6513e-03,,3.5386e-06,1.0300e-06
+SW_120,,4.8182e-03,5.4709e-06,6.2147e-10,5.2898e-03,2.7563e-08,5.2090e-03,3.5386e-06,,2.2479e-01
+sFC,,9.0510e-03,7.9586e-07,7.5680e-12,8.5577e-03,2.3984e-12,8.0020e-03,1.0300e-06,2.2479e-01,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index c5ab8ebb..063fd863 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.5704,0.8486,0.0007,0.0000,0.0000,0.0000,0.0013,0.1169
-DCC_joint,,0.5704,,0.6472,0.0001,0.0000,0.0000,0.0000,0.0000,0.1665
-DCC_bivariate_loop,,0.8486,0.6472,,0.0002,0.0000,0.0000,0.0000,0.0002,0.0868
-SW_cross_validated,,0.0007,0.0001,0.0002,,0.0000,0.0187,0.9904,0.3057,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0187,0.0000,,0.0002,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.9904,0.0000,0.0002,,0.1399,0.0000
-SW_120,,0.0013,0.0000,0.0002,0.3057,0.0000,0.0000,0.1399,,0.0000
-sFC,,0.1169,0.1665,0.0868,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.7039e-01,8.4859e-01,7.4011e-04,6.2356e-12,2.6793e-08,2.0631e-05,1.2689e-03,1.1687e-01
+DCC_joint,,5.7039e-01,,6.4718e-01,8.0937e-05,1.7886e-14,4.7081e-11,1.1923e-07,4.3161e-05,1.6654e-01
+DCC_bivariate_loop,,8.4859e-01,6.4718e-01,,2.1024e-04,1.1009e-13,4.1039e-10,8.4151e-07,1.8259e-04,8.6826e-02
+SW_cross_validated,,7.4011e-04,8.0937e-05,2.1024e-04,,3.1179e-07,1.8713e-02,9.9037e-01,3.0574e-01,1.1464e-05
+SW_15,,6.2356e-12,1.7886e-14,1.1009e-13,3.1179e-07,,8.2656e-09,8.6510e-11,2.8184e-10,2.3570e-15
+SW_30,,2.6793e-08,4.7081e-11,4.1039e-10,1.8713e-02,8.2656e-09,,2.1749e-04,4.8489e-05,2.9468e-12
+SW_60,,2.0631e-05,1.1923e-07,8.4151e-07,9.9037e-01,8.6510e-11,2.1749e-04,,1.3985e-01,5.7403e-09
+SW_120,,1.2689e-03,4.3161e-05,1.8259e-04,3.0574e-01,2.8184e-10,4.8489e-05,1.3985e-01,,2.7606e-06
+sFC,,1.1687e-01,1.6654e-01,8.6826e-02,1.1464e-05,2.3570e-15,2.9468e-12,5.7403e-09,2.7606e-06,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index cee650d4..95ea9acb 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0002,0.0857,0.0304,0.0000,0.0000,0.0007,0.0420,0.0000
-DCC_joint,,0.0002,,0.0198,0.4142,0.0000,0.0002,0.7178,0.0048,0.0000
-DCC_bivariate_loop,,0.0857,0.0198,,0.3651,0.0000,0.0000,0.0525,0.9601,0.0000
-SW_cross_validated,,0.0304,0.4142,0.3651,,0.0000,0.0043,0.5699,0.3385,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0002,0.0000,0.0043,0.0000,,0.0004,0.0000,0.0000
-SW_60,,0.0007,0.7178,0.0525,0.5699,0.0000,0.0004,,0.0227,0.0000
-SW_120,,0.0420,0.0048,0.9601,0.3385,0.0000,0.0000,0.0227,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.8154e-04,8.5690e-02,3.0395e-02,1.4092e-11,1.3108e-07,7.3258e-04,4.1990e-02,1.3532e-10
+DCC_joint,,1.8154e-04,,1.9795e-02,4.1424e-01,1.1332e-10,2.2810e-04,7.1783e-01,4.8357e-03,1.4280e-09
+DCC_bivariate_loop,,8.5690e-02,1.9795e-02,,3.6508e-01,1.5008e-10,8.9042e-06,5.2515e-02,9.6009e-01,3.6385e-09
+SW_cross_validated,,3.0395e-02,4.1424e-01,3.6508e-01,,8.5263e-08,4.2997e-03,5.6987e-01,3.3850e-01,1.0582e-05
+SW_15,,1.4092e-11,1.1332e-10,1.5008e-10,8.5263e-08,,7.0414e-09,3.8481e-10,4.1253e-12,2.7712e-06
+SW_30,,1.3108e-07,2.2810e-04,8.9042e-06,4.2997e-03,7.0414e-09,,3.6419e-04,2.0599e-07,1.5827e-06
+SW_60,,7.3258e-04,7.1783e-01,5.2515e-02,5.6987e-01,3.8481e-10,3.6419e-04,,2.2740e-02,1.3950e-08
+SW_120,,4.1990e-02,4.8357e-03,9.6009e-01,3.3850e-01,4.1253e-12,2.0599e-07,2.2740e-02,,8.8305e-12
+sFC,,1.3532e-10,1.4280e-09,3.6385e-09,1.0582e-05,2.7712e-06,1.5827e-06,1.3950e-08,8.8305e-12,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index 65a18a84..d50ce950 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
 SVWP_joint,,,,,,,,,,
-DCC_joint,,,,0.2004,0.0016,0.5545,0.0998,0.0594,0.0000,0.0003
-DCC_bivariate_loop,,,0.2004,,0.0001,0.7193,0.3469,0.2827,0.0000,0.0000
-SW_cross_validated,,,0.0016,0.0001,,0.0015,0.0003,0.0001,0.1377,0.9381
-SW_15,,,0.5545,0.7193,0.0015,,0.3045,0.2721,0.0001,0.0005
-SW_30,,,0.0998,0.3469,0.0003,0.3045,,0.9271,0.0000,0.0001
-SW_60,,,0.0594,0.2827,0.0001,0.2721,0.9271,,0.0000,0.0000
-SW_120,,,0.0000,0.0000,0.1377,0.0001,0.0000,0.0000,,0.0788
-sFC,,,0.0003,0.0000,0.9381,0.0005,0.0001,0.0000,0.0788,
+DCC_joint,,,,2.0041e-01,1.5568e-03,5.5454e-01,9.9833e-02,5.9434e-02,3.7094e-05,3.0556e-04
+DCC_bivariate_loop,,,2.0041e-01,,6.6121e-05,7.1935e-01,3.4688e-01,2.8268e-01,1.5676e-06,3.5463e-06
+SW_cross_validated,,,1.5568e-03,6.6121e-05,,1.4524e-03,2.5662e-04,6.0442e-05,1.3770e-01,9.3808e-01
+SW_15,,,5.5454e-01,7.1935e-01,1.4524e-03,,3.0446e-01,2.7209e-01,5.4457e-05,4.7800e-04
+SW_30,,,9.9833e-02,3.4688e-01,2.5662e-04,3.0446e-01,,9.2714e-01,1.3448e-05,8.4899e-05
+SW_60,,,5.9434e-02,2.8268e-01,6.0442e-05,2.7209e-01,9.2714e-01,,2.3644e-06,9.3989e-06
+SW_120,,,3.7094e-05,1.5676e-06,1.3770e-01,5.4457e-05,1.3448e-05,2.3644e-06,,7.8809e-02
+sFC,,,3.0556e-04,3.5463e-06,9.3808e-01,4.7800e-04,8.4899e-05,9.3989e-06,7.8809e-02,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index c12b7602..32e0c40c 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0371,0.0701,0.0211,0.0001,0.0032,0.0203,0.0909,0.0217
-DCC_joint,,0.0371,,0.6906,0.0000,0.0000,0.0000,0.0001,0.0011,0.4717
-DCC_bivariate_loop,,0.0701,0.6906,,0.0001,0.0000,0.0000,0.0002,0.0020,0.3143
-SW_cross_validated,,0.0211,0.0000,0.0001,,0.0469,0.3410,0.8115,0.7302,0.0001
-SW_15,,0.0001,0.0000,0.0000,0.0469,,0.4173,0.1332,0.0538,0.0000
-SW_30,,0.0032,0.0000,0.0000,0.3410,0.4173,,0.5169,0.2575,0.0000
-SW_60,,0.0203,0.0001,0.0002,0.8115,0.1332,0.5169,,0.5989,0.0001
-SW_120,,0.0909,0.0011,0.0020,0.7302,0.0538,0.2575,0.5989,,0.0009
-sFC,,0.0217,0.4717,0.3143,0.0001,0.0000,0.0000,0.0001,0.0009,
+SVWP_joint,,,3.7101e-02,7.0122e-02,2.1117e-02,6.7028e-05,3.2209e-03,2.0262e-02,9.0940e-02,2.1734e-02
+DCC_joint,,3.7101e-02,,6.9058e-01,3.6247e-05,3.2928e-09,5.9048e-06,8.2976e-05,1.0903e-03,4.7166e-01
+DCC_bivariate_loop,,7.0122e-02,6.9058e-01,,8.2627e-05,1.0038e-08,1.2621e-05,1.6857e-04,2.0192e-03,3.1429e-01
+SW_cross_validated,,2.1117e-02,3.6247e-05,8.2627e-05,,4.6871e-02,3.4104e-01,8.1151e-01,7.3017e-01,5.9735e-05
+SW_15,,6.7028e-05,3.2928e-09,1.0038e-08,4.6871e-02,,4.1728e-01,1.3318e-01,5.3788e-02,7.2889e-08
+SW_30,,3.2209e-03,5.9048e-06,1.2621e-05,3.4104e-01,4.1728e-01,,5.1691e-01,2.5749e-01,1.1186e-05
+SW_60,,2.0262e-02,8.2976e-05,1.6857e-04,8.1151e-01,1.3318e-01,5.1691e-01,,5.9886e-01,9.9296e-05
+SW_120,,9.0940e-02,1.0903e-03,2.0192e-03,7.3017e-01,5.3788e-02,2.5749e-01,5.9886e-01,,8.7396e-04
+sFC,,2.1734e-02,4.7166e-01,3.1429e-01,5.9735e-05,7.2889e-08,1.1186e-05,9.9296e-05,8.7396e-04,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index ae9e6997..4de02c14 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.3851,0.6943,0.0041,0.0003,0.0035,0.0020,0.0098,0.8729
-DCC_joint,,0.3851,,0.2370,0.0000,0.0000,0.0000,0.0000,0.0000,0.1065
-DCC_bivariate_loop,,0.6943,0.2370,,0.0000,0.0000,0.0000,0.0000,0.0001,0.3622
-SW_cross_validated,,0.0041,0.0000,0.0000,,0.2027,0.6145,0.8390,0.8017,0.0003
-SW_15,,0.0003,0.0000,0.0000,0.2027,,0.0018,0.1672,0.1880,0.0000
-SW_30,,0.0035,0.0000,0.0000,0.6145,0.0018,,0.3408,0.9182,0.0001
-SW_60,,0.0020,0.0000,0.0000,0.8390,0.1672,0.3408,,0.6544,0.0000
-SW_120,,0.0098,0.0000,0.0001,0.8017,0.1880,0.9182,0.6544,,0.0017
-sFC,,0.8729,0.1065,0.3622,0.0003,0.0000,0.0001,0.0000,0.0017,
+SVWP_joint,,,3.8514e-01,6.9428e-01,4.0835e-03,3.2353e-04,3.4747e-03,1.9727e-03,9.7911e-03,8.7295e-01
+DCC_joint,,3.8514e-01,,2.3704e-01,6.9042e-07,1.5443e-11,1.2445e-09,1.7014e-08,1.6193e-05,1.0649e-01
+DCC_bivariate_loop,,6.9428e-01,2.3704e-01,,2.3804e-06,2.1644e-11,2.9453e-09,5.0871e-08,5.5906e-05,3.6218e-01
+SW_cross_validated,,4.0835e-03,6.9042e-07,2.3804e-06,,2.0267e-01,6.1450e-01,8.3899e-01,8.0174e-01,2.9315e-04
+SW_15,,3.2353e-04,1.5443e-11,2.1644e-11,2.0267e-01,,1.7523e-03,1.6724e-01,1.8801e-01,1.2866e-06
+SW_30,,3.4747e-03,1.2445e-09,2.9453e-09,6.1450e-01,1.7523e-03,,3.4077e-01,9.1816e-01,5.4216e-05
+SW_60,,1.9727e-03,1.7014e-08,5.0871e-08,8.3899e-01,1.6724e-01,3.4077e-01,,6.5439e-01,4.9805e-05
+SW_120,,9.7911e-03,1.6193e-05,5.5906e-05,8.0174e-01,1.8801e-01,9.1816e-01,6.5439e-01,,1.7172e-03
+sFC,,8.7295e-01,1.0649e-01,3.6218e-01,2.9315e-04,1.2866e-06,5.4216e-05,4.9805e-05,1.7172e-03,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index eb6efd02..c789ff1c 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.5086,0.4398,0.9623,0.4479,0.4606,0.1895,0.2480,0.0000
-DCC_joint,,0.5086,,0.8491,0.5110,0.0123,0.9024,0.2698,0.3880,0.0000
-DCC_bivariate_loop,,0.4398,0.8491,,0.4347,0.0042,0.9411,0.3046,0.4369,0.0000
-SW_cross_validated,,0.9623,0.5110,0.4347,,0.3723,0.4575,0.1785,0.2396,0.0000
-SW_15,,0.4479,0.0123,0.0042,0.3723,,0.0051,0.0064,0.0139,0.0000
-SW_30,,0.4606,0.9024,0.9411,0.4575,0.0051,,0.2861,0.4139,0.0000
-SW_60,,0.1895,0.2698,0.3046,0.1785,0.0064,0.2861,,0.8705,0.0000
-SW_120,,0.2480,0.3880,0.4369,0.2396,0.0139,0.4139,0.8705,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.0865e-01,4.3976e-01,9.6232e-01,4.4786e-01,4.6056e-01,1.8949e-01,2.4803e-01,2.8886e-09
+DCC_joint,,5.0865e-01,,8.4915e-01,5.1101e-01,1.2258e-02,9.0241e-01,2.6985e-01,3.8797e-01,4.2603e-15
+DCC_bivariate_loop,,4.3976e-01,8.4915e-01,,4.3472e-01,4.1680e-03,9.4115e-01,3.0463e-01,4.3691e-01,3.7186e-16
+SW_cross_validated,,9.6232e-01,5.1101e-01,4.3472e-01,,3.7229e-01,4.5746e-01,1.7848e-01,2.3959e-01,5.7209e-10
+SW_15,,4.4786e-01,1.2258e-02,4.1680e-03,3.7229e-01,,5.1362e-03,6.4134e-03,1.3933e-02,1.1910e-14
+SW_30,,4.6056e-01,9.0241e-01,9.4115e-01,4.5746e-01,5.1362e-03,,2.8606e-01,4.1385e-01,4.6390e-16
+SW_60,,1.8949e-01,2.6985e-01,3.0463e-01,1.7848e-01,6.4134e-03,2.8606e-01,,8.7052e-01,2.3543e-12
+SW_120,,2.4803e-01,3.8797e-01,4.3691e-01,2.3959e-01,1.3933e-02,4.1385e-01,8.7052e-01,,7.7992e-12
+sFC,,2.8886e-09,4.2603e-15,3.7186e-16,5.7209e-10,1.1910e-14,4.6390e-16,2.3543e-12,7.7992e-12,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index 68b08b05..0820e46a 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0004,0.0001,0.0256,0.0000,0.0000,0.0000,0.1318,0.0034
-DCC_joint,,0.0004,,0.1435,0.0502,0.0175,0.0000,0.0049,0.0000,0.0000
-DCC_bivariate_loop,,0.0001,0.1435,,0.0079,0.2917,0.0001,0.0442,0.0000,0.0000
-SW_cross_validated,,0.0256,0.0502,0.0079,,0.0021,0.0000,0.0007,0.0000,0.0000
-SW_15,,0.0000,0.0175,0.2917,0.0021,,0.0005,0.1623,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0001,0.0000,0.0005,,0.2351,0.0000,0.0000
-SW_60,,0.0000,0.0049,0.0442,0.0007,0.1623,0.2351,,0.0000,0.0000
-SW_120,,0.1318,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0034,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.7822e-04,9.0029e-05,2.5564e-02,3.5252e-05,1.6865e-06,1.7797e-05,1.3178e-01,3.3719e-03
+DCC_joint,,3.7822e-04,,1.4354e-01,5.0214e-02,1.7464e-02,3.8610e-06,4.8688e-03,1.4898e-11,1.1097e-14
+DCC_bivariate_loop,,9.0029e-05,1.4354e-01,,7.8608e-03,2.9169e-01,6.6256e-05,4.4217e-02,1.2694e-12,8.8594e-16
+SW_cross_validated,,2.5564e-02,5.0214e-02,7.8608e-03,,2.0863e-03,2.1489e-05,7.0448e-04,8.3359e-06,4.9204e-08
+SW_15,,3.5252e-05,1.7464e-02,2.9169e-01,2.0863e-03,,5.3025e-04,1.6234e-01,2.3547e-13,1.3967e-16
+SW_30,,1.6865e-06,3.8610e-06,6.6256e-05,2.1489e-05,5.3025e-04,,2.3508e-01,4.5562e-15,3.1874e-18
+SW_60,,1.7797e-05,4.8688e-03,4.4217e-02,7.0448e-04,1.6234e-01,2.3508e-01,,3.6429e-11,3.2135e-13
+SW_120,,1.3178e-01,1.4898e-11,1.2694e-12,8.3359e-06,2.3547e-13,4.5562e-15,3.6429e-11,,2.8144e-05
+sFC,,3.3719e-03,1.1097e-14,8.8594e-16,4.9204e-08,1.3967e-16,3.1874e-18,3.2135e-13,2.8144e-05,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index 441108f0..9132e668 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0013,0.0035,0.0229,0.0731,0.3267,0.2270,0.0399,0.0952
-DCC_joint,,0.0013,,0.3581,0.0000,0.0000,0.0000,0.0000,0.0000,0.0608
-DCC_bivariate_loop,,0.0035,0.3581,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1541
-SW_cross_validated,,0.0229,0.0000,0.0000,,0.2636,0.0697,0.1689,0.4969,0.0003
-SW_15,,0.0731,0.0000,0.0000,0.2636,,0.2750,0.6035,0.5904,0.0003
-SW_30,,0.3267,0.0000,0.0000,0.0697,0.2750,,0.6867,0.1386,0.0037
-SW_60,,0.2270,0.0000,0.0000,0.1689,0.6035,0.6867,,0.3550,0.0039
-SW_120,,0.0399,0.0000,0.0000,0.4969,0.5904,0.1386,0.3550,,0.0002
-sFC,,0.0952,0.0608,0.1541,0.0003,0.0003,0.0037,0.0039,0.0002,
+SVWP_joint,,,1.3460e-03,3.4730e-03,2.2914e-02,7.3124e-02,3.2671e-01,2.2699e-01,3.9862e-02,9.5241e-02
+DCC_joint,,1.3460e-03,,3.5806e-01,2.1962e-06,3.8814e-08,1.4621e-06,1.0040e-05,1.1568e-07,6.0841e-02
+DCC_bivariate_loop,,3.4730e-03,3.5806e-01,,4.9330e-06,1.3083e-07,5.1308e-06,2.8018e-05,3.3421e-07,1.5411e-01
+SW_cross_validated,,2.2914e-02,2.1962e-06,4.9330e-06,,2.6358e-01,6.9663e-02,1.6894e-01,4.9695e-01,3.3533e-04
+SW_15,,7.3124e-02,3.8814e-08,1.3083e-07,2.6358e-01,,2.7504e-01,6.0351e-01,5.9039e-01,2.9771e-04
+SW_30,,3.2671e-01,1.4621e-06,5.1308e-06,6.9663e-02,2.7504e-01,,6.8673e-01,1.3855e-01,3.7190e-03
+SW_60,,2.2699e-01,1.0040e-05,2.8018e-05,1.6894e-01,6.0351e-01,6.8673e-01,,3.5501e-01,3.9421e-03
+SW_120,,3.9862e-02,1.1568e-07,3.3421e-07,4.9695e-01,5.9039e-01,1.3855e-01,3.5501e-01,,2.1576e-04
+sFC,,9.5241e-02,6.0841e-02,1.5411e-01,3.3533e-04,2.9771e-04,3.7190e-03,3.9421e-03,2.1576e-04,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index f623ace8..1c7b53f8 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2147,0.4154,0.4450,0.6188,0.3619,0.8690,0.5658,0.0000
-DCC_joint,,0.2147,,0.4936,0.0581,0.0190,0.6354,0.2110,0.5316,0.0000
-DCC_bivariate_loop,,0.4154,0.4936,,0.1187,0.0702,0.8592,0.4566,0.8845,0.0000
-SW_cross_validated,,0.4450,0.0581,0.1187,,0.6440,0.1035,0.3347,0.1992,0.0000
-SW_15,,0.6188,0.0190,0.0702,0.6440,,0.0596,0.4321,0.2188,0.0000
-SW_30,,0.3619,0.6354,0.8592,0.1035,0.0596,,0.3911,0.7876,0.0000
-SW_60,,0.8690,0.2110,0.4566,0.3347,0.4321,0.3911,,0.6399,0.0000
-SW_120,,0.5658,0.5316,0.8845,0.1992,0.2188,0.7876,0.6399,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.1471e-01,4.1537e-01,4.4498e-01,6.1883e-01,3.6194e-01,8.6902e-01,5.6576e-01,2.3613e-13
+DCC_joint,,2.1471e-01,,4.9362e-01,5.8104e-02,1.8980e-02,6.3539e-01,2.1096e-01,5.3164e-01,5.2644e-19
+DCC_bivariate_loop,,4.1537e-01,4.9362e-01,,1.1871e-01,7.0175e-02,8.5920e-01,4.5656e-01,8.8449e-01,1.1052e-18
+SW_cross_validated,,4.4498e-01,5.8104e-02,1.1871e-01,,6.4404e-01,1.0353e-01,3.3466e-01,1.9919e-01,2.0786e-11
+SW_15,,6.1883e-01,1.8980e-02,7.0175e-02,6.4404e-01,,5.9613e-02,4.3213e-01,2.1884e-01,7.5996e-17
+SW_30,,3.6194e-01,6.3539e-01,8.5920e-01,1.0353e-01,5.9613e-02,,3.9115e-01,7.8759e-01,5.1286e-18
+SW_60,,8.6902e-01,2.1096e-01,4.5656e-01,3.3466e-01,4.3213e-01,3.9115e-01,,6.3993e-01,4.2288e-15
+SW_120,,5.6576e-01,5.3164e-01,8.8449e-01,1.9919e-01,2.1884e-01,7.8759e-01,6.3993e-01,,1.7724e-14
+sFC,,2.3613e-13,5.2644e-19,1.1052e-18,2.0786e-11,7.5996e-17,5.1286e-18,4.2288e-15,1.7724e-14,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 1ec5efa9..6dbedaba 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
 SVWP_joint,,,,,,,,,,
-DCC_joint,,,,0.4253,0.0042,0.0000,0.0000,0.0000,0.0076,0.0000
-DCC_bivariate_loop,,,0.4253,,0.0018,0.0000,0.0000,0.0000,0.0031,0.0000
-SW_cross_validated,,,0.0042,0.0018,,0.0000,0.0003,0.9826,0.7540,0.0000
-SW_15,,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,,0.0000,0.0000,0.0003,0.0000,,0.0000,0.0001,0.0000
-SW_60,,,0.0000,0.0000,0.9826,0.0000,0.0000,,0.6981,0.0000
-SW_120,,,0.0076,0.0031,0.7540,0.0000,0.0001,0.6981,,0.0000
-sFC,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+DCC_joint,,,,4.2530e-01,4.2154e-03,8.0054e-17,1.2572e-12,1.1838e-05,7.6478e-03,2.3281e-07
+DCC_bivariate_loop,,,4.2530e-01,,1.7879e-03,4.6446e-17,5.3646e-13,2.8311e-06,3.1351e-03,7.2998e-07
+SW_cross_validated,,,4.2154e-03,1.7879e-03,,1.3833e-08,2.9197e-04,9.8265e-01,7.5397e-01,4.7857e-07
+SW_15,,,8.0054e-17,4.6446e-17,1.3833e-08,,1.6799e-10,2.4562e-13,3.2870e-09,5.0641e-17
+SW_30,,,1.2572e-12,5.3646e-13,2.9197e-04,1.6799e-10,,9.7223e-08,6.8315e-05,3.1099e-14
+SW_60,,,1.1838e-05,2.8311e-06,9.8265e-01,2.4562e-13,9.7223e-08,,6.9813e-01,3.7132e-10
+SW_120,,,7.6478e-03,3.1351e-03,7.5397e-01,3.2870e-09,6.8315e-05,6.9813e-01,,5.5142e-07
+sFC,,,2.3281e-07,7.2998e-07,4.7857e-07,5.0641e-17,3.1099e-14,3.7132e-10,5.5142e-07,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index ac36808a..9cd84960 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1093,0.1116,0.0028,0.0000,0.0000,0.0000,0.0038,0.0000
-DCC_joint,,0.1093,,0.9948,0.0156,0.0000,0.0000,0.0000,0.0211,0.0000
-DCC_bivariate_loop,,0.1116,0.9948,,0.0160,0.0000,0.0000,0.0000,0.0220,0.0000
-SW_cross_validated,,0.0028,0.0156,0.0160,,0.0000,0.0000,0.0258,0.5213,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0258,0.0000,0.0000,,0.0013,0.0000
-SW_120,,0.0038,0.0211,0.0220,0.5213,0.0000,0.0000,0.0013,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.0925e-01,1.1160e-01,2.8346e-03,3.1568e-12,5.4589e-09,1.4080e-05,3.8439e-03,8.4423e-07
+DCC_joint,,1.0925e-01,,9.9478e-01,1.5624e-02,4.4786e-15,8.8528e-11,5.2415e-06,2.1129e-02,8.5161e-12
+DCC_bivariate_loop,,1.1160e-01,9.9478e-01,,1.6021e-02,5.5771e-15,1.0450e-10,5.8458e-06,2.1985e-02,1.0894e-11
+SW_cross_validated,,2.8346e-03,1.5624e-02,1.6021e-02,,1.7243e-11,5.0832e-07,2.5825e-02,5.2127e-01,4.5277e-11
+SW_15,,3.1568e-12,4.4786e-15,5.5771e-15,1.7243e-11,,4.6001e-08,1.0139e-11,8.9369e-14,5.5440e-20
+SW_30,,5.4589e-09,8.8528e-11,1.0450e-10,5.0832e-07,4.6001e-08,,7.2319e-06,5.0519e-09,6.9248e-17
+SW_60,,1.4080e-05,5.2415e-06,5.8458e-06,2.5825e-02,1.0139e-11,7.2319e-06,,1.3307e-03,3.3512e-14
+SW_120,,3.8439e-03,2.1129e-02,2.1985e-02,5.2127e-01,8.9369e-14,5.0519e-09,1.3307e-03,,9.6688e-13
+sFC,,8.4423e-07,8.5161e-12,1.0894e-11,4.5277e-11,5.5440e-20,6.9248e-17,3.3512e-14,9.6688e-13,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index 65046891..1d78e6e9 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0419,0.0341,0.0006,0.0000,0.0000,0.0000,0.0013,0.0001
-DCC_joint,,0.0419,,0.8224,0.0012,0.0000,0.0000,0.0000,0.0029,0.0000
-DCC_bivariate_loop,,0.0341,0.8224,,0.0017,0.0000,0.0000,0.0000,0.0046,0.0000
-SW_cross_validated,,0.0006,0.0012,0.0017,,0.0000,0.0000,0.0064,0.3835,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0064,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0013,0.0029,0.0046,0.3835,0.0000,0.0000,0.0001,,0.0000
-sFC,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.1882e-02,3.4052e-02,6.2833e-04,6.6317e-12,4.0939e-09,8.9693e-06,1.3479e-03,6.3018e-05
+DCC_joint,,4.1882e-02,,8.2241e-01,1.1695e-03,3.1356e-18,4.1237e-14,2.4244e-08,2.9145e-03,6.9502e-10
+DCC_bivariate_loop,,3.4052e-02,8.2241e-01,,1.7343e-03,3.4221e-18,4.9162e-14,3.5229e-08,4.6167e-03,5.5927e-10
+SW_cross_validated,,6.2833e-04,1.1695e-03,1.7343e-03,,2.4833e-14,1.0757e-09,6.3819e-03,3.8348e-01,8.5941e-11
+SW_15,,6.6317e-12,3.1356e-18,3.4221e-18,2.4833e-14,,5.3446e-13,7.3142e-17,1.9542e-16,1.1676e-17
+SW_30,,4.0939e-09,4.1237e-14,4.9162e-14,1.0757e-09,5.3446e-13,,1.7767e-10,8.7811e-12,1.8040e-15
+SW_60,,8.9693e-06,2.4244e-08,3.5229e-08,6.3819e-03,7.3142e-17,1.7767e-10,,1.0836e-04,5.3603e-13
+SW_120,,1.3479e-03,2.9145e-03,4.6167e-03,3.8348e-01,1.9542e-16,8.7811e-12,1.0836e-04,,5.2111e-11
+sFC,,6.3018e-05,6.9502e-10,5.5927e-10,8.5941e-11,1.1676e-17,1.8040e-15,5.3603e-13,5.2111e-11,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 278285db..53483c5d 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2737,0.7306,0.1626,0.0000,0.0000,0.0123,0.2736,0.1550
-DCC_joint,,0.2737,,0.0870,0.4283,0.0000,0.0000,0.0047,0.7954,0.4021
-DCC_bivariate_loop,,0.7306,0.0870,,0.1108,0.0000,0.0000,0.0003,0.2099,0.0135
-SW_cross_validated,,0.1626,0.4283,0.1108,,0.0000,0.0005,0.2552,0.6330,0.6726
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0005,0.0000,,0.0003,0.0000,0.0000
-SW_60,,0.0123,0.0047,0.0003,0.2552,0.0000,0.0003,,0.0632,0.0145
-SW_120,,0.2736,0.7954,0.2099,0.6330,0.0000,0.0000,0.0632,,0.8432
-sFC,,0.1550,0.4021,0.0135,0.6726,0.0000,0.0000,0.0145,0.8432,
+SVWP_joint,,,2.7368e-01,7.3058e-01,1.6263e-01,2.3846e-08,2.7002e-05,1.2304e-02,2.7359e-01,1.5504e-01
+DCC_joint,,2.7368e-01,,8.6972e-02,4.2830e-01,1.7140e-14,3.9072e-09,4.6665e-03,7.9539e-01,4.0215e-01
+DCC_bivariate_loop,,7.3058e-01,8.6972e-02,,1.1076e-01,5.8145e-15,4.3484e-10,2.6503e-04,2.0992e-01,1.3543e-02
+SW_cross_validated,,1.6263e-01,4.2830e-01,1.1076e-01,,1.0612e-07,5.3837e-04,2.5519e-01,6.3301e-01,6.7260e-01
+SW_15,,2.3846e-08,1.7140e-14,5.8145e-15,1.0612e-07,,1.2733e-08,1.0172e-09,2.0177e-09,1.0980e-14
+SW_30,,2.7002e-05,3.9072e-09,4.3484e-10,5.3837e-04,1.2733e-08,,2.9039e-04,2.0026e-05,6.1954e-09
+SW_60,,1.2304e-02,4.6665e-03,2.6503e-04,2.5519e-01,1.0172e-09,2.9039e-04,,6.3178e-02,1.4500e-02
+SW_120,,2.7359e-01,7.9539e-01,2.0992e-01,6.3301e-01,2.0177e-09,2.0026e-05,6.3178e-02,,8.4315e-01
+sFC,,1.5504e-01,4.0215e-01,1.3543e-02,6.7260e-01,1.0980e-14,6.1954e-09,1.4500e-02,8.4315e-01,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 0cd1692d..d2b30bdc 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.3068,0.0021,0.0349,0.0000,0.0000,0.4774,0.0068,0.0019
-DCC_joint,,0.3068,,0.0024,0.0021,0.0000,0.0000,0.0496,0.0000,0.0006
-DCC_bivariate_loop,,0.0021,0.0024,,0.0000,0.0000,0.0000,0.0001,0.0000,0.3667
-SW_cross_validated,,0.0349,0.0021,0.0000,,0.0000,0.0025,0.0939,0.8989,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0025,0.0000,,0.0000,0.0002,0.0000
-SW_60,,0.4774,0.0496,0.0001,0.0939,0.0000,0.0000,,0.0221,0.0000
-SW_120,,0.0068,0.0000,0.0000,0.8989,0.0000,0.0002,0.0221,,0.0000
-sFC,,0.0019,0.0006,0.3667,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.0679e-01,2.1163e-03,3.4869e-02,7.8043e-12,2.6230e-06,4.7739e-01,6.8218e-03,1.9276e-03
+DCC_joint,,3.0679e-01,,2.3919e-03,2.0688e-03,2.1671e-14,9.1703e-09,4.9584e-02,3.5251e-05,5.8663e-04
+DCC_bivariate_loop,,2.1163e-03,2.3919e-03,,1.9873e-05,6.5645e-15,3.4087e-10,1.3316e-04,1.6544e-07,3.6669e-01
+SW_cross_validated,,3.4869e-02,2.0688e-03,1.9873e-05,,1.6722e-09,2.4800e-03,9.3910e-02,8.9894e-01,1.1951e-05
+SW_15,,7.8043e-12,2.1671e-14,6.5645e-15,1.6722e-09,,1.4798e-08,3.8798e-12,1.1879e-11,9.2554e-17
+SW_30,,2.6230e-06,9.1703e-09,3.4087e-10,2.4800e-03,1.4798e-08,,3.8859e-06,2.4246e-04,1.4463e-11
+SW_60,,4.7739e-01,4.9584e-02,1.3316e-04,9.3910e-02,3.8798e-12,3.8859e-06,,2.2055e-02,4.9188e-05
+SW_120,,6.8218e-03,3.5251e-05,1.6544e-07,8.9894e-01,1.1879e-11,2.4246e-04,2.2055e-02,,7.0841e-09
+sFC,,1.9276e-03,5.8663e-04,3.6669e-01,1.1951e-05,9.2554e-17,1.4463e-11,4.9188e-05,7.0841e-09,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index cb173f91..1d32b9af 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0269,0.0223,0.0001,0.0000,0.0000,0.0000,0.0002,0.0000
-DCC_joint,,0.0269,,0.8750,0.0008,0.0000,0.0000,0.0000,0.0025,0.0000
-DCC_bivariate_loop,,0.0223,0.8750,,0.0010,0.0000,0.0000,0.0000,0.0038,0.0000
-SW_cross_validated,,0.0001,0.0008,0.0010,,0.0000,0.0000,0.4395,0.0793,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.4395,0.0000,0.0000,,0.0008,0.0000
-SW_120,,0.0002,0.0025,0.0038,0.0793,0.0000,0.0000,0.0008,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.6864e-02,2.2294e-02,8.0673e-05,2.4294e-13,2.0744e-10,1.1176e-06,2.3699e-04,2.3109e-05
+DCC_joint,,2.6864e-02,,8.7496e-01,7.5601e-04,1.8374e-16,9.1063e-13,6.2390e-07,2.5335e-03,9.5796e-11
+DCC_bivariate_loop,,2.2294e-02,8.7496e-01,,9.5942e-04,2.4686e-16,1.2848e-12,9.0313e-07,3.7823e-03,9.0850e-11
+SW_cross_validated,,8.0673e-05,7.5601e-04,9.5942e-04,,8.0109e-10,2.2790e-05,4.3955e-01,7.9347e-02,6.2431e-10
+SW_15,,2.4294e-13,1.8374e-16,2.4686e-16,8.0109e-10,,5.8796e-10,1.0484e-12,6.5947e-15,1.0376e-19
+SW_30,,2.0744e-10,9.1063e-13,1.2848e-12,2.2790e-05,5.8796e-10,,4.2479e-07,1.5403e-10,2.3416e-17
+SW_60,,1.1176e-06,6.2390e-07,9.0313e-07,4.3955e-01,1.0484e-12,4.2479e-07,,8.0817e-04,1.3961e-13
+SW_120,,2.3699e-04,2.5335e-03,3.7823e-03,7.9347e-02,6.5947e-15,1.5403e-10,8.0817e-04,,3.3663e-12
+sFC,,2.3109e-05,9.5796e-11,9.0850e-11,6.2431e-10,1.0376e-19,2.3416e-17,1.3961e-13,3.3663e-12,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index c878d663..c092590c 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0642,0.3587,0.0212,0.0000,0.0000,0.0003,0.0810,0.0010
-DCC_joint,,0.0642,,0.0030,0.1438,0.0000,0.0000,0.0000,0.9707,0.0000
-DCC_bivariate_loop,,0.3587,0.0030,,0.0175,0.0000,0.0000,0.0000,0.0421,0.0000
-SW_cross_validated,,0.0212,0.1438,0.0175,,0.0000,0.0000,0.2232,0.1678,0.5121
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0003,0.0000,0.0000,0.2232,0.0000,0.0000,,0.0000,0.0101
-SW_120,,0.0810,0.9707,0.0421,0.1678,0.0000,0.0000,0.0000,,0.0001
-sFC,,0.0010,0.0000,0.0000,0.5121,0.0000,0.0000,0.0101,0.0001,
+SVWP_joint,,,6.4202e-02,3.5870e-01,2.1218e-02,2.2009e-10,2.3239e-07,3.2628e-04,8.0996e-02,1.0313e-03
+DCC_joint,,6.4202e-02,,3.0038e-03,1.4379e-01,5.0815e-19,3.6998e-16,3.7106e-10,9.7071e-01,1.4849e-08
+DCC_bivariate_loop,,3.5870e-01,3.0038e-03,,1.7520e-02,4.9757e-18,4.8589e-15,3.8442e-10,4.2082e-02,4.9080e-09
+SW_cross_validated,,2.1218e-02,1.4379e-01,1.7520e-02,,3.3556e-09,4.0157e-05,2.2322e-01,1.6777e-01,5.1207e-01
+SW_15,,2.2009e-10,5.0815e-19,4.9757e-18,3.3556e-09,,1.1036e-12,1.9055e-17,2.5681e-15,6.3567e-18
+SW_30,,2.3239e-07,3.6998e-16,4.8589e-15,4.0157e-05,1.1036e-12,,7.0428e-13,1.6083e-11,6.7234e-14
+SW_60,,3.2628e-04,3.7106e-10,3.8442e-10,2.2322e-01,1.9055e-17,7.0428e-13,,8.5305e-06,1.0070e-02
+SW_120,,8.0996e-02,9.7071e-01,4.2082e-02,1.6777e-01,2.5681e-15,1.6083e-11,8.5305e-06,,1.2903e-04
+sFC,,1.0313e-03,1.4849e-08,4.9080e-09,5.1207e-01,6.3567e-18,6.7234e-14,1.0070e-02,1.2903e-04,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index 12122f45..f83b4992 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0002,0.0000,0.0000,0.0002,0.0000,0.0000,0.4932,0.2149
-DCC_joint,,0.0002,,0.2505,0.0916,0.9649,0.0005,0.0018,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.2505,,0.4033,0.2738,0.0017,0.0074,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0916,0.4033,,0.1010,0.0240,0.0878,0.0000,0.0000
-SW_15,,0.0002,0.9649,0.2738,0.1010,,0.0006,0.0021,0.0000,0.0000
-SW_30,,0.0000,0.0005,0.0017,0.0240,0.0006,,0.4457,0.0000,0.0000
-SW_60,,0.0000,0.0018,0.0074,0.0878,0.0021,0.4457,,0.0000,0.0000
-SW_120,,0.4932,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.1567
-sFC,,0.2149,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.1567,
+SVWP_joint,,,2.2957e-04,1.1338e-05,9.0044e-06,2.1856e-04,1.8080e-07,3.5187e-07,4.9319e-01,2.1494e-01
+DCC_joint,,2.2957e-04,,2.5048e-01,9.1583e-02,9.6490e-01,5.0306e-04,1.7950e-03,3.1850e-07,2.4091e-08
+DCC_bivariate_loop,,1.1338e-05,2.5048e-01,,4.0333e-01,2.7381e-01,1.6991e-03,7.4315e-03,6.4400e-10,1.2655e-11
+SW_cross_validated,,9.0044e-06,9.1583e-02,4.0333e-01,,1.0098e-01,2.4041e-02,8.7848e-02,5.9969e-09,4.6079e-10
+SW_15,,2.1856e-04,9.6490e-01,2.7381e-01,1.0098e-01,,5.8207e-04,2.0820e-03,3.2010e-07,2.5013e-08
+SW_30,,1.8080e-07,5.0306e-04,1.6991e-03,2.4041e-02,5.8207e-04,,4.4568e-01,7.6212e-11,6.3440e-12
+SW_60,,3.5187e-07,1.7950e-03,7.4315e-03,8.7848e-02,2.0820e-03,4.4568e-01,,7.0610e-11,4.0236e-12
+SW_120,,4.9319e-01,3.1850e-07,6.4400e-10,5.9969e-09,3.2010e-07,7.6212e-11,7.0610e-11,,1.5675e-01
+sFC,,2.1494e-01,2.4091e-08,1.2655e-11,4.6079e-10,2.5013e-08,6.3440e-12,4.0236e-12,1.5675e-01,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index 58df50d9..822db63d 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.6789,0.1596,0.1090,0.0000,0.0000,0.0000,0.0022,0.0022
-DCC_joint,,0.6789,,0.3530,0.2940,0.0000,0.0000,0.0001,0.0089,0.0032
-DCC_bivariate_loop,,0.1596,0.3530,,0.9655,0.0000,0.0000,0.0017,0.0628,0.0005
-SW_cross_validated,,0.1090,0.2940,0.9655,,0.0000,0.0000,0.0009,0.0537,0.0002
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0001,,0.0015,0.0008,0.0000
-SW_60,,0.0000,0.0001,0.0017,0.0009,0.0000,0.0015,,0.2799,0.0000
-SW_120,,0.0022,0.0089,0.0628,0.0537,0.0000,0.0008,0.2799,,0.0000
-sFC,,0.0022,0.0032,0.0005,0.0002,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.7895e-01,1.5957e-01,1.0896e-01,1.2611e-12,3.7035e-09,5.7304e-06,2.1767e-03,2.2343e-03
+DCC_joint,,6.7895e-01,,3.5297e-01,2.9397e-01,5.0239e-11,9.0485e-08,9.2607e-05,8.9160e-03,3.2080e-03
+DCC_bivariate_loop,,1.5957e-01,3.5297e-01,,9.6546e-01,7.1484e-10,1.5899e-06,1.7431e-03,6.2775e-02,5.4989e-04
+SW_cross_validated,,1.0896e-01,2.9397e-01,9.6546e-01,,1.4352e-10,4.8872e-07,8.9444e-04,5.3659e-02,1.9551e-04
+SW_15,,1.2611e-12,5.0239e-11,7.1484e-10,1.4352e-10,,5.8661e-05,3.5229e-08,2.1387e-07,1.7534e-13
+SW_30,,3.7035e-09,9.0485e-08,1.5899e-06,4.8872e-07,5.8661e-05,,1.4515e-03,7.6971e-04,1.2088e-10
+SW_60,,5.7304e-06,9.2607e-05,1.7431e-03,8.9444e-04,3.5229e-08,1.4515e-03,,2.7986e-01,3.6255e-08
+SW_120,,2.1767e-03,8.9160e-03,6.2775e-02,5.3659e-02,2.1387e-07,7.6971e-04,2.7986e-01,,1.3465e-05
+sFC,,2.2343e-03,3.2080e-03,5.4989e-04,1.9551e-04,1.7534e-13,1.2088e-10,3.6255e-08,1.3465e-05,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index 3c493378..c613320d 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0020,0.0013,0.0000,0.0000,0.0000,0.0000,0.0000,0.1516
-DCC_joint,,0.0020,,0.2794,0.0032,0.0000,0.0000,0.0000,0.0001,0.0921
-DCC_bivariate_loop,,0.0013,0.2794,,0.1251,0.0000,0.0000,0.0000,0.0131,0.0219
-SW_cross_validated,,0.0000,0.0032,0.1251,,0.0000,0.0000,0.0001,0.1782,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0001,,0.0019,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0019,,0.0026,0.0000
-SW_120,,0.0000,0.0001,0.0131,0.1782,0.0000,0.0000,0.0026,,0.0000
-sFC,,0.1516,0.0921,0.0219,0.0001,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.9796e-03,1.3027e-03,4.6356e-07,2.0312e-16,3.0522e-12,7.3971e-12,2.8331e-08,1.5155e-01
+DCC_joint,,1.9796e-03,,2.7942e-01,3.2010e-03,2.4561e-13,1.6148e-09,4.9700e-08,1.4365e-04,9.2090e-02
+DCC_bivariate_loop,,1.3027e-03,2.7942e-01,,1.2510e-01,7.1097e-11,2.0389e-07,1.8653e-05,1.3116e-02,2.1852e-02
+SW_cross_validated,,4.6356e-07,3.2010e-03,1.2510e-01,,1.8286e-11,3.5214e-07,8.1638e-05,1.7821e-01,5.8332e-05
+SW_15,,2.0312e-16,2.4561e-13,7.1097e-11,1.8286e-11,,5.9611e-05,4.8439e-09,1.4269e-10,2.7855e-14
+SW_30,,3.0522e-12,1.6148e-09,2.0389e-07,3.5214e-07,5.9611e-05,,1.9299e-03,4.9132e-06,1.3484e-10
+SW_60,,7.3971e-12,4.9700e-08,1.8653e-05,8.1638e-05,4.8439e-09,1.9299e-03,,2.6421e-03,1.7276e-09
+SW_120,,2.8331e-08,1.4365e-04,1.3116e-02,1.7821e-01,1.4269e-10,4.9132e-06,2.6421e-03,,3.1839e-06
+sFC,,1.5155e-01,9.2090e-02,2.1852e-02,5.8332e-05,2.7855e-14,1.3484e-10,1.7276e-09,3.1839e-06,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index 31a3a3d9..0479ae7f 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0001,0.0000,0.0000,0.0007,0.0000,0.0000
-DCC_joint,,0.0000,,0.8074,0.0000,0.0058,0.0603,0.0000,0.0067,0.0000
-DCC_bivariate_loop,,0.0000,0.8074,,0.0000,0.0042,0.1153,0.0000,0.0130,0.0000
-SW_cross_validated,,0.0001,0.0000,0.0000,,0.0000,0.0001,0.7525,0.0332,0.0000
-SW_15,,0.0000,0.0058,0.0042,0.0000,,0.0001,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0603,0.1153,0.0001,0.0001,,0.0002,0.1364,0.0000
-SW_60,,0.0007,0.0000,0.0000,0.7525,0.0000,0.0002,,0.0317,0.0000
-SW_120,,0.0000,0.0067,0.0130,0.0332,0.0000,0.1364,0.0317,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.5021e-09,1.2889e-08,5.8115e-05,1.4154e-10,1.0696e-08,7.4524e-04,1.1156e-05,1.6881e-25
+DCC_joint,,4.5021e-09,,8.0735e-01,4.5345e-06,5.8439e-03,6.0341e-02,1.1819e-05,6.6584e-03,4.4731e-21
+DCC_bivariate_loop,,1.2889e-08,8.0735e-01,,1.3735e-05,4.1935e-03,1.1533e-01,2.9994e-05,1.2963e-02,1.1021e-20
+SW_cross_validated,,5.8115e-05,4.5345e-06,1.3735e-05,,2.3093e-08,6.5560e-05,7.5254e-01,3.3203e-02,2.5791e-25
+SW_15,,1.4154e-10,5.8439e-03,4.1935e-03,2.3093e-08,,5.2029e-05,6.8256e-08,1.7204e-05,3.1976e-19
+SW_30,,1.0696e-08,6.0341e-02,1.1533e-01,6.5560e-05,5.2029e-05,,1.8553e-04,1.3643e-01,1.6270e-23
+SW_60,,7.4524e-04,1.1819e-05,2.9994e-05,7.5254e-01,6.8256e-08,1.8553e-04,,3.1698e-02,6.8938e-23
+SW_120,,1.1156e-05,6.6584e-03,1.2963e-02,3.3203e-02,1.7204e-05,1.3643e-01,3.1698e-02,,1.1660e-20
+sFC,,1.6881e-25,4.4731e-21,1.1021e-20,2.5791e-25,3.1976e-19,1.6270e-23,6.8938e-23,1.1660e-20,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index 2199be63..6d211c88 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0125,0.0028,0.8596,0.0066,0.0000,0.0000
-DCC_joint,,0.0000,,0.7691,0.0018,0.0017,0.0000,0.0047,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.7691,,0.0022,0.0019,0.0000,0.0060,0.0000,0.0000
-SW_cross_validated,,0.0125,0.0018,0.0022,,0.7254,0.0062,0.7270,0.0000,0.0000
-SW_15,,0.0028,0.0017,0.0019,0.7254,,0.0007,0.9645,0.0000,0.0000
-SW_30,,0.8596,0.0000,0.0000,0.0062,0.0007,,0.0030,0.0000,0.0000
-SW_60,,0.0066,0.0047,0.0060,0.7270,0.9645,0.0030,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.5308e-06,3.6728e-06,1.2480e-02,2.7668e-03,8.5957e-01,6.5768e-03,1.6819e-15,2.8085e-18
+DCC_joint,,4.5308e-06,,7.6914e-01,1.8293e-03,1.6684e-03,7.4375e-07,4.7369e-03,3.3888e-12,1.5871e-15
+DCC_bivariate_loop,,3.6728e-06,7.6914e-01,,2.1739e-03,1.8849e-03,4.2281e-07,5.9786e-03,5.0207e-13,1.5802e-16
+SW_cross_validated,,1.2480e-02,1.8293e-03,2.1739e-03,,7.2537e-01,6.1992e-03,7.2699e-01,3.6248e-14,4.0965e-17
+SW_15,,2.7668e-03,1.6684e-03,1.8849e-03,7.2537e-01,,6.8255e-04,9.6453e-01,2.7133e-15,1.0333e-18
+SW_30,,8.5957e-01,7.4375e-07,4.2281e-07,6.1992e-03,6.8255e-04,,3.0464e-03,1.3623e-17,2.5805e-21
+SW_60,,6.5768e-03,4.7369e-03,5.9786e-03,7.2699e-01,9.6453e-01,3.0464e-03,,9.3996e-14,1.1487e-16
+SW_120,,1.6819e-15,3.3888e-12,5.0207e-13,3.6248e-14,2.7133e-15,1.3623e-17,9.3996e-14,,4.2470e-10
+sFC,,2.8085e-18,1.5871e-15,1.5802e-16,4.0965e-17,1.0333e-18,2.5805e-21,1.1487e-16,4.2470e-10,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index e7049328..1ea3ed70 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.3862,0.5287,0.0996,0.0000,0.0022,0.0438,0.0132,0.4596
-DCC_joint,,0.3862,,0.8341,0.0363,0.0000,0.0009,0.0148,0.0051,0.6834
-DCC_bivariate_loop,,0.5287,0.8341,,0.0525,0.0000,0.0014,0.0230,0.0075,0.8936
-SW_cross_validated,,0.0996,0.0363,0.0525,,0.0000,0.1362,0.8754,0.3581,0.0306
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0022,0.0009,0.0014,0.1362,0.0000,,0.1456,0.5773,0.0004
-SW_60,,0.0438,0.0148,0.0230,0.8754,0.0000,0.1456,,0.4014,0.0085
-SW_120,,0.0132,0.0051,0.0075,0.3581,0.0000,0.5773,0.4014,,0.0034
-sFC,,0.4596,0.6834,0.8936,0.0306,0.0000,0.0004,0.0085,0.0034,
+SVWP_joint,,,3.8622e-01,5.2868e-01,9.9586e-02,5.4560e-11,2.1865e-03,4.3831e-02,1.3160e-02,4.5963e-01
+DCC_joint,,3.8622e-01,,8.3407e-01,3.6308e-02,1.0147e-10,9.2155e-04,1.4811e-02,5.1122e-03,6.8345e-01
+DCC_bivariate_loop,,5.2868e-01,8.3407e-01,,5.2473e-02,1.4158e-10,1.3948e-03,2.2987e-02,7.5319e-03,8.9363e-01
+SW_cross_validated,,9.9586e-02,3.6308e-02,5.2473e-02,,3.6545e-08,1.3624e-01,8.7542e-01,3.5815e-01,3.0592e-02
+SW_15,,5.4560e-11,1.0147e-10,1.4158e-10,3.6545e-08,,1.1556e-06,1.2429e-08,5.0880e-07,4.9540e-12
+SW_30,,2.1865e-03,9.2155e-04,1.3948e-03,1.3624e-01,1.1556e-06,,1.4558e-01,5.7735e-01,4.3817e-04
+SW_60,,4.3831e-02,1.4811e-02,2.2987e-02,8.7542e-01,1.2429e-08,1.4558e-01,,4.0141e-01,8.5306e-03
+SW_120,,1.3160e-02,5.1122e-03,7.5319e-03,3.5815e-01,5.0880e-07,5.7735e-01,4.0141e-01,,3.3788e-03
+sFC,,4.5963e-01,6.8345e-01,8.9363e-01,3.0592e-02,4.9540e-12,4.3817e-04,8.5306e-03,3.3788e-03,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index b1a684ac..4f1df468 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0007,0.0003,0.7579,0.0096,0.7273,0.3350,0.0686,0.0000
-DCC_joint,,0.0007,,0.5939,0.0011,0.1233,0.0000,0.0000,0.0036,0.0000
-DCC_bivariate_loop,,0.0003,0.5939,,0.0005,0.0490,0.0000,0.0000,0.0013,0.0000
-SW_cross_validated,,0.7579,0.0011,0.0005,,0.0174,0.4663,0.1894,0.1255,0.0000
-SW_15,,0.0096,0.1233,0.0490,0.0174,,0.0004,0.0002,0.1274,0.0000
-SW_30,,0.7273,0.0000,0.0000,0.4663,0.0004,,0.4146,0.0046,0.0000
-SW_60,,0.3350,0.0000,0.0000,0.1894,0.0002,0.4146,,0.0019,0.0000
-SW_120,,0.0686,0.0036,0.0013,0.1255,0.1274,0.0046,0.0019,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.6051e-04,3.0943e-04,7.5795e-01,9.5777e-03,7.2729e-01,3.3504e-01,6.8594e-02,3.1594e-21
+DCC_joint,,6.6051e-04,,5.9391e-01,1.1242e-03,1.2333e-01,1.7406e-05,1.4132e-05,3.5777e-03,2.8465e-23
+DCC_bivariate_loop,,3.0943e-04,5.9391e-01,,5.1000e-04,4.9011e-02,8.8045e-06,7.4210e-06,1.2973e-03,1.2615e-22
+SW_cross_validated,,7.5795e-01,1.1242e-03,5.1000e-04,,1.7421e-02,4.6626e-01,1.8945e-01,1.2554e-01,1.6171e-21
+SW_15,,9.5777e-03,1.2333e-01,4.9011e-02,1.7421e-02,,4.4800e-04,2.4376e-04,1.2739e-01,5.5652e-24
+SW_30,,7.2729e-01,1.7406e-05,8.8045e-06,4.6626e-01,4.4800e-04,,4.1455e-01,4.6283e-03,7.7321e-25
+SW_60,,3.3504e-01,1.4132e-05,7.4210e-06,1.8945e-01,2.4376e-04,4.1455e-01,,1.9178e-03,4.8377e-23
+SW_120,,6.8594e-02,3.5777e-03,1.2973e-03,1.2554e-01,1.2739e-01,4.6283e-03,1.9178e-03,,2.4461e-26
+sFC,,3.1594e-21,2.8465e-23,1.2615e-22,1.6171e-21,5.5652e-24,7.7321e-25,4.8377e-23,2.4461e-26,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 04c4c561..fdbb0b89 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0578,0.0000,0.1980,0.0000,0.0142,0.0127,0.0027,0.0910
-DCC_joint,,0.0578,,0.0000,0.4888,0.0000,0.0000,0.1931,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.1980,0.4888,0.0000,,0.0000,0.0001,0.1106,0.0000,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0142,0.0000,0.0000,0.0001,0.0000,,0.0000,0.6552,0.0581
-SW_60,,0.0127,0.1931,0.0000,0.1106,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0027,0.0000,0.0000,0.0000,0.0000,0.6552,0.0000,,0.0012
-sFC,,0.0910,0.0000,0.0000,0.0001,0.0000,0.0581,0.0000,0.0012,
+SVWP_joint,,,5.7775e-02,8.6611e-06,1.9803e-01,8.4763e-11,1.4178e-02,1.2723e-02,2.6966e-03,9.1033e-02
+DCC_joint,,5.7775e-02,,1.8246e-06,4.8880e-01,3.6488e-14,6.1029e-06,1.9314e-01,2.8805e-08,6.0441e-08
+DCC_bivariate_loop,,8.6611e-06,1.8246e-06,,9.8152e-06,2.9935e-15,2.8346e-09,4.5769e-06,2.5593e-11,1.3704e-11
+SW_cross_validated,,1.9803e-01,4.8880e-01,9.8152e-06,,8.3736e-13,1.3416e-04,1.1064e-01,4.7130e-06,1.4106e-04
+SW_15,,8.4763e-11,3.6488e-14,2.9935e-15,8.3736e-13,,4.4036e-10,8.6781e-15,4.7740e-11,4.1529e-13
+SW_30,,1.4178e-02,6.1029e-06,2.8346e-09,1.3416e-04,4.4036e-10,,6.7006e-07,6.5523e-01,5.8052e-02
+SW_60,,1.2723e-02,1.9314e-01,4.5769e-06,1.1064e-01,8.6781e-15,6.7006e-07,,1.1663e-09,1.2579e-10
+SW_120,,2.6966e-03,2.8805e-08,2.5593e-11,4.7130e-06,4.7740e-11,6.5523e-01,1.1663e-09,,1.1954e-03
+sFC,,9.1033e-02,6.0441e-08,1.3704e-11,1.4106e-04,4.1529e-13,5.8052e-02,1.2579e-10,1.1954e-03,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_T.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_T.csv
deleted file mode 100644
index cac007f1..00000000
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_T.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,,,,,,,,
-DCC_joint,,,,,,,,,,
-DCC_bivariate_loop,,,,,,,,,,
-SW_cross_validated,,,,,,,,,,
-SW_15,,,,,,,,,,
-SW_30,,,,,,,,,,
-SW_60,,,,,,,,,,
-SW_120,,,,,,,,,,
-sFC,,,,,,,,,,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
deleted file mode 100644
index cac007f1..00000000
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,,,,,,,,
-DCC_joint,,,,,,,,,,
-DCC_bivariate_loop,,,,,,,,,,
-SW_cross_validated,,,,,,,,,,
-SW_15,,,,,,,,,,
-SW_30,,,,,,,,,,
-SW_60,,,,,,,,,,
-SW_120,,,,,,,,,,
-sFC,,,,,,,,,,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_ptests.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
deleted file mode 100644
index caa4c360..00000000
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
-SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
-DCC_joint,nan,nan,-,nan,nan,nan,nan,nan,nan,nan
-DCC_bivariate_loop,nan,nan,nan,-,nan,nan,nan,nan,nan,nan
-SW_cross_validated,nan,nan,nan,nan,-,nan,nan,nan,nan,nan
-SW_15,nan,nan,nan,nan,nan,-,nan,nan,nan,nan
-SW_30,nan,nan,nan,nan,nan,nan,-,nan,nan,nan
-SW_60,nan,nan,nan,nan,nan,nan,nan,-,nan,nan
-SW_120,nan,nan,nan,nan,nan,nan,nan,nan,-,nan
-sFC,nan,nan,nan,nan,nan,nan,nan,nan,nan,-
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
deleted file mode 100644
index cac007f1..00000000
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,,,,,,,,
-DCC_joint,,,,,,,,,,
-DCC_bivariate_loop,,,,,,,,,,
-SW_cross_validated,,,,,,,,,,
-SW_15,,,,,,,,,,
-SW_30,,,,,,,,,,
-SW_60,,,,,,,,,,
-SW_120,,,,,,,,,,
-sFC,,,,,,,,,,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index 91e535c1..27add7ba 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0229,0.0046,0.0000,0.0000,0.0000,0.0000,0.0000,0.6840
-DCC_joint,,0.0229,,0.2798,0.0026,0.0000,0.0000,0.0000,0.0000,0.0305
-DCC_bivariate_loop,,0.0046,0.2798,,0.0602,0.0000,0.0000,0.0000,0.0003,0.0062
-SW_cross_validated,,0.0000,0.0026,0.0602,,0.0000,0.0000,0.0001,0.0131,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,,0.0485,0.0000
-SW_120,,0.0000,0.0000,0.0003,0.0131,0.0000,0.0000,0.0485,,0.0000
-sFC,,0.6840,0.0305,0.0062,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.2891e-02,4.5858e-03,6.9736e-06,1.7956e-17,2.5529e-13,2.1690e-09,4.6342e-08,6.8399e-01
+DCC_joint,,2.2891e-02,,2.7982e-01,2.6317e-03,9.0887e-16,1.3261e-11,1.7484e-07,7.8365e-06,3.0549e-02
+DCC_bivariate_loop,,4.5858e-03,2.7982e-01,,6.0223e-02,2.0362e-14,2.9827e-10,4.5673e-06,2.6652e-04,6.2268e-03
+SW_cross_validated,,6.9736e-06,2.6317e-03,6.0223e-02,,4.7232e-14,2.0664e-09,1.3045e-04,1.3081e-02,2.4593e-05
+SW_15,,1.7956e-17,9.0887e-16,2.0362e-14,4.7232e-14,,1.3946e-07,6.0164e-11,2.0064e-12,1.9666e-16
+SW_30,,2.5529e-13,1.3261e-11,2.9827e-10,2.0664e-09,1.3946e-07,,4.4410e-05,3.5467e-07,1.5437e-12
+SW_60,,2.1690e-09,1.7484e-07,4.5673e-06,1.3045e-04,6.0164e-11,4.4410e-05,,4.8491e-02,8.1078e-09
+SW_120,,4.6342e-08,7.8365e-06,2.6652e-04,1.3081e-02,2.0064e-12,3.5467e-07,4.8491e-02,,1.8400e-07
+sFC,,6.8399e-01,3.0549e-02,6.2268e-03,2.4593e-05,1.9666e-16,1.5437e-12,8.1078e-09,1.8400e-07,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index f716921c..22d832d4 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0380,0.0052,0.0001,0.0000,0.0000,0.0000,0.0000,0.2156
-DCC_joint,,0.0380,,0.1536,0.0006,0.0000,0.0000,0.0000,0.0000,0.4205
-DCC_bivariate_loop,,0.0052,0.1536,,0.0150,0.0000,0.0000,0.0000,0.0005,0.0706
-SW_cross_validated,,0.0001,0.0006,0.0150,,0.0000,0.0000,0.0003,0.2027,0.0007
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0003,0.0000,0.0000,,0.0068,0.0000
-SW_120,,0.0000,0.0000,0.0005,0.2027,0.0000,0.0000,0.0068,,0.0000
-sFC,,0.2156,0.4205,0.0706,0.0007,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.7961e-02,5.2300e-03,8.1698e-05,3.4831e-14,2.4252e-11,1.4726e-08,5.9326e-06,2.1560e-01
+DCC_joint,,3.7961e-02,,1.5364e-01,6.3550e-04,1.4611e-16,2.4505e-13,8.9554e-10,1.5558e-05,4.2053e-01
+DCC_bivariate_loop,,5.2300e-03,1.5364e-01,,1.4950e-02,2.2842e-15,7.0963e-12,5.4839e-08,4.7876e-04,7.0581e-02
+SW_cross_validated,,8.1698e-05,6.3550e-04,1.4950e-02,,4.8160e-13,6.6487e-09,2.6269e-04,2.0271e-01,7.3154e-04
+SW_15,,3.4831e-14,1.4611e-16,2.2842e-15,4.8160e-13,,1.7411e-09,2.6463e-13,1.2273e-12,1.8045e-14
+SW_30,,2.4252e-11,2.4505e-13,7.0963e-12,6.6487e-09,1.7411e-09,,2.8487e-07,4.9348e-08,2.3011e-11
+SW_60,,1.4726e-08,8.9554e-10,5.4839e-08,2.6269e-04,2.6463e-13,2.8487e-07,,6.8321e-03,3.4611e-08
+SW_120,,5.9326e-06,1.5558e-05,4.7876e-04,2.0271e-01,1.2273e-12,4.9348e-08,6.8321e-03,,3.7686e-05
+sFC,,2.1560e-01,4.2053e-01,7.0581e-02,7.3154e-04,1.8045e-14,2.3011e-11,3.4611e-08,3.7686e-05,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 4bbb8a07..2b353161 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0245,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0457,0.0000,0.0000,0.0005,0.0684,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0457,,0.0000,0.0000,0.0874,0.9992,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0245,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0005,0.0874,0.0000,0.0000,,0.1198,0.0000
-SW_120,,0.0000,0.0000,0.0684,0.9992,0.0000,0.0000,0.1198,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.4753e-11,5.1994e-06,2.6111e-07,3.2357e-14,1.5755e-12,8.0648e-09,8.4360e-07,3.0476e-20
+DCC_joint,,1.4753e-11,,1.5134e-08,1.8473e-06,9.7208e-09,2.4460e-02,3.8177e-05,6.7736e-06,1.2880e-17
+DCC_bivariate_loop,,5.1994e-06,1.5134e-08,,4.5713e-02,9.7986e-13,4.6110e-10,5.2202e-04,6.8428e-02,1.9136e-20
+SW_cross_validated,,2.6111e-07,1.8473e-06,4.5713e-02,,1.1662e-11,3.2386e-08,8.7425e-02,9.9921e-01,6.4780e-19
+SW_15,,3.2357e-14,9.7208e-09,9.7986e-13,1.1662e-11,,2.5165e-07,3.3694e-11,3.4418e-11,7.6846e-09
+SW_30,,1.5755e-12,2.4460e-02,4.6110e-10,3.2386e-08,2.5165e-07,,3.2927e-07,1.3893e-07,1.2090e-16
+SW_60,,8.0648e-09,3.8177e-05,5.2202e-04,8.7425e-02,3.3694e-11,3.2927e-07,,1.1984e-01,2.8888e-19
+SW_120,,8.4360e-07,6.7736e-06,6.8428e-02,9.9921e-01,3.4418e-11,1.3893e-07,1.1984e-01,,1.2471e-17
+sFC,,3.0476e-20,1.2880e-17,1.9136e-20,6.4780e-19,7.6846e-09,1.2090e-16,2.8888e-19,1.2471e-17,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index ea47fecc..d5595ca6 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0093,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0816,0.0000,0.0134,0.2497,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0816,,0.0000,0.6375,0.4786,0.0000,0.0000
-SW_15,,0.0000,0.0093,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0134,0.6375,0.0000,,0.1834,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.2497,0.4786,0.0000,0.1834,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.6171e-12,4.7839e-06,3.8001e-07,4.7014e-13,1.1916e-08,5.9307e-07,9.7211e-16,1.3633e-18
+DCC_joint,,7.6171e-12,,4.0468e-08,4.4188e-06,9.2656e-03,9.6840e-07,4.0957e-07,2.2151e-08,7.2892e-13
+DCC_bivariate_loop,,4.7839e-06,4.0468e-08,,8.1601e-02,5.9816e-10,1.3364e-02,2.4971e-01,2.0445e-13,1.0789e-16
+SW_cross_validated,,3.8001e-07,4.4188e-06,8.1601e-02,,3.8410e-08,6.3753e-01,4.7855e-01,8.4996e-12,6.6424e-15
+SW_15,,4.7014e-13,9.2656e-03,5.9816e-10,3.8410e-08,,5.0336e-09,4.1604e-09,7.8592e-06,5.9853e-11
+SW_30,,1.1916e-08,9.6840e-07,1.3364e-02,6.3753e-01,5.0336e-09,,1.8345e-01,3.4647e-13,2.7896e-17
+SW_60,,5.9307e-07,4.0957e-07,2.4971e-01,4.7855e-01,4.1604e-09,1.8345e-01,,9.4638e-13,4.6460e-16
+SW_120,,9.7211e-16,2.2151e-08,2.0445e-13,8.4996e-12,7.8592e-06,3.4647e-13,9.4638e-13,,9.1671e-07
+sFC,,1.3633e-18,7.2892e-13,1.0789e-16,6.6424e-15,5.9853e-11,2.7896e-17,4.6460e-16,9.1671e-07,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index a21d3c61..b99f17e1 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.5389,0.8857,0.0000,0.0000,0.0000,0.0000,0.0000,0.6946
-DCC_joint,,0.5389,,0.6760,0.0001,0.0000,0.0000,0.0000,0.0000,0.7851
-DCC_bivariate_loop,,0.8857,0.6760,,0.0000,0.0000,0.0000,0.0000,0.0000,0.8460
-SW_cross_validated,,0.0000,0.0001,0.0000,,0.0000,0.0000,0.0255,0.5729,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0255,0.0000,0.0000,,0.0175,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.5729,0.0000,0.0000,0.0175,,0.0000
-sFC,,0.6946,0.7851,0.8460,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.3887e-01,8.8567e-01,1.5300e-05,6.6767e-18,6.3063e-13,9.8017e-10,1.7263e-08,6.9457e-01
+DCC_joint,,5.3887e-01,,6.7600e-01,8.7706e-05,8.2800e-17,8.3013e-12,1.5855e-08,4.1287e-07,7.8506e-01
+DCC_bivariate_loop,,8.8567e-01,6.7600e-01,,4.3871e-05,6.7724e-17,5.5239e-12,8.4988e-09,1.9043e-07,8.4602e-01
+SW_cross_validated,,1.5300e-05,8.7706e-05,4.3871e-05,,5.1026e-13,1.3869e-06,2.5507e-02,5.7294e-01,2.8175e-05
+SW_15,,6.6767e-18,8.2800e-17,6.7724e-17,5.1026e-13,,3.9261e-11,6.6435e-14,2.7492e-15,9.9226e-18
+SW_30,,6.3063e-13,8.3013e-12,5.5239e-12,1.3869e-06,3.9261e-11,,1.1487e-05,4.7033e-08,1.0634e-12
+SW_60,,9.8017e-10,1.5855e-08,8.4988e-09,2.5507e-02,6.6435e-14,1.1487e-05,,1.7463e-02,1.9325e-09
+SW_120,,1.7263e-08,4.1287e-07,1.9043e-07,5.7294e-01,2.7492e-15,4.7033e-08,1.7463e-02,,3.9421e-08
+sFC,,6.9457e-01,7.8506e-01,8.4602e-01,2.8175e-05,9.9226e-18,1.0634e-12,1.9325e-09,3.9421e-08,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 1c16e168..1b535466 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0011,0.0051,0.0000,0.0000,0.0020,0.0084,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0044,0.0000,0.0004,0.0000
-DCC_bivariate_loop,,0.0011,0.0000,,0.6753,0.0000,0.0000,0.7574,0.5808,0.0000
-SW_cross_validated,,0.0051,0.0000,0.6753,,0.0000,0.0019,0.8717,0.8653,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0044,0.0000,0.0019,0.0000,,0.0001,0.0115,0.0000
-SW_60,,0.0020,0.0000,0.7574,0.8717,0.0000,0.0001,,0.7434,0.0000
-SW_120,,0.0084,0.0004,0.5808,0.8653,0.0000,0.0115,0.7434,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.7270e-09,1.1037e-03,5.0741e-03,2.2543e-12,5.3492e-08,1.9976e-03,8.3608e-03,1.7138e-18
+DCC_joint,,3.7270e-09,,2.9205e-08,3.8726e-05,3.4038e-07,4.4247e-03,1.3212e-06,3.8738e-04,2.3162e-18
+DCC_bivariate_loop,,1.1037e-03,2.9205e-08,,6.7533e-01,1.0543e-12,1.4586e-06,7.5737e-01,5.8077e-01,2.3385e-21
+SW_cross_validated,,5.0741e-03,3.8726e-05,6.7533e-01,,3.5407e-09,1.8542e-03,8.7170e-01,8.6532e-01,8.6690e-16
+SW_15,,2.2543e-12,3.4038e-07,1.0543e-12,3.5407e-09,,5.4325e-10,6.1831e-11,6.7687e-08,1.4298e-15
+SW_30,,5.3492e-08,4.4247e-03,1.4586e-06,1.8542e-03,5.4325e-10,,9.0391e-05,1.1488e-02,5.9216e-21
+SW_60,,1.9976e-03,1.3212e-06,7.5737e-01,8.7170e-01,6.1831e-11,9.0391e-05,,7.4339e-01,2.6126e-18
+SW_120,,8.3608e-03,3.8738e-04,5.8077e-01,8.6532e-01,6.7687e-08,1.1488e-02,7.4339e-01,,3.9087e-14
+sFC,,1.7138e-18,2.3162e-18,2.3385e-21,8.6690e-16,1.4298e-15,5.9216e-21,2.6126e-18,3.9087e-14,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index 93a3bf23..be99fec8 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.8607,0.1573
-DCC_joint,,0.0001,,0.1206,0.1004,0.3714,0.0008,0.0033,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.1206,,0.8147,0.5057,0.0078,0.0398,0.0000,0.0000
-SW_cross_validated,,0.0000,0.1004,0.8147,,0.4087,0.0182,0.0819,0.0000,0.0000
-SW_15,,0.0000,0.3714,0.5057,0.4087,,0.0038,0.0173,0.0000,0.0000
-SW_30,,0.0000,0.0008,0.0078,0.0182,0.0038,,0.4178,0.0000,0.0000
-SW_60,,0.0000,0.0033,0.0398,0.0819,0.0173,0.4178,,0.0000,0.0000
-SW_120,,0.8607,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0002
-sFC,,0.1573,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0002,
+SVWP_joint,,,1.0390e-04,1.8372e-06,2.3917e-06,1.1971e-05,8.6846e-08,1.8292e-07,8.6069e-01,1.5733e-01
+DCC_joint,,1.0390e-04,,1.2059e-01,1.0044e-01,3.7145e-01,8.0296e-04,3.3182e-03,3.8689e-07,1.5576e-08
+DCC_bivariate_loop,,1.8372e-06,1.2059e-01,,8.1474e-01,5.0570e-01,7.7573e-03,3.9799e-02,1.2825e-10,3.3444e-12
+SW_cross_validated,,2.3917e-06,1.0044e-01,8.1474e-01,,4.0866e-01,1.8198e-02,8.1910e-02,8.4112e-10,3.3763e-11
+SW_15,,1.1971e-05,3.7145e-01,5.0570e-01,4.0866e-01,,3.7905e-03,1.7342e-02,1.0010e-08,3.8556e-10
+SW_30,,8.6846e-08,8.0296e-04,7.7573e-03,1.8198e-02,3.7905e-03,,4.1783e-01,5.7566e-11,4.4244e-12
+SW_60,,1.8292e-07,3.3182e-03,3.9799e-02,8.1910e-02,1.7342e-02,4.1783e-01,,5.8622e-11,3.4155e-12
+SW_120,,8.6069e-01,3.8689e-07,1.2825e-10,8.4112e-10,1.0010e-08,5.7566e-11,5.8622e-11,,2.2436e-04
+sFC,,1.5733e-01,1.5576e-08,3.3444e-12,3.3763e-11,3.8556e-10,4.4244e-12,3.4155e-12,2.2436e-04,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index e687b8a0..316aacae 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0030,0.1071,0.0000,0.0000,0.0000,0.0000,0.0000,0.0008
-DCC_joint,,0.0030,,0.2411,0.0000,0.0000,0.0000,0.0000,0.0000,0.6606
-DCC_bivariate_loop,,0.1071,0.2411,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1217
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.1099,0.8161,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0018,0.0003,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.1099,0.0000,0.0018,,0.2482,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.8161,0.0000,0.0003,0.2482,,0.0000
-sFC,,0.0008,0.6606,0.1217,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.0300e-03,1.0709e-01,1.6096e-07,3.0598e-14,3.4514e-10,2.4874e-08,1.8100e-06,8.0484e-04
+DCC_joint,,3.0300e-03,,2.4115e-01,1.0309e-09,3.0161e-15,1.3849e-11,3.2359e-10,1.8233e-08,6.6063e-01
+DCC_bivariate_loop,,1.0709e-01,2.4115e-01,,6.8691e-08,7.5870e-14,2.7171e-10,1.3065e-08,4.7662e-07,1.2174e-01
+SW_cross_validated,,1.6096e-07,1.0309e-09,6.8691e-08,,1.2887e-10,4.3125e-05,1.0993e-01,8.1613e-01,3.2107e-10
+SW_15,,3.0598e-14,3.0161e-15,7.5870e-14,1.2887e-10,,1.3652e-05,3.5294e-09,2.9936e-09,1.2874e-15
+SW_30,,3.4514e-10,1.3849e-11,2.7171e-10,4.3125e-05,1.3652e-05,,1.8127e-03,3.1292e-04,6.2954e-12
+SW_60,,2.4874e-08,3.2359e-10,1.3065e-08,1.0993e-01,3.5294e-09,1.8127e-03,,2.4819e-01,1.1820e-10
+SW_120,,1.8100e-06,1.8233e-08,4.7662e-07,8.1613e-01,2.9936e-09,3.1292e-04,2.4819e-01,,7.4628e-09
+sFC,,8.0484e-04,6.6063e-01,1.2174e-01,3.2107e-10,1.2874e-15,6.2954e-12,1.1820e-10,7.4628e-09,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index a5f8975a..0d2fd0c6 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0024,0.0016,0.0000,0.0000,0.0000,0.0000,0.0000,0.1568
-DCC_joint,,0.0024,,0.2776,0.0098,0.0000,0.0000,0.0000,0.0007,0.1124
-DCC_bivariate_loop,,0.0016,0.2776,,0.2837,0.0000,0.0000,0.0003,0.0484,0.0268
-SW_cross_validated,,0.0000,0.0098,0.2837,,0.0000,0.0000,0.0004,0.2006,0.0002
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0215,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0215,,0.0146,0.0001,0.0000
-SW_60,,0.0000,0.0000,0.0003,0.0004,0.0000,0.0146,,0.0102,0.0000
-SW_120,,0.0000,0.0007,0.0484,0.2006,0.0000,0.0001,0.0102,,0.0000
-sFC,,0.1568,0.1124,0.0268,0.0002,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.4092e-03,1.5995e-03,1.0275e-06,6.9060e-12,3.4544e-10,4.6351e-10,1.0720e-07,1.5677e-01
+DCC_joint,,2.4092e-03,,2.7759e-01,9.7994e-03,1.0720e-09,9.4720e-08,1.4271e-06,6.5503e-04,1.1241e-01
+DCC_bivariate_loop,,1.5995e-03,2.7759e-01,,2.8369e-01,7.7733e-08,7.4045e-06,3.2413e-04,4.8392e-02,2.6848e-02
+SW_cross_validated,,1.0275e-06,9.7994e-03,2.8369e-01,,3.1355e-08,6.3147e-06,4.4353e-04,2.0060e-01,2.1840e-04
+SW_15,,6.9060e-12,1.0720e-09,7.7733e-08,3.1355e-08,,2.1526e-02,2.7755e-05,2.6648e-07,1.6424e-10
+SW_30,,3.4544e-10,9.4720e-08,7.4045e-06,6.3147e-06,2.1526e-02,,1.4643e-02,7.6677e-05,9.8470e-09
+SW_60,,4.6351e-10,1.4271e-06,3.2413e-04,4.4353e-04,2.7755e-05,1.4643e-02,,1.0166e-02,6.6799e-08
+SW_120,,1.0720e-07,6.5503e-04,4.8392e-02,2.0060e-01,2.6648e-07,7.6677e-05,1.0166e-02,,1.7510e-05
+sFC,,1.5677e-01,1.1241e-01,2.6848e-02,2.1840e-04,1.6424e-10,9.8470e-09,6.6799e-08,1.7510e-05,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index ae8171ea..0828c0f9 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0495,0.0000,0.0000,0.0126,0.0359,0.0000
-DCC_joint,,0.0000,,0.4163,0.0000,0.0000,0.3075,0.0035,0.0169,0.0000
-DCC_bivariate_loop,,0.0000,0.4163,,0.0001,0.0000,0.0783,0.0131,0.0451,0.0000
-SW_cross_validated,,0.0495,0.0000,0.0001,,0.0000,0.0000,0.2871,0.3786,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.3075,0.0783,0.0000,0.0001,,0.0007,0.0047,0.0000
-SW_60,,0.0126,0.0035,0.0131,0.2871,0.0000,0.0007,,0.9837,0.0000
-SW_120,,0.0359,0.0169,0.0451,0.3786,0.0000,0.0047,0.9837,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.1494e-07,1.6632e-06,4.9482e-02,4.7569e-10,9.6005e-08,1.2629e-02,3.5874e-02,9.2885e-22
+DCC_joint,,4.1494e-07,,4.1634e-01,1.7619e-05,1.1572e-05,3.0754e-01,3.5021e-03,1.6925e-02,5.1812e-22
+DCC_bivariate_loop,,1.6632e-06,4.1634e-01,,9.2622e-05,2.9826e-06,7.8301e-02,1.3105e-02,4.5078e-02,3.8236e-22
+SW_cross_validated,,4.9482e-02,1.7619e-05,9.2622e-05,,3.9128e-09,2.8885e-06,2.8710e-01,3.7857e-01,4.5729e-22
+SW_15,,4.7569e-10,1.1572e-05,2.9826e-06,3.9128e-09,,8.2536e-05,4.0772e-07,5.7889e-06,6.7207e-18
+SW_30,,9.6005e-08,3.0754e-01,7.8301e-02,2.8885e-06,8.2536e-05,,6.7949e-04,4.6903e-03,1.4796e-21
+SW_60,,1.2629e-02,3.5021e-03,1.3105e-02,2.8710e-01,4.0772e-07,6.7949e-04,,9.8372e-01,7.4824e-19
+SW_120,,3.5874e-02,1.6925e-02,4.5078e-02,3.7857e-01,5.7889e-06,4.6903e-03,9.8372e-01,,1.4529e-16
+sFC,,9.2885e-22,5.1812e-22,3.8236e-22,4.5729e-22,6.7207e-18,1.4796e-21,7.4824e-19,1.4529e-16,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index 0d7b2fdb..38cc5321 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0003,0.0987,0.0001,0.1945,0.0184,0.0000,0.0000
-DCC_joint,,0.0001,,0.3404,0.0039,0.6316,0.0003,0.0302,0.0000,0.0000
-DCC_bivariate_loop,,0.0003,0.3404,,0.0198,0.5650,0.0015,0.1370,0.0000,0.0000
-SW_cross_validated,,0.0987,0.0039,0.0198,,0.0049,0.5253,0.3923,0.0000,0.0000
-SW_15,,0.0001,0.6316,0.5650,0.0049,,0.0002,0.0460,0.0000,0.0000
-SW_30,,0.1945,0.0003,0.0015,0.5253,0.0002,,0.1201,0.0000,0.0000
-SW_60,,0.0184,0.0302,0.1370,0.3923,0.0460,0.1201,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.3302e-05,2.9825e-04,9.8684e-02,5.8106e-05,1.9453e-01,1.8439e-02,1.8713e-14,4.4377e-17
+DCC_joint,,7.3302e-05,,3.4035e-01,3.8972e-03,6.3155e-01,2.8686e-04,3.0190e-02,4.3716e-12,2.4948e-15
+DCC_bivariate_loop,,2.9825e-04,3.4035e-01,,1.9775e-02,5.6502e-01,1.5060e-03,1.3701e-01,2.4205e-13,1.1198e-16
+SW_cross_validated,,9.8684e-02,3.8972e-03,1.9775e-02,,4.8695e-03,5.2526e-01,3.9228e-01,1.3910e-13,2.3384e-16
+SW_15,,5.8106e-05,6.3155e-01,5.6502e-01,4.8695e-03,,2.0797e-04,4.6014e-02,1.0313e-13,2.4107e-17
+SW_30,,1.9453e-01,2.8686e-04,1.5060e-03,5.2526e-01,2.0797e-04,,1.2012e-01,1.2228e-15,6.6408e-19
+SW_60,,1.8439e-02,3.0190e-02,1.3701e-01,3.9228e-01,4.6014e-02,1.2012e-01,,6.2882e-13,9.4495e-16
+SW_120,,1.8713e-14,4.3716e-12,2.4205e-13,1.3910e-13,1.0313e-13,1.2228e-15,6.2882e-13,,4.3673e-10
+sFC,,4.4377e-17,2.4948e-15,1.1198e-16,2.3384e-16,2.4107e-17,6.6408e-19,9.4495e-16,4.3673e-10,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index 9fed51b0..87456146 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0209,0.0511,0.0029,0.0000,0.0053,0.0229,0.0000,0.1595
-DCC_joint,,0.0209,,0.8787,0.0001,0.0000,0.0003,0.0008,0.0000,0.1258
-DCC_bivariate_loop,,0.0511,0.8787,,0.0002,0.0000,0.0005,0.0015,0.0000,0.2495
-SW_cross_validated,,0.0029,0.0001,0.0002,,0.0003,0.9227,0.3525,0.4183,0.0004
-SW_15,,0.0000,0.0000,0.0000,0.0003,,0.0003,0.0000,0.0006,0.0000
-SW_30,,0.0053,0.0003,0.0005,0.9227,0.0003,,0.4206,0.3742,0.0008
-SW_60,,0.0229,0.0008,0.0015,0.3525,0.0000,0.4206,,0.0663,0.0029
-SW_120,,0.0000,0.0000,0.0000,0.4183,0.0006,0.3742,0.0663,,0.0000
-sFC,,0.1595,0.1258,0.2495,0.0004,0.0000,0.0008,0.0029,0.0000,
+SVWP_joint,,,2.0872e-02,5.1066e-02,2.9443e-03,1.7795e-07,5.3230e-03,2.2917e-02,4.8698e-05,1.5949e-01
+DCC_joint,,2.0872e-02,,8.7869e-01,1.2883e-04,2.7748e-08,2.5983e-04,7.5713e-04,1.7435e-06,1.2584e-01
+DCC_bivariate_loop,,5.1066e-02,8.7869e-01,,2.4913e-04,4.8176e-08,4.7205e-04,1.5032e-03,4.8076e-06,2.4946e-01
+SW_cross_validated,,2.9443e-03,1.2883e-04,2.4913e-04,,2.6108e-04,9.2268e-01,3.5248e-01,4.1833e-01,3.9926e-04
+SW_15,,1.7795e-07,2.7748e-08,4.8176e-08,2.6108e-04,,2.6151e-04,3.0140e-05,5.6905e-04,4.3285e-08
+SW_30,,5.3230e-03,2.5983e-04,4.7205e-04,9.2268e-01,2.6151e-04,,4.2064e-01,3.7421e-01,8.3006e-04
+SW_60,,2.2917e-02,7.5713e-04,1.5032e-03,3.5248e-01,3.0140e-05,4.2064e-01,,6.6267e-02,2.8813e-03
+SW_120,,4.8698e-05,1.7435e-06,4.8076e-06,4.1833e-01,5.6905e-04,3.7421e-01,6.6267e-02,,3.3857e-06
+sFC,,1.5949e-01,1.2584e-01,2.4946e-01,3.9926e-04,4.3285e-08,8.3006e-04,2.8813e-03,3.3857e-06,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index 1d8700f7..fbda6888 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0994,0.1006,0.0293,0.0000,0.0018,0.8031,0.0325,0.0000
-DCC_joint,,0.0994,,0.9853,0.3504,0.0000,0.0522,0.1032,0.1193,0.0000
-DCC_bivariate_loop,,0.1006,0.9853,,0.3404,0.0000,0.0476,0.1044,0.1175,0.0000
-SW_cross_validated,,0.0293,0.3504,0.3404,,0.0000,0.6160,0.0280,0.2504,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0803,0.0000
-SW_30,,0.0018,0.0522,0.0476,0.6160,0.0000,,0.0006,0.3064,0.0000
-SW_60,,0.8031,0.1032,0.1044,0.0280,0.0000,0.0006,,0.0364,0.0000
-SW_120,,0.0325,0.1193,0.1175,0.2504,0.0803,0.3064,0.0364,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.9396e-02,1.0061e-01,2.9269e-02,3.5562e-08,1.7890e-03,8.0312e-01,3.2481e-02,5.5115e-22
+DCC_joint,,9.9396e-02,,9.8527e-01,3.5040e-01,8.7149e-08,5.2217e-02,1.0323e-01,1.1926e-01,7.4807e-24
+DCC_bivariate_loop,,1.0061e-01,9.8527e-01,,3.4045e-01,7.7968e-08,4.7641e-02,1.0439e-01,1.1752e-01,5.7455e-24
+SW_cross_validated,,2.9269e-02,3.5040e-01,3.4045e-01,,3.6730e-06,6.1603e-01,2.8025e-02,2.5044e-01,2.6470e-21
+SW_15,,3.5562e-08,8.7149e-08,7.7968e-08,3.6730e-06,,1.3773e-07,8.6876e-09,8.0325e-02,1.4560e-20
+SW_30,,1.7890e-03,5.2217e-02,4.7641e-02,6.1603e-01,1.3773e-07,,6.0977e-04,3.0642e-01,5.1100e-28
+SW_60,,8.0312e-01,1.0323e-01,1.0439e-01,2.8025e-02,8.6876e-09,6.0977e-04,,3.6367e-02,6.8530e-24
+SW_120,,3.2481e-02,1.1926e-01,1.1752e-01,2.5044e-01,8.0325e-02,3.0642e-01,3.6367e-02,,4.8379e-13
+sFC,,5.5115e-22,7.4807e-24,5.7455e-24,2.6470e-21,1.4560e-20,5.1100e-28,6.8530e-24,4.8379e-13,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 694a2f29..cb465177 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0045
-DCC_joint,,0.0000,,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,0.0003
-DCC_bivariate_loop,,0.0000,0.0002,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.1877,0.3077,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.1877,0.0000,0.0000,,0.0264,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.3077,0.0000,0.0000,0.0264,,0.0000
-sFC,,0.0045,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.1799e-05,1.4933e-08,2.0292e-07,9.9243e-19,2.1323e-14,2.3719e-06,3.6086e-08,4.5394e-03
+DCC_joint,,1.1799e-05,,2.2767e-04,8.9758e-10,1.0216e-18,5.5247e-15,4.1307e-09,2.9125e-10,2.6278e-04
+DCC_bivariate_loop,,1.4933e-08,2.2767e-04,,4.0207e-11,2.4002e-18,4.8437e-15,1.1847e-10,1.7649e-11,6.7661e-08
+SW_cross_validated,,2.0292e-07,8.9758e-10,4.0207e-11,,9.1674e-15,1.3277e-07,1.8767e-01,3.0767e-01,3.7195e-09
+SW_15,,9.9243e-19,1.0216e-18,2.4002e-18,9.1674e-15,,8.3293e-13,1.7673e-15,3.4228e-14,7.9873e-20
+SW_30,,2.1323e-14,5.5247e-15,4.8437e-15,1.3277e-07,8.3293e-13,,5.7488e-09,1.8429e-06,3.9442e-16
+SW_60,,2.3719e-06,4.1307e-09,1.1847e-10,1.8767e-01,1.7673e-15,5.7488e-09,,2.6399e-02,2.5662e-08
+SW_120,,3.6086e-08,2.9125e-10,1.7649e-11,3.0767e-01,3.4228e-14,1.8429e-06,2.6399e-02,,9.3735e-10
+sFC,,4.5394e-03,2.6278e-04,6.7661e-08,3.7195e-09,7.9873e-20,3.9442e-16,2.5662e-08,9.3735e-10,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index 0c67988e..e633e2da 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1366,0.8167,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.1366,,0.2405,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.8167,0.2405,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0101,0.6295,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0101,0.0000,0.0000,,0.0039,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.6295,0.0000,0.0000,0.0039,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.3661e-01,8.1673e-01,1.9270e-12,2.0647e-19,5.0622e-15,1.0363e-11,1.3173e-12,3.3762e-06
+DCC_joint,,1.3661e-01,,2.4054e-01,1.3767e-13,4.3766e-20,1.1562e-15,1.8235e-12,7.7142e-14,2.3892e-05
+DCC_bivariate_loop,,8.1673e-01,2.4054e-01,,3.4254e-12,3.7280e-19,7.2178e-15,1.3282e-11,2.5330e-12,9.6319e-06
+SW_cross_validated,,1.9270e-12,1.3767e-13,3.4254e-12,,8.0848e-16,2.6591e-09,1.0055e-02,6.2955e-01,1.4513e-14
+SW_15,,2.0647e-19,4.3766e-20,3.7280e-19,8.0848e-16,,2.1769e-09,7.1798e-13,3.1472e-16,4.0643e-20
+SW_30,,5.0622e-15,1.1562e-15,7.2178e-15,2.6591e-09,2.1769e-09,,4.4869e-06,1.0268e-09,2.8884e-16
+SW_60,,1.0363e-11,1.8235e-12,1.3282e-11,1.0055e-02,7.1798e-13,4.4869e-06,,3.9144e-03,1.4453e-13
+SW_120,,1.3173e-12,7.7142e-14,2.5330e-12,6.2955e-01,3.1472e-16,1.0268e-09,3.9144e-03,,9.3140e-15
+sFC,,3.3762e-06,2.3892e-05,9.6319e-06,1.4513e-14,4.0643e-20,2.8884e-16,1.4453e-13,9.3140e-15,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index 48f42599..387ba25c 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.9090,0.3488,0.0000,0.0000,0.0000,0.0000,0.0000,0.0724
-DCC_joint,,0.9090,,0.3008,0.0000,0.0000,0.0000,0.0000,0.0000,0.0287
-DCC_bivariate_loop,,0.3488,0.3008,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0053
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0009,0.6941,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0009,0.0000,0.0000,,0.0064,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.6941,0.0000,0.0000,0.0064,,0.0000
-sFC,,0.0724,0.0287,0.0053,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.0903e-01,3.4885e-01,8.1037e-08,1.0441e-15,8.1846e-13,1.6447e-09,1.5731e-07,7.2409e-02
+DCC_joint,,9.0903e-01,,3.0077e-01,1.5139e-09,6.1919e-18,6.9494e-15,3.7245e-11,7.0152e-09,2.8728e-02
+DCC_bivariate_loop,,3.4885e-01,3.0077e-01,,2.1375e-08,3.6196e-17,5.0068e-14,3.2474e-10,7.1069e-08,5.3477e-03
+SW_cross_validated,,8.1037e-08,1.5139e-09,2.1375e-08,,1.7756e-15,1.5145e-10,9.2341e-04,6.9408e-01,1.5901e-09
+SW_15,,1.0441e-15,6.1919e-18,3.6196e-17,1.7756e-15,,4.2702e-10,3.1616e-13,5.1179e-14,1.5502e-16
+SW_30,,8.1846e-13,6.9494e-15,5.0068e-14,1.5145e-10,4.2702e-10,,3.8395e-07,3.7921e-09,6.8258e-14
+SW_60,,1.6447e-09,3.7245e-11,3.2474e-10,9.2341e-04,3.1616e-13,3.8395e-07,,6.3912e-03,6.5760e-11
+SW_120,,1.5731e-07,7.0152e-09,7.1069e-08,6.9408e-01,5.1179e-14,3.7921e-09,6.3912e-03,,3.8590e-09
+sFC,,7.2409e-02,2.8728e-02,5.3477e-03,1.5901e-09,1.5502e-16,6.8258e-14,6.5760e-11,3.8590e-09,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 19746861..c993450b 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.3077,0.0000,0.0000,0.0000,0.0000,0.0002,0.0000
-DCC_joint,,0.0001,,0.0000,0.1973,0.0000,0.0000,0.0030,0.6121,0.0000
-DCC_bivariate_loop,,0.3077,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.1973,0.0000,,0.0000,0.0000,0.0602,0.5635,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0085
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0030,0.0000,0.0602,0.0000,0.0000,,0.0297,0.0000
-SW_120,,0.0002,0.6121,0.0000,0.5635,0.0000,0.0000,0.0297,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0085,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.2266e-05,3.0770e-01,1.8976e-05,4.7291e-15,1.0859e-11,1.0707e-06,1.7042e-04,7.9329e-16
+DCC_joint,,7.2266e-05,,2.8923e-07,1.9733e-01,1.5243e-15,4.7558e-11,2.9997e-03,6.1210e-01,9.1698e-18
+DCC_bivariate_loop,,3.0770e-01,2.8923e-07,,1.6508e-07,4.0785e-17,5.1496e-14,1.4913e-08,3.3367e-06,5.7638e-19
+SW_cross_validated,,1.8976e-05,1.9733e-01,1.6508e-07,,4.5491e-14,3.5422e-09,6.0167e-02,5.6352e-01,2.5866e-15
+SW_15,,4.7291e-15,1.5243e-15,4.0785e-17,4.5491e-14,,3.3016e-10,1.5338e-12,2.6765e-13,8.5060e-03
+SW_30,,1.0859e-11,4.7558e-11,5.1496e-14,3.5422e-09,3.3016e-10,,6.5938e-07,1.1942e-08,1.4490e-11
+SW_60,,1.0707e-06,2.9997e-03,1.4913e-08,6.0167e-02,1.5338e-12,6.5938e-07,,2.9659e-02,2.7725e-13
+SW_120,,1.7042e-04,6.1210e-01,3.3367e-06,5.6352e-01,2.6765e-13,1.1942e-08,2.9659e-02,,5.4719e-14
+sFC,,7.9329e-16,9.1698e-18,5.7638e-19,2.5866e-15,8.5060e-03,1.4490e-11,2.7725e-13,5.4719e-14,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 287a40c3..c5659a82 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0176,0.0004,0.0000,0.0000,0.0001,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.8112,0.0000,0.0001,0.4933,0.0000,0.0000
-DCC_bivariate_loop,,0.0176,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0004,0.8112,0.0000,,0.0000,0.0060,0.4636,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0023,0.0016
-SW_30,,0.0000,0.0001,0.0000,0.0060,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0001,0.4933,0.0000,0.4636,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0023,0.0000,0.0000,,0.2455
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0016,0.0000,0.0000,0.2455,
+SVWP_joint,,,4.0521e-05,1.7616e-02,4.4634e-04,1.0638e-14,2.4650e-09,8.6461e-05,5.9924e-13,7.6303e-15
+DCC_joint,,4.0521e-05,,2.0019e-07,8.1122e-01,7.4179e-13,9.4866e-05,4.9334e-01,1.2368e-10,7.5421e-13
+DCC_bivariate_loop,,1.7616e-02,2.0019e-07,,5.6616e-06,1.1714e-15,4.1213e-11,2.8547e-07,4.8913e-14,6.7613e-16
+SW_cross_validated,,4.4634e-04,8.1122e-01,5.6616e-06,,6.0759e-10,5.9610e-03,4.6359e-01,3.4884e-08,2.3671e-09
+SW_15,,1.0638e-14,7.4179e-13,1.1714e-15,6.0759e-10,,3.6191e-12,8.4494e-14,2.2738e-03,1.6384e-03
+SW_30,,2.4650e-09,9.4866e-05,4.1213e-11,5.9610e-03,3.6191e-12,,6.2779e-06,5.3088e-09,1.6690e-12
+SW_60,,8.6461e-05,4.9334e-01,2.8547e-07,4.6359e-01,8.4494e-14,6.2779e-06,,1.7066e-11,4.4798e-14
+SW_120,,5.9924e-13,1.2368e-10,4.8913e-14,3.4884e-08,2.2738e-03,5.3088e-09,1.7066e-11,,2.4552e-01
+sFC,,7.6303e-15,7.5421e-13,6.7613e-16,2.3671e-09,1.6384e-03,1.6690e-12,4.4798e-14,2.4552e-01,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index bf7202cf..9b62f4dc 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0718,0.0376,0.0000,0.0000,0.0000,0.0000,0.0000,0.0036
-DCC_joint,,0.0718,,0.6492,0.0000,0.0000,0.0000,0.0000,0.0000,0.0670
-DCC_bivariate_loop,,0.0376,0.6492,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1607
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.3130,0.1377,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.3130,0.0000,0.0000,,0.0020,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1377,0.0000,0.0000,0.0020,,0.0000
-sFC,,0.0036,0.0670,0.1607,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.1821e-02,3.7571e-02,2.0231e-09,4.5638e-16,4.4520e-14,6.5773e-12,1.2457e-09,3.6465e-03
+DCC_joint,,7.1821e-02,,6.4917e-01,1.5990e-11,1.1887e-17,1.2163e-16,2.1842e-15,1.6276e-12,6.6987e-02
+DCC_bivariate_loop,,3.7571e-02,6.4917e-01,,1.1684e-11,1.0518e-17,1.0179e-16,1.7003e-15,1.1591e-12,1.6073e-01
+SW_cross_validated,,2.0231e-09,1.5990e-11,1.1684e-11,,4.9645e-12,6.9106e-07,3.1304e-01,1.3765e-01,3.1808e-12
+SW_15,,4.5638e-16,1.1887e-17,1.0518e-17,4.9645e-12,,1.7452e-09,2.6969e-13,1.2514e-13,5.1054e-18
+SW_30,,4.4520e-14,1.2163e-16,1.0179e-16,6.9106e-07,1.7452e-09,,2.5615e-08,1.7213e-09,3.1160e-17
+SW_60,,6.5773e-12,2.1842e-15,1.7003e-15,3.1304e-01,2.6969e-13,2.5615e-08,,2.0396e-03,3.0737e-16
+SW_120,,1.2457e-09,1.6276e-12,1.1591e-12,1.3765e-01,1.2514e-13,1.7213e-09,2.0396e-03,,2.2687e-13
+sFC,,3.6465e-03,6.6987e-02,1.6073e-01,3.1808e-12,5.1054e-18,3.1160e-17,3.0737e-16,2.2687e-13,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 6f829b0e..432ea945 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0022,0.0004,0.0003,0.0000,0.0000,0.0001,0.0222,0.0000
-DCC_joint,,0.0022,,0.0000,0.0329,0.0000,0.0000,0.0603,0.1986,0.0000
-DCC_bivariate_loop,,0.0004,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0009,0.0000
-SW_cross_validated,,0.0003,0.0329,0.0000,,0.0000,0.0002,0.3361,0.8427,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0016
-SW_30,,0.0000,0.0000,0.0000,0.0002,0.0000,,0.0000,0.0570,0.0000
-SW_60,,0.0001,0.0603,0.0000,0.3361,0.0000,0.0000,,0.4870,0.0000
-SW_120,,0.0222,0.1986,0.0009,0.8427,0.0000,0.0570,0.4870,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0016,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.2227e-03,3.8991e-04,3.2467e-04,3.0369e-15,1.7327e-10,1.1179e-04,2.2204e-02,7.3060e-18
+DCC_joint,,2.2227e-03,,1.0723e-09,3.2936e-02,1.2418e-15,7.6001e-10,6.0291e-02,1.9856e-01,9.6845e-20
+DCC_bivariate_loop,,3.8991e-04,1.0723e-09,,2.4208e-07,8.6473e-19,4.0222e-15,6.4864e-10,9.4359e-04,1.0598e-24
+SW_cross_validated,,3.2467e-04,3.2936e-02,2.4208e-07,,7.7531e-11,2.3812e-04,3.3611e-01,8.4266e-01,1.2096e-12
+SW_15,,3.0369e-15,1.2418e-15,8.6473e-19,7.7531e-11,,4.1731e-11,3.1774e-14,3.8093e-06,1.6397e-03
+SW_30,,1.7327e-10,7.6001e-10,4.0222e-15,2.3812e-04,4.1731e-11,,1.0396e-07,5.6983e-02,3.7463e-15
+SW_60,,1.1179e-04,6.0291e-02,6.4864e-10,3.3611e-01,3.1774e-14,1.0396e-07,,4.8700e-01,1.6493e-17
+SW_120,,2.2204e-02,1.9856e-01,9.4359e-04,8.4266e-01,3.8093e-06,5.6983e-02,4.8700e-01,,4.3894e-07
+sFC,,7.3060e-18,9.6845e-20,1.0598e-24,1.2096e-12,1.6397e-03,3.7463e-15,1.6493e-17,4.3894e-07,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index 4d1d5415..e0df74e5 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
 SVWP_joint,,,,,,,,,,
-DCC_joint,,,,0.4850,0.0251,0.1391,0.0001,0.0009,0.0000,0.0000
-DCC_bivariate_loop,,,0.4850,,0.0466,0.3038,0.0000,0.0010,0.0000,0.0000
-SW_cross_validated,,,0.0251,0.0466,,0.1904,0.1777,0.5988,0.0000,0.0000
-SW_15,,,0.1391,0.3038,0.1904,,0.0010,0.0170,0.0000,0.0000
-SW_30,,,0.0001,0.0000,0.1777,0.0010,,0.2490,0.0000,0.0000
-SW_60,,,0.0009,0.0010,0.5988,0.0170,0.2490,,0.0000,0.0000
-SW_120,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0040
-sFC,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0040,
+DCC_joint,,,,4.8501e-01,2.5071e-02,1.3909e-01,5.5731e-05,8.8311e-04,3.2079e-10,4.3258e-11
+DCC_bivariate_loop,,,4.8501e-01,,4.6630e-02,3.0381e-01,3.6011e-05,1.0026e-03,5.9654e-13,3.9322e-14
+SW_cross_validated,,,2.5071e-02,4.6630e-02,,1.9035e-01,1.7772e-01,5.9881e-01,1.5643e-09,4.4461e-10
+SW_15,,,1.3909e-01,3.0381e-01,1.9035e-01,,9.5239e-04,1.6990e-02,4.0030e-12,4.8788e-13
+SW_30,,,5.5731e-05,3.6011e-05,1.7772e-01,9.5239e-04,,2.4904e-01,2.3666e-14,3.5000e-15
+SW_60,,,8.8311e-04,1.0026e-03,5.9881e-01,1.6990e-02,2.4904e-01,,2.6370e-13,4.1682e-14
+SW_120,,,3.2079e-10,5.9654e-13,1.5643e-09,4.0030e-12,2.3666e-14,2.6370e-13,,4.0394e-03
+sFC,,,4.3258e-11,3.9322e-14,4.4461e-10,4.8788e-13,3.5000e-15,4.1682e-14,4.0394e-03,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index ecf979d1..884de6cf 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0447,0.3479,0.0563,0.0000,0.0000,0.0000,0.0329,0.0187
-DCC_joint,,0.0447,,0.5851,0.0013,0.0000,0.0000,0.0000,0.0042,0.9815
-DCC_bivariate_loop,,0.3479,0.5851,,0.0323,0.0000,0.0000,0.0001,0.0170,0.5468
-SW_cross_validated,,0.0563,0.0013,0.0323,,0.0000,0.0000,0.0032,0.2220,0.0004
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0022,0.0133,0.0000
-SW_60,,0.0000,0.0000,0.0001,0.0032,0.0000,0.0022,,0.4964,0.0000
-SW_120,,0.0329,0.0042,0.0170,0.2220,0.0000,0.0133,0.4964,,0.0032
-sFC,,0.0187,0.9815,0.5468,0.0004,0.0000,0.0000,0.0000,0.0032,
+SVWP_joint,,,4.4673e-02,3.4786e-01,5.6294e-02,1.5522e-13,2.2432e-09,2.9294e-05,3.2922e-02,1.8681e-02
+DCC_joint,,4.4673e-02,,5.8507e-01,1.2958e-03,1.2458e-13,5.3138e-10,1.7779e-06,4.1742e-03,9.8153e-01
+DCC_bivariate_loop,,3.4786e-01,5.8507e-01,,3.2290e-02,4.3372e-11,1.5535e-07,1.1561e-04,1.6986e-02,5.4683e-01
+SW_cross_validated,,5.6294e-02,1.2958e-03,3.2290e-02,,8.7284e-12,3.5585e-07,3.2417e-03,2.2202e-01,3.7456e-04
+SW_15,,1.5522e-13,1.2458e-13,4.3372e-11,8.7284e-12,,2.6990e-07,4.6708e-09,3.1884e-06,9.2606e-15
+SW_30,,2.2432e-09,5.3138e-10,1.5535e-07,3.5585e-07,2.6990e-07,,2.2252e-03,1.3347e-02,4.6410e-11
+SW_60,,2.9294e-05,1.7779e-06,1.1561e-04,3.2417e-03,4.6708e-09,2.2252e-03,,4.9642e-01,3.9304e-07
+SW_120,,3.2922e-02,4.1742e-03,1.6986e-02,2.2202e-01,3.1884e-06,1.3347e-02,4.9642e-01,,3.1891e-03
+sFC,,1.8681e-02,9.8153e-01,5.4683e-01,3.7456e-04,9.2606e-15,4.6410e-11,3.9304e-07,3.1891e-03,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index a1f2cdc3..3dc77381 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0645,0.0179,0.0006,0.0000,0.0000,0.0000,0.0000,0.1186
-DCC_joint,,0.0645,,0.5277,0.0547,0.0000,0.0000,0.0000,0.0038,0.7436
-DCC_bivariate_loop,,0.0179,0.5277,,0.1846,0.0000,0.0000,0.0000,0.0176,0.3422
-SW_cross_validated,,0.0006,0.0547,0.1846,,0.0000,0.0000,0.0003,0.2379,0.0273
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0003,0.0000,0.0000,,0.0070,0.0000
-SW_120,,0.0000,0.0038,0.0176,0.2379,0.0000,0.0000,0.0070,,0.0017
-sFC,,0.1186,0.7436,0.3422,0.0273,0.0000,0.0000,0.0000,0.0017,
+SVWP_joint,,,6.4529e-02,1.7934e-02,6.4768e-04,2.5157e-16,6.5650e-13,4.6833e-09,3.1906e-05,1.1856e-01
+DCC_joint,,6.4529e-02,,5.2770e-01,5.4671e-02,2.4773e-14,1.0218e-10,1.1682e-06,3.7835e-03,7.4356e-01
+DCC_bivariate_loop,,1.7934e-02,5.2770e-01,,1.8459e-01,1.1191e-13,5.8258e-10,8.2697e-06,1.7614e-02,3.4225e-01
+SW_cross_validated,,6.4768e-04,5.4671e-02,1.8459e-01,,7.2768e-13,8.6176e-09,2.9523e-04,2.3789e-01,2.7276e-02
+SW_15,,2.5157e-16,2.4773e-14,1.1191e-13,7.2768e-13,,3.0407e-10,6.3091e-13,3.3638e-12,1.1573e-14
+SW_30,,6.5650e-13,1.0218e-10,5.8258e-10,8.6176e-09,3.0407e-10,,1.3164e-06,9.9397e-08,4.2956e-11
+SW_60,,4.6833e-09,1.1682e-06,8.2697e-06,2.9523e-04,6.3091e-13,1.3164e-06,,7.0065e-03,4.4154e-07
+SW_120,,3.1906e-05,3.7835e-03,1.7614e-02,2.3789e-01,3.3638e-12,9.9397e-08,7.0065e-03,,1.6809e-03
+sFC,,1.1856e-01,7.4356e-01,3.4225e-01,2.7276e-02,1.1573e-14,4.2956e-11,4.4154e-07,1.6809e-03,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index 044eb733..0c222607 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0079,0.0000,0.0000,0.0122,0.0000,0.0000
-DCC_joint,,0.0000,,0.8118,0.0000,0.2976,0.0004,0.0000,0.2110,0.0000
-DCC_bivariate_loop,,0.0000,0.8118,,0.0000,0.4145,0.0002,0.0000,0.1254,0.0000
-SW_cross_validated,,0.0079,0.0000,0.0000,,0.0000,0.0223,0.9835,0.0000,0.0000
-SW_15,,0.0000,0.2976,0.4145,0.0000,,0.0000,0.0000,0.0142,0.0000
-SW_30,,0.0000,0.0004,0.0002,0.0223,0.0000,,0.0293,0.0027,0.0000
-SW_60,,0.0122,0.0000,0.0000,0.9835,0.0000,0.0293,,0.0000,0.0000
-SW_120,,0.0000,0.2110,0.1254,0.0000,0.0142,0.0027,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.1394e-08,1.3711e-08,7.9075e-03,8.8793e-10,4.7544e-05,1.2187e-02,4.6210e-08,9.6359e-25
+DCC_joint,,3.1394e-08,,8.1182e-01,2.6048e-06,2.9758e-01,4.0966e-04,5.0623e-06,2.1099e-01,2.3985e-22
+DCC_bivariate_loop,,1.3711e-08,8.1182e-01,,1.0565e-06,4.1452e-01,1.7574e-04,2.1961e-06,1.2545e-01,1.0769e-22
+SW_cross_validated,,7.9075e-03,2.6048e-06,1.0565e-06,,5.1498e-08,2.2262e-02,9.8352e-01,7.5787e-06,5.9512e-25
+SW_15,,8.8793e-10,2.9758e-01,4.1452e-01,5.1498e-08,,9.6362e-06,1.3809e-07,1.4219e-02,4.4311e-24
+SW_30,,4.7544e-05,4.0966e-04,1.7574e-04,2.2262e-02,9.6362e-06,,2.9306e-02,2.7476e-03,3.6755e-24
+SW_60,,1.2187e-02,5.0623e-06,2.1961e-06,9.8352e-01,1.3809e-07,2.9306e-02,,1.6921e-05,5.5296e-24
+SW_120,,4.6210e-08,2.1099e-01,1.2545e-01,7.5787e-06,1.4219e-02,2.7476e-03,1.6921e-05,,2.3155e-24
+sFC,,9.6359e-25,2.3985e-22,1.0769e-22,5.9512e-25,4.4311e-24,3.6755e-24,5.5296e-24,2.3155e-24,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index 79c59cb6..89ca4a22 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0003,0.0000,0.0053,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0697,0.0000,0.0000,0.0000,0.0084,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0697,,0.0000,0.0000,0.0000,0.1149,0.0000,0.0000
-SW_cross_validated,,0.0003,0.0000,0.0000,,0.0163,0.4348,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0163,,0.0086,0.0001,0.0000,0.0000
-SW_30,,0.0053,0.0000,0.0000,0.4348,0.0086,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0084,0.1149,0.0000,0.0001,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.6842e-12,2.0327e-12,2.8659e-04,1.9688e-05,5.3377e-03,1.8862e-09,1.0524e-21,3.4853e-24
+DCC_joint,,1.6842e-12,,6.9728e-02,6.0477e-12,3.0850e-08,4.6705e-11,8.3725e-03,7.3083e-19,3.3053e-22
+DCC_bivariate_loop,,2.0327e-12,6.9728e-02,,5.6134e-12,1.4122e-07,8.1854e-11,1.1492e-01,1.7966e-20,2.8865e-24
+SW_cross_validated,,2.8659e-04,6.0477e-12,5.6134e-12,,1.6303e-02,4.3481e-01,6.1809e-08,2.7791e-23,6.6218e-27
+SW_15,,1.9688e-05,3.0850e-08,1.4122e-07,1.6303e-02,,8.6370e-03,6.3009e-05,2.0857e-19,8.2213e-22
+SW_30,,5.3377e-03,4.6705e-11,8.1854e-11,4.3481e-01,8.6370e-03,,1.1016e-07,2.4858e-21,5.8288e-24
+SW_60,,1.8862e-09,8.3725e-03,1.1492e-01,6.1809e-08,6.3009e-05,1.1016e-07,,1.6962e-17,4.3786e-20
+SW_120,,1.0524e-21,7.3083e-19,1.7966e-20,2.7791e-23,2.0857e-19,2.4858e-21,1.6962e-17,,7.2604e-15
+sFC,,3.4853e-24,3.3053e-22,2.8865e-24,6.6218e-27,8.2213e-22,5.8288e-24,4.3786e-20,7.2604e-15,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index 9aadcea6..950595ab 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0070,0.0048,0.0317,0.0000,0.6461,0.4365,0.0000,0.2688
-DCC_joint,,0.0070,,0.7282,0.0003,0.0000,0.4187,0.0375,0.0000,0.0313
-DCC_bivariate_loop,,0.0048,0.7282,,0.0002,0.0000,0.3385,0.0276,0.0000,0.0201
-SW_cross_validated,,0.0317,0.0003,0.0002,,0.0004,0.1191,0.5499,0.0145,0.0044
-SW_15,,0.0000,0.0000,0.0000,0.0004,,0.0002,0.0006,0.0193,0.0000
-SW_30,,0.6461,0.4187,0.3385,0.1191,0.0002,,0.3704,0.0036,0.9497
-SW_60,,0.4365,0.0375,0.0276,0.5499,0.0006,0.3704,,0.0206,0.2151
-SW_120,,0.0000,0.0000,0.0000,0.0145,0.0193,0.0036,0.0206,,0.0000
-sFC,,0.2688,0.0313,0.0201,0.0044,0.0000,0.9497,0.2151,0.0000,
+SVWP_joint,,,6.9524e-03,4.8487e-03,3.1653e-02,1.6666e-05,6.4605e-01,4.3654e-01,4.7344e-05,2.6880e-01
+DCC_joint,,6.9524e-03,,7.2823e-01,2.5930e-04,1.6592e-06,4.1871e-01,3.7485e-02,9.7179e-07,3.1304e-02
+DCC_bivariate_loop,,4.8487e-03,7.2823e-01,,2.0540e-04,1.4377e-06,3.3852e-01,2.7644e-02,9.3788e-07,2.0081e-02
+SW_cross_validated,,3.1653e-02,2.5930e-04,2.0540e-04,,3.9567e-04,1.1906e-01,5.4993e-01,1.4505e-02,4.3793e-03
+SW_15,,1.6666e-05,1.6592e-06,1.4377e-06,3.9567e-04,,1.6547e-04,6.0136e-04,1.9283e-02,6.2877e-06
+SW_30,,6.4605e-01,4.1871e-01,3.3852e-01,1.1906e-01,1.6547e-04,,3.7040e-01,3.5654e-03,9.4968e-01
+SW_60,,4.3654e-01,3.7485e-02,2.7644e-02,5.4993e-01,6.0136e-04,3.7040e-01,,2.0567e-02,2.1514e-01
+SW_120,,4.7344e-05,9.7179e-07,9.3788e-07,1.4505e-02,1.9283e-02,3.5654e-03,2.0567e-02,,6.2555e-06
+sFC,,2.6880e-01,3.1304e-02,2.0081e-02,4.3793e-03,6.2877e-06,9.4968e-01,2.1514e-01,6.2555e-06,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index ad562db7..ca0e3d40 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0047,0.0011,0.0545,0.6988,0.0511,0.2017,0.0041,0.0000
-DCC_joint,,0.0047,,0.4891,0.0000,0.0005,0.0000,0.0000,0.3907,0.0000
-DCC_bivariate_loop,,0.0011,0.4891,,0.0000,0.0001,0.0000,0.0000,0.0875,0.0000
-SW_cross_validated,,0.0545,0.0000,0.0000,,0.0551,0.9514,0.1383,0.0000,0.0000
-SW_15,,0.6988,0.0005,0.0001,0.0551,,0.0512,0.2662,0.0001,0.0000
-SW_30,,0.0511,0.0000,0.0000,0.9514,0.0512,,0.1260,0.0000,0.0000
-SW_60,,0.2017,0.0000,0.0000,0.1383,0.2662,0.1260,,0.0000,0.0000
-SW_120,,0.0041,0.3907,0.0875,0.0000,0.0001,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.6774e-03,1.1249e-03,5.4455e-02,6.9881e-01,5.1078e-02,2.0165e-01,4.0658e-03,1.3179e-21
+DCC_joint,,4.6774e-03,,4.8910e-01,4.3874e-06,5.1999e-04,4.2951e-06,7.7088e-06,3.9065e-01,4.1472e-22
+DCC_bivariate_loop,,1.1249e-03,4.8910e-01,,9.2615e-07,1.0115e-04,9.1509e-07,1.3241e-06,8.7456e-02,6.4606e-22
+SW_cross_validated,,5.4455e-02,4.3874e-06,9.2615e-07,,5.5130e-02,9.5138e-01,1.3830e-01,3.3224e-08,1.7797e-26
+SW_15,,6.9881e-01,5.1999e-04,1.0115e-04,5.5130e-02,,5.1171e-02,2.6616e-01,9.6425e-05,3.9590e-24
+SW_30,,5.1078e-02,4.2951e-06,9.1509e-07,9.5138e-01,5.1171e-02,,1.2604e-01,3.6482e-08,2.4342e-26
+SW_60,,2.0165e-01,7.7088e-06,1.3241e-06,1.3830e-01,2.6616e-01,1.2604e-01,,1.6689e-09,1.2636e-30
+SW_120,,4.0658e-03,3.9065e-01,8.7456e-02,3.3224e-08,9.6425e-05,3.6482e-08,1.6689e-09,,2.0026e-29
+sFC,,1.3179e-21,4.1472e-22,6.4606e-22,1.7797e-26,3.9590e-24,2.4342e-26,1.2636e-30,2.0026e-29,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 2c8e7f55..f06cef75 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
 SVWP_joint,,,,,,,,,,
-DCC_joint,,,,0.0000,0.0045,0.0000,0.8620,0.0049,0.0000,0.0000
-DCC_bivariate_loop,,,0.0000,,0.0898,0.0000,0.0002,0.0947,0.0000,0.0000
-SW_cross_validated,,,0.0045,0.0898,,0.0000,0.0141,0.9973,0.0000,0.0000
-SW_15,,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0001,0.0000
-SW_30,,,0.8620,0.0002,0.0141,0.0000,,0.0147,0.0005,0.0038
-SW_60,,,0.0049,0.0947,0.9973,0.0000,0.0147,,0.0000,0.0000
-SW_120,,,0.0000,0.0000,0.0000,0.0001,0.0005,0.0000,,0.0184
-sFC,,,0.0000,0.0000,0.0000,0.0000,0.0038,0.0000,0.0184,
+DCC_joint,,,,6.2279e-06,4.5187e-03,1.6429e-08,8.6201e-01,4.9220e-03,5.3130e-06,1.8923e-05
+DCC_bivariate_loop,,,6.2279e-06,,8.9772e-02,1.1119e-11,1.8970e-04,9.4663e-02,5.9952e-11,1.2186e-11
+SW_cross_validated,,,4.5187e-03,8.9772e-02,,1.5639e-09,1.4135e-02,9.9727e-01,9.7016e-08,2.0432e-07
+SW_15,,,1.6429e-08,1.1119e-11,1.5639e-09,,8.0846e-07,1.8375e-09,8.1426e-05,7.5623e-07
+SW_30,,,8.6201e-01,1.8970e-04,1.4135e-02,8.0846e-07,,1.4728e-02,5.0961e-04,3.7797e-03
+SW_60,,,4.9220e-03,9.4663e-02,9.9727e-01,1.8375e-09,1.4728e-02,,1.2001e-07,2.6651e-07
+SW_120,,,5.3130e-06,5.9952e-11,9.7016e-08,8.1426e-05,5.0961e-04,1.2001e-07,,1.8384e-02
+sFC,,,1.8923e-05,1.2186e-11,2.0432e-07,7.5623e-07,3.7797e-03,2.6651e-07,1.8384e-02,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index 52a0e856..10cae38a 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0069,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,0.0207
-DCC_joint,,0.0069,,0.1657,0.0001,0.0000,0.0000,0.0000,0.0000,0.6309
-DCC_bivariate_loop,,0.0002,0.1657,,0.0041,0.0000,0.0000,0.0000,0.0000,0.0678
-SW_cross_validated,,0.0000,0.0001,0.0041,,0.0000,0.0000,0.0000,0.0004,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0004,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0004,,0.0044,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0004,0.0000,0.0000,0.0044,,0.0000
-sFC,,0.0207,0.6309,0.0678,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.8792e-03,1.9850e-04,1.9133e-08,3.7715e-16,2.0510e-13,1.8040e-12,2.0961e-10,2.0681e-02
+DCC_joint,,6.8792e-03,,1.6575e-01,1.0085e-04,1.0651e-14,1.0645e-11,4.3013e-10,9.2998e-08,6.3094e-01
+DCC_bivariate_loop,,1.9850e-04,1.6575e-01,,4.0961e-03,3.7845e-14,5.7072e-11,4.3813e-09,1.5282e-06,6.7804e-02
+SW_cross_validated,,1.9133e-08,1.0085e-04,4.0961e-03,,1.8100e-13,8.4435e-10,2.5997e-07,3.9795e-04,2.7085e-05
+SW_15,,3.7715e-16,1.0651e-14,3.7845e-14,1.8100e-13,,3.8449e-06,9.9155e-10,2.6330e-11,6.5847e-15
+SW_30,,2.0510e-13,1.0645e-11,5.7072e-11,8.4435e-10,3.8449e-06,,3.6878e-04,9.5586e-07,5.8182e-12
+SW_60,,1.8040e-12,4.3013e-10,4.3813e-09,2.5997e-07,9.9155e-10,3.6878e-04,,4.4065e-03,1.8838e-10
+SW_120,,2.0961e-10,9.2998e-08,1.5282e-06,3.9795e-04,2.6330e-11,9.5586e-07,4.4065e-03,,3.5506e-08
+sFC,,2.0681e-02,6.3094e-01,6.7804e-02,2.7085e-05,6.5847e-15,5.8182e-12,1.8838e-10,3.5506e-08,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 503327d4..20c9bef8 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0011,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0016
-DCC_joint,,0.0011,,0.2766,0.0004,0.0000,0.0000,0.0000,0.0000,0.7091
-DCC_bivariate_loop,,0.0001,0.2766,,0.0052,0.0000,0.0000,0.0000,0.0000,0.1424
-SW_cross_validated,,0.0000,0.0004,0.0052,,0.0000,0.0000,0.0000,0.0121,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0121,0.0000,0.0000,0.0001,,0.0000
-sFC,,0.0016,0.7091,0.1424,0.0001,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.0536e-03,1.3516e-04,4.5577e-07,5.4762e-19,2.3911e-16,5.2307e-13,7.9266e-10,1.5674e-03
+DCC_joint,,1.0536e-03,,2.7656e-01,4.1614e-04,2.8009e-18,3.3230e-15,3.3117e-11,2.3854e-07,7.0906e-01
+DCC_bivariate_loop,,1.3516e-04,2.7656e-01,,5.2149e-03,1.4432e-17,2.7374e-14,3.9666e-10,3.5691e-06,1.4239e-01
+SW_cross_validated,,4.5577e-07,4.1614e-04,5.2149e-03,,9.1451e-16,8.2094e-12,7.2604e-07,1.2106e-02,1.4180e-04
+SW_15,,5.4762e-19,2.8009e-18,1.4432e-17,9.1451e-16,,3.8840e-12,2.5610e-15,8.3678e-16,7.8615e-19
+SW_30,,2.3911e-16,3.3230e-15,2.7374e-14,8.2094e-12,3.8840e-12,,4.4492e-09,3.6117e-11,7.3449e-16
+SW_60,,5.2307e-13,3.3117e-11,3.9666e-10,7.2604e-07,2.5610e-15,4.4492e-09,,1.0239e-04,7.5891e-12
+SW_120,,7.9266e-10,2.3854e-07,3.5691e-06,1.2106e-02,8.3678e-16,3.6117e-11,1.0239e-04,,6.4756e-08
+sFC,,1.5674e-03,7.0906e-01,1.4239e-01,1.4180e-04,7.8615e-19,7.3449e-16,7.5891e-12,6.4756e-08,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index dabbc411..7b8e8b5d 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0410,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.1043,0.0000,0.0000,0.3078,0.0535,0.0000
-SW_cross_validated,,0.0000,0.0000,0.1043,,0.0000,0.0001,0.4355,0.8320,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0410,0.0000,0.0001,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.3078,0.4355,0.0000,0.0000,,0.4351,0.0000
-SW_120,,0.0000,0.0000,0.0535,0.8320,0.0000,0.0000,0.4351,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.0247e-13,8.2518e-09,1.6965e-08,7.7750e-16,1.2447e-12,4.1261e-09,1.1162e-10,8.9701e-25
+DCC_joint,,2.0247e-13,,8.6157e-09,2.7829e-06,3.4254e-07,4.0991e-02,8.3483e-08,5.3268e-08,1.0313e-18
+DCC_bivariate_loop,,8.2518e-09,8.6157e-09,,1.0425e-01,7.2873e-13,3.0718e-07,3.0775e-01,5.3498e-02,1.2601e-22
+SW_cross_validated,,1.6965e-08,2.7829e-06,1.0425e-01,,7.0907e-11,1.3368e-04,4.3547e-01,8.3199e-01,3.0194e-19
+SW_15,,7.7750e-16,3.4254e-07,7.2873e-13,7.0907e-11,,8.5042e-09,3.5678e-12,1.3920e-12,5.4664e-15
+SW_30,,1.2447e-12,4.0991e-02,3.0718e-07,1.3368e-04,8.5042e-09,,3.9245e-06,3.5880e-06,1.1485e-19
+SW_60,,4.1261e-09,8.3483e-08,3.0775e-01,4.3547e-01,3.5678e-12,3.9245e-06,,4.3509e-01,1.4395e-21
+SW_120,,1.1162e-10,5.3268e-08,5.3498e-02,8.3199e-01,1.3920e-12,3.5880e-06,4.3509e-01,,1.1426e-23
+sFC,,8.9701e-25,1.0313e-18,1.2601e-22,3.0194e-19,5.4664e-15,1.1485e-19,1.4395e-21,1.1426e-23,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 27779572..a9c616fd 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.5274,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.4543,0.0000,0.1443,0.0576,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.4543,,0.0000,0.5365,0.3250,0.0000,0.0000
-SW_15,,0.0000,0.5274,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.1443,0.5365,0.0000,,0.7176,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0576,0.3250,0.0000,0.7176,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.0617e-13,1.1267e-08,5.7283e-08,7.9463e-12,1.8449e-08,6.9248e-09,6.2228e-18,1.3481e-19
+DCC_joint,,2.0617e-13,,3.6547e-10,5.9880e-08,5.2740e-01,1.8352e-07,2.3309e-07,6.5711e-12,1.3711e-15
+DCC_bivariate_loop,,1.1267e-08,3.6547e-10,,4.5426e-01,6.3322e-08,1.4426e-01,5.7633e-02,1.0511e-17,2.0449e-20
+SW_cross_validated,,5.7283e-08,5.9880e-08,4.5426e-01,,2.0775e-06,5.3645e-01,3.2498e-01,1.5966e-14,1.0802e-16
+SW_15,,7.9463e-12,5.2740e-01,6.3322e-08,2.0775e-06,,6.3706e-06,9.5006e-06,5.8081e-10,5.4172e-13
+SW_30,,1.8449e-08,1.8352e-07,1.4426e-01,5.3645e-01,6.3706e-06,,7.1760e-01,2.5785e-14,1.4928e-16
+SW_60,,6.9248e-09,2.3309e-07,5.7633e-02,3.2498e-01,9.5006e-06,7.1760e-01,,1.6593e-14,7.8667e-17
+SW_120,,6.2228e-18,6.5711e-12,1.0511e-17,1.5966e-14,5.8081e-10,2.5785e-14,1.6593e-14,,2.7346e-12
+sFC,,1.3481e-19,1.3711e-15,2.0449e-20,1.0802e-16,5.4172e-13,1.4928e-16,7.8667e-17,2.7346e-12,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 3e2b7b43..4c3556ab 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.8062,0.9327,0.0171,0.0000,0.0000,0.0001,0.0001,0.9132
-DCC_joint,,0.8062,,0.7458,0.0229,0.0000,0.0000,0.0002,0.0002,0.7187
-DCC_bivariate_loop,,0.9327,0.7458,,0.0162,0.0000,0.0000,0.0001,0.0002,0.9837
-SW_cross_validated,,0.0171,0.0229,0.0162,,0.0000,0.0008,0.2115,0.4037,0.0140
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0008,0.0000,,0.0058,0.0007,0.0000
-SW_60,,0.0001,0.0002,0.0001,0.2115,0.0000,0.0058,,0.5309,0.0001
-SW_120,,0.0001,0.0002,0.0002,0.4037,0.0000,0.0007,0.5309,,0.0001
-sFC,,0.9132,0.7187,0.9837,0.0140,0.0000,0.0000,0.0001,0.0001,
+SVWP_joint,,,8.0621e-01,9.3270e-01,1.7077e-02,1.4101e-12,1.3131e-07,1.3668e-04,1.4250e-04,9.1315e-01
+DCC_joint,,8.0621e-01,,7.4579e-01,2.2871e-02,1.2883e-12,1.4819e-07,1.7954e-04,1.8990e-04,7.1867e-01
+DCC_bivariate_loop,,9.3270e-01,7.4579e-01,,1.6231e-02,1.8789e-12,1.5204e-07,1.4304e-04,1.5529e-04,9.8374e-01
+SW_cross_validated,,1.7077e-02,2.2871e-02,1.6231e-02,,6.3921e-09,7.7826e-04,2.1151e-01,4.0372e-01,1.4035e-02
+SW_15,,1.4101e-12,1.2883e-12,1.8789e-12,6.3921e-09,,2.0474e-06,6.2173e-09,4.1465e-10,1.0797e-12
+SW_30,,1.3131e-07,1.4819e-07,1.5204e-07,7.7826e-04,2.0474e-06,,5.7854e-03,6.7977e-04,9.9192e-08
+SW_60,,1.3668e-04,1.7954e-04,1.4304e-04,2.1151e-01,6.2173e-09,5.7854e-03,,5.3091e-01,1.0215e-04
+SW_120,,1.4250e-04,1.8990e-04,1.5529e-04,4.0372e-01,4.1465e-10,6.7977e-04,5.3091e-01,,9.9952e-05
+sFC,,9.1315e-01,7.1867e-01,9.8374e-01,1.4035e-02,1.0797e-12,9.9192e-08,1.0215e-04,9.9952e-05,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 55fbcdaa..25ba0736 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0002,0.0003,0.0000,0.0000,0.0002,0.0001,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.4201,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0002,0.0000,,0.4911,0.0000,0.0001,0.9911,0.1675,0.0000
-SW_cross_validated,,0.0003,0.0000,0.4911,,0.0000,0.0086,0.4914,0.5101,0.0000
-SW_15,,0.0000,0.4201,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0001,0.0086,0.0000,,0.0001,0.0685,0.0000
-SW_60,,0.0002,0.0000,0.9911,0.4914,0.0000,0.0001,,0.1655,0.0000
-SW_120,,0.0001,0.0000,0.1675,0.5101,0.0000,0.0685,0.1655,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.2694e-11,2.4087e-04,2.7432e-04,1.9041e-12,6.6701e-08,2.0826e-04,9.2855e-05,1.5747e-21
+DCC_joint,,1.2694e-11,,1.8221e-10,8.6583e-09,4.2010e-01,9.8491e-09,1.4561e-10,5.6646e-08,5.6431e-19
+DCC_bivariate_loop,,2.4087e-04,1.8221e-10,,4.9110e-01,1.3340e-11,1.2045e-04,9.9114e-01,1.6750e-01,2.5711e-23
+SW_cross_validated,,2.7432e-04,8.6583e-09,4.9110e-01,,1.0979e-09,8.5862e-03,4.9140e-01,5.1008e-01,2.3105e-20
+SW_15,,1.9041e-12,4.2010e-01,1.3340e-11,1.0979e-09,,3.7688e-10,1.0062e-11,7.8009e-09,5.5448e-20
+SW_30,,6.6701e-08,9.8491e-09,1.2045e-04,8.5862e-03,3.7688e-10,,9.5200e-05,6.8528e-02,7.6050e-25
+SW_60,,2.0826e-04,1.4561e-10,9.9114e-01,4.9140e-01,1.0062e-11,9.5200e-05,,1.6555e-01,1.3489e-23
+SW_120,,9.2855e-05,5.6646e-08,1.6750e-01,5.1008e-01,7.8009e-09,6.8528e-02,1.6555e-01,,1.3178e-19
+sFC,,1.5747e-21,5.6431e-19,2.5711e-23,2.3105e-20,5.5448e-20,7.6050e-25,1.3489e-23,1.3178e-19,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index 64f3dcee..4a1be3c5 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
 SVWP_joint,,,,,,,,,,
-DCC_joint,,,,0.4114,0.0796,0.0035,0.0773,0.0131,0.0000,0.0000
-DCC_bivariate_loop,,,0.4114,,0.1884,0.0002,0.1951,0.0329,0.0000,0.0000
-SW_cross_validated,,,0.0796,0.1884,,0.0002,0.8898,0.6093,0.0000,0.0000
-SW_15,,,0.0035,0.0002,0.0002,,0.0001,0.0000,0.0000,0.0000
-SW_30,,,0.0773,0.1951,0.8898,0.0001,,0.4789,0.0000,0.0000
-SW_60,,,0.0131,0.0329,0.6093,0.0000,0.4789,,0.0000,0.0000
-SW_120,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0002
-sFC,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0002,
+DCC_joint,,,,4.1138e-01,7.9648e-02,3.4609e-03,7.7326e-02,1.3084e-02,1.1051e-09,3.9132e-11
+DCC_bivariate_loop,,,4.1138e-01,,1.8836e-01,1.5781e-04,1.9513e-01,3.2934e-02,4.3097e-12,6.4852e-14
+SW_cross_validated,,,7.9648e-02,1.8836e-01,,2.2512e-04,8.8985e-01,6.0930e-01,4.4089e-09,4.4109e-10
+SW_15,,,3.4609e-03,1.5781e-04,2.2512e-04,,1.1561e-04,1.2659e-05,5.0314e-07,7.0441e-09
+SW_30,,,7.7326e-02,1.9513e-01,8.8985e-01,1.1561e-04,,4.7891e-01,6.7939e-10,5.1812e-11
+SW_60,,,1.3084e-02,3.2934e-02,6.0930e-01,1.2659e-05,4.7891e-01,,6.8664e-11,5.0488e-12
+SW_120,,,1.1051e-09,4.3097e-12,4.4089e-09,5.0314e-07,6.7939e-10,6.8664e-11,,2.3524e-04
+sFC,,,3.9132e-11,6.4852e-14,4.4109e-10,7.0441e-09,5.1812e-11,5.0488e-12,2.3524e-04,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index eeee0fd6..2508ae50 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0030,0.0267,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_joint,,0.0030,,0.6743,0.0000,0.0000,0.0000,0.0000,0.0000,0.2259
-DCC_bivariate_loop,,0.0267,0.6743,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1728
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0002,0.7743,0.1108,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0002,0.0000,,0.0002,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.7743,0.0000,0.0002,,0.1999,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1108,0.0000,0.0000,0.1999,,0.0000
-sFC,,0.0001,0.2259,0.1728,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.0291e-03,2.6680e-02,8.6849e-12,5.8194e-16,2.9841e-12,3.9036e-11,4.9854e-10,7.4659e-05
+DCC_joint,,3.0291e-03,,6.7427e-01,2.2936e-13,8.7494e-17,2.4589e-13,1.1165e-12,1.1659e-11,2.2586e-01
+DCC_bivariate_loop,,2.6680e-02,6.7427e-01,,4.3956e-12,5.7914e-16,1.4412e-12,1.5443e-11,1.3790e-10,1.7283e-01
+SW_cross_validated,,8.6849e-12,2.2936e-13,4.3956e-12,,5.7380e-11,2.3884e-04,7.7431e-01,1.1076e-01,1.7846e-14
+SW_15,,5.8194e-16,8.7494e-17,5.7914e-16,5.7380e-11,,6.3568e-07,7.9420e-11,2.7546e-11,2.0555e-17
+SW_30,,2.9841e-12,2.4589e-13,1.4412e-12,2.3884e-04,6.3568e-07,,2.0173e-04,2.1852e-05,5.6001e-14
+SW_60,,3.9036e-11,1.1165e-12,1.5443e-11,7.7431e-01,7.9420e-11,2.0173e-04,,1.9988e-01,1.1424e-13
+SW_120,,4.9854e-10,1.1659e-11,1.3790e-10,1.1076e-01,2.7546e-11,2.1852e-05,1.9988e-01,,1.2922e-12
+sFC,,7.4659e-05,2.2586e-01,1.7283e-01,1.7846e-14,2.0555e-17,5.6001e-14,1.1424e-13,1.2922e-12,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index 61ce0c90..eb4d6e5c 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0655,0.0179,0.0023,0.0000,0.0000,0.0000,0.0000,0.1208
-DCC_joint,,0.0655,,0.5139,0.1343,0.0000,0.0000,0.0000,0.0073,0.7585
-DCC_bivariate_loop,,0.0179,0.5139,,0.3892,0.0000,0.0000,0.0001,0.0391,0.3452
-SW_cross_validated,,0.0023,0.1343,0.3892,,0.0000,0.0000,0.0007,0.2267,0.0779
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0001,0.0007,0.0000,0.0000,,0.0067,0.0000
-SW_120,,0.0000,0.0073,0.0391,0.2267,0.0000,0.0000,0.0067,,0.0035
-sFC,,0.1208,0.7585,0.3452,0.0779,0.0000,0.0000,0.0000,0.0035,
+SVWP_joint,,,6.5519e-02,1.7940e-02,2.3093e-03,5.9584e-15,3.8864e-12,4.0169e-08,4.3529e-05,1.2081e-01
+DCC_joint,,6.5519e-02,,5.1386e-01,1.3434e-01,3.6576e-13,4.7061e-10,8.2429e-06,7.2990e-03,7.5849e-01
+DCC_bivariate_loop,,1.7940e-02,5.1386e-01,,3.8916e-01,1.8967e-12,3.2246e-09,6.5441e-05,3.9119e-02,3.4521e-01
+SW_cross_validated,,2.3093e-03,1.3434e-01,3.8916e-01,,8.0057e-12,2.2429e-08,7.0617e-04,2.2669e-01,7.7935e-02
+SW_15,,5.9584e-15,3.6576e-13,1.8967e-12,8.0057e-12,,2.6974e-08,2.4771e-11,4.2032e-12,2.4486e-13
+SW_30,,3.8864e-12,4.7061e-10,3.2246e-09,2.2429e-08,2.6974e-08,,3.8837e-06,3.6509e-08,2.7176e-10
+SW_60,,4.0169e-08,8.2429e-06,6.5441e-05,7.0617e-04,2.4771e-11,3.8837e-06,,6.7026e-03,3.9570e-06
+SW_120,,4.3529e-05,7.2990e-03,3.9119e-02,2.2669e-01,4.2032e-12,3.6509e-08,6.7026e-03,,3.5178e-03
+sFC,,1.2081e-01,7.5849e-01,3.4521e-01,7.7935e-02,2.4486e-13,2.7176e-10,3.9570e-06,3.5178e-03,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index e1bcd909..5ef81cad 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0046,0.0000,0.0000,0.0090,0.0100,0.0000
-DCC_joint,,0.0000,,0.8426,0.1299,0.0000,0.0727,0.0046,0.0050,0.0000
-DCC_bivariate_loop,,0.0000,0.8426,,0.0990,0.0000,0.0930,0.0027,0.0030,0.0000
-SW_cross_validated,,0.0046,0.1299,0.0990,,0.0000,0.0105,0.4000,0.3984,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0727,0.0930,0.0105,0.0000,,0.0002,0.0003,0.0000
-SW_60,,0.0090,0.0046,0.0027,0.4000,0.0000,0.0002,,0.9904,0.0000
-SW_120,,0.0100,0.0050,0.0030,0.3984,0.0000,0.0003,0.9904,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.1172e-06,1.6704e-06,4.6418e-03,2.1007e-11,5.4749e-07,9.0104e-03,1.0049e-02,3.6466e-22
+DCC_joint,,3.1172e-06,,8.4256e-01,1.2990e-01,1.6847e-08,7.2707e-02,4.6306e-03,5.0149e-03,1.3523e-22
+DCC_bivariate_loop,,1.6704e-06,8.4256e-01,,9.9046e-02,1.6441e-08,9.3013e-02,2.7384e-03,3.0042e-03,5.4582e-23
+SW_cross_validated,,4.6418e-03,1.2990e-01,9.9046e-02,,1.0493e-07,1.0539e-02,3.9996e-01,3.9840e-01,3.1740e-18
+SW_15,,2.1007e-11,1.6847e-08,1.6441e-08,1.0493e-07,,2.1541e-06,1.1099e-09,1.3191e-09,5.5300e-18
+SW_30,,5.4749e-07,7.2707e-02,9.3013e-02,1.0539e-02,2.1541e-06,,2.4677e-04,2.7117e-04,5.5115e-20
+SW_60,,9.0104e-03,4.6306e-03,2.7384e-03,3.9996e-01,1.1099e-09,2.4677e-04,,9.9039e-01,3.4306e-21
+SW_120,,1.0049e-02,5.0149e-03,3.0042e-03,3.9840e-01,1.3191e-09,2.7117e-04,9.9039e-01,,5.2741e-21
+sFC,,3.6466e-22,1.3523e-22,5.4582e-23,3.1740e-18,5.5300e-18,5.5115e-20,3.4306e-21,5.2741e-21,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index 036bc0ff..7010e884 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0011,0.0000,0.0003,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0933,0.0000,0.7081,0.0000,0.0109,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0933,,0.0001,0.1092,0.0003,0.2030,0.0000,0.0000
-SW_cross_validated,,0.0011,0.0000,0.0001,,0.0000,0.6923,0.0036,0.0000,0.0000
-SW_15,,0.0000,0.7081,0.1092,0.0000,,0.0001,0.0189,0.0000,0.0000
-SW_30,,0.0003,0.0000,0.0003,0.6923,0.0001,,0.0085,0.0000,0.0000
-SW_60,,0.0000,0.0109,0.2030,0.0036,0.0189,0.0085,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.8625e-10,1.9482e-09,1.0680e-03,1.0307e-08,3.4093e-04,1.6616e-07,5.0349e-21,1.9347e-23
+DCC_joint,,1.8625e-10,,9.3297e-02,6.1643e-06,7.0807e-01,1.3821e-05,1.0900e-02,1.1954e-18,9.7872e-22
+DCC_bivariate_loop,,1.9482e-09,9.3297e-02,,1.1284e-04,1.0918e-01,2.7936e-04,2.0299e-01,4.6325e-19,4.8357e-22
+SW_cross_validated,,1.0680e-03,6.1643e-06,1.1284e-04,,3.5639e-05,6.9235e-01,3.5624e-03,8.6118e-18,5.7980e-20
+SW_15,,1.0307e-08,7.0807e-01,1.0918e-01,3.5639e-05,,7.3726e-05,1.8899e-02,2.4294e-15,7.4763e-18
+SW_30,,3.4093e-04,1.3821e-05,2.7936e-04,6.9235e-01,7.3726e-05,,8.4664e-03,8.5687e-18,5.2604e-20
+SW_60,,1.6616e-07,1.0900e-02,2.0299e-01,3.5624e-03,1.8899e-02,8.4664e-03,,1.0480e-17,3.1858e-20
+SW_120,,5.0349e-21,1.1954e-18,4.6325e-19,8.6118e-18,2.4294e-15,8.5687e-18,1.0480e-17,,5.2727e-15
+sFC,,1.9347e-23,9.7872e-22,4.8357e-22,5.7980e-20,7.4763e-18,5.2604e-20,3.1858e-20,5.2727e-15,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index 16761f86..42e01981 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0013,0.0025,0.0000,0.0000,0.0038,0.0008,0.0000,0.0582
-DCC_joint,,0.0013,,0.7454,0.0000,0.0000,0.0004,0.0000,0.0000,0.0366
-DCC_bivariate_loop,,0.0025,0.7454,,0.0000,0.0000,0.0004,0.0000,0.0000,0.0435
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0003,0.8585,0.7607,0.0752,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0003,,0.0029,0.0004,0.0023,0.0000
-SW_30,,0.0038,0.0004,0.0004,0.8585,0.0029,,0.7063,0.3603,0.0012
-SW_60,,0.0008,0.0000,0.0000,0.7607,0.0004,0.7063,,0.0839,0.0002
-SW_120,,0.0000,0.0000,0.0000,0.0752,0.0023,0.3603,0.0839,,0.0000
-sFC,,0.0582,0.0366,0.0435,0.0000,0.0000,0.0012,0.0002,0.0000,
+SVWP_joint,,,1.2770e-03,2.5267e-03,1.2073e-05,2.3834e-07,3.8341e-03,8.0264e-04,1.4122e-08,5.8210e-02
+DCC_joint,,1.2770e-03,,7.4542e-01,2.9282e-07,4.2814e-08,3.9579e-04,3.5246e-05,5.3701e-10,3.6585e-02
+DCC_bivariate_loop,,2.5267e-03,7.4542e-01,,4.4410e-07,4.5198e-08,3.6394e-04,3.6640e-05,1.2880e-09,4.3530e-02
+SW_cross_validated,,1.2073e-05,2.9282e-07,4.4410e-07,,2.6493e-04,8.5846e-01,7.6068e-01,7.5175e-02,1.3602e-06
+SW_15,,2.3834e-07,4.2814e-08,4.5198e-08,2.6493e-04,,2.8933e-03,3.7602e-04,2.2611e-03,9.4347e-08
+SW_30,,3.8341e-03,3.9579e-04,3.6394e-04,8.5846e-01,2.8933e-03,,7.0629e-01,3.6035e-01,1.2422e-03
+SW_60,,8.0264e-04,3.5246e-05,3.6640e-05,7.6068e-01,3.7602e-04,7.0629e-01,,8.3927e-02,1.5561e-04
+SW_120,,1.4122e-08,5.3701e-10,1.2880e-09,7.5175e-02,2.2611e-03,3.6035e-01,8.3927e-02,,1.5377e-09
+sFC,,5.8210e-02,3.6585e-02,4.3530e-02,1.3602e-06,9.4347e-08,1.2422e-03,1.5561e-04,1.5377e-09,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index dfcd118f..f5457667 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.6157,0.2526,0.0740,0.0000,0.0390,0.1519,0.0006,0.0000
-DCC_joint,,0.6157,,0.5211,0.2144,0.0000,0.1067,0.3620,0.0027,0.0000
-DCC_bivariate_loop,,0.2526,0.5211,,0.5802,0.0001,0.2985,0.8040,0.0132,0.0000
-SW_cross_validated,,0.0740,0.2144,0.5802,,0.0001,0.5325,0.7581,0.0237,0.0000
-SW_15,,0.0000,0.0000,0.0001,0.0001,,0.0009,0.0001,0.0060,0.0000
-SW_30,,0.0390,0.1067,0.2985,0.5325,0.0009,,0.3944,0.1681,0.0000
-SW_60,,0.1519,0.3620,0.8040,0.7581,0.0001,0.3944,,0.0175,0.0000
-SW_120,,0.0006,0.0027,0.0132,0.0237,0.0060,0.1681,0.0175,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.1571e-01,2.5257e-01,7.4037e-02,6.5137e-06,3.8958e-02,1.5185e-01,5.8592e-04,1.5655e-22
+DCC_joint,,6.1571e-01,,5.2113e-01,2.1437e-01,2.1086e-05,1.0668e-01,3.6202e-01,2.6802e-03,5.1544e-22
+DCC_bivariate_loop,,2.5257e-01,5.2113e-01,,5.8016e-01,7.3714e-05,2.9852e-01,8.0397e-01,1.3174e-02,7.3691e-22
+SW_cross_validated,,7.4037e-02,2.1437e-01,5.8016e-01,,8.8893e-05,5.3247e-01,7.5805e-01,2.3684e-02,1.9967e-23
+SW_15,,6.5137e-06,2.1086e-05,7.3714e-05,8.8893e-05,,9.0320e-04,8.2107e-05,5.9829e-03,4.5014e-19
+SW_30,,3.8958e-02,1.0668e-01,2.9852e-01,5.3247e-01,9.0320e-04,,3.9437e-01,1.6805e-01,5.4271e-21
+SW_60,,1.5185e-01,3.6202e-01,8.0397e-01,7.5805e-01,8.2107e-05,3.9437e-01,,1.7502e-02,1.7518e-22
+SW_120,,5.8592e-04,2.6802e-03,1.3174e-02,2.3684e-02,5.9829e-03,1.6805e-01,1.7502e-02,,5.1111e-23
+sFC,,1.5655e-22,5.1544e-22,7.3691e-22,1.9967e-23,4.5014e-19,5.4271e-21,1.7518e-22,5.1111e-23,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index e6dbab96..f568cad6 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
 SVWP_joint,,,,,,,,,,
-DCC_joint,,,,0.0000,0.0017,0.0000,0.0000,0.0019,0.0000,0.0000
-DCC_bivariate_loop,,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,,0.0017,0.0000,,0.0000,0.0000,0.7607,0.0000,0.9303
-SW_15,,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0361,0.0000
-SW_60,,,0.0019,0.0000,0.7607,0.0000,0.0000,,0.0000,0.7280
-SW_120,,,0.0000,0.0000,0.0000,0.0000,0.0361,0.0000,,0.0000
-sFC,,,0.0000,0.0000,0.9303,0.0000,0.0000,0.7280,0.0000,
+DCC_joint,,,,2.5043e-06,1.7082e-03,2.1377e-14,9.4380e-09,1.9141e-03,3.9148e-10,2.3950e-05
+DCC_bivariate_loop,,,2.5043e-06,,1.6321e-08,3.8195e-16,9.1691e-12,7.6372e-09,3.2726e-14,5.0452e-12
+SW_cross_validated,,,1.7082e-03,1.6321e-08,,1.4326e-12,8.0213e-06,7.6072e-01,1.2122e-05,9.3032e-01
+SW_15,,,2.1377e-14,3.8195e-16,1.4326e-12,,8.0821e-09,4.8365e-13,9.4677e-12,2.3169e-14
+SW_30,,,9.4380e-09,9.1691e-12,8.0213e-06,8.0821e-09,,2.4979e-06,3.6053e-02,2.8032e-07
+SW_60,,,1.9141e-03,7.6372e-09,7.6072e-01,4.8365e-13,2.4979e-06,,1.5343e-06,7.2797e-01
+SW_120,,,3.9148e-10,3.2726e-14,1.2122e-05,9.4677e-12,3.6053e-02,1.5343e-06,,4.7486e-10
+sFC,,,2.3950e-05,5.0452e-12,9.3032e-01,2.3169e-14,2.8032e-07,7.2797e-01,4.7486e-10,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index b49b6bbe..b7339e14 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.3849,0.9689,0.0000,0.0000,0.0000,0.0000,0.0000,0.0068
-DCC_joint,,0.3849,,0.4396,0.0000,0.0000,0.0000,0.0000,0.0000,0.0501
-DCC_bivariate_loop,,0.9689,0.4396,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0129
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0060,0.6357,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0060,0.0000,0.0000,,0.0073,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.6357,0.0000,0.0000,0.0073,,0.0000
-sFC,,0.0068,0.0501,0.0129,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.8485e-01,9.6887e-01,6.3831e-13,1.3311e-18,3.9610e-15,1.3416e-12,2.2214e-11,6.8398e-03
+DCC_joint,,3.8485e-01,,4.3962e-01,1.7425e-13,6.9325e-19,1.7685e-15,4.7712e-13,6.7216e-12,5.0131e-02
+DCC_bivariate_loop,,9.6887e-01,4.3962e-01,,3.0565e-12,4.5219e-18,1.1423e-14,3.8267e-12,6.5030e-11,1.2873e-02
+SW_cross_validated,,6.3831e-13,1.7425e-13,3.0565e-12,,4.6925e-16,1.1281e-09,5.9633e-03,6.3566e-01,1.6630e-15
+SW_15,,1.3311e-18,6.9325e-19,4.5219e-18,4.6925e-16,,8.1206e-10,2.0014e-13,9.2019e-15,4.4538e-20
+SW_30,,3.9610e-15,1.7685e-15,1.1423e-14,1.1281e-09,8.1206e-10,,1.7923e-06,7.8398e-09,1.0391e-16
+SW_60,,1.3416e-12,4.7712e-13,3.8267e-12,5.9633e-03,2.0014e-13,1.7923e-06,,7.2934e-03,1.7794e-14
+SW_120,,2.2214e-11,6.7216e-12,6.5030e-11,6.3566e-01,9.2019e-15,7.8398e-09,7.2934e-03,,1.7265e-13
+sFC,,6.8398e-03,5.0131e-02,1.2873e-02,1.6630e-15,4.4538e-20,1.0391e-16,1.7794e-14,1.7265e-13,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index e06df822..6d0c34c3 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1361,0.6799,0.0000,0.0000,0.0000,0.0000,0.0000,0.0147
-DCC_joint,,0.1361,,0.3287,0.0000,0.0000,0.0000,0.0000,0.0000,0.3288
-DCC_bivariate_loop,,0.6799,0.3287,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0622
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.8506,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.8506,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0147,0.3288,0.0622,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.3613e-01,6.7985e-01,8.6517e-13,1.3233e-19,2.3129e-17,8.7576e-15,1.4868e-12,1.4704e-02
+DCC_joint,,1.3613e-01,,3.2873e-01,4.3855e-13,1.5003e-19,2.3494e-17,6.4875e-15,7.0884e-13,3.2880e-01
+DCC_bivariate_loop,,6.7985e-01,3.2873e-01,,5.9113e-12,6.5944e-19,1.6321e-16,6.8857e-14,8.5707e-12,6.2225e-02
+SW_cross_validated,,8.6517e-13,4.3855e-13,5.9113e-12,,2.1014e-17,3.1691e-13,3.0539e-06,8.5057e-01,4.7195e-14
+SW_15,,1.3233e-19,1.5003e-19,6.5944e-19,2.1014e-17,,6.9198e-12,4.8336e-16,4.2751e-17,4.3771e-20
+SW_30,,2.3129e-17,2.3494e-17,1.6321e-16,3.1691e-13,6.9198e-12,,2.5562e-10,8.6545e-13,4.5434e-18
+SW_60,,8.7576e-15,6.4875e-15,6.8857e-14,3.0539e-06,4.8336e-16,2.5562e-10,,9.5147e-06,8.5816e-16
+SW_120,,1.4868e-12,7.0884e-13,8.5707e-12,8.5057e-01,4.2751e-17,8.6545e-13,9.5147e-06,,8.4674e-14
+sFC,,1.4704e-02,3.2880e-01,6.2225e-02,4.7195e-14,4.3771e-20,4.5434e-18,8.5816e-16,8.4674e-14,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 2cd076ef..3418b484 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.8959,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.1559,0.0000,0.0000,0.7327,0.0033,0.0000
-DCC_bivariate_loop,,0.8959,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.1559,0.0000,,0.0000,0.0005,0.0950,0.0025,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0004
-SW_30,,0.0000,0.0000,0.0000,0.0005,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.7327,0.0000,0.0950,0.0000,0.0000,,0.0016,0.0000
-SW_120,,0.0000,0.0033,0.0000,0.0025,0.0000,0.0000,0.0016,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0004,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.5349e-07,8.9587e-01,2.7799e-06,3.6082e-15,2.1625e-11,2.7020e-07,8.4340e-06,7.3599e-19
+DCC_joint,,5.5349e-07,,1.1045e-08,1.5589e-01,1.3614e-13,1.2135e-07,7.3267e-01,3.2659e-03,9.6098e-19
+DCC_bivariate_loop,,8.9587e-01,1.1045e-08,,5.3633e-07,1.3873e-16,4.4012e-13,1.7701e-09,2.6735e-08,1.1613e-22
+SW_cross_validated,,2.7799e-06,1.5589e-01,5.3633e-07,,2.3755e-10,5.2552e-04,9.4987e-02,2.4818e-03,4.3046e-13
+SW_15,,3.6082e-15,1.3614e-13,1.3873e-16,2.3755e-10,,9.8079e-10,2.5768e-14,1.4182e-15,3.6078e-04
+SW_30,,2.1625e-11,1.2135e-07,4.4012e-13,5.2552e-04,9.8079e-10,,1.5372e-08,9.3814e-11,8.2009e-15
+SW_60,,2.7020e-07,7.3267e-01,1.7701e-09,9.4987e-02,2.5768e-14,1.5372e-08,,1.6426e-03,5.7390e-21
+SW_120,,8.4340e-06,3.2659e-03,2.6735e-08,2.4818e-03,1.4182e-15,9.3814e-11,1.6426e-03,,1.5138e-24
+sFC,,7.3599e-19,9.6098e-19,1.1613e-22,4.3046e-13,3.6078e-04,8.2009e-15,5.7390e-21,1.5138e-24,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 1723a006..7e26c262 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.3548,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.9610,0.0000,0.4324,0.0014,0.0000,0.0000
-DCC_bivariate_loop,,0.3548,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.9610,0.0000,,0.0000,0.6001,0.0245,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.5121,0.0041
-SW_30,,0.0000,0.4324,0.0000,0.6001,0.0000,,0.0011,0.0000,0.0000
-SW_60,,0.0000,0.0014,0.0000,0.0245,0.0000,0.0011,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.5121,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0041,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.3596e-09,3.5483e-01,3.8231e-06,1.4954e-12,2.9970e-08,2.6583e-06,1.1241e-17,3.7103e-20
+DCC_joint,,3.3596e-09,,1.1513e-08,9.6103e-01,2.7833e-08,4.3238e-01,1.4260e-03,1.8353e-12,5.3053e-15
+DCC_bivariate_loop,,3.5483e-01,1.1513e-08,,2.9013e-06,3.3528e-12,4.6124e-08,4.0555e-06,5.9566e-16,1.1003e-17
+SW_cross_validated,,3.8231e-06,9.6103e-01,2.9013e-06,,1.4775e-06,6.0011e-01,2.4462e-02,1.9187e-08,4.1980e-10
+SW_15,,1.4954e-12,2.7833e-08,3.3528e-12,1.4775e-06,,4.8018e-07,4.6946e-10,5.1213e-01,4.1439e-03
+SW_30,,2.9970e-08,4.3238e-01,4.6124e-08,6.0011e-01,4.8018e-07,,1.1474e-03,6.8257e-10,5.7938e-12
+SW_60,,2.6583e-06,1.4260e-03,4.0555e-06,2.4462e-02,4.6946e-10,1.1474e-03,,1.8947e-14,8.5132e-17
+SW_120,,1.1241e-17,1.8353e-12,5.9566e-16,1.9187e-08,5.1213e-01,6.8257e-10,1.8947e-14,,6.3809e-07
+sFC,,3.7103e-20,5.3053e-15,1.1003e-17,4.1980e-10,4.1439e-03,5.7938e-12,8.5132e-17,6.3809e-07,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 59318df7..f70a9528 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.6704,0.4950,0.0000,0.0000,0.0000,0.0000,0.0000,0.2442
-DCC_joint,,0.6704,,0.7838,0.0000,0.0000,0.0000,0.0000,0.0000,0.4693
-DCC_bivariate_loop,,0.4950,0.7838,,0.0000,0.0000,0.0000,0.0000,0.0000,0.6814
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0001,0.3087,0.6969,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0001,0.0000,,0.0002,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.3087,0.0000,0.0002,,0.0720,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.6969,0.0000,0.0000,0.0720,,0.0000
-sFC,,0.2442,0.4693,0.6814,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.7043e-01,4.9499e-01,2.1069e-07,4.9587e-15,1.2959e-11,9.2105e-10,1.9414e-09,2.4415e-01
+DCC_joint,,6.7043e-01,,7.8380e-01,1.4422e-07,4.8805e-15,1.1165e-11,7.1992e-10,1.4948e-09,4.6929e-01
+DCC_bivariate_loop,,4.9499e-01,7.8380e-01,,1.4319e-07,6.7600e-15,1.4027e-11,9.2501e-10,2.1169e-09,6.8139e-01
+SW_cross_validated,,2.1069e-07,1.4422e-07,1.4319e-07,,5.1978e-10,1.0136e-04,3.0869e-01,6.9686e-01,4.6316e-08
+SW_15,,4.9587e-15,4.8805e-15,6.7600e-15,5.1978e-10,,6.7113e-07,1.6339e-10,7.0529e-12,2.3286e-15
+SW_30,,1.2959e-11,1.1165e-11,1.4027e-11,1.0136e-04,6.7113e-07,,1.8725e-04,2.7148e-06,4.3618e-12
+SW_60,,9.2105e-10,7.1992e-10,9.2501e-10,3.0869e-01,1.6339e-10,1.8725e-04,,7.2044e-02,1.9752e-10
+SW_120,,1.9414e-09,1.4948e-09,2.1169e-09,6.9686e-01,7.0529e-12,2.7148e-06,7.2044e-02,,3.1173e-10
+sFC,,2.4415e-01,4.6929e-01,6.8139e-01,4.6316e-08,2.3286e-15,4.3618e-12,1.9752e-10,3.1173e-10,
diff --git a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index ef0b711a..3b7d8597 100644
--- a/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0072,0.0001,0.0000,0.0000,0.0001,0.0003,0.0000
-DCC_joint,,0.0000,,0.0000,0.4931,0.0000,0.0012,0.2440,0.2760,0.0000
-DCC_bivariate_loop,,0.0072,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0001,0.4931,0.0000,,0.0000,0.1113,0.1755,0.1864,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0012,0.0000,0.1113,0.0000,,0.0005,0.0010,0.0000
-SW_60,,0.0001,0.2440,0.0000,0.1755,0.0000,0.0005,,0.9747,0.0000
-SW_120,,0.0003,0.2760,0.0000,0.1864,0.0000,0.0010,0.9747,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.9378e-07,7.1741e-03,8.1183e-05,1.9745e-13,4.5133e-09,9.4916e-05,2.8949e-04,2.2999e-20
+DCC_joint,,2.9378e-07,,6.4620e-10,4.9312e-01,1.1576e-10,1.2020e-03,2.4402e-01,2.7599e-01,7.6794e-19
+DCC_bivariate_loop,,7.1741e-03,6.4620e-10,,2.1793e-06,1.0396e-14,5.4926e-11,4.7479e-07,2.2869e-06,1.9587e-22
+SW_cross_validated,,8.1183e-05,4.9312e-01,2.1793e-06,,4.4852e-07,1.1134e-01,1.7548e-01,1.8643e-01,6.4512e-12
+SW_15,,1.9745e-13,1.1576e-10,1.0396e-14,4.4852e-07,,1.0256e-07,4.7173e-10,1.5578e-09,2.9789e-09
+SW_30,,4.5133e-09,1.2020e-03,5.4926e-11,1.1134e-01,1.0256e-07,,4.9815e-04,9.8900e-04,3.2744e-15
+SW_60,,9.4916e-05,2.4402e-01,4.7479e-07,1.7548e-01,4.7173e-10,4.9815e-04,,9.7472e-01,4.8864e-16
+SW_120,,2.8949e-04,2.7599e-01,2.2869e-06,1.8643e-01,1.5578e-09,9.8900e-04,9.7472e-01,,5.4421e-15
+sFC,,2.2999e-20,7.6794e-19,1.9587e-22,6.4512e-12,2.9789e-09,3.2744e-15,4.8864e-16,5.4421e-15,
diff --git a/results/fmri/sim/d3s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_sFC.csv b/results/fmri/sim/d3s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_sFC.csv
new file mode 100644
index 00000000..e564ed6b
--- /dev/null
+++ b/results/fmri/sim/d3s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-4.24,-4.15,-4.38,-4.20,-4.19,-4.21,-4.16,-4.23,-4.28,-4.30,-4.22
+1,-4.17,-4.13,-4.24,-4.23,-4.24,-4.16,-4.25,-4.23,-4.18,-4.22,-4.26
+2,-4.31,-4.16,-4.32,-4.26,-4.20,-4.25,-4.22,-4.28,-4.33,-4.21,-4.16
+3,-4.26,-4.29,-4.21,-4.22,-4.31,-4.33,-4.20,-4.22,-4.29,-4.26,-4.21
+4,-4.26,-4.19,-4.28,-4.37,-4.17,-4.20,-4.20,-4.22,-4.18,-4.23,-4.30
+5,-4.23,-4.20,-4.33,-4.24,-4.19,-4.23,-4.24,-4.25,-4.25,-4.33,-4.28
+6,-4.29,-4.20,-4.29,-4.33,-4.26,-4.30,-4.19,-4.31,-4.30,-4.20,-4.26
+7,-4.25,-4.18,-4.20,-4.29,-4.26,-4.22,-4.19,-4.21,-4.22,-4.30,-4.26
+8,-4.27,-4.19,-4.28,-4.19,-4.18,-4.16,-4.41,-4.22,-4.25,-4.26,-4.25
+9,-4.28,-4.16,-4.35,-4.24,-4.26,-4.24,-4.28,-4.30,-4.24,-4.22,-4.25
diff --git a/results/fmri/sim/d3s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_sFC.csv b/results/fmri/sim/d3s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_sFC.csv
new file mode 100644
index 00000000..425ddaac
--- /dev/null
+++ b/results/fmri/sim/d3s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-4.36,-4.04,-4.27,-4.35,-4.25,-4.33,-4.22,-4.15,-4.36,-4.20,-4.23
+1,-4.24,-4.10,-4.27,-4.28,-4.40,-4.20,-4.21,-4.25,-4.43,-4.12,-4.12
+2,-4.28,-4.00,-4.29,-4.33,-4.32,-4.31,-4.32,-4.35,-4.36,-4.23,-4.20
+3,-4.24,-4.00,-4.26,-4.29,-4.26,-4.40,-4.44,-4.26,-4.23,-4.22,-4.04
+4,-4.23,-4.09,-4.26,-4.31,-4.29,-4.32,-4.36,-4.25,-4.16,-4.20,-4.12
+5,-4.41,-3.96,-4.32,-4.23,-4.29,-4.33,-4.30,-4.19,-4.29,-4.15,-4.12
+6,-4.18,-3.94,-4.35,-4.27,-4.26,-4.23,-4.17,-4.30,-4.29,-4.28,-4.30
+7,-4.18,-3.95,-4.23,-4.29,-4.11,-4.22,-4.17,-4.17,-4.23,-4.17,-4.10
+8,-4.25,-3.97,-4.22,-4.35,-4.30,-4.31,-4.27,-4.18,-4.35,-4.14,-4.12
+9,-4.20,-3.95,-4.29,-4.21,-4.30,-4.24,-4.35,-4.27,-4.40,-4.19,-4.07
diff --git a/results/fmri/sim/d3s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_sFC.csv b/results/fmri/sim/d3s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_sFC.csv
new file mode 100644
index 00000000..9669161a
--- /dev/null
+++ b/results/fmri/sim/d3s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-4.30,-3.80,-4.21,-4.38,-4.18,-4.43,-4.30,-4.20,-4.33,-4.25,-4.05
+1,-4.37,-3.90,-4.28,-4.28,-4.16,-4.30,-4.23,-4.36,-4.12,-4.05,-4.18
+2,-4.28,-3.83,-4.31,-4.15,-4.25,-4.21,-4.27,-4.22,-4.16,-4.11,-4.15
+3,-4.38,-3.91,-4.21,-4.27,-4.28,-4.27,-4.22,-4.27,-4.19,-4.12,-4.11
+4,-4.19,-3.93,-4.21,-4.36,-4.35,-4.53,-4.25,-4.15,-4.18,-4.19,-4.18
+5,-4.28,-3.93,-4.27,-4.16,-4.26,-4.22,-4.23,-4.22,-4.25,-4.15,-4.12
+6,-4.22,-3.77,-4.21,-4.31,-4.42,-4.13,-4.25,-4.17,-4.15,-4.27,-4.03
+7,-4.28,-3.81,-4.34,-4.25,-4.29,-4.18,-4.27,-4.28,-4.18,-4.24,-4.20
+8,-4.34,-3.81,-4.31,-4.17,-4.29,-4.34,-4.24,-4.23,-4.32,-4.17,-4.19
+9,-4.30,-3.70,-4.18,-4.37,-4.31,-4.22,-4.33,-4.30,-4.30,-4.15,-4.16
diff --git a/results/fmri/sim/d3s/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_sFC.csv b/results/fmri/sim/d3s/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_sFC.csv
new file mode 100644
index 00000000..bdeee31e
--- /dev/null
+++ b/results/fmri/sim/d3s/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-4.36,-3.83,-4.26,-4.22,-4.13,-4.24,-4.29,-4.20,-4.30,-4.40,-4.11
+1,-4.25,-3.67,-4.24,-4.24,-4.37,-4.32,-4.19,-4.15,-4.33,-4.20,-4.04
+2,-4.20,-3.85,-4.37,-4.36,-4.24,-4.21,-4.26,-4.21,-4.35,-4.14,-4.00
+3,-4.19,-3.71,-4.31,-4.22,-4.22,-4.47,-4.31,-4.22,-4.23,-4.16,-4.15
+4,-4.18,-3.75,-4.21,-4.24,-4.21,-4.09,-4.30,-4.09,-4.16,-4.17,-4.15
+5,-4.23,-3.76,-4.22,-4.31,-4.31,-4.30,-4.25,-4.13,-4.26,-4.25,-4.11
+6,-4.25,-3.78,-4.22,-4.34,-4.30,-4.24,-4.34,-4.19,-4.40,-4.09,-4.12
+7,-4.29,-3.69,-4.32,-4.22,-4.28,-4.28,-4.23,-4.19,-4.34,-4.09,-4.22
+8,-4.32,-3.71,-4.32,-4.18,-4.23,-4.25,-4.32,-4.22,-4.23,-4.08,-4.15
+9,-4.39,-3.62,-4.31,-4.21,-4.23,-4.34,-4.36,-4.18,-4.31,-3.99,-4.16
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index 6bcb918b..dcc14244 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0123,0.0741,0.6073,0.5492,0.3173,0.7316,0.0000,0.0000
-DCC_joint,,0.0123,,0.0350,0.0008,0.0016,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0741,0.0350,,0.0200,0.0367,0.0000,0.0007,0.0000,0.0000
-SW_cross_validated,,0.6073,0.0008,0.0200,,0.8817,0.0108,0.7019,0.0000,0.0000
-SW_15,,0.5492,0.0016,0.0367,0.8817,,0.0094,0.5875,0.0000,0.0000
-SW_30,,0.3173,0.0000,0.0000,0.0108,0.0094,,0.0048,0.0000,0.0000
-SW_60,,0.7316,0.0000,0.0007,0.7019,0.5875,0.0048,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.9685
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.9685,
+SVWP_joint,,,1.2343e-02,7.4109e-02,6.0730e-01,5.4922e-01,3.1734e-01,7.3162e-01,7.6180e-08,5.8169e-08
+DCC_joint,,1.2343e-02,,3.5010e-02,7.5136e-04,1.5563e-03,1.4020e-07,1.7970e-05,1.3361e-11,1.1826e-12
+DCC_bivariate_loop,,7.4109e-02,3.5010e-02,,1.9994e-02,3.6688e-02,1.4858e-06,6.9445e-04,5.2698e-14,1.1709e-15
+SW_cross_validated,,6.0730e-01,7.5136e-04,1.9994e-02,,8.8168e-01,1.0812e-02,7.0189e-01,4.2194e-12,1.1066e-12
+SW_15,,5.4922e-01,1.5563e-03,3.6688e-02,8.8168e-01,,9.4185e-03,5.8746e-01,1.1890e-11,3.6079e-12
+SW_30,,3.1734e-01,1.4020e-07,1.4858e-06,1.0812e-02,9.4185e-03,,4.8325e-03,2.4495e-15,2.1541e-16
+SW_60,,7.3162e-01,1.7970e-05,6.9445e-04,7.0189e-01,5.8746e-01,4.8325e-03,,4.4416e-15,1.7106e-16
+SW_120,,7.6180e-08,1.3361e-11,5.2698e-14,4.2194e-12,1.1890e-11,2.4495e-15,4.4416e-15,,9.6854e-01
+sFC,,5.8169e-08,1.1826e-12,1.1709e-15,1.1066e-12,3.6079e-12,2.1541e-16,1.7106e-16,9.6854e-01,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index 058699a4..b532acbd 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.3017,0.5994,0.0382,0.0000,0.0000,0.0000,0.0052,0.0906
-DCC_joint,,0.3017,,0.6548,0.0044,0.0000,0.0000,0.0000,0.0006,0.4775
-DCC_bivariate_loop,,0.5994,0.6548,,0.0178,0.0000,0.0000,0.0000,0.0027,0.2736
-SW_cross_validated,,0.0382,0.0044,0.0178,,0.0000,0.0000,0.0018,0.3261,0.0009
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0002,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0018,0.0000,0.0002,,0.0218,0.0000
-SW_120,,0.0052,0.0006,0.0027,0.3261,0.0000,0.0000,0.0218,,0.0001
-sFC,,0.0906,0.4775,0.2736,0.0009,0.0000,0.0000,0.0000,0.0001,
+SVWP_joint,,,3.0170e-01,5.9945e-01,3.8209e-02,6.9930e-12,4.4618e-10,1.2425e-05,5.2493e-03,9.0621e-02
+DCC_joint,,3.0170e-01,,6.5484e-01,4.3599e-03,2.9484e-12,9.9674e-11,1.7244e-06,6.0380e-04,4.7747e-01
+DCC_bivariate_loop,,5.9945e-01,6.5484e-01,,1.7807e-02,9.1973e-12,7.9268e-10,9.4188e-06,2.6708e-03,2.7356e-01
+SW_cross_validated,,3.8209e-02,4.3599e-03,1.7807e-02,,7.9306e-11,3.7728e-08,1.8303e-03,3.2607e-01,9.3023e-04
+SW_15,,6.9930e-12,2.9484e-12,9.1973e-12,7.9306e-11,,6.0148e-07,6.3270e-09,3.8020e-10,1.6827e-12
+SW_30,,4.4618e-10,9.9674e-11,7.9268e-10,3.7728e-08,6.0148e-07,,1.8256e-04,6.5713e-07,3.8654e-11
+SW_60,,1.2425e-05,1.7244e-06,9.4188e-06,1.8303e-03,6.3270e-09,1.8256e-04,,2.1803e-02,4.8767e-07
+SW_120,,5.2493e-03,6.0380e-04,2.6708e-03,3.2607e-01,3.8020e-10,6.5713e-07,2.1803e-02,,1.4021e-04
+sFC,,9.0621e-02,4.7747e-01,2.7356e-01,9.3023e-04,1.6827e-12,3.8654e-11,4.8767e-07,1.4021e-04,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index 21f0628b..644c1b99 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0008,0.0007,0.0000,0.0000,0.0000,0.0000,0.0000,0.0070
-DCC_joint,,0.0008,,0.2874,0.0002,0.0000,0.0000,0.0000,0.0000,0.4875
-DCC_bivariate_loop,,0.0007,0.2874,,0.0095,0.0000,0.0000,0.0000,0.0009,0.1205
-SW_cross_validated,,0.0000,0.0002,0.0095,,0.0000,0.0000,0.0002,0.1897,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0002,0.0000,0.0000,,0.0137,0.0000
-SW_120,,0.0000,0.0000,0.0009,0.1897,0.0000,0.0000,0.0137,,0.0000
-sFC,,0.0070,0.4875,0.1205,0.0001,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.5404e-04,6.7109e-04,1.6505e-07,1.7021e-18,1.5894e-14,6.7657e-12,7.0453e-08,7.0126e-03
+DCC_joint,,7.5404e-04,,2.8740e-01,2.0478e-04,1.5551e-16,2.0498e-12,3.4358e-09,2.4879e-05,4.8755e-01
+DCC_bivariate_loop,,6.7109e-04,2.8740e-01,,9.4507e-03,2.1324e-14,2.0719e-10,5.3500e-07,8.8867e-04,1.2045e-01
+SW_cross_validated,,1.6505e-07,2.0478e-04,9.4507e-03,,1.5846e-13,8.5210e-09,1.9621e-04,1.8975e-01,7.1355e-05
+SW_15,,1.7021e-18,1.5551e-16,2.1324e-14,1.5846e-13,,3.0855e-08,4.8701e-12,5.4803e-12,1.6734e-16
+SW_30,,1.5894e-14,2.0498e-12,2.0719e-10,8.5210e-09,3.0855e-08,,1.3406e-05,4.8890e-07,1.6262e-12
+SW_60,,6.7657e-12,3.4358e-09,5.3500e-07,1.9621e-04,4.8701e-12,1.3406e-05,,1.3730e-02,1.9983e-09
+SW_120,,7.0453e-08,2.4879e-05,8.8867e-04,1.8975e-01,5.4803e-12,4.8890e-07,1.3730e-02,,1.0367e-05
+sFC,,7.0126e-03,4.8755e-01,1.2045e-01,7.1355e-05,1.6734e-16,1.6262e-12,1.9983e-09,1.0367e-05,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index 46907a2e..9f15004c 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0051,0.0000,0.0001,0.0030,0.0000,0.0000
-DCC_joint,,0.0000,,0.8586,0.0000,0.5777,0.0000,0.0000,0.8728,0.0000
-DCC_bivariate_loop,,0.0000,0.8586,,0.0000,0.4157,0.0000,0.0000,0.7388,0.0000
-SW_cross_validated,,0.0051,0.0000,0.0000,,0.0000,0.0526,0.8540,0.0000,0.0000
-SW_15,,0.0000,0.5777,0.4157,0.0000,,0.0000,0.0000,0.7495,0.0000
-SW_30,,0.0001,0.0000,0.0000,0.0526,0.0000,,0.0658,0.0002,0.0000
-SW_60,,0.0030,0.0000,0.0000,0.8540,0.0000,0.0658,,0.0000,0.0000
-SW_120,,0.0000,0.8728,0.7388,0.0000,0.7495,0.0002,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.3326e-07,6.5434e-08,5.1314e-03,1.6125e-08,5.2655e-05,3.0251e-03,3.3052e-07,4.7993e-23
+DCC_joint,,1.3326e-07,,8.5863e-01,8.0940e-06,5.7771e-01,4.9190e-05,7.7799e-06,8.7279e-01,9.7056e-23
+DCC_bivariate_loop,,6.5434e-08,8.5863e-01,,3.3374e-06,4.1570e-01,1.6330e-05,3.0629e-06,7.3884e-01,3.0282e-23
+SW_cross_validated,,5.1314e-03,8.0940e-06,3.3374e-06,,5.9822e-07,5.2637e-02,8.5399e-01,2.3695e-05,9.9090e-25
+SW_15,,1.6125e-08,5.7771e-01,4.1570e-01,5.9822e-07,,9.1549e-07,4.2285e-07,7.4955e-01,9.0654e-28
+SW_30,,5.2655e-05,4.9190e-05,1.6330e-05,5.2637e-02,9.1549e-07,,6.5813e-02,1.7617e-04,7.6491e-28
+SW_60,,3.0251e-03,7.7799e-06,3.0629e-06,8.5399e-01,4.2285e-07,6.5813e-02,,2.4016e-05,2.9385e-25
+SW_120,,3.3052e-07,8.7279e-01,7.3884e-01,2.3695e-05,7.4955e-01,1.7617e-04,2.4016e-05,,4.9458e-22
+sFC,,4.7993e-23,9.7056e-23,3.0282e-23,9.9090e-25,9.0654e-28,7.6491e-28,2.9385e-25,4.9458e-22,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index 205666c6..ae02e4f3 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.3526,0.0000,0.0000,0.0000,0.3058,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.3526,,0.0000,0.0000,0.0000,0.9020,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0014,0.9535,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0014,,0.0006,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.9535,0.0006,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.3058,0.9020,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.6228e-12,1.2991e-12,2.5596e-05,9.9786e-10,3.7449e-06,2.8730e-12,4.3398e-28,1.9744e-30
+DCC_joint,,1.6228e-12,,3.5263e-01,1.2276e-09,3.3728e-08,5.3839e-10,3.0581e-01,8.7281e-19,7.0622e-21
+DCC_bivariate_loop,,1.2991e-12,3.5263e-01,,2.0364e-09,7.7307e-08,7.9110e-10,9.0198e-01,9.2054e-20,7.6881e-22
+SW_cross_validated,,2.5596e-05,1.2276e-09,2.0364e-09,,1.4264e-03,9.5354e-01,3.8872e-09,8.6726e-24,1.2874e-25
+SW_15,,9.9786e-10,3.3728e-08,7.7307e-08,1.4264e-03,,6.1733e-04,1.6009e-07,8.9213e-25,7.2703e-27
+SW_30,,3.7449e-06,5.3839e-10,7.9110e-10,9.5354e-01,6.1733e-04,,1.6174e-09,4.0146e-25,4.1806e-27
+SW_60,,2.8730e-12,3.0581e-01,9.0198e-01,3.8872e-09,1.6009e-07,1.6174e-09,,1.7693e-19,1.5615e-21
+SW_120,,4.3398e-28,8.7281e-19,9.2054e-20,8.6726e-24,8.9213e-25,4.0146e-25,1.7693e-19,,2.4872e-19
+sFC,,1.9744e-30,7.0622e-21,7.6881e-22,1.2874e-25,7.2703e-27,4.1806e-27,1.5615e-21,2.4872e-19,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index f74feb0d..975a3ce0 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0049,0.0001,0.7506,0.0003,0.4097,0.6316,0.2311,0.1693
-DCC_joint,,0.0049,,0.1864,0.0034,0.0000,0.1787,0.0518,0.0019,0.0118
-DCC_bivariate_loop,,0.0001,0.1864,,0.0001,0.0000,0.0278,0.0043,0.0001,0.0001
-SW_cross_validated,,0.7506,0.0034,0.0001,,0.0005,0.3064,0.4726,0.3493,0.0999
-SW_15,,0.0003,0.0000,0.0000,0.0005,,0.0003,0.0003,0.0055,0.0000
-SW_30,,0.4097,0.1787,0.0278,0.3064,0.0003,,0.7143,0.1075,0.9111
-SW_60,,0.6316,0.0518,0.0043,0.4726,0.0003,0.7143,,0.1578,0.6711
-SW_120,,0.2311,0.0019,0.0001,0.3493,0.0055,0.1075,0.1578,,0.0308
-sFC,,0.1693,0.0118,0.0001,0.0999,0.0000,0.9111,0.6711,0.0308,
+SVWP_joint,,,4.9495e-03,1.3671e-04,7.5062e-01,3.0858e-04,4.0967e-01,6.3156e-01,2.3114e-01,1.6934e-01
+DCC_joint,,4.9495e-03,,1.8637e-01,3.3745e-03,7.0579e-06,1.7873e-01,5.1828e-02,1.9032e-03,1.1793e-02
+DCC_bivariate_loop,,1.3671e-04,1.8637e-01,,1.1152e-04,1.2420e-06,2.7809e-02,4.2559e-03,1.4518e-04,7.9371e-05
+SW_cross_validated,,7.5062e-01,3.3745e-03,1.1152e-04,,5.4051e-04,3.0640e-01,4.7257e-01,3.4930e-01,9.9873e-02
+SW_15,,3.0858e-04,7.0579e-06,1.2420e-06,5.4051e-04,,3.2378e-04,3.3918e-04,5.4932e-03,3.7015e-05
+SW_30,,4.0967e-01,1.7873e-01,2.7809e-02,3.0640e-01,3.2378e-04,,7.1433e-01,1.0751e-01,9.1113e-01
+SW_60,,6.3156e-01,5.1828e-02,4.2559e-03,4.7257e-01,3.3918e-04,7.1433e-01,,1.5781e-01,6.7114e-01
+SW_120,,2.3114e-01,1.9032e-03,1.4518e-04,3.4930e-01,5.4932e-03,1.0751e-01,1.5781e-01,,3.0799e-02
+sFC,,1.6934e-01,1.1793e-02,7.9371e-05,9.9873e-02,3.7015e-05,9.1113e-01,6.7114e-01,3.0799e-02,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index 5f1f1e22..ce42d788 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0099,0.0010,0.0078,0.1828,0.0028,0.1144,0.0041,0.0000
-DCC_joint,,0.0099,,0.2081,0.0000,0.0003,0.0000,0.0000,0.8908,0.0000
-DCC_bivariate_loop,,0.0010,0.2081,,0.0000,0.0000,0.0000,0.0000,0.0876,0.0000
-SW_cross_validated,,0.0078,0.0000,0.0000,,0.2421,0.3210,0.0649,0.0000,0.0000
-SW_15,,0.1828,0.0003,0.0000,0.2421,,0.0901,0.9540,0.0001,0.0000
-SW_30,,0.0028,0.0000,0.0000,0.3210,0.0901,,0.0165,0.0000,0.0000
-SW_60,,0.1144,0.0000,0.0000,0.0649,0.9540,0.0165,,0.0000,0.0000
-SW_120,,0.0041,0.8908,0.0876,0.0000,0.0001,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.8717e-03,9.6899e-04,7.7508e-03,1.8281e-01,2.7633e-03,1.1440e-01,4.0595e-03,7.5862e-23
+DCC_joint,,9.8717e-03,,2.0811e-01,2.2806e-07,2.9340e-04,2.1868e-07,1.1126e-05,8.9076e-01,6.5013e-25
+DCC_bivariate_loop,,9.6899e-04,2.0811e-01,,2.3664e-08,3.1537e-05,2.7083e-08,8.3542e-07,8.7577e-02,1.8916e-24
+SW_cross_validated,,7.7508e-03,2.2806e-07,2.3664e-08,,2.4209e-01,3.2097e-01,6.4920e-02,3.3931e-10,1.9329e-29
+SW_15,,1.8281e-01,2.9340e-04,3.1537e-05,2.4209e-01,,9.0083e-02,9.5401e-01,6.5191e-05,4.3861e-23
+SW_30,,2.7633e-03,2.1868e-07,2.7083e-08,3.2097e-01,9.0083e-02,,1.6499e-02,2.0628e-09,3.3749e-27
+SW_60,,1.1440e-01,1.1126e-05,8.3542e-07,6.4920e-02,9.5401e-01,1.6499e-02,,1.1094e-07,9.9856e-28
+SW_120,,4.0595e-03,8.9076e-01,8.7577e-02,3.3931e-10,6.5191e-05,2.0628e-09,1.1094e-07,,2.7232e-31
+sFC,,7.5862e-23,6.5013e-25,1.8916e-24,1.9329e-29,4.3861e-23,3.3749e-27,9.9856e-28,2.7232e-31,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 579f198a..a8656d09 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0534,0.0002,0.0000,0.0000,0.0003,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0048,0.0000,0.1486,0.0054,0.0000,0.0000
-DCC_bivariate_loop,,0.0534,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0002,0.0048,0.0000,,0.0000,0.0023,0.8135,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0043,0.0000
-SW_30,,0.0000,0.1486,0.0000,0.0023,0.0000,,0.0023,0.0000,0.0001
-SW_60,,0.0003,0.0054,0.0000,0.8135,0.0000,0.0023,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0043,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,
+SVWP_joint,,,1.6662e-05,5.3429e-02,2.1857e-04,1.2653e-09,9.2931e-06,3.1191e-04,3.5569e-09,4.8455e-08
+DCC_joint,,1.6662e-05,,1.1897e-09,4.8231e-03,6.6204e-10,1.4862e-01,5.4032e-03,1.1405e-11,1.2573e-10
+DCC_bivariate_loop,,5.3429e-02,1.1897e-09,,2.2786e-06,9.9696e-13,6.3375e-08,1.1688e-05,5.1902e-15,4.7141e-15
+SW_cross_validated,,2.1857e-04,4.8231e-03,2.2786e-06,,1.4428e-10,2.3454e-03,8.1352e-01,5.3943e-12,7.1873e-11
+SW_15,,1.2653e-09,6.6204e-10,9.9696e-13,1.4428e-10,,5.7313e-08,2.0781e-10,4.3227e-03,1.7062e-06
+SW_30,,9.2931e-06,1.4862e-01,6.3375e-08,2.3454e-03,5.7313e-08,,2.2506e-03,1.3176e-07,7.4667e-05
+SW_60,,3.1191e-04,5.4032e-03,1.1688e-05,8.1352e-01,2.0781e-10,2.2506e-03,,1.7596e-11,4.1307e-10
+SW_120,,3.5569e-09,1.1405e-11,5.1902e-15,5.3943e-12,4.3227e-03,1.3176e-07,1.7596e-11,,2.1941e-06
+sFC,,4.8455e-08,1.2573e-10,4.7141e-15,7.1873e-11,1.7062e-06,7.4667e-05,4.1307e-10,2.1941e-06,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index ed56311e..a20faeb8 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1283,0.0128,0.0001,0.0000,0.0000,0.0000,0.0000,0.2139
-DCC_joint,,0.1283,,0.1497,0.0002,0.0000,0.0000,0.0000,0.0001,0.7397
-DCC_bivariate_loop,,0.0128,0.1497,,0.0045,0.0000,0.0000,0.0000,0.0008,0.0917
-SW_cross_validated,,0.0001,0.0002,0.0045,,0.0000,0.0000,0.0012,0.3715,0.0002
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0012,0.0000,0.0000,,0.0188,0.0000
-SW_120,,0.0000,0.0001,0.0008,0.3715,0.0000,0.0000,0.0188,,0.0000
-sFC,,0.2139,0.7397,0.0917,0.0002,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.2829e-01,1.2806e-02,5.5726e-05,6.8836e-14,1.4344e-10,3.3197e-08,1.6370e-05,2.1391e-01
+DCC_joint,,1.2829e-01,,1.4972e-01,2.2259e-04,4.3345e-15,4.2119e-11,1.5583e-08,5.1705e-05,7.3974e-01
+DCC_bivariate_loop,,1.2806e-02,1.4972e-01,,4.4898e-03,1.6952e-14,2.5126e-10,2.2816e-07,8.1540e-04,9.1672e-02
+SW_cross_validated,,5.5726e-05,2.2259e-04,4.4898e-03,,3.4260e-12,1.1898e-07,1.1594e-03,3.7146e-01,1.5640e-04
+SW_15,,6.8836e-14,4.3345e-15,1.6952e-14,3.4260e-12,,2.0743e-06,4.3146e-11,3.7633e-11,6.5240e-15
+SW_30,,1.4344e-10,4.2119e-11,2.5126e-10,1.1898e-07,2.0743e-06,,3.7384e-05,1.5544e-06,4.7893e-11
+SW_60,,3.3197e-08,1.5583e-08,2.2816e-07,1.1594e-03,4.3146e-11,3.7384e-05,,1.8780e-02,1.6185e-08
+SW_120,,1.6370e-05,5.1705e-05,8.1540e-04,3.7146e-01,3.7633e-11,1.5544e-06,1.8780e-02,,3.8241e-05
+sFC,,2.1391e-01,7.3974e-01,9.1672e-02,1.5640e-04,6.5240e-15,4.7893e-11,1.6185e-08,3.8241e-05,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index acadf546..e3e97b14 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0019,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0029
-DCC_joint,,0.0019,,0.1215,0.0001,0.0000,0.0000,0.0000,0.0000,0.6879
-DCC_bivariate_loop,,0.0001,0.1215,,0.0052,0.0000,0.0000,0.0000,0.0001,0.0515
-SW_cross_validated,,0.0000,0.0001,0.0052,,0.0000,0.0000,0.0001,0.1359,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,,0.0004,0.0000
-SW_120,,0.0000,0.0000,0.0001,0.1359,0.0000,0.0000,0.0004,,0.0000
-sFC,,0.0029,0.6879,0.0515,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.8669e-03,6.4181e-05,4.7977e-08,2.8298e-18,1.8482e-14,6.1132e-12,1.6463e-10,2.8850e-03
+DCC_joint,,1.8669e-03,,1.2147e-01,9.3822e-05,2.3140e-16,2.4631e-12,2.9519e-09,6.2811e-07,6.8795e-01
+DCC_bivariate_loop,,6.4181e-05,1.2147e-01,,5.1760e-03,2.3942e-15,3.8211e-11,1.0160e-07,6.2406e-05,5.1526e-02
+SW_cross_validated,,4.7977e-08,9.3822e-05,5.1760e-03,,3.2637e-14,2.5501e-09,5.8936e-05,1.3591e-01,2.4652e-05
+SW_15,,2.8298e-18,2.3140e-16,2.3942e-15,3.2637e-14,,1.2163e-08,2.5918e-12,7.6667e-15,6.4888e-17
+SW_30,,1.8482e-14,2.4631e-12,3.8211e-11,2.5501e-09,1.2163e-08,,1.2259e-05,2.7055e-09,7.3219e-13
+SW_60,,6.1132e-12,2.9519e-09,1.0160e-07,5.8936e-05,2.5918e-12,1.2259e-05,,3.7315e-04,7.4469e-10
+SW_120,,1.6463e-10,6.2811e-07,6.2406e-05,1.3591e-01,7.6667e-15,2.7055e-09,3.7315e-04,,1.1294e-07
+sFC,,2.8850e-03,6.8795e-01,5.1526e-02,2.4652e-05,6.4888e-17,7.3219e-13,7.4469e-10,1.1294e-07,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 9c17cba0..80f94d60 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0002,0.0000,0.0074,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0001,0.0000,,0.0022,0.0000,0.0000,0.1014,0.1234,0.0000
-SW_cross_validated,,0.0000,0.0002,0.0022,,0.0000,0.0694,0.0673,0.0534,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0074,0.0000,0.0694,0.0000,,0.0003,0.0002,0.0000
-SW_60,,0.0000,0.0000,0.1014,0.0673,0.0000,0.0003,,0.9059,0.0000
-SW_120,,0.0000,0.0000,0.1234,0.0534,0.0000,0.0002,0.9059,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.1464e-11,6.9640e-05,6.8361e-07,5.4399e-13,5.8170e-09,6.7018e-06,7.5458e-06,8.8834e-19
+DCC_joint,,8.1464e-11,,5.0827e-09,2.2442e-04,3.3902e-05,7.3561e-03,4.1791e-07,2.8113e-07,1.1421e-17
+DCC_bivariate_loop,,6.9640e-05,5.0827e-09,,2.2103e-03,3.0649e-12,3.5821e-06,1.0140e-01,1.2344e-01,2.7582e-20
+SW_cross_validated,,6.8361e-07,2.2442e-04,2.2103e-03,,5.0062e-08,6.9350e-02,6.7348e-02,5.3412e-02,2.9335e-16
+SW_15,,5.4399e-13,3.3902e-05,3.0649e-12,5.0062e-08,,1.8728e-07,1.5239e-10,1.0472e-10,1.1626e-16
+SW_30,,5.8170e-09,7.3561e-03,3.5821e-06,6.9350e-02,1.8728e-07,,3.1993e-04,2.2162e-04,1.6766e-17
+SW_60,,6.7018e-06,4.1791e-07,1.0140e-01,6.7348e-02,1.5239e-10,3.1993e-04,,9.0592e-01,1.4102e-18
+SW_120,,7.5458e-06,2.8113e-07,1.2344e-01,5.3412e-02,1.0472e-10,2.2162e-04,9.0592e-01,,9.3274e-19
+sFC,,8.8834e-19,1.1421e-17,2.7582e-20,2.9335e-16,1.1626e-16,1.6766e-17,1.4102e-18,9.3274e-19,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index dc1e183c..0e1259d6 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0505,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0226,0.0000,0.0230,0.0006,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0226,,0.0000,0.9624,0.2615,0.0000,0.0000
-SW_15,,0.0000,0.0505,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0230,0.9624,0.0000,,0.2332,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0006,0.2615,0.0000,0.2332,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.3195e-19,6.1762e-12,4.3929e-12,8.4457e-17,3.1475e-12,4.3542e-14,1.8932e-25,2.6773e-27
+DCC_joint,,7.3195e-19,,1.4681e-12,4.5566e-10,5.0500e-02,3.0630e-10,2.0003e-10,2.2152e-15,1.1406e-18
+DCC_bivariate_loop,,6.1762e-12,1.4681e-12,,2.2554e-02,1.3530e-10,2.2957e-02,5.6053e-04,1.6335e-19,2.1115e-21
+SW_cross_validated,,4.3929e-12,4.5566e-10,2.2554e-02,,3.2644e-08,9.6243e-01,2.6147e-01,3.8036e-17,4.5436e-19
+SW_15,,8.4457e-17,5.0500e-02,1.3530e-10,3.2644e-08,,2.3542e-08,3.4361e-08,1.8704e-14,2.7135e-17
+SW_30,,3.1475e-12,3.0630e-10,2.2957e-02,9.6243e-01,2.3542e-08,,2.3316e-01,2.2595e-17,2.6476e-19
+SW_60,,4.3542e-14,2.0003e-10,5.6053e-04,2.6147e-01,3.4361e-08,2.3316e-01,,1.5031e-18,1.1636e-20
+SW_120,,1.8932e-25,2.2152e-15,1.6335e-19,3.8036e-17,1.8704e-14,2.2595e-17,1.5031e-18,,1.9510e-16
+sFC,,2.6773e-27,1.1406e-18,2.1115e-21,4.5436e-19,2.7135e-17,2.6476e-19,1.1636e-20,1.9510e-16,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 0f9c2418..95a6a5c5 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.7814,0.6671,0.0004,0.0000,0.0000,0.0000,0.0000,0.6738
-DCC_joint,,0.7814,,0.4823,0.0004,0.0000,0.0000,0.0000,0.0000,0.8735
-DCC_bivariate_loop,,0.6671,0.4823,,0.0003,0.0000,0.0000,0.0000,0.0000,0.4089
-SW_cross_validated,,0.0004,0.0004,0.0003,,0.0000,0.0000,0.0000,0.0038,0.0007
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.1452,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0038,0.0000,0.0000,0.1452,,0.0000
-sFC,,0.6738,0.8735,0.4089,0.0007,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.8140e-01,6.6714e-01,3.9795e-04,5.1434e-19,6.2869e-12,2.0251e-10,2.9828e-07,6.7376e-01
+DCC_joint,,7.8140e-01,,4.8234e-01,4.3034e-04,1.4637e-19,3.7350e-12,7.0860e-11,2.3847e-07,8.7348e-01
+DCC_bivariate_loop,,6.6714e-01,4.8234e-01,,3.0546e-04,2.4275e-18,1.1723e-11,6.1623e-10,3.5246e-07,4.0893e-01
+SW_cross_validated,,3.9795e-04,4.3034e-04,3.0546e-04,,9.9360e-17,5.1774e-09,1.6397e-05,3.8049e-03,6.5239e-04
+SW_15,,5.1434e-19,1.4637e-19,2.4275e-18,9.9360e-17,,2.1751e-12,4.9382e-18,2.1084e-15,2.3176e-19
+SW_30,,6.2869e-12,3.7350e-12,1.1723e-11,5.1774e-09,2.1751e-12,,1.0100e-06,1.8801e-06,5.2866e-12
+SW_60,,2.0251e-10,7.0860e-11,6.1623e-10,1.6397e-05,4.9382e-18,1.0100e-06,,1.4524e-01,1.3441e-10
+SW_120,,2.9828e-07,2.3847e-07,3.5246e-07,3.8049e-03,2.1084e-15,1.8801e-06,1.4524e-01,,3.5827e-07
+sFC,,6.7376e-01,8.7348e-01,4.0893e-01,6.5239e-04,2.3176e-19,5.2866e-12,1.3441e-10,3.5827e-07,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 17888bd9..b39e3ae1 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0004,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0788,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.3211,0.0000,0.0107,0.1259,0.2276,0.0000
-SW_cross_validated,,0.0000,0.0000,0.3211,,0.0000,0.1951,0.0541,0.8144,0.0000
-SW_15,,0.0000,0.0788,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0107,0.1951,0.0000,,0.0011,0.0586,0.0000
-SW_60,,0.0004,0.0000,0.1259,0.0541,0.0000,0.0011,,0.0131,0.0000
-SW_120,,0.0000,0.0000,0.2276,0.8144,0.0000,0.0586,0.0131,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.6704e-12,1.0061e-05,4.8355e-05,2.7961e-12,1.1375e-06,3.6638e-04,1.3053e-06,2.8209e-24
+DCC_joint,,4.6704e-12,,1.0211e-10,3.7660e-09,7.8750e-02,1.2397e-08,5.4503e-11,2.1084e-10,4.4584e-16
+DCC_bivariate_loop,,1.0061e-05,1.0211e-10,,3.2114e-01,7.4890e-11,1.0660e-02,1.2588e-01,2.2759e-01,1.2644e-26
+SW_cross_validated,,4.8355e-05,3.7660e-09,3.2114e-01,,9.3357e-09,1.9513e-01,5.4115e-02,8.1443e-01,3.4099e-21
+SW_15,,2.7961e-12,7.8750e-02,7.4890e-11,9.3357e-09,,3.7451e-08,4.0289e-11,1.7644e-10,1.4735e-18
+SW_30,,1.1375e-06,1.2397e-08,1.0660e-02,1.9513e-01,3.7451e-08,,1.1206e-03,5.8583e-02,1.1532e-21
+SW_60,,3.6638e-04,5.4503e-11,1.2588e-01,5.4115e-02,4.0289e-11,1.1206e-03,,1.3072e-02,2.1192e-25
+SW_120,,1.3053e-06,2.1084e-10,2.2759e-01,8.1443e-01,1.7644e-10,5.8583e-02,1.3072e-02,,9.4838e-27
+sFC,,2.8209e-24,4.4584e-16,1.2644e-26,3.4099e-21,1.4735e-18,1.1532e-21,2.1192e-25,9.4838e-27,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index 9d46a22f..dd088e9e 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1317,0.4624,0.7759,0.0382,0.9771,0.9886,0.0000,0.0000
-DCC_joint,,0.1317,,0.0741,0.0268,0.1790,0.0098,0.0102,0.0000,0.0000
-DCC_bivariate_loop,,0.4624,0.0741,,0.4084,0.0134,0.1782,0.1857,0.0000,0.0000
-SW_cross_validated,,0.7759,0.0268,0.4084,,0.0059,0.6061,0.6223,0.0000,0.0000
-SW_15,,0.0382,0.1790,0.0134,0.0059,,0.0026,0.0027,0.0000,0.0000
-SW_30,,0.9771,0.0098,0.1782,0.6061,0.0026,,0.9814,0.0000,0.0000
-SW_60,,0.9886,0.0102,0.1857,0.6223,0.0027,0.9814,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.6526
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.6526,
+SVWP_joint,,,1.3167e-01,4.6238e-01,7.7589e-01,3.8171e-02,9.7712e-01,9.8865e-01,2.9397e-06,1.4406e-06
+DCC_joint,,1.3167e-01,,7.4123e-02,2.6828e-02,1.7898e-01,9.7518e-03,1.0232e-02,3.0759e-10,2.6743e-12
+DCC_bivariate_loop,,4.6238e-01,7.4123e-02,,4.0841e-01,1.3355e-02,1.7815e-01,1.8568e-01,2.6492e-11,2.3166e-13
+SW_cross_validated,,7.7589e-01,2.6828e-02,4.0841e-01,,5.8840e-03,6.0607e-01,6.2234e-01,2.8152e-10,1.6895e-11
+SW_15,,3.8171e-02,1.7898e-01,1.3355e-02,5.8840e-03,,2.5577e-03,2.6609e-03,1.5398e-06,2.3935e-07
+SW_30,,9.7712e-01,9.7518e-03,1.7815e-01,6.0607e-01,2.5577e-03,,9.8137e-01,2.9704e-10,2.4524e-11
+SW_60,,9.8865e-01,1.0232e-02,1.8568e-01,6.2234e-01,2.6609e-03,9.8137e-01,,2.9817e-10,2.4338e-11
+SW_120,,2.9397e-06,3.0759e-10,2.6492e-11,2.8152e-10,1.5398e-06,2.9704e-10,2.9817e-10,,6.5262e-01
+sFC,,1.4406e-06,2.6743e-12,2.3166e-13,1.6895e-11,2.3935e-07,2.4524e-11,2.4338e-11,6.5262e-01,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index 1160db65..e005a0d4 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0606,0.0766,0.0000,0.0000,0.0000,0.0000,0.0000,0.0003
-DCC_joint,,0.0606,,0.9196,0.0000,0.0000,0.0000,0.0000,0.0000,0.0059
-DCC_bivariate_loop,,0.0766,0.9196,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0061
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.7292,0.0097,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.7292,0.0000,0.0000,,0.0391,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0097,0.0000,0.0000,0.0391,,0.0000
-sFC,,0.0003,0.0059,0.0061,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.0585e-02,7.6633e-02,3.1744e-10,3.4553e-16,1.6545e-12,7.3219e-09,6.5983e-07,2.5616e-04
+DCC_joint,,6.0585e-02,,9.1958e-01,1.0114e-12,5.6938e-18,2.2226e-14,7.8733e-11,6.3656e-09,5.9453e-03
+DCC_bivariate_loop,,7.6633e-02,9.1958e-01,,1.7954e-12,8.9639e-18,3.4025e-14,1.1604e-10,9.1708e-09,6.0966e-03
+SW_cross_validated,,3.1744e-10,1.0114e-12,1.7954e-12,,5.0830e-13,3.6271e-06,7.2920e-01,9.7260e-03,1.2409e-14
+SW_15,,3.4553e-16,5.6938e-18,8.9639e-18,5.0830e-13,,9.3024e-09,7.6958e-12,1.1296e-12,3.3679e-19
+SW_30,,1.6545e-12,2.2226e-14,3.4025e-14,3.6271e-06,9.3024e-09,,1.4609e-05,2.4053e-07,9.7013e-16
+SW_60,,7.3219e-09,7.8733e-11,1.1604e-10,7.2920e-01,7.6958e-12,1.4609e-05,,3.9107e-02,2.3255e-12
+SW_120,,6.5983e-07,6.3656e-09,9.1708e-09,9.7260e-03,1.1296e-12,2.4053e-07,3.9107e-02,,1.4504e-10
+sFC,,2.5616e-04,5.9453e-03,6.0966e-03,1.2409e-14,3.3679e-19,9.7013e-16,2.3255e-12,1.4504e-10,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index 01273476..03c05e6c 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0008,0.0008,0.0000,0.0000,0.0000,0.0000,0.0000,0.0072
-DCC_joint,,0.0008,,0.2850,0.0005,0.0000,0.0000,0.0000,0.0001,0.5144
-DCC_bivariate_loop,,0.0008,0.2850,,0.0327,0.0000,0.0000,0.0000,0.0032,0.1287
-SW_cross_validated,,0.0000,0.0005,0.0327,,0.0000,0.0000,0.0000,0.1160,0.0002
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0074,0.0000
-SW_120,,0.0000,0.0001,0.0032,0.1160,0.0000,0.0000,0.0074,,0.0000
-sFC,,0.0072,0.5144,0.1287,0.0002,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.1099e-04,7.6202e-04,1.0356e-07,3.3078e-19,7.3782e-15,6.4184e-12,2.9592e-07,7.2071e-03
+DCC_joint,,8.1099e-04,,2.8498e-01,4.6326e-04,8.0020e-17,1.2892e-12,3.6976e-09,1.0233e-04,5.1438e-01
+DCC_bivariate_loop,,7.6202e-04,2.8498e-01,,3.2654e-02,3.7803e-14,2.3698e-10,8.1393e-07,3.2170e-03,1.2873e-01
+SW_cross_validated,,1.0356e-07,4.6326e-04,3.2654e-02,,9.5112e-15,4.3151e-10,1.2524e-05,1.1604e-01,1.6246e-04
+SW_15,,3.3078e-19,8.0020e-17,3.7803e-14,9.5112e-15,,5.6607e-08,5.2976e-12,1.1101e-11,1.1449e-16
+SW_30,,7.3782e-15,1.2892e-12,2.3698e-10,4.3151e-10,5.6607e-08,,9.1487e-06,3.2043e-07,1.2220e-12
+SW_60,,6.4184e-12,3.6976e-09,8.1393e-07,1.2524e-05,5.2976e-12,9.1487e-06,,7.3747e-03,2.5001e-09
+SW_120,,2.9592e-07,1.0233e-04,3.2170e-03,1.1604e-01,1.1101e-11,3.2043e-07,7.3747e-03,,4.5447e-05
+sFC,,7.2071e-03,5.1438e-01,1.2873e-01,1.6246e-04,1.1449e-16,1.2220e-12,2.5001e-09,4.5447e-05,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index 4ff6e8b6..065fe106 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0002,0.0001,0.0000,0.0000,0.0000,0.0006,0.0006,0.0000
-DCC_joint,,0.0002,,0.8606,0.0859,0.0000,0.0003,0.6260,0.6486,0.0000
-DCC_bivariate_loop,,0.0001,0.8606,,0.1047,0.0000,0.0003,0.5014,0.5215,0.0000
-SW_cross_validated,,0.0000,0.0859,0.1047,,0.0000,0.1215,0.0408,0.0425,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0003,0.0003,0.1215,0.0000,,0.0001,0.0001,0.0000
-SW_60,,0.0006,0.6260,0.5014,0.0408,0.0000,0.0001,,0.9727,0.0000
-SW_120,,0.0006,0.6486,0.5215,0.0425,0.0000,0.0001,0.9727,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.1748e-04,1.2462e-04,2.9792e-05,3.1816e-10,8.1532e-08,6.1718e-04,5.5548e-04,3.5259e-21
+DCC_joint,,2.1748e-04,,8.6057e-01,8.5922e-02,2.7513e-08,3.0670e-04,6.2600e-01,6.4861e-01,3.8063e-22
+DCC_bivariate_loop,,1.2462e-04,8.6057e-01,,1.0470e-01,2.6121e-08,3.3756e-04,5.0142e-01,5.2148e-01,1.4728e-22
+SW_cross_validated,,2.9792e-05,8.5922e-02,1.0470e-01,,5.0732e-06,1.2151e-01,4.0754e-02,4.2461e-02,6.2110e-19
+SW_15,,3.1816e-10,2.7513e-08,2.6121e-08,5.0732e-06,,9.2924e-06,1.6065e-08,1.5926e-08,4.6596e-17
+SW_30,,8.1532e-08,3.0670e-04,3.3756e-04,1.2151e-01,9.2924e-06,,1.0965e-04,1.1149e-04,2.9522e-22
+SW_60,,6.1718e-04,6.2600e-01,5.0142e-01,4.0754e-02,1.6065e-08,1.0965e-04,,9.7271e-01,4.5214e-22
+SW_120,,5.5548e-04,6.4861e-01,5.2148e-01,4.2461e-02,1.5926e-08,1.1149e-04,9.7271e-01,,3.8249e-22
+sFC,,3.5259e-21,3.8063e-22,1.4728e-22,6.2110e-19,4.6596e-17,2.9522e-22,4.5214e-22,3.8249e-22,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index 84b7784e..8b040a73 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0067,0.0210,0.5108,0.0001,0.5701,0.0225,0.0000,0.0000
-DCC_joint,,0.0067,,0.3507,0.0008,0.0074,0.0011,0.5001,0.0000,0.0000
-DCC_bivariate_loop,,0.0210,0.3507,,0.0047,0.0004,0.0059,0.8783,0.0000,0.0000
-SW_cross_validated,,0.5108,0.0008,0.0047,,0.0000,0.9021,0.0089,0.0000,0.0000
-SW_15,,0.0001,0.0074,0.0004,0.0000,,0.0000,0.0028,0.0000,0.0000
-SW_30,,0.5701,0.0011,0.0059,0.9021,0.0000,,0.0099,0.0000,0.0000
-SW_60,,0.0225,0.5001,0.8783,0.0089,0.0028,0.0099,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.6782e-03,2.0952e-02,5.1083e-01,1.0040e-04,5.7008e-01,2.2547e-02,1.6372e-14,3.6874e-16
+DCC_joint,,6.6782e-03,,3.5067e-01,7.7736e-04,7.3848e-03,1.0698e-03,5.0007e-01,2.1741e-18,1.7232e-20
+DCC_bivariate_loop,,2.0952e-02,3.5067e-01,,4.7186e-03,4.3377e-04,5.9411e-03,8.7835e-01,2.5993e-19,2.1008e-21
+SW_cross_validated,,5.1083e-01,7.7736e-04,4.7186e-03,,3.0127e-07,9.0210e-01,8.8618e-03,3.1280e-20,3.5061e-22
+SW_15,,1.0040e-04,7.3848e-03,4.3377e-04,3.0127e-07,,7.8689e-07,2.8019e-03,1.2164e-19,4.3037e-22
+SW_30,,5.7008e-01,1.0698e-03,5.9411e-03,9.0210e-01,7.8689e-07,,9.8812e-03,2.9664e-19,3.9389e-21
+SW_60,,2.2547e-02,5.0007e-01,8.7835e-01,8.8618e-03,2.8019e-03,9.8812e-03,,2.1416e-17,2.1951e-19
+SW_120,,1.6372e-14,2.1741e-18,2.5993e-19,3.1280e-20,1.2164e-19,2.9664e-19,2.1416e-17,,3.3925e-18
+sFC,,3.6874e-16,1.7232e-20,2.1008e-21,3.5061e-22,4.3037e-22,3.9389e-21,2.1951e-19,3.3925e-18,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index 42985c4b..f4bbd435 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0067,0.0008,0.0245,0.0000,0.1255,0.2273,0.0091,0.0859
-DCC_joint,,0.0067,,0.2071,0.0000,0.0000,0.0032,0.0025,0.0000,0.0143
-DCC_bivariate_loop,,0.0008,0.2071,,0.0000,0.0000,0.0010,0.0006,0.0000,0.0002
-SW_cross_validated,,0.0245,0.0000,0.0000,,0.0007,0.8901,0.5841,0.6137,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0007,,0.0072,0.0010,0.0015,0.0000
-SW_30,,0.1255,0.0032,0.0010,0.8901,0.0072,,0.6123,0.8736,0.0151
-SW_60,,0.2273,0.0025,0.0006,0.5841,0.0010,0.6123,,0.3676,0.0165
-SW_120,,0.0091,0.0000,0.0000,0.6137,0.0015,0.8736,0.3676,,0.0000
-sFC,,0.0859,0.0143,0.0002,0.0000,0.0000,0.0151,0.0165,0.0000,
+SVWP_joint,,,6.6674e-03,7.6671e-04,2.4539e-02,3.2966e-05,1.2554e-01,2.2727e-01,9.1022e-03,8.5935e-02
+DCC_joint,,6.6674e-03,,2.0713e-01,6.2126e-06,5.3161e-07,3.2056e-03,2.4647e-03,2.2618e-06,1.4258e-02
+DCC_bivariate_loop,,7.6671e-04,2.0713e-01,,7.6259e-07,1.9942e-07,1.0019e-03,5.5590e-04,3.0540e-07,2.1799e-04
+SW_cross_validated,,2.4539e-02,6.2126e-06,7.6259e-07,,7.3159e-04,8.9011e-01,5.8411e-01,6.1375e-01,3.1671e-05
+SW_15,,3.2966e-05,5.3161e-07,1.9942e-07,7.3159e-04,,7.2304e-03,9.9896e-04,1.4911e-03,1.5264e-06
+SW_30,,1.2554e-01,3.2056e-03,1.0019e-03,8.9011e-01,7.2304e-03,,6.1231e-01,8.7361e-01,1.5104e-02
+SW_60,,2.2727e-01,2.4647e-03,5.5590e-04,5.8411e-01,9.9896e-04,6.1231e-01,,3.6756e-01,1.6454e-02
+SW_120,,9.1022e-03,2.2618e-06,3.0540e-07,6.1375e-01,1.4911e-03,8.7361e-01,3.6756e-01,,9.3107e-06
+sFC,,8.5935e-02,1.4258e-02,2.1799e-04,3.1671e-05,1.5264e-06,1.5104e-02,1.6454e-02,9.3107e-06,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index f423ffc6..33fde76f 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.3146,0.0301,0.0112,0.0000,0.0022,0.0248,0.0000,0.0000
-DCC_joint,,0.3146,,0.1997,0.0436,0.0000,0.0117,0.2080,0.0000,0.0000
-DCC_bivariate_loop,,0.0301,0.1997,,0.2077,0.0000,0.0876,0.8625,0.0006,0.0000
-SW_cross_validated,,0.0112,0.0436,0.2077,,0.0002,0.8203,0.1590,0.2978,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0002,,0.0001,0.0000,0.0001,0.0000
-SW_30,,0.0022,0.0117,0.0876,0.8203,0.0001,,0.0570,0.3674,0.0000
-SW_60,,0.0248,0.2080,0.8625,0.1590,0.0000,0.0570,,0.0001,0.0000
-SW_120,,0.0000,0.0000,0.0006,0.2978,0.0001,0.3674,0.0001,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.1458e-01,3.0088e-02,1.1171e-02,8.7068e-08,2.2230e-03,2.4805e-02,1.4718e-06,2.6806e-25
+DCC_joint,,3.1458e-01,,1.9967e-01,4.3570e-02,2.6942e-07,1.1691e-02,2.0803e-01,1.6848e-05,4.1556e-25
+DCC_bivariate_loop,,3.0088e-02,1.9967e-01,,2.0772e-01,1.3558e-06,8.7617e-02,8.6255e-01,5.8857e-04,1.0760e-24
+SW_cross_validated,,1.1171e-02,4.3570e-02,2.0772e-01,,1.9533e-04,8.2030e-01,1.5903e-01,2.9782e-01,2.6799e-19
+SW_15,,8.7068e-08,2.6942e-07,1.3558e-06,1.9533e-04,,1.3730e-04,6.5441e-07,7.7129e-05,1.1253e-17
+SW_30,,2.2230e-03,1.1691e-02,8.7617e-02,8.2030e-01,1.3730e-04,,5.6955e-02,3.6740e-01,1.1908e-20
+SW_60,,2.4805e-02,2.0803e-01,8.6255e-01,1.5903e-01,6.5441e-07,5.6955e-02,,8.5145e-05,1.4546e-26
+SW_120,,1.4718e-06,1.6848e-05,5.8857e-04,2.9782e-01,7.7129e-05,3.6740e-01,8.5145e-05,,4.7204e-27
+sFC,,2.6806e-25,4.1556e-25,1.0760e-24,2.6799e-19,1.1253e-17,1.1908e-20,1.4546e-26,4.7204e-27,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 28ed7a64..5525d96b 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.9413,0.0083,0.0062,0.0000,0.0000,0.0209,0.0000,0.0302
-DCC_joint,,0.9413,,0.0012,0.0005,0.0000,0.0000,0.0029,0.0000,0.0008
-DCC_bivariate_loop,,0.0083,0.0012,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0062,0.0005,0.0000,,0.0000,0.0010,0.4947,0.0012,0.0616
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0010,0.0000,,0.0002,0.6921,0.0000
-SW_60,,0.0209,0.0029,0.0000,0.4947,0.0000,0.0002,,0.0002,0.3228
-SW_120,,0.0000,0.0000,0.0000,0.0012,0.0000,0.6921,0.0002,,0.0000
-sFC,,0.0302,0.0008,0.0000,0.0616,0.0000,0.0000,0.3228,0.0000,
+SVWP_joint,,,9.4132e-01,8.3180e-03,6.2103e-03,1.4324e-10,6.2297e-06,2.0909e-02,6.4584e-06,3.0187e-02
+DCC_joint,,9.4132e-01,,1.1909e-03,5.4433e-04,2.0437e-12,1.0604e-07,2.9040e-03,6.2504e-08,8.2170e-04
+DCC_bivariate_loop,,8.3180e-03,1.1909e-03,,5.6755e-07,1.8842e-13,8.6329e-10,2.1826e-06,4.4877e-10,8.9550e-08
+SW_cross_validated,,6.2103e-03,5.4433e-04,5.6755e-07,,4.4024e-10,9.7108e-04,4.9473e-01,1.2202e-03,6.1584e-02
+SW_15,,1.4324e-10,2.0437e-12,1.8842e-13,4.4024e-10,,9.1662e-08,1.9129e-10,2.0152e-08,7.5073e-13
+SW_30,,6.2297e-06,1.0604e-07,8.6329e-10,9.7108e-04,9.1662e-08,,2.0553e-04,6.9211e-01,4.9712e-07
+SW_60,,2.0909e-02,2.9040e-03,2.1826e-06,4.9473e-01,1.9129e-10,2.0553e-04,,2.2970e-04,3.2275e-01
+SW_120,,6.4584e-06,6.2504e-08,4.4877e-10,1.2202e-03,2.0152e-08,6.9211e-01,2.2970e-04,,1.4865e-07
+sFC,,3.0187e-02,8.2170e-04,8.9550e-08,6.1584e-02,7.5073e-13,4.9712e-07,3.2275e-01,1.4865e-07,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index 28d3e3c6..73422b41 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.8890,0.3277,0.0000,0.0000,0.0000,0.0000,0.0000,0.1037
-DCC_joint,,0.8890,,0.2085,0.0000,0.0000,0.0000,0.0000,0.0000,0.0988
-DCC_bivariate_loop,,0.3277,0.2085,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0040
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0215,0.2383,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0215,0.0000,0.0000,,0.0104,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.2383,0.0000,0.0000,0.0104,,0.0000
-sFC,,0.1037,0.0988,0.0040,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.8896e-01,3.2773e-01,9.6045e-11,3.7556e-17,7.1199e-15,1.4742e-11,2.6733e-08,1.0366e-01
+DCC_joint,,8.8896e-01,,2.0853e-01,8.9278e-12,5.9604e-18,6.9846e-16,1.4406e-12,6.9704e-09,9.8831e-02
+DCC_bivariate_loop,,3.2773e-01,2.0853e-01,,3.7774e-12,1.7841e-18,1.5399e-16,5.4305e-13,1.1452e-08,4.0135e-03
+SW_cross_validated,,9.6045e-11,8.9278e-12,3.7774e-12,,1.4223e-15,2.2800e-11,2.1537e-02,2.3832e-01,5.3487e-13
+SW_15,,3.7556e-17,5.9604e-18,1.7841e-18,1.4223e-15,,1.0343e-10,8.2714e-15,1.2509e-13,1.4405e-18
+SW_30,,7.1199e-15,6.9846e-16,1.5399e-16,2.2800e-11,1.0343e-10,,7.4259e-10,2.7846e-09,9.5711e-17
+SW_60,,1.4742e-11,1.4406e-12,5.4305e-13,2.1537e-02,8.2714e-15,7.4259e-10,,1.0422e-02,1.0826e-13
+SW_120,,2.6733e-08,6.9704e-09,1.1452e-08,2.3832e-01,1.2509e-13,2.7846e-09,1.0422e-02,,5.8376e-10
+sFC,,1.0366e-01,9.8831e-02,4.0135e-03,5.3487e-13,1.4405e-18,9.5711e-17,1.0826e-13,5.8376e-10,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index 74401715..1c840bb0 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0982,0.7230,0.0000,0.0000,0.0000,0.0000,0.0000,0.0025
-DCC_joint,,0.0982,,0.0821,0.0000,0.0000,0.0000,0.0000,0.0000,0.0898
-DCC_bivariate_loop,,0.7230,0.0821,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0031
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0001,0.3844,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.3844,0.0000,0.0000,0.0001,,0.0000
-sFC,,0.0025,0.0898,0.0031,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.8200e-02,7.2299e-01,1.2250e-14,5.1972e-22,4.6010e-17,2.6343e-13,7.0360e-13,2.4627e-03
+DCC_joint,,9.8200e-02,,8.2131e-02,2.9523e-14,2.2500e-21,7.1414e-17,2.1842e-13,7.4009e-13,8.9812e-02
+DCC_bivariate_loop,,7.2299e-01,8.2131e-02,,1.1874e-12,1.7921e-20,5.3189e-16,2.3247e-12,2.0728e-11,3.0612e-03
+SW_cross_validated,,1.2250e-14,2.9523e-14,1.1874e-12,,1.2033e-20,7.5310e-13,5.6089e-05,3.8443e-01,3.8215e-14
+SW_15,,5.1972e-22,2.2500e-21,1.7921e-20,1.2033e-20,,4.3495e-12,2.5795e-15,4.4300e-19,6.7382e-21
+SW_30,,4.6010e-17,7.1414e-17,5.3189e-16,7.5310e-13,4.3495e-12,,8.4456e-08,3.3667e-12,8.8983e-17
+SW_60,,2.6343e-13,2.1842e-13,2.3247e-12,5.6089e-05,2.5795e-15,8.4456e-08,,5.1816e-05,1.4702e-13
+SW_120,,7.0360e-13,7.4009e-13,2.0728e-11,3.8443e-01,4.4300e-19,3.3667e-12,5.1816e-05,,5.4007e-13
+sFC,,2.4627e-03,8.9812e-02,3.0612e-03,3.8215e-14,6.7382e-21,8.8983e-17,1.4702e-13,5.4007e-13,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 01a00372..56b5929f 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.6968,0.0000,0.0000,0.0000,0.0000,0.0002,0.0000
-DCC_joint,,0.0000,,0.0000,0.0034,0.0000,0.0000,0.6992,0.0048,0.0000
-DCC_bivariate_loop,,0.6968,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0034,0.0000,,0.0000,0.0305,0.0011,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0030
-SW_30,,0.0000,0.0000,0.0000,0.0305,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.6992,0.0000,0.0011,0.0000,0.0000,,0.0041,0.0000
-SW_120,,0.0002,0.0048,0.0000,0.0000,0.0000,0.0000,0.0041,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0030,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.2439e-06,6.9675e-01,1.4273e-07,5.8085e-13,2.0746e-10,2.3897e-06,2.1322e-04,5.8021e-16
+DCC_joint,,3.2439e-06,,1.5525e-08,3.3903e-03,1.1281e-11,2.0265e-07,6.9924e-01,4.8312e-03,5.2196e-17
+DCC_bivariate_loop,,6.9675e-01,1.5525e-08,,4.0566e-09,8.0308e-15,3.2857e-13,3.9125e-09,1.0484e-06,4.9229e-20
+SW_cross_validated,,1.4273e-07,3.3903e-03,4.0566e-09,,2.9514e-08,3.0537e-02,1.1225e-03,1.6264e-05,9.4513e-12
+SW_15,,5.8085e-13,1.1281e-11,8.0308e-15,2.9514e-08,,2.4130e-08,2.2683e-12,3.8511e-13,2.9736e-03
+SW_30,,2.0746e-10,2.0265e-07,3.2857e-13,3.0537e-02,2.4130e-08,,1.2716e-08,3.0446e-10,7.1112e-15
+SW_60,,2.3897e-06,6.9924e-01,3.9125e-09,1.1225e-03,2.2683e-12,1.2716e-08,,4.1412e-03,3.3067e-19
+SW_120,,2.1322e-04,4.8312e-03,1.0484e-06,1.6264e-05,3.8511e-13,3.0446e-10,4.1412e-03,,2.7735e-19
+sFC,,5.8021e-16,5.2196e-17,4.9229e-20,9.4513e-12,2.9736e-03,7.1112e-15,3.3067e-19,2.7735e-19,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 066b56fb..7dff16f8 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0002,0.0010,0.0000,0.0000,0.0001,0.0250,0.0000,0.0000
-DCC_joint,,0.0002,,0.0000,0.0428,0.0000,0.2274,0.0010,0.0000,0.0000
-DCC_bivariate_loop,,0.0010,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0428,0.0000,,0.0000,0.3186,0.0001,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0029,0.0000
-SW_30,,0.0001,0.2274,0.0000,0.3186,0.0000,,0.0002,0.0000,0.0000
-SW_60,,0.0250,0.0010,0.0000,0.0001,0.0000,0.0002,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0029,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.9397e-04,1.0475e-03,2.3846e-05,4.1874e-11,5.8206e-05,2.5016e-02,3.3372e-12,2.6459e-13
+DCC_joint,,1.9397e-04,,1.1331e-11,4.2816e-02,6.3943e-13,2.2741e-01,9.8589e-04,1.1574e-15,5.1698e-18
+DCC_bivariate_loop,,1.0475e-03,1.1331e-11,,2.8135e-11,4.5498e-17,1.2718e-11,3.0808e-09,5.7955e-19,1.8431e-20
+SW_cross_validated,,2.3846e-05,4.2816e-02,2.8135e-11,,5.6174e-10,3.1861e-01,5.6333e-05,4.3572e-12,4.9148e-14
+SW_15,,4.1874e-11,6.3943e-13,4.5498e-17,5.6174e-10,,1.3642e-11,5.8187e-14,2.9047e-03,2.5830e-08
+SW_30,,5.8206e-05,2.2741e-01,1.2718e-11,3.1861e-01,1.3642e-11,,1.5646e-04,5.1114e-14,3.8206e-16
+SW_60,,2.5016e-02,9.8589e-04,3.0808e-09,5.6333e-05,5.8187e-14,1.5646e-04,,2.8519e-16,3.2818e-18
+SW_120,,3.3372e-12,1.1574e-15,5.7955e-19,4.3572e-12,2.9047e-03,5.1114e-14,2.8519e-16,,2.8031e-08
+sFC,,2.6459e-13,5.1698e-18,1.8431e-20,4.9148e-14,2.5830e-08,3.8206e-16,3.2818e-18,2.8031e-08,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index a8286dbe..74788556 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0878,0.0445,0.0000,0.0000,0.0000,0.0000,0.0000,0.0289
-DCC_joint,,0.0878,,0.5396,0.0000,0.0000,0.0000,0.0000,0.0000,0.4255
-DCC_bivariate_loop,,0.0445,0.5396,,0.0000,0.0000,0.0000,0.0000,0.0000,0.9406
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.2410,0.5089,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.2410,0.0000,0.0000,,0.0572,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.5089,0.0000,0.0000,0.0572,,0.0000
-sFC,,0.0289,0.4255,0.9406,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.7758e-02,4.4479e-02,1.6006e-08,2.1497e-16,9.7515e-13,3.5878e-10,3.2576e-08,2.8937e-02
+DCC_joint,,8.7758e-02,,5.3959e-01,4.8780e-11,2.0335e-18,3.7520e-15,1.9427e-13,7.2200e-11,4.2546e-01
+DCC_bivariate_loop,,4.4479e-02,5.3959e-01,,6.3035e-11,3.7191e-18,6.6581e-15,4.2412e-13,9.5567e-11,9.4061e-01
+SW_cross_validated,,1.6006e-08,4.8780e-11,6.3035e-11,,2.4212e-13,5.0367e-07,2.4103e-01,5.0895e-01,1.8046e-11
+SW_15,,2.1497e-16,2.0335e-18,3.7191e-18,2.4212e-13,,4.9557e-10,6.3769e-14,9.1524e-14,1.0798e-18
+SW_30,,9.7515e-13,3.7520e-15,6.6581e-15,5.0367e-07,4.9557e-10,,5.4608e-07,1.0428e-07,1.6302e-15
+SW_60,,3.5878e-10,1.9427e-13,4.2412e-13,2.4103e-01,6.3769e-14,5.4608e-07,,5.7226e-02,5.6761e-14
+SW_120,,3.2576e-08,7.2200e-11,9.5567e-11,5.0895e-01,9.1524e-14,1.0428e-07,5.7226e-02,,2.5040e-11
+sFC,,2.8937e-02,4.2546e-01,9.4061e-01,1.8046e-11,1.0798e-18,1.6302e-15,5.6761e-14,2.5040e-11,
diff --git a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index a733ede3..1d84f46a 100644
--- a/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d3s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0069,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.7925,0.0000,0.4063,0.0001,0.0000,0.0000
-DCC_bivariate_loop,,0.0069,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.7925,0.0000,,0.0000,0.3775,0.0071,0.0052,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.4063,0.0000,0.3775,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0001,0.0000,0.0071,0.0000,0.0000,,0.9958,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0052,0.0000,0.0000,0.9958,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.5645e-08,6.9378e-03,8.5871e-06,5.4197e-13,7.1255e-09,1.1730e-05,1.0741e-06,1.1381e-21
+DCC_joint,,2.5645e-08,,2.3349e-10,7.9246e-01,3.9116e-08,4.0632e-01,1.2450e-04,4.1202e-05,1.5084e-15
+DCC_bivariate_loop,,6.9378e-03,2.3349e-10,,3.3274e-07,3.3781e-14,8.4729e-11,3.6597e-09,1.7926e-11,1.2892e-26
+SW_cross_validated,,8.5871e-06,7.9246e-01,3.3274e-07,,7.1624e-07,3.7751e-01,7.0857e-03,5.2171e-03,3.7255e-12
+SW_15,,5.4197e-13,3.9116e-08,3.3781e-14,7.1624e-07,,1.6468e-07,2.4959e-11,8.0960e-12,1.0589e-07
+SW_30,,7.1255e-09,4.0632e-01,8.4729e-11,3.7751e-01,1.6468e-07,,1.7771e-05,5.4304e-06,5.8564e-15
+SW_60,,1.1730e-05,1.2450e-04,3.6597e-09,7.0857e-03,2.4959e-11,1.7771e-05,,9.9579e-01,1.0065e-20
+SW_120,,1.0741e-06,4.1202e-05,1.7926e-11,5.2171e-03,8.0960e-12,5.4304e-06,9.9579e-01,,1.0665e-24
+sFC,,1.1381e-21,1.5084e-15,1.2892e-26,3.7255e-12,1.0589e-07,5.8564e-15,1.0065e-20,1.0665e-24,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index 6ebe9d76..1405b091 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0756,0.3127,0.2276,0.0000,0.9430,0.0716,0.0015,0.6773
-DCC_joint,,0.0756,,0.7828,0.0280,0.0000,0.2181,0.6768,0.0008,0.1093
-DCC_bivariate_loop,,0.3127,0.7828,,0.1185,0.0000,0.4126,0.5496,0.0134,0.3854
-SW_cross_validated,,0.2276,0.0280,0.1185,,0.0000,0.4806,0.0275,0.2121,0.1575
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.9430,0.2181,0.4126,0.4806,0.0000,,0.1548,0.0885,0.8170
-SW_60,,0.0716,0.6768,0.5496,0.0275,0.0000,0.1548,,0.0020,0.0949
-SW_120,,0.0015,0.0008,0.0134,0.2121,0.0000,0.0885,0.0020,,0.0007
-sFC,,0.6773,0.1093,0.3854,0.1575,0.0000,0.8170,0.0949,0.0007,
+SVWP_joint,,,7.5585e-02,3.1269e-01,2.2760e-01,6.1035e-07,9.4301e-01,7.1608e-02,1.4689e-03,6.7731e-01
+DCC_joint,,7.5585e-02,,7.8275e-01,2.7994e-02,6.1031e-07,2.1806e-01,6.7682e-01,7.8568e-04,1.0928e-01
+DCC_bivariate_loop,,3.1269e-01,7.8275e-01,,1.1848e-01,7.1225e-06,4.1264e-01,5.4956e-01,1.3364e-02,3.8538e-01
+SW_cross_validated,,2.2760e-01,2.7994e-02,1.1848e-01,,2.0866e-05,4.8062e-01,2.7527e-02,2.1214e-01,1.5751e-01
+SW_15,,6.1035e-07,6.1031e-07,7.1225e-06,2.0866e-05,,2.5332e-05,1.7575e-06,4.6019e-05,4.4687e-07
+SW_30,,9.4301e-01,2.1806e-01,4.1264e-01,4.8062e-01,2.5332e-05,,1.5480e-01,8.8497e-02,8.1701e-01
+SW_60,,7.1608e-02,6.7682e-01,5.4956e-01,2.7527e-02,1.7575e-06,1.5480e-01,,1.9839e-03,9.4860e-02
+SW_120,,1.4689e-03,7.8568e-04,1.3364e-02,2.1214e-01,4.6019e-05,8.8497e-02,1.9839e-03,,6.8465e-04
+sFC,,6.7731e-01,1.0928e-01,3.8538e-01,1.5751e-01,4.4687e-07,8.1701e-01,9.4860e-02,6.8465e-04,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index 29155ef8..1595a8c6 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.1496,0.0000,0.0000,0.0022,0.1274,0.0050
-DCC_joint,,0.0000,,0.7391,0.0000,0.0000,0.3572,0.0014,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.7391,,0.0000,0.0000,0.5111,0.0009,0.0000,0.0000
-SW_cross_validated,,0.1496,0.0000,0.0000,,0.0000,0.0000,0.0574,0.9389,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.3572,0.5111,0.0000,0.0000,,0.0009,0.0000,0.0000
-SW_60,,0.0022,0.0014,0.0009,0.0574,0.0000,0.0009,,0.0285,0.0000
-SW_120,,0.1274,0.0000,0.0000,0.9389,0.0000,0.0000,0.0285,,0.0000
-sFC,,0.0050,0.0000,0.0000,0.0001,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.0608e-07,4.0645e-07,1.4958e-01,1.2648e-10,8.1964e-07,2.1584e-03,1.2741e-01,5.0304e-03
+DCC_joint,,5.0608e-07,,7.3906e-01,1.4439e-05,7.8869e-08,3.5720e-01,1.3945e-03,1.0641e-06,1.2835e-10
+DCC_bivariate_loop,,4.0645e-07,7.3906e-01,,1.0745e-05,1.8949e-07,5.1113e-01,9.2848e-04,8.3758e-07,1.2388e-10
+SW_cross_validated,,1.4958e-01,1.4439e-05,1.0745e-05,,9.0593e-10,1.6450e-05,5.7411e-02,9.3893e-01,1.1526e-04
+SW_15,,1.2648e-10,7.8869e-08,1.8949e-07,9.0593e-10,,1.1537e-05,8.5934e-09,5.7882e-11,2.8298e-13
+SW_30,,8.1964e-07,3.5720e-01,5.1113e-01,1.6450e-05,1.1537e-05,,9.1941e-04,2.5557e-06,6.9343e-10
+SW_60,,2.1584e-03,1.3945e-03,9.2848e-04,5.7411e-02,8.5934e-09,9.1941e-04,,2.8458e-02,7.1878e-07
+SW_120,,1.2741e-01,1.0641e-06,8.3758e-07,9.3893e-01,5.7882e-11,2.5557e-06,2.8458e-02,,3.2343e-05
+sFC,,5.0304e-03,1.2835e-10,1.2388e-10,1.1526e-04,2.8298e-13,6.9343e-10,7.1878e-07,3.2343e-05,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index 898972a2..03252ac0 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1689,0.3437,0.0315,0.0000,0.0002,0.0039,0.0592,0.2266
-DCC_joint,,0.1689,,0.4068,0.0000,0.0000,0.0000,0.0000,0.0000,0.7785
-DCC_bivariate_loop,,0.3437,0.4068,,0.0001,0.0000,0.0000,0.0000,0.0001,0.6121
-SW_cross_validated,,0.0315,0.0000,0.0001,,0.0000,0.0187,0.3769,0.5454,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0002,0.0000,0.0000,0.0187,0.0000,,0.0270,0.0008,0.0000
-SW_60,,0.0039,0.0000,0.0000,0.3769,0.0000,0.0270,,0.0787,0.0000
-SW_120,,0.0592,0.0000,0.0001,0.5454,0.0000,0.0008,0.0787,,0.0001
-sFC,,0.2266,0.7785,0.6121,0.0001,0.0000,0.0000,0.0000,0.0001,
+SVWP_joint,,,1.6887e-01,3.4367e-01,3.1460e-02,3.8112e-07,2.2103e-04,3.9448e-03,5.9185e-02,2.2659e-01
+DCC_joint,,1.6887e-01,,4.0676e-01,2.9199e-05,5.9100e-14,7.5972e-11,3.2613e-08,1.7664e-05,7.7849e-01
+DCC_bivariate_loop,,3.4367e-01,4.0676e-01,,1.4371e-04,5.4875e-13,9.5417e-10,3.0873e-07,1.2501e-04,6.1214e-01
+SW_cross_validated,,3.1460e-02,2.9199e-05,1.4371e-04,,1.7311e-06,1.8704e-02,3.7690e-01,5.4541e-01,7.0902e-05
+SW_15,,3.8112e-07,5.9100e-14,5.4875e-13,1.7311e-06,,1.8955e-07,4.7890e-08,2.4781e-08,5.0337e-13
+SW_30,,2.2103e-04,7.5972e-11,9.5417e-10,1.8704e-02,1.8955e-07,,2.7014e-02,7.8383e-04,6.5354e-10
+SW_60,,3.9448e-03,3.2613e-08,3.0873e-07,3.7690e-01,4.7890e-08,2.7014e-02,,7.8734e-02,1.6480e-07
+SW_120,,5.9185e-02,1.7664e-05,1.2501e-04,5.4541e-01,2.4781e-08,7.8383e-04,7.8734e-02,,5.6182e-05
+sFC,,2.2659e-01,7.7849e-01,6.1214e-01,7.0902e-05,5.0337e-13,6.5354e-10,1.6480e-07,5.6182e-05,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index a36a2d5b..d5cdb2bb 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.6494,0.0094,0.4600,0.0000,0.0001,0.1995,0.6857,0.0000
-DCC_joint,,0.6494,,0.0079,0.7003,0.0000,0.0000,0.3086,0.9501,0.0000
-DCC_bivariate_loop,,0.0094,0.0079,,0.0443,0.0000,0.0143,0.0244,0.0066,0.0000
-SW_cross_validated,,0.4600,0.7003,0.0443,,0.0000,0.0003,0.6709,0.6597,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0001,0.0000,0.0143,0.0003,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.1995,0.3086,0.0244,0.6709,0.0000,0.0000,,0.2734,0.0000
-SW_120,,0.6857,0.9501,0.0066,0.6597,0.0000,0.0000,0.2734,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.4943e-01,9.3501e-03,4.5996e-01,3.3962e-08,6.1695e-05,1.9951e-01,6.8565e-01,4.2714e-11
+DCC_joint,,6.4943e-01,,7.9360e-03,7.0032e-01,2.6168e-09,8.1712e-06,3.0860e-01,9.5006e-01,5.1644e-13
+DCC_bivariate_loop,,9.3501e-03,7.9360e-03,,4.4308e-02,2.0057e-07,1.4344e-02,2.4403e-02,6.6300e-03,6.9628e-12
+SW_cross_validated,,4.5996e-01,7.0032e-01,4.4308e-02,,6.6057e-08,2.6481e-04,6.7093e-01,6.5971e-01,4.3147e-11
+SW_15,,3.3962e-08,2.6168e-09,2.0057e-07,6.6057e-08,,5.4298e-07,4.6683e-10,2.1540e-09,1.1974e-05
+SW_30,,6.1695e-05,8.1712e-06,1.4344e-02,2.6481e-04,5.4298e-07,,2.4355e-06,6.2720e-06,3.6721e-14
+SW_60,,1.9951e-01,3.0860e-01,2.4403e-02,6.7093e-01,4.6683e-10,2.4355e-06,,2.7342e-01,4.4382e-15
+SW_120,,6.8565e-01,9.5006e-01,6.6300e-03,6.5971e-01,2.1540e-09,6.2720e-06,2.7342e-01,,4.0958e-13
+sFC,,4.2714e-11,5.1644e-13,6.9628e-12,4.3147e-11,1.1974e-05,3.6721e-14,4.4382e-15,4.0958e-13,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index 0f8c7c09..832c85cf 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.4658,0.9119,0.7971,0.0846,0.2488,0.0295,0.0076,0.0003
-DCC_joint,,0.4658,,0.0058,0.4354,0.0000,0.2076,0.0001,0.0000,0.0000
-DCC_bivariate_loop,,0.9119,0.0058,,0.4855,0.0002,0.0017,0.0000,0.0000,0.0000
-SW_cross_validated,,0.7971,0.4354,0.4855,,0.0027,0.1474,0.0025,0.0000,0.0000
-SW_15,,0.0846,0.0000,0.0002,0.0027,,0.0000,0.0000,0.0100,0.0000
-SW_30,,0.2488,0.2076,0.0017,0.1474,0.0000,,0.0108,0.0000,0.0000
-SW_60,,0.0295,0.0001,0.0000,0.0025,0.0000,0.0108,,0.0000,0.0000
-SW_120,,0.0076,0.0000,0.0000,0.0000,0.0100,0.0000,0.0000,,0.0000
-sFC,,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.6580e-01,9.1191e-01,7.9708e-01,8.4596e-02,2.4878e-01,2.9521e-02,7.5931e-03,2.7167e-04
+DCC_joint,,4.6580e-01,,5.8217e-03,4.3538e-01,1.9044e-06,2.0764e-01,1.2321e-04,1.9623e-10,2.0774e-15
+DCC_bivariate_loop,,9.1191e-01,5.8217e-03,,4.8553e-01,1.8030e-04,1.7119e-03,6.3960e-07,9.0365e-09,2.6543e-14
+SW_cross_validated,,7.9708e-01,4.3538e-01,4.8553e-01,,2.6686e-03,1.4736e-01,2.4538e-03,1.9436e-05,6.2951e-08
+SW_15,,8.4596e-02,1.9044e-06,1.8030e-04,2.6686e-03,,1.8367e-06,8.8989e-09,1.0008e-02,4.6522e-07
+SW_30,,2.4878e-01,2.0764e-01,1.7119e-03,1.4736e-01,1.8367e-06,,1.0840e-02,1.5919e-09,6.5818e-13
+SW_60,,2.9521e-02,1.2321e-04,6.3960e-07,2.4538e-03,8.8989e-09,1.0840e-02,,9.5239e-12,4.3367e-15
+SW_120,,7.5931e-03,1.9623e-10,9.0365e-09,1.9436e-05,1.0008e-02,1.5919e-09,9.5239e-12,,8.4026e-06
+sFC,,2.7167e-04,2.0774e-15,2.6543e-14,6.2951e-08,4.6522e-07,6.5818e-13,4.3367e-15,8.4026e-06,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index bc0c022c..fa1a8a93 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.6978,0.3184,0.2959,0.0000,0.0002,0.1575,0.2415,0.1468
-DCC_joint,,0.6978,,0.4921,0.4445,0.0000,0.0001,0.2320,0.3599,0.0416
-DCC_bivariate_loop,,0.3184,0.4921,,0.8580,0.0000,0.0002,0.4853,0.7096,0.0055
-SW_cross_validated,,0.2959,0.4445,0.8580,,0.0000,0.0007,0.6306,0.8560,0.0092
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0000,0.0000
-SW_30,,0.0002,0.0001,0.0002,0.0007,0.0001,,0.0035,0.0015,0.0000
-SW_60,,0.1575,0.2320,0.4853,0.6306,0.0000,0.0035,,0.7688,0.0045
-SW_120,,0.2415,0.3599,0.7096,0.8560,0.0000,0.0015,0.7688,,0.0079
-sFC,,0.1468,0.0416,0.0055,0.0092,0.0000,0.0000,0.0045,0.0079,
+SVWP_joint,,,6.9781e-01,3.1843e-01,2.9590e-01,7.8115e-09,1.5365e-04,1.5750e-01,2.4154e-01,1.4683e-01
+DCC_joint,,6.9781e-01,,4.9215e-01,4.4453e-01,1.3485e-09,1.0724e-04,2.3203e-01,3.5993e-01,4.1599e-02
+DCC_bivariate_loop,,3.1843e-01,4.9215e-01,,8.5801e-01,5.3240e-10,1.7118e-04,4.8535e-01,7.0955e-01,5.5304e-03
+SW_cross_validated,,2.9590e-01,4.4453e-01,8.5801e-01,,9.2147e-09,7.4556e-04,6.3057e-01,8.5605e-01,9.1618e-03
+SW_15,,7.8115e-09,1.3485e-09,5.3240e-10,9.2147e-09,,7.8747e-05,7.1831e-08,2.7469e-08,3.7924e-11
+SW_30,,1.5365e-04,1.0724e-04,1.7118e-04,7.4556e-04,7.8747e-05,,3.5408e-03,1.5442e-03,1.2984e-06
+SW_60,,1.5750e-01,2.3203e-01,4.8535e-01,6.3057e-01,7.1831e-08,3.5408e-03,,7.6881e-01,4.4787e-03
+SW_120,,2.4154e-01,3.5993e-01,7.0955e-01,8.5605e-01,2.7469e-08,1.5442e-03,7.6881e-01,,7.8659e-03
+sFC,,1.4683e-01,4.1599e-02,5.5304e-03,9.1618e-03,3.7924e-11,1.2984e-06,4.4787e-03,7.8659e-03,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index 6acf1bf3..b854f7e3 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.6960,0.0515,0.8546,0.0000,0.0092,0.4883,0.8098,0.0000
-DCC_joint,,0.6960,,0.0647,0.5089,0.0000,0.0070,0.7023,0.5330,0.0000
-DCC_bivariate_loop,,0.0515,0.0647,,0.0199,0.0001,0.6318,0.1664,0.0419,0.0000
-SW_cross_validated,,0.8546,0.5089,0.0199,,0.0000,0.0015,0.3338,0.9240,0.0000
-SW_15,,0.0000,0.0000,0.0001,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0092,0.0070,0.6318,0.0015,0.0000,,0.0391,0.0091,0.0000
-SW_60,,0.4883,0.7023,0.1664,0.3338,0.0000,0.0391,,0.3742,0.0000
-SW_120,,0.8098,0.5330,0.0419,0.9240,0.0000,0.0091,0.3742,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.9602e-01,5.1485e-02,8.5463e-01,2.0191e-06,9.2496e-03,4.8828e-01,8.0979e-01,3.5971e-12
+DCC_joint,,6.9602e-01,,6.4696e-02,5.0887e-01,5.1245e-07,7.0039e-03,7.0227e-01,5.3298e-01,6.1727e-14
+DCC_bivariate_loop,,5.1485e-02,6.4696e-02,,1.9875e-02,9.2661e-05,6.3176e-01,1.6636e-01,4.1878e-02,1.1178e-11
+SW_cross_validated,,8.5463e-01,5.0887e-01,1.9875e-02,,1.9961e-07,1.4941e-03,3.3376e-01,9.2404e-01,5.3641e-14
+SW_15,,2.0191e-06,5.1245e-07,9.2661e-05,1.9961e-07,,1.7108e-05,4.3557e-06,3.5480e-06,7.5536e-09
+SW_30,,9.2496e-03,7.0039e-03,6.3176e-01,1.4941e-03,1.7108e-05,,3.9106e-02,9.0506e-03,4.8003e-15
+SW_60,,4.8828e-01,7.0227e-01,1.6636e-01,3.3376e-01,4.3557e-06,3.9106e-02,,3.7422e-01,2.0793e-12
+SW_120,,8.0979e-01,5.3298e-01,4.1878e-02,9.2404e-01,3.5480e-06,9.0506e-03,3.7422e-01,,1.9764e-11
+sFC,,3.5971e-12,6.1727e-14,1.1178e-11,5.3641e-14,7.5536e-09,4.8003e-15,2.0793e-12,1.9764e-11,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 18946e18..22b433e3 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0581,0.0764,0.0004,0.0000,0.0000,0.0001,0.0001,0.9527
-DCC_joint,,0.0581,,0.9993,0.0000,0.0000,0.0000,0.0000,0.0000,0.0298
-DCC_bivariate_loop,,0.0764,0.9993,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0475
-SW_cross_validated,,0.0004,0.0000,0.0000,,0.0000,0.0029,0.8634,0.5641,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0029,0.0000,,0.0014,0.0000,0.0000
-SW_60,,0.0001,0.0000,0.0000,0.8634,0.0000,0.0014,,0.3839,0.0000
-SW_120,,0.0001,0.0000,0.0000,0.5641,0.0000,0.0000,0.3839,,0.0000
-sFC,,0.9527,0.0298,0.0475,0.0001,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.8069e-02,7.6353e-02,3.6058e-04,6.3492e-14,1.1763e-08,7.2821e-05,1.3631e-04,9.5268e-01
+DCC_joint,,5.8069e-02,,9.9928e-01,2.2342e-06,4.0506e-18,4.0669e-12,1.5028e-07,6.6458e-08,2.9801e-02
+DCC_bivariate_loop,,7.6353e-02,9.9928e-01,,4.4088e-06,9.9769e-17,2.8553e-11,4.1372e-07,2.8144e-07,4.7489e-02
+SW_cross_validated,,3.6058e-04,2.2342e-06,4.4088e-06,,1.0742e-09,2.9393e-03,8.6337e-01,5.6406e-01,1.3534e-04
+SW_15,,6.3492e-14,4.0506e-18,9.9769e-17,1.0742e-09,,2.1746e-10,7.7250e-11,6.3979e-13,1.4137e-15
+SW_30,,1.1763e-08,4.0669e-12,2.8553e-11,2.9393e-03,2.1746e-10,,1.4328e-03,3.1587e-05,8.5816e-10
+SW_60,,7.2821e-05,1.5028e-07,4.1372e-07,8.6337e-01,7.7250e-11,1.4328e-03,,3.8386e-01,1.8005e-05
+SW_120,,1.3631e-04,6.6458e-08,2.8144e-07,5.6406e-01,6.3979e-13,3.1587e-05,3.8386e-01,,2.3815e-05
+sFC,,9.5268e-01,2.9801e-02,4.7489e-02,1.3534e-04,1.4137e-15,8.5816e-10,1.8005e-05,2.3815e-05,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index e2739197..5b1ea97d 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.6172,0.9912,0.0015,0.0000,0.0000,0.0000,0.0043,0.0613
-DCC_joint,,0.6172,,0.2402,0.0000,0.0000,0.0000,0.0000,0.0001,0.0089
-DCC_bivariate_loop,,0.9912,0.2402,,0.0001,0.0000,0.0000,0.0000,0.0004,0.0014
-SW_cross_validated,,0.0015,0.0000,0.0001,,0.0000,0.0001,0.2612,0.8414,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0001,0.0000,,0.0000,0.0003,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.2612,0.0000,0.0000,,0.2247,0.0000
-SW_120,,0.0043,0.0001,0.0004,0.8414,0.0000,0.0003,0.2247,,0.0000
-sFC,,0.0613,0.0089,0.0014,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.1717e-01,9.9125e-01,1.4707e-03,2.3091e-12,2.6291e-08,3.4704e-05,4.3124e-03,6.1316e-02
+DCC_joint,,6.1717e-01,,2.4021e-01,1.3555e-05,2.4954e-20,1.9195e-15,2.6852e-09,1.3849e-04,8.8621e-03
+DCC_bivariate_loop,,9.9125e-01,2.4021e-01,,5.1169e-05,1.3312e-19,1.2475e-14,1.3997e-08,4.4386e-04,1.3920e-03
+SW_cross_validated,,1.4707e-03,1.3555e-05,5.1169e-05,,1.2167e-10,9.4387e-05,2.6124e-01,8.4136e-01,1.2215e-06
+SW_15,,2.3091e-12,2.4954e-20,1.3312e-19,1.2167e-10,,3.9638e-14,4.5416e-13,1.1102e-09,3.5780e-18
+SW_30,,2.6291e-08,1.9195e-15,1.2475e-14,9.4387e-05,3.9638e-14,,2.5757e-05,2.5875e-04,3.7871e-14
+SW_60,,3.4704e-05,2.6852e-09,1.3997e-08,2.6124e-01,4.5416e-13,2.5757e-05,,2.2469e-01,1.0376e-09
+SW_120,,4.3124e-03,1.3849e-04,4.4386e-04,8.4136e-01,1.1102e-09,2.5875e-04,2.2469e-01,,1.1362e-05
+sFC,,6.1316e-02,8.8621e-03,1.3920e-03,1.2215e-06,3.5780e-18,3.7871e-14,1.0376e-09,1.1362e-05,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 89c3859b..341cce68 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0037,0.0115,0.0006,0.0000,0.0000,0.0000,0.0004,0.0319
-DCC_joint,,0.0037,,0.4503,0.0000,0.0000,0.0000,0.0000,0.0000,0.1182
-DCC_bivariate_loop,,0.0115,0.4503,,0.0000,0.0000,0.0000,0.0000,0.0000,0.4146
-SW_cross_validated,,0.0006,0.0000,0.0000,,0.0000,0.0000,0.0874,0.6254,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0874,0.0000,0.0000,,0.0043,0.0000
-SW_120,,0.0004,0.0000,0.0000,0.6254,0.0000,0.0000,0.0043,,0.0000
-sFC,,0.0319,0.1182,0.4146,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.7308e-03,1.1495e-02,6.4773e-04,2.9479e-12,1.0674e-08,3.9725e-06,3.5671e-04,3.1929e-02
+DCC_joint,,3.7308e-03,,4.5033e-01,3.9139e-08,1.7926e-17,2.0780e-14,8.8225e-12,7.9157e-10,1.1822e-01
+DCC_bivariate_loop,,1.1495e-02,4.5033e-01,,1.0155e-07,2.7427e-17,4.0152e-14,2.0991e-11,2.2939e-09,4.1464e-01
+SW_cross_validated,,6.4773e-04,3.9139e-08,1.0155e-07,,1.6195e-10,3.4016e-05,8.7368e-02,6.2543e-01,2.0065e-07
+SW_15,,2.9479e-12,1.7926e-17,2.7427e-17,1.6195e-10,,7.6099e-11,1.0095e-12,9.6369e-14,1.4192e-17
+SW_30,,1.0674e-08,2.0780e-14,4.0152e-14,3.4016e-05,7.6099e-11,,2.3711e-05,5.2563e-08,2.8252e-14
+SW_60,,3.9725e-06,8.8225e-12,2.0991e-11,8.7368e-02,1.0095e-12,2.3711e-05,,4.2832e-03,2.3224e-11
+SW_120,,3.5671e-04,7.9157e-10,2.2939e-09,6.2543e-01,9.6369e-14,5.2563e-08,4.2832e-03,,3.5775e-09
+sFC,,3.1929e-02,1.1822e-01,4.1464e-01,2.0065e-07,1.4192e-17,2.8252e-14,2.3224e-11,3.5775e-09,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 9e30c6e2..e96d19d7 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0021,0.1685,0.0001,0.0000,0.0000,0.0000,0.0006,0.0000
-DCC_joint,,0.0021,,0.0032,0.0158,0.0000,0.0000,0.0000,0.3033,0.0000
-DCC_bivariate_loop,,0.1685,0.0032,,0.0001,0.0000,0.0000,0.0000,0.0008,0.0000
-SW_cross_validated,,0.0001,0.0158,0.0001,,0.0000,0.0002,0.5676,0.0942,0.5291
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0002,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.5676,0.0000,0.0000,,0.0017,0.8985
-SW_120,,0.0006,0.3033,0.0008,0.0942,0.0000,0.0000,0.0017,,0.0014
-sFC,,0.0000,0.0000,0.0000,0.5291,0.0000,0.0000,0.8985,0.0014,
+SVWP_joint,,,2.0746e-03,1.6846e-01,9.3159e-05,5.1432e-14,3.2774e-10,3.7596e-07,6.1121e-04,3.3051e-07
+DCC_joint,,2.0746e-03,,3.1689e-03,1.5797e-02,1.8587e-15,2.3063e-10,1.5315e-05,3.0334e-01,1.2247e-05
+DCC_bivariate_loop,,1.6846e-01,3.1689e-03,,1.3162e-04,1.8313e-17,4.2419e-13,2.3137e-09,7.8349e-04,1.9085e-09
+SW_cross_validated,,9.3159e-05,1.5797e-02,1.3162e-04,,4.2402e-10,1.7638e-04,5.6758e-01,9.4206e-02,5.2909e-01
+SW_15,,5.1432e-14,1.8587e-15,1.8313e-17,4.2402e-10,,1.4713e-11,3.3271e-15,1.0072e-13,3.5281e-15
+SW_30,,3.2774e-10,2.3063e-10,4.2419e-13,1.7638e-04,1.4713e-11,,7.8929e-08,2.1515e-08,9.4882e-08
+SW_60,,3.7596e-07,1.5315e-05,2.3137e-09,5.6758e-01,3.3271e-15,7.8929e-08,,1.6837e-03,8.9847e-01
+SW_120,,6.1121e-04,3.0334e-01,7.8349e-04,9.4206e-02,1.0072e-13,2.1515e-08,1.6837e-03,,1.3848e-03
+sFC,,3.3051e-07,1.2247e-05,1.9085e-09,5.2909e-01,3.5281e-15,9.4882e-08,8.9847e-01,1.3848e-03,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 084530f5..79d568f5 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.4954,0.0559,0.0002,0.0000,0.0000,0.0183,0.0002,0.0375
-DCC_joint,,0.4954,,0.0000,0.0000,0.0000,0.0000,0.0020,0.0000,0.0007
-DCC_bivariate_loop,,0.0559,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0002,0.0000,0.0000,,0.0000,0.0140,0.0045,0.7055,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0140,0.0000,,0.0000,0.0017,0.0000
-SW_60,,0.0183,0.0020,0.0000,0.0045,0.0000,0.0000,,0.0042,0.2800
-SW_120,,0.0002,0.0000,0.0000,0.7055,0.0000,0.0017,0.0042,,0.0000
-sFC,,0.0375,0.0007,0.0000,0.0001,0.0000,0.0000,0.2800,0.0000,
+SVWP_joint,,,4.9540e-01,5.5884e-02,1.7525e-04,2.4466e-11,1.8026e-06,1.8339e-02,1.7471e-04,3.7515e-02
+DCC_joint,,4.9540e-01,,4.5523e-06,1.4465e-06,6.7802e-17,7.5675e-11,1.9988e-03,2.7151e-07,6.7886e-04
+DCC_bivariate_loop,,5.5884e-02,4.5523e-06,,1.2751e-09,2.5506e-18,1.6421e-13,1.2655e-07,1.1967e-10,7.4450e-10
+SW_cross_validated,,1.7525e-04,1.4465e-06,1.2751e-09,,3.4342e-11,1.3968e-02,4.4861e-03,7.0555e-01,8.7351e-05
+SW_15,,2.4466e-11,6.7802e-17,2.5506e-18,3.4342e-11,,1.1512e-11,1.2856e-13,1.2233e-12,4.7472e-17
+SW_30,,1.8026e-06,7.5675e-11,1.6421e-13,1.3968e-02,1.1512e-11,,1.5861e-06,1.6635e-03,7.5093e-10
+SW_60,,1.8339e-02,1.9988e-03,1.2655e-07,4.4861e-03,1.2856e-13,1.5861e-06,,4.2496e-03,2.7999e-01
+SW_120,,1.7471e-04,2.7151e-07,1.1967e-10,7.0555e-01,1.2233e-12,1.6635e-03,4.2496e-03,,2.2400e-05
+sFC,,3.7515e-02,6.7886e-04,7.4450e-10,8.7351e-05,4.7472e-17,7.5093e-10,2.7999e-01,2.2400e-05,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 01e1fd8f..507a465b 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0769,0.3114,0.0001,0.0000,0.0000,0.0000,0.0001,0.1479
-DCC_joint,,0.0769,,0.4258,0.0000,0.0000,0.0000,0.0000,0.0000,0.7076
-DCC_bivariate_loop,,0.3114,0.4258,,0.0000,0.0000,0.0000,0.0000,0.0000,0.6598
-SW_cross_validated,,0.0001,0.0000,0.0000,,0.0000,0.0000,0.0256,0.9461,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0256,0.0000,0.0000,,0.0256,0.0000
-SW_120,,0.0001,0.0000,0.0000,0.9461,0.0000,0.0000,0.0256,,0.0000
-sFC,,0.1479,0.7076,0.6598,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.6889e-02,3.1139e-01,1.2832e-04,1.8682e-16,6.6161e-13,4.6486e-08,7.8683e-05,1.4793e-01
+DCC_joint,,7.6889e-02,,4.2577e-01,2.0425e-06,8.3364e-19,1.1371e-15,2.5577e-10,1.0637e-06,7.0763e-01
+DCC_bivariate_loop,,3.1139e-01,4.2577e-01,,1.3016e-05,1.5664e-17,3.3421e-14,3.0737e-09,7.3671e-06,6.5980e-01
+SW_cross_validated,,1.2832e-04,2.0425e-06,1.3016e-05,,1.7523e-12,1.7825e-07,2.5552e-02,9.4610e-01,4.2490e-06
+SW_15,,1.8682e-16,8.3364e-19,1.5664e-17,1.7523e-12,,6.3120e-13,1.3939e-13,9.6187e-13,2.3622e-18
+SW_30,,6.6161e-13,1.1371e-15,3.3421e-14,1.7825e-07,6.3120e-13,,4.9261e-07,1.1374e-07,3.8798e-15
+SW_60,,4.6486e-08,2.5577e-10,3.0737e-09,2.5552e-02,1.3939e-13,4.9261e-07,,2.5630e-02,6.4857e-10
+SW_120,,7.8683e-05,1.0637e-06,7.3671e-06,9.4610e-01,9.6187e-13,1.1374e-07,2.5630e-02,,2.2780e-06
+sFC,,1.4793e-01,7.0763e-01,6.5980e-01,4.2490e-06,2.3622e-18,3.8798e-15,6.4857e-10,2.2780e-06,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index ba9fda5d..06f8874b 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0011,0.3839,0.0000,0.0000,0.0000,0.0000,0.0001,0.0000
-DCC_joint,,0.0011,,0.0003,0.0357,0.0000,0.0000,0.0007,0.2479,0.0000
-DCC_bivariate_loop,,0.3839,0.0003,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0357,0.0000,,0.0000,0.0000,0.0391,0.4031,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0007
-SW_60,,0.0000,0.0007,0.0000,0.0391,0.0000,0.0001,,0.0154,0.0295
-SW_120,,0.0001,0.2479,0.0000,0.4031,0.0000,0.0000,0.0154,,0.0001
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0007,0.0295,0.0001,
+SVWP_joint,,,1.1267e-03,3.8385e-01,7.5634e-07,1.0464e-16,1.5415e-11,3.0747e-08,7.1648e-05,5.6204e-12
+DCC_joint,,1.1267e-03,,2.5561e-04,3.5681e-02,9.7077e-14,1.0153e-07,7.0075e-04,2.4788e-01,1.3713e-06
+DCC_bivariate_loop,,3.8385e-01,2.5561e-04,,2.1572e-07,9.8090e-17,8.8123e-12,1.1432e-08,1.8869e-05,3.4315e-12
+SW_cross_validated,,7.5634e-07,3.5681e-02,2.1572e-07,,3.3177e-14,7.2660e-07,3.9135e-02,4.0313e-01,2.1160e-05
+SW_15,,1.0464e-16,9.7077e-14,9.8090e-17,3.3177e-14,,1.0688e-10,8.2733e-13,6.0140e-13,9.8986e-15
+SW_30,,1.5415e-11,1.0153e-07,8.8123e-12,7.2660e-07,1.0688e-10,,1.4358e-04,1.7954e-06,7.3793e-04
+SW_60,,3.0747e-08,7.0075e-04,1.1432e-08,3.9135e-02,8.2733e-13,1.4358e-04,,1.5446e-02,2.9461e-02
+SW_120,,7.1648e-05,2.4788e-01,1.8869e-05,4.0313e-01,6.0140e-13,1.7954e-06,1.5446e-02,,6.1816e-05
+sFC,,5.6204e-12,1.3713e-06,3.4315e-12,2.1160e-05,9.8986e-15,7.3793e-04,2.9461e-02,6.1816e-05,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index 7e1798b8..40b0fc73 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0000,0.7496,0.0007,0.0000,0.0005,0.1985,0.5689
-DCC_joint,,0.0001,,0.0753,0.0027,0.6592,0.0177,0.2014,0.0000,0.0002
-DCC_bivariate_loop,,0.0000,0.0753,,0.0002,0.0431,0.6804,0.8979,0.0000,0.0000
-SW_cross_validated,,0.7496,0.0027,0.0002,,0.0076,0.0001,0.0016,0.6741,0.5323
-SW_15,,0.0007,0.6592,0.0431,0.0076,,0.0099,0.1309,0.0001,0.0016
-SW_30,,0.0000,0.0177,0.6804,0.0001,0.0099,,0.6426,0.0000,0.0000
-SW_60,,0.0005,0.2014,0.8979,0.0016,0.1309,0.6426,,0.0001,0.0009
-SW_120,,0.1985,0.0000,0.0000,0.6741,0.0001,0.0000,0.0001,,0.0734
-sFC,,0.5689,0.0002,0.0000,0.5323,0.0016,0.0000,0.0009,0.0734,
+SVWP_joint,,,8.6950e-05,1.4585e-05,7.4960e-01,6.8035e-04,8.6085e-07,4.9120e-04,1.9850e-01,5.6893e-01
+DCC_joint,,8.6950e-05,,7.5302e-02,2.7189e-03,6.5917e-01,1.7657e-02,2.0141e-01,1.2347e-05,2.1884e-04
+DCC_bivariate_loop,,1.4585e-05,7.5302e-02,,2.3856e-04,4.3087e-02,6.8041e-01,8.9793e-01,3.4122e-06,2.8510e-05
+SW_cross_validated,,7.4960e-01,2.7189e-03,2.3856e-04,,7.5851e-03,5.0308e-05,1.6245e-03,6.7408e-01,5.3228e-01
+SW_15,,6.8035e-04,6.5917e-01,4.3087e-02,7.5851e-03,,9.8862e-03,1.3089e-01,9.6704e-05,1.6414e-03
+SW_30,,8.6085e-07,1.7657e-02,6.8041e-01,5.0308e-05,9.8862e-03,,6.4258e-01,2.1090e-07,1.6984e-06
+SW_60,,4.9120e-04,2.0141e-01,8.9793e-01,1.6245e-03,1.3089e-01,6.4258e-01,,1.3758e-04,8.5247e-04
+SW_120,,1.9850e-01,1.2347e-05,3.4122e-06,6.7408e-01,9.6704e-05,2.1090e-07,1.3758e-04,,7.3423e-02
+sFC,,5.6893e-01,2.1884e-04,2.8510e-05,5.3228e-01,1.6414e-03,1.6984e-06,8.5247e-04,7.3423e-02,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/checkerboard_between_method_performance_T.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/checkerboard_between_method_performance_T.csv
deleted file mode 100644
index 647e4745..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/checkerboard_between_method_performance_T.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,-5.04,-5.88,0.33,-4.10,-7.32,-4.24,1.34,-0.58
-DCC_joint,,-5.04,,-1.89,3.47,0.45,-2.61,-1.33,5.96,4.61
-DCC_bivariate_loop,,-5.88,-1.89,,4.57,2.18,-0.42,0.13,6.59,5.55
-SW_cross_validated,,0.33,3.47,4.57,,-3.01,-5.29,-3.70,0.43,-0.64
-SW_15,,-4.10,0.45,2.18,-3.01,,-2.88,-1.58,4.98,3.70
-SW_30,,-7.32,-2.61,-0.42,-5.29,-2.88,,0.47,8.08,6.95
-SW_60,,-4.24,-1.33,0.13,-3.70,-1.58,0.47,,4.82,3.99
-SW_120,,1.34,5.96,6.59,0.43,4.98,8.08,4.82,,-1.90
-sFC,,-0.58,4.61,5.55,-0.64,3.70,6.95,3.99,-1.90,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/checkerboard_between_method_performance_cohen_d.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/checkerboard_between_method_performance_cohen_d.csv
deleted file mode 100644
index 18d76d95..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/checkerboard_between_method_performance_cohen_d.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,2.25,2.63,0.15,1.83,3.27,1.90,0.60,0.26
-DCC_joint,,2.25,,0.84,1.55,0.20,1.17,0.59,2.66,2.06
-DCC_bivariate_loop,,2.63,0.84,,2.04,0.97,0.19,0.06,2.95,2.48
-SW_cross_validated,,0.15,1.55,2.04,,1.34,2.36,1.66,0.19,0.28
-SW_15,,1.83,0.20,0.97,1.34,,1.29,0.71,2.23,1.65
-SW_30,,3.27,1.17,0.19,2.36,1.29,,0.21,3.62,3.11
-SW_60,,1.90,0.59,0.06,1.66,0.71,0.21,,2.16,1.79
-SW_120,,0.60,2.66,2.95,0.19,2.23,3.62,2.16,,0.85
-sFC,,0.26,2.06,2.48,0.28,1.65,3.11,1.79,0.85,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/checkerboard_between_method_performance_ptests.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/checkerboard_between_method_performance_ptests.csv
deleted file mode 100644
index 6656d98f..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/checkerboard_between_method_performance_ptests.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
-SVWP_joint,nan,-,0.0031,0.0005,1.,0.0243,0.0000,0.0177,1.,1.
-DCC_joint,nan,5.0378,-,1.,0.0979,1.,0.6356,1.,0.0004,0.0079
-DCC_bivariate_loop,nan,5.8791,1.8877,-,0.0086,1.,1.,1.,0.0001,0.0010
-SW_cross_validated,nan,-0.3275,-3.4723,-4.5678,-,0.2731,0.0018,0.0585,1.,1.
-SW_15,nan,4.0987,-0.4485,-2.1764,3.006,-,0.3559,1.,0.0035,0.0591
-SW_30,nan,7.321,2.6118,0.4187,5.285,2.8837,-,1.,0.0000,0.0001
-SW_60,nan,4.2419,1.326,-0.1301,3.7039,1.5827,-0.472,-,0.005,0.0307
-SW_120,nan,-1.3449,-5.9555,-6.5948,-0.4275,-4.9812,-8.0846,-4.819,-,1.
-sFC,nan,0.5769,-4.607,-5.553,0.6368,-3.6992,-6.9535,-3.9933,1.9011,-
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/checkerboard_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/checkerboard_between_method_performance_pvals.csv
deleted file mode 100644
index 26aae838..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/checkerboard_between_method_performance_pvals.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0000,0.7471,0.0007,0.0000,0.0005,0.1954,0.5712
-DCC_joint,,0.0001,,0.0753,0.0027,0.6592,0.0177,0.2014,0.0000,0.0002
-DCC_bivariate_loop,,0.0000,0.0753,,0.0002,0.0431,0.6804,0.8979,0.0000,0.0000
-SW_cross_validated,,0.7471,0.0027,0.0002,,0.0076,0.0001,0.0016,0.6741,0.5323
-SW_15,,0.0007,0.6592,0.0431,0.0076,,0.0099,0.1309,0.0001,0.0016
-SW_30,,0.0000,0.0177,0.6804,0.0001,0.0099,,0.6426,0.0000,0.0000
-SW_60,,0.0005,0.2014,0.8979,0.0016,0.1309,0.6426,,0.0001,0.0009
-SW_120,,0.1954,0.0000,0.0000,0.6741,0.0001,0.0000,0.0001,,0.0734
-sFC,,0.5712,0.0002,0.0000,0.5323,0.0016,0.0000,0.0009,0.0734,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index 3a893e1f..0067bc55 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0209,0.0471,0.2286,0.0005,0.0685,0.2140,0.9106,0.0071
-DCC_joint,,0.0209,,0.6080,0.0006,0.0000,0.0000,0.0000,0.0008,0.4203
-DCC_bivariate_loop,,0.0471,0.6080,,0.0015,0.0000,0.0001,0.0001,0.0033,0.2122
-SW_cross_validated,,0.2286,0.0006,0.0015,,0.0103,0.5966,0.8138,0.1536,0.0002
-SW_15,,0.0005,0.0000,0.0000,0.0103,,0.0113,0.0004,0.0000,0.0000
-SW_30,,0.0685,0.0000,0.0001,0.5966,0.0113,,0.3191,0.0169,0.0000
-SW_60,,0.2140,0.0000,0.0001,0.8138,0.0004,0.3191,,0.0817,0.0000
-SW_120,,0.9106,0.0008,0.0033,0.1536,0.0000,0.0169,0.0817,,0.0002
-sFC,,0.0071,0.4203,0.2122,0.0002,0.0000,0.0000,0.0000,0.0002,
+SVWP_joint,,,2.0868e-02,4.7129e-02,2.2864e-01,5.0432e-04,6.8511e-02,2.1397e-01,9.1062e-01,7.0992e-03
+DCC_joint,,2.0868e-02,,6.0800e-01,5.7250e-04,2.5103e-08,1.4691e-05,2.6373e-05,7.5608e-04,4.2030e-01
+DCC_bivariate_loop,,4.7129e-02,6.0800e-01,,1.5149e-03,8.0262e-08,5.0181e-05,1.1240e-04,3.3494e-03,2.1221e-01
+SW_cross_validated,,2.2864e-01,5.7250e-04,1.5149e-03,,1.0340e-02,5.9658e-01,8.1382e-01,1.5362e-01,2.1147e-04
+SW_15,,5.0432e-04,2.5103e-08,8.0262e-08,1.0340e-02,,1.1347e-02,4.3755e-04,8.4314e-06,1.9455e-08
+SW_30,,6.8511e-02,1.4691e-05,5.0181e-05,5.9658e-01,1.1347e-02,,3.1911e-01,1.6867e-02,6.5549e-06
+SW_60,,2.1397e-01,2.6373e-05,1.1240e-04,8.1382e-01,4.3755e-04,3.1911e-01,,8.1733e-02,1.1204e-05
+SW_120,,9.1062e-01,7.5608e-04,3.3494e-03,1.5362e-01,8.4314e-06,1.6867e-02,8.1733e-02,,2.2898e-04
+sFC,,7.0992e-03,4.2030e-01,2.1221e-01,2.1147e-04,1.9455e-08,6.5549e-06,1.1204e-05,2.2898e-04,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index af8b892a..0d2a4557 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0770,0.1412,0.1059,0.0116,0.0874,0.0758,0.2345,0.2237
-DCC_joint,,0.0770,,0.3948,0.0000,0.0000,0.0000,0.0000,0.0000,0.2704
-DCC_bivariate_loop,,0.1412,0.3948,,0.0001,0.0000,0.0000,0.0000,0.0000,0.6588
-SW_cross_validated,,0.1059,0.0000,0.0001,,0.2626,0.8218,0.9876,0.4139,0.0004
-SW_15,,0.0116,0.0000,0.0000,0.2626,,0.0094,0.0829,0.0085,0.0000
-SW_30,,0.0874,0.0000,0.0000,0.8218,0.0094,,0.7619,0.3625,0.0000
-SW_60,,0.0758,0.0000,0.0000,0.9876,0.0829,0.7619,,0.2968,0.0000
-SW_120,,0.2345,0.0000,0.0000,0.4139,0.0085,0.3625,0.2968,,0.0005
-sFC,,0.2237,0.2704,0.6588,0.0004,0.0000,0.0000,0.0000,0.0005,
+SVWP_joint,,,7.6966e-02,1.4122e-01,1.0592e-01,1.1619e-02,8.7432e-02,7.5824e-02,2.3453e-01,2.2366e-01
+DCC_joint,,7.6966e-02,,3.9484e-01,2.8912e-05,7.0763e-12,1.2535e-08,1.8131e-07,9.5122e-06,2.7039e-01
+DCC_bivariate_loop,,1.4122e-01,3.9484e-01,,9.0643e-05,7.2083e-11,9.4170e-08,9.2765e-07,4.4812e-05,6.5875e-01
+SW_cross_validated,,1.0592e-01,2.8912e-05,9.0643e-05,,2.6259e-01,8.2177e-01,9.8761e-01,4.1390e-01,4.2490e-04
+SW_15,,1.1619e-02,7.0763e-12,7.2083e-11,2.6259e-01,,9.4209e-03,8.2892e-02,8.4590e-03,2.9482e-08
+SW_30,,8.7432e-02,1.2535e-08,9.4170e-08,8.2177e-01,9.4209e-03,,7.6192e-01,3.6249e-01,6.0378e-06
+SW_60,,7.5824e-02,1.8131e-07,9.2765e-07,9.8761e-01,8.2892e-02,7.6192e-01,,2.9678e-01,1.8562e-05
+SW_120,,2.3453e-01,9.5122e-06,4.4812e-05,4.1390e-01,8.4590e-03,3.6249e-01,2.9678e-01,,4.5199e-04
+sFC,,2.2366e-01,2.7039e-01,6.5875e-01,4.2490e-04,2.9482e-08,6.0378e-06,1.8562e-05,4.5199e-04,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index 4ca7a210..7e83f978 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2134,0.0786,0.7093,0.5619,0.4684,0.2734,0.2899,0.0000
-DCC_joint,,0.2134,,0.0982,0.3215,0.0005,0.2058,0.9760,0.9943,0.0000
-DCC_bivariate_loop,,0.0786,0.0982,,0.0998,0.0000,0.0119,0.3499,0.4455,0.0000
-SW_cross_validated,,0.7093,0.3215,0.0998,,0.2221,0.7327,0.4124,0.4326,0.0000
-SW_15,,0.5619,0.0005,0.0000,0.2221,,0.0134,0.0130,0.0253,0.0000
-SW_30,,0.4684,0.2058,0.0119,0.7327,0.0134,,0.4443,0.4881,0.0000
-SW_60,,0.2734,0.9760,0.3499,0.4124,0.0130,0.4443,,0.9787,0.0000
-SW_120,,0.2899,0.9943,0.4455,0.4326,0.0253,0.4881,0.9787,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.1341e-01,7.8589e-02,7.0933e-01,5.6189e-01,4.6837e-01,2.7336e-01,2.8993e-01,3.8163e-08
+DCC_joint,,2.1341e-01,,9.8237e-02,3.2146e-01,5.0315e-04,2.0575e-01,9.7598e-01,9.9435e-01,4.9099e-18
+DCC_bivariate_loop,,7.8589e-02,9.8237e-02,,9.9759e-02,2.4424e-05,1.1902e-02,3.4987e-01,4.4550e-01,6.1486e-19
+SW_cross_validated,,7.0933e-01,3.2146e-01,9.9759e-02,,2.2205e-01,7.3266e-01,4.1245e-01,4.3259e-01,5.1989e-10
+SW_15,,5.6189e-01,5.0315e-04,2.4424e-05,2.2205e-01,,1.3428e-02,1.2970e-02,2.5278e-02,9.2686e-14
+SW_30,,4.6837e-01,2.0575e-01,1.1902e-02,7.3266e-01,1.3428e-02,,4.4430e-01,4.8814e-01,6.8399e-16
+SW_60,,2.7336e-01,9.7598e-01,3.4987e-01,4.1245e-01,1.2970e-02,4.4430e-01,,9.7873e-01,1.2035e-12
+SW_120,,2.8993e-01,9.9435e-01,4.4550e-01,4.3259e-01,2.5278e-02,4.8814e-01,9.7873e-01,,2.1493e-11
+sFC,,3.8163e-08,4.9099e-18,6.1486e-19,5.1989e-10,9.2686e-14,6.8399e-16,1.2035e-12,2.1493e-11,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index 8d31cea8..1b58b726 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.4454,0.0572,0.5071,0.0197,0.0017,0.0078,0.0131,0.0004
-DCC_joint,,0.4454,,0.0018,0.9852,0.0003,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0572,0.0018,,0.1071,0.0871,0.0000,0.0031,0.0000,0.0000
-SW_cross_validated,,0.5071,0.9852,0.1071,,0.0272,0.0009,0.0075,0.0001,0.0000
-SW_15,,0.0197,0.0003,0.0871,0.0272,,0.0070,0.2971,0.0000,0.0000
-SW_30,,0.0017,0.0000,0.0000,0.0009,0.0070,,0.0550,0.0000,0.0000
-SW_60,,0.0078,0.0000,0.0031,0.0075,0.2971,0.0550,,0.0000,0.0000
-SW_120,,0.0131,0.0000,0.0000,0.0001,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0004,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.4538e-01,5.7154e-02,5.0713e-01,1.9653e-02,1.7447e-03,7.7795e-03,1.3107e-02,4.1424e-04
+DCC_joint,,4.4538e-01,,1.8022e-03,9.8520e-01,3.3533e-04,1.4454e-07,1.6873e-05,1.2590e-08,1.9439e-12
+DCC_bivariate_loop,,5.7154e-02,1.8022e-03,,1.0706e-01,8.7142e-02,2.3923e-06,3.0826e-03,7.3601e-13,2.9660e-18
+SW_cross_validated,,5.0713e-01,9.8520e-01,1.0706e-01,,2.7216e-02,8.8474e-04,7.5129e-03,1.0898e-04,9.4352e-07
+SW_15,,1.9653e-02,3.3533e-04,8.7142e-02,2.7216e-02,,6.9833e-03,2.9710e-01,1.5061e-11,8.2913e-15
+SW_30,,1.7447e-03,1.4454e-07,2.3923e-06,8.8474e-04,6.9833e-03,,5.5004e-02,1.0710e-14,3.5475e-19
+SW_60,,7.7795e-03,1.6873e-05,3.0826e-03,7.5129e-03,2.9710e-01,5.5004e-02,,8.9672e-13,2.3437e-16
+SW_120,,1.3107e-02,1.2590e-08,7.3601e-13,1.0898e-04,1.5061e-11,1.0710e-14,8.9672e-13,,3.8840e-06
+sFC,,4.1424e-04,1.9439e-12,2.9660e-18,9.4352e-07,8.2913e-15,3.5475e-19,2.3437e-16,3.8840e-06,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index eadd4b61..f9f5b9d5 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0031,0.0044,0.7858,0.5654,0.5784,0.3838,0.9834,0.0818
-DCC_joint,,0.0031,,0.7655,0.0000,0.0000,0.0002,0.0013,0.0002,0.0362
-DCC_bivariate_loop,,0.0044,0.7655,,0.0000,0.0000,0.0005,0.0024,0.0004,0.0604
-SW_cross_validated,,0.7858,0.0000,0.0000,,0.6493,0.2384,0.1121,0.7558,0.0062
-SW_15,,0.5654,0.0000,0.0000,0.6493,,0.0952,0.0388,0.4833,0.0013
-SW_30,,0.5784,0.0002,0.0005,0.2384,0.0952,,0.6461,0.4749,0.0859
-SW_60,,0.3838,0.0013,0.0024,0.1121,0.0388,0.6461,,0.2740,0.2079
-SW_120,,0.9834,0.0002,0.0004,0.7558,0.4833,0.4749,0.2740,,0.0323
-sFC,,0.0818,0.0362,0.0604,0.0062,0.0013,0.0859,0.2079,0.0323,
+SVWP_joint,,,3.1427e-03,4.4089e-03,7.8578e-01,5.6537e-01,5.7839e-01,3.8375e-01,9.8342e-01,8.1762e-02
+DCC_joint,,3.1427e-03,,7.6550e-01,4.8855e-06,2.3756e-07,2.3155e-04,1.2657e-03,2.2722e-04,3.6239e-02
+DCC_bivariate_loop,,4.4089e-03,7.6550e-01,,1.1534e-05,7.0883e-07,4.8511e-04,2.4315e-03,3.9442e-04,6.0384e-02
+SW_cross_validated,,7.8578e-01,4.8855e-06,1.1534e-05,,6.4929e-01,2.3844e-01,1.1209e-01,7.5580e-01,6.2354e-03
+SW_15,,5.6537e-01,2.3756e-07,7.0883e-07,6.4929e-01,,9.5167e-02,3.8770e-02,4.8326e-01,1.3337e-03
+SW_30,,5.7839e-01,2.3155e-04,4.8511e-04,2.3844e-01,9.5167e-02,,6.4608e-01,4.7489e-01,8.5928e-02
+SW_60,,3.8375e-01,1.2657e-03,2.4315e-03,1.1209e-01,3.8770e-02,6.4608e-01,,2.7403e-01,2.0793e-01
+SW_120,,9.8342e-01,2.2722e-04,3.9442e-04,7.5580e-01,4.8326e-01,4.7489e-01,2.7403e-01,,3.2289e-02
+sFC,,8.1762e-02,3.6239e-02,6.0384e-02,6.2354e-03,1.3337e-03,8.5928e-02,2.0793e-01,3.2289e-02,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index 8d1fee1e..8f8aef20 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.5357,0.1396,0.9211,0.8899,0.3086,0.4687,0.8821,0.0000
-DCC_joint,,0.5357,,0.2387,0.4129,0.4434,0.6056,0.8037,0.7227,0.0000
-DCC_bivariate_loop,,0.1396,0.2387,,0.0730,0.0283,0.4279,0.5422,0.2835,0.0000
-SW_cross_validated,,0.9211,0.4129,0.0730,,0.7656,0.1967,0.3776,0.8077,0.0000
-SW_15,,0.8899,0.4434,0.0283,0.7656,,0.1326,0.4198,0.9472,0.0000
-SW_30,,0.3086,0.6056,0.4279,0.1967,0.1326,,0.9138,0.5006,0.0000
-SW_60,,0.4687,0.8037,0.5422,0.3776,0.4198,0.9138,,0.6219,0.0000
-SW_120,,0.8821,0.7227,0.2835,0.8077,0.9472,0.5006,0.6219,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.3566e-01,1.3962e-01,9.2106e-01,8.8990e-01,3.0862e-01,4.6874e-01,8.8212e-01,4.7963e-12
+DCC_joint,,5.3566e-01,,2.3866e-01,4.1290e-01,4.4343e-01,6.0556e-01,8.0369e-01,7.2274e-01,1.1714e-15
+DCC_bivariate_loop,,1.3962e-01,2.3866e-01,,7.2963e-02,2.8304e-02,4.2795e-01,5.4223e-01,2.8350e-01,1.6908e-17
+SW_cross_validated,,9.2106e-01,4.1290e-01,7.2963e-02,,7.6557e-01,1.9673e-01,3.7764e-01,8.0765e-01,2.9330e-13
+SW_15,,8.8990e-01,4.4343e-01,2.8304e-02,7.6557e-01,,1.3260e-01,4.1976e-01,9.4722e-01,4.1030e-18
+SW_30,,3.0862e-01,6.0556e-01,4.2795e-01,1.9673e-01,1.3260e-01,,9.1381e-01,5.0055e-01,1.2055e-17
+SW_60,,4.6874e-01,8.0369e-01,5.4223e-01,3.7764e-01,4.1976e-01,9.1381e-01,,6.2191e-01,1.4893e-12
+SW_120,,8.8212e-01,7.2274e-01,2.8350e-01,8.0765e-01,9.4722e-01,5.0055e-01,6.2191e-01,,1.4325e-10
+sFC,,4.7963e-12,1.1714e-15,1.6908e-17,2.9330e-13,4.1030e-18,1.2055e-17,1.4893e-12,1.4325e-10,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index a4057b4e..fb8b6cc3 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2491,0.3928,0.0006,0.0000,0.0000,0.0000,0.0006,0.0066
-DCC_joint,,0.2491,,0.6387,0.0008,0.0000,0.0000,0.0000,0.0001,0.0000
-DCC_bivariate_loop,,0.3928,0.6387,,0.0005,0.0000,0.0000,0.0000,0.0001,0.0000
-SW_cross_validated,,0.0006,0.0008,0.0005,,0.0000,0.0008,0.5776,0.2372,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0008,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.5776,0.0000,0.0000,,0.0086,0.0000
-SW_120,,0.0006,0.0001,0.0001,0.2372,0.0000,0.0000,0.0086,,0.0000
-sFC,,0.0066,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.4914e-01,3.9280e-01,6.2673e-04,1.3402e-12,3.8951e-09,7.2126e-06,5.8933e-04,6.6429e-03
+DCC_joint,,2.4914e-01,,6.3874e-01,7.9599e-04,5.5749e-17,2.3105e-12,1.9981e-07,1.4658e-04,3.4081e-06
+DCC_bivariate_loop,,3.9280e-01,6.3874e-01,,5.2314e-04,1.7164e-16,4.2246e-12,1.8551e-07,9.4269e-05,1.4658e-05
+SW_cross_validated,,6.2673e-04,7.9599e-04,5.2314e-04,,1.8832e-08,7.7962e-04,5.7755e-01,2.3715e-01,5.2612e-07
+SW_15,,1.3402e-12,5.5749e-17,1.7164e-16,1.8832e-08,,1.2521e-10,1.2438e-12,5.9135e-14,1.5236e-17
+SW_30,,3.8951e-09,2.3105e-12,4.2246e-12,7.7962e-04,1.2521e-10,,6.7680e-06,1.9051e-08,3.6322e-14
+SW_60,,7.2126e-06,1.9981e-07,1.8551e-07,5.7755e-01,1.2438e-12,6.7680e-06,,8.6037e-03,9.3528e-11
+SW_120,,5.8933e-04,1.4658e-04,9.4269e-05,2.3715e-01,5.9135e-14,1.9051e-08,8.6037e-03,,5.7700e-09
+sFC,,6.6429e-03,3.4081e-06,1.4658e-05,5.2612e-07,1.5236e-17,3.6322e-14,9.3528e-11,5.7700e-09,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_T.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_T.csv
deleted file mode 100644
index f84abee5..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_T.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,1.18,0.87,4.12,17.09,10.51,6.20,4.15,-3.06
-DCC_joint,,1.18,,-0.48,4.02,30.62,16.61,8.12,4.79,-6.60
-DCC_bivariate_loop,,0.87,-0.48,,4.21,28.73,16.03,8.16,4.99,-5.87
-SW_cross_validated,,4.12,4.02,4.21,,9.52,4.03,0.57,-1.22,-7.58
-SW_15,,17.09,30.62,28.73,9.52,,-13.08,-17.23,-20.57,-32.95
-SW_30,,10.51,16.61,16.03,4.03,-13.08,,-6.25,-9.52,-21.16
-SW_60,,6.20,8.12,8.16,0.57,-17.23,-6.25,,-2.95,-13.31
-SW_120,,4.15,4.79,4.99,-1.22,-20.57,-9.52,-2.95,,-10.29
-sFC,,-3.06,-6.60,-5.87,-7.58,-32.95,-21.16,-13.31,-10.29,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
deleted file mode 100644
index 57a443f5..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.53,0.39,1.84,7.64,4.70,2.77,1.85,1.37
-DCC_joint,,0.53,,0.21,1.80,13.70,7.43,3.63,2.14,2.95
-DCC_bivariate_loop,,0.39,0.21,,1.88,12.85,7.17,3.65,2.23,2.63
-SW_cross_validated,,1.84,1.80,1.88,,4.26,1.80,0.25,0.55,3.39
-SW_15,,7.64,13.70,12.85,4.26,,5.85,7.70,9.20,14.74
-SW_30,,4.70,7.43,7.17,1.80,5.85,,2.80,4.26,9.46
-SW_60,,2.77,3.63,3.65,0.25,7.70,2.80,,1.32,5.95
-SW_120,,1.85,2.14,2.23,0.55,9.20,4.26,1.32,,4.60
-sFC,,1.37,2.95,2.63,3.39,14.74,9.46,5.95,4.60,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_ptests.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
deleted file mode 100644
index ee5611c8..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
-SVWP_joint,nan,-,1.,1.,0.023,0.0000,0.0000,0.0003,0.0219,0.2425
-DCC_joint,nan,-1.185,-,1.,0.0287,0.0000,0.0000,0.0000,0.0053,0.0001
-DCC_bivariate_loop,nan,-0.8707,0.4775,-,0.0188,0.0000,0.0000,0.0000,0.0034,0.0005
-SW_cross_validated,nan,-4.1233,-4.0241,-4.2128,-,0.0000,0.0281,1.,1.,0.0000
-SW_15,nan,-17.0914,-30.6231,-28.7336,-9.5234,-,0.0000,0.0000,0.0000,0.0000
-SW_30,nan,-10.5134,-16.6115,-16.0293,-4.0334,13.0756,-,0.0002,0.0000,0.0000
-SW_60,nan,-6.1994,-8.1152,-8.1573,-0.5672,17.2282,6.251,-,0.3097,0.0000
-SW_120,nan,-4.1452,-4.7899,-4.9929,1.2229,20.5726,9.5162,2.948,-,0.0000
-sFC,nan,3.0605,6.5954,5.8722,7.5775,32.9517,21.1597,13.3103,10.2868,-
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
deleted file mode 100644
index 86be9e5d..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2514,0.3954,0.0006,0.0000,0.0000,0.0000,0.0006,0.0067
-DCC_joint,,0.2514,,0.6387,0.0008,0.0000,0.0000,0.0000,0.0001,0.0000
-DCC_bivariate_loop,,0.3954,0.6387,,0.0005,0.0000,0.0000,0.0000,0.0001,0.0000
-SW_cross_validated,,0.0006,0.0008,0.0005,,0.0000,0.0008,0.5776,0.2372,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0008,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.5776,0.0000,0.0000,,0.0086,0.0000
-SW_120,,0.0006,0.0001,0.0001,0.2372,0.0000,0.0000,0.0086,,0.0000
-sFC,,0.0067,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index 298b1b1b..8f1d6934 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2514,0.3612,0.0009,0.0000,0.0000,0.0000,0.0061,0.0000
-DCC_joint,,0.2514,,0.4521,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.3612,0.4521,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0009,0.0000,0.0000,,0.0000,0.0000,0.4703,0.1217,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.4703,0.0000,0.0000,,0.0021,0.0000
-SW_120,,0.0061,0.0000,0.0000,0.1217,0.0000,0.0000,0.0021,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.5139e-01,3.6120e-01,9.3067e-04,1.0743e-12,3.7145e-09,2.3338e-05,6.1177e-03,7.5216e-07
+DCC_joint,,2.5139e-01,,4.5207e-01,1.3593e-06,2.4191e-21,2.9948e-17,1.9117e-12,3.7028e-07,3.2138e-10
+DCC_bivariate_loop,,3.6120e-01,4.5207e-01,,2.3583e-06,3.7423e-21,5.1151e-17,3.9850e-12,8.2928e-07,1.9561e-10
+SW_cross_validated,,9.3067e-04,1.3593e-06,2.3583e-06,,6.3809e-11,8.8196e-06,4.7031e-01,1.2168e-01,1.1372e-10
+SW_15,,1.0743e-12,2.4191e-21,3.7423e-21,6.3809e-11,,2.1272e-12,7.6677e-16,1.0232e-14,8.4335e-20
+SW_30,,3.7145e-09,2.9948e-17,5.1151e-17,8.8196e-06,2.1272e-12,,3.6691e-09,9.7772e-10,3.2952e-17
+SW_60,,2.3338e-05,1.9117e-12,3.9850e-12,4.7031e-01,7.6677e-16,3.6691e-09,,2.1041e-03,1.4378e-14
+SW_120,,6.1177e-03,3.7028e-07,8.2928e-07,1.2168e-01,1.0232e-14,9.7772e-10,2.1041e-03,,9.4037e-12
+sFC,,7.5216e-07,3.2138e-10,1.9561e-10,1.1372e-10,8.4335e-20,3.2952e-17,1.4378e-14,9.4037e-12,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index b1b19ba5..585542e3 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.8362,0.9067,0.0090,0.0000,0.0000,0.0000,0.0247,0.0000
-DCC_joint,,0.8362,,0.8821,0.0002,0.0000,0.0000,0.0000,0.0001,0.0000
-DCC_bivariate_loop,,0.9067,0.8821,,0.0003,0.0000,0.0000,0.0000,0.0002,0.0000
-SW_cross_validated,,0.0090,0.0002,0.0003,,0.0000,0.0000,0.0064,0.2484,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0064,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0247,0.0001,0.0002,0.2484,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.3622e-01,9.0672e-01,8.9803e-03,8.2325e-11,8.0450e-08,3.7704e-05,2.4710e-02,2.8728e-06
+DCC_joint,,8.3622e-01,,8.8208e-01,1.8717e-04,7.8304e-16,1.1641e-12,6.6813e-09,1.3288e-04,1.3345e-09
+DCC_bivariate_loop,,9.0672e-01,8.8208e-01,,2.6527e-04,1.1722e-15,1.8503e-12,1.0601e-08,2.2065e-04,1.2882e-09
+SW_cross_validated,,8.9803e-03,1.8717e-04,2.6527e-04,,1.4457e-11,3.2893e-07,6.3935e-03,2.4835e-01,4.0249e-11
+SW_15,,8.2325e-11,7.8304e-16,1.1722e-15,1.4457e-11,,7.9060e-11,5.8278e-13,1.7471e-15,1.3110e-19
+SW_30,,8.0450e-08,1.1641e-12,1.8503e-12,3.2893e-07,7.9060e-11,,1.2542e-06,2.7136e-11,1.1877e-17
+SW_60,,3.7704e-05,6.6813e-09,1.0601e-08,6.3935e-03,5.8278e-13,1.2542e-06,,7.5306e-06,4.9773e-15
+SW_120,,2.4710e-02,1.3288e-04,2.2065e-04,2.4835e-01,1.7471e-15,2.7136e-11,7.5306e-06,,5.7664e-13
+sFC,,2.8728e-06,1.3345e-09,1.2882e-09,4.0249e-11,1.3110e-19,1.1877e-17,4.9773e-15,5.7664e-13,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index d8f53c0b..eab7a129 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0234,0.2673,0.0017,0.0000,0.0000,0.0000,0.0131,0.2880
-DCC_joint,,0.0234,,0.0221,0.0240,0.0000,0.0000,0.0000,0.3360,0.0090
-DCC_bivariate_loop,,0.2673,0.0221,,0.0024,0.0000,0.0000,0.0000,0.0209,0.8773
-SW_cross_validated,,0.0017,0.0240,0.0024,,0.0000,0.0005,0.6141,0.1336,0.0018
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0005,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.6141,0.0000,0.0000,,0.0028,0.0000
-SW_120,,0.0131,0.3360,0.0209,0.1336,0.0000,0.0000,0.0028,,0.0141
-sFC,,0.2880,0.0090,0.8773,0.0018,0.0000,0.0000,0.0000,0.0141,
+SVWP_joint,,,2.3446e-02,2.6727e-01,1.7416e-03,1.4719e-12,1.8764e-09,6.5601e-06,1.3129e-02,2.8801e-01
+DCC_joint,,2.3446e-02,,2.2079e-02,2.3971e-02,7.4673e-18,1.6937e-13,3.1947e-07,3.3596e-01,9.0419e-03
+DCC_bivariate_loop,,2.6727e-01,2.2079e-02,,2.4261e-03,3.5122e-18,2.7140e-14,5.5744e-09,2.0869e-02,8.7727e-01
+SW_cross_validated,,1.7416e-03,2.3971e-02,2.4261e-03,,4.3713e-08,4.8205e-04,6.1408e-01,1.3359e-01,1.8462e-03
+SW_15,,1.4719e-12,7.4673e-18,3.5122e-18,4.3713e-08,,4.4084e-14,8.4073e-17,2.4673e-12,1.6817e-19
+SW_30,,1.8764e-09,1.6937e-13,2.7140e-14,4.8205e-04,4.4084e-14,,2.9168e-10,3.0712e-08,1.7112e-15
+SW_60,,6.5601e-06,3.1947e-07,5.5744e-09,6.1408e-01,8.4073e-17,2.9168e-10,,2.7740e-03,6.5415e-10
+SW_120,,1.3129e-02,3.3596e-01,2.0869e-02,1.3359e-01,2.4673e-12,3.0712e-08,2.7740e-03,,1.4097e-02
+sFC,,2.8801e-01,9.0419e-03,8.7727e-01,1.8462e-03,1.6817e-19,1.7112e-15,6.5415e-10,1.4097e-02,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 931d51a8..221fd299 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.4698,0.0140,0.0041,0.0000,0.0000,0.0693,0.0348,0.0020
-DCC_joint,,0.4698,,0.0014,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000
-DCC_bivariate_loop,,0.0140,0.0014,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1521
-SW_cross_validated,,0.0041,0.0000,0.0000,,0.0000,0.0030,0.0354,0.0601,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0030,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0693,0.0001,0.0000,0.0354,0.0000,0.0000,,0.5945,0.0000
-SW_120,,0.0348,0.0000,0.0000,0.0601,0.0000,0.0000,0.5945,,0.0000
-sFC,,0.0020,0.0000,0.1521,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.6980e-01,1.4009e-02,4.1466e-03,2.4074e-10,4.4661e-06,6.9265e-02,3.4832e-02,2.0174e-03
+DCC_joint,,4.6980e-01,,1.4202e-03,1.4942e-05,4.6163e-16,3.7096e-11,1.0559e-04,9.0899e-06,2.9530e-06
+DCC_bivariate_loop,,1.4009e-02,1.4202e-03,,1.6029e-07,1.2877e-16,1.6890e-12,1.8278e-07,1.8093e-08,1.5211e-01
+SW_cross_validated,,4.1466e-03,1.4942e-05,1.6029e-07,,1.2819e-09,2.9782e-03,3.5421e-02,6.0061e-02,7.1137e-09
+SW_15,,2.4074e-10,4.6163e-16,1.2877e-16,1.2819e-09,,4.6040e-10,1.2500e-13,2.6209e-14,2.1608e-19
+SW_30,,4.4661e-06,3.7096e-11,1.6890e-12,2.9782e-03,4.6040e-10,,2.0607e-07,1.1615e-07,4.2402e-15
+SW_60,,6.9265e-02,1.0559e-04,1.8278e-07,3.5421e-02,1.2500e-13,2.0607e-07,,5.9448e-01,6.6101e-10
+SW_120,,3.4832e-02,9.0899e-06,1.8093e-08,6.0061e-02,2.6209e-14,1.1615e-07,5.9448e-01,,1.8453e-11
+sFC,,2.0174e-03,2.9530e-06,1.5211e-01,7.1137e-09,2.1608e-19,4.2402e-15,6.6101e-10,1.8453e-11,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 3fac786b..0f83dcf0 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.4494,0.3954,0.0031,0.0000,0.0000,0.0000,0.0082,0.0000
-DCC_joint,,0.4494,,0.8407,0.0007,0.0000,0.0000,0.0000,0.0017,0.0000
-DCC_bivariate_loop,,0.3954,0.8407,,0.0010,0.0000,0.0000,0.0000,0.0026,0.0000
-SW_cross_validated,,0.0031,0.0007,0.0010,,0.0000,0.0000,0.0759,0.4308,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0759,0.0000,0.0000,,0.0044,0.0000
-SW_120,,0.0082,0.0017,0.0026,0.4308,0.0000,0.0000,0.0044,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.4938e-01,3.9540e-01,3.0849e-03,3.4029e-12,8.4723e-09,3.2606e-05,8.2246e-03,1.6925e-05
+DCC_joint,,4.4938e-01,,8.4072e-01,6.8256e-04,1.9235e-18,2.0283e-13,2.7008e-08,1.7002e-03,1.8247e-10
+DCC_bivariate_loop,,3.9540e-01,8.4072e-01,,9.9326e-04,4.2903e-18,3.8854e-13,5.3026e-08,2.6418e-03,2.0583e-10
+SW_cross_validated,,3.0849e-03,6.8256e-04,9.9326e-04,,7.0314e-12,5.4783e-07,7.5886e-02,4.3081e-01,3.9229e-10
+SW_15,,3.4029e-12,1.9235e-18,4.2903e-18,7.0314e-12,,2.3929e-11,5.9020e-15,1.0783e-13,1.1823e-20
+SW_30,,8.4723e-09,2.0283e-13,3.8854e-13,5.4783e-07,2.3929e-11,,6.0678e-08,9.6255e-09,4.3562e-17
+SW_60,,3.2606e-05,2.7008e-08,5.3026e-08,7.5886e-02,5.9020e-15,6.0678e-08,,4.4142e-03,3.8176e-14
+SW_120,,8.2246e-03,1.7002e-03,2.6418e-03,4.3081e-01,1.0783e-13,9.6255e-09,4.4142e-03,,1.2936e-10
+sFC,,1.6925e-05,1.8247e-10,2.0583e-10,3.9229e-10,1.1823e-20,4.3562e-17,3.8176e-14,1.2936e-10,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 7223d03f..368e1559 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1586,0.5918,0.0007,0.0000,0.0000,0.0000,0.0058,0.0373
-DCC_joint,,0.1586,,0.0047,0.0007,0.0000,0.0000,0.0000,0.0183,0.2532
-DCC_bivariate_loop,,0.5918,0.0047,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0007,0.0007,0.0000,,0.0000,0.0000,0.0521,0.1501,0.0005
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0521,0.0000,0.0000,,0.0023,0.0000
-SW_120,,0.0058,0.0183,0.0000,0.1501,0.0000,0.0000,0.0023,,0.0358
-sFC,,0.0373,0.2532,0.0000,0.0005,0.0000,0.0000,0.0000,0.0358,
+SVWP_joint,,,1.5857e-01,5.9185e-01,6.9653e-04,2.0275e-12,1.1764e-08,4.0222e-05,5.7834e-03,3.7261e-02
+DCC_joint,,1.5857e-01,,4.6642e-03,7.0040e-04,5.9330e-16,1.0481e-10,1.0274e-05,1.8308e-02,2.5315e-01
+DCC_bivariate_loop,,5.9185e-01,4.6642e-03,,7.0461e-07,2.7795e-17,1.6994e-12,2.5711e-08,1.3654e-05,2.4562e-05
+SW_cross_validated,,6.9653e-04,7.0040e-04,7.0461e-07,,2.1620e-14,4.2310e-08,5.2110e-02,1.5012e-01,4.9086e-04
+SW_15,,2.0275e-12,5.9330e-16,2.7795e-17,2.1620e-14,,9.2073e-10,4.0166e-13,4.8085e-15,1.5133e-19
+SW_30,,1.1764e-08,1.0481e-10,1.6994e-12,4.2310e-08,9.2073e-10,,3.2368e-06,3.5793e-09,2.1512e-12
+SW_60,,4.0222e-05,1.0274e-05,2.5711e-08,5.2110e-02,4.0166e-13,3.2368e-06,,2.2992e-03,2.5731e-06
+SW_120,,5.7834e-03,1.8308e-02,1.3654e-05,1.5012e-01,4.8085e-15,3.5793e-09,2.2992e-03,,3.5796e-02
+sFC,,3.7261e-02,2.5315e-01,2.4562e-05,4.9086e-04,1.5133e-19,2.1512e-12,2.5731e-06,3.5796e-02,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/test_log_likelihood_mean.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/test_log_likelihood_mean.csv
deleted file mode 100644
index 7219192e..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/test_log_likelihood_mean.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,checkerboard,stepwise,state_transition,change_point,average
-VWP,,,,,,,,,,,,
-SVWP,-5.649,-5.377,-5.409,-5.379,-5.390,,,-5.607,-5.302,-5.586,,-5.462
-DCC_joint,-5.670,-5.421,-5.541,-5.550,-5.578,,,-5.622,-5.449,-5.609,,-5.555
-DCC_bivariate_loop,-5.667,-5.412,-5.491,-5.484,-5.496,,,-5.601,-5.382,-5.601,,-5.517
-SW_cross_validated,-5.681,-5.415,-5.449,-5.416,-5.366,-5.420,-5.451,-5.533,-5.331,-5.618,-5.565,-5.477
-SW_15,-5.753,-5.801,-6.135,-6.274,-5.933,-5.861,-5.951,-5.779,-7.509,-5.756,-5.741,-6.045
-SW_30,-5.623,-5.427,-5.569,-5.486,-5.435,-5.443,-5.491,-5.565,-5.729,-5.579,-5.525,-5.534
-SW_60,-5.633,-5.406,-5.444,-5.429,-5.474,-5.526,-5.565,-5.564,-5.414,-5.584,-5.526,-5.506
-SW_120,-5.684,-5.423,-5.496,-5.571,-5.646,-5.715,-5.734,-5.664,-5.402,-5.617,-5.567,-5.593
-sFC,-5.664,-5.406,-5.665,-5.666,-5.666,-5.666,-5.669,-5.635,-5.665,-5.602,-5.577,-5.626
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/test_log_likelihood_se.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/test_log_likelihood_se.csv
deleted file mode 100644
index 993eb0a0..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/test_log_likelihood_se.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,checkerboard,stepwise,state_transition,change_point,average
-VWP,,,,,,,,,,,,
-SVWP,0.003,0.012,0.013,0.012,0.016,,,0.013,0.019,0.009,,0.012
-DCC_joint,0.003,0.016,0.010,0.010,0.011,,,0.006,0.011,0.007,,0.009
-DCC_bivariate_loop,0.003,0.016,0.012,0.011,0.017,,,0.006,0.016,0.006,,0.011
-SW_cross_validated,0.009,0.011,0.015,0.029,0.019,0.020,0.030,0.013,0.020,0.015,0.012,0.018
-SW_15,0.033,0.050,0.142,0.171,0.086,0.042,0.093,0.046,0.300,0.050,0.038,0.095
-SW_30,0.012,0.032,0.049,0.038,0.026,0.022,0.027,0.025,0.099,0.022,0.011,0.033
-SW_60,0.009,0.022,0.015,0.012,0.017,0.014,0.012,0.008,0.048,0.013,0.011,0.016
-SW_120,0.006,0.012,0.011,0.011,0.010,0.009,0.007,0.006,0.020,0.009,0.008,0.010
-sFC,0.002,0.013,0.002,0.002,0.001,0.002,0.001,0.002,0.002,0.006,0.008,0.004
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/test_log_likelihood_std.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/test_log_likelihood_std.csv
deleted file mode 100644
index 096f6a00..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/test_log_likelihood_std.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,checkerboard,stepwise,state_transition,change_point,average
-VWP,,,,,,,,,,,,
-SVWP,0.010,0.037,0.042,0.038,0.050,,,0.043,0.060,0.029,,0.039
-DCC_joint,0.008,0.050,0.033,0.031,0.033,,,0.018,0.034,0.022,,0.029
-DCC_bivariate_loop,0.008,0.050,0.038,0.036,0.053,,,0.020,0.050,0.020,,0.035
-SW_cross_validated,0.029,0.036,0.047,0.092,0.061,0.063,0.095,0.040,0.064,0.048,0.038,0.056
-SW_15,0.104,0.157,0.448,0.542,0.271,0.133,0.293,0.146,0.949,0.159,0.120,0.302
-SW_30,0.038,0.101,0.154,0.121,0.081,0.068,0.085,0.078,0.313,0.071,0.035,0.104
-SW_60,0.029,0.070,0.048,0.037,0.053,0.045,0.038,0.024,0.153,0.041,0.035,0.052
-SW_120,0.021,0.038,0.035,0.036,0.031,0.029,0.022,0.018,0.064,0.027,0.025,0.031
-sFC,0.006,0.042,0.006,0.005,0.003,0.007,0.002,0.006,0.007,0.019,0.026,0.012
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index 8a08230b..7993f11d 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.7390,0.9695
-DCC_joint,,0.0000,,0.0003,0.0001,0.0200,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0003,,0.2296,0.6274,0.0001,0.0002,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0001,0.2296,,0.1733,0.0085,0.0247,0.0000,0.0000
-SW_15,,0.0000,0.0200,0.6274,0.1733,,0.0006,0.0014,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0001,0.0085,0.0006,,0.4036,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0002,0.0247,0.0014,0.4036,,0.0000,0.0000
-SW_120,,0.7390,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.7046
-sFC,,0.9695,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.7046,
+SVWP_joint,,,2.8428e-08,1.1980e-10,1.6611e-09,5.8958e-07,4.4857e-13,3.9347e-14,7.3897e-01,9.6950e-01
+DCC_joint,,2.8428e-08,,2.9799e-04,1.1982e-04,1.9976e-02,1.7302e-08,9.5606e-09,5.0812e-07,9.8340e-09
+DCC_bivariate_loop,,1.1980e-10,2.9799e-04,,2.2956e-01,6.2736e-01,1.0222e-04,2.0643e-04,1.3856e-09,5.4994e-11
+SW_cross_validated,,1.6611e-09,1.1982e-04,2.2956e-01,,1.7328e-01,8.5296e-03,2.4734e-02,6.0863e-09,1.1215e-09
+SW_15,,5.8958e-07,1.9976e-02,6.2736e-01,1.7328e-01,,6.0529e-04,1.4399e-03,1.1786e-06,4.6754e-07
+SW_30,,4.4857e-13,1.7302e-08,1.0222e-04,8.5296e-03,6.0529e-04,,4.0357e-01,4.3244e-12,2.2929e-13
+SW_60,,3.9347e-14,9.5606e-09,2.0643e-04,2.4734e-02,1.4399e-03,4.0357e-01,,1.0550e-12,1.3911e-14
+SW_120,,7.3897e-01,5.0812e-07,1.3856e-09,6.0863e-09,1.1786e-06,4.3244e-12,1.0550e-12,,7.0461e-01
+sFC,,9.6950e-01,9.8340e-09,5.4994e-11,1.1215e-09,4.6754e-07,2.2929e-13,1.3911e-14,7.0461e-01,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_T.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_T.csv
deleted file mode 100644
index 801f855f..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_T.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,-9.24,-13.09,-11.12,-7.51,-18.26,-21.02,0.35,-0.02
-DCC_joint,,-9.24,,-4.47,-4.88,-2.55,-9.58,-9.96,7.60,9.94
-DCC_bivariate_loop,,-13.09,-4.47,,-1.24,0.49,-4.96,-4.63,11.27,13.75
-SW_cross_validated,,-11.12,-4.88,-1.24,,1.42,-2.95,-2.45,10.25,11.42
-SW_15,,-7.51,-2.55,0.49,1.42,,-4.15,-3.76,7.15,7.64
-SW_30,,-18.26,-9.58,-4.96,-2.95,-4.15,,0.86,16.01,19.02
-SW_60,,-21.02,-9.96,-4.63,-2.45,-3.76,0.86,,17.40,22.36
-SW_120,,0.35,7.60,11.27,10.25,7.15,16.01,17.40,,-0.39
-sFC,,-0.02,9.94,13.75,11.42,7.64,19.02,22.36,-0.39,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_cohen_d.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_cohen_d.csv
deleted file mode 100644
index c9a8bc9b..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_cohen_d.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,4.13,5.85,4.97,3.36,8.17,9.40,0.16,0.01
-DCC_joint,,4.13,,2.00,2.18,1.14,4.28,4.45,3.40,4.44
-DCC_bivariate_loop,,5.85,2.00,,0.56,0.22,2.22,2.07,5.04,6.15
-SW_cross_validated,,4.97,2.18,0.56,,0.63,1.32,1.10,4.58,5.11
-SW_15,,3.36,1.14,0.22,0.63,,1.85,1.68,3.20,3.42
-SW_30,,8.17,4.28,2.22,1.32,1.85,,0.38,7.16,8.51
-SW_60,,9.40,4.45,2.07,1.10,1.68,0.38,,7.78,10.00
-SW_120,,0.16,3.40,5.04,4.58,3.20,7.16,7.78,,0.17
-sFC,,0.01,4.44,6.15,5.11,3.42,8.51,10.00,0.17,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_ptests.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_ptests.csv
deleted file mode 100644
index 01842684..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_ptests.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
-SVWP_joint,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.,1.
-DCC_joint,nan,9.2406,-,0.0107,0.0043,0.7191,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,nan,13.0861,4.4669,-,1.,1.,0.0037,0.0074,0.0000,0.0000
-SW_cross_validated,nan,11.1239,4.8824,1.2437,-,1.,0.3071,0.8904,0.0000,0.0000
-SW_15,nan,7.5073,2.553,-0.4939,-1.418,-,0.0218,0.0518,0.0000,0.0000
-SW_30,nan,18.2616,9.5768,4.9556,2.952,4.1472,-,1.,0.0000,0.0000
-SW_60,nan,21.0194,9.9558,4.6336,2.4502,3.758,-0.8554,-,0.0000,0.0000
-SW_120,nan,-0.3467,-7.5964,-11.2654,-10.2514,-7.1451,-16.0072,-17.3955,-,1.
-sFC,nan,0.019,-9.9375,-13.7466,-11.4162,-7.6419,-19.018,-22.3616,0.3852,-
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_pvals.csv
deleted file mode 100644
index 94c409cd..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/checkerboard_between_method_performance_pvals.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.7329,0.9850
-DCC_joint,,0.0000,,0.0003,0.0001,0.0200,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0003,,0.2296,0.6274,0.0001,0.0002,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0001,0.2296,,0.1733,0.0085,0.0247,0.0000,0.0000
-SW_15,,0.0000,0.0200,0.6274,0.1733,,0.0006,0.0014,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0001,0.0085,0.0006,,0.4036,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0002,0.0247,0.0014,0.4036,,0.0000,0.0000
-SW_120,,0.7329,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.7046
-sFC,,0.9850,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.7046,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index 0e57e66d..7e5ecc63 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.9014,0.2777,0.2227,0.0000,0.0000,0.0070,0.0344,0.2432
-DCC_joint,,0.9014,,0.2551,0.2038,0.0000,0.0000,0.0034,0.0215,0.1484
-DCC_bivariate_loop,,0.2777,0.2551,,0.7680,0.0000,0.0000,0.0175,0.1191,0.0133
-SW_cross_validated,,0.2227,0.2038,0.7680,,0.0000,0.0001,0.0508,0.2511,0.0133
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0023,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0001,0.0023,,0.0234,0.0019,0.0000
-SW_60,,0.0070,0.0034,0.0175,0.0508,0.0000,0.0234,,0.3461,0.0002
-SW_120,,0.0344,0.0215,0.1191,0.2511,0.0000,0.0019,0.3461,,0.0011
-sFC,,0.2432,0.1484,0.0133,0.0133,0.0000,0.0000,0.0002,0.0011,
+SVWP_joint,,,9.0138e-01,2.7770e-01,2.2270e-01,1.8071e-07,4.2214e-05,6.9828e-03,3.4417e-02,2.4324e-01
+DCC_joint,,9.0138e-01,,2.5508e-01,2.0379e-01,2.1599e-08,8.1770e-06,3.4359e-03,2.1549e-02,1.4845e-01
+DCC_bivariate_loop,,2.7770e-01,2.5508e-01,,7.6804e-01,1.9474e-08,1.8200e-05,1.7468e-02,1.1906e-01,1.3271e-02
+SW_cross_validated,,2.2270e-01,2.0379e-01,7.6804e-01,,1.9904e-07,1.4203e-04,5.0808e-02,2.5112e-01,1.3255e-02
+SW_15,,1.8071e-07,2.1599e-08,1.9474e-08,1.9904e-07,,2.3274e-03,2.0166e-05,1.5157e-06,5.5005e-09
+SW_30,,4.2214e-05,8.1770e-06,1.8200e-05,1.4203e-04,2.3274e-03,,2.3405e-02,1.8896e-03,9.0715e-07
+SW_60,,6.9828e-03,3.4359e-03,1.7468e-02,5.0808e-02,2.0166e-05,2.3405e-02,,3.4612e-01,2.0660e-04
+SW_120,,3.4417e-02,2.1549e-02,1.1906e-01,2.5112e-01,1.5157e-06,1.8896e-03,3.4612e-01,,1.1008e-03
+sFC,,2.4324e-01,1.4845e-01,1.3271e-02,1.3255e-02,5.5005e-09,9.0715e-07,2.0660e-04,1.1008e-03,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index 0e2d4fa5..7f43abe3 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1110,0.1117,0.0000,0.0000,0.0000,0.0000,0.0000,0.2747
-DCC_joint,,0.1110,,0.6525,0.0000,0.0000,0.0000,0.0000,0.0000,0.5882
-DCC_bivariate_loop,,0.1117,0.6525,,0.0010,0.0000,0.0000,0.0000,0.0007,0.4147
-SW_cross_validated,,0.0000,0.0000,0.0010,,0.0000,0.0000,0.0350,0.7281,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0350,0.0000,0.0001,,0.1024,0.0000
-SW_120,,0.0000,0.0000,0.0007,0.7281,0.0000,0.0000,0.1024,,0.0000
-sFC,,0.2747,0.5882,0.4147,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.1101e-01,1.1167e-01,7.7147e-06,4.9215e-13,3.2069e-11,9.7146e-09,8.1046e-06,2.7468e-01
+DCC_joint,,1.1101e-01,,6.5248e-01,3.9211e-05,3.2547e-13,2.3382e-11,1.3484e-08,3.9853e-05,5.8816e-01
+DCC_bivariate_loop,,1.1167e-01,6.5248e-01,,9.8117e-04,2.1158e-11,3.8470e-09,2.9698e-06,7.2145e-04,4.1469e-01
+SW_cross_validated,,7.7147e-06,3.9211e-05,9.8117e-04,,2.1920e-09,4.0906e-06,3.5037e-02,7.2807e-01,2.4887e-05
+SW_15,,4.9215e-13,3.2547e-13,2.1158e-11,2.1920e-09,,3.5877e-05,6.2329e-09,8.9540e-09,4.0671e-13
+SW_30,,3.2069e-11,2.3382e-11,3.8470e-09,4.0906e-06,3.5877e-05,,7.3347e-05,2.0770e-05,2.9308e-11
+SW_60,,9.7146e-09,1.3484e-08,2.9698e-06,3.5037e-02,6.2329e-09,7.3347e-05,,1.0235e-01,1.3928e-08
+SW_120,,8.1046e-06,3.9853e-05,7.2145e-04,7.2807e-01,8.9540e-09,2.0770e-05,1.0235e-01,,2.5408e-05
+sFC,,2.7468e-01,5.8816e-01,4.1469e-01,2.4887e-05,4.0671e-13,2.9308e-11,1.3928e-08,2.5408e-05,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index 0ea6f79b..24d0ab63 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0001,0.0603,0.0000,0.0018,0.1551,0.0070,0.0000
-DCC_joint,,0.0000,,0.0140,0.0002,0.5458,0.0002,0.0000,0.0003,0.0000
-DCC_bivariate_loop,,0.0001,0.0140,,0.0057,0.0032,0.0162,0.0000,0.0168,0.0000
-SW_cross_validated,,0.0603,0.0002,0.0057,,0.0000,0.1541,0.2864,0.3560,0.0000
-SW_15,,0.0000,0.5458,0.0032,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0018,0.0002,0.0162,0.1541,0.0000,,0.0005,0.5912,0.0000
-SW_60,,0.1551,0.0000,0.0000,0.2864,0.0000,0.0005,,0.0136,0.0000
-SW_120,,0.0070,0.0003,0.0168,0.3560,0.0000,0.5912,0.0136,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.1894e-06,8.6845e-05,6.0304e-02,1.8316e-06,1.8096e-03,1.5506e-01,7.0241e-03,4.0585e-18
+DCC_joint,,6.1894e-06,,1.3971e-02,1.5898e-04,5.4576e-01,1.8823e-04,5.0353e-07,2.6889e-04,6.0563e-19
+DCC_bivariate_loop,,8.6845e-05,1.3971e-02,,5.6776e-03,3.2097e-03,1.6174e-02,2.6023e-06,1.6809e-02,2.7296e-23
+SW_cross_validated,,6.0304e-02,1.5898e-04,5.6776e-03,,4.4257e-05,1.5408e-01,2.8645e-01,3.5601e-01,4.1750e-19
+SW_15,,1.8316e-06,5.4576e-01,3.2097e-03,4.4257e-05,,3.0725e-06,1.0765e-09,3.0250e-05,3.1172e-25
+SW_30,,1.8096e-03,1.8823e-04,1.6174e-02,1.5408e-01,3.0725e-06,,5.2064e-04,5.9116e-01,3.6282e-24
+SW_60,,1.5506e-01,5.0353e-07,2.6023e-06,2.8645e-01,1.0765e-09,5.2064e-04,,1.3573e-02,8.5757e-25
+SW_120,,7.0241e-03,2.6889e-04,1.6809e-02,3.5601e-01,3.0250e-05,5.9116e-01,1.3573e-02,,3.0761e-21
+sFC,,4.0585e-18,6.0563e-19,2.7296e-23,4.1750e-19,3.1172e-25,3.6282e-24,8.5757e-25,3.0761e-21,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index 258fb38e..19f2fa32 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.1019,0.0038,0.8242,0.0024,0.0000,0.0000
-DCC_joint,,0.0000,,0.0103,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0103,,0.0005,0.0002,0.0000,0.0104,0.0000,0.0000
-SW_cross_validated,,0.1019,0.0000,0.0005,,0.3102,0.1149,0.1300,0.0000,0.0000
-SW_15,,0.0038,0.0000,0.0002,0.3102,,0.0022,0.3572,0.0000,0.0000
-SW_30,,0.8242,0.0000,0.0000,0.1149,0.0022,,0.0017,0.0000,0.0000
-SW_60,,0.0024,0.0001,0.0104,0.1300,0.3572,0.0017,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.9812e-07,5.1106e-06,1.0193e-01,3.7661e-03,8.2418e-01,2.3712e-03,1.3634e-14,1.2477e-16
+DCC_joint,,2.9812e-07,,1.0302e-02,1.0850e-05,3.0804e-06,1.2864e-07,9.0045e-05,1.2303e-09,1.4549e-12
+DCC_bivariate_loop,,5.1106e-06,1.0302e-02,,5.3468e-04,1.5867e-04,1.6790e-06,1.0441e-02,9.2210e-14,7.0779e-17
+SW_cross_validated,,1.0193e-01,1.0850e-05,5.3468e-04,,3.1018e-01,1.1492e-01,1.2999e-01,1.8688e-13,1.3993e-15
+SW_15,,3.7661e-03,3.0804e-06,1.5867e-04,3.1018e-01,,2.2042e-03,3.5719e-01,3.3461e-17,9.4269e-21
+SW_30,,8.2418e-01,1.2864e-07,1.6790e-06,1.1492e-01,2.2042e-03,,1.7222e-03,9.8082e-16,4.8469e-18
+SW_60,,2.3712e-03,9.0045e-05,1.0441e-02,1.2999e-01,3.5719e-01,1.7222e-03,,5.8063e-14,1.7418e-16
+SW_120,,1.3634e-14,1.2303e-09,9.2210e-14,1.8688e-13,3.3461e-17,9.8082e-16,5.8063e-14,,6.6414e-10
+sFC,,1.2477e-16,1.4549e-12,7.0779e-17,1.3993e-15,9.4269e-21,4.8469e-18,1.7418e-16,6.6414e-10,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index 8699c8b7..9d18bb8b 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0790,0.2214,0.1039,0.0000,0.0045,0.0332,0.0037,0.2173
-DCC_joint,,0.0790,,0.8410,0.0117,0.0000,0.0010,0.0039,0.0004,0.3163
-DCC_bivariate_loop,,0.2214,0.8410,,0.0290,0.0000,0.0019,0.0102,0.0014,0.5878
-SW_cross_validated,,0.1039,0.0117,0.0290,,0.0000,0.0586,0.5730,0.2084,0.0242
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0045,0.0010,0.0019,0.0586,0.0000,,0.1332,0.2837,0.0017
-SW_60,,0.0332,0.0039,0.0102,0.5730,0.0000,0.1332,,0.5046,0.0074
-SW_120,,0.0037,0.0004,0.0014,0.2084,0.0000,0.2837,0.5046,,0.0006
-sFC,,0.2173,0.3163,0.5878,0.0242,0.0000,0.0017,0.0074,0.0006,
+SVWP_joint,,,7.8961e-02,2.2137e-01,1.0390e-01,1.2993e-12,4.4950e-03,3.3159e-02,3.6942e-03,2.1734e-01
+DCC_joint,,7.8961e-02,,8.4100e-01,1.1654e-02,1.0107e-12,1.0418e-03,3.9179e-03,4.0957e-04,3.1628e-01
+DCC_bivariate_loop,,2.2137e-01,8.4100e-01,,2.9004e-02,7.6772e-12,1.8543e-03,1.0214e-02,1.4364e-03,5.8776e-01
+SW_cross_validated,,1.0390e-01,1.1654e-02,2.9004e-02,,6.6572e-10,5.8576e-02,5.7302e-01,2.0839e-01,2.4188e-02
+SW_15,,1.2993e-12,1.0107e-12,7.6772e-12,6.6572e-10,,1.2741e-05,3.3644e-09,5.9100e-09,2.8520e-13
+SW_30,,4.4950e-03,1.0418e-03,1.8543e-03,5.8576e-02,1.2741e-05,,1.3325e-01,2.8370e-01,1.7320e-03
+SW_60,,3.3159e-02,3.9179e-03,1.0214e-02,5.7302e-01,3.3644e-09,1.3325e-01,,5.0462e-01,7.4496e-03
+SW_120,,3.6942e-03,4.0957e-04,1.4364e-03,2.0839e-01,5.9100e-09,2.8370e-01,5.0462e-01,,6.2373e-04
+sFC,,2.1734e-01,3.1628e-01,5.8776e-01,2.4188e-02,2.8520e-13,1.7320e-03,7.4496e-03,6.2373e-04,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index 8c00d694..9c34162c 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0008,0.0079,0.1352,0.0835,0.0428,0.0030,0.4052,0.0000
-DCC_joint,,0.0008,,0.2294,0.0000,0.0257,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0079,0.2294,,0.0002,0.2243,0.0001,0.0000,0.0003,0.0000
-SW_cross_validated,,0.1352,0.0000,0.0002,,0.0024,0.4231,0.1014,0.3100,0.0000
-SW_15,,0.0835,0.0257,0.2243,0.0024,,0.0010,0.0000,0.0051,0.0000
-SW_30,,0.0428,0.0000,0.0001,0.4231,0.0010,,0.5888,0.0874,0.0000
-SW_60,,0.0030,0.0000,0.0000,0.1014,0.0000,0.5888,,0.0024,0.0000
-SW_120,,0.4052,0.0000,0.0003,0.3100,0.0051,0.0874,0.0024,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.4770e-04,7.8639e-03,1.3519e-01,8.3521e-02,4.2837e-02,2.9712e-03,4.0516e-01,4.0586e-23
+DCC_joint,,8.4770e-04,,2.2944e-01,2.7986e-05,2.5698e-02,1.9408e-05,4.0780e-07,3.1542e-05,1.6000e-21
+DCC_bivariate_loop,,7.8639e-03,2.2944e-01,,1.9112e-04,2.2427e-01,1.1158e-04,1.5294e-06,2.5709e-04,8.2733e-23
+SW_cross_validated,,1.3519e-01,2.7986e-05,1.9112e-04,,2.4107e-03,4.2315e-01,1.0143e-01,3.0996e-01,8.4368e-24
+SW_15,,8.3521e-02,2.5698e-02,2.2427e-01,2.4107e-03,,1.0322e-03,1.6632e-05,5.1123e-03,2.0082e-23
+SW_30,,4.2837e-02,1.9408e-05,1.1158e-04,4.2315e-01,1.0322e-03,,5.8879e-01,8.7368e-02,3.1125e-22
+SW_60,,2.9712e-03,4.0780e-07,1.5294e-06,1.0143e-01,1.6632e-05,5.8879e-01,,2.4194e-03,3.0453e-26
+SW_120,,4.0516e-01,3.1542e-05,2.5709e-04,3.0996e-01,5.1123e-03,8.7368e-02,2.4194e-03,,8.9927e-27
+sFC,,4.0586e-23,1.6000e-21,8.2733e-23,8.4368e-24,2.0082e-23,3.1125e-22,3.0453e-26,8.9927e-27,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 088d6c3d..be3affd8 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2158,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.1430
-DCC_joint,,0.2158,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0298
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.6726,0.0182,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.6726,0.0000,0.0000,,0.0051,0.0002
-SW_120,,0.0000,0.0000,0.0000,0.0182,0.0000,0.0000,0.0051,,0.0000
-sFC,,0.1430,0.0298,0.0000,0.0001,0.0000,0.0000,0.0002,0.0000,
+SVWP_joint,,,2.1575e-01,1.5149e-06,1.0281e-05,1.1945e-16,5.2563e-14,1.7117e-05,1.3346e-09,1.4299e-01
+DCC_joint,,2.1575e-01,,4.7724e-05,7.4655e-06,2.7232e-16,4.1991e-13,1.2287e-05,4.4360e-09,2.9821e-02
+DCC_bivariate_loop,,1.5149e-06,4.7724e-05,,9.3974e-09,1.1377e-16,6.2747e-14,1.1349e-08,4.6659e-11,4.2310e-07
+SW_cross_validated,,1.0281e-05,7.4655e-06,9.3974e-09,,4.2230e-14,3.9129e-08,6.7262e-01,1.8216e-02,9.0388e-05
+SW_15,,1.1945e-16,2.7232e-16,1.1377e-16,4.2230e-14,,8.1230e-12,2.2364e-14,5.9840e-14,2.3635e-16
+SW_30,,5.2563e-14,4.1991e-13,6.2747e-14,3.9129e-08,8.1230e-12,,1.0251e-08,5.8706e-07,2.8376e-13
+SW_60,,1.7117e-05,1.2287e-05,1.1349e-08,6.7262e-01,2.2364e-14,1.0251e-08,,5.1431e-03,1.7452e-04
+SW_120,,1.3346e-09,4.4360e-09,4.6659e-11,1.8216e-02,5.9840e-14,5.8706e-07,5.1431e-03,,1.2987e-08
+sFC,,1.4299e-01,2.9821e-02,4.2310e-07,9.0388e-05,2.3635e-16,2.8376e-13,1.7452e-04,1.2987e-08,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_T.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_T.csv
deleted file mode 100644
index 842fcdb3..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_T.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,-1.28,-7.01,6.04,29.31,20.68,5.79,11.27,1.53
-DCC_joint,,-1.28,,-5.31,6.20,27.99,18.36,5.96,10.46,2.36
-DCC_bivariate_loop,,-7.01,-5.31,,9.97,29.41,20.50,9.85,13.88,7.70
-SW_cross_validated,,6.04,6.20,9.97,,20.98,9.07,-0.43,2.60,-5.01
-SW_15,,29.31,27.99,29.41,20.98,,-15.42,-21.76,-20.56,-28.22
-SW_30,,20.68,18.36,20.50,9.07,-15.42,,-9.91,-7.52,-18.78
-SW_60,,5.79,5.96,9.85,-0.43,-21.76,-9.91,,3.18,-4.71
-SW_120,,11.27,10.46,13.88,2.60,-20.56,-7.52,3.18,,-9.76
-sFC,,1.53,2.36,7.70,-5.01,-28.22,-18.78,-4.71,-9.76,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
deleted file mode 100644
index 4fec527e..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.57,3.13,2.70,13.11,9.25,2.59,5.04,0.68
-DCC_joint,,0.57,,2.37,2.77,12.52,8.21,2.66,4.68,1.06
-DCC_bivariate_loop,,3.13,2.37,,4.46,13.15,9.17,4.40,6.21,3.44
-SW_cross_validated,,2.70,2.77,4.46,,9.38,4.06,0.19,1.16,2.24
-SW_15,,13.11,12.52,13.15,9.38,,6.90,9.73,9.19,12.62
-SW_30,,9.25,8.21,9.17,4.06,6.90,,4.43,3.36,8.40
-SW_60,,2.59,2.66,4.40,0.19,9.73,4.43,,1.42,2.11
-SW_120,,5.04,4.68,6.21,1.16,9.19,3.36,1.42,,4.36
-sFC,,0.68,1.06,3.44,2.24,12.62,8.40,2.11,4.36,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_ptests.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
deleted file mode 100644
index d67035b4..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
-SVWP_joint,nan,-,1.,0.0001,0.0004,0.0000,0.0000,0.0006,0.0000,1.
-DCC_joint,nan,1.2818,-,0.0017,0.0003,0.0000,0.0000,0.0004,0.0000,1.
-DCC_bivariate_loop,nan,7.0068,5.3097,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,nan,-6.0383,-6.2024,-9.967,-,0.0000,0.0000,1.,0.6558,0.0033
-SW_15,nan,-29.3138,-27.9909,-29.4112,-20.9766,-,0.0000,0.0000,0.0000,0.0000
-SW_30,nan,-20.6813,-18.3592,-20.5022,-9.0717,15.4189,-,0.0000,0.0000,0.0000
-SW_60,nan,-5.7902,-5.9579,-9.8452,0.4295,21.7593,9.9107,-,0.1852,0.0063
-SW_120,nan,-11.2743,-10.4622,-13.8839,-2.5969,20.5585,7.5179,-3.1837,-,0.0000
-sFC,nan,-1.526,-2.3591,-7.6967,5.0124,28.2169,18.7835,4.7102,9.7588,-
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
deleted file mode 100644
index b364b2c7..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2162,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.1444
-DCC_joint,,0.2162,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0298
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.6726,0.0182,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.6726,0.0000,0.0000,,0.0051,0.0002
-SW_120,,0.0000,0.0000,0.0000,0.0182,0.0000,0.0000,0.0051,,0.0000
-sFC,,0.1444,0.0298,0.0000,0.0001,0.0000,0.0000,0.0002,0.0000,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index b8fb25e4..1f2ae782 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.8317,0.4034,0.0080,0.0000,0.0000,0.0000,0.0005,0.9819
-DCC_joint,,0.8317,,0.3662,0.0012,0.0000,0.0000,0.0000,0.0000,0.8078
-DCC_bivariate_loop,,0.4034,0.3662,,0.0070,0.0000,0.0000,0.0000,0.0001,0.2951
-SW_cross_validated,,0.0080,0.0012,0.0070,,0.0000,0.0000,0.0004,0.1197,0.0015
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0004,0.0000,0.0000,,0.0201,0.0000
-SW_120,,0.0005,0.0000,0.0001,0.1197,0.0000,0.0000,0.0201,,0.0000
-sFC,,0.9819,0.8078,0.2951,0.0015,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.3173e-01,4.0345e-01,7.9933e-03,3.2768e-12,3.2420e-09,6.0504e-06,4.9720e-04,9.8188e-01
+DCC_joint,,8.3173e-01,,3.6622e-01,1.1678e-03,5.9187e-15,3.6936e-12,6.2517e-08,2.6288e-05,8.0776e-01
+DCC_bivariate_loop,,4.0345e-01,3.6622e-01,,7.0084e-03,9.1599e-15,8.1639e-12,2.4832e-07,1.4189e-04,2.9513e-01
+SW_cross_validated,,7.9933e-03,1.1678e-03,7.0084e-03,,7.2599e-13,4.7220e-09,4.3173e-04,1.1970e-01,1.5234e-03
+SW_15,,3.2768e-12,5.9187e-15,9.1599e-15,7.2599e-13,,6.7675e-09,2.2193e-11,4.4275e-12,3.5728e-14
+SW_30,,3.2420e-09,3.6936e-12,8.1639e-12,4.7220e-09,6.7675e-09,,7.2440e-06,1.0762e-07,2.6886e-11
+SW_60,,6.0504e-06,6.2517e-08,2.4832e-07,4.3173e-04,2.2193e-11,7.2440e-06,,2.0096e-02,1.9774e-07
+SW_120,,4.9720e-04,2.6288e-05,1.4189e-04,1.1970e-01,4.4275e-12,1.0762e-07,2.0096e-02,,4.7315e-05
+sFC,,9.8188e-01,8.0776e-01,2.9513e-01,1.5234e-03,3.5728e-14,2.6886e-11,1.9774e-07,4.7315e-05,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index ac1c8966..b4994e7d 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1545,0.0338,0.0000,0.0000,0.0000,0.0000,0.0000,0.0304
-DCC_joint,,0.1545,,0.3359,0.0000,0.0000,0.0000,0.0000,0.0000,0.3066
-DCC_bivariate_loop,,0.0338,0.3359,,0.0000,0.0000,0.0000,0.0000,0.0000,0.9504
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0862,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0002,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0862,0.0000,0.0000,0.0002,,0.0000
-sFC,,0.0304,0.3066,0.9504,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.5452e-01,3.3838e-02,1.5380e-06,3.4169e-16,2.0799e-13,8.1563e-11,1.9680e-08,3.0395e-02
+DCC_joint,,1.5452e-01,,3.3586e-01,4.3046e-06,5.4230e-17,3.6916e-14,1.7601e-11,1.6974e-08,3.0661e-01
+DCC_bivariate_loop,,3.3838e-02,3.3586e-01,,4.1312e-05,1.6722e-16,1.7367e-13,1.6167e-10,1.8496e-07,9.5037e-01
+SW_cross_validated,,1.5380e-06,4.3046e-06,4.1312e-05,,1.5671e-14,2.3789e-10,2.3724e-05,8.6223e-02,4.7780e-05
+SW_15,,3.4169e-16,5.4230e-17,1.6722e-16,1.5671e-14,,4.5403e-10,1.2798e-14,4.2415e-15,1.7879e-16
+SW_30,,2.0799e-13,3.6916e-14,1.7367e-13,2.3789e-10,4.5403e-10,,6.7928e-09,1.4598e-10,1.9079e-13
+SW_60,,8.1563e-11,1.7601e-11,1.6167e-10,2.3724e-05,1.2798e-14,6.7928e-09,,2.0364e-04,1.8545e-10
+SW_120,,1.9680e-08,1.6974e-08,1.8496e-07,8.6223e-02,4.2415e-15,1.4598e-10,2.0364e-04,,2.1539e-07
+sFC,,3.0395e-02,3.0661e-01,9.5037e-01,4.7780e-05,1.7879e-16,1.9079e-13,1.8545e-10,2.1539e-07,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 9377d3d2..752af2f8 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0007,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0001,0.0000,0.0000,0.1378,0.0003,0.0000
-DCC_bivariate_loop,,0.0007,0.0000,,0.0009,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0001,0.0009,,0.0000,0.0000,0.0014,0.2655,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.1378,0.0000,0.0014,0.0000,0.0000,,0.0091,0.0000
-SW_120,,0.0000,0.0003,0.0000,0.2655,0.0000,0.0000,0.0091,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.5296e-10,6.9840e-04,3.1099e-06,5.0520e-16,2.9342e-12,3.6184e-09,1.9356e-07,8.2864e-16
+DCC_joint,,6.5296e-10,,1.2094e-09,7.5681e-05,1.0653e-14,1.1152e-06,1.3781e-01,3.1813e-04,5.6128e-15
+DCC_bivariate_loop,,6.9840e-04,1.2094e-09,,9.3704e-04,1.2640e-17,8.3233e-13,1.9281e-08,1.3639e-05,1.4095e-18
+SW_cross_validated,,3.1099e-06,7.5681e-05,9.3704e-04,,8.0870e-15,3.3461e-09,1.4173e-03,2.6551e-01,1.5069e-14
+SW_15,,5.0520e-16,1.0653e-14,1.2640e-17,8.0870e-15,,3.0872e-11,5.5242e-15,2.0980e-15,1.1830e-06
+SW_30,,2.9342e-12,1.1152e-06,8.3233e-13,3.3461e-09,3.0872e-11,,1.1395e-07,2.9936e-09,6.7566e-10
+SW_60,,3.6184e-09,1.3781e-01,1.9281e-08,1.4173e-03,5.5242e-15,1.1395e-07,,9.1249e-03,3.0757e-15
+SW_120,,1.9356e-07,3.1813e-04,1.3639e-05,2.6551e-01,2.0980e-15,2.9936e-09,9.1249e-03,,1.5084e-15
+sFC,,8.2864e-16,5.6128e-15,1.4095e-18,1.5069e-14,1.1830e-06,6.7566e-10,3.0757e-15,1.5084e-15,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 76aa01cc..f8cc44f8 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0001,0.0000,0.4687,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0001,0.0000,,0.0000,0.0006,0.1766,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0001
-SW_30,,0.0000,0.4687,0.0000,0.0006,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.1766,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0020
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,0.0020,
+SVWP_joint,,,7.1163e-15,2.5271e-07,4.8822e-12,8.9204e-17,1.8834e-14,1.0112e-11,3.8554e-17,9.1067e-20
+DCC_joint,,7.1163e-15,,1.0595e-10,1.1166e-04,2.5961e-10,4.6873e-01,2.3891e-06,1.4228e-07,1.5205e-11
+DCC_bivariate_loop,,2.5271e-07,1.0595e-10,,6.5542e-07,1.9168e-14,3.4736e-10,5.0958e-06,5.9312e-14,2.1166e-16
+SW_cross_validated,,4.8822e-12,1.1166e-04,6.5542e-07,,8.0287e-12,5.8737e-04,1.7658e-01,3.8291e-10,5.9895e-13
+SW_15,,8.9204e-17,2.5961e-10,1.9168e-14,8.0287e-12,,1.6189e-10,1.3129e-12,4.9583e-06,6.3963e-05
+SW_30,,1.8834e-14,4.6873e-01,3.4736e-10,5.8737e-04,1.6189e-10,,1.2954e-05,5.8610e-08,1.1279e-11
+SW_60,,1.0112e-11,2.3891e-06,5.0958e-06,1.7658e-01,1.3129e-12,1.2954e-05,,2.2445e-11,2.3045e-14
+SW_120,,3.8554e-17,1.4228e-07,5.9312e-14,3.8291e-10,4.9583e-06,5.8610e-08,2.2445e-11,,2.0157e-03
+sFC,,9.1067e-20,1.5205e-11,2.1166e-16,5.9895e-13,6.3963e-05,1.1279e-11,2.3045e-14,2.0157e-03,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index e260435c..8bea06fa 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.3337,0.2646,0.0000,0.0000,0.0000,0.0000,0.0000,0.1639
-DCC_joint,,0.3337,,0.8114,0.0002,0.0000,0.0000,0.0000,0.0000,0.6216
-DCC_bivariate_loop,,0.2646,0.8114,,0.0005,0.0000,0.0000,0.0000,0.0000,0.8161
-SW_cross_validated,,0.0000,0.0002,0.0005,,0.0000,0.0000,0.0004,0.1749,0.0007
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0004,0.0000,0.0000,,0.0196,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1749,0.0000,0.0000,0.0196,,0.0000
-sFC,,0.1639,0.6216,0.8161,0.0007,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.3373e-01,2.6458e-01,2.2485e-05,1.0510e-18,5.2463e-13,9.2927e-11,9.7121e-07,1.6394e-01
+DCC_joint,,3.3373e-01,,8.1141e-01,1.9102e-04,7.6617e-18,3.0563e-12,1.2468e-09,7.4054e-06,6.2155e-01
+DCC_bivariate_loop,,2.6458e-01,8.1141e-01,,5.2843e-04,4.3662e-17,1.1475e-11,7.3049e-09,2.1907e-05,8.1609e-01
+SW_cross_validated,,2.2485e-05,1.9102e-04,5.2843e-04,,1.5225e-14,1.9281e-08,4.2827e-04,1.7493e-01,7.4860e-04
+SW_15,,1.0510e-18,7.6617e-18,4.3662e-17,1.5225e-14,,3.7443e-10,1.2936e-14,9.1524e-14,3.6968e-17
+SW_30,,5.2463e-13,3.0563e-12,1.1475e-11,1.9281e-08,3.7443e-10,,2.7207e-06,3.1770e-07,1.1757e-11
+SW_60,,9.2927e-11,1.2468e-09,7.3049e-09,4.2827e-04,1.2936e-14,2.7207e-06,,1.9595e-02,8.1986e-09
+SW_120,,9.7121e-07,7.4054e-06,2.1907e-05,1.7493e-01,9.1524e-14,3.1770e-07,1.9595e-02,,2.9247e-05
+sFC,,1.6394e-01,6.2155e-01,8.1609e-01,7.4860e-04,3.6968e-17,1.1757e-11,8.1986e-09,2.9247e-05,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 0e53e729..2f3f7b50 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0050,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0108,0.0002,0.0000,0.0000
-DCC_bivariate_loop,,0.0050,0.0000,,0.0095,0.0000,0.0000,0.0000,0.0008,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0095,,0.0000,0.0000,0.0080,0.7304,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.2719
-SW_30,,0.0000,0.0108,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0002,0.0000,0.0080,0.0000,0.0000,,0.0052,0.0000
-SW_120,,0.0000,0.0000,0.0008,0.7304,0.0000,0.0000,0.0052,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.2719,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.0096e-12,5.0262e-03,4.6485e-05,1.3765e-16,2.9564e-13,3.7054e-09,1.3748e-06,2.2898e-20
+DCC_joint,,2.0096e-12,,1.1424e-10,1.8487e-06,1.2509e-11,1.0846e-02,1.7743e-04,2.0837e-07,2.0106e-15
+DCC_bivariate_loop,,5.0262e-03,1.1424e-10,,9.5222e-03,1.0634e-15,9.3221e-12,6.7245e-07,7.9808e-04,2.7520e-19
+SW_cross_validated,,4.6485e-05,1.8487e-06,9.5222e-03,,5.1864e-13,5.6453e-08,7.9706e-03,7.3042e-01,4.6111e-15
+SW_15,,1.3765e-16,1.2509e-11,1.0634e-15,5.1864e-13,,4.6400e-10,5.1210e-13,4.1571e-14,2.7194e-01
+SW_30,,2.9564e-13,1.0846e-02,9.3221e-12,5.6453e-08,4.6400e-10,,1.2311e-06,5.2357e-09,1.7616e-13
+SW_60,,3.7054e-09,1.7743e-04,6.7245e-07,7.9706e-03,5.1210e-13,1.2311e-06,,5.2057e-03,3.6540e-16
+SW_120,,1.3748e-06,2.0837e-07,7.9808e-04,7.3042e-01,4.1571e-14,5.2357e-09,5.2057e-03,,3.4360e-17
+sFC,,2.2898e-20,2.0106e-15,2.7520e-19,4.6111e-15,2.7194e-01,1.7616e-13,3.6540e-16,3.4360e-17,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index 6280b8b4..867a721c 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.3092,0.8594
-DCC_joint,,0.0000,,0.0001,0.0001,0.0003,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0001,,0.2413,0.6850,0.0002,0.0011,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0001,0.2413,,0.4695,0.0187,0.0886,0.0000,0.0000
-SW_15,,0.0000,0.0003,0.6850,0.4695,,0.0020,0.0107,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0002,0.0187,0.0020,,0.3225,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0011,0.0886,0.0107,0.3225,,0.0000,0.0000
-SW_120,,0.3092,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.3123
-sFC,,0.8594,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.3123,
+SVWP_joint,,,1.2629e-07,4.3786e-12,4.0573e-09,1.4076e-09,5.4737e-12,2.3375e-12,3.0923e-01,8.5940e-01
+DCC_joint,,1.2629e-07,,5.7648e-05,1.4297e-04,2.9192e-04,9.2941e-08,1.7565e-07,3.7345e-06,7.3625e-08
+DCC_bivariate_loop,,4.3786e-12,5.7648e-05,,2.4128e-01,6.8497e-01,1.9190e-04,1.0510e-03,1.5825e-10,2.0055e-12
+SW_cross_validated,,4.0573e-09,1.4297e-04,2.4128e-01,,4.6955e-01,1.8739e-02,8.8619e-02,2.0662e-08,3.3529e-09
+SW_15,,1.4076e-09,2.9192e-04,6.8497e-01,4.6955e-01,,1.9578e-03,1.0732e-02,1.0957e-08,1.0558e-09
+SW_30,,5.4737e-12,9.2941e-08,1.9190e-04,1.8739e-02,1.9578e-03,,3.2251e-01,3.4755e-11,4.0444e-12
+SW_60,,2.3375e-12,1.7565e-07,1.0510e-03,8.8619e-02,1.0732e-02,3.2251e-01,,2.2739e-11,1.5440e-12
+SW_120,,3.0923e-01,3.7345e-06,1.5825e-10,2.0662e-08,1.0957e-08,3.4755e-11,2.2739e-11,,3.1232e-01
+sFC,,8.5940e-01,7.3625e-08,2.0055e-12,3.3529e-09,1.0558e-09,4.0444e-12,1.5440e-12,3.1232e-01,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/checkerboard_between_method_performance_T.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/checkerboard_between_method_performance_T.csv
deleted file mode 100644
index 154cc65b..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/checkerboard_between_method_performance_T.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,-8.33,-15.93,-10.49,-11.22,-15.75,-16.56,-1.00,-0.08
-DCC_joint,,-8.33,,-5.22,-4.80,-4.48,-8.56,-8.19,6.55,8.69
-DCC_bivariate_loop,,-15.93,-5.22,,-1.21,-0.41,-4.67,-3.90,12.89,16.75
-SW_cross_validated,,-10.49,-4.80,-1.21,,0.74,-2.58,-1.80,9.47,10.65
-SW_15,,-11.22,-4.48,-0.41,0.74,,-3.62,-2.85,9.87,11.46
-SW_30,,-15.75,-8.56,-4.67,-2.58,-3.62,,1.02,14.13,16.07
-SW_60,,-16.56,-8.19,-3.90,-1.80,-2.85,1.02,,14.50,17.01
-SW_120,,-1.00,6.55,12.89,9.47,9.87,14.13,14.50,,1.04
-sFC,,-0.08,8.69,16.75,10.65,11.46,16.07,17.01,1.04,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/checkerboard_between_method_performance_cohen_d.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/checkerboard_between_method_performance_cohen_d.csv
deleted file mode 100644
index 8f06dd79..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/checkerboard_between_method_performance_cohen_d.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,3.72,7.12,4.69,5.02,7.04,7.40,0.45,0.04
-DCC_joint,,3.72,,2.34,2.15,2.00,3.83,3.66,2.93,3.89
-DCC_bivariate_loop,,7.12,2.34,,0.54,0.18,2.09,1.74,5.76,7.49
-SW_cross_validated,,4.69,2.15,0.54,,0.33,1.16,0.81,4.23,4.76
-SW_15,,5.02,2.00,0.18,0.33,,1.62,1.27,4.41,5.12
-SW_30,,7.04,3.83,2.09,1.16,1.62,,0.45,6.32,7.19
-SW_60,,7.40,3.66,1.74,0.81,1.27,0.45,,6.48,7.61
-SW_120,,0.45,2.93,5.76,4.23,4.41,6.32,6.48,,0.46
-sFC,,0.04,3.89,7.49,4.76,5.12,7.19,7.61,0.46,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/checkerboard_between_method_performance_ptests.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/checkerboard_between_method_performance_ptests.csv
deleted file mode 100644
index 1ea6ca4a..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/checkerboard_between_method_performance_ptests.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
-SVWP_joint,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.,1.
-DCC_joint,nan,8.3285,-,0.0021,0.0051,0.0105,0.0000,0.0000,0.0001,0.0000
-DCC_bivariate_loop,nan,15.9301,5.2213,-,1.,1.,0.0069,0.0378,0.0000,0.0000
-SW_cross_validated,nan,10.4942,4.8014,1.2117,-,1.,0.6746,1.,0.0000,0.0000
-SW_15,nan,11.2196,4.4762,0.4123,-0.7388,-,0.0705,0.3864,0.0000,0.0000
-SW_30,nan,15.7486,8.5558,4.6668,2.5835,3.6201,-,1.,0.0000,0.0000
-SW_60,nan,16.5557,8.1884,3.8993,1.8002,2.8456,-1.0173,-,0.0000,0.0000
-SW_120,nan,0.9951,-6.549,-12.8896,-9.4653,-9.8678,-14.1331,-14.4985,-,1.
-sFC,nan,0.0803,-8.6929,-16.7507,-10.6514,-11.4596,-16.0708,-17.0107,-1.0395,-
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/checkerboard_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/checkerboard_between_method_performance_pvals.csv
deleted file mode 100644
index 441897ee..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/checkerboard_between_method_performance_pvals.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.3329,0.9369
-DCC_joint,,0.0000,,0.0001,0.0001,0.0003,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0001,,0.2413,0.6850,0.0002,0.0011,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0001,0.2413,,0.4695,0.0187,0.0886,0.0000,0.0000
-SW_15,,0.0000,0.0003,0.6850,0.4695,,0.0020,0.0107,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0002,0.0187,0.0020,,0.3225,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0011,0.0886,0.0107,0.3225,,0.0000,0.0000
-SW_120,,0.3329,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.3123
-sFC,,0.9369,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.3123,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index 815f529f..325e4e09 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0073,0.1602,0.0000,0.0000,0.0000,0.0000,0.0000,0.0647
-DCC_joint,,0.0073,,0.0433,0.0000,0.0000,0.0000,0.0000,0.0000,0.6993
-DCC_bivariate_loop,,0.1602,0.0433,,0.0000,0.0000,0.0000,0.0000,0.0000,0.3359
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0002,0.4694,0.6813,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0002,0.0000,,0.0004,0.0001,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.4694,0.0000,0.0004,,0.2356,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.6813,0.0000,0.0001,0.2356,,0.0000
-sFC,,0.0647,0.6993,0.3359,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.2722e-03,1.6022e-01,4.0171e-06,2.2213e-11,4.9755e-09,5.0443e-07,5.9710e-06,6.4656e-02
+DCC_joint,,7.2722e-03,,4.3278e-02,3.7011e-10,6.7209e-14,2.3327e-12,1.6832e-11,3.3493e-10,6.9934e-01
+DCC_bivariate_loop,,1.6022e-01,4.3278e-02,,7.5752e-09,3.2402e-13,2.1269e-11,3.7652e-10,8.0257e-09,3.3592e-01
+SW_cross_validated,,4.0171e-06,3.7011e-10,7.5752e-09,,1.3106e-08,1.8259e-04,4.6942e-01,6.8127e-01,1.6395e-07
+SW_15,,2.2213e-11,6.7209e-14,3.2402e-13,1.3106e-08,,4.2996e-05,1.3295e-08,5.5289e-09,6.2233e-12
+SW_30,,4.9755e-09,2.3327e-12,2.1269e-11,1.8259e-04,4.2996e-05,,3.6560e-04,5.8345e-05,6.5193e-10
+SW_60,,5.0443e-07,1.6832e-11,3.7652e-10,4.6942e-01,1.3295e-08,3.6560e-04,,2.3559e-01,2.6666e-08
+SW_120,,5.9710e-06,3.3493e-10,8.0257e-09,6.8127e-01,5.5289e-09,5.8345e-05,2.3559e-01,,2.1631e-07
+sFC,,6.4656e-02,6.9934e-01,3.3592e-01,1.6395e-07,6.2233e-12,6.5193e-10,2.6666e-08,2.1631e-07,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index c464654a..70a49684 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1918,0.1617,0.0000,0.0000,0.0000,0.0000,0.0000,0.3058
-DCC_joint,,0.1918,,0.6513,0.0001,0.0000,0.0000,0.0000,0.0000,0.7978
-DCC_bivariate_loop,,0.1617,0.6513,,0.0013,0.0000,0.0000,0.0000,0.0008,0.5408
-SW_cross_validated,,0.0000,0.0001,0.0013,,0.0000,0.0002,0.0925,0.7641,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0007,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0002,0.0007,,0.0016,0.0005,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0925,0.0000,0.0016,,0.1866,0.0000
-SW_120,,0.0000,0.0000,0.0008,0.7641,0.0000,0.0005,0.1866,,0.0001
-sFC,,0.3058,0.7978,0.5408,0.0001,0.0000,0.0000,0.0000,0.0001,
+SVWP_joint,,,1.9181e-01,1.6175e-01,3.3976e-05,2.7553e-11,9.8466e-10,1.0048e-07,2.2781e-05,3.0584e-01
+DCC_joint,,1.9181e-01,,6.5135e-01,7.3021e-05,6.8871e-12,2.1733e-10,3.8655e-08,4.6940e-05,7.9781e-01
+DCC_bivariate_loop,,1.6175e-01,6.5135e-01,,1.3031e-03,4.8452e-10,3.5757e-08,6.7006e-06,7.9132e-04,5.4079e-01
+SW_cross_validated,,3.3976e-05,7.3021e-05,1.3031e-03,,2.6364e-07,1.6281e-04,9.2450e-02,7.6411e-01,9.1456e-05
+SW_15,,2.7553e-11,6.8871e-12,4.8452e-10,2.6364e-07,,6.6517e-04,5.6025e-07,6.5973e-07,1.6790e-11
+SW_30,,9.8466e-10,2.1733e-10,3.5757e-08,1.6281e-04,6.6517e-04,,1.6116e-03,4.6152e-04,6.4160e-10
+SW_60,,1.0048e-07,3.8655e-08,6.7006e-06,9.2450e-02,5.6025e-07,1.6116e-03,,1.8661e-01,1.0441e-07
+SW_120,,2.2781e-05,4.6940e-05,7.9132e-04,7.6411e-01,6.5973e-07,4.6152e-04,1.8661e-01,,5.8569e-05
+sFC,,3.0584e-01,7.9781e-01,5.4079e-01,9.1456e-05,1.6790e-11,6.4160e-10,1.0441e-07,5.8569e-05,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index 68023844..d7cc48eb 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0031,0.3509,0.0000,0.0015,0.1434,0.2262,0.0000
-DCC_joint,,0.0000,,0.0043,0.0001,0.0195,0.0197,0.0000,0.0003,0.0000
-DCC_bivariate_loop,,0.0031,0.0043,,0.0173,0.0000,0.5031,0.0135,0.0442,0.0000
-SW_cross_validated,,0.3509,0.0001,0.0173,,0.0000,0.0073,0.6217,0.7412,0.0000
-SW_15,,0.0000,0.0195,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0015,0.0197,0.5031,0.0073,0.0000,,0.0048,0.0191,0.0000
-SW_60,,0.1434,0.0000,0.0135,0.6217,0.0000,0.0048,,0.9202,0.0000
-SW_120,,0.2262,0.0003,0.0442,0.7412,0.0000,0.0191,0.9202,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.2857e-05,3.1377e-03,3.5088e-01,3.7532e-07,1.4684e-03,1.4339e-01,2.2624e-01,1.6870e-17
+DCC_joint,,4.2857e-05,,4.2722e-03,1.2810e-04,1.9474e-02,1.9698e-02,4.5034e-05,3.3347e-04,1.5281e-18
+DCC_bivariate_loop,,3.1377e-03,4.2722e-03,,1.7273e-02,1.4249e-06,5.0309e-01,1.3466e-02,4.4222e-02,3.8838e-22
+SW_cross_validated,,3.5088e-01,1.2810e-04,1.7273e-02,,4.9629e-07,7.2908e-03,6.2166e-01,7.4115e-01,1.4956e-18
+SW_15,,3.7532e-07,1.9474e-02,1.4249e-06,4.9629e-07,,1.2517e-05,3.6338e-08,1.3504e-06,5.6613e-20
+SW_30,,1.4684e-03,1.9698e-02,5.0309e-01,7.2908e-03,1.2517e-05,,4.8423e-03,1.9051e-02,5.1384e-21
+SW_60,,1.4339e-01,4.5034e-05,1.3466e-02,6.2166e-01,3.6338e-08,4.8423e-03,,9.2023e-01,2.0012e-21
+SW_120,,2.2624e-01,3.3347e-04,4.4222e-02,7.4115e-01,1.3504e-06,1.9051e-02,9.2023e-01,,2.8997e-18
+sFC,,1.6870e-17,1.5281e-18,3.8838e-22,1.4956e-18,5.6613e-20,5.1384e-21,2.0012e-21,2.8997e-18,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index 921ef4a0..4e9930ce 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0031,0.1032,0.0040,0.2976,0.0144,0.0000,0.0000
-DCC_joint,,0.0000,,0.0025,0.0002,0.0009,0.0000,0.0006,0.0000,0.0000
-DCC_bivariate_loop,,0.0031,0.0025,,0.0712,0.7205,0.0061,0.3645,0.0000,0.0000
-SW_cross_validated,,0.1032,0.0002,0.0712,,0.1010,0.3957,0.2978,0.0000,0.0000
-SW_15,,0.0040,0.0009,0.7205,0.1010,,0.0080,0.5192,0.0000,0.0000
-SW_30,,0.2976,0.0000,0.0061,0.3957,0.0080,,0.0467,0.0000,0.0000
-SW_60,,0.0144,0.0006,0.3645,0.2978,0.5192,0.0467,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.4761e-05,3.0995e-03,1.0321e-01,4.0127e-03,2.9763e-01,1.4424e-02,1.3841e-11,2.9718e-13
+DCC_joint,,2.4761e-05,,2.4557e-03,1.8409e-04,8.6178e-04,1.5579e-05,6.0638e-04,1.5929e-09,2.7222e-12
+DCC_bivariate_loop,,3.0995e-03,2.4557e-03,,7.1215e-02,7.2046e-01,6.1059e-03,3.6454e-01,5.6542e-14,1.3965e-16
+SW_cross_validated,,1.0321e-01,1.8409e-04,7.1215e-02,,1.0098e-01,3.9572e-01,2.9777e-01,1.2035e-12,1.0651e-14
+SW_15,,4.0127e-03,8.6178e-04,7.2046e-01,1.0098e-01,,8.0316e-03,5.1925e-01,3.7493e-15,5.9219e-18
+SW_30,,2.9763e-01,1.5579e-05,6.1059e-03,3.9572e-01,8.0316e-03,,4.6742e-02,6.4472e-14,5.6068e-16
+SW_60,,1.4424e-02,6.0638e-04,3.6454e-01,2.9777e-01,5.1925e-01,4.6742e-02,,1.1179e-13,4.6470e-16
+SW_120,,1.3841e-11,1.5929e-09,5.6542e-14,1.2035e-12,3.7493e-15,6.4472e-14,1.1179e-13,,5.3438e-11
+sFC,,2.9718e-13,2.7222e-12,1.3965e-16,1.0651e-14,5.9219e-18,5.6068e-16,4.6470e-16,5.3438e-11,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index aeebfb04..bda01987 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0037,0.0198,0.0040,0.0000,0.0001,0.0025,0.0002,0.0343
-DCC_joint,,0.0037,,0.9861,0.0000,0.0000,0.0000,0.0000,0.0000,0.1241
-DCC_bivariate_loop,,0.0198,0.9861,,0.0001,0.0000,0.0000,0.0001,0.0000,0.3098
-SW_cross_validated,,0.0040,0.0000,0.0001,,0.0000,0.0987,0.9013,0.4792,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0001,0.0000,0.0000,0.0987,0.0000,,0.1184,0.2559,0.0000
-SW_60,,0.0025,0.0000,0.0001,0.9013,0.0000,0.1184,,0.5583,0.0001
-SW_120,,0.0002,0.0000,0.0000,0.4792,0.0000,0.2559,0.5583,,0.0000
-sFC,,0.0343,0.1241,0.3098,0.0001,0.0000,0.0000,0.0001,0.0000,
+SVWP_joint,,,3.7438e-03,1.9767e-02,4.0096e-03,1.7124e-10,1.0432e-04,2.5366e-03,2.3850e-04,3.4266e-02
+DCC_joint,,3.7438e-03,,9.8611e-01,3.9005e-05,9.5009e-12,2.3257e-06,2.2720e-05,1.4646e-06,1.2414e-01
+DCC_bivariate_loop,,1.9767e-02,9.8611e-01,,1.2029e-04,4.1290e-11,6.1958e-06,7.5171e-05,7.2228e-06,3.0984e-01
+SW_cross_validated,,4.0096e-03,3.9005e-05,1.2029e-04,,2.9873e-07,9.8734e-02,9.0130e-01,4.7925e-01,1.3642e-04
+SW_15,,1.7124e-10,9.5009e-12,4.1290e-11,2.9873e-07,,2.9332e-05,3.3060e-07,4.8767e-07,1.4759e-11
+SW_30,,1.0432e-04,2.3257e-06,6.1958e-06,9.8734e-02,2.9332e-05,,1.1844e-01,2.5588e-01,6.0952e-06
+SW_60,,2.5366e-03,2.2720e-05,7.5171e-05,9.0130e-01,3.3060e-07,1.1844e-01,,5.5828e-01,7.8776e-05
+SW_120,,2.3850e-04,1.4646e-06,7.2228e-06,4.7925e-01,4.8767e-07,2.5588e-01,5.5828e-01,,4.7414e-06
+sFC,,3.4266e-02,1.2414e-01,3.0984e-01,1.3642e-04,1.4759e-11,6.0952e-06,7.8776e-05,4.7414e-06,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index 2f7c0c69..655861e2 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2056,0.5942,0.3861,0.0021,0.7066,0.4949,0.3589,0.0000
-DCC_joint,,0.2056,,0.0613,0.7690,0.0184,0.5357,0.0581,0.6878,0.0000
-DCC_bivariate_loop,,0.5942,0.0613,,0.1639,0.0005,0.4218,0.8352,0.1267,0.0000
-SW_cross_validated,,0.3861,0.7690,0.1639,,0.0174,0.7260,0.1424,0.9542,0.0000
-SW_15,,0.0021,0.0184,0.0005,0.0174,,0.0175,0.0006,0.0086,0.0000
-SW_30,,0.7066,0.5357,0.4218,0.7260,0.0175,,0.3601,0.7405,0.0000
-SW_60,,0.4949,0.0581,0.8352,0.1424,0.0006,0.3601,,0.1133,0.0000
-SW_120,,0.3589,0.6878,0.1267,0.9542,0.0086,0.7405,0.1133,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.0556e-01,5.9422e-01,3.8605e-01,2.1045e-03,7.0658e-01,4.9495e-01,3.5888e-01,1.7239e-20
+DCC_joint,,2.0556e-01,,6.1300e-02,7.6904e-01,1.8415e-02,5.3572e-01,5.8090e-02,6.8782e-01,3.9201e-21
+DCC_bivariate_loop,,5.9422e-01,6.1300e-02,,1.6390e-01,4.6594e-04,4.2178e-01,8.3522e-01,1.2668e-01,1.2221e-21
+SW_cross_validated,,3.8605e-01,7.6904e-01,1.6390e-01,,1.7385e-02,7.2597e-01,1.4239e-01,9.5422e-01,1.6850e-19
+SW_15,,2.1045e-03,1.8415e-02,4.6594e-04,1.7385e-02,,1.7484e-02,5.8271e-04,8.6351e-03,3.7664e-18
+SW_30,,7.0658e-01,5.3572e-01,4.2178e-01,7.2597e-01,1.7484e-02,,3.6006e-01,7.4045e-01,1.3991e-17
+SW_60,,4.9495e-01,5.8090e-02,8.3522e-01,1.4239e-01,5.8271e-04,3.6006e-01,,1.1330e-01,2.2256e-20
+SW_120,,3.5888e-01,6.8782e-01,1.2668e-01,9.5422e-01,8.6351e-03,7.4045e-01,1.1330e-01,,2.4441e-21
+sFC,,1.7239e-20,3.9201e-21,1.2221e-21,1.6850e-19,3.7664e-18,1.3991e-17,2.2256e-20,2.4441e-21,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 9dcb682d..c3d3d0d4 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0515,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0398
-DCC_joint,,0.0515,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.9429
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.6509,0.6608,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.6509,0.0000,0.0000,,0.2358,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.6608,0.0000,0.0000,0.2358,,0.0000
-sFC,,0.0398,0.9429,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.1480e-02,4.7617e-07,2.3943e-08,6.8815e-20,7.3820e-16,1.5621e-10,3.3878e-10,3.9774e-02
+DCC_joint,,5.1480e-02,,1.2094e-06,6.6881e-10,6.6425e-22,1.4987e-18,3.4903e-13,2.9287e-12,9.4292e-01
+DCC_bivariate_loop,,4.7617e-07,1.2094e-06,,6.6020e-12,2.8583e-22,2.2556e-19,4.5116e-15,3.9837e-14,6.6339e-07
+SW_cross_validated,,2.3943e-08,6.6881e-10,6.6020e-12,,7.9426e-15,1.3021e-07,6.5090e-01,6.6077e-01,4.7679e-10
+SW_15,,6.8815e-20,6.6425e-22,2.8583e-22,7.9426e-15,,1.1305e-15,2.7575e-18,1.2558e-16,2.7577e-22
+SW_30,,7.3820e-16,1.4987e-18,2.2556e-19,1.3021e-07,1.1305e-15,,1.9230e-11,4.1015e-09,4.5237e-19
+SW_60,,1.5621e-10,3.4903e-13,4.5116e-15,6.5090e-01,2.7575e-18,1.9230e-11,,2.3582e-01,1.4038e-13
+SW_120,,3.3878e-10,2.9287e-12,3.9837e-14,6.6077e-01,1.2558e-16,4.1015e-09,2.3582e-01,,1.6105e-12
+sFC,,3.9774e-02,9.4292e-01,6.6339e-07,4.7679e-10,2.7577e-22,4.5237e-19,1.4038e-13,1.6105e-12,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_T.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_T.csv
deleted file mode 100644
index 412f2798..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_T.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,-2.09,-7.64,9.38,44.71,26.50,12.92,12.32,-2.22
-DCC_joint,,-2.09,,-7.13,11.79,57.86,37.55,18.56,16.38,-0.07
-DCC_bivariate_loop,,-7.64,-7.13,,15.61,60.65,41.76,23.85,21.05,7.45
-SW_cross_validated,,9.38,11.79,15.61,,23.09,8.36,-0.46,0.45,-12.04
-SW_15,,44.71,57.86,60.65,23.09,,-25.81,-36.28,-29.25,-60.78
-SW_30,,26.50,37.55,41.76,8.36,-25.81,,-14.65,-10.51,-40.16
-SW_60,,12.92,18.56,23.85,-0.46,-36.28,-14.65,,1.23,-19.57
-SW_120,,12.32,16.38,21.05,0.45,-29.25,-10.51,1.23,,-16.97
-sFC,,-2.22,-0.07,7.45,-12.04,-60.78,-40.16,-19.57,-16.97,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
deleted file mode 100644
index 2a76a090..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.93,3.42,4.20,20.00,11.85,5.78,5.51,0.99
-DCC_joint,,0.93,,3.19,5.27,25.88,16.79,8.30,7.33,0.03
-DCC_bivariate_loop,,3.42,3.19,,6.98,27.13,18.68,10.67,9.41,3.33
-SW_cross_validated,,4.20,5.27,6.98,,10.33,3.74,0.21,0.20,5.39
-SW_15,,20.00,25.88,27.13,10.33,,11.54,16.23,13.08,27.18
-SW_30,,11.85,16.79,18.68,3.74,11.54,,6.55,4.70,17.96
-SW_60,,5.78,8.30,10.67,0.21,16.23,6.55,,0.55,8.75
-SW_120,,5.51,7.33,9.41,0.20,13.08,4.70,0.55,,7.59
-sFC,,0.99,0.03,3.33,5.39,27.18,17.96,8.75,7.59,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_ptests.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
deleted file mode 100644
index 740d1d55..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
-SVWP_joint,nan,-,1.,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
-DCC_joint,nan,2.0893,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
-DCC_bivariate_loop,nan,7.6446,7.1315,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,nan,-9.3817,-11.7915,-15.6103,-,0.0000,0.0000,1.,1.,0.0000
-SW_15,nan,-44.7129,-57.865,-60.6542,-23.0925,-,0.0000,0.0000,0.0000,0.0000
-SW_30,nan,-26.502,-37.5497,-41.7635,-8.36,25.8143,-,0.0000,0.0000,0.0000
-SW_60,nan,-12.9226,-18.5583,-23.8529,0.4602,36.2836,14.6451,-,1.,0.0000
-SW_120,nan,-12.3164,-16.3806,-21.0473,-0.4462,29.2471,10.5149,-1.2265,-,0.0000
-sFC,nan,2.2203,0.0726,-7.4518,12.0424,60.7756,40.1638,19.568,16.9684,-
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
deleted file mode 100644
index c843f140..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0512,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0395
-DCC_joint,,0.0512,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.9429
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.6509,0.6608,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.6509,0.0000,0.0000,,0.2358,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.6608,0.0000,0.0000,0.2358,,0.0000
-sFC,,0.0395,0.9429,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index f24fa1c4..2e250fdf 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.3468,0.7374,0.0000,0.0000,0.0000,0.0000,0.0000,0.1459
-DCC_joint,,0.3468,,0.3823,0.0000,0.0000,0.0000,0.0000,0.0000,0.4213
-DCC_bivariate_loop,,0.7374,0.3823,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1290
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0008,0.5756,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0008,0.0000,0.0000,,0.0262,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.5756,0.0000,0.0000,0.0262,,0.0000
-sFC,,0.1459,0.4213,0.1290,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.4685e-01,7.3736e-01,3.1012e-07,1.2066e-14,6.1777e-12,7.2539e-09,6.1051e-07,1.4591e-01
+DCC_joint,,3.4685e-01,,3.8233e-01,1.0900e-10,9.2985e-18,1.1801e-15,1.8344e-12,1.2706e-09,4.2135e-01
+DCC_bivariate_loop,,7.3736e-01,3.8233e-01,,2.0935e-10,8.3028e-18,1.1318e-15,2.6519e-12,2.7710e-09,1.2899e-01
+SW_cross_validated,,3.1012e-07,1.0900e-10,2.0935e-10,,1.5281e-15,1.9051e-11,8.1661e-04,5.7562e-01,8.9312e-10
+SW_15,,1.2066e-14,9.2985e-18,8.3028e-18,1.5281e-15,,2.6597e-11,1.0992e-14,1.5540e-13,1.6404e-16
+SW_30,,6.1777e-12,1.1801e-15,1.1318e-15,1.9051e-11,2.6597e-11,,2.0599e-09,7.8402e-09,3.2675e-14
+SW_60,,7.2539e-09,1.8344e-12,2.6519e-12,8.1661e-04,1.0992e-14,2.0599e-09,,2.6239e-02,2.5089e-11
+SW_120,,6.1051e-07,1.2706e-09,2.7710e-09,5.7562e-01,1.5540e-13,7.8402e-09,2.6239e-02,,4.0576e-09
+sFC,,1.4591e-01,4.2135e-01,1.2899e-01,8.9312e-10,1.6404e-16,3.2675e-14,2.5089e-11,4.0576e-09,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index b1452cc0..234bd4fb 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.9144,0.4881,0.0000,0.0000,0.0000,0.0000,0.0000,0.2099
-DCC_joint,,0.9144,,0.2629,0.0000,0.0000,0.0000,0.0000,0.0000,0.1551
-DCC_bivariate_loop,,0.4881,0.2629,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0403
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.2167,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.2167,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.2099,0.1551,0.0403,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.1436e-01,4.8814e-01,4.9361e-11,3.2744e-19,9.6043e-17,7.9254e-14,4.9285e-12,2.0993e-01
+DCC_joint,,9.1436e-01,,2.6286e-01,7.8207e-14,2.5354e-22,1.5827e-20,1.0726e-17,9.7806e-16,1.5510e-01
+DCC_bivariate_loop,,4.8814e-01,2.6286e-01,,7.8275e-13,1.5288e-21,1.7694e-19,1.6698e-16,1.6813e-14,4.0317e-02
+SW_cross_validated,,4.9361e-11,7.8207e-14,7.8275e-13,,1.0364e-18,1.1396e-14,3.0369e-07,2.1668e-01,1.7548e-11
+SW_15,,3.2744e-19,2.5354e-22,1.5288e-21,1.0364e-18,,1.0106e-14,5.5347e-19,4.7479e-20,4.0405e-19
+SW_30,,9.6043e-17,1.5827e-20,1.7694e-19,1.1396e-14,1.0106e-14,,5.2393e-14,2.0170e-16,9.6226e-17
+SW_60,,7.9254e-14,1.0726e-17,1.6698e-16,3.0369e-07,5.5347e-19,5.2393e-14,,4.9253e-08,5.0703e-14
+SW_120,,4.9285e-12,9.7806e-16,1.6813e-14,2.1668e-01,4.7479e-20,2.0170e-16,4.9253e-08,,2.1867e-12
+sFC,,2.0993e-01,1.5510e-01,4.0317e-02,1.7548e-11,4.0405e-19,9.6226e-17,5.0703e-14,2.1867e-12,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index e9cfe429..13c4012f 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0142,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0449,0.0000,0.0000,0.0000,0.0160,0.0000
-DCC_bivariate_loop,,0.0142,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0449,0.0000,,0.0000,0.0000,0.0030,0.7745,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0219
-SW_60,,0.0000,0.0000,0.0000,0.0030,0.0000,0.0000,,0.0036,0.0000
-SW_120,,0.0000,0.0160,0.0000,0.7745,0.0000,0.0000,0.0036,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0219,0.0000,0.0000,
+SVWP_joint,,,7.2581e-06,1.4192e-02,8.9107e-07,1.1004e-17,7.1614e-14,1.0330e-09,2.7458e-07,3.4069e-15
+DCC_joint,,7.2581e-06,,5.9005e-10,4.4859e-02,3.6554e-18,4.2188e-13,2.4732e-06,1.5975e-02,2.1872e-15
+DCC_bivariate_loop,,1.4192e-02,5.9005e-10,,5.5024e-10,9.5003e-21,2.7896e-17,2.3106e-13,1.0105e-10,1.5763e-19
+SW_cross_validated,,8.9107e-07,4.4859e-02,5.5024e-10,,5.5715e-16,2.0651e-10,3.0446e-03,7.7449e-01,3.9146e-12
+SW_15,,1.1004e-17,3.6554e-18,9.5003e-21,5.5715e-16,,3.2012e-13,1.5750e-16,1.7270e-16,3.4025e-14
+SW_30,,7.1614e-14,4.2188e-13,2.7896e-17,2.0651e-10,3.2012e-13,,1.2632e-09,8.6294e-11,2.1914e-02
+SW_60,,1.0330e-09,2.4732e-06,2.3106e-13,3.0446e-03,1.5750e-16,1.2632e-09,,3.6266e-03,3.1888e-12
+SW_120,,2.7458e-07,1.5975e-02,1.0105e-10,7.7449e-01,1.7270e-16,8.6294e-11,3.6266e-03,,9.7655e-13
+sFC,,3.4069e-15,2.1872e-15,1.5763e-19,3.9146e-12,3.4025e-14,2.1914e-02,3.1888e-12,9.7655e-13,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 96a214de..f2f164e5 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0141,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0009,0.0000,0.0000,0.2456,0.0000,0.0000
-DCC_bivariate_loop,,0.0141,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0009,0.0000,,0.0000,0.0333,0.0254,0.0000,0.0007
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0333,0.0000,,0.0001,0.0078,0.2865
-SW_60,,0.0000,0.2456,0.0000,0.0254,0.0000,0.0001,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0078,0.0000,,0.0015
-sFC,,0.0000,0.0000,0.0000,0.0007,0.0000,0.2865,0.0000,0.0015,
+SVWP_joint,,,3.6139e-06,1.4091e-02,1.0713e-07,3.2996e-14,2.0217e-09,3.4663e-06,1.0865e-11,1.4665e-11
+DCC_joint,,3.6139e-06,,2.4906e-10,8.8280e-04,2.3788e-14,9.9317e-07,2.4558e-01,5.2981e-11,9.9509e-12
+DCC_bivariate_loop,,1.4091e-02,2.4906e-10,,1.3911e-10,1.0774e-16,2.7982e-12,1.7342e-09,4.9810e-15,9.7692e-16
+SW_cross_validated,,1.0713e-07,8.8280e-04,1.3911e-10,,1.3623e-10,3.3314e-02,2.5353e-02,3.3359e-05,7.2643e-04
+SW_15,,3.2996e-14,2.3788e-14,1.0774e-16,1.3623e-10,,1.4195e-09,2.4656e-12,3.6351e-09,9.4196e-12
+SW_30,,2.0217e-09,9.9317e-07,2.7982e-12,3.3314e-02,1.4195e-09,,8.9979e-05,7.8282e-03,2.8652e-01
+SW_60,,3.4663e-06,2.4558e-01,1.7342e-09,2.5353e-02,2.4656e-12,8.9979e-05,,4.1723e-08,1.9566e-07
+SW_120,,1.0865e-11,5.2981e-11,4.9810e-15,3.3359e-05,3.6351e-09,7.8282e-03,4.1723e-08,,1.4860e-03
+sFC,,1.4665e-11,9.9509e-12,9.7692e-16,7.2643e-04,9.4196e-12,2.8652e-01,1.9566e-07,1.4860e-03,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 752a4e7e..d14e8963 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.7569,0.8533,0.0000,0.0000,0.0000,0.0000,0.0000,0.1948
-DCC_joint,,0.7569,,0.9014,0.0000,0.0000,0.0000,0.0000,0.0000,0.2386
-DCC_bivariate_loop,,0.8533,0.9014,,0.0000,0.0000,0.0000,0.0000,0.0000,0.2270
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0004,0.8697,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0004,0.0000,0.0000,,0.0083,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.8697,0.0000,0.0000,0.0083,,0.0000
-sFC,,0.1948,0.2386,0.2270,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.5695e-01,8.5334e-01,1.1225e-08,1.0754e-17,1.8998e-14,4.4937e-11,9.5578e-08,1.9484e-01
+DCC_joint,,7.5695e-01,,9.0141e-01,3.6533e-10,1.5987e-19,2.2560e-16,5.9167e-13,8.7602e-09,2.3863e-01
+DCC_bivariate_loop,,8.5334e-01,9.0141e-01,,1.8682e-09,1.2778e-18,2.0215e-15,4.9602e-12,2.6193e-08,2.2700e-01
+SW_cross_validated,,1.1225e-08,3.6533e-10,1.8682e-09,,3.9417e-17,8.8624e-12,4.4570e-04,8.6971e-01,1.0908e-10
+SW_15,,1.0754e-17,1.5987e-19,1.2778e-18,3.9417e-17,,3.6726e-14,8.9376e-18,8.8794e-15,1.6429e-19
+SW_30,,1.8998e-14,2.2560e-16,2.0215e-15,8.8624e-12,3.6726e-14,,3.6298e-11,2.0291e-09,1.7353e-16
+SW_60,,4.4937e-11,5.9167e-13,4.9602e-12,4.4570e-04,8.9376e-18,3.6298e-11,,8.2966e-03,2.7865e-13
+SW_120,,9.5578e-08,8.7602e-09,2.6193e-08,8.6971e-01,8.8794e-15,2.0291e-09,8.2966e-03,,2.4246e-09
+sFC,,1.9484e-01,2.3863e-01,2.2700e-01,1.0908e-10,1.6429e-19,1.7353e-16,2.7865e-13,2.4246e-09,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 4420fbb5..2a1971c8 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0003,0.0995,0.0003,0.0000,0.0000,0.0000,0.0007,0.0000
-DCC_joint,,0.0003,,0.0000,0.5925,0.0000,0.0000,0.0173,0.9459,0.0000
-DCC_bivariate_loop,,0.0995,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0003,0.5925,0.0000,,0.0000,0.0000,0.1055,0.6020,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0173,0.0000,0.1055,0.0000,0.0000,,0.0329,0.0000
-SW_120,,0.0007,0.9459,0.0000,0.6020,0.0000,0.0000,0.0329,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.9692e-04,9.9543e-02,3.4255e-04,3.5541e-13,2.9461e-09,1.5762e-05,7.1711e-04,7.7490e-12
+DCC_joint,,2.9692e-04,,6.3828e-09,5.9247e-01,1.4183e-15,2.7456e-09,1.7258e-02,9.4593e-01,9.4834e-15
+DCC_bivariate_loop,,9.9543e-02,6.3828e-09,,8.6275e-08,7.0023e-18,9.4361e-14,2.1822e-09,1.3493e-07,1.1968e-17
+SW_cross_validated,,3.4255e-04,5.9247e-01,8.6275e-08,,3.4610e-13,2.9215e-07,1.0547e-01,6.0200e-01,1.6899e-11
+SW_15,,3.5541e-13,1.4183e-15,7.0023e-18,3.4610e-13,,1.3601e-10,1.0379e-12,8.6992e-14,9.0192e-09
+SW_30,,2.9461e-09,2.7456e-09,9.4361e-14,2.9215e-07,1.3601e-10,,6.5312e-06,5.5777e-08,6.1036e-07
+SW_60,,1.5762e-05,1.7258e-02,2.1822e-09,1.0547e-01,1.0379e-12,6.5312e-06,,3.2867e-02,9.1011e-11
+SW_120,,7.1711e-04,9.4593e-01,1.3493e-07,6.0200e-01,8.6992e-14,5.5777e-08,3.2867e-02,,2.8371e-12
+sFC,,7.7490e-12,9.4834e-15,1.1968e-17,1.6899e-11,9.0192e-09,6.1036e-07,9.1011e-11,2.8371e-12,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index 0053897b..511a86fc 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.6174,0.2793,0.2518,0.1457,0.0201,0.1157,0.0030,0.0037
-DCC_joint,,0.6174,,0.0000,0.0021,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.2793,0.0000,,0.7446,0.1877,0.0000,0.0832,0.0000,0.0000
-SW_cross_validated,,0.2518,0.0021,0.7446,,0.6218,0.0179,0.4551,0.0000,0.0000
-SW_15,,0.1457,0.0000,0.1877,0.6218,,0.0030,0.6941,0.0000,0.0000
-SW_30,,0.0201,0.0000,0.0000,0.0179,0.0030,,0.0068,0.0000,0.0000
-SW_60,,0.1157,0.0000,0.0832,0.4551,0.6941,0.0068,,0.0000,0.0000
-SW_120,,0.0030,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.3625
-sFC,,0.0037,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.3625,
+SVWP_joint,,,6.1739e-01,2.7934e-01,2.5184e-01,1.4570e-01,2.0138e-02,1.1568e-01,2.9657e-03,3.7113e-03
+DCC_joint,,6.1739e-01,,2.1634e-05,2.0654e-03,4.0022e-06,1.5923e-09,1.3626e-06,6.4903e-10,1.3833e-10
+DCC_bivariate_loop,,2.7934e-01,2.1634e-05,,7.4465e-01,1.8772e-01,3.8629e-05,8.3237e-02,1.7286e-13,1.9119e-14
+SW_cross_validated,,2.5184e-01,2.0654e-03,7.4465e-01,,6.2180e-01,1.7943e-02,4.5506e-01,9.4096e-09,8.4316e-09
+SW_15,,1.4570e-01,4.0022e-06,1.8772e-01,6.2180e-01,,2.9698e-03,6.9405e-01,3.7316e-13,8.1017e-14
+SW_30,,2.0138e-02,1.5923e-09,3.8629e-05,1.7943e-02,2.9698e-03,,6.7707e-03,4.2479e-16,2.4173e-17
+SW_60,,1.1568e-01,1.3626e-06,8.3237e-02,4.5506e-01,6.9405e-01,6.7707e-03,,1.4768e-13,2.7671e-14
+SW_120,,2.9657e-03,6.4903e-10,1.7286e-13,9.4096e-09,3.7316e-13,4.2479e-16,1.4768e-13,,3.6246e-01
+sFC,,3.7113e-03,1.3833e-10,1.9119e-14,8.4316e-09,8.1017e-14,2.4173e-17,2.7671e-14,3.6246e-01,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/checkerboard_between_method_performance_T.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/checkerboard_between_method_performance_T.csv
deleted file mode 100644
index 00618983..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/checkerboard_between_method_performance_T.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.52,-1.10,-1.17,-1.51,-2.53,-1.64,3.43,3.33
-DCC_joint,,0.52,,-5.68,-3.60,-6.51,-11.17,-7.07,11.81,13.00
-DCC_bivariate_loop,,-1.10,-5.68,,-0.33,-1.37,-5.41,-1.83,19.33,21.96
-SW_cross_validated,,-1.17,-3.60,-0.33,,-0.50,-2.60,-0.76,9.97,10.04
-SW_15,,-1.51,-6.51,-1.37,-0.50,,-3.43,-0.40,18.49,20.20
-SW_30,,-2.53,-11.17,-5.41,-2.60,-3.43,,3.06,27.29,32.10
-SW_60,,-1.64,-7.07,-1.83,-0.76,-0.40,3.06,,19.51,21.49
-SW_120,,3.43,11.81,19.33,9.97,18.49,27.29,19.51,,-0.93
-sFC,,3.33,13.00,21.96,10.04,20.20,32.10,21.49,-0.93,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/checkerboard_between_method_performance_cohen_d.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/checkerboard_between_method_performance_cohen_d.csv
deleted file mode 100644
index d0d00fa7..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/checkerboard_between_method_performance_cohen_d.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.23,0.49,0.52,0.67,1.13,0.73,1.54,1.49
-DCC_joint,,0.23,,2.54,1.61,2.91,4.99,3.16,5.28,5.81
-DCC_bivariate_loop,,0.49,2.54,,0.15,0.61,2.42,0.82,8.65,9.82
-SW_cross_validated,,0.52,1.61,0.15,,0.22,1.16,0.34,4.46,4.49
-SW_15,,0.67,2.91,0.61,0.22,,1.54,0.18,8.27,9.03
-SW_30,,1.13,4.99,2.42,1.16,1.54,,1.37,12.21,14.36
-SW_60,,0.73,3.16,0.82,0.34,0.18,1.37,,8.73,9.61
-SW_120,,1.54,5.28,8.65,4.46,8.27,12.21,8.73,,0.42
-sFC,,1.49,5.81,9.82,4.49,9.03,14.36,9.61,0.42,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/checkerboard_between_method_performance_ptests.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/checkerboard_between_method_performance_ptests.csv
deleted file mode 100644
index 165f4f0d..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/checkerboard_between_method_performance_ptests.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
-SVWP_joint,nan,-,1.,1.,1.,1.,0.7529,1.,0.1067,0.1334
-DCC_joint,nan,-0.5174,-,0.0008,0.0744,0.0001,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,nan,1.1016,5.6847,-,1.,1.,0.0014,1.,0.0000,0.0000
-SW_cross_validated,nan,1.1712,3.596,0.3308,-,1.,0.6459,1.,0.0000,0.0000
-SW_15,nan,1.5059,6.514,1.3694,0.5019,-,0.1069,1.,0.0000,0.0000
-SW_30,nan,2.531,11.1671,5.4092,2.6041,3.4325,-,0.2437,0.0000,0.0000
-SW_60,nan,1.6376,7.0687,1.834,0.7635,0.3997,-3.0582,-,0.0000,0.0000
-SW_120,nan,-3.4336,-11.8136,-19.3329,-9.9661,-18.4861,-27.2929,-19.5105,-,1.
-sFC,nan,-3.3325,-12.9962,-21.9565,-10.0374,-20.2014,-32.1042,-21.4942,0.9344,-
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/checkerboard_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/checkerboard_between_method_performance_pvals.csv
deleted file mode 100644
index 2b72daec..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/checkerboard_between_method_performance_pvals.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.6112,0.2852,0.2568,0.1494,0.0209,0.1189,0.0030,0.0037
-DCC_joint,,0.6112,,0.0000,0.0021,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.2852,0.0000,,0.7446,0.1877,0.0000,0.0832,0.0000,0.0000
-SW_cross_validated,,0.2568,0.0021,0.7446,,0.6218,0.0179,0.4551,0.0000,0.0000
-SW_15,,0.1494,0.0000,0.1877,0.6218,,0.0030,0.6941,0.0000,0.0000
-SW_30,,0.0209,0.0000,0.0000,0.0179,0.0030,,0.0068,0.0000,0.0000
-SW_60,,0.1189,0.0000,0.0832,0.4551,0.6941,0.0068,,0.0000,0.0000
-SW_120,,0.0030,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.3625
-sFC,,0.0037,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.3625,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index ece6e6b0..0d0e6e21 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2682,0.5231,0.1504,0.0000,0.0000,0.0001,0.0527,0.3526
-DCC_joint,,0.2682,,0.5861,0.0213,0.0000,0.0000,0.0000,0.0130,0.8034
-DCC_bivariate_loop,,0.5231,0.5861,,0.0438,0.0000,0.0000,0.0000,0.0228,0.7527
-SW_cross_validated,,0.1504,0.0213,0.0438,,0.0000,0.0000,0.0021,0.2730,0.0254
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0003,0.0018,0.0000
-SW_60,,0.0001,0.0000,0.0000,0.0021,0.0000,0.0003,,0.3063,0.0000
-SW_120,,0.0527,0.0130,0.0228,0.2730,0.0000,0.0018,0.3063,,0.0157
-sFC,,0.3526,0.8034,0.7527,0.0254,0.0000,0.0000,0.0000,0.0157,
+SVWP_joint,,,2.6819e-01,5.2311e-01,1.5036e-01,2.5558e-11,1.8980e-08,7.0047e-05,5.2727e-02,3.5258e-01
+DCC_joint,,2.6819e-01,,5.8609e-01,2.1319e-02,2.3709e-11,1.1345e-08,1.5161e-05,1.2987e-02,8.0343e-01
+DCC_bivariate_loop,,5.2311e-01,5.8609e-01,,4.3811e-02,1.1848e-11,5.6248e-09,1.5173e-05,2.2840e-02,7.5267e-01
+SW_cross_validated,,1.5036e-01,2.1319e-02,4.3811e-02,,1.2444e-10,2.7037e-07,2.1345e-03,2.7303e-01,2.5354e-02
+SW_15,,2.5558e-11,2.3709e-11,1.1848e-11,1.2444e-10,,2.7668e-06,5.7285e-09,4.0990e-07,1.1577e-11
+SW_30,,1.8980e-08,1.1345e-08,5.6248e-09,2.7037e-07,2.7668e-06,,3.0189e-04,1.7972e-03,4.9664e-09
+SW_60,,7.0047e-05,1.5161e-05,1.5173e-05,2.1345e-03,5.7285e-09,3.0189e-04,,3.0633e-01,1.0247e-05
+SW_120,,5.2727e-02,1.2987e-02,2.2840e-02,2.7303e-01,4.0990e-07,1.7972e-03,3.0633e-01,,1.5674e-02
+sFC,,3.5258e-01,8.0343e-01,7.5267e-01,2.5354e-02,1.1577e-11,4.9664e-09,1.0247e-05,1.5674e-02,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index 30e0df26..091a42c0 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0383,0.0101,0.0000,0.0000,0.0000,0.0000,0.0000,0.0713
-DCC_joint,,0.0383,,0.4213,0.0014,0.0000,0.0000,0.0000,0.0004,0.9126
-DCC_bivariate_loop,,0.0101,0.4213,,0.0186,0.0000,0.0000,0.0000,0.0045,0.3908
-SW_cross_validated,,0.0000,0.0014,0.0186,,0.0000,0.0000,0.0029,0.3246,0.0018
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0008,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0029,0.0000,0.0008,,0.0572,0.0000
-SW_120,,0.0000,0.0004,0.0045,0.3246,0.0000,0.0000,0.0572,,0.0006
-sFC,,0.0713,0.9126,0.3908,0.0018,0.0000,0.0000,0.0000,0.0006,
+SVWP_joint,,,3.8259e-02,1.0112e-02,3.3501e-06,1.1627e-14,3.7617e-12,6.0843e-09,3.1020e-06,7.1342e-02
+DCC_joint,,3.8259e-02,,4.2128e-01,1.3579e-03,6.6100e-13,6.6654e-10,1.2694e-06,4.2687e-04,9.1261e-01
+DCC_bivariate_loop,,1.0112e-02,4.2128e-01,,1.8571e-02,8.2514e-12,1.4004e-08,2.3522e-05,4.5489e-03,3.9083e-01
+SW_cross_validated,,3.3501e-06,1.3579e-03,1.8571e-02,,3.3540e-11,3.2300e-07,2.9182e-03,3.2456e-01,1.8488e-03
+SW_15,,1.1627e-14,6.6100e-13,8.2514e-12,3.3540e-11,,1.4553e-06,5.1086e-09,1.0955e-09,1.7616e-12
+SW_30,,3.7617e-12,6.6654e-10,1.4004e-08,3.2300e-07,1.4553e-06,,8.2411e-04,1.9627e-05,1.7938e-09
+SW_60,,6.0843e-09,1.2694e-06,2.3522e-05,2.9182e-03,5.1086e-09,8.2411e-04,,5.7170e-02,2.4007e-06
+SW_120,,3.1020e-06,4.2687e-04,4.5489e-03,3.2456e-01,1.0955e-09,1.9627e-05,5.7170e-02,,5.5905e-04
+sFC,,7.1342e-02,9.1261e-01,3.9083e-01,1.8488e-03,1.7616e-12,1.7938e-09,2.4007e-06,5.5905e-04,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index 793c9c68..5141a664 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0001,0.0000,0.0000,0.0003,0.0000,0.0000
-DCC_joint,,0.0000,,0.3719,0.0000,0.3198,0.0001,0.0000,0.0799,0.0000
-DCC_bivariate_loop,,0.0000,0.3719,,0.0002,0.9565,0.0004,0.0001,0.4407,0.0000
-SW_cross_validated,,0.0001,0.0000,0.0002,,0.0000,0.3880,0.7978,0.0001,0.0000
-SW_15,,0.0000,0.3198,0.9565,0.0000,,0.0000,0.0000,0.2843,0.0000
-SW_30,,0.0000,0.0001,0.0004,0.3880,0.0000,,0.2590,0.0002,0.0000
-SW_60,,0.0003,0.0000,0.0001,0.7978,0.0000,0.2590,,0.0001,0.0000
-SW_120,,0.0000,0.0799,0.4407,0.0001,0.2843,0.0002,0.0001,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.4920e-09,1.2808e-08,1.2570e-04,6.4401e-11,1.7240e-06,2.8415e-04,2.0199e-10,2.4459e-28
+DCC_joint,,3.4920e-09,,3.7195e-01,2.7728e-05,3.1978e-01,5.2872e-05,1.8190e-05,7.9947e-02,3.9613e-20
+DCC_bivariate_loop,,1.2808e-08,3.7195e-01,,1.8545e-04,9.5646e-01,4.2679e-04,1.1711e-04,4.4074e-01,1.2266e-20
+SW_cross_validated,,1.2570e-04,2.7728e-05,1.8545e-04,,1.6184e-05,3.8796e-01,7.9778e-01,1.0173e-04,6.1010e-23
+SW_15,,6.4401e-11,3.1978e-01,9.5646e-01,1.6184e-05,,2.4010e-05,9.8473e-06,2.8425e-01,5.8551e-24
+SW_30,,1.7240e-06,5.2872e-05,4.2679e-04,3.8796e-01,2.4010e-05,,2.5901e-01,1.9843e-04,1.2527e-24
+SW_60,,2.8415e-04,1.8190e-05,1.1711e-04,7.9778e-01,9.8473e-06,2.5901e-01,,5.9094e-05,6.9906e-23
+SW_120,,2.0199e-10,7.9947e-02,4.4074e-01,1.0173e-04,2.8425e-01,1.9843e-04,5.9094e-05,,1.9750e-24
+sFC,,2.4459e-28,3.9613e-20,1.2266e-20,6.1010e-23,5.8551e-24,1.2527e-24,6.9906e-23,1.9750e-24,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index 7400de6e..914314e8 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0197,0.0002,0.0851,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0011,0.0000,0.0000,0.0000,0.0006,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0011,,0.0003,0.0001,0.0000,0.6409,0.0000,0.0000
-SW_cross_validated,,0.0197,0.0000,0.0003,,0.4033,0.2016,0.0011,0.0000,0.0000
-SW_15,,0.0002,0.0000,0.0001,0.4033,,0.0038,0.0006,0.0000,0.0000
-SW_30,,0.0851,0.0000,0.0000,0.2016,0.0038,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0006,0.6409,0.0011,0.0006,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.8871e-09,1.9622e-07,1.9721e-02,2.4706e-04,8.5077e-02,1.0192e-06,2.1501e-17,1.0229e-20
+DCC_joint,,1.8871e-09,,1.0661e-03,5.9676e-07,7.6196e-08,2.9661e-09,5.9427e-04,4.0787e-12,1.5378e-15
+DCC_bivariate_loop,,1.9622e-07,1.0661e-03,,3.0438e-04,8.2213e-05,5.6169e-07,6.4091e-01,6.3467e-15,1.2529e-18
+SW_cross_validated,,1.9721e-02,5.9676e-07,3.0438e-04,,4.0331e-01,2.0158e-01,1.1392e-03,2.6774e-15,4.8109e-18
+SW_15,,2.4706e-04,7.6196e-08,8.2213e-05,4.0331e-01,,3.8219e-03,6.0539e-04,7.2274e-18,6.2752e-23
+SW_30,,8.5077e-02,2.9661e-09,5.6169e-07,2.0158e-01,3.8219e-03,,4.1961e-06,2.7859e-18,6.5045e-23
+SW_60,,1.0192e-06,5.9427e-04,6.4091e-01,1.1392e-03,6.0539e-04,4.1961e-06,,1.2561e-14,5.2846e-18
+SW_120,,2.1501e-17,4.0787e-12,6.3467e-15,2.6774e-15,7.2274e-18,2.7859e-18,1.2561e-14,,3.2963e-08
+sFC,,1.0229e-20,1.5378e-15,1.2529e-18,4.8109e-18,6.2752e-23,6.5045e-23,5.2846e-18,3.2963e-08,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index e36bc957..09cc9e16 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0019,0.0025,0.3757,0.0001,0.4611,0.3272,0.0082,0.1153
-DCC_joint,,0.0019,,0.1078,0.0014,0.0000,0.4989,0.2885,0.0001,0.0302
-DCC_bivariate_loop,,0.0025,0.1078,,0.0013,0.0000,0.1224,0.0497,0.0001,0.0132
-SW_cross_validated,,0.3757,0.0014,0.0013,,0.0004,0.2469,0.1346,0.0576,0.0373
-SW_15,,0.0001,0.0000,0.0000,0.0004,,0.0003,0.0001,0.0109,0.0000
-SW_30,,0.4611,0.4989,0.1224,0.2469,0.0003,,0.9649,0.0224,0.9210
-SW_60,,0.3272,0.2885,0.0497,0.1346,0.0001,0.9649,,0.0054,0.9435
-SW_120,,0.0082,0.0001,0.0001,0.0576,0.0109,0.0224,0.0054,,0.0007
-sFC,,0.1153,0.0302,0.0132,0.0373,0.0000,0.9210,0.9435,0.0007,
+SVWP_joint,,,1.8568e-03,2.5454e-03,3.7573e-01,8.6923e-05,4.6109e-01,3.2717e-01,8.1706e-03,1.1527e-01
+DCC_joint,,1.8568e-03,,1.0778e-01,1.4227e-03,4.5859e-06,4.9893e-01,2.8848e-01,5.1060e-05,3.0214e-02
+DCC_bivariate_loop,,2.5454e-03,1.0778e-01,,1.2545e-03,4.0776e-06,1.2236e-01,4.9665e-02,7.4971e-05,1.3204e-02
+SW_cross_validated,,3.7573e-01,1.4227e-03,1.2545e-03,,3.6181e-04,2.4686e-01,1.3463e-01,5.7571e-02,3.7299e-02
+SW_15,,8.6923e-05,4.5859e-06,4.0776e-06,3.6181e-04,,3.1085e-04,7.4017e-05,1.0892e-02,1.9769e-05
+SW_30,,4.6109e-01,4.9893e-01,1.2236e-01,2.4686e-01,3.1085e-04,,9.6494e-01,2.2403e-02,9.2100e-01
+SW_60,,3.2717e-01,2.8848e-01,4.9665e-02,1.3463e-01,7.4017e-05,9.6494e-01,,5.3827e-03,9.4349e-01
+SW_120,,8.1706e-03,5.1060e-05,7.4971e-05,5.7571e-02,1.0892e-02,2.2403e-02,5.3827e-03,,6.6917e-04
+sFC,,1.1527e-01,3.0214e-02,1.3204e-02,3.7299e-02,1.9769e-05,9.2100e-01,9.4349e-01,6.6917e-04,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index 2ee39dae..22b1905a 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0007,0.0098,0.2186,0.1382,0.0081,0.1631,0.0178,0.0000
-DCC_joint,,0.0007,,0.1122,0.0000,0.0000,0.0000,0.0000,0.0100,0.0000
-DCC_bivariate_loop,,0.0098,0.1122,,0.0000,0.0000,0.0000,0.0000,0.4624,0.0000
-SW_cross_validated,,0.2186,0.0000,0.0000,,0.6020,0.0152,0.9150,0.0000,0.0000
-SW_15,,0.1382,0.0000,0.0000,0.6020,,0.1104,0.5929,0.0000,0.0000
-SW_30,,0.0081,0.0000,0.0000,0.0152,0.1104,,0.0028,0.0000,0.0000
-SW_60,,0.1631,0.0000,0.0000,0.9150,0.5929,0.0028,,0.0000,0.0000
-SW_120,,0.0178,0.0100,0.4624,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.5046e-04,9.7843e-03,2.1858e-01,1.3817e-01,8.1182e-03,1.6311e-01,1.7777e-02,5.2887e-21
+DCC_joint,,6.5046e-04,,1.1221e-01,6.7069e-08,3.7466e-07,5.1415e-10,5.5491e-10,9.9999e-03,2.8676e-26
+DCC_bivariate_loop,,9.7843e-03,1.1221e-01,,6.5856e-06,1.5515e-05,4.2454e-08,2.6683e-07,4.6241e-01,7.3280e-25
+SW_cross_validated,,2.1858e-01,6.7069e-08,6.5856e-06,,6.0200e-01,1.5199e-02,9.1505e-01,3.3392e-06,2.5853e-26
+SW_15,,1.3817e-01,3.7466e-07,1.5515e-05,6.0200e-01,,1.1042e-01,5.9285e-01,1.3474e-05,4.2098e-24
+SW_30,,8.1182e-03,5.1415e-10,4.2454e-08,1.5199e-02,1.1042e-01,,2.8296e-03,9.2004e-09,3.6383e-27
+SW_60,,1.6311e-01,5.5491e-10,2.6683e-07,9.1505e-01,5.9285e-01,2.8296e-03,,1.7949e-08,6.9277e-32
+SW_120,,1.7777e-02,9.9999e-03,4.6241e-01,3.3392e-06,1.3474e-05,9.2004e-09,1.7949e-08,,1.3493e-27
+sFC,,5.2887e-21,2.8676e-26,7.3280e-25,2.5853e-26,4.2098e-24,3.6383e-27,6.9277e-32,1.3493e-27,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 2719b2fc..c653dfbb 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0382,0.7533,0.0160,0.0000,0.0000,0.0181,0.0001,0.0033
-DCC_joint,,0.0382,,0.0000,0.1392,0.0000,0.0000,0.1717,0.0000,0.0000
-DCC_bivariate_loop,,0.7533,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0160,0.1392,0.0000,,0.0000,0.0000,0.8316,0.0000,0.0623
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0080,0.0000
-SW_60,,0.0181,0.1717,0.0000,0.8316,0.0000,0.0000,,0.0000,0.0215
-SW_120,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0080,0.0000,,0.0000
-sFC,,0.0033,0.0000,0.0000,0.0623,0.0000,0.0000,0.0215,0.0000,
+SVWP_joint,,,3.8152e-02,7.5327e-01,1.6033e-02,1.1415e-09,2.2958e-05,1.8127e-02,1.1472e-04,3.3361e-03
+DCC_joint,,3.8152e-02,,4.1820e-09,1.3920e-01,2.8496e-17,4.9714e-11,1.7171e-01,4.4612e-10,6.4834e-06
+DCC_bivariate_loop,,7.5327e-01,4.1820e-09,,7.6091e-08,2.1056e-18,3.5860e-14,3.3307e-08,8.0305e-14,2.7735e-12
+SW_cross_validated,,1.6033e-02,1.3920e-01,7.6091e-08,,1.0043e-14,1.4751e-07,8.3163e-01,4.7228e-06,6.2323e-02
+SW_15,,1.1415e-09,2.8496e-17,2.1056e-18,1.0043e-14,,6.1974e-13,2.6442e-15,2.1819e-14,1.0339e-16
+SW_30,,2.2958e-05,4.9714e-11,3.5860e-14,1.4751e-07,6.1974e-13,,2.9672e-08,7.9759e-03,7.6344e-09
+SW_60,,1.8127e-02,1.7171e-01,3.3307e-08,8.3163e-01,2.6442e-15,2.9672e-08,,8.4611e-07,2.1472e-02
+SW_120,,1.1472e-04,4.4612e-10,8.0305e-14,4.7228e-06,2.1819e-14,7.9759e-03,8.4611e-07,,3.7399e-07
+sFC,,3.3361e-03,6.4834e-06,2.7735e-12,6.2323e-02,1.0339e-16,7.6344e-09,2.1472e-02,3.7399e-07,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_T.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_T.csv
deleted file mode 100644
index eabd9708..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_T.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,2.23,-0.32,2.65,11.40,5.65,2.60,4.90,3.38
-DCC_joint,,2.23,,-10.50,1.55,31.81,13.83,1.42,12.09,6.27
-DCC_bivariate_loop,,-0.32,-10.50,,8.67,36.84,21.18,9.17,20.21,16.43
-SW_cross_validated,,2.65,1.55,8.67,,22.78,8.29,-0.22,6.43,1.99
-SW_15,,11.40,31.81,36.84,22.78,,-17.95,-24.59,-21.79,-29.57
-SW_30,,5.65,13.83,21.18,8.29,-17.95,,-9.24,-2.98,-10.10
-SW_60,,2.60,1.42,9.17,-0.22,-24.59,-9.24,,7.32,2.52
-SW_120,,4.90,12.09,20.21,6.43,-21.79,-2.98,7.32,,-7.76
-sFC,,3.38,6.27,16.43,1.99,-29.57,-10.10,2.52,-7.76,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
deleted file mode 100644
index bed20303..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,1.00,0.14,1.19,5.10,2.53,1.16,2.19,1.51
-DCC_joint,,1.00,,4.70,0.69,14.22,6.19,0.64,5.41,2.81
-DCC_bivariate_loop,,0.14,4.70,,3.88,16.47,9.47,4.10,9.04,7.35
-SW_cross_validated,,1.19,0.69,3.88,,10.19,3.71,0.10,2.88,0.89
-SW_15,,5.10,14.22,16.47,10.19,,8.03,11.00,9.74,13.22
-SW_30,,2.53,6.19,9.47,3.71,8.03,,4.13,1.33,4.52
-SW_60,,1.16,0.64,4.10,0.10,11.00,4.13,,3.27,1.13
-SW_120,,2.19,5.41,9.04,2.88,9.74,1.33,3.27,,3.47
-sFC,,1.51,2.81,7.35,0.89,13.22,4.52,1.13,3.47,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_ptests.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
deleted file mode 100644
index 429ac0cb..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
-SVWP_joint,nan,-,1.,1.,0.5819,0.0000,0.0008,0.6579,0.0042,0.1212
-DCC_joint,nan,-2.2334,-,0.0000,1.,0.0000,0.0000,1.,0.0000,0.0002
-DCC_bivariate_loop,nan,0.3228,10.5018,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,nan,-2.6536,-1.5473,-8.6734,-,0.0000,0.0000,1.,0.0002,1.
-SW_15,nan,-11.3987,-31.8072,-36.8384,-22.7838,-,0.0000,0.0000,0.0000,0.0000
-SW_30,nan,-5.652,-13.8308,-21.1754,-8.2882,17.9463,-,0.0000,0.2871,0.0000
-SW_60,nan,-2.5954,-1.4234,-9.1699,0.2157,24.5928,9.2409,-,0.0000,0.773
-SW_120,nan,-4.8982,-12.0922,-20.2117,-6.4306,21.7903,2.9829,-7.3211,-,0.0000
-sFC,nan,-3.3759,-6.2723,-16.4333,-1.9873,29.5711,10.1023,-2.5184,7.7646,-
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
deleted file mode 100644
index 1d6ded9d..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0385,0.7506,0.0162,0.0000,0.0000,0.0183,0.0001,0.0034
-DCC_joint,,0.0385,,0.0000,0.1392,0.0000,0.0000,0.1717,0.0000,0.0000
-DCC_bivariate_loop,,0.7506,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0162,0.1392,0.0000,,0.0000,0.0000,0.8316,0.0000,0.0623
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0080,0.0000
-SW_60,,0.0183,0.1717,0.0000,0.8316,0.0000,0.0000,,0.0000,0.0215
-SW_120,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0080,0.0000,,0.0000
-sFC,,0.0034,0.0000,0.0000,0.0623,0.0000,0.0000,0.0215,0.0000,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index 2e99ada0..5ebb6d6d 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0551,0.0151,0.0000,0.0000,0.0000,0.0000,0.0000,0.0433
-DCC_joint,,0.0551,,0.5117,0.0002,0.0000,0.0000,0.0000,0.0000,0.8782
-DCC_bivariate_loop,,0.0151,0.5117,,0.0013,0.0000,0.0000,0.0000,0.0000,0.6191
-SW_cross_validated,,0.0000,0.0002,0.0013,,0.0000,0.0000,0.0000,0.1145,0.0004
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1145,0.0000,0.0000,0.0001,,0.0000
-sFC,,0.0433,0.8782,0.6191,0.0004,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.5130e-02,1.5147e-02,3.2261e-06,3.5640e-17,4.7336e-14,1.7941e-10,8.4655e-08,4.3318e-02
+DCC_joint,,5.5130e-02,,5.1168e-01,2.3289e-04,6.8612e-17,2.0996e-13,3.1566e-09,4.2366e-06,8.7825e-01
+DCC_bivariate_loop,,1.5147e-02,5.1168e-01,,1.2751e-03,1.5582e-16,6.4182e-13,1.4843e-08,2.4551e-05,6.1911e-01
+SW_cross_validated,,3.2261e-06,2.3289e-04,1.2751e-03,,2.1426e-16,7.7537e-12,1.3579e-05,1.1451e-01,3.9919e-04
+SW_15,,3.5640e-17,6.8612e-17,1.5582e-16,2.1426e-16,,2.3556e-16,1.2662e-18,2.0563e-17,1.2418e-16
+SW_30,,4.7336e-14,2.0996e-13,6.4182e-13,7.7537e-12,2.3556e-16,,4.7446e-12,2.3834e-12,4.0343e-13
+SW_60,,1.7941e-10,3.1566e-09,1.4843e-08,1.3579e-05,1.2662e-18,4.7446e-12,,1.3775e-04,6.2458e-09
+SW_120,,8.4655e-08,4.2366e-06,2.4551e-05,1.1451e-01,2.0563e-17,2.3834e-12,1.3775e-04,,7.8980e-06
+sFC,,4.3318e-02,8.7825e-01,6.1911e-01,3.9919e-04,1.2418e-16,4.0343e-13,6.2458e-09,7.8980e-06,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 74febf0f..9baa09f6 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0050,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,0.0040
-DCC_joint,,0.0050,,0.0360,0.0000,0.0000,0.0000,0.0000,0.0000,0.9255
-DCC_bivariate_loop,,0.0002,0.0360,,0.0028,0.0000,0.0000,0.0000,0.0000,0.0405
-SW_cross_validated,,0.0000,0.0000,0.0028,,0.0000,0.0000,0.0000,0.0013,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0013,0.0000,0.0000,0.0001,,0.0000
-sFC,,0.0040,0.9255,0.0405,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.9648e-03,2.0568e-04,1.1838e-07,1.2821e-18,1.9373e-15,5.9569e-13,1.3848e-10,4.0045e-03
+DCC_joint,,4.9648e-03,,3.6017e-02,3.2555e-06,1.2406e-19,4.1835e-16,2.3643e-13,3.5035e-10,9.2552e-01
+DCC_bivariate_loop,,2.0568e-04,3.6017e-02,,2.8065e-03,3.0353e-17,2.1255e-13,6.1938e-10,7.6271e-07,4.0455e-02
+SW_cross_validated,,1.1838e-07,3.2555e-06,2.8065e-03,,8.5085e-17,2.9164e-12,1.1597e-07,1.2882e-03,3.4360e-06
+SW_15,,1.2821e-18,1.2406e-19,3.0353e-17,8.5085e-17,,4.7080e-12,2.2428e-16,6.7900e-17,1.0695e-19
+SW_30,,1.9373e-15,4.1835e-16,2.1255e-13,2.9164e-12,4.7080e-12,,2.1019e-09,1.9847e-11,3.6767e-16
+SW_60,,5.9569e-13,2.3643e-13,6.1938e-10,1.1597e-07,2.2428e-16,2.1019e-09,,6.3220e-05,2.0687e-13
+SW_120,,1.3848e-10,3.5035e-10,7.6271e-07,1.2882e-03,6.7900e-17,1.9847e-11,6.3220e-05,,3.3309e-10
+sFC,,4.0045e-03,9.2552e-01,4.0455e-02,3.4360e-06,1.0695e-19,3.6767e-16,2.0687e-13,3.3309e-10,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index acbb44e3..c6300cb5 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0001,0.0000,0.1179,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0010,0.0000,0.0000,0.0000,0.0001,0.0000
-SW_cross_validated,,0.0000,0.0001,0.0010,,0.0000,0.0000,0.7938,0.9337,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.1179,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.7938,0.0000,0.0000,,0.6398,0.0000
-SW_120,,0.0000,0.0000,0.0001,0.9337,0.0000,0.0000,0.6398,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.0800e-15,1.2378e-08,5.5351e-10,8.7580e-22,3.6856e-16,1.6643e-13,1.0907e-12,3.1939e-26
+DCC_joint,,4.0800e-15,,2.5792e-09,1.0921e-04,2.2497e-12,1.1787e-01,5.6777e-06,4.1717e-06,2.0815e-15
+DCC_bivariate_loop,,1.2378e-08,2.5792e-09,,1.0141e-03,1.4521e-16,1.7448e-10,2.6241e-05,1.0708e-04,7.4192e-19
+SW_cross_validated,,5.5351e-10,1.0921e-04,1.0141e-03,,5.8380e-13,5.6149e-06,7.9381e-01,9.3372e-01,6.6559e-15
+SW_15,,8.7580e-22,2.2497e-12,1.4521e-16,5.8380e-13,,7.3697e-12,5.8110e-16,1.3116e-15,2.2331e-07
+SW_30,,3.6856e-16,1.1787e-01,1.7448e-10,5.6149e-06,7.3697e-12,,1.1781e-07,1.0796e-07,3.0772e-15
+SW_60,,1.6643e-13,5.6777e-06,2.6241e-05,7.9381e-01,5.8110e-16,1.1781e-07,,6.3975e-01,4.5029e-19
+SW_120,,1.0907e-12,4.1717e-06,1.0708e-04,9.3372e-01,1.3116e-15,1.0796e-07,6.3975e-01,,2.0524e-18
+sFC,,3.1939e-26,2.0815e-15,7.4192e-19,6.6559e-15,2.2331e-07,3.0772e-15,4.5029e-19,2.0524e-18,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 27776073..ecf19d4b 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0042,0.6959,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.2572,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0042,0.0000,,0.0055,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0001,0.6959,0.0000,0.0055,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.2572,0.0000,0.0000,,0.0071
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0071,
+SVWP_joint,,,1.0937e-15,3.8708e-07,3.4408e-11,6.5958e-18,3.2911e-13,5.4276e-10,7.9891e-16,3.4259e-19
+DCC_joint,,1.0937e-15,,1.7832e-12,1.2420e-08,1.1327e-10,7.2390e-07,1.3825e-07,1.5822e-07,4.5410e-15
+DCC_bivariate_loop,,3.8708e-07,1.7832e-12,,6.2954e-06,1.3133e-15,7.6956e-09,8.1654e-05,1.5983e-13,2.9961e-17
+SW_cross_validated,,3.4408e-11,1.2420e-08,6.2954e-06,,2.7680e-13,4.1693e-03,6.9591e-01,3.4331e-11,1.9116e-15
+SW_15,,6.5958e-18,1.1327e-10,1.3133e-15,2.7680e-13,,3.9962e-13,8.6322e-12,2.5716e-01,8.8336e-09
+SW_30,,3.2911e-13,7.2390e-07,7.6956e-09,4.1693e-03,3.9962e-13,,5.4925e-03,2.3742e-10,6.5593e-16
+SW_60,,5.4276e-10,1.3825e-07,8.1654e-05,6.9591e-01,8.6322e-12,5.4925e-03,,1.7549e-10,1.0782e-13
+SW_120,,7.9891e-16,1.5822e-07,1.5983e-13,3.4331e-11,2.5716e-01,2.3742e-10,1.7549e-10,,7.0565e-03
+sFC,,3.4259e-19,4.5410e-15,2.9961e-17,1.9116e-15,8.8336e-09,6.5593e-16,1.0782e-13,7.0565e-03,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index f9c94ec1..ede71470 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1495,0.2831,0.0000,0.0000,0.0000,0.0000,0.0000,0.0889
-DCC_joint,,0.1495,,0.9112,0.0000,0.0000,0.0000,0.0000,0.0000,0.8889
-DCC_bivariate_loop,,0.2831,0.9112,,0.0001,0.0000,0.0000,0.0000,0.0000,0.8204
-SW_cross_validated,,0.0000,0.0000,0.0001,,0.0000,0.0000,0.0000,0.0348,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0007,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0348,0.0000,0.0000,0.0007,,0.0000
-sFC,,0.0889,0.8889,0.8204,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.4955e-01,2.8314e-01,3.1242e-06,4.1204e-21,3.1947e-17,1.2412e-13,5.5328e-09,8.8890e-02
+DCC_joint,,1.4955e-01,,9.1123e-01,2.4896e-05,5.5094e-21,5.9149e-17,4.3236e-13,3.1493e-08,8.8888e-01
+DCC_bivariate_loop,,2.8314e-01,9.1123e-01,,7.6636e-05,9.9862e-20,1.5124e-15,2.4624e-11,2.1005e-07,8.2038e-01
+SW_cross_validated,,3.1242e-06,2.4896e-05,7.6636e-05,,1.1328e-17,2.0188e-12,5.6774e-06,3.4794e-02,1.7470e-05
+SW_15,,4.1204e-21,5.5094e-21,9.9862e-20,1.1328e-17,,2.0446e-14,6.2491e-19,8.3132e-18,1.6376e-21
+SW_30,,3.1947e-17,5.9149e-17,1.5124e-15,2.0188e-12,2.0446e-14,,3.6976e-12,5.6952e-12,1.4542e-17
+SW_60,,1.2412e-13,4.3236e-13,2.4624e-11,5.6774e-06,6.2491e-19,3.6976e-12,,7.0381e-04,6.1694e-14
+SW_120,,5.5328e-09,3.1493e-08,2.1005e-07,3.4794e-02,8.3132e-18,5.6952e-12,7.0381e-04,,1.5481e-08
+sFC,,8.8890e-02,8.8888e-01,8.2038e-01,1.7470e-05,1.6376e-21,1.4542e-17,6.1694e-14,1.5481e-08,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index c186a85b..1a74310c 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0005,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0019,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0005,0.0000,,0.0001,0.0000,0.0000,0.0000,0.0005,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0001,,0.0000,0.0000,0.9074,0.4484,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0019,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.9074,0.0000,0.0000,,0.3023,0.0000
-SW_120,,0.0000,0.0000,0.0005,0.4484,0.0000,0.0000,0.3023,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.5351e-13,5.0606e-04,1.9907e-07,2.3831e-17,5.7490e-13,4.9072e-09,4.0082e-07,1.6742e-21
+DCC_joint,,1.5351e-13,,4.2693e-12,1.1586e-07,7.7126e-09,1.8774e-03,4.8810e-09,1.1938e-08,6.6873e-16
+DCC_bivariate_loop,,5.0606e-04,4.2693e-12,,1.3692e-04,1.5594e-16,3.3440e-11,5.7546e-06,5.1912e-04,3.3215e-21
+SW_cross_validated,,1.9907e-07,1.1586e-07,1.3692e-04,,9.0649e-13,1.0126e-05,9.0742e-01,4.4837e-01,4.0696e-17
+SW_15,,2.3831e-17,7.7126e-09,1.5594e-16,9.0649e-13,,5.9431e-12,9.3538e-15,1.1923e-13,8.3997e-13
+SW_30,,5.7490e-13,1.8774e-03,3.3440e-11,1.0126e-05,5.9431e-12,,3.5684e-07,6.7552e-07,8.5817e-19
+SW_60,,4.9072e-09,4.8810e-09,5.7546e-06,9.0742e-01,9.3538e-15,3.5684e-07,,3.0225e-01,3.5995e-20
+SW_120,,4.0082e-07,1.1938e-08,5.1912e-04,4.4837e-01,1.1923e-13,6.7552e-07,3.0225e-01,,4.4914e-18
+sFC,,1.6742e-21,6.6873e-16,3.3215e-21,4.0696e-17,8.3997e-13,8.5817e-19,3.5995e-20,4.4914e-18,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index c66795e0..92342907 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.6825,0.1945,0.2418,0.8097,0.0607,0.1196,0.0051,0.0035
-DCC_joint,,0.6825,,0.0000,0.0033,0.0509,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.1945,0.0000,,0.9427,0.0026,0.0187,0.3877,0.0000,0.0000
-SW_cross_validated,,0.2418,0.0033,0.9427,,0.0564,0.1850,0.5212,0.0000,0.0000
-SW_15,,0.8097,0.0509,0.0026,0.0564,,0.0000,0.0017,0.0000,0.0000
-SW_30,,0.0607,0.0000,0.0187,0.1850,0.0000,,0.3742,0.0000,0.0000
-SW_60,,0.1196,0.0000,0.3877,0.5212,0.0017,0.3742,,0.0000,0.0000
-SW_120,,0.0051,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.2238
-sFC,,0.0035,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.2238,
+SVWP_joint,,,6.8246e-01,1.9450e-01,2.4182e-01,8.0969e-01,6.0680e-02,1.1962e-01,5.0992e-03,3.4523e-03
+DCC_joint,,6.8246e-01,,1.1572e-05,3.2571e-03,5.0939e-02,1.1241e-08,2.2455e-05,1.0928e-09,7.1918e-11
+DCC_bivariate_loop,,1.9450e-01,1.1572e-05,,9.4265e-01,2.6480e-03,1.8739e-02,3.8774e-01,2.6177e-13,2.0647e-14
+SW_cross_validated,,2.4182e-01,3.2571e-03,9.4265e-01,,5.6361e-02,1.8499e-01,5.2116e-01,2.6991e-08,1.0883e-08
+SW_15,,8.0969e-01,5.0939e-02,2.6480e-03,5.6361e-02,,4.6740e-06,1.6512e-03,1.7691e-10,1.9397e-11
+SW_30,,6.0680e-02,1.1241e-08,1.8739e-02,1.8499e-01,4.6740e-06,,3.7415e-01,6.9542e-17,4.3783e-19
+SW_60,,1.1962e-01,2.2455e-05,3.8774e-01,5.2116e-01,1.6512e-03,3.7415e-01,,1.6113e-11,3.6191e-12
+SW_120,,5.0992e-03,1.0928e-09,2.6177e-13,2.6991e-08,1.7691e-10,6.9542e-17,1.6113e-11,,2.2382e-01
+sFC,,3.4523e-03,7.1918e-11,2.0647e-14,1.0883e-08,1.9397e-11,4.3783e-19,3.6191e-12,2.2382e-01,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/checkerboard_between_method_performance_T.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/checkerboard_between_method_performance_T.csv
deleted file mode 100644
index 6ac971b7..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/checkerboard_between_method_performance_T.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.43,-1.33,-1.19,-0.23,-1.97,-1.61,3.19,3.36
-DCC_joint,,0.43,,-5.99,-3.39,-2.09,-9.85,-5.67,11.43,13.52
-DCC_bivariate_loop,,-1.33,-5.99,,0.07,3.48,-2.58,-0.89,18.87,21.86
-SW_cross_validated,,-1.19,-3.39,0.07,,2.04,-1.38,-0.65,9.30,9.87
-SW_15,,-0.23,-2.09,3.48,2.04,,-6.44,-3.70,12.80,14.64
-SW_30,,-1.97,-9.85,-2.58,-1.38,-6.44,,0.91,30.24,40.24
-SW_60,,-1.61,-5.67,-0.89,-0.65,-3.70,0.91,,14.80,16.18
-SW_120,,3.19,11.43,18.87,9.30,12.80,30.24,14.80,,1.26
-sFC,,3.36,13.52,21.86,9.87,14.64,40.24,16.18,1.26,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/checkerboard_between_method_performance_cohen_d.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/checkerboard_between_method_performance_cohen_d.csv
deleted file mode 100644
index 5fd2bb1e..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/checkerboard_between_method_performance_cohen_d.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.19,0.59,0.53,0.10,0.88,0.72,1.42,1.50
-DCC_joint,,0.19,,2.68,1.52,0.94,4.41,2.53,5.11,6.05
-DCC_bivariate_loop,,0.59,2.68,,0.03,1.56,1.16,0.40,8.44,9.78
-SW_cross_validated,,0.53,1.52,0.03,,0.91,0.62,0.29,4.16,4.41
-SW_15,,0.10,0.94,1.56,0.91,,2.88,1.65,5.73,6.55
-SW_30,,0.88,4.41,1.16,0.62,2.88,,0.41,13.52,17.99
-SW_60,,0.72,2.53,0.40,0.29,1.65,0.41,,6.62,7.23
-SW_120,,1.42,5.11,8.44,4.16,5.73,13.52,6.62,,0.56
-sFC,,1.50,6.05,9.78,4.41,6.55,17.99,7.23,0.56,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/checkerboard_between_method_performance_ptests.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/checkerboard_between_method_performance_ptests.csv
deleted file mode 100644
index 4d490b90..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/checkerboard_between_method_performance_ptests.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
-SVWP_joint,nan,-,1.,1.,1.,1.,1.,1.,0.1841,0.1249
-DCC_joint,nan,-0.4291,-,0.0004,0.1173,1.,0.0000,0.0008,0.0000,0.0000
-DCC_bivariate_loop,nan,1.3252,5.9871,-,1.,0.0953,0.6746,1.,0.0000,0.0000
-SW_cross_validated,nan,1.1907,3.3908,-0.0729,-,1.,1.,1.,0.0000,0.0000
-SW_15,nan,0.2278,2.0914,-3.4842,-2.0395,-,0.0002,0.0594,0.0000,0.0000
-SW_30,nan,1.9749,9.8513,2.5835,1.3783,6.4358,-,1.,0.0000,0.0000
-SW_60,nan,1.6109,5.6668,0.8852,0.6544,3.6966,-0.9114,-,0.0000,0.0000
-SW_120,nan,-3.1864,-11.4348,-18.872,-9.2992,-12.8019,-30.2425,-14.8011,-,1.
-sFC,nan,-3.3622,-13.5247,-21.8596,-9.8722,-14.6375,-40.2376,-16.1768,-1.2598,-
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/checkerboard_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/checkerboard_between_method_performance_pvals.csv
deleted file mode 100644
index 88c02301..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/checkerboard_between_method_performance_pvals.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.6729,0.2017,0.2493,0.8224,0.0638,0.1246,0.0051,0.0035
-DCC_joint,,0.6729,,0.0000,0.0033,0.0509,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.2017,0.0000,,0.9427,0.0026,0.0187,0.3877,0.0000,0.0000
-SW_cross_validated,,0.2493,0.0033,0.9427,,0.0564,0.1850,0.5212,0.0000,0.0000
-SW_15,,0.8224,0.0509,0.0026,0.0564,,0.0000,0.0017,0.0000,0.0000
-SW_30,,0.0638,0.0000,0.0187,0.1850,0.0000,,0.3742,0.0000,0.0000
-SW_60,,0.1246,0.0000,0.3877,0.5212,0.0017,0.3742,,0.0000,0.0000
-SW_120,,0.0051,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.2238
-sFC,,0.0035,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.2238,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index a44afa97..12e069bd 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0855,0.1149,0.0000,0.0000,0.0000,0.0000,0.0000,0.0226
-DCC_joint,,0.0855,,0.7750,0.0000,0.0000,0.0000,0.0000,0.0000,0.3574
-DCC_bivariate_loop,,0.1149,0.7750,,0.0000,0.0000,0.0000,0.0000,0.0000,0.2035
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.2809,0.6684,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0009,0.0001,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.2809,0.0000,0.0009,,0.2406,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.6684,0.0000,0.0001,0.2406,,0.0000
-sFC,,0.0226,0.3574,0.2035,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.5504e-02,1.1487e-01,1.1115e-07,1.5257e-12,2.4269e-09,3.2987e-07,3.6679e-06,2.2639e-02
+DCC_joint,,8.5504e-02,,7.7502e-01,2.6078e-12,6.1546e-15,9.4160e-12,3.2309e-10,4.3926e-09,3.5743e-01
+DCC_bivariate_loop,,1.1487e-01,7.7502e-01,,1.8852e-12,5.5189e-15,9.2535e-12,3.2180e-10,4.6254e-09,2.0350e-01
+SW_cross_validated,,1.1115e-07,2.6078e-12,1.8852e-12,,6.3998e-11,2.0939e-05,2.8091e-01,6.6837e-01,6.6561e-14
+SW_15,,1.5257e-12,6.1546e-15,5.5189e-15,6.3998e-11,,2.1379e-05,5.0803e-09,1.3325e-09,1.5043e-15
+SW_30,,2.4269e-09,9.4160e-12,9.2535e-12,2.0939e-05,2.1379e-05,,8.8925e-04,9.3711e-05,2.2436e-12
+SW_60,,3.2987e-07,3.2309e-10,3.2180e-10,2.8091e-01,5.0803e-09,8.8925e-04,,2.4059e-01,4.7235e-11
+SW_120,,3.6679e-06,4.3926e-09,4.6254e-09,6.6837e-01,1.3325e-09,9.3711e-05,2.4059e-01,,6.6807e-10
+sFC,,2.2639e-02,3.5743e-01,2.0350e-01,6.6561e-14,1.5043e-15,2.2436e-12,4.7235e-11,6.6807e-10,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index d78ea2d2..6e94820f 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0393,0.0102,0.0000,0.0000,0.0000,0.0000,0.0000,0.0724
-DCC_joint,,0.0393,,0.4261,0.0066,0.0000,0.0000,0.0000,0.0015,0.9086
-DCC_bivariate_loop,,0.0102,0.4261,,0.0641,0.0000,0.0000,0.0001,0.0138,0.3913
-SW_cross_validated,,0.0000,0.0066,0.0641,,0.0000,0.0000,0.0028,0.3269,0.0078
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0017,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0001,0.0028,0.0000,0.0017,,0.0532,0.0000
-SW_120,,0.0000,0.0015,0.0138,0.3269,0.0000,0.0000,0.0532,,0.0018
-sFC,,0.0724,0.9086,0.3913,0.0078,0.0000,0.0000,0.0000,0.0018,
+SVWP_joint,,,3.9275e-02,1.0235e-02,1.8905e-05,6.9174e-15,6.9811e-12,1.1029e-08,9.3395e-06,7.2407e-02
+DCC_joint,,3.9275e-02,,4.2609e-01,6.6132e-03,1.2061e-12,2.4304e-09,3.4920e-06,1.4632e-03,9.0858e-01
+DCC_bivariate_loop,,1.0235e-02,4.2609e-01,,6.4129e-02,2.3529e-11,6.1412e-08,6.8333e-05,1.3791e-02,3.9132e-01
+SW_cross_validated,,1.8905e-05,6.6132e-03,6.4129e-02,,5.5845e-11,6.9903e-07,2.8024e-03,3.2686e-01,7.7696e-03
+SW_15,,6.9174e-15,1.2061e-12,2.3529e-11,5.5845e-11,,1.4097e-06,8.1807e-09,2.2621e-09,3.8735e-12
+SW_30,,6.9811e-12,2.4304e-09,6.1412e-08,6.9903e-07,1.4097e-06,,1.6518e-03,3.8325e-05,6.5708e-09
+SW_60,,1.1029e-08,3.4920e-06,6.8333e-05,2.8024e-03,8.1807e-09,1.6518e-03,,5.3214e-02,6.3007e-06
+SW_120,,9.3395e-06,1.4632e-03,1.3791e-02,3.2686e-01,2.2621e-09,3.8325e-05,5.3214e-02,,1.7615e-03
+sFC,,7.2407e-02,9.0858e-01,3.9132e-01,7.7696e-03,3.8735e-12,6.5708e-09,6.3007e-06,1.7615e-03,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index d00595c2..57f157d4 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0005,0.0000,0.0000,0.0001,0.0000,0.0000
-DCC_joint,,0.0000,,0.3690,0.0320,0.0000,0.0989,0.0258,0.0093,0.0000
-DCC_bivariate_loop,,0.0000,0.3690,,0.1579,0.0000,0.0131,0.1550,0.0733,0.0000
-SW_cross_validated,,0.0005,0.0320,0.1579,,0.0000,0.0007,0.8864,0.9014,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0989,0.0131,0.0007,0.0000,,0.0003,0.0001,0.0000
-SW_60,,0.0001,0.0258,0.1550,0.8864,0.0000,0.0003,,0.7530,0.0000
-SW_120,,0.0000,0.0093,0.0733,0.9014,0.0000,0.0001,0.7530,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.8107e-07,3.4354e-06,4.6553e-04,1.8186e-12,2.8104e-09,6.7815e-05,4.2526e-05,3.4546e-25
+DCC_joint,,4.8107e-07,,3.6900e-01,3.2026e-02,4.4983e-07,9.8914e-02,2.5849e-02,9.2846e-03,2.7957e-20
+DCC_bivariate_loop,,3.4354e-06,3.6900e-01,,1.5786e-01,8.0885e-08,1.3057e-02,1.5504e-01,7.3300e-02,1.3731e-20
+SW_cross_validated,,4.6553e-04,3.2026e-02,1.5786e-01,,1.9106e-08,6.5778e-04,8.8641e-01,9.0136e-01,6.7393e-20
+SW_15,,1.8186e-12,4.4983e-07,8.0885e-08,1.9106e-08,,3.5589e-06,4.6343e-09,9.6629e-10,2.4871e-18
+SW_30,,2.8104e-09,9.8914e-02,1.3057e-02,6.5778e-04,3.5589e-06,,2.8653e-04,5.6569e-05,2.7525e-21
+SW_60,,6.7815e-05,2.5849e-02,1.5504e-01,8.8641e-01,4.6343e-09,2.8653e-04,,7.5304e-01,1.7591e-21
+SW_120,,4.2526e-05,9.2846e-03,7.3300e-02,9.0136e-01,9.6629e-10,5.6569e-05,7.5304e-01,,6.9244e-23
+sFC,,3.4546e-25,2.7957e-20,1.3731e-20,6.7393e-20,2.4871e-18,2.7525e-21,1.7591e-21,6.9244e-23,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index 8266dca1..2e5b3ae9 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0016,0.1274,0.0000,0.0250,0.0018,0.0000,0.0000
-DCC_joint,,0.0000,,0.0012,0.0001,0.4679,0.0001,0.0054,0.0000,0.0000
-DCC_bivariate_loop,,0.0016,0.0012,,0.0512,0.0047,0.1728,0.7676,0.0000,0.0000
-SW_cross_validated,,0.1274,0.0001,0.0512,,0.0002,0.4436,0.0446,0.0000,0.0000
-SW_15,,0.0000,0.4679,0.0047,0.0002,,0.0003,0.0198,0.0000,0.0000
-SW_30,,0.0250,0.0001,0.1728,0.4436,0.0003,,0.1390,0.0000,0.0000
-SW_60,,0.0018,0.0054,0.7676,0.0446,0.0198,0.1390,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.3259e-06,1.6075e-03,1.2736e-01,8.2135e-06,2.4996e-02,1.7992e-03,9.0251e-14,3.6993e-16
+DCC_joint,,3.3259e-06,,1.1596e-03,5.0062e-05,4.6794e-01,9.7291e-05,5.4258e-03,6.8636e-12,1.7236e-15
+DCC_bivariate_loop,,1.6075e-03,1.1596e-03,,5.1184e-02,4.7417e-03,1.7279e-01,7.6757e-01,2.7663e-14,5.1538e-18
+SW_cross_validated,,1.2736e-01,5.0062e-05,5.1184e-02,,1.5250e-04,4.4361e-01,4.4625e-02,1.0244e-13,1.7993e-16
+SW_15,,8.2135e-06,4.6794e-01,4.7417e-03,1.5250e-04,,3.3516e-04,1.9751e-02,1.3238e-12,2.3720e-16
+SW_30,,2.4996e-02,9.7291e-05,1.7279e-01,4.4361e-01,3.3516e-04,,1.3899e-01,2.6203e-14,1.3682e-17
+SW_60,,1.7992e-03,5.4258e-03,7.6757e-01,4.4625e-02,1.9751e-02,1.3899e-01,,4.6181e-13,3.8598e-16
+SW_120,,9.0251e-14,6.8636e-12,2.7663e-14,1.0244e-13,1.3238e-12,2.6203e-14,4.6181e-13,,3.8664e-07
+sFC,,3.6993e-16,1.7236e-15,5.1538e-18,1.7993e-16,2.3720e-16,1.3682e-17,3.8598e-16,3.8664e-07,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index e0293821..0fc35a58 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0010,0.0041,0.0197,0.0000,0.0035,0.2855,0.0000,0.0211
-DCC_joint,,0.0010,,0.1658,0.0002,0.0000,0.0001,0.0079,0.0000,0.0892
-DCC_bivariate_loop,,0.0041,0.1658,,0.0003,0.0000,0.0001,0.0040,0.0000,0.0448
-SW_cross_validated,,0.0197,0.0002,0.0003,,0.0000,0.3974,0.2996,0.1285,0.0010
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0035,0.0001,0.0001,0.3974,0.0000,,0.0809,0.6393,0.0002
-SW_60,,0.2855,0.0079,0.0040,0.2996,0.0000,0.0809,,0.0125,0.0314
-SW_120,,0.0000,0.0000,0.0000,0.1285,0.0000,0.6393,0.0125,,0.0000
-sFC,,0.0211,0.0892,0.0448,0.0010,0.0000,0.0002,0.0314,0.0000,
+SVWP_joint,,,9.7864e-04,4.1165e-03,1.9733e-02,2.3766e-08,3.4691e-03,2.8553e-01,2.0567e-05,2.1061e-02
+DCC_joint,,9.7864e-04,,1.6579e-01,2.2878e-04,2.2719e-09,6.4288e-05,7.8761e-03,6.4488e-08,8.9158e-02
+DCC_bivariate_loop,,4.1165e-03,1.6579e-01,,2.8396e-04,7.1339e-09,8.2574e-05,3.9890e-03,2.0287e-06,4.4794e-02
+SW_cross_validated,,1.9733e-02,2.2878e-04,2.8396e-04,,4.1521e-06,3.9740e-01,2.9960e-01,1.2850e-01,1.0364e-03
+SW_15,,2.3766e-08,2.2719e-09,7.1339e-09,4.1521e-06,,3.2245e-05,9.3188e-07,1.4791e-05,4.5624e-09
+SW_30,,3.4691e-03,6.4288e-05,8.2574e-05,3.9740e-01,3.2245e-05,,8.0869e-02,6.3931e-01,2.3802e-04
+SW_60,,2.8553e-01,7.8761e-03,3.9890e-03,2.9960e-01,9.3188e-07,8.0869e-02,,1.2545e-02,3.1446e-02
+SW_120,,2.0567e-05,6.4488e-08,2.0287e-06,1.2850e-01,1.4791e-05,6.3931e-01,1.2545e-02,,3.2447e-07
+sFC,,2.1061e-02,8.9158e-02,4.4794e-02,1.0364e-03,4.5624e-09,2.3802e-04,3.1446e-02,3.2447e-07,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index 01a5e304..260cbeff 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0435,0.3551,0.1283,0.0000,0.0400,0.1955,0.0034,0.0000
-DCC_joint,,0.0435,,0.0784,0.3900,0.0000,0.5054,0.2812,0.0527,0.0000
-DCC_bivariate_loop,,0.3551,0.0784,,0.3474,0.0000,0.0868,0.5505,0.0030,0.0000
-SW_cross_validated,,0.1283,0.3900,0.3474,,0.0000,0.2459,0.7735,0.0152,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0002,0.0000,0.0002,0.0000
-SW_30,,0.0400,0.5054,0.0868,0.2459,0.0002,,0.1925,0.4181,0.0000
-SW_60,,0.1955,0.2812,0.5505,0.7735,0.0000,0.1925,,0.0123,0.0000
-SW_120,,0.0034,0.0527,0.0030,0.0152,0.0002,0.4181,0.0123,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.3483e-02,3.5511e-01,1.2833e-01,1.3157e-06,4.0025e-02,1.9545e-01,3.4407e-03,1.5254e-20
+DCC_joint,,4.3483e-02,,7.8354e-02,3.9001e-01,8.7333e-07,5.0544e-01,2.8116e-01,5.2731e-02,4.3063e-26
+DCC_bivariate_loop,,3.5511e-01,7.8354e-02,,3.4742e-01,1.3345e-07,8.6815e-02,5.5053e-01,3.0348e-03,4.2698e-25
+SW_cross_validated,,1.2833e-01,3.9001e-01,3.4742e-01,,3.9829e-07,2.4592e-01,7.7348e-01,1.5174e-02,2.1661e-25
+SW_15,,1.3157e-06,8.7333e-07,1.3345e-07,3.9829e-07,,2.0900e-04,5.1213e-07,2.4537e-04,8.9141e-21
+SW_30,,4.0025e-02,5.0544e-01,8.6815e-02,2.4592e-01,2.0900e-04,,1.9250e-01,4.1809e-01,4.9716e-20
+SW_60,,1.9545e-01,2.8116e-01,5.5053e-01,7.7348e-01,5.1213e-07,1.9250e-01,,1.2250e-02,2.5904e-24
+SW_120,,3.4407e-03,5.2731e-02,3.0348e-03,1.5174e-02,2.4537e-04,4.1809e-01,1.2250e-02,,2.5233e-22
+sFC,,1.5254e-20,4.3063e-26,4.2698e-25,2.1661e-25,8.9141e-21,4.9716e-20,2.5904e-24,2.5233e-22,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index c2260056..ac62f69a 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.5200,0.0021,0.0001,0.0000,0.0000,0.0000,0.0000,0.0470
-DCC_joint,,0.5200,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0002
-DCC_bivariate_loop,,0.0021,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0001,0.0000,0.0000,,0.0000,0.0000,0.7087,0.0592,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.7087,0.0000,0.0000,,0.0028,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0592,0.0000,0.0000,0.0028,,0.0000
-sFC,,0.0470,0.0002,0.0000,0.0001,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.2004e-01,2.1317e-03,1.0310e-04,8.1057e-15,7.0639e-10,4.2024e-05,3.3538e-07,4.6991e-02
+DCC_joint,,5.2004e-01,,1.1750e-08,3.3082e-06,8.5530e-20,2.7266e-14,3.2769e-08,7.9416e-13,1.8224e-04
+DCC_bivariate_loop,,2.1317e-03,1.1750e-08,,1.5802e-09,3.4835e-20,8.8201e-16,1.1385e-11,6.4666e-15,4.3627e-11
+SW_cross_validated,,1.0310e-04,3.3082e-06,1.5802e-09,,1.1302e-13,1.8808e-06,7.0871e-01,5.9176e-02,9.6302e-05
+SW_15,,8.1057e-15,8.5530e-20,3.4835e-20,1.1302e-13,,1.3912e-12,5.7593e-16,2.1061e-16,1.2431e-19
+SW_30,,7.0639e-10,2.7266e-14,8.8201e-16,1.8808e-06,1.3912e-12,,1.6444e-08,2.9221e-07,1.2505e-13
+SW_60,,4.2024e-05,3.2769e-08,1.1385e-11,7.0871e-01,5.7593e-16,1.6444e-08,,2.7671e-03,1.8996e-06
+SW_120,,3.3538e-07,7.9416e-13,6.4666e-15,5.9176e-02,2.1061e-16,2.9221e-07,2.7671e-03,,9.3203e-12
+sFC,,4.6991e-02,1.8224e-04,4.3627e-11,9.6302e-05,1.2431e-19,1.2505e-13,1.8996e-06,9.3203e-12,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_T.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_T.csv
deleted file mode 100644
index 0ab14052..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_T.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.64,-3.61,4.94,23.10,11.76,5.36,7.83,2.12
-DCC_joint,,0.64,,-9.82,6.61,44.10,21.51,9.18,17.69,4.69
-DCC_bivariate_loop,,-3.61,-9.82,,11.17,46.37,26.18,15.11,23.37,13.94
-SW_cross_validated,,4.94,6.61,11.17,,19.82,6.90,-0.38,2.01,-4.98
-SW_15,,23.10,44.10,46.37,19.82,,-17.12,-26.82,-28.40,-43.18
-SW_30,,11.76,21.51,26.18,6.90,-17.12,,-9.61,-7.90,-19.70
-SW_60,,5.36,9.18,15.11,-0.38,-26.82,-9.61,,3.46,-6.90
-SW_120,,7.83,17.69,23.37,2.01,-28.40,-7.90,3.46,,-15.29
-sFC,,2.12,4.69,13.94,-4.98,-43.18,-19.70,-6.90,-15.29,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
deleted file mode 100644
index 0a14d417..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.29,1.61,2.21,10.33,5.26,2.40,3.50,0.95
-DCC_joint,,0.29,,4.39,2.96,19.72,9.62,4.11,7.91,2.10
-DCC_bivariate_loop,,1.61,4.39,,5.00,20.74,11.71,6.76,10.45,6.23
-SW_cross_validated,,2.21,2.96,5.00,,8.86,3.09,0.17,0.90,2.23
-SW_15,,10.33,19.72,20.74,8.86,,7.65,12.00,12.70,19.31
-SW_30,,5.26,9.62,11.71,3.09,7.65,,4.30,3.53,8.81
-SW_60,,2.40,4.11,6.76,0.17,12.00,4.30,,1.55,3.08
-SW_120,,3.50,7.91,10.45,0.90,12.70,3.53,1.55,,6.84
-sFC,,0.95,2.10,6.23,2.23,19.31,8.81,3.08,6.84,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_ptests.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
deleted file mode 100644
index 5ecbdf48..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
-SVWP_joint,nan,-,1.,0.0720,0.0038,0.0000,0.0000,0.0015,0.0000,1.
-DCC_joint,nan,-0.6381,-,0.0000,0.0001,0.0000,0.0000,0.0000,0.0000,0.0066
-DCC_bivariate_loop,nan,3.6103,9.8229,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,nan,-4.9446,-6.6105,-11.1724,-,0.0000,0.0001,1.,1.,0.0035
-SW_15,nan,-23.1018,-44.0972,-46.3729,-19.8156,-,0.0000,0.0000,0.0000,0.0000
-SW_30,nan,-11.7606,-21.5124,-26.1818,-6.9005,17.1152,-,0.0000,0.0000,0.0000
-SW_60,nan,-5.3639,-9.1799,-15.1117,0.3796,26.8246,9.6089,-,0.0996,0.0001
-SW_120,nan,-7.8264,-17.6877,-23.3662,-2.0142,28.4021,7.9015,-3.4644,-,0.0000
-sFC,nan,-2.1185,-4.6904,-13.9405,4.9831,43.1826,19.6997,6.8953,15.2931,-
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
deleted file mode 100644
index a47fc828..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.5314,0.0020,0.0001,0.0000,0.0000,0.0000,0.0000,0.0483
-DCC_joint,,0.5314,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0002
-DCC_bivariate_loop,,0.0020,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0001,0.0000,0.0000,,0.0000,0.0000,0.7087,0.0592,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.7087,0.0000,0.0000,,0.0028,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0592,0.0000,0.0000,0.0028,,0.0000
-sFC,,0.0483,0.0002,0.0000,0.0001,0.0000,0.0000,0.0000,0.0000,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index d87e3d96..a4523f05 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.9758,0.5844,0.0000,0.0000,0.0000,0.0000,0.0000,0.6632
-DCC_joint,,0.9758,,0.5936,0.0000,0.0000,0.0000,0.0000,0.0000,0.6294
-DCC_bivariate_loop,,0.5844,0.5936,,0.0000,0.0000,0.0000,0.0000,0.0000,0.3075
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0007,0.8127,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0007,0.0000,0.0000,,0.0020,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.8127,0.0000,0.0000,0.0020,,0.0000
-sFC,,0.6632,0.6294,0.3075,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.7577e-01,5.8436e-01,1.4634e-09,3.6518e-17,3.3026e-14,3.3196e-11,9.0488e-09,6.6320e-01
+DCC_joint,,9.7577e-01,,5.9362e-01,7.3679e-10,1.6475e-17,1.5022e-14,1.5689e-11,5.3183e-09,6.2939e-01
+DCC_bivariate_loop,,5.8436e-01,5.9362e-01,,2.0639e-09,2.6520e-17,2.8648e-14,3.8014e-11,1.4381e-08,3.0752e-01
+SW_cross_validated,,1.4634e-09,7.3679e-10,2.0639e-09,,1.3498e-16,2.1403e-11,6.5991e-04,8.1268e-01,1.5018e-10
+SW_15,,3.6518e-17,1.6475e-17,2.6520e-17,1.3498e-16,,1.1294e-11,1.0877e-15,3.0208e-15,4.9869e-18
+SW_30,,3.3026e-14,1.5022e-14,2.8648e-14,2.1403e-11,1.1294e-11,,2.6762e-09,3.6821e-10,3.9252e-15
+SW_60,,3.3196e-11,1.5689e-11,3.8014e-11,6.5991e-04,1.0877e-15,2.6762e-09,,1.9663e-03,3.4249e-12
+SW_120,,9.0488e-09,5.3183e-09,1.4381e-08,8.1268e-01,3.0208e-15,3.6821e-10,1.9663e-03,,1.3122e-09
+sFC,,6.6320e-01,6.2939e-01,3.0752e-01,1.5018e-10,4.9869e-18,3.9252e-15,3.4249e-12,1.3122e-09,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index 1c9821d1..73d5b0f2 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.8026,0.0989,0.0000,0.0000,0.0000,0.0000,0.0000,0.2529
-DCC_joint,,0.8026,,0.0583,0.0000,0.0000,0.0000,0.0000,0.0000,0.3397
-DCC_bivariate_loop,,0.0989,0.0583,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0112
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.4143,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.4143,0.0000,0.0000,0.0001,,0.0000
-sFC,,0.2529,0.3397,0.0112,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.0257e-01,9.8870e-02,2.0218e-12,1.0350e-20,2.6341e-17,8.0751e-14,5.8370e-12,2.5287e-01
+DCC_joint,,8.0257e-01,,5.8325e-02,4.6012e-13,2.9544e-21,7.7903e-18,2.5511e-14,1.7454e-12,3.3972e-01
+DCC_bivariate_loop,,9.8870e-02,5.8325e-02,,6.2382e-10,6.2738e-19,1.9802e-15,7.8144e-12,8.9050e-10,1.1214e-02
+SW_cross_validated,,2.0218e-12,4.6012e-13,6.2382e-10,,5.3753e-19,2.0430e-13,7.7996e-06,4.1428e-01,1.0549e-13
+SW_15,,1.0350e-20,2.9544e-21,6.2738e-19,5.3753e-19,,5.2547e-13,2.3367e-16,9.5549e-18,1.3033e-21
+SW_30,,2.6341e-17,7.7903e-18,1.9802e-15,2.0430e-13,5.2547e-13,,2.4213e-09,4.0934e-12,3.0308e-18
+SW_60,,8.0751e-14,2.5511e-14,7.8144e-12,7.7996e-06,2.3367e-16,2.4213e-09,,1.4954e-04,8.3749e-15
+SW_120,,5.8370e-12,1.7454e-12,8.9050e-10,4.1428e-01,9.5549e-18,4.0934e-12,1.4954e-04,,4.7336e-13
+sFC,,2.5287e-01,3.3972e-01,1.1214e-02,1.0549e-13,1.3033e-21,3.0308e-18,8.3749e-15,4.7336e-13,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 52133e34..af1779df 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.6654,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.4317,0.0000,0.0000,0.2553,0.2512,0.0000
-DCC_bivariate_loop,,0.6654,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.4317,0.0000,,0.0000,0.0000,0.9811,0.1172,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.2553,0.0000,0.9811,0.0000,0.0000,,0.0364,0.0000
-SW_120,,0.0000,0.2512,0.0000,0.1172,0.0000,0.0000,0.0364,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.3260e-09,6.6544e-01,4.8365e-08,1.9730e-17,8.8757e-14,5.0297e-10,4.1113e-08,3.4709e-18
+DCC_joint,,2.3260e-09,,1.7826e-09,4.3170e-01,2.3465e-15,2.3973e-09,2.5533e-01,2.5122e-01,4.5795e-16
+DCC_bivariate_loop,,6.6544e-01,1.7826e-09,,5.3267e-08,1.0027e-17,5.1465e-14,3.5614e-10,3.9451e-08,7.5993e-19
+SW_cross_validated,,4.8365e-08,4.3170e-01,5.3267e-08,,8.7194e-13,1.0431e-06,9.8112e-01,1.1725e-01,1.3942e-11
+SW_15,,1.9730e-17,2.3465e-15,1.0027e-17,8.7194e-13,,9.2243e-11,4.5643e-15,4.1528e-15,3.0476e-08
+SW_30,,8.8757e-14,2.3973e-09,5.1465e-14,1.0431e-06,9.2243e-11,,1.1202e-08,1.6667e-09,1.9102e-08
+SW_60,,5.0297e-10,2.5533e-01,3.5614e-10,9.8112e-01,4.5643e-15,1.1202e-08,,3.6407e-02,1.0651e-15
+SW_120,,4.1113e-08,2.5122e-01,3.9451e-08,1.1725e-01,4.1528e-15,1.6667e-09,3.6407e-02,,2.9335e-15
+sFC,,3.4709e-18,4.5795e-16,7.5993e-19,1.3942e-11,3.0476e-08,1.9102e-08,1.0651e-15,2.9335e-15,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index ad8617b6..6f20d538 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0319,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.7650,0.0000,0.0004,0.0303,0.0000,0.0000
-DCC_bivariate_loop,,0.0319,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.7650,0.0000,,0.0000,0.0075,0.0479,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0001,0.0000
-SW_30,,0.0000,0.0004,0.0000,0.0075,0.0000,,0.0001,0.0000,0.0000
-SW_60,,0.0000,0.0303,0.0000,0.0479,0.0000,0.0001,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,,0.5511
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.5511,
+SVWP_joint,,,6.7400e-08,3.1870e-02,5.8378e-07,8.2393e-14,4.9163e-09,4.5930e-05,1.6996e-11,4.9311e-13
+DCC_joint,,6.7400e-08,,2.6563e-11,7.6496e-01,1.6245e-13,4.4671e-04,3.0265e-02,2.7307e-09,1.7445e-14
+DCC_bivariate_loop,,3.1870e-02,2.6563e-11,,1.2356e-09,6.2480e-16,1.4058e-11,8.7432e-08,1.2786e-13,4.4220e-16
+SW_cross_validated,,5.8378e-07,7.6496e-01,1.2356e-09,,3.5526e-11,7.5154e-03,4.7921e-02,1.6237e-07,2.5294e-09
+SW_15,,8.2393e-14,1.6245e-13,6.2480e-16,3.5526e-11,,9.2765e-10,6.9702e-12,6.5912e-05,9.9816e-08
+SW_30,,4.9163e-09,4.4671e-04,1.4058e-11,7.5154e-03,9.2765e-10,,8.3591e-05,2.6538e-05,6.7348e-07
+SW_60,,4.5930e-05,3.0265e-02,8.7432e-08,4.7921e-02,6.9702e-12,8.3591e-05,,9.9301e-09,2.1003e-10
+SW_120,,1.6996e-11,2.7307e-09,1.2786e-13,1.6237e-07,6.5912e-05,2.6538e-05,9.9301e-09,,5.5111e-01
+sFC,,4.9311e-13,1.7445e-14,4.4220e-16,2.5294e-09,9.9816e-08,6.7348e-07,2.1003e-10,5.5111e-01,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 06e8f6ca..f8e51896 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1241,0.1413,0.0000,0.0000,0.0000,0.0000,0.0000,0.0032
-DCC_joint,,0.1241,,0.9666,0.0000,0.0000,0.0000,0.0000,0.0000,0.0204
-DCC_bivariate_loop,,0.1413,0.9666,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0466
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0001,0.7273,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.7273,0.0000,0.0000,0.0001,,0.0000
-sFC,,0.0032,0.0204,0.0466,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.2412e-01,1.4128e-01,3.2952e-11,2.9172e-18,1.2837e-15,1.0175e-12,1.0592e-10,3.2152e-03
+DCC_joint,,1.2412e-01,,9.6662e-01,2.0729e-14,1.7160e-19,1.8942e-17,1.6468e-15,1.4136e-13,2.0402e-02
+DCC_bivariate_loop,,1.4128e-01,9.6662e-01,,1.5745e-13,3.5481e-19,5.7100e-17,9.5895e-15,7.7118e-13,4.6621e-02
+SW_cross_validated,,3.2952e-11,2.0729e-14,1.5745e-13,,9.7227e-17,2.0083e-12,8.7893e-05,7.2732e-01,7.6839e-16
+SW_15,,2.9172e-18,1.7160e-19,3.5481e-19,9.7227e-17,,3.4121e-11,1.1539e-15,1.4647e-16,6.2340e-20
+SW_30,,1.2837e-15,1.8942e-17,5.7100e-17,2.0083e-12,3.4121e-11,,3.4311e-10,3.3514e-12,3.7674e-18
+SW_60,,1.0175e-12,1.6468e-15,9.5895e-15,8.7893e-05,1.1539e-15,3.4311e-10,,9.3745e-05,1.0976e-16
+SW_120,,1.0592e-10,1.4136e-13,7.7118e-13,7.2732e-01,1.4647e-16,3.3514e-12,9.3745e-05,,6.9834e-15
+sFC,,3.2152e-03,2.0402e-02,4.6621e-02,7.6839e-16,6.2340e-20,3.7674e-18,1.0976e-16,6.9834e-15,
diff --git a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index ad8354d2..3a63d1ba 100644
--- a/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.2139,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.1855,0.0000,0.0003,0.0328,0.0017,0.0000
-DCC_bivariate_loop,,0.2139,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.1855,0.0000,,0.0000,0.0002,0.6816,0.1668,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.5868
-SW_30,,0.0000,0.0003,0.0000,0.0002,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0328,0.0000,0.6816,0.0000,0.0000,,0.2166,0.0000
-SW_120,,0.0000,0.0017,0.0000,0.1668,0.0000,0.0000,0.2166,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.5868,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.8905e-08,2.1389e-01,8.3634e-06,3.7535e-15,2.0300e-10,1.8335e-06,1.5971e-05,3.7116e-16
+DCC_joint,,2.8905e-08,,9.5708e-11,1.8545e-01,5.3627e-13,2.8975e-04,3.2834e-02,1.6553e-03,1.0042e-14
+DCC_bivariate_loop,,2.1389e-01,9.5708e-11,,1.7648e-07,1.4316e-17,1.1685e-12,8.9159e-09,7.1643e-08,1.3067e-19
+SW_cross_validated,,8.3634e-06,1.8545e-01,1.7648e-07,,3.0751e-11,1.8306e-04,6.8163e-01,1.6678e-01,6.6704e-12
+SW_15,,3.7535e-15,5.3627e-13,1.4316e-17,3.0751e-11,,2.8225e-10,1.9147e-13,4.5635e-14,5.8676e-01
+SW_30,,2.0300e-10,2.8975e-04,1.1685e-12,1.8306e-04,2.8225e-10,,4.6899e-06,3.4979e-07,1.1939e-11
+SW_60,,1.8335e-06,3.2834e-02,8.9159e-09,6.8163e-01,1.9147e-13,4.6899e-06,,2.1660e-01,7.2857e-15
+SW_120,,1.5971e-05,1.6553e-03,7.1643e-08,1.6678e-01,4.5635e-14,3.4979e-07,2.1660e-01,,1.5034e-15
+sFC,,3.7116e-16,1.0042e-14,1.3067e-19,6.6704e-12,5.8676e-01,1.1939e-11,7.2857e-15,1.5034e-15,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_boxcar_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_boxcar_likelihoods_pvals.csv
index 224c605b..5f68cae4 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_boxcar_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_boxcar_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.275,0.299,0.057,0.824
-DCC_joint,0.275,,0.987,0.312,0.335
-DCC_bivariate_loop,0.299,0.987,,0.317,0.363
-SW_cross_validated,0.057,0.312,0.317,,0.067
-sFC,0.824,0.335,0.363,0.067,
+SVWP_joint,,2.7511e-01,2.9886e-01,5.6978e-02,8.2384e-01
+DCC_joint,2.7511e-01,,9.8715e-01,3.1217e-01,3.3539e-01
+DCC_bivariate_loop,2.9886e-01,9.8715e-01,,3.1653e-01,3.6304e-01
+SW_cross_validated,5.6978e-02,3.1217e-01,3.1653e-01,,6.6610e-02
+sFC,8.2384e-01,3.3539e-01,3.6304e-01,6.6610e-02,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_constant_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_constant_likelihoods_pvals.csv
index 144fdc97..f1c3be98 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_constant_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_constant_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.004,0.006,0.008,0.307
-DCC_joint,0.004,,0.700,0.870,0.025
-DCC_bivariate_loop,0.006,0.700,,0.846,0.047
-SW_cross_validated,0.008,0.870,0.846,,0.049
-sFC,0.307,0.025,0.047,0.049,
+SVWP_joint,,3.5794e-03,6.2510e-03,8.3718e-03,3.0707e-01
+DCC_joint,3.5794e-03,,7.0038e-01,8.6983e-01,2.5143e-02
+DCC_bivariate_loop,6.2510e-03,7.0038e-01,,8.4559e-01,4.6573e-02
+SW_cross_validated,8.3718e-03,8.6983e-01,8.4559e-01,,4.9073e-02
+sFC,3.0707e-01,2.5143e-02,4.6573e-02,4.9073e-02,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_null_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_null_likelihoods_pvals.csv
index 27a536f1..4a8308fb 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_null_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_null_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.126,0.166,0.048,0.625
-DCC_joint,0.126,,0.924,0.621,0.211
-DCC_bivariate_loop,0.166,0.924,,0.565,0.271
-SW_cross_validated,0.048,0.621,0.565,,0.081
-sFC,0.625,0.211,0.271,0.081,
+SVWP_joint,,1.2623e-01,1.6558e-01,4.8267e-02,6.2473e-01
+DCC_joint,1.2623e-01,,9.2377e-01,6.2061e-01,2.1133e-01
+DCC_bivariate_loop,1.6558e-01,9.2377e-01,,5.6456e-01,2.7092e-01
+SW_cross_validated,4.8267e-02,6.2061e-01,5.6456e-01,,8.0885e-02
+sFC,6.2473e-01,2.1133e-01,2.7092e-01,8.0885e-02,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_1_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_1_likelihoods_pvals.csv
index 76da07ca..a130388b 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_1_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_1_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.044,0.069,0.009,0.012
-DCC_joint,0.044,,0.961,0.516,0.984
-DCC_bivariate_loop,0.069,0.961,,0.509,0.940
-SW_cross_validated,0.009,0.516,0.509,,0.457
-sFC,0.012,0.984,0.940,0.457,
+SVWP_joint,,4.4407e-02,6.8991e-02,9.2258e-03,1.1727e-02
+DCC_joint,4.4407e-02,,9.6088e-01,5.1560e-01,9.8364e-01
+DCC_bivariate_loop,6.8991e-02,9.6088e-01,,5.0853e-01,9.3976e-01
+SW_cross_validated,9.2258e-03,5.1560e-01,5.0853e-01,,4.5699e-01
+sFC,1.1727e-02,9.8364e-01,9.3976e-01,4.5699e-01,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_3_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_3_likelihoods_pvals.csv
index 337577bb..31fed16d 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_3_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_periodic_3_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.164,0.172,0.011,0.225
-DCC_joint,0.164,,0.958,0.096,0.681
-DCC_bivariate_loop,0.172,0.958,,0.120,0.664
-SW_cross_validated,0.011,0.096,0.120,,0.038
-sFC,0.225,0.681,0.664,0.038,
+SVWP_joint,,1.6378e-01,1.7230e-01,1.1097e-02,2.2537e-01
+DCC_joint,1.6378e-01,,9.5786e-01,9.5896e-02,6.8068e-01
+DCC_bivariate_loop,1.7230e-01,9.5786e-01,,1.1985e-01,6.6356e-01
+SW_cross_validated,1.1097e-02,9.5896e-02,1.1985e-01,,3.8500e-02
+sFC,2.2537e-01,6.8068e-01,6.6356e-01,3.8500e-02,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_state_transition_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_state_transition_likelihoods_pvals.csv
index 750bcaba..d5318fe8 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_state_transition_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_state_transition_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.047,0.055,0.009,0.626
-DCC_joint,0.047,,0.963,0.317,0.107
-DCC_bivariate_loop,0.055,0.963,,0.303,0.122
-SW_cross_validated,0.009,0.317,0.303,,0.020
-sFC,0.626,0.107,0.122,0.020,
+SVWP_joint,,4.7194e-02,5.5142e-02,9.1631e-03,6.2617e-01
+DCC_joint,4.7194e-02,,9.6319e-01,3.1736e-01,1.0691e-01
+DCC_bivariate_loop,5.5142e-02,9.6319e-01,,3.0252e-01,1.2190e-01
+SW_cross_validated,9.1631e-03,3.1736e-01,3.0252e-01,,2.0018e-02
+sFC,6.2617e-01,1.0691e-01,1.2190e-01,2.0018e-02,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_stepwise_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_stepwise_likelihoods_pvals.csv
index 0ec5f1f6..2d573d95 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_stepwise_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_stepwise_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.008,0.004,0.007,0.001
-DCC_joint,0.008,,0.914,0.797,0.909
-DCC_bivariate_loop,0.004,0.914,,0.707,0.796
-SW_cross_validated,0.007,0.797,0.707,,0.853
-sFC,0.001,0.909,0.796,0.853,
+SVWP_joint,,7.7055e-03,4.3474e-03,6.9864e-03,1.1372e-03
+DCC_joint,7.7055e-03,,9.1357e-01,7.9744e-01,9.0850e-01
+DCC_bivariate_loop,4.3474e-03,9.1357e-01,,7.0661e-01,7.9635e-01
+SW_cross_validated,6.9864e-03,7.9744e-01,7.0661e-01,,8.5346e-01
+sFC,1.1372e-03,9.0850e-01,7.9635e-01,8.5346e-01,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_boxcar_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_boxcar_likelihoods_pvals.csv
index 3d75886a..88bcf18e 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_boxcar_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_boxcar_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.982,0.808,0.004,0.925
-DCC_joint,0.982,,0.807,0.006,0.914
-DCC_bivariate_loop,0.808,0.807,,0.004,0.883
-SW_cross_validated,0.004,0.006,0.004,,0.004
-sFC,0.925,0.914,0.883,0.004,
+SVWP_joint,,9.8194e-01,8.0757e-01,3.9456e-03,9.2482e-01
+DCC_joint,9.8194e-01,,8.0692e-01,5.7359e-03,9.1447e-01
+DCC_bivariate_loop,8.0757e-01,8.0692e-01,,4.0609e-03,8.8273e-01
+SW_cross_validated,3.9456e-03,5.7359e-03,4.0609e-03,,4.1880e-03
+sFC,9.2482e-01,9.1447e-01,8.8273e-01,4.1880e-03,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_constant_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_constant_likelihoods_pvals.csv
index a98a552b..513287a9 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_constant_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_constant_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.606,0.533,0.027,0.791
-DCC_joint,0.606,,0.930,0.085,0.786
-DCC_bivariate_loop,0.533,0.930,,0.090,0.709
-SW_cross_validated,0.027,0.085,0.090,,0.042
-sFC,0.791,0.786,0.709,0.042,
+SVWP_joint,,6.0611e-01,5.3254e-01,2.6730e-02,7.9069e-01
+DCC_joint,6.0611e-01,,9.3036e-01,8.4579e-02,7.8645e-01
+DCC_bivariate_loop,5.3254e-01,9.3036e-01,,9.0429e-02,7.0924e-01
+SW_cross_validated,2.6730e-02,8.4579e-02,9.0429e-02,,4.2285e-02
+sFC,7.9069e-01,7.8645e-01,7.0924e-01,4.2285e-02,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_null_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_null_likelihoods_pvals.csv
index 7110b4e7..94c4f783 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_null_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_null_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.904,0.727,0.010,0.923
-DCC_joint,0.904,,0.827,0.014,0.834
-DCC_bivariate_loop,0.727,0.827,,0.023,0.664
-SW_cross_validated,0.010,0.014,0.023,,0.008
-sFC,0.923,0.834,0.664,0.008,
+SVWP_joint,,9.0418e-01,7.2718e-01,9.5732e-03,9.2279e-01
+DCC_joint,9.0418e-01,,8.2667e-01,1.4398e-02,8.3383e-01
+DCC_bivariate_loop,7.2718e-01,8.2667e-01,,2.2664e-02,6.6417e-01
+SW_cross_validated,9.5732e-03,1.4398e-02,2.2664e-02,,8.3828e-03
+sFC,9.2279e-01,8.3383e-01,6.6417e-01,8.3828e-03,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_1_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_1_likelihoods_pvals.csv
index 973416a2..2148d087 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_1_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_1_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.007,0.077,0.000,0.000
-DCC_joint,0.007,,0.445,0.040,0.012
-DCC_bivariate_loop,0.077,0.445,,0.015,0.005
-SW_cross_validated,0.000,0.040,0.015,,0.980
-sFC,0.000,0.012,0.005,0.980,
+SVWP_joint,,7.3689e-03,7.7225e-02,2.2190e-04,1.9561e-05
+DCC_joint,7.3689e-03,,4.4463e-01,3.9786e-02,1.2266e-02
+DCC_bivariate_loop,7.7225e-02,4.4463e-01,,1.5252e-02,4.7144e-03
+SW_cross_validated,2.2190e-04,3.9786e-02,1.5252e-02,,9.7973e-01
+sFC,1.9561e-05,1.2266e-02,4.7144e-03,9.7973e-01,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_3_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_3_likelihoods_pvals.csv
index bc002711..c10922ce 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_3_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_periodic_3_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.042,0.812,0.016,0.005
-DCC_joint,0.042,,0.094,0.216,0.287
-DCC_bivariate_loop,0.812,0.094,,0.028,0.014
-SW_cross_validated,0.016,0.216,0.028,,0.500
-sFC,0.005,0.287,0.014,0.500,
+SVWP_joint,,4.2449e-02,8.1241e-01,1.6296e-02,4.5342e-03
+DCC_joint,4.2449e-02,,9.4363e-02,2.1579e-01,2.8705e-01
+DCC_bivariate_loop,8.1241e-01,9.4363e-02,,2.8433e-02,1.4285e-02
+SW_cross_validated,1.6296e-02,2.1579e-01,2.8433e-02,,5.0004e-01
+sFC,4.5342e-03,2.8705e-01,1.4285e-02,5.0004e-01,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_state_transition_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_state_transition_likelihoods_pvals.csv
index da0f4bad..57bcdf71 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_state_transition_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_state_transition_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.940,0.805,0.004,0.808
-DCC_joint,0.940,,0.871,0.006,0.764
-DCC_bivariate_loop,0.805,0.871,,0.008,0.641
-SW_cross_validated,0.004,0.006,0.008,,0.002
-sFC,0.808,0.764,0.641,0.002,
+SVWP_joint,,9.3963e-01,8.0461e-01,3.5767e-03,8.0767e-01
+DCC_joint,9.3963e-01,,8.7108e-01,5.7526e-03,7.6393e-01
+DCC_bivariate_loop,8.0461e-01,8.7108e-01,,8.4765e-03,6.4148e-01
+SW_cross_validated,3.5767e-03,5.7526e-03,8.4765e-03,,2.4397e-03
+sFC,8.0767e-01,7.6393e-01,6.4148e-01,2.4397e-03,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_stepwise_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_stepwise_likelihoods_pvals.csv
index 7cf124ac..709f599a 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_stepwise_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_stepwise_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.060,0.444,0.024,0.000
-DCC_joint,0.060,,0.235,0.453,0.001
-DCC_bivariate_loop,0.444,0.235,,0.088,0.000
-SW_cross_validated,0.024,0.453,0.088,,0.021
-sFC,0.000,0.001,0.000,0.021,
+SVWP_joint,,6.0090e-02,4.4363e-01,2.3980e-02,7.9295e-06
+DCC_joint,6.0090e-02,,2.3463e-01,4.5340e-01,7.1444e-04
+DCC_bivariate_loop,4.4363e-01,2.3463e-01,,8.7683e-02,4.1179e-05
+SW_cross_validated,2.3980e-02,4.5340e-01,8.7683e-02,,2.1303e-02
+sFC,7.9295e-06,7.1444e-04,4.1179e-05,2.1303e-02,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_boxcar_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_boxcar_likelihoods_pvals.csv
index 8d20a4ef..36d79038 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_boxcar_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_boxcar_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.936,0.438,0.018,0.984
-DCC_joint,0.936,,0.481,0.016,0.918
-DCC_bivariate_loop,0.438,0.481,,0.005,0.416
-SW_cross_validated,0.018,0.016,0.005,,0.017
-sFC,0.984,0.918,0.416,0.017,
+SVWP_joint,,9.3589e-01,4.3800e-01,1.8366e-02,9.8366e-01
+DCC_joint,9.3589e-01,,4.8138e-01,1.5634e-02,9.1781e-01
+DCC_bivariate_loop,4.3800e-01,4.8138e-01,,5.0530e-03,4.1561e-01
+SW_cross_validated,1.8366e-02,1.5634e-02,5.0530e-03,,1.7415e-02
+sFC,9.8366e-01,9.1781e-01,4.1561e-01,1.7415e-02,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_constant_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_constant_likelihoods_pvals.csv
index ed2f57e3..cfcf08bc 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_constant_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_constant_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.952,0.572,0.001,0.878
-DCC_joint,0.952,,0.630,0.001,0.839
-DCC_bivariate_loop,0.572,0.630,,0.004,0.493
-SW_cross_validated,0.001,0.001,0.004,,0.001
-sFC,0.878,0.839,0.493,0.001,
+SVWP_joint,,9.5174e-01,5.7160e-01,7.3185e-04,8.7823e-01
+DCC_joint,9.5174e-01,,6.3005e-01,1.2517e-03,8.3890e-01
+DCC_bivariate_loop,5.7160e-01,6.3005e-01,,3.8214e-03,4.9309e-01
+SW_cross_validated,7.3185e-04,1.2517e-03,3.8214e-03,,7.3985e-04
+sFC,8.7823e-01,8.3890e-01,4.9309e-01,7.3985e-04,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_null_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_null_likelihoods_pvals.csv
index 65b5ac39..2cdb34d5 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_null_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_null_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.834,0.791,0.001,0.975
-DCC_joint,0.834,,0.955,0.003,0.860
-DCC_bivariate_loop,0.791,0.955,,0.003,0.817
-SW_cross_validated,0.001,0.003,0.003,,0.002
-sFC,0.975,0.860,0.817,0.002,
+SVWP_joint,,8.3389e-01,7.9122e-01,1.4826e-03,9.7535e-01
+DCC_joint,8.3389e-01,,9.5502e-01,2.5135e-03,8.5968e-01
+DCC_bivariate_loop,7.9122e-01,9.5502e-01,,2.9601e-03,8.1686e-01
+SW_cross_validated,1.4826e-03,2.5135e-03,2.9601e-03,,1.6740e-03
+sFC,9.7535e-01,8.5968e-01,8.1686e-01,1.6740e-03,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_1_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_1_likelihoods_pvals.csv
index 3255b515..9c5f6267 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_1_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_1_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.001,0.036,0.000,0.000
-DCC_joint,0.001,,0.175,0.631,0.000
-DCC_bivariate_loop,0.036,0.175,,0.092,0.000
-SW_cross_validated,0.000,0.631,0.092,,0.002
-sFC,0.000,0.000,0.000,0.002,
+SVWP_joint,,6.7914e-04,3.6452e-02,4.2951e-04,1.3975e-08
+DCC_joint,6.7914e-04,,1.7505e-01,6.3114e-01,2.4959e-04
+DCC_bivariate_loop,3.6452e-02,1.7505e-01,,9.2009e-02,2.5071e-05
+SW_cross_validated,4.2951e-04,6.3114e-01,9.2009e-02,,2.3058e-03
+sFC,1.3975e-08,2.4959e-04,2.5071e-05,2.3058e-03,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_3_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_3_likelihoods_pvals.csv
index a73c4113..9d63a7b2 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_3_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_periodic_3_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.000,0.037,0.000,0.000
-DCC_joint,0.000,,0.016,0.431,0.087
-DCC_bivariate_loop,0.037,0.016,,0.010,0.000
-SW_cross_validated,0.000,0.431,0.010,,0.556
-sFC,0.000,0.087,0.000,0.556,
+SVWP_joint,,7.9926e-05,3.6697e-02,1.5137e-04,2.2495e-06
+DCC_joint,7.9926e-05,,1.6056e-02,4.3134e-01,8.6505e-02
+DCC_bivariate_loop,3.6697e-02,1.6056e-02,,9.9593e-03,3.6770e-04
+SW_cross_validated,1.5137e-04,4.3134e-01,9.9593e-03,,5.5637e-01
+sFC,2.2495e-06,8.6505e-02,3.6770e-04,5.5637e-01,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_state_transition_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_state_transition_likelihoods_pvals.csv
index 7d45fd1d..25a8a370 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_state_transition_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_state_transition_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.946,0.864,0.010,0.963
-DCC_joint,0.946,,0.915,0.011,0.982
-DCC_bivariate_loop,0.864,0.915,,0.016,0.896
-SW_cross_validated,0.010,0.011,0.016,,0.010
-sFC,0.963,0.982,0.896,0.010,
+SVWP_joint,,9.4642e-01,8.6385e-01,1.0187e-02,9.6339e-01
+DCC_joint,9.4642e-01,,9.1474e-01,1.1445e-02,9.8172e-01
+DCC_bivariate_loop,8.6385e-01,9.1474e-01,,1.5951e-02,8.9552e-01
+SW_cross_validated,1.0187e-02,1.1445e-02,1.5951e-02,,1.0132e-02
+sFC,9.6339e-01,9.8172e-01,8.9552e-01,1.0132e-02,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_stepwise_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_stepwise_likelihoods_pvals.csv
index 0e709a51..0230551d 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_stepwise_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_stepwise_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.000,0.002,0.000,0.000
-DCC_joint,0.000,,0.754,0.033,0.000
-DCC_bivariate_loop,0.002,0.754,,0.116,0.004
-SW_cross_validated,0.000,0.033,0.116,,0.000
-sFC,0.000,0.000,0.004,0.000,
+SVWP_joint,,1.6170e-05,1.9986e-03,1.3871e-04,3.0519e-13
+DCC_joint,1.6170e-05,,7.5405e-01,3.2615e-02,2.9431e-06
+DCC_bivariate_loop,1.9986e-03,7.5405e-01,,1.1569e-01,3.8324e-03
+SW_cross_validated,1.3871e-04,3.2615e-02,1.1569e-01,,1.4070e-10
+sFC,3.0519e-13,2.9431e-06,3.8324e-03,1.4070e-10,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_boxcar_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_boxcar_likelihoods_pvals.csv
index 2b5e08b5..e8d99baf 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_boxcar_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_boxcar_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.953,0.474,0.000,0.873
-DCC_joint,0.953,,0.517,0.000,0.926
-DCC_bivariate_loop,0.474,0.517,,0.000,0.543
-SW_cross_validated,0.000,0.000,0.000,,0.000
-sFC,0.873,0.926,0.543,0.000,
+SVWP_joint,,9.5306e-01,4.7427e-01,4.3012e-04,8.7284e-01
+DCC_joint,9.5306e-01,,5.1749e-01,4.5330e-04,9.2564e-01
+DCC_bivariate_loop,4.7427e-01,5.1749e-01,,1.9098e-04,5.4302e-01
+SW_cross_validated,4.3012e-04,4.5330e-04,1.9098e-04,,2.2391e-04
+sFC,8.7284e-01,9.2564e-01,5.4302e-01,2.2391e-04,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_constant_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_constant_likelihoods_pvals.csv
index 28b81710..0176f22a 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_constant_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_constant_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.858,0.835,0.013,0.924
-DCC_joint,0.858,,0.978,0.020,0.790
-DCC_bivariate_loop,0.835,0.978,,0.020,0.767
-SW_cross_validated,0.013,0.020,0.020,,0.012
-sFC,0.924,0.790,0.767,0.012,
+SVWP_joint,,8.5811e-01,8.3460e-01,1.3279e-02,9.2413e-01
+DCC_joint,8.5811e-01,,9.7759e-01,1.9618e-02,7.8979e-01
+DCC_bivariate_loop,8.3460e-01,9.7759e-01,,2.0358e-02,7.6684e-01
+SW_cross_validated,1.3279e-02,1.9618e-02,2.0358e-02,,1.1878e-02
+sFC,9.2413e-01,7.8979e-01,7.6684e-01,1.1878e-02,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_null_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_null_likelihoods_pvals.csv
index 018cb499..6e301579 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_null_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_null_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.924,0.645,0.000,0.770
-DCC_joint,0.924,,0.584,0.000,0.847
-DCC_bivariate_loop,0.645,0.584,,0.000,0.456
-SW_cross_validated,0.000,0.000,0.000,,0.000
-sFC,0.770,0.847,0.456,0.000,
+SVWP_joint,,9.2439e-01,6.4463e-01,1.8362e-04,7.7050e-01
+DCC_joint,9.2439e-01,,5.8388e-01,1.6653e-04,8.4724e-01
+DCC_bivariate_loop,6.4463e-01,5.8388e-01,,4.5242e-04,4.5626e-01
+SW_cross_validated,1.8362e-04,1.6653e-04,4.5242e-04,,1.0958e-04
+sFC,7.7050e-01,8.4724e-01,4.5626e-01,1.0958e-04,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_periodic_1_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_periodic_1_likelihoods_pvals.csv
index 5c89b24c..4f932f47 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_periodic_1_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_periodic_1_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.000,0.001,0.000,0.000
-DCC_joint,0.000,,0.551,0.835,0.000
-DCC_bivariate_loop,0.001,0.551,,0.662,0.000
-SW_cross_validated,0.000,0.835,0.662,,0.000
-sFC,0.000,0.000,0.000,0.000,
+SVWP_joint,,5.1341e-05,1.0601e-03,3.8761e-05,6.1767e-11
+DCC_joint,5.1341e-05,,5.5131e-01,8.3469e-01,2.5573e-04
+DCC_bivariate_loop,1.0601e-03,5.5131e-01,,6.6241e-01,2.3095e-04
+SW_cross_validated,3.8761e-05,8.3469e-01,6.6241e-01,,5.8431e-05
+sFC,6.1767e-11,2.5573e-04,2.3095e-04,5.8431e-05,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_periodic_3_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_periodic_3_likelihoods_pvals.csv
index 4cf1c017..e638dd8f 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_periodic_3_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_periodic_3_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.001,0.493,0.001,0.000
-DCC_joint,0.001,,0.001,0.293,0.007
-DCC_bivariate_loop,0.493,0.001,,0.001,0.000
-SW_cross_validated,0.001,0.293,0.001,,0.307
-sFC,0.000,0.007,0.000,0.307,
+SVWP_joint,,6.0760e-04,4.9294e-01,6.9540e-04,4.8894e-06
+DCC_joint,6.0760e-04,,1.2767e-03,2.9330e-01,6.9887e-03
+DCC_bivariate_loop,4.9294e-01,1.2767e-03,,1.4878e-03,5.7109e-06
+SW_cross_validated,6.9540e-04,2.9330e-01,1.4878e-03,,3.0692e-01
+sFC,4.8894e-06,6.9887e-03,5.7109e-06,3.0692e-01,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_state_transition_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_state_transition_likelihoods_pvals.csv
index d3f4db2b..93c376c1 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_state_transition_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_state_transition_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.959,0.920,0.000,0.750
-DCC_joint,0.959,,0.962,0.000,0.722
-DCC_bivariate_loop,0.920,0.962,,0.001,0.694
-SW_cross_validated,0.000,0.000,0.001,,0.000
-sFC,0.750,0.722,0.694,0.000,
+SVWP_joint,,9.5891e-01,9.2045e-01,3.5078e-04,7.4981e-01
+DCC_joint,9.5891e-01,,9.6175e-01,4.3347e-04,7.2234e-01
+DCC_bivariate_loop,9.2045e-01,9.6175e-01,,5.1189e-04,6.9378e-01
+SW_cross_validated,3.5078e-04,4.3347e-04,5.1189e-04,,2.4513e-04
+sFC,7.4981e-01,7.2234e-01,6.9378e-01,2.4513e-04,
diff --git a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_stepwise_likelihoods_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_stepwise_likelihoods_pvals.csv
index 259e8d72..43e11303 100644
--- a/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_stepwise_likelihoods_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/imputation_benchmark/LEOO_no_noise_stepwise_likelihoods_pvals.csv
@@ -1,6 +1,6 @@
 ,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,sFC
-SVWP_joint,,0.000,0.001,0.003,0.000
-DCC_joint,0.000,,0.101,0.008,0.000
-DCC_bivariate_loop,0.001,0.101,,0.014,0.746
-SW_cross_validated,0.003,0.008,0.014,,0.000
-sFC,0.000,0.000,0.746,0.000,
+SVWP_joint,,1.1616e-06,8.7433e-04,3.4954e-03,1.7554e-12
+DCC_joint,1.1616e-06,,1.0065e-01,8.0080e-03,1.9421e-08
+DCC_bivariate_loop,8.7433e-04,1.0065e-01,,1.4212e-02,7.4640e-01
+SW_cross_validated,3.4954e-03,8.0080e-03,1.4212e-02,,3.3498e-09
+sFC,1.7554e-12,1.9421e-08,7.4640e-01,3.3498e-09,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index d01c097c..1b5a48e3 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0006,0.0357,0.3343,0.1564,0.6187,0.4623,0.0000,0.0000
-DCC_joint,,0.0006,,0.0003,0.0000,0.0001,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0357,0.0003,,0.0196,0.2013,0.0000,0.0006,0.0000,0.0000
-SW_cross_validated,,0.3343,0.0000,0.0196,,0.3737,0.0062,0.5280,0.0000,0.0000
-SW_15,,0.1564,0.0001,0.2013,0.3737,,0.0013,0.1154,0.0000,0.0000
-SW_30,,0.6187,0.0000,0.0000,0.0062,0.0013,,0.0041,0.0000,0.0000
-SW_60,,0.4623,0.0000,0.0006,0.5280,0.1154,0.0041,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.5275
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.5275,
+SVWP_joint,,,6.4079e-04,3.5738e-02,3.3429e-01,1.5639e-01,6.1872e-01,4.6230e-01,2.8029e-08,1.4460e-08
+DCC_joint,,6.4079e-04,,3.3869e-04,4.8424e-06,1.4255e-04,2.2416e-09,2.7661e-08,7.4034e-11,9.0778e-13
+DCC_bivariate_loop,,3.5738e-02,3.3869e-04,,1.9637e-02,2.0126e-01,4.4755e-06,6.3923e-04,5.6768e-13,8.8370e-15
+SW_cross_validated,,3.3429e-01,4.8424e-06,1.9637e-02,,3.7368e-01,6.1550e-03,5.2795e-01,5.7650e-13,3.3924e-14
+SW_15,,1.5639e-01,1.4255e-04,2.0126e-01,3.7368e-01,,1.2747e-03,1.1539e-01,1.2345e-11,1.3114e-12
+SW_30,,6.1872e-01,2.2416e-09,4.4755e-06,6.1550e-03,1.2747e-03,,4.1189e-03,2.0194e-15,3.7639e-17
+SW_60,,4.6230e-01,2.7661e-08,6.3923e-04,5.2795e-01,1.1539e-01,4.1189e-03,,8.4673e-16,1.3321e-18
+SW_120,,2.8029e-08,7.4034e-11,5.6768e-13,5.7650e-13,1.2345e-11,2.0194e-15,8.4673e-16,,5.2753e-01
+sFC,,1.4460e-08,9.0778e-13,8.8370e-15,3.3924e-14,1.3114e-12,3.7639e-17,1.3321e-18,5.2753e-01,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/checkerboard_between_method_performance_T.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/checkerboard_between_method_performance_T.csv
deleted file mode 100644
index 96932efb..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/checkerboard_between_method_performance_T.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,4.12,2.27,1.00,1.48,-0.50,0.75,9.28,9.69
-DCC_joint,,4.12,,-4.41,-6.42,-4.80,-10.93,-9.28,13.50,17.55
-DCC_bivariate_loop,,2.27,-4.41,,-2.56,-1.33,-6.46,-4.12,18.04,22.95
-SW_cross_validated,,1.00,-6.42,-2.56,,0.91,-3.10,-0.64,18.02,21.24
-SW_15,,1.48,-4.80,-1.33,0.91,,-3.81,-1.65,15.04,17.17
-SW_30,,-0.50,-10.93,-6.46,-3.10,-3.81,,3.28,24.97,31.31
-SW_60,,0.75,-9.28,-4.12,-0.64,-1.65,3.28,,26.24,37.80
-SW_120,,9.28,13.50,18.04,18.02,15.04,24.97,26.24,,0.64
-sFC,,9.69,17.55,22.95,21.24,17.17,31.31,37.80,0.64,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/checkerboard_between_method_performance_cohen_d.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/checkerboard_between_method_performance_cohen_d.csv
deleted file mode 100644
index 28d0d45d..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/checkerboard_between_method_performance_cohen_d.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,1.84,1.02,0.45,0.66,0.22,0.34,4.15,4.33
-DCC_joint,,1.84,,1.97,2.87,2.15,4.89,4.15,6.04,7.85
-DCC_bivariate_loop,,1.02,1.97,,1.15,0.59,2.89,1.84,8.07,10.26
-SW_cross_validated,,0.45,2.87,1.15,,0.41,1.39,0.29,8.06,9.50
-SW_15,,0.66,2.15,0.59,0.41,,1.71,0.74,6.73,7.68
-SW_30,,0.22,4.89,2.89,1.39,1.71,,1.47,11.17,14.00
-SW_60,,0.34,4.15,1.84,0.29,0.74,1.47,,11.74,16.90
-SW_120,,4.15,6.04,8.07,8.06,6.73,11.17,11.74,,0.29
-sFC,,4.33,7.85,10.26,9.50,7.68,14.00,16.90,0.29,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/checkerboard_between_method_performance_ptests.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/checkerboard_between_method_performance_ptests.csv
deleted file mode 100644
index 00a066b5..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/checkerboard_between_method_performance_ptests.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
-SVWP_joint,nan,-,0.023,1.,1.,1.,1.,1.,0.0000,0.0000
-DCC_joint,nan,-4.1233,-,0.0122,0.0002,0.0051,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,nan,-2.2724,4.4089,-,0.7069,1.,0.0002,0.0230,0.0000,0.0000
-SW_cross_validated,nan,-0.9952,6.4181,2.5611,-,1.,0.2216,1.,0.0000,0.0000
-SW_15,nan,-1.4819,4.8027,1.3265,-0.9123,-,0.0459,1.,0.0000,0.0000
-SW_30,nan,0.5027,10.9279,6.4576,3.1018,3.8127,-,0.1483,0.0000,0.0000
-SW_60,nan,-0.7544,9.2841,4.1226,0.6436,1.6544,-3.2846,-,0.0000,0.0000
-SW_120,nan,-9.2754,-13.5009,-18.0386,-18.0224,-15.0388,-24.9742,-26.2428,-,1.
-sFC,nan,-9.6895,-17.5496,-22.9517,-21.2432,-17.1748,-31.3109,-37.7993,-0.6443,-
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/checkerboard_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/checkerboard_between_method_performance_pvals.csv
deleted file mode 100644
index cd58bad1..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/checkerboard_between_method_performance_pvals.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0006,0.0356,0.3329,0.1557,0.6213,0.4604,0.0000,0.0000
-DCC_joint,,0.0006,,0.0003,0.0000,0.0001,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0356,0.0003,,0.0196,0.2013,0.0000,0.0006,0.0000,0.0000
-SW_cross_validated,,0.3329,0.0000,0.0196,,0.3737,0.0062,0.5280,0.0000,0.0000
-SW_15,,0.1557,0.0001,0.2013,0.3737,,0.0013,0.1154,0.0000,0.0000
-SW_30,,0.6213,0.0000,0.0000,0.0062,0.0013,,0.0041,0.0000,0.0000
-SW_60,,0.4604,0.0000,0.0006,0.5280,0.1154,0.0041,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.5275
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.5275,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index 6490fc79..e4fb5e6a 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.4417,0.8495,0.1007,0.0000,0.0000,0.0000,0.0057,0.3021
-DCC_joint,,0.4417,,0.4307,0.0249,0.0000,0.0000,0.0000,0.0019,0.7371
-DCC_bivariate_loop,,0.8495,0.4307,,0.2343,0.0000,0.0000,0.0001,0.0160,0.3136
-SW_cross_validated,,0.1007,0.0249,0.2343,,0.0000,0.0000,0.0006,0.0861,0.0183
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0001,,0.0005,0.0002,0.0000
-SW_60,,0.0000,0.0000,0.0001,0.0006,0.0000,0.0005,,0.1936,0.0000
-SW_120,,0.0057,0.0019,0.0160,0.0861,0.0000,0.0002,0.1936,,0.0015
-sFC,,0.3021,0.7371,0.3136,0.0183,0.0000,0.0000,0.0000,0.0015,
+SVWP_joint,,,4.4167e-01,8.4952e-01,1.0070e-01,1.3507e-10,2.2658e-09,7.1483e-06,5.7169e-03,3.0212e-01
+DCC_joint,,4.4167e-01,,4.3071e-01,2.4924e-02,7.0765e-11,7.7152e-10,1.6994e-06,1.8514e-03,7.3706e-01
+DCC_bivariate_loop,,8.4952e-01,4.3071e-01,,2.3431e-01,8.6473e-10,5.8020e-08,1.0263e-04,1.5984e-02,3.1359e-01
+SW_cross_validated,,1.0070e-01,2.4924e-02,2.3431e-01,,1.2503e-09,1.0430e-07,5.7124e-04,8.6147e-02,1.8278e-02
+SW_15,,1.3507e-10,7.0765e-11,8.6473e-10,1.2503e-09,,8.1119e-05,1.7774e-07,2.0516e-07,9.0183e-11
+SW_30,,2.2658e-09,7.7152e-10,5.8020e-08,1.0430e-07,8.1119e-05,,5.2475e-04,2.1961e-04,1.3475e-09
+SW_60,,7.1483e-06,1.6994e-06,1.0263e-04,5.7124e-04,1.7774e-07,5.2475e-04,,1.9358e-01,2.1470e-06
+SW_120,,5.7169e-03,1.8514e-03,1.5984e-02,8.6147e-02,2.0516e-07,2.1961e-04,1.9358e-01,,1.4800e-03
+sFC,,3.0212e-01,7.3706e-01,3.1359e-01,1.8278e-02,9.0183e-11,1.3475e-09,2.1470e-06,1.4800e-03,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index 5416ce65..314f87de 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0146,0.0115,0.0001,0.0000,0.0000,0.0000,0.0000,0.0116
-DCC_joint,,0.0146,,0.9550,0.0368,0.0000,0.0000,0.0000,0.0007,0.9806
-DCC_bivariate_loop,,0.0115,0.9550,,0.0391,0.0000,0.0000,0.0000,0.0007,0.9337
-SW_cross_validated,,0.0001,0.0368,0.0391,,0.0000,0.0000,0.0030,0.1958,0.0305
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0030,0.0000,0.0000,,0.0237,0.0000
-SW_120,,0.0000,0.0007,0.0007,0.1958,0.0000,0.0000,0.0237,,0.0004
-sFC,,0.0116,0.9806,0.9337,0.0305,0.0000,0.0000,0.0000,0.0004,
+SVWP_joint,,,1.4617e-02,1.1512e-02,8.2694e-05,3.6760e-15,1.4505e-14,2.9944e-10,2.2274e-07,1.1643e-02
+DCC_joint,,1.4617e-02,,9.5495e-01,3.6791e-02,6.3096e-13,7.3255e-11,2.6593e-06,6.8815e-04,9.8063e-01
+DCC_bivariate_loop,,1.1512e-02,9.5495e-01,,3.9101e-02,5.3992e-13,5.8184e-11,2.4226e-06,6.9629e-04,9.3374e-01
+SW_cross_validated,,8.2694e-05,3.6791e-02,3.9101e-02,,2.6319e-11,2.4940e-08,2.9876e-03,1.9577e-01,3.0506e-02
+SW_15,,3.6760e-15,6.3096e-13,5.3992e-13,2.6319e-11,,2.7993e-08,1.1290e-11,8.0014e-12,3.2631e-13
+SW_30,,1.4505e-14,7.3255e-11,5.8184e-11,2.4940e-08,2.7993e-08,,2.2206e-08,7.3189e-09,2.6582e-11
+SW_60,,2.9944e-10,2.6593e-06,2.4226e-06,2.9876e-03,1.1290e-11,2.2206e-08,,2.3749e-02,1.2434e-06
+SW_120,,2.2274e-07,6.8815e-04,6.9629e-04,1.9577e-01,8.0014e-12,7.3189e-09,2.3749e-02,,4.3910e-04
+sFC,,1.1643e-02,9.8063e-01,9.3374e-01,3.0506e-02,3.2631e-13,2.6582e-11,1.2434e-06,4.3910e-04,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index c4f1e1dd..5a20de7e 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0207,0.0000,0.0018,0.0083,0.0000,0.0000
-DCC_joint,,0.0000,,0.9383,0.0000,0.9321,0.0016,0.0000,0.0919,0.0000
-DCC_bivariate_loop,,0.0000,0.9383,,0.0000,0.9804,0.0014,0.0000,0.0918,0.0000
-SW_cross_validated,,0.0207,0.0000,0.0000,,0.0003,0.2120,0.8706,0.0007,0.0000
-SW_15,,0.0000,0.9321,0.9804,0.0003,,0.0056,0.0001,0.1961,0.0000
-SW_30,,0.0018,0.0016,0.0014,0.2120,0.0056,,0.2118,0.0250,0.0000
-SW_60,,0.0083,0.0000,0.0000,0.8706,0.0001,0.2118,,0.0002,0.0000
-SW_120,,0.0000,0.0919,0.0918,0.0007,0.1961,0.0250,0.0002,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.9871e-07,3.9188e-07,2.0671e-02,3.3207e-06,1.7569e-03,8.3391e-03,3.5214e-06,4.1886e-21
+DCC_joint,,4.9871e-07,,9.3831e-01,4.4264e-05,9.3208e-01,1.5601e-03,9.7280e-06,9.1941e-02,1.5521e-22
+DCC_bivariate_loop,,3.9188e-07,9.3831e-01,,3.5867e-05,9.8040e-01,1.4202e-03,6.6909e-06,9.1797e-02,3.5613e-23
+SW_cross_validated,,2.0671e-02,4.4264e-05,3.5867e-05,,2.7520e-04,2.1195e-01,8.7063e-01,6.5296e-04,9.4286e-22
+SW_15,,3.3207e-06,9.3208e-01,9.8040e-01,2.7520e-04,,5.6000e-03,1.2114e-04,1.9611e-01,4.5878e-20
+SW_30,,1.7569e-03,1.5601e-03,1.4202e-03,2.1195e-01,5.6000e-03,,2.1177e-01,2.5017e-02,4.8444e-21
+SW_60,,8.3391e-03,9.7280e-06,6.6909e-06,8.7063e-01,1.2114e-04,2.1177e-01,,1.7034e-04,6.6607e-24
+SW_120,,3.5214e-06,9.1941e-02,9.1797e-02,6.5296e-04,1.9611e-01,2.5017e-02,1.7034e-04,,5.5724e-24
+sFC,,4.1886e-21,1.5521e-22,3.5613e-23,9.4286e-22,4.5878e-20,4.8444e-21,6.6607e-24,5.5724e-24,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index 5dd1e4b5..acebbb7a 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0018,0.0000,0.0000,0.0000,0.0003,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0018,,0.0000,0.0000,0.0000,0.2145,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0007,0.6753,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0007,,0.0007,0.0000,0.0000,0.0000
-SW_30,,0.0001,0.0000,0.0000,0.6753,0.0007,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0003,0.2145,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.0966e-11,9.2238e-12,3.6711e-05,7.5085e-08,1.4861e-04,2.5364e-10,2.3684e-21,1.4911e-23
+DCC_joint,,1.0966e-11,,1.7551e-03,2.0000e-10,3.0906e-09,2.5413e-10,3.4328e-04,8.3061e-15,1.3650e-17
+DCC_bivariate_loop,,9.2238e-12,1.7551e-03,,1.8389e-10,8.7057e-09,3.6641e-10,2.1450e-01,2.7503e-19,2.1302e-22
+SW_cross_validated,,3.6711e-05,2.0000e-10,1.8389e-10,,7.2321e-04,6.7528e-01,1.9696e-08,5.4973e-23,3.5989e-26
+SW_15,,7.5085e-08,3.0906e-09,8.7057e-09,7.2321e-04,,6.7948e-04,1.6614e-06,3.2956e-23,6.4237e-27
+SW_30,,1.4861e-04,2.5413e-10,3.6641e-10,6.7528e-01,6.7948e-04,,2.6223e-08,4.2581e-22,7.1079e-25
+SW_60,,2.5364e-10,3.4328e-04,2.1450e-01,1.9696e-08,1.6614e-06,2.6223e-08,,3.5379e-18,7.2876e-21
+SW_120,,2.3684e-21,8.3061e-15,2.7503e-19,5.4973e-23,3.2956e-23,4.2581e-22,3.5379e-18,,1.4735e-15
+sFC,,1.4911e-23,1.3650e-17,2.1302e-22,3.5989e-26,6.4237e-27,7.1079e-25,7.2876e-21,1.4735e-15,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index c0c22abf..0fa0d758 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0075,0.0175,0.2286,0.0005,0.8724,0.2659,0.0024,0.1830
-DCC_joint,,0.0075,,0.2498,0.0098,0.0001,0.4871,0.5399,0.0000,0.0475
-DCC_bivariate_loop,,0.0175,0.2498,,0.0076,0.0001,0.2341,0.1824,0.0002,0.0546
-SW_cross_validated,,0.2286,0.0098,0.0076,,0.0021,0.4395,0.0758,0.0998,0.0578
-SW_15,,0.0005,0.0001,0.0001,0.0021,,0.0018,0.0003,0.0131,0.0002
-SW_30,,0.8724,0.4871,0.2341,0.4395,0.0018,,0.7071,0.0681,0.8237
-SW_60,,0.2659,0.5399,0.1824,0.0758,0.0003,0.7071,,0.0014,0.6949
-SW_120,,0.0024,0.0000,0.0002,0.0998,0.0131,0.0681,0.0014,,0.0003
-sFC,,0.1830,0.0475,0.0546,0.0578,0.0002,0.8237,0.6949,0.0003,
+SVWP_joint,,,7.4755e-03,1.7455e-02,2.2857e-01,4.7445e-04,8.7243e-01,2.6585e-01,2.4393e-03,1.8295e-01
+DCC_joint,,7.4755e-03,,2.4978e-01,9.7859e-03,1.1772e-04,4.8711e-01,5.3988e-01,4.8591e-05,4.7524e-02
+DCC_bivariate_loop,,1.7455e-02,2.4978e-01,,7.6371e-03,8.4091e-05,2.3407e-01,1.8245e-01,1.6428e-04,5.4636e-02
+SW_cross_validated,,2.2857e-01,9.7859e-03,7.6371e-03,,2.1333e-03,4.3947e-01,7.5790e-02,9.9846e-02,5.7796e-02
+SW_15,,4.7445e-04,1.1772e-04,8.4091e-05,2.1333e-03,,1.8294e-03,2.7325e-04,1.3070e-02,2.4235e-04
+SW_30,,8.7243e-01,4.8711e-01,2.3407e-01,4.3947e-01,1.8294e-03,,7.0711e-01,6.8091e-02,8.2374e-01
+SW_60,,2.6585e-01,5.3988e-01,1.8245e-01,7.5790e-02,2.7325e-04,7.0711e-01,,1.3590e-03,6.9487e-01
+SW_120,,2.4393e-03,4.8591e-05,1.6428e-04,9.9846e-02,1.3070e-02,6.8091e-02,1.3590e-03,,3.1437e-04
+sFC,,1.8295e-01,4.7524e-02,5.4636e-02,5.7796e-02,2.4235e-04,8.2374e-01,6.9487e-01,3.1437e-04,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index 7f9f17f3..a71059e3 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0004,0.0000,0.0039,0.4365,0.0033,0.1702,0.0000,0.0000
-DCC_joint,,0.0004,,0.2821,0.0000,0.0001,0.0000,0.0000,0.7065,0.0000
-DCC_bivariate_loop,,0.0000,0.2821,,0.0000,0.0000,0.0000,0.0000,0.0740,0.0000
-SW_cross_validated,,0.0039,0.0000,0.0000,,0.0415,0.9328,0.0192,0.0000,0.0000
-SW_15,,0.4365,0.0001,0.0000,0.0415,,0.0362,0.7330,0.0000,0.0000
-SW_30,,0.0033,0.0000,0.0000,0.9328,0.0362,,0.0159,0.0000,0.0000
-SW_60,,0.1702,0.0000,0.0000,0.0192,0.7330,0.0159,,0.0000,0.0000
-SW_120,,0.0000,0.7065,0.0740,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.7335e-04,1.4059e-05,3.9057e-03,4.3651e-01,3.3404e-03,1.7020e-01,5.7576e-06,2.9382e-26
+DCC_joint,,3.7335e-04,,2.8214e-01,1.5803e-06,1.4514e-04,1.4391e-06,1.5537e-05,7.0650e-01,2.8539e-22
+DCC_bivariate_loop,,1.4059e-05,2.8214e-01,,7.1267e-08,6.7127e-06,6.5732e-08,4.5004e-07,7.4041e-02,1.4983e-22
+SW_cross_validated,,3.9057e-03,1.5803e-06,7.1267e-08,,4.1509e-02,9.3280e-01,1.9165e-02,1.8114e-09,1.3507e-27
+SW_15,,4.3651e-01,1.4514e-04,6.7127e-06,4.1509e-02,,3.6220e-02,7.3303e-01,3.3078e-06,2.9229e-25
+SW_30,,3.3404e-03,1.4391e-06,6.5732e-08,9.3280e-01,3.6220e-02,,1.5898e-02,1.6798e-09,1.4761e-27
+SW_60,,1.7020e-01,1.5537e-05,4.5004e-07,1.9165e-02,7.3303e-01,1.5898e-02,,3.5893e-09,3.8015e-30
+SW_120,,5.7576e-06,7.0650e-01,7.4041e-02,1.8114e-09,3.3078e-06,1.6798e-09,3.5893e-09,,2.6477e-29
+sFC,,2.9382e-26,2.8539e-22,1.4983e-22,1.3507e-27,2.9229e-25,1.4761e-27,3.8015e-30,2.6477e-29,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 389e9459..fc87753f 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0037,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.5212,0.0000,0.0000,0.9024,0.0000,0.0009
-DCC_bivariate_loop,,0.0037,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.5212,0.0000,,0.0000,0.0000,0.7217,0.0000,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.1265,0.0000
-SW_60,,0.0000,0.9024,0.0000,0.7217,0.0000,0.0000,,0.0000,0.0125
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1265,0.0000,,0.0000
-sFC,,0.0000,0.0009,0.0000,0.0001,0.0000,0.0000,0.0125,0.0000,
+SVWP_joint,,,2.2373e-07,3.7070e-03,3.5810e-07,1.5011e-14,2.2376e-10,7.0309e-07,8.0166e-10,1.1706e-08
+DCC_joint,,2.2373e-07,,2.7755e-07,5.2125e-01,4.1443e-16,2.5190e-08,9.0243e-01,5.2543e-07,9.4554e-04
+DCC_bivariate_loop,,3.7070e-03,2.7755e-07,,6.0629e-07,8.0604e-17,1.8389e-11,4.8942e-06,1.0387e-10,6.1513e-10
+SW_cross_validated,,3.5810e-07,5.2125e-01,6.0629e-07,,2.5044e-16,9.6990e-09,7.2168e-01,1.8009e-07,1.1721e-04
+SW_15,,1.5011e-14,4.1443e-16,8.0604e-17,2.5044e-16,,1.0098e-11,1.1915e-14,1.5895e-12,2.0627e-16
+SW_30,,2.2376e-10,2.5190e-08,1.8389e-11,9.6990e-09,1.0098e-11,,3.5431e-07,1.2646e-01,3.0564e-07
+SW_60,,7.0309e-07,9.0243e-01,4.8942e-06,7.2168e-01,1.1915e-14,3.5431e-07,,5.9380e-06,1.2542e-02
+SW_120,,8.0166e-10,5.2543e-07,1.0387e-10,1.8009e-07,1.5895e-12,1.2646e-01,5.9380e-06,,1.5353e-05
+sFC,,1.1706e-08,9.4554e-04,6.1513e-10,1.1721e-04,2.0627e-16,3.0564e-07,1.2542e-02,1.5353e-05,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_T.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_T.csv
deleted file mode 100644
index 4406413e..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_T.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,8.05,3.34,7.79,22.26,12.62,7.42,11.66,9.82
-DCC_joint,,8.05,,-7.93,-0.65,27.33,9.34,-0.12,7.58,3.95
-DCC_bivariate_loop,,3.34,-7.93,,7.50,29.99,14.68,6.41,13.23,11.85
-SW_cross_validated,,7.79,-0.65,7.50,,28.12,9.95,0.36,8.17,4.89
-SW_15,,22.26,27.33,29.99,28.12,,-15.22,-22.56,-16.98,-28.44
-SW_30,,12.62,9.34,14.68,9.95,-15.22,,-7.79,-1.60,-7.88
-SW_60,,7.42,-0.12,6.41,0.36,-22.56,-7.79,,6.32,2.77
-SW_120,,11.66,7.58,13.23,8.17,-16.98,-1.60,6.32,,-5.85
-sFC,,9.82,3.95,11.85,4.89,-28.44,-7.88,2.77,-5.85,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
deleted file mode 100644
index 62f4501c..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,3.60,1.49,3.48,9.95,5.64,3.32,5.21,4.39
-DCC_joint,,3.60,,3.55,0.29,12.22,4.18,0.06,3.39,1.77
-DCC_bivariate_loop,,1.49,3.55,,3.35,13.41,6.57,2.87,5.91,5.30
-SW_cross_validated,,3.48,0.29,3.35,,12.58,4.45,0.16,3.66,2.19
-SW_15,,9.95,12.22,13.41,12.58,,6.81,10.09,7.59,12.72
-SW_30,,5.64,4.18,6.57,4.45,6.81,,3.49,0.72,3.52
-SW_60,,3.32,0.06,2.87,0.16,10.09,3.49,,2.82,1.24
-SW_120,,5.21,3.39,5.91,3.66,7.59,0.72,2.82,,2.62
-sFC,,4.39,1.77,5.30,2.19,12.72,3.52,1.24,2.62,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_ptests.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
deleted file mode 100644
index 40dc4a36..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
-SVWP_joint,nan,-,0.0000,0.1322,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,nan,-8.0524,-,0.0000,1.,0.0000,0.0000,1.,0.0000,0.0340
-DCC_bivariate_loop,nan,-3.3366,7.9303,-,0.0000,0.0000,0.0000,0.0002,0.0000,0.0000
-SW_cross_validated,nan,-7.7899,0.6542,-7.5004,-,0.0000,0.0000,1.,0.0000,0.0042
-SW_15,nan,-22.2564,-27.3312,-29.9908,-28.1243,-,0.0000,0.0000,0.0000,0.0000
-SW_30,nan,-12.617,-9.342,-14.6844,-9.9465,15.2202,-,0.0000,1.,0.0000
-SW_60,nan,-7.4222,0.1243,-6.4127,-0.3618,22.5614,7.7945,-,0.0002,0.4515
-SW_120,nan,-11.6579,-7.5782,-13.2256,-8.1742,16.9816,1.6024,-6.3161,-,0.0006
-sFC,nan,-9.8248,-3.9468,-11.8531,-4.8925,28.4357,7.8765,-2.773,5.8498,-
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
deleted file mode 100644
index 389e9459..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0037,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.5212,0.0000,0.0000,0.9024,0.0000,0.0009
-DCC_bivariate_loop,,0.0037,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.5212,0.0000,,0.0000,0.0000,0.7217,0.0000,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.1265,0.0000
-SW_60,,0.0000,0.9024,0.0000,0.7217,0.0000,0.0000,,0.0000,0.0125
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1265,0.0000,,0.0000
-sFC,,0.0000,0.0009,0.0000,0.0001,0.0000,0.0000,0.0125,0.0000,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index e70ae2a7..877c444f 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0094,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,0.0157
-DCC_joint,,0.0094,,0.1404,0.0000,0.0000,0.0000,0.0000,0.0000,0.8913
-DCC_bivariate_loop,,0.0002,0.1404,,0.0012,0.0000,0.0000,0.0000,0.0001,0.1194
-SW_cross_validated,,0.0000,0.0000,0.0012,,0.0000,0.0000,0.0000,0.0244,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0197,0.0000
-SW_120,,0.0000,0.0000,0.0001,0.0244,0.0000,0.0000,0.0197,,0.0000
-sFC,,0.0157,0.8913,0.1194,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.3958e-03,2.1042e-04,5.8189e-08,3.7522e-19,4.4131e-16,3.4089e-11,1.7210e-07,1.5709e-02
+DCC_joint,,9.3958e-03,,1.4038e-01,4.5350e-05,4.9441e-18,1.3504e-14,2.0822e-09,1.2692e-05,8.9135e-01
+DCC_bivariate_loop,,2.1042e-04,1.4038e-01,,1.1873e-03,5.3630e-18,2.4639e-14,1.1262e-08,1.1046e-04,1.1944e-01
+SW_cross_validated,,5.8189e-08,4.5350e-05,1.1873e-03,,9.7502e-18,1.9536e-13,1.7529e-06,2.4374e-02,4.9926e-05
+SW_15,,3.7522e-19,4.9441e-18,5.3630e-18,9.7502e-18,,1.9979e-12,7.4182e-14,7.2952e-13,9.6295e-18
+SW_30,,4.4131e-16,1.3504e-14,2.4639e-14,1.9536e-13,1.9979e-12,,1.7322e-07,5.5325e-08,2.5181e-14
+SW_60,,3.4089e-11,2.0822e-09,1.1262e-08,1.7529e-06,7.4182e-14,1.7322e-07,,1.9667e-02,2.6840e-09
+SW_120,,1.7210e-07,1.2692e-05,1.1046e-04,2.4374e-02,7.2952e-13,5.5325e-08,1.9667e-02,,1.2659e-05
+sFC,,1.5709e-02,8.9135e-01,1.1944e-01,4.9926e-05,9.6295e-18,2.5181e-14,2.6840e-09,1.2659e-05,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 74a39c28..cf1b401e 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0717,0.0066,0.0000,0.0000,0.0000,0.0000,0.0000,0.0849
-DCC_joint,,0.0717,,0.1198,0.0000,0.0000,0.0000,0.0000,0.0000,0.8653
-DCC_bivariate_loop,,0.0066,0.1198,,0.0018,0.0000,0.0000,0.0000,0.0000,0.0844
-SW_cross_validated,,0.0000,0.0000,0.0018,,0.0000,0.0000,0.0000,0.0122,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0122,0.0000,0.0000,0.0001,,0.0000
-sFC,,0.0849,0.8653,0.0844,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.1659e-02,6.5796e-03,4.0702e-06,1.8832e-16,2.3172e-13,3.3458e-10,7.5407e-08,8.4889e-02
+DCC_joint,,7.1659e-02,,1.1983e-01,9.4837e-06,2.8002e-18,5.4057e-15,2.9639e-11,3.7342e-08,8.6534e-01
+DCC_bivariate_loop,,6.5796e-03,1.1983e-01,,1.7998e-03,1.0512e-16,4.2284e-13,4.8264e-09,8.4419e-06,8.4393e-02
+SW_cross_validated,,4.0702e-06,9.4837e-06,1.7998e-03,,5.8229e-17,1.1006e-12,3.5299e-07,1.2185e-02,4.2487e-06
+SW_15,,1.8832e-16,2.8002e-18,1.0512e-16,5.8229e-17,,6.4642e-12,1.2166e-15,1.2017e-16,1.2544e-18
+SW_30,,2.3172e-13,5.4057e-15,4.2284e-13,1.1006e-12,6.4642e-12,,2.9496e-09,9.0121e-12,2.1813e-15
+SW_60,,3.3458e-10,2.9639e-11,4.8264e-09,3.5299e-07,1.2166e-15,2.9496e-09,,6.3085e-05,1.1529e-11
+SW_120,,7.5407e-08,3.7342e-08,8.4419e-06,1.2185e-02,1.2017e-16,9.0121e-12,6.3085e-05,,1.5301e-08
+sFC,,8.4889e-02,8.6534e-01,8.4393e-02,4.2487e-06,1.2544e-18,2.1813e-15,1.1529e-11,1.5301e-08,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 24cf612b..3f22545c 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0006,0.0000,0.7894,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0006,0.0000,,0.0000,0.0004,0.2804,0.0259,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.7894,0.0000,0.0004,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.2804,0.0000,0.0000,,0.0532,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0259,0.0000,0.0000,0.0532,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.8653e-12,2.5522e-05,3.5250e-08,1.0648e-15,2.6664e-12,3.0008e-09,3.0095e-08,5.8044e-18
+DCC_joint,,2.8653e-12,,1.1307e-12,5.6974e-04,5.1962e-11,7.8942e-01,1.4910e-07,6.2921e-09,3.4635e-16
+DCC_bivariate_loop,,2.5522e-05,1.1307e-12,,7.2002e-06,3.6810e-17,1.1464e-12,1.1309e-07,9.7172e-06,4.0699e-22
+SW_cross_validated,,3.5250e-08,5.6974e-04,7.2002e-06,,1.0185e-10,4.0828e-04,2.8036e-01,2.5930e-02,1.9408e-13
+SW_15,,1.0648e-15,5.1962e-11,3.6810e-17,1.0185e-10,,8.9230e-11,2.1416e-14,5.7361e-15,1.0012e-06
+SW_30,,2.6664e-12,7.8942e-01,1.1464e-12,4.0828e-04,8.9230e-11,,1.1541e-07,5.2634e-09,7.1420e-16
+SW_60,,3.0008e-09,1.4910e-07,1.1309e-07,2.8036e-01,2.1416e-14,1.1541e-07,,5.3225e-02,5.8274e-19
+SW_120,,3.0095e-08,6.2921e-09,9.7172e-06,2.5930e-02,5.7361e-15,5.2634e-09,5.3225e-02,,2.5149e-19
+sFC,,5.8044e-18,3.4635e-16,4.0699e-22,1.9408e-13,1.0012e-06,7.1420e-16,5.8274e-19,2.5149e-19,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index a4e25853..29fdc399 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0002,0.0000,0.0001,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0004,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0002,0.0000,,0.0000,0.6627,0.0389,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.3887,0.0018
-SW_30,,0.0000,0.0001,0.0000,0.6627,0.0000,,0.0089,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0004,0.0389,0.0000,0.0089,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.3887,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0018,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.6546e-16,2.2746e-08,1.7514e-11,8.3820e-17,1.2943e-12,5.0327e-11,5.0461e-19,4.1363e-21
+DCC_joint,,1.6546e-16,,3.1883e-11,1.6561e-04,3.5678e-06,1.4264e-04,1.2975e-07,1.5749e-07,2.3046e-12
+DCC_bivariate_loop,,2.2746e-08,3.1883e-11,,6.8747e-06,7.0856e-13,7.3105e-07,3.7290e-04,2.9372e-14,2.8532e-16
+SW_cross_validated,,1.7514e-11,1.6561e-04,6.8747e-06,,4.1992e-08,6.6272e-01,3.8872e-02,1.0875e-08,4.4208e-11
+SW_15,,8.3820e-17,3.5678e-06,7.0856e-13,4.1992e-08,,1.9852e-08,2.2343e-10,3.8873e-01,1.7535e-03
+SW_30,,1.2943e-12,1.4264e-04,7.3105e-07,6.6272e-01,1.9852e-08,,8.9167e-03,2.6919e-09,5.4206e-12
+SW_60,,5.0327e-11,1.2975e-07,3.7290e-04,3.8872e-02,2.2343e-10,8.9167e-03,,1.9369e-11,9.8913e-14
+SW_120,,5.0461e-19,1.5749e-07,2.9372e-14,1.0875e-08,3.8873e-01,2.6919e-09,1.9369e-11,,3.7016e-08
+sFC,,4.1363e-21,2.3046e-12,2.8532e-16,4.4208e-11,1.7535e-03,5.4206e-12,9.8913e-14,3.7016e-08,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index b82c68e5..0229e2cb 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0766,0.0652,0.0000,0.0000,0.0000,0.0000,0.0000,0.1130
-DCC_joint,,0.0766,,0.9418,0.0004,0.0000,0.0000,0.0000,0.0001,0.6376
-DCC_bivariate_loop,,0.0652,0.9418,,0.0004,0.0000,0.0000,0.0000,0.0001,0.5799
-SW_cross_validated,,0.0000,0.0004,0.0004,,0.0000,0.0000,0.0000,0.0164,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.2897,0.0000
-SW_120,,0.0000,0.0001,0.0001,0.0164,0.0000,0.0000,0.2897,,0.0001
-sFC,,0.1130,0.6376,0.5799,0.0001,0.0000,0.0000,0.0000,0.0001,
+SVWP_joint,,,7.6630e-02,6.5190e-02,4.9904e-06,7.8895e-20,2.5462e-17,2.1730e-11,1.5166e-05,1.1296e-01
+DCC_joint,,7.6630e-02,,9.4179e-01,3.8678e-04,1.0644e-18,1.5470e-15,7.1217e-10,1.0010e-04,6.3757e-01
+DCC_bivariate_loop,,6.5190e-02,9.4179e-01,,4.4553e-04,1.0914e-18,1.6217e-15,7.7406e-10,1.0758e-04,5.7989e-01
+SW_cross_validated,,4.9904e-06,3.8678e-04,4.4553e-04,,6.6753e-17,1.3302e-12,2.6758e-06,1.6434e-02,5.9884e-05
+SW_15,,7.8895e-20,1.0644e-18,1.0914e-18,6.6753e-17,,3.2274e-13,7.1361e-15,5.4692e-11,1.3407e-19
+SW_30,,2.5462e-17,1.5470e-15,1.6217e-15,1.3302e-12,3.2274e-13,,3.9564e-08,2.6109e-05,6.4745e-17
+SW_60,,2.1730e-11,7.1217e-10,7.7406e-10,2.6758e-06,7.1361e-15,3.9564e-08,,2.8965e-01,9.0255e-11
+SW_120,,1.5166e-05,1.0010e-04,1.0758e-04,1.6434e-02,5.4692e-11,2.6109e-05,2.8965e-01,,5.0570e-05
+sFC,,1.1296e-01,6.3757e-01,5.7989e-01,5.9884e-05,1.3407e-19,6.4745e-17,9.0255e-11,5.0570e-05,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 54d9fd48..c46b7bd0 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0017,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0001,0.0000,,0.0000,0.0000,0.0000,0.0007,0.0059,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0125,0.0405,0.0015,0.0000
-SW_15,,0.0000,0.0017,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0125,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0007,0.0405,0.0000,0.0000,,0.1684,0.0000
-SW_120,,0.0000,0.0000,0.0059,0.0015,0.0000,0.0000,0.1684,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.2590e-14,1.2215e-04,1.8459e-09,1.5301e-17,2.0854e-12,2.0460e-08,2.2313e-08,2.2634e-23
+DCC_joint,,1.2590e-14,,9.2118e-12,2.6665e-07,1.6535e-03,1.3564e-05,2.1632e-09,6.2296e-11,1.5145e-12
+DCC_bivariate_loop,,1.2215e-04,9.2118e-12,,1.0684e-05,2.3321e-14,1.0407e-08,6.8906e-04,5.9021e-03,3.8500e-19
+SW_cross_validated,,1.8459e-09,2.6665e-07,1.0684e-05,,3.1596e-10,1.2544e-02,4.0508e-02,1.5347e-03,1.3723e-15
+SW_15,,1.5301e-17,1.6535e-03,2.3321e-14,3.1596e-10,,2.5995e-09,2.9297e-12,4.9527e-14,1.0975e-12
+SW_30,,2.0854e-12,1.3564e-05,1.0407e-08,1.2544e-02,2.5995e-09,,3.2692e-05,4.2139e-07,4.2637e-16
+SW_60,,2.0460e-08,2.1632e-09,6.8906e-04,4.0508e-02,2.9297e-12,3.2692e-05,,1.6837e-01,1.6710e-17
+SW_120,,2.2313e-08,6.2296e-11,5.9021e-03,1.5347e-03,4.9527e-14,4.2139e-07,1.6837e-01,,7.7427e-20
+sFC,,2.2634e-23,1.5145e-12,3.8500e-19,1.3723e-15,1.0975e-12,4.2637e-16,1.6710e-17,7.7427e-20,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index bfe9a310..4d6ed9de 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0019,0.1606,0.7575,0.0076,0.9631,0.8266,0.0000,0.0000
-DCC_joint,,0.0019,,0.0001,0.0000,0.9415,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.1606,0.0001,,0.0505,0.0166,0.0375,0.0199,0.0000,0.0000
-SW_cross_validated,,0.7575,0.0000,0.0505,,0.0014,0.6961,0.8601,0.0000,0.0000
-SW_15,,0.0076,0.9415,0.0166,0.0014,,0.0012,0.0008,0.0000,0.0000
-SW_30,,0.9631,0.0000,0.0375,0.6961,0.0012,,0.7918,0.0000,0.0000
-SW_60,,0.8266,0.0000,0.0199,0.8601,0.0008,0.7918,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0227
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0227,
+SVWP_joint,,,1.9225e-03,1.6064e-01,7.5754e-01,7.5843e-03,9.6308e-01,8.2656e-01,8.4130e-08,1.6420e-08
+DCC_joint,,1.9225e-03,,1.3825e-04,8.4638e-06,9.4145e-01,2.0028e-05,1.2679e-06,5.1648e-10,9.8478e-13
+DCC_bivariate_loop,,1.6064e-01,1.3825e-04,,5.0464e-02,1.6626e-02,3.7464e-02,1.9873e-02,1.6480e-12,5.9610e-15
+SW_cross_validated,,7.5754e-01,8.4638e-06,5.0464e-02,,1.4063e-03,6.9609e-01,8.6011e-01,4.2648e-12,9.7917e-14
+SW_15,,7.5843e-03,9.4145e-01,1.6626e-02,1.4063e-03,,1.1990e-03,7.7340e-04,1.5297e-05,1.5463e-06
+SW_30,,9.6308e-01,2.0028e-05,3.7464e-02,6.9609e-01,1.1990e-03,,7.9183e-01,3.9089e-11,2.1186e-12
+SW_60,,8.2656e-01,1.2679e-06,1.9873e-02,8.6011e-01,7.7340e-04,7.9183e-01,,3.7285e-13,3.3332e-15
+SW_120,,8.4130e-08,5.1648e-10,1.6480e-12,4.2648e-12,1.5297e-05,3.9089e-11,3.7285e-13,,2.2690e-02
+sFC,,1.6420e-08,9.8478e-13,5.9610e-15,9.7917e-14,1.5463e-06,2.1186e-12,3.3332e-15,2.2690e-02,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/checkerboard_between_method_performance_T.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/checkerboard_between_method_performance_T.csv
deleted file mode 100644
index f372322e..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/checkerboard_between_method_performance_T.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,3.64,1.48,0.33,3.02,0.06,0.24,8.61,9.60
-DCC_joint,,3.64,,-4.82,-6.14,0.07,-5.72,-7.11,11.98,17.47
-DCC_bivariate_loop,,1.48,-4.82,,-2.10,2.64,-2.25,-2.56,16.95,23.48
-SW_cross_validated,,0.33,-6.14,-2.10,,3.77,-0.40,-0.18,16.02,19.98
-SW_15,,3.02,0.07,2.64,3.77,,-3.84,-4.04,5.85,7.00
-SW_30,,0.06,-5.72,-2.25,-0.40,-3.84,,0.27,14.03,16.70
-SW_60,,0.24,-7.11,-2.56,-0.18,-4.04,0.27,,18.49,24.27
-SW_120,,8.61,11.98,16.95,16.02,5.85,14.03,18.49,,2.49
-sFC,,9.60,17.47,23.48,19.98,7.00,16.70,24.27,2.49,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/checkerboard_between_method_performance_cohen_d.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/checkerboard_between_method_performance_cohen_d.csv
deleted file mode 100644
index 0442209f..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/checkerboard_between_method_performance_cohen_d.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,1.63,0.66,0.15,1.35,0.03,0.11,3.85,4.29
-DCC_joint,,1.63,,2.15,2.75,0.03,2.56,3.18,5.36,7.81
-DCC_bivariate_loop,,0.66,2.15,,0.94,1.18,1.00,1.14,7.58,10.50
-SW_cross_validated,,0.15,2.75,0.94,,1.69,0.18,0.08,7.16,8.94
-SW_15,,1.35,0.03,1.18,1.69,,1.72,1.81,2.62,3.13
-SW_30,,0.03,2.56,1.00,0.18,1.72,,0.12,6.28,7.47
-SW_60,,0.11,3.18,1.14,0.08,1.81,0.12,,8.27,10.85
-SW_120,,3.85,5.36,7.58,7.16,2.62,6.28,8.27,,1.11
-sFC,,4.29,7.81,10.50,8.94,3.13,7.47,10.85,1.11,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/checkerboard_between_method_performance_ptests.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/checkerboard_between_method_performance_ptests.csv
deleted file mode 100644
index 4904a47e..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/checkerboard_between_method_performance_ptests.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
-SVWP_joint,nan,-,0.0679,1.,1.,0.2674,1.,1.,0.0000,0.0000
-DCC_joint,nan,-3.6365,-,0.005,0.0003,1.,0.0007,0.0000,0.0000,0.0000
-DCC_bivariate_loop,nan,-1.478,4.8168,-,1.,0.5985,1.,0.7154,0.0000,0.0000
-SW_cross_validated,nan,-0.331,6.1404,2.0962,-,0.0506,1.,1.,0.0000,0.0000
-SW_15,nan,-3.0157,-0.0745,-2.6403,-3.7686,-,0.0432,0.0278,0.0006,0.0001
-SW_30,nan,-0.0644,5.7217,2.2464,0.3969,3.8402,-,1.,0.0000,0.0000
-SW_60,nan,-0.2406,7.1065,2.5554,0.1788,4.037,-0.2679,-,0.0000,0.0000
-SW_120,nan,-8.607,-11.9827,-16.9455,-16.0204,-5.8515,-14.0332,-18.487,-,0.8169
-sFC,nan,-9.5979,-17.466,-23.4755,-19.981,-7.0024,-16.6966,-24.2695,-2.4918,-
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/checkerboard_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/checkerboard_between_method_performance_pvals.csv
deleted file mode 100644
index d88846f5..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/checkerboard_between_method_performance_pvals.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0019,0.1567,0.7445,0.0074,0.9494,0.8126,0.0000,0.0000
-DCC_joint,,0.0019,,0.0001,0.0000,0.9415,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.1567,0.0001,,0.0505,0.0166,0.0375,0.0199,0.0000,0.0000
-SW_cross_validated,,0.7445,0.0000,0.0505,,0.0014,0.6961,0.8601,0.0000,0.0000
-SW_15,,0.0074,0.9415,0.0166,0.0014,,0.0012,0.0008,0.0000,0.0000
-SW_30,,0.9494,0.0000,0.0375,0.6961,0.0012,,0.7918,0.0000,0.0000
-SW_60,,0.8126,0.0000,0.0199,0.8601,0.0008,0.7918,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0227
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0227,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index d3eec59c..0f1b5236 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0047,0.0349,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_joint,,0.0047,,0.4270,0.0000,0.0000,0.0000,0.0000,0.0000,0.0825
-DCC_bivariate_loop,,0.0349,0.4270,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0208
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.1408,0.8890,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0004,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.1408,0.0000,0.0004,,0.2337,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.8890,0.0000,0.0000,0.2337,,0.0000
-sFC,,0.0001,0.0825,0.0208,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.6864e-03,3.4871e-02,2.2649e-12,4.8374e-15,1.1681e-12,2.9346e-10,1.9195e-10,9.8099e-05
+DCC_joint,,4.6864e-03,,4.2703e-01,2.8894e-14,8.0444e-16,1.0849e-13,1.4079e-11,5.4979e-12,8.2480e-02
+DCC_bivariate_loop,,3.4871e-02,4.2703e-01,,1.7974e-13,1.6171e-15,2.5774e-13,3.9362e-11,1.9413e-11,2.0804e-02
+SW_cross_validated,,2.2649e-12,2.8894e-14,1.7974e-13,,4.0866e-11,2.1298e-06,1.4075e-01,8.8905e-01,4.7630e-15
+SW_15,,4.8374e-15,8.0444e-16,1.6171e-15,4.0866e-11,,9.0578e-06,5.2605e-09,3.2610e-10,3.7168e-16
+SW_30,,1.1681e-12,1.0849e-13,2.5774e-13,2.1298e-06,9.0578e-06,,4.3215e-04,1.4357e-05,3.8859e-14
+SW_60,,2.9346e-10,1.4079e-11,3.9362e-11,1.4075e-01,5.2605e-09,4.3215e-04,,2.3366e-01,3.7832e-12
+SW_120,,1.9195e-10,5.4979e-12,1.9413e-11,8.8905e-01,3.2610e-10,1.4357e-05,2.3366e-01,,1.2118e-12
+sFC,,9.8099e-05,8.2480e-02,2.0804e-02,4.7630e-15,3.7168e-16,3.8859e-14,3.7832e-12,1.2118e-12,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index 6eefca44..e079a8b4 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0148,0.0116,0.0002,0.0000,0.0000,0.0000,0.0000,0.0117
-DCC_joint,,0.0148,,0.9521,0.0910,0.0000,0.0000,0.0000,0.0020,0.9973
-DCC_bivariate_loop,,0.0116,0.9521,,0.0981,0.0000,0.0000,0.0000,0.0021,0.9535
-SW_cross_validated,,0.0002,0.0910,0.0981,,0.0000,0.0000,0.0027,0.1324,0.0835
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0027,0.0000,0.0000,,0.0434,0.0000
-SW_120,,0.0000,0.0020,0.0021,0.1324,0.0000,0.0000,0.0434,,0.0015
-sFC,,0.0117,0.9973,0.9535,0.0835,0.0000,0.0000,0.0000,0.0015,
+SVWP_joint,,,1.4775e-02,1.1630e-02,1.6297e-04,4.4474e-14,4.0631e-13,7.5226e-09,5.5743e-07,1.1651e-02
+DCC_joint,,1.4775e-02,,9.5214e-01,9.0976e-02,8.9802e-12,1.3135e-09,2.7963e-05,2.0435e-03,9.9732e-01
+DCC_bivariate_loop,,1.1630e-02,9.5214e-01,,9.8077e-02,7.9325e-12,1.1214e-09,2.7432e-05,2.1322e-03,9.5345e-01
+SW_cross_validated,,1.6297e-04,9.0976e-02,9.8077e-02,,9.1246e-11,4.8386e-08,2.7199e-03,1.3240e-01,8.3487e-02
+SW_15,,4.4474e-14,8.9802e-12,7.9325e-12,9.1246e-11,,7.9105e-07,7.1686e-10,8.2423e-11,5.4750e-12
+SW_30,,4.0631e-13,1.3135e-09,1.1214e-09,4.8386e-08,7.9105e-07,,4.5808e-06,7.7555e-08,6.6262e-10
+SW_60,,7.5226e-09,2.7963e-05,2.7432e-05,2.7199e-03,7.1686e-10,4.5808e-06,,4.3362e-02,1.8319e-05
+SW_120,,5.5743e-07,2.0435e-03,2.1322e-03,1.3240e-01,8.2423e-11,7.7555e-08,4.3362e-02,,1.5494e-03
+sFC,,1.1651e-02,9.9732e-01,9.5345e-01,8.3487e-02,5.4750e-12,6.6262e-10,1.8319e-05,1.5494e-03,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index f701815e..f74d3eb0 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0004,0.0000,0.0000,0.0013,0.0033,0.0000
-DCC_joint,,0.0000,,0.9782,0.5015,0.0000,0.0621,0.0502,0.0244,0.0000
-DCC_bivariate_loop,,0.0000,0.9782,,0.5156,0.0000,0.0595,0.0529,0.0257,0.0000
-SW_cross_validated,,0.0004,0.5015,0.5156,,0.0000,0.0319,0.2995,0.1774,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0621,0.0595,0.0319,0.0000,,0.0018,0.0010,0.0000
-SW_60,,0.0013,0.0502,0.0529,0.2995,0.0000,0.0018,,0.6793,0.0000
-SW_120,,0.0033,0.0244,0.0257,0.1774,0.0000,0.0010,0.6793,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.9746e-05,3.1087e-05,4.1937e-04,6.2758e-10,4.5904e-06,1.2930e-03,3.2955e-03,2.3109e-20
+DCC_joint,,2.9746e-05,,9.7824e-01,5.0149e-01,1.2565e-07,6.2089e-02,5.0226e-02,2.4354e-02,2.1195e-22
+DCC_bivariate_loop,,3.1087e-05,9.7824e-01,,5.1559e-01,1.2061e-07,5.9485e-02,5.2912e-02,2.5683e-02,2.0852e-22
+SW_cross_validated,,4.1937e-04,5.0149e-01,5.1559e-01,,3.0069e-07,3.1903e-02,2.9951e-01,1.7744e-01,4.8953e-20
+SW_15,,6.2758e-10,1.2565e-07,1.2061e-07,3.0069e-07,,4.1537e-05,9.2039e-09,7.5979e-09,6.6679e-18
+SW_30,,4.5904e-06,6.2089e-02,5.9485e-02,3.1903e-02,4.1537e-05,,1.8379e-03,1.0090e-03,4.2275e-19
+SW_60,,1.2930e-03,5.0226e-02,5.2912e-02,2.9951e-01,9.2039e-09,1.8379e-03,,6.7932e-01,2.1267e-22
+SW_120,,3.2955e-03,2.4354e-02,2.5683e-02,1.7744e-01,7.5979e-09,1.0090e-03,6.7932e-01,,5.3366e-22
+sFC,,2.3109e-20,2.1195e-22,2.0852e-22,4.8953e-20,6.6679e-18,4.2275e-19,2.1267e-22,5.3366e-22,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index a3e50249..24807f34 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0002,0.0411,0.0000,0.0625,0.0011,0.0000,0.0000
-DCC_joint,,0.0000,,0.0027,0.0001,0.7165,0.0002,0.0037,0.0000,0.0000
-DCC_bivariate_loop,,0.0002,0.0027,,0.0246,0.0104,0.0258,0.6904,0.0000,0.0000
-SW_cross_validated,,0.0411,0.0001,0.0246,,0.0004,0.8944,0.0880,0.0000,0.0000
-SW_15,,0.0000,0.7165,0.0104,0.0004,,0.0005,0.0113,0.0000,0.0000
-SW_30,,0.0625,0.0002,0.0258,0.8944,0.0005,,0.0821,0.0000,0.0000
-SW_60,,0.0011,0.0037,0.6904,0.0880,0.0113,0.0821,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.6377e-06,2.0051e-04,4.1058e-02,1.0155e-05,6.2510e-02,1.0795e-03,9.8184e-16,1.1291e-17
+DCC_joint,,3.6377e-06,,2.7314e-03,1.2031e-04,7.1654e-01,1.5667e-04,3.6832e-03,2.6104e-14,5.1218e-17
+DCC_bivariate_loop,,2.0051e-04,2.7314e-03,,2.4566e-02,1.0411e-02,2.5759e-02,6.9041e-01,8.8427e-19,6.7724e-22
+SW_cross_validated,,4.1058e-02,1.2031e-04,2.4566e-02,,3.8921e-04,8.9445e-01,8.7966e-02,2.6470e-16,1.4650e-18
+SW_15,,1.0155e-05,7.1654e-01,1.0411e-02,3.8921e-04,,4.6794e-04,1.1259e-02,4.9242e-14,1.2229e-16
+SW_30,,6.2510e-02,1.5667e-04,2.5759e-02,8.9445e-01,4.6794e-04,,8.2125e-02,1.1816e-15,8.1156e-18
+SW_60,,1.0795e-03,3.6832e-03,6.9041e-01,8.7966e-02,1.1259e-02,8.2125e-02,,2.1686e-16,6.8592e-19
+SW_120,,9.8184e-16,2.6104e-14,8.8427e-19,2.6470e-16,4.9242e-14,1.1816e-15,2.1686e-16,,2.0035e-14
+sFC,,1.1291e-17,5.1218e-17,6.7724e-22,1.4650e-18,1.2229e-16,8.1156e-18,6.8592e-19,2.0035e-14,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index 54e821d6..066f371b 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0062,0.0146,0.0004,0.0000,0.0068,0.1480,0.0001,0.0499
-DCC_joint,,0.0062,,0.3661,0.0000,0.0000,0.0004,0.0044,0.0000,0.0994
-DCC_bivariate_loop,,0.0146,0.3661,,0.0000,0.0000,0.0004,0.0043,0.0000,0.1113
-SW_cross_validated,,0.0004,0.0000,0.0000,,0.0000,0.8946,0.0663,0.0973,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0003,0.0000
-SW_30,,0.0068,0.0004,0.0004,0.8946,0.0000,,0.1211,0.2144,0.0009
-SW_60,,0.1480,0.0044,0.0043,0.0663,0.0000,0.1211,,0.0044,0.0142
-SW_120,,0.0001,0.0000,0.0000,0.0973,0.0003,0.2144,0.0044,,0.0000
-sFC,,0.0499,0.0994,0.1113,0.0000,0.0000,0.0009,0.0142,0.0000,
+SVWP_joint,,,6.1652e-03,1.4643e-02,3.5068e-04,4.5613e-09,6.7855e-03,1.4798e-01,5.7144e-05,4.9944e-02
+DCC_joint,,6.1652e-03,,3.6613e-01,2.4093e-06,4.3250e-10,3.5381e-04,4.4303e-03,2.0307e-06,9.9363e-02
+DCC_bivariate_loop,,1.4643e-02,3.6613e-01,,1.4007e-05,1.4730e-09,3.6181e-04,4.3101e-03,4.4815e-06,1.1131e-01
+SW_cross_validated,,3.5068e-04,2.4093e-06,1.4007e-05,,2.4735e-06,8.9460e-01,6.6316e-02,9.7323e-02,7.7251e-06
+SW_15,,4.5613e-09,4.3250e-10,1.4730e-09,2.4735e-06,,3.4712e-05,2.9412e-07,2.7757e-04,7.0565e-10
+SW_30,,6.7855e-03,3.5381e-04,3.6181e-04,8.9460e-01,3.4712e-05,,1.2106e-01,2.1436e-01,8.5226e-04
+SW_60,,1.4798e-01,4.4303e-03,4.3101e-03,6.6316e-02,2.9412e-07,1.2106e-01,,4.3535e-03,1.4190e-02
+SW_120,,5.7144e-05,2.0307e-06,4.4815e-06,9.7323e-02,2.7757e-04,2.1436e-01,4.3535e-03,,4.7123e-06
+sFC,,4.9944e-02,9.9363e-02,1.1131e-01,7.7251e-06,7.0565e-10,8.5226e-04,1.4190e-02,4.7123e-06,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index dbb3e91c..34bdfbcf 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0849,0.0067,0.0703,0.0000,0.0133,0.0142,0.0000,0.0000
-DCC_joint,,0.0849,,0.2865,0.8951,0.0000,0.4851,0.5926,0.0008,0.0000
-DCC_bivariate_loop,,0.0067,0.2865,,0.3603,0.0003,0.6637,0.5023,0.0111,0.0000
-SW_cross_validated,,0.0703,0.8951,0.3603,,0.0000,0.5860,0.7078,0.0014,0.0000
-SW_15,,0.0000,0.0000,0.0003,0.0000,,0.0001,0.0000,0.0258,0.0000
-SW_30,,0.0133,0.4851,0.6637,0.5860,0.0001,,0.8226,0.0024,0.0000
-SW_60,,0.0142,0.5926,0.5023,0.7078,0.0000,0.8226,,0.0007,0.0000
-SW_120,,0.0000,0.0008,0.0111,0.0014,0.0258,0.0024,0.0007,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.4881e-02,6.7289e-03,7.0344e-02,3.0691e-07,1.3281e-02,1.4206e-02,2.5553e-06,2.7983e-24
+DCC_joint,,8.4881e-02,,2.8655e-01,8.9506e-01,2.8915e-05,4.8508e-01,5.9261e-01,7.9628e-04,1.6095e-22
+DCC_bivariate_loop,,6.7289e-03,2.8655e-01,,3.6029e-01,2.5453e-04,6.6372e-01,5.0230e-01,1.1145e-02,1.3996e-22
+SW_cross_validated,,7.0344e-02,8.9506e-01,3.6029e-01,,4.9079e-05,5.8605e-01,7.0780e-01,1.4439e-03,3.5316e-22
+SW_15,,3.0691e-07,2.8915e-05,2.5453e-04,4.9079e-05,,6.3912e-05,2.1258e-05,2.5837e-02,1.7425e-21
+SW_30,,1.3281e-02,4.8508e-01,6.6372e-01,5.8605e-01,6.3912e-05,,8.2262e-01,2.4426e-03,2.2555e-23
+SW_60,,1.4206e-02,5.9261e-01,5.0230e-01,7.0780e-01,2.1258e-05,8.2262e-01,,6.9023e-04,1.6569e-24
+SW_120,,2.5553e-06,7.9628e-04,1.1145e-02,1.4439e-03,2.5837e-02,2.4426e-03,6.9023e-04,,1.0494e-24
+sFC,,2.7983e-24,1.6095e-22,1.3996e-22,3.5316e-22,1.7425e-21,2.2555e-23,1.6569e-24,1.0494e-24,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index db48e5fb..19b346be 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0115,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0001,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0020
-DCC_bivariate_loop,,0.0115,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.8217,0.0006,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0003,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.8217,0.0000,0.0000,,0.0020,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0006,0.0000,0.0003,0.0020,,0.0000
-sFC,,0.0000,0.0020,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.1932e-05,1.1550e-02,1.7722e-10,1.0702e-16,1.2788e-13,2.7695e-09,7.0037e-10,9.1858e-08
+DCC_joint,,6.1932e-05,,9.1426e-08,2.0152e-08,2.2096e-16,8.0456e-13,7.2999e-07,3.5681e-08,1.9736e-03
+DCC_bivariate_loop,,1.1550e-02,9.1426e-08,,2.8189e-12,3.0017e-17,1.3883e-14,5.8007e-11,4.4040e-11,2.5111e-10
+SW_cross_validated,,1.7722e-10,2.0152e-08,2.8189e-12,,4.6911e-15,7.7305e-10,8.2169e-01,6.1534e-04,1.3169e-07
+SW_15,,1.0702e-16,2.2096e-16,3.0017e-17,4.6911e-15,,1.8322e-10,2.5313e-14,8.8597e-12,2.2419e-16
+SW_30,,1.2788e-13,8.0456e-13,1.3883e-14,7.7305e-10,1.8322e-10,,9.8448e-09,3.0358e-04,1.2058e-12
+SW_60,,2.7695e-09,7.2999e-07,5.8007e-11,8.2169e-01,2.5313e-14,9.8448e-09,,2.0059e-03,1.5996e-05
+SW_120,,7.0037e-10,3.5681e-08,4.4040e-11,6.1534e-04,8.8597e-12,3.0358e-04,2.0059e-03,,2.4962e-07
+sFC,,9.1858e-08,1.9736e-03,2.5111e-10,1.3169e-07,2.2419e-16,1.2058e-12,1.5996e-05,2.4962e-07,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_T.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_T.csv
deleted file mode 100644
index 91d1ef2a..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_T.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,5.19,-2.75,12.72,29.44,19.60,10.75,11.74,8.51
-DCC_joint,,5.19,,-8.57,9.48,28.32,17.67,7.40,9.13,3.62
-DCC_bivariate_loop,,-2.75,-8.57,,16.42,31.71,22.36,13.70,13.93,12.53
-SW_cross_validated,,12.72,9.48,16.42,,23.80,11.69,0.23,4.14,-8.35
-SW_15,,29.44,28.32,31.71,23.80,,-12.77,-21.60,-15.34,-28.30
-SW_30,,19.60,17.67,22.36,11.69,-12.77,,-9.94,-4.46,-17.26
-SW_60,,10.75,7.40,13.70,0.23,-21.60,-9.94,,3.61,-5.83
-SW_120,,11.74,9.13,13.93,4.14,-15.34,-4.46,3.61,,-7.99
-sFC,,8.51,3.62,12.53,-8.35,-28.30,-17.26,-5.83,-7.99,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
deleted file mode 100644
index 1dc7a653..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_cohen_d.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,2.32,1.23,5.69,13.16,8.77,4.81,5.25,3.81
-DCC_joint,,2.32,,3.83,4.24,12.67,7.90,3.31,4.08,1.62
-DCC_bivariate_loop,,1.23,3.83,,7.34,14.18,10.00,6.13,6.23,5.60
-SW_cross_validated,,5.69,4.24,7.34,,10.64,5.23,0.10,1.85,3.74
-SW_15,,13.16,12.67,14.18,10.64,,5.71,9.66,6.86,12.66
-SW_30,,8.77,7.90,10.00,5.23,5.71,,4.44,1.99,7.72
-SW_60,,4.81,3.31,6.13,0.10,9.66,4.44,,1.61,2.61
-SW_120,,5.25,4.08,6.23,1.85,6.86,1.99,1.61,,3.57
-sFC,,3.81,1.62,5.60,3.74,12.66,7.72,2.61,3.57,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_ptests.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
deleted file mode 100644
index 62e31c3d..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_ptests.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
-SVWP_joint,nan,-,0.0022,0.4729,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,nan,-5.1855,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0710
-DCC_bivariate_loop,nan,2.7513,8.5655,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,nan,-12.721,-9.481,-16.4176,-,0.0000,0.0000,1.,0.0222,0.0000
-SW_15,nan,-29.4352,-28.3249,-31.7139,-23.7997,-,0.0000,0.0000,0.0000,0.0000
-SW_30,nan,-19.6011,-17.6742,-22.3641,-11.6854,12.7744,-,0.0000,0.0109,0.0000
-SW_60,nan,-10.7479,-7.4002,-13.7022,-0.2287,21.6047,9.9368,-,0.0722,0.0006
-SW_120,nan,-11.7416,-9.1279,-13.9325,-4.1398,15.3394,4.4585,-3.6092,-,0.0000
-sFC,nan,-8.5111,-3.6165,-12.5293,8.3534,28.3015,17.2596,5.8299,7.9897,-
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
deleted file mode 100644
index 2d393622..00000000
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/checkerboard_between_method_performance_pvals.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
-VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0131,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0001,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0020
-DCC_bivariate_loop,,0.0131,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.8217,0.0006,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0003,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.8217,0.0000,0.0000,,0.0020,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0006,0.0000,0.0003,0.0020,,0.0000
-sFC,,0.0000,0.0020,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index 36b689b2..3409e266 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.9925,0.1368,0.0000,0.0000,0.0000,0.0000,0.0000,0.5659
-DCC_joint,,0.9925,,0.1508,0.0000,0.0000,0.0000,0.0000,0.0000,0.5699
-DCC_bivariate_loop,,0.1368,0.1508,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0572
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0013,0.4833,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0013,0.0000,0.0000,,0.0878,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.4833,0.0000,0.0000,0.0878,,0.0000
-sFC,,0.5659,0.5699,0.0572,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.9255e-01,1.3676e-01,3.9170e-13,3.1040e-19,4.3318e-17,1.3050e-11,1.6312e-08,5.6593e-01
+DCC_joint,,9.9255e-01,,1.5077e-01,8.0541e-13,5.0468e-19,7.9135e-17,1.7348e-11,1.9176e-08,5.6987e-01
+DCC_bivariate_loop,,1.3676e-01,1.5077e-01,,1.5280e-12,4.4953e-19,7.9877e-17,4.1471e-11,6.3480e-08,5.7196e-02
+SW_cross_validated,,3.9170e-13,8.0541e-13,1.5280e-12,,5.5857e-17,7.3899e-13,1.2712e-03,4.8332e-01,1.2042e-12
+SW_15,,3.1040e-19,5.0468e-19,4.4953e-19,5.5857e-17,,3.5607e-11,2.6636e-12,1.3757e-11,8.3868e-19
+SW_30,,4.3318e-17,7.9135e-17,7.9877e-17,7.3899e-13,3.5607e-11,,2.2413e-06,8.8480e-07,1.3760e-16
+SW_60,,1.3050e-11,1.7348e-11,4.1471e-11,1.2712e-03,2.6636e-12,2.2413e-06,,8.7844e-02,1.6222e-11
+SW_120,,1.6312e-08,1.9176e-08,6.3480e-08,4.8332e-01,1.3757e-11,8.8480e-07,8.7844e-02,,1.3954e-08
+sFC,,5.6593e-01,5.6987e-01,5.7196e-02,1.2042e-12,8.3868e-19,1.3760e-16,1.6222e-11,1.3954e-08,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index 3e837b2c..4160061e 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.8749,0.2444,0.0000,0.0000,0.0000,0.0000,0.0000,0.1669
-DCC_joint,,0.8749,,0.2739,0.0000,0.0000,0.0000,0.0000,0.0000,0.0930
-DCC_bivariate_loop,,0.2444,0.2739,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0129
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.2939,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0011,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.2939,0.0000,0.0000,0.0011,,0.0000
-sFC,,0.1669,0.0930,0.0129,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.7493e-01,2.4439e-01,1.3870e-09,1.2344e-17,1.0155e-14,9.9482e-12,6.1895e-09,1.6687e-01
+DCC_joint,,8.7493e-01,,2.7388e-01,2.7159e-10,2.7384e-18,2.1060e-15,1.8919e-12,2.2530e-09,9.3021e-02
+DCC_bivariate_loop,,2.4439e-01,2.7388e-01,,3.5322e-08,5.8115e-17,7.3759e-14,1.4188e-10,9.4635e-08,1.2939e-02
+SW_cross_validated,,1.3870e-09,2.7159e-10,3.5322e-08,,1.1076e-17,3.2623e-13,1.5648e-06,2.9395e-01,1.4878e-12
+SW_15,,1.2344e-17,2.7384e-18,5.8115e-17,1.1076e-17,,2.7240e-11,6.8271e-16,1.9722e-15,1.5623e-19
+SW_30,,1.0155e-14,2.1060e-15,7.3759e-14,3.2623e-13,2.7240e-11,,6.4931e-10,1.4757e-10,6.5760e-17
+SW_60,,9.9482e-12,1.8919e-12,1.4188e-10,1.5648e-06,6.8271e-16,6.4931e-10,,1.1408e-03,2.2593e-14
+SW_120,,6.1895e-09,2.2530e-09,9.4635e-08,2.9395e-01,1.9722e-15,1.4757e-10,1.1408e-03,,4.7374e-11
+sFC,,1.6687e-01,9.3021e-02,1.2939e-02,1.4878e-12,1.5623e-19,6.5760e-17,2.2593e-14,4.7374e-11,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index dc164127..905c4f92 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.2966,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.2010,0.0000,0.0000,0.5231,0.0066,0.0000
-DCC_bivariate_loop,,0.2966,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.2010,0.0000,,0.0000,0.0005,0.1180,0.0043,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0005,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.5231,0.0000,0.1180,0.0000,0.0000,,0.0461,0.0000
-SW_120,,0.0000,0.0066,0.0000,0.0043,0.0000,0.0000,0.0461,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.8329e-11,2.9658e-01,4.3394e-09,2.4977e-17,3.3264e-13,1.2611e-09,6.1612e-08,9.9693e-18
+DCC_joint,,6.8329e-11,,7.2379e-13,2.0099e-01,1.4893e-15,1.2236e-07,5.2311e-01,6.5836e-03,8.5747e-17
+DCC_bivariate_loop,,2.9658e-01,7.2379e-13,,1.5901e-09,2.7889e-19,1.0765e-14,9.7584e-11,1.1731e-08,1.3069e-21
+SW_cross_validated,,4.3394e-09,2.0099e-01,1.5901e-09,,2.6160e-11,5.4158e-04,1.1801e-01,4.3210e-03,4.8097e-10
+SW_15,,2.4977e-17,1.4893e-15,2.7889e-19,2.6160e-11,,5.7156e-11,2.3926e-14,1.0995e-14,6.0746e-07
+SW_30,,3.3264e-13,1.2236e-07,1.0765e-14,5.4158e-04,5.7156e-11,,4.2609e-07,2.1307e-08,1.5228e-09
+SW_60,,1.2611e-09,5.2311e-01,9.7584e-11,1.1801e-01,2.3926e-14,4.2609e-07,,4.6055e-02,2.8281e-14
+SW_120,,6.1612e-08,6.5836e-03,1.1731e-08,4.3210e-03,1.0995e-14,2.1307e-08,4.6055e-02,,1.4678e-14
+sFC,,9.9693e-18,8.5747e-17,1.3069e-21,4.8097e-10,6.0746e-07,1.5228e-09,2.8281e-14,1.4678e-14,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 28982c15..521167e6 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0299,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0372,0.0000,0.0618,0.0079,0.0000,0.0000
-DCC_bivariate_loop,,0.0299,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0372,0.0000,,0.0000,0.8786,0.0008,0.0013,0.0003
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0001
-SW_30,,0.0000,0.0618,0.0000,0.8786,0.0000,,0.0014,0.0011,0.0002
-SW_60,,0.0000,0.0079,0.0000,0.0008,0.0000,0.0014,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0013,0.0000,0.0011,0.0000,,0.1541
-sFC,,0.0000,0.0000,0.0000,0.0003,0.0001,0.0002,0.0000,0.1541,
+SVWP_joint,,,8.3913e-10,2.9902e-02,2.3372e-08,9.8071e-13,4.4712e-08,4.3675e-05,2.1686e-14,1.5056e-15
+DCC_joint,,8.3913e-10,,6.9783e-11,3.7171e-02,1.7820e-09,6.1774e-02,7.9144e-03,4.3916e-10,3.3661e-12
+DCC_bivariate_loop,,2.9902e-02,6.9783e-11,,2.3713e-09,2.9795e-13,4.3487e-09,1.2657e-06,8.3614e-15,8.6363e-16
+SW_cross_validated,,2.3372e-08,3.7171e-02,2.3713e-09,,1.9326e-06,8.7863e-01,8.1355e-04,1.3266e-03,2.8743e-04
+SW_15,,9.8071e-13,1.7820e-09,2.9795e-13,1.9326e-06,,1.7585e-06,1.3381e-09,3.5479e-05,5.9238e-05
+SW_30,,4.4712e-08,6.1774e-02,4.3487e-09,8.7863e-01,1.7585e-06,,1.3764e-03,1.0584e-03,2.4090e-04
+SW_60,,4.3675e-05,7.9144e-03,1.2657e-06,8.1355e-04,1.3381e-09,1.3764e-03,,8.3850e-09,1.3890e-09
+SW_120,,2.1686e-14,4.3916e-10,8.3614e-15,1.3266e-03,3.5479e-05,1.0584e-03,8.3850e-09,,1.5410e-01
+sFC,,1.5056e-15,3.3661e-12,8.6363e-16,2.8743e-04,5.9238e-05,2.4090e-04,1.3890e-09,1.5410e-01,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 421aa060..12794ae9 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.4432,0.3225,0.0000,0.0000,0.0000,0.0000,0.0000,0.2472
-DCC_joint,,0.4432,,0.8830,0.0000,0.0000,0.0000,0.0000,0.0000,0.1222
-DCC_bivariate_loop,,0.3225,0.8830,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0768
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0003,0.1775,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0026,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0003,0.0000,0.0000,,0.7733,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1775,0.0000,0.0026,0.7733,,0.0000
-sFC,,0.2472,0.1222,0.0768,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.4322e-01,3.2253e-01,6.0316e-15,1.0015e-21,2.0608e-16,3.9650e-12,2.1712e-05,2.4722e-01
+DCC_joint,,4.4322e-01,,8.8301e-01,1.7260e-12,2.1816e-20,1.8941e-15,2.7006e-11,3.6313e-05,1.2223e-01
+DCC_bivariate_loop,,3.2253e-01,8.8301e-01,,8.9925e-13,1.3478e-20,1.4221e-15,2.2932e-11,3.8275e-05,7.6799e-02
+SW_cross_validated,,6.0316e-15,1.7260e-12,8.9925e-13,,1.3508e-18,1.6324e-11,2.9271e-04,1.7747e-01,1.4801e-14
+SW_15,,1.0015e-21,2.1816e-20,1.3478e-20,1.3508e-18,,4.2764e-11,6.4631e-14,5.6343e-08,1.9480e-21
+SW_30,,2.0608e-16,1.8941e-15,1.4221e-15,1.6324e-11,4.2764e-11,,1.4119e-06,2.6440e-03,2.4830e-16
+SW_60,,3.9650e-12,2.7006e-11,2.2932e-11,2.9271e-04,6.4631e-14,1.4119e-06,,7.7331e-01,3.4000e-12
+SW_120,,2.1712e-05,3.6313e-05,3.8275e-05,1.7747e-01,5.6343e-08,2.6440e-03,7.7331e-01,,1.4588e-05
+sFC,,2.4722e-01,1.2223e-01,7.6799e-02,1.4801e-14,1.9480e-21,2.4830e-16,3.4000e-12,1.4588e-05,
diff --git a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 5b876539..0366f562 100644
--- a/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d4s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0709,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.2149,0.0000,0.4011,0.0001,0.0000,0.0000
-DCC_bivariate_loop,,0.0709,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.2149,0.0000,,0.0000,0.0521,0.0094,0.0013,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.1930
-SW_30,,0.0000,0.4011,0.0000,0.0521,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0001,0.0000,0.0094,0.0000,0.0000,,0.2145,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0013,0.0000,0.0000,0.2145,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.1930,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.2145e-11,7.0901e-02,3.5010e-09,4.6091e-18,2.3126e-12,1.7816e-09,3.6125e-08,1.0508e-21
+DCC_joint,,2.2145e-11,,3.2687e-11,2.1489e-01,3.5420e-10,4.0111e-01,8.2694e-05,1.0942e-05,5.4625e-12
+DCC_bivariate_loop,,7.0901e-02,3.2687e-11,,2.2451e-09,5.8843e-17,5.1046e-12,2.3744e-09,2.6159e-08,4.4577e-19
+SW_cross_validated,,3.5010e-09,2.1489e-01,2.2451e-09,,6.0470e-10,5.2118e-02,9.3646e-03,1.3198e-03,2.9457e-11
+SW_15,,4.6091e-18,3.5420e-10,5.8843e-17,6.0470e-10,,5.1064e-10,4.8978e-14,3.2672e-14,1.9300e-01
+SW_30,,2.3126e-12,4.0111e-01,5.1046e-12,5.2118e-02,5.1064e-10,,5.7639e-06,8.8598e-07,4.4749e-12
+SW_60,,1.7816e-09,8.2694e-05,2.3744e-09,9.3646e-03,4.8978e-14,5.7639e-06,,2.1445e-01,1.2082e-16
+SW_120,,3.6125e-08,1.0942e-05,2.6159e-08,1.3198e-03,3.2672e-14,8.8598e-07,2.1445e-01,,1.4512e-16
+sFC,,1.0508e-21,5.4625e-12,4.4577e-19,2.9457e-11,1.9300e-01,4.4749e-12,1.2082e-16,1.4512e-16,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/LEOO/optimal_window_lengths.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/LEOO/optimal_window_lengths.csv
new file mode 100644
index 00000000..e2c8794b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/LEOO/optimal_window_lengths.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,99,99,99,99,99,99,99,99,99,99,99
+1,99,99,99,99,99,99,99,99,99,99,99
+2,99,99,99,99,99,99,99,99,99,99,99
+3,99,99,99,99,99,99,99,99,99,99,99
+4,99,99,99,99,99,99,99,99,99,99,99
+5,99,99,99,99,99,99,99,99,99,99,99
+6,99,99,99,99,99,99,99,99,99,99,99
+7,99,99,99,99,99,99,99,99,99,99,99
+8,99,99,99,99,99,99,99,99,99,99,99
+9,99,99,99,99,99,99,99,99,99,99,99
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/correlation_RMSE_mean.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/correlation_RMSE_mean.csv
new file mode 100644
index 00000000..7237fd93
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/correlation_RMSE_mean.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.025,0.199,0.358,0.356,0.359,0.359,0.359,0.204,0.416,0.147,0.194,0.271
+DCC_bivariate_loop,0.039,0.206,0.194,0.228,0.247,0.250,0.250,0.181,0.247,0.145,0.175,0.197
+SW_cross_validated,0.120,0.111,0.149,0.300,0.421,0.413,0.348,0.241,0.182,0.150,0.137,0.234
+SW_15,0.273,0.296,0.288,0.297,0.300,0.294,0.284,0.282,0.308,0.275,0.279,0.289
+SW_30,0.197,0.230,0.227,0.218,0.219,0.207,0.201,0.214,0.236,0.212,0.218,0.216
+SW_60,0.141,0.176,0.156,0.163,0.201,0.193,0.276,0.176,0.180,0.179,0.178,0.184
+SW_120,0.138,0.152,0.145,0.222,0.336,0.419,0.437,0.228,0.172,0.160,0.154,0.233
+sFC,0.056,0.050,0.362,0.359,0.368,0.368,0.361,0.200,0.419,0.125,0.169,0.258
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/correlation_RMSE_se.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/correlation_RMSE_se.csv
new file mode 100644
index 00000000..3c1bde13
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/correlation_RMSE_se.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.008,0.010,0.002,0.001,0.002,0.002,0.002,0.004,0.003,0.012,0.010,0.005
+DCC_bivariate_loop,0.011,0.009,0.007,0.009,0.009,0.007,0.007,0.007,0.007,0.012,0.009,0.009
+SW_cross_validated,0.017,0.012,0.005,0.004,0.007,0.003,0.005,0.004,0.007,0.006,0.013,0.008
+SW_15,0.010,0.009,0.010,0.013,0.008,0.008,0.009,0.007,0.010,0.010,0.007,0.009
+SW_30,0.010,0.010,0.007,0.008,0.009,0.007,0.006,0.008,0.007,0.006,0.011,0.008
+SW_60,0.008,0.008,0.005,0.012,0.008,0.008,0.007,0.007,0.007,0.011,0.012,0.009
+SW_120,0.017,0.013,0.010,0.008,0.007,0.007,0.007,0.009,0.014,0.007,0.013,0.010
+sFC,0.018,0.012,0.002,0.001,0.003,0.003,0.002,0.002,0.004,0.008,0.007,0.006
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/correlation_RMSE_std.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/correlation_RMSE_std.csv
new file mode 100644
index 00000000..d16f2cff
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/correlation_RMSE_std.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.024,0.032,0.005,0.002,0.005,0.006,0.006,0.012,0.010,0.038,0.030,0.016
+DCC_bivariate_loop,0.034,0.028,0.023,0.028,0.029,0.023,0.024,0.023,0.021,0.037,0.027,0.027
+SW_cross_validated,0.053,0.038,0.016,0.013,0.023,0.011,0.015,0.012,0.024,0.019,0.040,0.024
+SW_15,0.031,0.028,0.031,0.040,0.027,0.025,0.027,0.021,0.030,0.031,0.022,0.028
+SW_30,0.031,0.032,0.021,0.026,0.030,0.022,0.020,0.026,0.024,0.019,0.036,0.026
+SW_60,0.025,0.026,0.016,0.039,0.027,0.024,0.021,0.022,0.023,0.036,0.038,0.027
+SW_120,0.052,0.042,0.031,0.024,0.023,0.022,0.021,0.029,0.044,0.022,0.041,0.032
+sFC,0.058,0.037,0.007,0.005,0.010,0.010,0.007,0.005,0.013,0.026,0.021,0.018
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/correlation_matrix_RMSE_mean.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/correlation_matrix_RMSE_mean.csv
new file mode 100644
index 00000000..8ab0f8f4
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/correlation_matrix_RMSE_mean.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.050,0.050,0.050,0.050,0.051,0.050,0.051,0.051,0.051,0.050,0.050,0.050
+DCC_bivariate_loop,0.062,0.062,0.062,0.062,0.062,0.062,0.063,0.062,0.062,0.062,0.061,0.062
+SW_cross_validated,0.119,0.118,0.120,0.118,0.118,0.120,0.119,0.120,0.118,0.118,0.119,0.119
+SW_15,0.273,0.272,0.272,0.272,0.272,0.272,0.272,0.273,0.272,0.273,0.272,0.272
+SW_30,0.200,0.199,0.200,0.200,0.200,0.200,0.200,0.200,0.200,0.200,0.199,0.200
+SW_60,0.163,0.164,0.165,0.163,0.163,0.165,0.163,0.164,0.163,0.164,0.163,0.164
+SW_120,0.142,0.142,0.145,0.143,0.144,0.145,0.144,0.145,0.143,0.143,0.144,0.144
+sFC,0.076,0.075,0.077,0.075,0.075,0.076,0.076,0.076,0.075,0.074,0.075,0.076
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/correlation_matrix_RMSE_se.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/correlation_matrix_RMSE_se.csv
new file mode 100644
index 00000000..4ebd4d34
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/correlation_matrix_RMSE_se.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.000,0.000,0.000,0.000,0.000,0.001,0.000,0.000,0.000,0.000,0.000,0.000
+DCC_bivariate_loop,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_cross_validated,0.001,0.000,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_15,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_30,0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.000,0.001,0.001,0.000,0.000
+SW_60,0.000,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_120,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.002,0.001,0.001,0.001
+sFC,0.001,0.000,0.001,0.001,0.001,0.000,0.001,0.001,0.001,0.000,0.001,0.001
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/correlation_matrix_RMSE_std.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/correlation_matrix_RMSE_std.csv
new file mode 100644
index 00000000..16e41b2c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/correlation_matrix_RMSE_std.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.001,0.001,0.001,0.001,0.001,0.002,0.001,0.001,0.001,0.001,0.001,0.001
+DCC_bivariate_loop,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_cross_validated,0.003,0.001,0.003,0.002,0.003,0.002,0.002,0.002,0.002,0.002,0.003,0.002
+SW_15,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_30,0.002,0.001,0.002,0.001,0.001,0.001,0.002,0.002,0.002,0.002,0.001,0.001
+SW_60,0.001,0.003,0.003,0.003,0.002,0.002,0.002,0.002,0.003,0.002,0.002,0.002
+SW_120,0.003,0.003,0.004,0.004,0.005,0.002,0.003,0.003,0.005,0.003,0.004,0.004
+sFC,0.002,0.002,0.003,0.002,0.002,0.002,0.002,0.002,0.002,0.001,0.002,0.002
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/covariance_RMSE_mean.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/covariance_RMSE_mean.csv
new file mode 100644
index 00000000..28a52039
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/covariance_RMSE_mean.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.019,0.064,0.356,0.355,0.357,0.357,0.357,0.195,0.412,0.105,0.157,0.248
+DCC_bivariate_loop,0.030,0.077,0.134,0.165,0.190,0.200,0.205,0.153,0.169,0.102,0.112,0.140
+SW_cross_validated,0.107,0.122,0.137,0.306,0.417,0.407,0.346,0.227,0.210,0.153,0.136,0.233
+SW_15,0.144,0.189,0.185,0.181,0.170,0.182,0.180,0.171,0.193,0.170,0.160,0.175
+SW_30,0.127,0.157,0.168,0.156,0.147,0.152,0.171,0.153,0.166,0.151,0.150,0.154
+SW_60,0.110,0.153,0.149,0.147,0.185,0.202,0.275,0.157,0.173,0.153,0.142,0.168
+SW_120,0.123,0.146,0.142,0.219,0.337,0.414,0.428,0.216,0.199,0.162,0.136,0.229
+sFC,0.056,0.050,0.362,0.359,0.368,0.368,0.361,0.200,0.419,0.125,0.169,0.258
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/covariance_RMSE_se.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/covariance_RMSE_se.csv
new file mode 100644
index 00000000..2e5dc4b0
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/covariance_RMSE_se.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.006,0.006,0.001,0.000,0.001,0.001,0.001,0.001,0.002,0.003,0.002,0.002
+DCC_bivariate_loop,0.008,0.007,0.006,0.003,0.007,0.005,0.007,0.006,0.007,0.003,0.006,0.006
+SW_cross_validated,0.017,0.013,0.008,0.006,0.006,0.004,0.006,0.004,0.010,0.007,0.011,0.008
+SW_15,0.006,0.009,0.007,0.006,0.007,0.009,0.006,0.005,0.006,0.006,0.008,0.007
+SW_30,0.007,0.007,0.008,0.007,0.007,0.011,0.009,0.007,0.007,0.006,0.006,0.007
+SW_60,0.007,0.008,0.009,0.010,0.012,0.006,0.006,0.005,0.014,0.010,0.010,0.009
+SW_120,0.018,0.013,0.008,0.009,0.007,0.006,0.006,0.013,0.018,0.012,0.013,0.011
+sFC,0.018,0.012,0.002,0.002,0.003,0.003,0.002,0.002,0.004,0.008,0.007,0.006
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/covariance_RMSE_std.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/covariance_RMSE_std.csv
new file mode 100644
index 00000000..2f42e7a2
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/covariance_RMSE_std.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.018,0.019,0.003,0.001,0.003,0.004,0.004,0.002,0.006,0.011,0.008,0.007
+DCC_bivariate_loop,0.025,0.023,0.020,0.009,0.022,0.015,0.023,0.018,0.023,0.011,0.018,0.019
+SW_cross_validated,0.054,0.041,0.024,0.018,0.020,0.012,0.017,0.013,0.032,0.024,0.035,0.026
+SW_15,0.019,0.029,0.023,0.019,0.023,0.027,0.020,0.016,0.020,0.020,0.024,0.022
+SW_30,0.022,0.021,0.027,0.021,0.021,0.034,0.027,0.024,0.021,0.018,0.019,0.023
+SW_60,0.021,0.024,0.027,0.031,0.037,0.018,0.019,0.017,0.043,0.032,0.031,0.027
+SW_120,0.055,0.041,0.026,0.028,0.021,0.020,0.019,0.042,0.056,0.039,0.042,0.035
+sFC,0.058,0.036,0.007,0.005,0.010,0.010,0.007,0.005,0.013,0.026,0.021,0.018
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/covariance_matrix_RMSE_mean.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/covariance_matrix_RMSE_mean.csv
new file mode 100644
index 00000000..3952b828
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/covariance_matrix_RMSE_mean.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.052,0.052,0.053,0.053,0.052,0.052,0.053,0.052,0.053,0.051,0.052,0.052
+DCC_bivariate_loop,0.059,0.059,0.059,0.059,0.059,0.059,0.059,0.059,0.059,0.058,0.059,0.059
+SW_cross_validated,0.111,0.110,0.111,0.109,0.110,0.111,0.111,0.111,0.110,0.110,0.110,0.110
+SW_15,0.166,0.166,0.165,0.166,0.167,0.165,0.165,0.166,0.166,0.167,0.165,0.166
+SW_30,0.146,0.145,0.145,0.146,0.146,0.146,0.145,0.145,0.146,0.147,0.146,0.146
+SW_60,0.137,0.139,0.140,0.138,0.138,0.140,0.137,0.138,0.139,0.139,0.138,0.139
+SW_120,0.130,0.132,0.133,0.132,0.133,0.134,0.132,0.132,0.133,0.132,0.132,0.132
+sFC,0.076,0.075,0.077,0.075,0.076,0.077,0.076,0.076,0.076,0.075,0.075,0.076
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/covariance_matrix_RMSE_se.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/covariance_matrix_RMSE_se.csv
new file mode 100644
index 00000000..306a9346
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/covariance_matrix_RMSE_se.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+DCC_bivariate_loop,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_cross_validated,0.001,0.000,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_15,0.000,0.000,0.001,0.000,0.001,0.001,0.000,0.000,0.001,0.000,0.000,0.000
+SW_30,0.001,0.000,0.000,0.000,0.001,0.000,0.001,0.001,0.000,0.001,0.001,0.001
+SW_60,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_120,0.001,0.001,0.001,0.001,0.002,0.001,0.001,0.001,0.002,0.001,0.001,0.001
+sFC,0.001,0.001,0.001,0.001,0.001,0.000,0.001,0.001,0.001,0.000,0.001,0.001
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/covariance_matrix_RMSE_std.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/covariance_matrix_RMSE_std.csv
new file mode 100644
index 00000000..c3fe7f86
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/covariance_matrix_RMSE_std.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.001,0.001,0.001,0.001,0.001,0.001,0.000,0.000,0.001,0.000,0.000,0.001
+DCC_bivariate_loop,0.000,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.000,0.000,0.001
+SW_cross_validated,0.003,0.001,0.002,0.002,0.003,0.002,0.002,0.002,0.003,0.002,0.002,0.002
+SW_15,0.002,0.001,0.002,0.001,0.002,0.002,0.001,0.001,0.002,0.001,0.001,0.001
+SW_30,0.002,0.001,0.002,0.001,0.002,0.001,0.002,0.002,0.001,0.002,0.002,0.002
+SW_60,0.002,0.003,0.003,0.003,0.002,0.002,0.003,0.003,0.003,0.003,0.003,0.003
+SW_120,0.004,0.004,0.004,0.004,0.005,0.004,0.003,0.003,0.006,0.005,0.004,0.004
+sFC,0.002,0.002,0.003,0.002,0.002,0.002,0.002,0.002,0.002,0.001,0.002,0.002
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/optimal_window_lengths.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/optimal_window_lengths.csv
new file mode 100644
index 00000000..113a7942
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/optimal_window_lengths.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,179,179,179,179,179,179,179,179,179,179,179
+1,179,179,179,179,179,179,179,179,179,179,179
+2,179,179,179,179,179,179,179,179,179,179,179
+3,179,179,179,179,179,179,179,179,179,179,179
+4,179,179,179,179,175,179,179,179,179,179,177
+5,179,179,179,179,179,179,179,179,179,179,179
+6,179,179,179,179,179,179,179,179,179,177,179
+7,179,179,179,179,177,179,179,179,179,179,179
+8,179,179,179,179,179,179,179,179,179,179,179
+9,179,179,179,179,179,179,179,179,179,179,179
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..d4687844
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-2.67,6.37,9.67,1.02,-3.41,2.26,-0.97
+DCC_bivariate_loop,,,-2.67,,6.93,9.80,2.83,-0.49,3.81,2.40
+SW_cross_validated,,,6.37,6.93,,5.11,-2.78,-7.85,-1.27,-9.23
+SW_15,,,9.67,9.80,5.11,,-6.08,-10.61,-4.59,-11.47
+SW_30,,,1.02,2.83,-2.78,-6.08,,-3.35,1.05,-1.58
+SW_60,,,-3.41,-0.49,-7.85,-10.61,-3.35,,4.32,3.22
+SW_120,,,2.26,3.81,-1.27,-4.59,1.05,4.32,,-2.86
+sFC,,,-0.97,2.40,-9.23,-11.47,-1.58,3.22,-2.86,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..b681a8f0
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.19,2.85,4.33,0.46,1.52,1.01,0.43
+DCC_bivariate_loop,,,1.19,,3.10,4.38,1.27,0.22,1.70,1.07
+SW_cross_validated,,,2.85,3.10,,2.28,1.24,3.51,0.57,4.13
+SW_15,,,4.33,4.38,2.28,,2.72,4.74,2.05,5.13
+SW_30,,,0.46,1.27,1.24,2.72,,1.50,0.47,0.71
+SW_60,,,1.52,0.22,3.51,4.74,1.50,,1.93,1.44
+SW_120,,,1.01,1.70,0.57,2.05,0.47,1.93,,1.28
+sFC,,,0.43,1.07,4.13,5.13,0.71,1.44,1.28,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..78dfa3ba
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.4367,0.0001,0.0000,1.,0.0882,1.,1.
+DCC_bivariate_loop,nan,nan,2.6705,-,0.0001,0.0000,0.3081,1.,0.0358,0.7679
+SW_cross_validated,nan,nan,-6.3741,-6.9261,-,0.0021,0.3458,0.0000,1.,0.0000
+SW_15,nan,nan,-9.6747,-9.7968,-5.1061,-,0.0003,0.0000,0.0063,0.0000
+SW_30,nan,nan,-1.0188,-2.834,2.7801,6.078,-,0.0996,1.,1.
+SW_60,nan,nan,3.4058,0.4869,7.8502,10.607,3.351,-,0.0116,0.1329
+SW_120,nan,nan,-2.2637,-3.8114,1.2691,4.5922,-1.0547,-4.319,-,0.2912
+sFC,nan,nan,0.9657,-2.4001,9.2258,11.47,1.5809,-3.2201,2.8603,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..129e5ed4
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.5597e-02,5.2859e-06,1.4821e-08,3.2180e-01,3.1508e-03,3.6187e-02,3.4700e-01
+DCC_bivariate_loop,,,1.5597e-02,,1.7904e-06,1.2237e-08,1.1004e-02,6.3219e-01,1.2784e-03,2.7423e-02
+SW_cross_validated,,,5.2859e-06,1.7904e-06,,7.3839e-05,1.2351e-02,3.2043e-07,2.2059e-01,3.0406e-08
+SW_15,,,1.4821e-08,1.2237e-08,7.3839e-05,,9.6105e-06,3.5790e-09,2.2610e-04,1.0406e-09
+SW_30,,,3.2180e-01,1.1004e-02,1.2351e-02,9.6105e-06,,3.5570e-03,3.0553e-01,1.3131e-01
+SW_60,,,3.1508e-03,6.3219e-01,3.2043e-07,3.5790e-09,3.5570e-03,,4.1331e-04,4.7479e-03
+SW_120,,,3.6187e-02,1.2784e-03,2.2059e-01,2.2610e-04,3.0553e-01,4.1331e-04,,1.0399e-02
+sFC,,,3.4700e-01,2.7423e-02,3.0406e-08,1.0406e-09,1.3131e-01,4.7479e-03,1.0399e-02,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..b1b1766b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.45,-5.28,6.80,2.04,-1.71,-2.71,-9.24
+DCC_bivariate_loop,,,0.45,,-5.94,6.79,1.71,-2.34,-3.21,-10.14
+SW_cross_validated,,,-5.28,-5.94,,11.63,7.13,4.18,2.11,-3.48
+SW_15,,,6.80,6.79,11.63,,-4.65,-9.43,-8.54,-16.03
+SW_30,,,2.04,1.71,7.13,-4.65,,-3.96,-4.46,-11.16
+SW_60,,,-1.71,-2.34,4.18,-9.43,-3.96,,-1.48,-8.45
+SW_120,,,-2.71,-3.21,2.11,-8.54,-4.46,-1.48,,-5.46
+sFC,,,-9.24,-10.14,-3.48,-16.03,-11.16,-8.45,-5.46,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..cef1e109
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.20,2.36,3.04,0.91,0.76,1.21,4.13
+DCC_bivariate_loop,,,0.20,,2.66,3.04,0.77,1.05,1.43,4.53
+SW_cross_validated,,,2.36,2.66,,5.20,3.19,1.87,0.94,1.56
+SW_15,,,3.04,3.04,5.20,,2.08,4.22,3.82,7.17
+SW_30,,,0.91,0.77,3.19,2.08,,1.77,1.99,4.99
+SW_60,,,0.76,1.05,1.87,4.22,1.77,,0.66,3.78
+SW_120,,,1.21,1.43,0.94,3.82,1.99,0.66,,2.44
+sFC,,,4.13,4.53,1.56,7.17,4.99,3.78,2.44,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..2c46a9e9
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,1.,0.0014,0.0001,1.,1.,0.4023,0.0000
+DCC_bivariate_loop,nan,nan,-0.452,-,0.0004,0.0001,1.,0.8669,0.1371,0.0000
+SW_cross_validated,nan,nan,5.2795,5.9421,-,0.0000,0.0000,0.0157,1.,0.0752
+SW_15,nan,nan,-6.805,-6.7941,-11.6299,-,0.0056,0.0000,0.0000,0.0000
+SW_30,nan,nan,-2.0422,-1.7141,-7.133,4.6463,-,0.0258,0.0086,0.0000
+SW_60,nan,nan,1.7089,2.3407,-4.1804,9.427,3.9584,-,1.,0.0000
+SW_120,nan,nan,2.7092,3.206,-2.1107,8.5419,4.4555,1.4781,-,0.001
+sFC,nan,nan,9.2391,10.1394,3.4777,16.0265,11.1551,8.4504,5.4628,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..00a2be0e
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,6.5668e-01,5.0906e-05,2.2625e-06,5.6064e-02,1.0465e-01,1.4368e-02,2.9756e-08
+DCC_bivariate_loop,,,6.5668e-01,,1.2691e-05,2.3105e-06,1.0368e-01,3.0959e-02,4.8970e-03,7.2144e-09
+SW_cross_validated,,,5.0906e-05,1.2691e-05,,8.3428e-10,1.2058e-06,5.6222e-04,4.9047e-02,2.6865e-03
+SW_15,,,2.2625e-06,2.3105e-06,8.3428e-10,,2.0073e-04,2.1969e-08,9.5185e-08,4.2373e-12
+SW_30,,,5.6064e-02,1.0368e-01,1.2058e-06,2.0073e-04,,9.2136e-04,3.0555e-04,1.6196e-09
+SW_60,,,1.0465e-01,3.0959e-02,5.6222e-04,2.1969e-08,9.2136e-04,,1.5665e-01,1.1138e-07
+SW_120,,,1.4368e-02,4.8970e-03,4.9047e-02,9.5185e-08,3.0555e-04,1.5665e-01,,3.4483e-05
+sFC,,,2.9756e-08,7.2144e-09,2.6865e-03,4.2373e-12,1.6196e-09,1.1138e-07,3.4483e-05,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..a889bc96
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.04,4.87,19.05,13.29,10.20,5.90,1.48
+DCC_bivariate_loop,,,1.04,,3.83,15.33,10.39,7.35,4.76,0.74
+SW_cross_validated,,,4.87,3.83,,7.47,3.79,1.12,0.75,-2.43
+SW_15,,,19.05,15.33,7.47,,-5.21,-9.98,-6.64,-9.90
+SW_30,,,13.29,10.39,3.79,-5.21,,-4.25,-2.92,-6.46
+SW_60,,,10.20,7.35,1.12,-9.98,-4.25,,-0.17,-4.08
+SW_120,,,5.90,4.76,0.75,-6.64,-2.92,-0.17,,-3.16
+sFC,,,1.48,0.74,-2.43,-9.90,-6.46,-4.08,-3.16,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..ea4c583a
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.46,2.18,8.52,5.94,4.56,2.64,0.66
+DCC_bivariate_loop,,,0.46,,1.71,6.85,4.65,3.29,2.13,0.33
+SW_cross_validated,,,2.18,1.71,,3.34,1.70,0.50,0.33,1.09
+SW_15,,,8.52,6.85,3.34,,2.33,4.46,2.97,4.43
+SW_30,,,5.94,4.65,1.70,2.33,,1.90,1.30,2.89
+SW_60,,,4.56,3.29,0.50,4.46,1.90,,0.08,1.82
+SW_120,,,2.64,2.13,0.33,2.97,1.30,0.08,,1.41
+sFC,,,0.66,0.33,1.09,4.43,2.89,1.82,1.41,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..6b1fe87a
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,1.,0.0035,0.0000,0.0000,0.0000,0.0004,1.
+DCC_bivariate_loop,nan,nan,-1.0397,-,0.0346,0.0000,0.0000,0.0000,0.0044,1.
+SW_cross_validated,nan,nan,-4.8689,-3.8262,-,0.0000,0.0375,1.,1.,0.7245
+SW_15,nan,nan,-19.0496,-15.3251,-7.4705,-,0.0017,0.0000,0.0001,0.0000
+SW_30,nan,nan,-13.2906,-10.3938,-3.7907,5.2068,-,0.0134,0.2574,0.0001
+SW_60,nan,nan,-10.2021,-7.3493,-1.119,9.9815,4.2532,-,1.,0.0199
+SW_120,nan,nan,-5.8975,-4.7612,-0.7454,6.6404,2.9174,0.1713,-,0.1526
+sFC,nan,nan,-1.4799,-0.7435,2.4283,9.9037,6.4613,4.0755,3.1574,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..92a066f7
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,3.1223e-01,1.2341e-04,2.2285e-13,9.5834e-11,6.5584e-09,1.3911e-05,1.5620e-01
+DCC_bivariate_loop,,,3.1223e-01,,1.2371e-03,8.9989e-12,4.9126e-09,8.0268e-07,1.5607e-04,4.6680e-01
+SW_cross_validated,,,1.2341e-04,1.2371e-03,,6.4079e-07,1.3390e-03,2.7785e-01,4.6563e-01,2.5875e-02
+SW_15,,,2.2285e-13,8.9989e-12,6.4079e-07,,5.9473e-05,9.1889e-09,3.1192e-06,1.0363e-08
+SW_30,,,9.5834e-11,4.9126e-09,1.3390e-03,5.9473e-05,,4.7829e-04,9.1937e-03,4.4430e-06
+SW_60,,,6.5584e-09,8.0268e-07,2.7785e-01,9.1889e-09,4.7829e-04,,8.6589e-01,7.0992e-04
+SW_120,,,1.3911e-05,1.5607e-04,4.6563e-01,3.1192e-06,9.1937e-03,8.6589e-01,,5.4497e-03
+sFC,,,1.5620e-01,4.6680e-01,2.5875e-02,1.0363e-08,4.4430e-06,7.0992e-04,5.4497e-03,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..be08925d
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-20.51,-37.55,-6.80,-18.13,-37.20,-20.73,1.26
+DCC_bivariate_loop,,,-20.51,,-4.77,7.31,3.08,-4.07,-3.85,20.51
+SW_cross_validated,,,-37.55,-4.77,,12.10,8.78,0.93,-0.38,36.57
+SW_15,,,-6.80,7.31,12.10,,-4.95,-11.56,-9.97,7.05
+SW_30,,,-18.13,3.08,8.78,-4.95,,-8.07,-6.62,18.14
+SW_60,,,-37.20,-4.07,0.93,-11.56,-8.07,,-0.99,36.18
+SW_120,,,-20.73,-3.85,-0.38,-9.97,-6.62,-0.99,,20.80
+sFC,,,1.26,20.51,36.57,7.05,18.14,36.18,20.80,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..3dea4805
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,9.17,16.79,3.04,8.11,16.64,9.27,0.57
+DCC_bivariate_loop,,,9.17,,2.13,3.27,1.38,1.82,1.72,9.17
+SW_cross_validated,,,16.79,2.13,,5.41,3.92,0.42,0.17,16.36
+SW_15,,,3.04,3.27,5.41,,2.22,5.17,4.46,3.15
+SW_30,,,8.11,1.38,3.92,2.22,,3.61,2.96,8.11
+SW_60,,,16.64,1.82,0.42,5.17,3.61,,0.44,16.18
+SW_120,,,9.27,1.72,0.17,4.46,2.96,0.44,,9.30
+sFC,,,0.57,9.17,16.36,3.15,8.11,16.18,9.30,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..86ed29f3
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0001,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,20.5105,-,0.0043,0.0000,0.1791,0.0202,0.0325,0.0000
+SW_cross_validated,nan,nan,37.5483,4.767,-,0.0000,0.0000,1.,1.,0.0000
+SW_15,nan,nan,6.7959,-7.314,-12.1038,-,0.0029,0.0000,0.0000,0.0000
+SW_30,nan,nan,18.1282,-3.0843,-8.7755,4.9543,-,0.0000,0.0001,0.0000
+SW_60,nan,nan,37.1999,4.0678,-0.9333,11.5646,8.0679,-,1.,0.0000
+SW_120,nan,nan,20.7293,3.8541,0.3758,9.9657,6.6211,0.986,-,0.0000
+sFC,nan,nan,-1.2645,-20.5133,-36.5715,-7.0514,-18.1445,-36.178,-20.8039,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..3f0579e7
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,6.2309e-14,1.4997e-18,2.3027e-06,5.2155e-13,1.7700e-18,5.1860e-14,2.2219e-01
+DCC_bivariate_loop,,,6.2309e-14,,1.5412e-04,8.5740e-07,6.3956e-03,7.2219e-04,1.1624e-03,6.2166e-14
+SW_cross_validated,,,1.4997e-18,1.5412e-04,,4.3929e-10,6.4041e-08,3.6303e-01,7.1143e-01,2.3961e-18
+SW_15,,,2.3027e-06,8.5740e-07,4.3929e-10,,1.0251e-04,9.1272e-10,9.4164e-09,1.4082e-06
+SW_30,,,5.2155e-13,6.3956e-03,6.4041e-08,1.0251e-04,,2.1723e-07,3.2400e-06,5.1360e-13
+SW_60,,,1.7700e-18,7.2219e-04,3.6303e-01,9.1272e-10,2.1723e-07,,3.3720e-01,2.9040e-18
+SW_120,,,5.1860e-14,1.1624e-03,7.1143e-01,9.4164e-09,3.2400e-06,3.3720e-01,,4.8733e-14
+sFC,,,2.2219e-01,6.2166e-14,2.3961e-18,1.4082e-06,5.1360e-13,2.9040e-18,4.8733e-14,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..85d15557
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-11.35,7.85,-6.47,-13.97,-17.32,-2.89,2.59
+DCC_bivariate_loop,,,-11.35,,14.03,4.06,-2.04,-3.49,7.24,11.86
+SW_cross_validated,,,7.85,14.03,,-10.25,-16.13,-18.62,-7.80,-6.24
+SW_15,,,-6.47,4.06,-10.25,,-6.15,-7.88,3.07,7.19
+SW_30,,,-13.97,-2.04,-16.13,-6.15,,-1.33,9.42,14.38
+SW_60,,,-17.32,-3.49,-18.62,-7.88,-1.33,,11.51,17.56
+SW_120,,,-2.89,7.24,-7.80,3.07,9.42,11.51,,3.88
+sFC,,,2.59,11.86,-6.24,7.19,14.38,17.56,3.88,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..bf4554e9
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,5.08,3.51,2.89,6.25,7.75,1.29,1.16
+DCC_bivariate_loop,,,5.08,,6.28,1.81,0.91,1.56,3.24,5.30
+SW_cross_validated,,,3.51,6.28,,4.58,7.21,8.33,3.49,2.79
+SW_15,,,2.89,1.81,4.58,,2.75,3.52,1.37,3.22
+SW_30,,,6.25,0.91,7.21,2.75,,0.59,4.21,6.43
+SW_60,,,7.75,1.56,8.33,3.52,0.59,,5.15,7.85
+SW_120,,,1.29,3.24,3.49,1.37,4.21,5.15,,1.74
+sFC,,,1.16,5.30,2.79,3.22,6.43,7.85,1.74,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..47ef59f5
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0001,0.0000,0.0000,0.2742,0.5206
+DCC_bivariate_loop,nan,nan,11.3514,-,0.0000,0.0208,1.,0.0735,0.0000,0.0000
+SW_cross_validated,nan,nan,-7.8464,-14.032,-,0.0000,0.0000,0.0000,0.0000,0.0002
+SW_15,nan,nan,6.4662,-4.0559,10.2479,-,0.0002,0.0000,0.1848,0.0000
+SW_30,nan,nan,13.9728,2.044,16.1324,6.1457,-,1.,0.0000,0.0000
+SW_60,nan,nan,17.3206,3.4879,18.6164,7.8819,1.3302,-,0.0000,0.0000
+SW_120,nan,nan,2.8881,-7.2362,7.8017,-3.07,-9.4219,-11.5096,-,0.0307
+sFC,nan,nan,-2.5872,-11.8575,6.2387,-7.194,-14.3803,-17.5618,-3.8804,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..e42cf590
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.2278e-09,3.2265e-07,4.3999e-06,4.1983e-11,1.1355e-12,9.7938e-03,1.8594e-02
+DCC_bivariate_loop,,,1.2278e-09,,3.9146e-11,7.4147e-04,5.5863e-02,2.6262e-03,9.9228e-07,6.1150e-10
+SW_cross_validated,,,3.2265e-07,3.9146e-11,,6.1188e-09,3.7912e-12,3.3080e-13,3.4972e-07,6.9377e-06
+SW_15,,,4.3999e-06,7.4147e-04,6.1188e-09,,8.3743e-06,3.0271e-07,6.5984e-03,1.0743e-06
+SW_30,,,4.1983e-11,5.5863e-02,3.7912e-12,8.3743e-06,,2.0006e-01,2.2150e-08,2.6057e-11
+SW_60,,,1.1355e-12,2.6262e-03,3.3080e-13,3.0271e-07,2.0006e-01,,9.8498e-10,8.9711e-13
+SW_120,,,9.7938e-03,9.9228e-07,3.4972e-07,6.5984e-03,2.2150e-08,9.8498e-10,,1.0964e-03
+sFC,,,1.8594e-02,6.1150e-10,6.9377e-06,1.0743e-06,2.6057e-11,8.9711e-13,1.0964e-03,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..c3a3355d
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-0.14,0.21,7.82,4.59,1.82,0.85,-1.43
+DCC_bivariate_loop,,,-0.14,,0.39,8.09,4.86,1.99,1.03,-1.29
+SW_cross_validated,,,0.21,0.39,,10.29,6.90,2.12,0.97,-2.33
+SW_15,,,7.82,8.09,10.29,,-5.14,-6.02,-9.01,-11.08
+SW_30,,,4.59,4.86,6.90,-5.14,,-2.42,-5.32,-8.05
+SW_60,,,1.82,1.99,2.12,-6.02,-2.42,,-1.37,-3.62
+SW_120,,,0.85,1.03,0.97,-9.01,-5.32,-1.37,,-3.00
+sFC,,,-1.43,-1.29,-2.33,-11.08,-8.05,-3.62,-3.00,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..d3923fe5
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.06,0.09,3.50,2.05,0.82,0.38,0.64
+DCC_bivariate_loop,,,0.06,,0.18,3.62,2.17,0.89,0.46,0.58
+SW_cross_validated,,,0.09,0.18,,4.60,3.09,0.95,0.43,1.04
+SW_15,,,3.50,3.62,4.60,,2.30,2.69,4.03,4.95
+SW_30,,,2.05,2.17,3.09,2.30,,1.08,2.38,3.60
+SW_60,,,0.82,0.89,0.95,2.69,1.08,,0.61,1.62
+SW_120,,,0.38,0.46,0.43,4.03,2.38,0.61,,1.34
+sFC,,,0.64,0.58,1.04,4.95,3.60,1.62,1.34,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..f0551376
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,1.,1.,0.0000,0.0064,1.,1.,1.
+DCC_bivariate_loop,nan,nan,0.14,-,1.,0.0000,0.0035,1.,1.,1.
+SW_cross_validated,nan,nan,-0.2093,-0.3921,-,0.0000,0.0001,1.,1.,0.8916
+SW_15,nan,nan,-7.8246,-8.0945,-10.2946,-,0.0019,0.0003,0.0000,0.0000
+SW_30,nan,nan,-4.5901,-4.8594,-6.8997,5.1393,-,0.7364,0.0013,0.0000
+SW_60,nan,nan,-1.8243,-1.991,-2.1237,6.0228,2.4204,-,1.,0.055
+SW_120,nan,nan,-0.8477,-1.0347,-0.9707,9.0107,5.3178,1.3661,-,0.2147
+sFC,nan,nan,1.4338,1.2943,2.3269,11.0779,8.0546,3.6189,3.0011,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..80e2fa73
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,8.9022e-01,8.3659e-01,3.3559e-07,2.2714e-04,8.4757e-02,4.0773e-01,1.6878e-01
+DCC_bivariate_loop,,,8.9022e-01,,6.9959e-01,2.0725e-07,1.2598e-04,6.1879e-02,3.1452e-01,2.1193e-01
+SW_cross_validated,,,8.3659e-01,6.9959e-01,,5.7024e-09,1.8837e-06,4.7811e-02,3.4454e-01,3.1842e-02
+SW_15,,,3.3559e-07,2.0725e-07,5.7024e-09,,6.8743e-05,1.0756e-05,4.3272e-08,1.8077e-09
+SW_30,,,2.2714e-04,1.2598e-04,1.8837e-06,6.8743e-05,,2.6301e-02,4.6908e-05,2.2241e-07
+SW_60,,,8.4757e-02,6.1879e-02,4.7811e-02,1.0756e-05,2.6301e-02,,1.8873e-01,1.9630e-03
+SW_120,,,4.0773e-01,3.1452e-01,3.4454e-01,4.3272e-08,4.6908e-05,1.8873e-01,,7.6671e-03
+sFC,,,1.6878e-01,2.1193e-01,3.1842e-02,1.8077e-09,2.2241e-07,1.9630e-03,7.6671e-03,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..82773c16
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-21.80,-27.23,-10.03,-20.99,-27.86,-16.07,0.64
+DCC_bivariate_loop,,,-21.80,,-6.17,5.04,-1.06,-6.46,-4.57,21.21
+SW_cross_validated,,,-27.23,-6.17,,9.87,4.82,-0.23,-0.59,26.57
+SW_15,,,-10.03,5.04,9.87,,-5.69,-10.12,-7.62,10.09
+SW_30,,,-20.99,-1.06,4.82,-5.69,,-5.08,-3.79,20.57
+SW_60,,,-27.86,-6.46,-0.23,-10.12,-5.08,,-0.44,27.16
+SW_120,,,-16.07,-4.57,-0.59,-7.62,-3.79,-0.44,,16.09
+sFC,,,0.64,21.21,26.57,10.09,20.57,27.16,16.09,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..fcaeb462
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,9.75,12.18,4.49,9.38,12.46,7.19,0.28
+DCC_bivariate_loop,,,9.75,,2.76,2.25,0.47,2.89,2.04,9.48
+SW_cross_validated,,,12.18,2.76,,4.42,2.16,0.10,0.27,11.88
+SW_15,,,4.49,2.25,4.42,,2.55,4.53,3.41,4.51
+SW_30,,,9.38,0.47,2.16,2.55,,2.27,1.70,9.20
+SW_60,,,12.46,2.89,0.10,4.53,2.27,,0.20,12.14
+SW_120,,,7.19,2.04,0.27,3.41,1.70,0.20,,7.19
+sFC,,,0.28,9.48,11.88,4.51,9.20,12.14,7.19,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..dd7a8215
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,21.7959,-,0.0002,0.0024,1.,0.0001,0.0066,0.0000
+SW_cross_validated,nan,nan,27.2323,6.1699,-,0.0000,0.0038,1.,1.,0.0000
+SW_15,nan,nan,10.0308,-5.0362,-9.8724,-,0.0006,0.0000,0.0000,0.0000
+SW_30,nan,nan,20.9855,1.0604,-4.8203,5.6913,-,0.0022,0.0372,0.0000
+SW_60,nan,nan,27.8621,6.4622,0.2281,10.1235,5.0833,-,1.,0.0000
+SW_120,nan,nan,16.068,4.5714,0.5934,7.619,3.7946,0.4444,-,0.0000
+sFC,nan,nan,-0.6361,-21.2062,-26.5702,-10.094,-20.5655,-27.1551,-16.0881,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..0b86df1b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,2.1721e-14,4.4173e-16,8.5175e-09,4.1920e-14,2.9536e-16,4.0561e-12,5.3269e-01
+DCC_bivariate_loop,,,2.1721e-14,,7.9731e-06,8.5852e-05,3.0299e-01,4.4350e-06,2.3666e-04,3.4966e-14
+SW_cross_validated,,,4.4173e-16,7.9731e-06,,1.0879e-08,1.3720e-04,8.2211e-01,5.6028e-01,6.8096e-16
+SW_15,,,8.5175e-09,8.5852e-05,1.0879e-08,,2.1336e-05,7.3914e-09,4.8756e-07,7.7319e-09
+SW_30,,,4.1920e-14,3.0299e-01,1.3720e-04,2.1336e-05,,7.7551e-05,1.3272e-03,5.9488e-14
+SW_60,,,2.9536e-16,4.4350e-06,8.2211e-01,7.3914e-09,7.7551e-05,,6.6203e-01,4.6434e-16
+SW_120,,,4.0561e-12,2.3666e-04,5.6028e-01,4.8756e-07,1.3272e-03,6.6203e-01,,3.9713e-12
+sFC,,,5.3269e-01,3.4966e-14,6.8096e-16,7.7319e-09,5.9488e-14,4.6434e-16,3.9713e-12,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..fb76b3d2
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,31.45,92.42,515.39,269.25,132.11,87.82,37.04
+DCC_bivariate_loop,,,31.45,,73.49,434.98,230.44,114.69,75.28,18.82
+SW_cross_validated,,,92.42,73.49,,190.44,91.23,40.66,19.94,-45.23
+SW_15,,,515.39,434.98,190.44,,-116.20,-119.47,-114.84,-263.39
+SW_30,,,269.25,230.44,91.23,-116.20,,-36.36,-46.80,-149.95
+SW_60,,,132.11,114.69,40.66,-119.47,-36.36,,-14.34,-83.63
+SW_120,,,87.82,75.28,19.94,-114.84,-46.80,-14.34,,-55.83
+sFC,,,37.04,18.82,-45.23,-263.39,-149.95,-83.63,-55.83,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..81bace17
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,14.06,41.33,230.49,120.41,59.08,39.27,16.56
+DCC_bivariate_loop,,,14.06,,32.86,194.53,103.05,51.29,33.66,8.42
+SW_cross_validated,,,41.33,32.86,,85.17,40.80,18.18,8.92,20.23
+SW_15,,,230.49,194.53,85.17,,51.97,53.43,51.36,117.79
+SW_30,,,120.41,103.05,40.80,51.97,,16.26,20.93,67.06
+SW_60,,,59.08,51.29,18.18,53.43,16.26,,6.41,37.40
+SW_120,,,39.27,33.66,8.92,51.36,20.93,6.41,,24.97
+sFC,,,16.56,8.42,20.23,117.79,67.06,37.40,24.97,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..2dc59a71
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-31.4488,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-92.4218,-73.4882,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-515.3856,-434.9761,-190.4396,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-269.247,-230.4351,-91.2284,116.1975,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-132.1095,-114.6944,-40.659,119.4708,36.3605,-,0.0000,0.0000
+SW_120,nan,nan,-87.8196,-75.2753,-19.9389,114.8426,46.802,14.3389,-,0.0000
+sFC,nan,nan,-37.0373,-18.8233,45.2331,263.3858,149.9514,83.6344,55.8281,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..7fc87815
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,3.4823e-17,1.4927e-25,5.5859e-39,6.6388e-34,2.4271e-28,3.7362e-25,1.9134e-18
+DCC_bivariate_loop,,,3.4823e-17,,9.1507e-24,1.1830e-37,1.0929e-32,3.0824e-27,5.9457e-24,2.7364e-13
+SW_cross_validated,,,1.4927e-25,9.1507e-24,,3.3749e-31,1.8852e-25,3.6366e-19,1.0155e-13,5.4325e-20
+SW_15,,,5.5859e-39,1.1830e-37,3.3749e-31,,2.4392e-27,1.4802e-27,3.0117e-27,9.8651e-34
+SW_30,,,6.6388e-34,1.0929e-32,1.8852e-25,2.4392e-27,,2.6556e-18,2.9551e-20,2.4868e-29
+SW_60,,,2.4271e-28,3.0824e-27,3.6366e-19,1.4802e-27,2.6556e-18,,2.7338e-11,8.9795e-25
+SW_120,,,3.7362e-25,5.9457e-24,1.0155e-13,3.0117e-27,2.9551e-20,2.7338e-11,,1.2618e-21
+sFC,,,1.9134e-18,2.7364e-13,5.4325e-20,9.8651e-34,2.4868e-29,8.9795e-25,1.2618e-21,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..1a62eb6e
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,22.45,107.23,448.09,286.65,120.91,83.29,37.99
+DCC_bivariate_loop,,,22.45,,93.30,464.09,286.16,110.80,73.77,20.97
+SW_cross_validated,,,107.23,93.30,,268.19,135.30,46.12,20.99,-59.79
+SW_15,,,448.09,464.09,268.19,,-167.97,-120.79,-120.92,-327.82
+SW_30,,,286.65,286.16,135.30,-167.97,,-38.32,-51.85,-199.18
+SW_60,,,120.91,110.80,46.12,-120.79,-38.32,,-15.92,-88.56
+SW_120,,,83.29,73.77,20.99,-120.92,-51.85,-15.92,,-57.96
+sFC,,,37.99,20.97,-59.79,-327.82,-199.18,-88.56,-57.96,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..53a396fe
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,10.04,47.95,200.39,128.20,54.07,37.25,16.99
+DCC_bivariate_loop,,,10.04,,41.73,207.55,127.97,49.55,32.99,9.38
+SW_cross_validated,,,47.95,41.73,,119.94,60.51,20.63,9.39,26.74
+SW_15,,,200.39,207.55,119.94,,75.12,54.02,54.07,146.61
+SW_30,,,128.20,127.97,60.51,75.12,,17.14,23.19,89.07
+SW_60,,,54.07,49.55,20.63,54.02,17.14,,7.12,39.60
+SW_120,,,37.25,32.99,9.39,54.07,23.19,7.12,,25.92
+sFC,,,16.99,9.38,26.74,146.61,89.07,39.60,25.92,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..b920edb4
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-22.4542,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-107.2278,-93.3037,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-448.0927,-464.094,-268.1911,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-286.6527,-286.159,-135.296,167.9706,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-120.9053,-110.7989,-46.1193,120.791,38.3245,-,0.0000,0.0000
+SW_120,nan,nan,-83.2933,-73.7698,-20.9889,120.9153,51.8511,15.9215,-,0.0000
+sFC,nan,nan,-37.9902,-20.9706,59.7922,327.8218,199.1757,88.558,57.9608,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..3d5f8337
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.2945e-14,1.0337e-26,6.9306e-38,2.1503e-34,1.1944e-27,9.6633e-25,1.2179e-18
+DCC_bivariate_loop,,,1.2945e-14,,1.2586e-25,3.6856e-38,2.2181e-34,5.7366e-27,8.5438e-24,4.2439e-14
+SW_cross_validated,,,1.0337e-26,1.2586e-25,,7.1253e-34,1.5811e-28,3.8419e-20,4.1802e-14,3.6938e-22
+SW_15,,,6.9306e-38,3.6856e-38,7.1253e-34,,3.2297e-30,1.2149e-27,1.1926e-27,1.9214e-35
+SW_30,,,2.1503e-34,2.2181e-34,1.5811e-28,3.2297e-30,,1.0421e-18,4.7349e-21,1.5059e-31
+SW_60,,,1.1944e-27,5.7366e-27,3.8419e-20,1.2149e-27,1.0421e-18,,4.7340e-12,3.2145e-25
+SW_120,,,9.6633e-25,8.5438e-24,4.1802e-14,1.1926e-27,4.7349e-21,4.7340e-12,,6.4487e-22
+sFC,,,1.2179e-18,4.2439e-14,3.6938e-22,1.9214e-35,1.5059e-31,3.2145e-25,6.4487e-22,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..5b472ab5
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,44.13,69.70,791.58,276.75,233.09,80.95,41.79
+DCC_bivariate_loop,,,44.13,,57.55,734.16,253.21,206.89,70.36,22.23
+SW_cross_validated,,,69.70,57.55,,154.10,73.24,40.58,15.51,-38.23
+SW_15,,,791.58,734.16,154.10,,-133.28,-223.64,-114.18,-316.74
+SW_30,,,276.75,253.21,73.24,-133.28,,-54.78,-46.55,-159.96
+SW_60,,,233.09,206.89,40.58,-223.64,-54.78,,-16.89,-118.17
+SW_120,,,80.95,70.36,15.51,-114.18,-46.55,-16.89,,-52.50
+sFC,,,41.79,22.23,-38.23,-316.74,-159.96,-118.17,-52.50,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..c9e8767b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,19.73,31.17,354.00,123.77,104.24,36.20,18.69
+DCC_bivariate_loop,,,19.73,,25.74,328.33,113.24,92.52,31.47,9.94
+SW_cross_validated,,,31.17,25.74,,68.91,32.76,18.15,6.93,17.10
+SW_15,,,354.00,328.33,68.91,,59.60,100.02,51.06,141.65
+SW_30,,,123.77,113.24,32.76,59.60,,24.50,20.82,71.54
+SW_60,,,104.24,92.52,18.15,100.02,24.50,,7.55,52.85
+SW_120,,,36.20,31.47,6.93,51.06,20.82,7.55,,23.48
+sFC,,,18.69,9.94,17.10,141.65,71.54,52.85,23.48,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..9805a98b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-44.1266,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-69.7043,-57.5467,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-791.5787,-734.1628,-154.0968,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-276.7494,-253.2084,-73.2447,133.2783,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-233.0899,-206.8907,-40.5848,223.6432,54.7823,-,0.0000,0.0000
+SW_120,nan,nan,-80.9529,-70.3587,-15.5058,114.1827,46.5521,16.8916,-,0.0000
+sFC,nan,nan,-41.7861,-22.2276,38.2347,316.7443,159.9623,118.1668,52.5013,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..091686d7
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,8.4517e-20,2.3622e-23,2.4702e-42,4.0485e-34,8.8935e-33,1.6120e-24,2.2339e-19
+DCC_bivariate_loop,,,8.4517e-20,,7.3322e-22,9.5795e-42,2.0048e-33,7.6003e-32,1.9977e-23,1.5445e-14
+SW_cross_validated,,,2.3622e-23,7.3322e-22,,1.5227e-29,9.7123e-24,3.7569e-19,7.3914e-12,1.0866e-18
+SW_15,,,2.4702e-42,9.5795e-42,1.5227e-29,,2.0716e-28,1.8724e-32,3.3404e-27,3.5670e-35
+SW_30,,,4.0485e-34,2.0048e-33,9.7123e-24,2.0716e-28,,1.7701e-21,3.2517e-20,7.7768e-30
+SW_60,,,8.8935e-33,7.6003e-32,3.7569e-19,1.8724e-32,1.7701e-21,,1.7396e-12,1.8031e-27
+SW_120,,,1.6120e-24,1.9977e-23,7.3914e-12,3.3404e-27,3.2517e-20,1.7396e-12,,3.7887e-21
+sFC,,,2.2339e-19,1.5445e-14,1.0866e-18,3.5670e-35,7.7768e-30,1.8031e-27,3.7887e-21,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..e50cc9d6
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,29.51,75.98,482.21,256.01,123.80,72.16,28.78
+DCC_bivariate_loop,,,29.51,,64.61,483.04,244.73,113.17,64.06,16.78
+SW_cross_validated,,,75.98,64.61,,162.57,79.66,36.57,16.34,-35.19
+SW_15,,,482.21,483.04,162.57,,-116.42,-113.04,-95.81,-208.69
+SW_30,,,256.01,244.73,79.66,-116.42,,-34.35,-39.80,-122.66
+SW_60,,,123.80,113.17,36.57,-113.04,-34.35,,-12.82,-71.52
+SW_120,,,72.16,64.06,16.34,-95.81,-39.80,-12.82,,-44.25
+sFC,,,28.78,16.78,-35.19,-208.69,-122.66,-71.52,-44.25,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..a476dd22
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,13.20,33.98,215.65,114.49,55.36,32.27,12.87
+DCC_bivariate_loop,,,13.20,,28.89,216.02,109.45,50.61,28.65,7.50
+SW_cross_validated,,,33.98,28.89,,72.70,35.62,16.35,7.31,15.74
+SW_15,,,215.65,216.02,72.70,,52.06,50.55,42.85,93.33
+SW_30,,,114.49,109.45,35.62,52.06,,15.36,17.80,54.85
+SW_60,,,55.36,50.61,16.35,50.55,15.36,,5.73,31.98
+SW_120,,,32.27,28.65,7.31,42.85,17.80,5.73,,19.79
+sFC,,,12.87,7.50,15.74,93.33,54.85,31.98,19.79,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..371c0a31
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-29.5117,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-75.984,-64.606,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-482.2082,-483.0403,-162.568,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-256.0149,-244.727,-79.658,116.4196,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-123.7988,-113.1707,-36.5658,113.0394,34.346,-,0.0000,0.0000
+SW_120,nan,nan,-72.1587,-64.0553,-16.3358,95.8093,39.8045,12.8225,-,0.0000
+sFC,nan,nan,-28.7839,-16.7762,35.1904,208.6878,122.6583,71.5164,44.2482,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..63288462
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.0712e-16,5.0254e-24,1.8502e-38,1.6441e-33,7.8068e-28,1.2697e-23,1.6642e-16
+DCC_bivariate_loop,,,1.0712e-16,,9.2223e-23,1.7937e-38,3.7012e-33,3.9201e-27,1.0752e-22,1.9543e-12
+SW_cross_validated,,,5.0254e-24,9.2223e-23,,5.8153e-30,2.1532e-24,2.4028e-18,3.0674e-12,4.7478e-18
+SW_15,,,1.8502e-38,1.7937e-38,5.8153e-30,,2.3568e-27,4.0028e-27,7.8183e-26,6.5050e-32
+SW_30,,,1.6441e-33,3.7012e-33,2.1532e-24,2.3568e-27,,7.3066e-18,5.3088e-19,9.2202e-28
+SW_60,,,7.8068e-28,3.9201e-27,2.4028e-18,4.0028e-27,7.3066e-18,,1.7233e-10,1.4907e-23
+SW_120,,,1.2697e-23,1.0752e-22,3.0674e-12,7.8183e-26,5.3088e-19,1.7233e-10,,8.0467e-20
+sFC,,,1.6642e-16,1.9543e-12,4.7478e-18,6.5050e-32,9.2202e-28,1.4907e-23,8.0467e-20,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..4799576b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,22.10,74.45,532.26,327.52,178.14,58.13,32.39
+DCC_bivariate_loop,,,22.10,,60.12,434.59,266.36,149.51,50.67,17.04
+SW_cross_validated,,,74.45,60.12,,170.87,88.53,43.86,14.36,-38.93
+SW_15,,,532.26,434.59,170.87,,-165.14,-176.59,-79.94,-261.66
+SW_30,,,327.52,266.36,88.53,-165.14,,-56.94,-34.47,-160.55
+SW_60,,,178.14,149.51,43.86,-176.59,-56.94,,-11.27,-98.55
+SW_120,,,58.13,50.67,14.36,-79.94,-34.47,-11.27,,-39.85
+sFC,,,32.39,17.04,-38.93,-261.66,-160.55,-98.55,-39.85,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..4c32a306
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,9.88,33.30,238.03,146.47,79.67,26.00,14.49
+DCC_bivariate_loop,,,9.88,,26.89,194.36,119.12,66.86,22.66,7.62
+SW_cross_validated,,,33.30,26.89,,76.41,39.59,19.61,6.42,17.41
+SW_15,,,238.03,194.36,76.41,,73.85,78.97,35.75,117.02
+SW_30,,,146.47,119.12,39.59,73.85,,25.47,15.41,71.80
+SW_60,,,79.67,66.86,19.61,78.97,25.47,,5.04,44.07
+SW_120,,,26.00,22.66,6.42,35.75,15.41,5.04,,17.82
+sFC,,,14.49,7.62,17.41,117.02,71.80,44.07,17.82,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..6f631c4c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-22.1006,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-74.4519,-60.122,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-532.2573,-434.5921,-170.8688,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-327.5218,-266.3556,-88.5274,165.1376,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-178.142,-149.5063,-43.8559,176.5905,56.943,-,0.0000,0.0000
+SW_120,nan,nan,-58.1293,-50.6711,-14.364,79.9423,34.4663,11.2749,-,0.0000
+sFC,nan,nan,-32.3904,-17.0394,38.9299,261.6625,160.5527,98.5475,39.8534,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..873c3ec5
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.7063e-14,7.2432e-24,3.1283e-39,1.9534e-35,1.1216e-30,6.1219e-22,2.0656e-17
+DCC_bivariate_loop,,,1.7063e-14,,3.3472e-22,1.2020e-37,8.0625e-34,2.6234e-29,7.1467e-21,1.5002e-12
+SW_cross_validated,,,7.2432e-24,3.3472e-22,,2.3742e-30,3.2345e-25,9.4327e-20,2.6554e-11,7.8847e-19
+SW_15,,,3.1283e-39,1.2020e-37,2.3742e-30,,4.3858e-30,1.3127e-30,2.0198e-24,1.1102e-33
+SW_30,,,1.9534e-35,8.0625e-34,3.2345e-25,4.3858e-30,,8.8562e-22,6.8672e-18,7.2781e-30
+SW_60,,,1.1216e-30,2.6234e-29,9.4327e-20,1.3127e-30,8.8562e-22,,1.3672e-09,4.7123e-26
+SW_120,,,6.1219e-22,7.1467e-21,2.6554e-11,2.0198e-24,6.8672e-18,1.3672e-09,,5.1940e-19
+sFC,,,2.0656e-17,1.5002e-12,7.8847e-19,1.1102e-33,7.2781e-30,4.7123e-26,5.1940e-19,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..1785a861
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,41.93,122.41,824.85,260.56,152.77,84.93,58.31
+DCC_bivariate_loop,,,41.93,,98.44,702.79,233.86,134.69,73.57,28.92
+SW_cross_validated,,,122.41,98.44,,271.63,106.84,50.49,20.67,-66.61
+SW_15,,,824.85,702.79,271.63,,-124.88,-145.06,-116.93,-453.99
+SW_30,,,260.56,233.86,106.84,-124.88,,-39.83,-46.37,-186.87
+SW_60,,,152.77,134.69,50.49,-145.06,-39.83,,-15.55,-108.55
+SW_120,,,84.93,73.57,20.67,-116.93,-46.37,-15.55,,-59.58
+sFC,,,58.31,28.92,-66.61,-453.99,-186.87,-108.55,-59.58,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..237ce60f
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,18.75,54.74,368.88,116.53,68.32,37.98,26.08
+DCC_bivariate_loop,,,18.75,,44.02,314.30,104.59,60.23,32.90,12.94
+SW_cross_validated,,,54.74,44.02,,121.48,47.78,22.58,9.24,29.79
+SW_15,,,368.88,314.30,121.48,,55.85,64.87,52.29,203.03
+SW_30,,,116.53,104.59,47.78,55.85,,17.81,20.74,83.57
+SW_60,,,68.32,60.23,22.58,64.87,17.81,,6.95,48.54
+SW_120,,,37.98,32.90,9.24,52.29,20.74,6.95,,26.65
+sFC,,,26.08,12.94,29.79,203.03,83.57,48.54,26.65,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..f33d870d
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-41.9342,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-122.4077,-98.4388,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-824.8505,-702.7903,-271.6343,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-260.56,-233.8643,-106.837,124.8813,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-152.7666,-134.6876,-50.4898,145.0555,39.8303,-,0.0000,0.0000
+SW_120,nan,nan,-84.9334,-73.5749,-20.6722,116.9251,46.3711,15.5458,-,0.0000
+sFC,nan,nan,-58.3058,-28.9246,66.6146,453.9859,186.8682,108.5478,59.5833,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..2df96039
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,2.0974e-19,9.5655e-28,1.1773e-42,1.1979e-33,1.7797e-29,6.8086e-25,5.7983e-22
+DCC_bivariate_loop,,,2.0974e-19,,4.8066e-26,2.1025e-41,8.3783e-33,1.7145e-28,8.9591e-24,1.5271e-16
+SW_cross_validated,,,9.5655e-28,4.8066e-26,,5.6637e-34,1.1038e-26,7.6197e-21,5.4393e-14,5.3266e-23
+SW_15,,,1.1773e-42,2.1025e-41,5.6637e-34,,6.6756e-28,4.5179e-29,2.1802e-27,5.4782e-38
+SW_30,,,1.1979e-33,8.3783e-33,1.1038e-26,6.6756e-28,,5.2479e-19,3.4859e-20,4.7443e-31
+SW_60,,,1.7797e-29,1.7145e-28,7.6197e-21,4.5179e-29,5.2479e-19,,7.0780e-12,8.2963e-27
+SW_120,,,6.8086e-25,8.9591e-24,5.4393e-14,2.1802e-27,3.4859e-20,7.0780e-12,,3.9329e-22
+sFC,,,5.7983e-22,1.5271e-16,5.3266e-23,5.4782e-38,4.7443e-31,8.2963e-27,3.9329e-22,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..21ca44a5
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,20.57,78.91,554.74,233.39,117.74,54.54,37.32
+DCC_bivariate_loop,,,20.57,,60.34,384.87,186.36,98.82,46.81,17.66
+SW_cross_validated,,,78.91,60.34,,180.05,82.33,37.05,13.34,-42.80
+SW_15,,,554.74,384.87,180.05,,-113.01,-113.76,-76.77,-298.70
+SW_30,,,233.39,186.36,82.33,-113.01,,-33.68,-32.33,-150.57
+SW_60,,,117.74,98.82,37.05,-113.76,-33.68,,-10.80,-80.76
+SW_120,,,54.54,46.81,13.34,-76.77,-32.33,-10.80,,-38.24
+sFC,,,37.32,17.66,-42.80,-298.70,-150.57,-80.76,-38.24,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..ee6373cb
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,9.20,35.29,248.09,104.37,52.65,24.39,16.69
+DCC_bivariate_loop,,,9.20,,26.99,172.12,83.34,44.19,20.93,7.90
+SW_cross_validated,,,35.29,26.99,,80.52,36.82,16.57,5.97,19.14
+SW_15,,,248.09,172.12,80.52,,50.54,50.88,34.33,133.58
+SW_30,,,104.37,83.34,36.82,50.54,,15.06,14.46,67.34
+SW_60,,,52.65,44.19,16.57,50.88,15.06,,4.83,36.12
+SW_120,,,24.39,20.93,5.97,34.33,14.46,4.83,,17.10
+sFC,,,16.69,7.90,19.14,133.58,67.34,36.12,17.10,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..2e9b19b3
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-20.5739,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-78.9123,-60.344,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-554.7411,-384.8652,-180.0474,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-233.3852,-186.3588,-82.3297,113.0073,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-117.7356,-98.8175,-37.0481,113.7623,33.6811,-,0.0000,0.0000
+SW_120,nan,nan,-54.5357,-46.8106,-13.3448,76.771,32.3266,10.8047,-,0.0000
+sFC,nan,nan,-37.3151,-17.6622,42.7962,298.699,150.5745,80.7579,38.2383,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..1171ad84
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,5.9073e-14,2.5492e-24,1.4855e-39,8.6932e-33,1.9256e-27,1.9190e-21,1.6754e-18
+DCC_bivariate_loop,,,5.9073e-14,,3.1333e-22,1.0708e-36,4.9832e-31,4.4862e-26,2.9454e-20,8.1395e-13
+SW_cross_validated,,,2.5492e-24,3.1333e-22,,9.2620e-31,1.1909e-24,1.9035e-18,8.9639e-11,1.4592e-19
+SW_15,,,1.4855e-39,1.0708e-36,9.2620e-31,,4.0233e-27,3.5694e-27,4.1769e-24,1.0251e-34
+SW_30,,,8.6932e-33,4.9832e-31,1.1909e-24,4.0233e-27,,1.0335e-17,2.1391e-17,2.3081e-29
+SW_60,,,1.9256e-27,4.4862e-26,1.9035e-18,3.5694e-27,1.0335e-17,,2.6795e-09,1.6833e-24
+SW_120,,,1.9190e-21,2.9454e-20,8.9639e-11,4.1769e-24,2.1391e-17,2.6795e-09,,1.0847e-18
+sFC,,,1.6754e-18,8.1395e-13,1.4592e-19,1.0251e-34,2.3081e-29,1.6833e-24,1.0847e-18,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..3ee8acc2
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-6.91,7.47,-4.56,-5.22,-6.41,1.55,2.89
+DCC_bivariate_loop,,,-6.91,,10.05,2.21,-0.01,0.49,4.16,7.53
+SW_cross_validated,,,7.47,10.05,,-8.35,-8.20,-9.68,-0.74,-5.79
+SW_15,,,-4.56,2.21,-8.35,,-1.85,-1.72,3.06,5.34
+SW_30,,,-5.22,-0.01,-8.20,-1.85,,0.43,3.94,5.78
+SW_60,,,-6.41,0.49,-9.68,-1.72,0.43,,3.91,7.07
+SW_120,,,1.55,4.16,-0.74,3.06,3.94,3.91,,-1.15
+sFC,,,2.89,7.53,-5.79,5.34,5.78,7.07,-1.15,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..6905f826
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,3.09,3.34,2.04,2.33,2.87,0.69,1.29
+DCC_bivariate_loop,,,3.09,,4.50,0.99,0.01,0.22,1.86,3.37
+SW_cross_validated,,,3.34,4.50,,3.73,3.67,4.33,0.33,2.59
+SW_15,,,2.04,0.99,3.73,,0.83,0.77,1.37,2.39
+SW_30,,,2.33,0.01,3.67,0.83,,0.19,1.76,2.58
+SW_60,,,2.87,0.22,4.33,0.77,0.19,,1.75,3.16
+SW_120,,,0.69,1.86,0.33,1.37,1.76,1.75,,0.51
+sFC,,,1.29,3.37,2.59,2.39,2.58,3.16,0.51,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..ac80a805
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0001,0.0000,0.0068,0.0016,0.0001,1.,0.2744
+DCC_bivariate_loop,nan,nan,6.9088,-,0.0000,1.,1.,1.,0.0166,0.0000
+SW_cross_validated,nan,nan,-7.4667,-10.0511,-,0.0000,0.0000,0.0000,1.,0.0005
+SW_15,nan,nan,4.5623,-2.2061,8.3517,-,1.,1.,0.1879,0.0013
+SW_30,nan,nan,5.215,0.0121,8.2001,1.852,-,1.,0.0271,0.0005
+SW_60,nan,nan,6.4122,-0.4899,9.68,1.7198,-0.4265,-,0.0291,0.0000
+SW_120,nan,nan,-1.5532,-4.156,0.7423,-3.0623,-3.936,-3.9051,-,1.
+sFC,nan,nan,-2.8878,-7.5333,5.7854,-5.3411,-5.7776,-7.0658,1.1511,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..a32b9757
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.8510e-06,6.4527e-07,2.4145e-04,5.8430e-05,4.8991e-06,1.3778e-01,9.8009e-03
+DCC_bivariate_loop,,,1.8510e-06,,8.2562e-09,4.0611e-02,9.9049e-01,6.3013e-01,5.9356e-04,5.7067e-07
+SW_cross_validated,,,6.4527e-07,8.2562e-09,,1.3210e-07,1.7209e-07,1.4697e-08,4.6746e-01,1.7543e-05
+SW_15,,,2.4145e-04,4.0611e-02,1.3210e-07,,8.0498e-02,1.0261e-01,6.7104e-03,4.4643e-05
+SW_30,,,5.8430e-05,9.9049e-01,1.7209e-07,8.0498e-02,,6.7478e-01,9.6850e-04,1.7827e-05
+SW_60,,,4.8991e-06,6.3013e-01,1.4697e-08,1.0261e-01,6.7478e-01,,1.0376e-03,1.3700e-06
+SW_120,,,1.3778e-01,5.9356e-04,4.6746e-01,6.7104e-03,9.6850e-04,1.0376e-03,,2.6474e-01
+sFC,,,9.8009e-03,5.7067e-07,1.7543e-05,4.4643e-05,1.7827e-05,1.3700e-06,2.6474e-01,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..7f67e059
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.30,3.82,10.77,9.72,8.62,5.45,-1.00
+DCC_bivariate_loop,,,1.30,,2.86,9.11,7.69,6.84,4.43,-1.87
+SW_cross_validated,,,3.82,2.86,,4.00,2.26,1.93,1.26,-3.91
+SW_15,,,10.77,9.11,4.00,,-2.70,-2.92,-2.56,-8.95
+SW_30,,,9.72,7.69,2.26,-2.70,,-0.41,-0.69,-7.59
+SW_60,,,8.62,6.84,1.93,-2.92,-0.41,,-0.39,-7.04
+SW_120,,,5.45,4.43,1.26,-2.56,-0.69,-0.39,,-5.26
+sFC,,,-1.00,-1.87,-3.91,-8.95,-7.59,-7.04,-5.26,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..4c4f1740
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.58,1.71,4.82,4.35,3.86,2.44,0.45
+DCC_bivariate_loop,,,0.58,,1.28,4.07,3.44,3.06,1.98,0.84
+SW_cross_validated,,,1.71,1.28,,1.79,1.01,0.86,0.56,1.75
+SW_15,,,4.82,4.07,1.79,,1.21,1.31,1.15,4.00
+SW_30,,,4.35,3.44,1.01,1.21,,0.18,0.31,3.40
+SW_60,,,3.86,3.06,0.86,1.31,0.18,,0.18,3.15
+SW_120,,,2.44,1.98,0.56,1.15,0.31,0.18,,2.35
+sFC,,,0.45,0.84,1.75,4.00,3.40,3.15,2.35,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..2e1e515a
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,1.,0.0351,0.0000,0.0000,0.0000,0.001,1.
+DCC_bivariate_loop,nan,nan,-1.3022,-,0.2915,0.0000,0.0000,0.0001,0.0091,1.
+SW_cross_validated,nan,nan,-3.8203,-2.8598,-,0.0234,1.,1.,1.,0.0284
+SW_15,nan,nan,-10.7698,-9.1056,-4.0018,-,0.4089,0.2543,0.5504,0.0000
+SW_30,nan,nan,-9.7171,-7.6862,-2.2628,2.7015,-,1.,1.,0.0000
+SW_60,nan,nan,-8.6229,-6.8364,-1.9258,2.923,0.4074,-,1.,0.0000
+SW_120,nan,nan,-5.4507,-4.4293,-1.2579,2.5606,0.6872,0.3936,-,0.0015
+sFC,nan,nan,1.0029,1.8701,3.9148,8.9488,7.5934,7.0385,5.2594,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..b0e75cc4
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,2.0927e-01,1.2534e-03,2.8194e-09,1.3865e-08,8.2907e-08,3.5380e-05,3.2919e-01
+DCC_bivariate_loop,,,2.0927e-01,,1.0409e-02,3.7006e-08,4.3125e-07,2.1285e-06,3.2383e-04,7.7829e-02
+SW_cross_validated,,,1.2534e-03,1.0409e-02,,8.3646e-04,3.6253e-02,7.0076e-02,2.2450e-01,1.0154e-03
+SW_15,,,2.8194e-09,3.7006e-08,8.3646e-04,,1.4605e-02,9.0823e-03,1.9658e-02,4.7941e-08
+SW_30,,,1.3865e-08,4.3125e-07,3.6253e-02,1.4605e-02,,6.8850e-01,5.0071e-01,5.1091e-07
+SW_60,,,8.2907e-08,2.1285e-06,7.0076e-02,9.0823e-03,6.8850e-01,,6.9851e-01,1.4433e-06
+SW_120,,,3.5380e-05,3.2383e-04,2.2450e-01,1.9658e-02,5.0071e-01,6.9851e-01,,5.3136e-05
+sFC,,,3.2919e-01,7.7829e-02,1.0154e-03,4.7941e-08,5.1091e-07,1.4433e-06,5.3136e-05,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..e289c2b3
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.01,4.66,14.08,11.19,9.76,5.33,1.83
+DCC_bivariate_loop,,,1.01,,3.94,10.90,8.73,7.39,4.61,1.26
+SW_cross_validated,,,4.66,3.94,,1.93,1.01,0.12,0.60,-1.94
+SW_15,,,14.08,10.90,1.93,,-1.75,-3.64,-1.08,-4.31
+SW_30,,,11.19,8.73,1.01,-1.75,,-1.70,-0.20,-3.41
+SW_60,,,9.76,7.39,0.12,-3.64,-1.70,,0.67,-2.60
+SW_120,,,5.33,4.61,0.60,-1.08,-0.20,0.67,,-2.49
+sFC,,,1.83,1.26,-1.94,-4.31,-3.41,-2.60,-2.49,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..7a5a1745
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.45,2.08,6.30,5.01,4.37,2.38,0.82
+DCC_bivariate_loop,,,0.45,,1.76,4.88,3.91,3.30,2.06,0.57
+SW_cross_validated,,,2.08,1.76,,0.86,0.45,0.05,0.27,0.87
+SW_15,,,6.30,4.88,0.86,,0.78,1.63,0.48,1.93
+SW_30,,,5.01,3.91,0.45,0.78,,0.76,0.09,1.53
+SW_60,,,4.37,3.30,0.05,1.63,0.76,,0.30,1.16
+SW_120,,,2.38,2.06,0.27,0.48,0.09,0.30,,1.11
+sFC,,,0.82,0.57,0.87,1.93,1.53,1.16,1.11,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..ec78d751
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,1.,0.0055,0.0000,0.0000,0.0000,0.0013,1.
+DCC_bivariate_loop,nan,nan,-1.0089,-,0.027,0.0000,0.0000,0.0000,0.0061,1.
+SW_cross_validated,nan,nan,-4.6599,-3.9387,-,1.,1.,1.,1.,1.
+SW_15,nan,nan,-14.079,-10.9028,-1.9298,-,1.,0.0526,1.,0.0119
+SW_30,nan,nan,-11.1917,-8.7328,-1.0107,1.7474,-,1.,1.,0.0871
+SW_60,nan,nan,-9.7618,-7.3888,-0.1222,3.6386,1.6973,-,1.,0.5064
+SW_120,nan,nan,-5.3294,-4.6055,-0.6049,1.0805,0.202,-0.6696,-,0.6346
+sFC,nan,nan,-1.8256,-1.264,1.9392,4.3078,3.4116,2.6004,2.4924,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..ab2ce636
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,3.2641e-01,1.9483e-04,3.7035e-11,1.5377e-09,1.2926e-08,4.5766e-05,8.4547e-02
+DCC_bivariate_loop,,,3.2641e-01,,9.6275e-04,2.3245e-09,6.8823e-08,7.4564e-07,2.1958e-04,2.2236e-01
+SW_cross_validated,,,1.9483e-04,9.6275e-04,,6.9539e-02,3.2554e-01,9.0409e-01,5.5277e-01,6.8314e-02
+SW_15,,,3.7035e-11,2.3245e-09,6.9539e-02,,9.7601e-02,1.8786e-03,2.9420e-01,4.2375e-04
+SW_30,,,1.5377e-09,6.8823e-08,3.2554e-01,9.7601e-02,,1.0686e-01,8.4217e-01,3.1106e-03
+SW_60,,,1.2926e-08,7.4564e-07,9.0409e-01,1.8786e-03,1.0686e-01,,5.1160e-01,1.8085e-02
+SW_120,,,4.5766e-05,2.1958e-04,5.5277e-01,2.9420e-01,8.4217e-01,5.1160e-01,,2.2663e-02
+sFC,,,8.4547e-02,2.2236e-01,6.8314e-02,4.2375e-04,3.1106e-03,1.8085e-02,2.2663e-02,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..414b63f6
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-33.58,-27.16,-22.60,-21.16,-22.59,-24.87,2.32
+DCC_bivariate_loop,,,-33.58,,0.29,5.15,3.05,1.32,0.79,32.73
+SW_cross_validated,,,-27.16,0.29,,4.40,2.57,0.98,0.47,26.92
+SW_15,,,-22.60,5.15,4.40,,-1.52,-3.08,-3.77,22.46
+SW_30,,,-21.16,3.05,2.57,-1.52,,-1.48,-2.05,21.19
+SW_60,,,-22.59,1.32,0.98,-3.08,-1.48,,-0.51,22.60
+SW_120,,,-24.87,0.79,0.47,-3.77,-2.05,-0.51,,24.76
+sFC,,,2.32,32.73,26.92,22.46,21.19,22.60,24.76,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..f64619b4
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,15.02,12.15,10.11,9.47,10.10,11.12,1.04
+DCC_bivariate_loop,,,15.02,,0.13,2.30,1.37,0.59,0.35,14.64
+SW_cross_validated,,,12.15,0.13,,1.97,1.15,0.44,0.21,12.04
+SW_15,,,10.11,2.30,1.97,,0.68,1.38,1.68,10.04
+SW_30,,,9.47,1.37,1.15,0.68,,0.66,0.91,9.48
+SW_60,,,10.10,0.59,0.44,1.38,0.66,,0.23,10.11
+SW_120,,,11.12,0.35,0.21,1.68,0.91,0.23,,11.07
+sFC,,,1.04,14.64,12.04,10.04,9.48,10.11,11.07,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..abf63209
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.9116
+DCC_bivariate_loop,nan,nan,33.577,-,1.,0.0019,0.1913,1.,1.,0.0000
+SW_cross_validated,nan,nan,27.1608,-0.2852,-,0.0096,0.5405,1.,1.,0.0000
+SW_15,nan,nan,22.6017,-5.1491,-4.4026,-,1.,0.1788,0.0396,0.0000
+SW_30,nan,nan,21.1646,-3.0539,-2.5693,1.5204,-,1.,1.,0.0000
+SW_60,nan,nan,22.5925,-1.3211,-0.9789,3.0849,1.4784,-,1.,0.0000
+SW_120,nan,nan,24.8687,-0.7872,-0.4713,3.7665,2.0458,0.5096,-,0.0000
+sFC,nan,nan,-2.316,-32.7275,-26.9172,-22.4559,-21.1917,-22.5971,-24.7612,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..d50b204d
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.0918e-17,4.6264e-16,1.1551e-14,3.6178e-14,1.1632e-14,2.1748e-15,3.2556e-02
+DCC_bivariate_loop,,,1.0918e-17,,7.7876e-01,6.7306e-05,6.8335e-03,2.0300e-01,4.4142e-01,1.7195e-17
+SW_cross_validated,,,4.6264e-16,7.7876e-01,,3.4349e-04,1.9303e-02,3.4061e-01,6.4306e-01,5.4208e-16
+SW_15,,,1.1551e-14,6.7306e-05,3.4349e-04,,1.4579e-01,6.3862e-03,1.4131e-03,1.2928e-14
+SW_30,,,3.6178e-14,6.8335e-03,1.9303e-02,1.4579e-01,,1.5659e-01,5.5670e-02,3.5385e-14
+SW_60,,,1.1632e-14,2.0300e-01,3.4061e-01,6.3862e-03,1.5659e-01,,6.1652e-01,1.1591e-14
+SW_120,,,2.1748e-15,4.4142e-01,6.4306e-01,1.4131e-03,5.5670e-02,6.1652e-01,,2.3464e-15
+sFC,,,3.2556e-02,1.7195e-17,5.4208e-16,1.2928e-14,3.5385e-14,1.1591e-14,2.3464e-15,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..25065e06
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-22.36,9.08,-24.51,-29.97,-13.67,-2.84,3.42
+DCC_bivariate_loop,,,-22.36,,22.94,-1.84,-4.17,-0.30,14.50,22.05
+SW_cross_validated,,,9.08,22.94,,-24.64,-28.22,-16.42,-8.42,-6.61
+SW_15,,,-24.51,-1.84,-24.64,,-2.23,1.03,16.25,24.07
+SW_30,,,-29.97,-4.17,-28.22,-2.23,,2.65,19.33,28.85
+SW_60,,,-13.67,-0.30,-16.42,1.03,2.65,,10.60,14.18
+SW_120,,,-2.84,14.50,-8.42,16.25,19.33,10.60,,4.13
+sFC,,,3.42,22.05,-6.61,24.07,28.85,14.18,4.13,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..a3bd7239
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,10.00,4.06,10.96,13.40,6.12,1.27,1.53
+DCC_bivariate_loop,,,10.00,,10.26,0.82,1.87,0.14,6.48,9.86
+SW_cross_validated,,,4.06,10.26,,11.02,12.62,7.34,3.76,2.96
+SW_15,,,10.96,0.82,11.02,,1.00,0.46,7.27,10.77
+SW_30,,,13.40,1.87,12.62,1.00,,1.19,8.65,12.90
+SW_60,,,6.12,0.14,7.34,0.46,1.19,,4.74,6.34
+SW_120,,,1.27,6.48,3.76,7.27,8.65,4.74,,1.85
+sFC,,,1.53,9.86,2.96,10.77,12.90,6.34,1.85,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..d7b28a6f
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.3043,0.0855
+DCC_bivariate_loop,nan,nan,22.3588,-,0.0000,1.,0.0161,1.,0.0000,0.0000
+SW_cross_validated,nan,nan,-9.0797,-22.9401,-,0.0000,0.0000,0.0000,0.0000,0.0001
+SW_15,nan,nan,24.5128,1.8354,24.64,-,1.,1.,0.0000,0.0000
+SW_30,nan,nan,29.9705,4.1706,28.2187,2.2336,-,0.4560,0.0000,0.0000
+SW_60,nan,nan,13.6743,0.3022,16.4233,-1.0279,-2.6501,-,0.0000,0.0000
+SW_120,nan,nan,2.8398,-14.4962,8.4174,-16.2476,-19.3315,-10.5985,-,0.0175
+sFC,nan,nan,-3.4197,-22.0522,6.6091,-24.0741,-28.8479,-14.1769,-4.1315,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..779502f9
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.3942e-14,3.8615e-08,2.7992e-15,8.1573e-17,5.9993e-11,1.0867e-02,3.0552e-03
+DCC_bivariate_loop,,,1.3942e-14,,8.9151e-15,8.3028e-02,5.7459e-04,7.6595e-01,2.2800e-11,1.7727e-14
+SW_cross_validated,,,3.8615e-08,8.9151e-15,,2.5568e-15,2.3608e-16,2.8024e-12,1.1790e-07,3.3174e-06
+SW_15,,,2.7992e-15,8.3028e-02,2.5568e-15,,3.8440e-02,3.1760e-01,3.3616e-12,3.8393e-15
+SW_30,,,8.1573e-17,5.7459e-04,2.3608e-16,3.8440e-02,,1.6286e-02,1.7309e-13,1.6003e-16
+SW_60,,,5.9993e-11,7.6595e-01,2.8024e-12,3.1760e-01,1.6286e-02,,3.6246e-09,3.3015e-11
+SW_120,,,1.0867e-02,2.2800e-11,1.1790e-07,3.3616e-12,1.7309e-13,3.6246e-09,,6.2674e-04
+sFC,,,3.0552e-03,1.7727e-14,3.3174e-06,3.8393e-15,1.6003e-16,3.3015e-11,6.2674e-04,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..f32d2e71
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-0.74,5.51,8.49,6.44,4.28,4.19,2.10
+DCC_bivariate_loop,,,-0.74,,5.97,9.06,7.02,4.64,4.48,2.51
+SW_cross_validated,,,5.51,5.97,,1.57,-0.20,-0.00,0.57,-2.37
+SW_15,,,8.49,9.06,1.57,,-2.02,-1.30,-0.52,-4.02
+SW_30,,,6.44,7.02,-0.20,-2.02,,0.17,0.74,-2.43
+SW_60,,,4.28,4.64,-0.00,-1.30,0.17,,0.52,-2.04
+SW_120,,,4.19,4.48,0.57,-0.52,0.74,0.52,,-2.34
+sFC,,,2.10,2.51,-2.37,-4.02,-2.43,-2.04,-2.34,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..8b32a796
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.33,2.46,3.80,2.88,1.92,1.87,0.94
+DCC_bivariate_loop,,,0.33,,2.67,4.05,3.14,2.07,2.00,1.12
+SW_cross_validated,,,2.46,2.67,,0.70,0.09,0.00,0.25,1.06
+SW_15,,,3.80,4.05,0.70,,0.90,0.58,0.23,1.80
+SW_30,,,2.88,3.14,0.09,0.90,,0.07,0.33,1.08
+SW_60,,,1.92,2.07,0.00,0.58,0.07,,0.23,0.91
+SW_120,,,1.87,2.00,0.25,0.23,0.33,0.23,,1.04
+sFC,,,0.94,1.12,1.06,1.80,1.08,0.91,1.04,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..c57e0ab6
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,1.,0.0009,0.0000,0.0001,0.0125,0.0155,1.
+DCC_bivariate_loop,nan,nan,0.7448,-,0.0003,0.0000,0.0000,0.0057,0.0082,0.6161
+SW_cross_validated,nan,nan,-5.5054,-5.9703,-,1.,1.,1.,1.,0.815
+SW_15,nan,nan,-8.4916,-9.056,-1.5688,-,1.,1.,1.,0.0224
+SW_30,nan,nan,-6.4362,-7.0215,0.2045,2.02,-,1.,1.,0.7288
+SW_60,nan,nan,-4.2845,-4.6366,0.002,1.2995,-0.1652,-,1.,1.
+SW_120,nan,nan,-4.1885,-4.4773,-0.5681,0.5161,-0.7437,-0.5176,-,0.8749
+sFC,nan,nan,-2.0986,-2.5066,2.371,4.0216,2.4254,2.0367,2.3362,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..dcb0538e
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,4.6602e-01,3.1519e-05,1.0375e-07,4.6709e-06,4.4613e-04,5.5216e-04,5.0232e-02
+DCC_bivariate_loop,,,4.6602e-01,,1.1976e-05,4.0154e-08,1.4911e-06,2.0509e-04,2.9123e-04,2.2004e-02
+SW_cross_validated,,,3.1519e-05,1.1976e-05,,1.3411e-01,8.4029e-01,9.9839e-01,5.7701e-01,2.9106e-02
+SW_15,,,1.0375e-07,4.0154e-08,1.3411e-01,,5.8518e-02,2.1018e-01,6.1209e-01,8.0041e-04
+SW_30,,,4.6709e-06,1.4911e-06,8.4029e-01,5.8518e-02,,8.7060e-01,4.6668e-01,2.6030e-02
+SW_60,,,4.4613e-04,2.0509e-04,9.9839e-01,2.1018e-01,8.7060e-01,,6.1107e-01,5.6666e-02
+SW_120,,,5.5216e-04,2.9123e-04,5.7701e-01,6.1209e-01,4.6668e-01,6.1107e-01,,3.1247e-02
+sFC,,,5.0232e-02,2.2004e-02,2.9106e-02,8.0041e-04,2.6030e-02,5.6666e-02,3.1247e-02,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..e006800c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-30.87,-18.36,-31.22,-34.23,-16.49,-11.35,1.54
+DCC_bivariate_loop,,,-30.87,,3.10,2.39,-0.27,0.26,1.51,28.76
+SW_cross_validated,,,-18.36,3.10,,-1.31,-3.40,-2.04,-0.48,18.03
+SW_15,,,-31.22,2.39,-1.31,,-2.81,-1.26,0.32,28.51
+SW_30,,,-34.23,-0.27,-3.40,-2.81,,0.44,1.67,31.31
+SW_60,,,-16.49,0.26,-2.04,-1.26,0.44,,1.11,16.47
+SW_120,,,-11.35,1.51,-0.48,0.32,1.67,1.11,,11.51
+sFC,,,1.54,28.76,18.03,28.51,31.31,16.47,11.51,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..da067d06
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,13.80,8.21,13.96,15.31,7.38,5.07,0.69
+DCC_bivariate_loop,,,13.80,,1.38,1.07,0.12,0.12,0.68,12.86
+SW_cross_validated,,,8.21,1.38,,0.59,1.52,0.91,0.22,8.06
+SW_15,,,13.96,1.07,0.59,,1.26,0.56,0.14,12.75
+SW_30,,,15.31,0.12,1.52,1.26,,0.20,0.75,14.00
+SW_60,,,7.38,0.12,0.91,0.56,0.20,,0.50,7.36
+SW_120,,,5.07,0.68,0.22,0.14,0.75,0.50,,5.15
+sFC,,,0.69,12.86,8.06,12.75,14.00,7.36,5.15,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..5c372f49
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,30.8671,-,0.1749,0.7794,1.,1.,1.,0.0000
+SW_cross_validated,nan,nan,18.3642,-3.095,-,1.,0.0884,1.,1.,0.0000
+SW_15,nan,nan,31.2153,-2.3928,1.3116,-,0.3248,1.,1.,0.0000
+SW_30,nan,nan,34.2315,0.266,3.4048,2.8094,-,1.,1.,0.0000
+SW_60,nan,nan,16.4925,-0.2625,2.0403,1.2615,-0.4392,-,1.,0.0000
+SW_120,nan,nan,11.3461,-1.5137,0.4844,-0.3153,-1.6708,-1.1144,-,0.0000
+sFC,nan,nan,-1.5421,-28.7589,-18.0323,-28.5071,-31.3102,-16.4663,-11.5141,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..c5fd1b22
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,4.8450e-17,4.1795e-13,3.9733e-17,7.7528e-18,2.6098e-12,1.2370e-09,1.4045e-01
+DCC_bivariate_loop,,,4.8450e-17,,6.2468e-03,2.7836e-02,7.9325e-01,7.9593e-01,1.4745e-01,1.6899e-16
+SW_cross_validated,,,4.1795e-13,6.2468e-03,,2.0613e-01,3.1576e-03,5.6274e-02,6.3393e-01,5.7111e-13
+SW_15,,,3.9733e-17,2.7836e-02,2.0613e-01,,1.1602e-02,2.2324e-01,7.5614e-01,1.9734e-16
+SW_30,,,7.7528e-18,7.9325e-01,3.1576e-03,1.1602e-02,,6.6574e-01,1.1205e-01,3.7655e-17
+SW_60,,,2.6098e-12,7.9593e-01,5.6274e-02,2.2324e-01,6.6574e-01,,2.7976e-01,2.6808e-12
+SW_120,,,1.2370e-09,1.4745e-01,6.3393e-01,7.5614e-01,1.1205e-01,2.7976e-01,,9.7887e-10
+sFC,,,1.4045e-01,1.6899e-16,5.7111e-13,1.9734e-16,3.7655e-17,2.6808e-12,9.7887e-10,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..1ddcf0a3
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,24.94,79.16,281.40,144.64,95.55,68.86,35.62
+DCC_bivariate_loop,,,24.94,,67.79,240.79,128.89,86.20,62.23,24.48
+SW_cross_validated,,,79.16,67.79,,68.33,36.55,24.35,16.11,-35.46
+SW_15,,,281.40,240.79,68.33,,-28.24,-28.72,-27.76,-119.63
+SW_30,,,144.64,128.89,36.55,-28.24,,-6.48,-9.91,-76.72
+SW_60,,,95.55,86.20,24.35,-28.72,-6.48,,-4.09,-56.55
+SW_120,,,68.86,62.23,16.11,-27.76,-9.91,-4.09,,-42.53
+sFC,,,35.62,24.48,-35.46,-119.63,-76.72,-56.55,-42.53,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..8e4cb3e7
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,11.15,35.40,125.85,64.69,42.73,30.80,15.93
+DCC_bivariate_loop,,,11.15,,30.32,107.68,57.64,38.55,27.83,10.95
+SW_cross_validated,,,35.40,30.32,,30.56,16.34,10.89,7.20,15.86
+SW_15,,,125.85,107.68,30.56,,12.63,12.84,12.41,53.50
+SW_30,,,64.69,57.64,16.34,12.63,,2.90,4.43,34.31
+SW_60,,,42.73,38.55,10.89,12.84,2.90,,1.83,25.29
+SW_120,,,30.80,27.83,7.20,12.41,4.43,1.83,,19.02
+sFC,,,15.93,10.95,15.86,53.50,34.31,25.29,19.02,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..49ef84d2
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-24.9382,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-79.1567,-67.7914,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-281.3997,-240.7902,-68.3293,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-144.6428,-128.8921,-36.5458,28.2435,-,0.0001,0.0000,0.0000
+SW_60,nan,nan,-95.546,-86.1987,-24.353,28.7189,6.4813,-,0.0192,0.0000
+SW_120,nan,nan,-68.8615,-62.2285,-16.105,27.7553,9.9059,4.0909,-,0.0000
+sFC,nan,nan,-35.6217,-24.4795,35.4552,119.6327,76.7175,56.547,42.5267,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..5bdad0de
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,2.0711e-15,2.4116e-24,2.9996e-34,4.7554e-29,8.2147e-26,2.9382e-23,3.8243e-18
+DCC_bivariate_loop,,,2.0711e-15,,3.8911e-23,4.9554e-33,3.7812e-28,5.2207e-25,1.8059e-22,2.8666e-15
+SW_cross_validated,,,2.4116e-24,3.8911e-23,,3.3769e-23,2.4262e-18,3.1387e-15,3.9016e-12,4.1562e-18
+SW_15,,,2.9996e-34,4.9554e-33,3.3769e-23,,2.3245e-16,1.7319e-16,3.1604e-16,1.4446e-27
+SW_30,,,4.7554e-29,3.7812e-28,2.4262e-18,2.3245e-16,,4.2704e-06,1.0327e-08,4.2295e-24
+SW_60,,,8.2147e-26,5.2207e-25,3.1387e-15,1.7319e-16,4.2704e-06,,6.8596e-04,1.0035e-21
+SW_120,,,2.9382e-23,1.8059e-22,3.9016e-12,3.1604e-16,1.0327e-08,6.8596e-04,,1.6332e-19
+sFC,,,3.8243e-18,2.8666e-15,4.1562e-18,1.4446e-27,4.2295e-24,1.0035e-21,1.6332e-19,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..34a7f33e
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,22.56,111.68,238.38,213.03,75.17,58.34,40.69
+DCC_bivariate_loop,,,22.56,,102.20,234.58,208.65,69.70,53.52,29.53
+SW_cross_validated,,,111.68,102.20,,90.79,59.53,24.13,15.36,-49.23
+SW_15,,,238.38,234.58,90.79,,-38.68,-21.77,-24.30,-135.22
+SW_30,,,213.03,208.65,59.53,-38.68,,-4.31,-9.31,-108.30
+SW_60,,,75.17,69.70,24.13,-21.77,-4.31,,-4.43,-51.00
+SW_120,,,58.34,53.52,15.36,-24.30,-9.31,-4.43,,-38.90
+sFC,,,40.69,29.53,-49.23,-135.22,-108.30,-51.00,-38.90,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..df00c199
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,10.09,49.95,106.60,95.27,33.61,26.09,18.20
+DCC_bivariate_loop,,,10.09,,45.70,104.91,93.31,31.17,23.94,13.21
+SW_cross_validated,,,49.95,45.70,,40.60,26.62,10.79,6.87,22.02
+SW_15,,,106.60,104.91,40.60,,17.30,9.74,10.87,60.47
+SW_30,,,95.27,93.31,26.62,17.30,,1.93,4.16,48.44
+SW_60,,,33.61,31.17,10.79,9.74,1.93,,1.98,22.81
+SW_120,,,26.09,23.94,6.87,10.87,4.16,1.98,,17.40
+sFC,,,18.20,13.21,22.02,60.47,48.44,22.81,17.40,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..288e7cd5
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-22.556,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-111.6833,-102.198,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-238.3759,-234.5812,-90.7943,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-213.0294,-208.645,-59.5285,38.6764,-,0.0118,0.0000,0.0000
+SW_60,nan,nan,-75.1651,-69.6959,-24.1284,21.7697,4.3116,-,0.0090,0.0000
+SW_120,nan,nan,-58.3425,-53.5247,-15.3572,24.3005,9.3073,4.4307,-,0.0000
+sFC,nan,nan,-40.6875,-29.5341,49.2288,135.2179,108.3044,50.997,38.9019,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..845c7023
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.1965e-14,4.9726e-27,5.9406e-33,4.4910e-32,6.1041e-24,5.7335e-22,3.5915e-19
+DCC_bivariate_loop,,,1.1965e-14,,2.4512e-26,7.9293e-33,6.5290e-32,2.3674e-23,2.6822e-21,1.0569e-16
+SW_cross_validated,,,4.9726e-27,2.4512e-26,,2.0539e-25,3.9982e-22,3.6910e-15,8.6888e-12,1.1976e-20
+SW_15,,,5.9406e-33,7.9293e-33,2.0539e-25,,8.8570e-19,2.2179e-14,3.2594e-15,1.5976e-28
+SW_30,,,4.4910e-32,6.5290e-32,3.9982e-22,8.8570e-19,,4.2016e-04,2.6640e-08,8.6378e-27
+SW_60,,,6.1041e-24,2.3674e-23,3.6910e-15,2.2179e-14,4.2016e-04,,3.2281e-04,6.3726e-21
+SW_120,,,5.7335e-22,2.6822e-21,8.6888e-12,3.2594e-15,2.6640e-08,3.2281e-04,,7.9864e-19
+sFC,,,3.5915e-19,1.0569e-16,1.1976e-20,1.5976e-28,8.6378e-27,6.3726e-21,7.9864e-19,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..fbcad5d0
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,30.65,65.76,213.85,116.48,144.83,65.08,39.52
+DCC_bivariate_loop,,,30.65,,58.06,202.23,108.16,133.77,59.37,28.21
+SW_cross_validated,,,65.76,58.06,,55.07,29.98,25.79,13.43,-32.75
+SW_15,,,213.85,202.23,55.07,,-21.75,-37.92,-27.60,-116.34
+SW_30,,,116.48,108.16,29.98,-21.75,,-8.69,-10.78,-71.05
+SW_60,,,144.83,133.77,25.79,-37.92,-8.69,,-5.29,-75.34
+SW_120,,,65.08,59.37,13.43,-27.60,-10.78,-5.29,,-40.88
+sFC,,,39.52,28.21,-32.75,-116.34,-71.05,-75.34,-40.88,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..d551d76f
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,13.71,29.41,95.63,52.09,64.77,29.10,17.68
+DCC_bivariate_loop,,,13.71,,25.97,90.44,48.37,59.83,26.55,12.62
+SW_cross_validated,,,29.41,25.97,,24.63,13.41,11.54,6.01,14.65
+SW_15,,,95.63,90.44,24.63,,9.73,16.96,12.34,52.03
+SW_30,,,52.09,48.37,13.41,9.73,,3.88,4.82,31.78
+SW_60,,,64.77,59.83,11.54,16.96,3.88,,2.37,33.69
+SW_120,,,29.10,26.55,6.01,12.34,4.82,2.37,,18.28
+sFC,,,17.68,12.62,14.65,52.03,31.78,33.69,18.28,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..c036d5cb
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-30.6523,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-65.7558,-58.0625,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-213.8462,-202.2273,-55.0666,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-116.4826,-108.1552,-29.9763,21.751,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-144.8261,-133.7739,-25.7932,37.9238,8.6866,-,0.0014,0.0000
+SW_120,nan,nan,-65.0776,-59.3663,-13.4348,27.6024,10.7752,5.2887,-,0.0000
+sFC,nan,nan,-39.5232,-28.2145,32.7523,116.3437,71.0511,75.3362,40.8832,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..52571f57
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,5.4820e-17,6.7219e-23,4.1922e-32,2.3340e-27,4.6484e-29,8.0950e-23,6.0234e-19
+DCC_bivariate_loop,,,5.4820e-17,,6.2492e-22,1.1455e-31,8.8546e-27,1.9378e-28,4.1985e-22,2.3669e-16
+SW_cross_validated,,,6.7219e-23,6.2492e-22,,1.6135e-21,8.1298e-17,1.1468e-15,8.0263e-11,1.6966e-17
+SW_15,,,4.1922e-32,1.1455e-31,1.6135e-21,,2.2513e-14,1.2564e-18,3.4831e-16,2.3846e-27
+SW_30,,,2.3340e-27,8.8546e-27,8.1298e-17,2.2513e-14,,7.4405e-08,2.7971e-09,1.6758e-23
+SW_60,,,4.6484e-29,1.9378e-28,1.1468e-15,1.2564e-18,7.4405e-08,,4.9914e-05,5.8601e-24
+SW_120,,,8.0950e-23,4.1985e-22,8.0263e-11,3.4831e-16,2.7971e-09,4.9914e-05,,3.2972e-19
+sFC,,,6.0234e-19,2.3669e-16,1.6966e-17,2.3846e-27,1.6758e-23,5.8601e-24,3.2972e-19,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..3a9c8212
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,19.87,67.97,141.56,164.55,91.46,65.09,26.75
+DCC_bivariate_loop,,,19.87,,62.15,137.11,161.28,86.52,60.79,20.45
+SW_cross_validated,,,67.97,62.15,,48.86,36.24,23.76,15.39,-28.36
+SW_15,,,141.56,137.11,48.86,,-21.41,-21.04,-22.31,-76.61
+SW_30,,,164.55,161.28,36.24,-21.41,,-5.32,-9.41,-68.23
+SW_60,,,91.46,86.52,23.76,-21.04,-5.32,,-4.45,-49.80
+SW_120,,,65.09,60.79,15.39,-22.31,-9.41,-4.45,,-37.77
+sFC,,,26.75,20.45,-28.36,-76.61,-68.23,-49.80,-37.77,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..4db0f92e
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,8.89,30.40,63.31,73.59,40.90,29.11,11.96
+DCC_bivariate_loop,,,8.89,,27.79,61.32,72.12,38.69,27.19,9.14
+SW_cross_validated,,,30.40,27.79,,21.85,16.21,10.63,6.88,12.68
+SW_15,,,63.31,61.32,21.85,,9.57,9.41,9.98,34.26
+SW_30,,,73.59,72.12,16.21,9.57,,2.38,4.21,30.52
+SW_60,,,40.90,38.69,10.63,9.41,2.38,,1.99,22.27
+SW_120,,,29.11,27.19,6.88,9.98,4.21,1.99,,16.89
+sFC,,,11.96,9.14,12.68,34.26,30.52,22.27,16.89,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..f058defd
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-19.8731,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-67.9716,-62.1495,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-141.5562,-137.1144,-48.8601,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-164.5497,-161.2751,-36.2364,21.4066,-,0.0013,0.0000,0.0000
+SW_60,nan,nan,-91.4641,-86.5245,-23.7623,21.0446,5.3152,-,0.0087,0.0000
+SW_120,nan,nan,-65.0883,-60.7931,-15.3924,22.3078,9.4132,4.4492,-,0.0000
+sFC,nan,nan,-26.7491,-20.4484,28.3596,76.6054,68.2345,49.8041,37.7694,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..dc33874e
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.0750e-13,3.7101e-23,7.0093e-29,4.6764e-30,1.7998e-25,8.0710e-23,6.0522e-16
+DCC_bivariate_loop,,,1.0750e-13,,1.8475e-22,1.2436e-28,6.7135e-30,4.8788e-25,2.7436e-22,6.5668e-14
+SW_cross_validated,,,3.7101e-23,1.8475e-22,,1.3698e-20,2.8220e-18,4.8216e-15,8.3612e-12,2.1624e-16
+SW_15,,,7.0093e-29,1.2436e-28,1.3698e-20,,2.9703e-14,3.9925e-14,1.4507e-14,4.3420e-24
+SW_30,,,4.6764e-30,6.7135e-30,2.8220e-18,2.9703e-14,,4.7174e-05,2.2464e-08,3.4620e-23
+SW_60,,,1.7998e-25,4.8788e-25,4.8216e-15,3.9925e-14,4.7174e-05,,3.0987e-04,9.7300e-21
+SW_120,,,8.0710e-23,2.7436e-22,8.3612e-12,1.4507e-14,2.2464e-08,3.0987e-04,,1.3510e-18
+sFC,,,6.0522e-16,6.5668e-14,2.1624e-16,4.3420e-24,3.4620e-23,9.7300e-21,1.3510e-18,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..d89215d2
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,16.64,60.58,193.52,113.05,114.04,49.33,31.04
+DCC_bivariate_loop,,,16.64,,54.17,183.70,105.85,106.12,45.58,22.88
+SW_cross_validated,,,60.58,54.17,,54.05,30.53,24.89,12.48,-29.77
+SW_15,,,193.52,183.70,54.05,,-21.11,-31.92,-19.96,-103.81
+SW_30,,,113.05,105.85,30.53,-21.11,,-7.65,-7.66,-67.22
+SW_60,,,114.04,106.12,24.89,-31.92,-7.65,,-3.19,-63.17
+SW_120,,,49.33,45.58,12.48,-19.96,-7.66,-3.19,,-32.61
+sFC,,,31.04,22.88,-29.77,-103.81,-67.22,-63.17,-32.61,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..590afc61
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,7.44,27.09,86.54,50.56,51.00,22.06,13.88
+DCC_bivariate_loop,,,7.44,,24.23,82.15,47.34,47.46,20.39,10.23
+SW_cross_validated,,,27.09,24.23,,24.17,13.65,11.13,5.58,13.31
+SW_15,,,86.54,82.15,24.17,,9.44,14.28,8.93,46.42
+SW_30,,,50.56,47.34,13.65,9.44,,3.42,3.42,30.06
+SW_60,,,51.00,47.46,11.13,14.28,3.42,,1.43,28.25
+SW_120,,,22.06,20.39,5.58,8.93,3.42,1.43,,14.59
+sFC,,,13.88,10.23,13.31,46.42,30.06,28.25,14.59,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..2a46ffe9
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-16.6434,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-60.5809,-54.1708,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-193.5187,-183.6979,-54.0506,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-113.0509,-105.8533,-30.5312,21.1145,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-114.0434,-106.1175,-24.8906,31.9209,7.6469,-,0.1405,0.0000
+SW_120,nan,nan,-49.3265,-45.585,-12.4781,19.9577,7.6566,3.195,-,0.0000
+sFC,nan,nan,-31.0381,-22.8786,29.7684,103.8055,67.2205,63.167,32.6148,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..5f579559
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,2.2364e-12,2.9209e-22,2.5289e-31,3.9955e-27,3.4145e-27,1.1559e-20,4.3942e-17
+DCC_bivariate_loop,,,2.2364e-12,,2.1639e-21,6.4546e-31,1.3034e-26,1.2463e-26,4.7306e-20,9.3418e-15
+SW_cross_validated,,,2.9209e-22,2.1639e-21,,2.2517e-21,5.8793e-17,2.1416e-15,2.6838e-10,9.1928e-17
+SW_15,,,2.5289e-31,6.4546e-31,2.2517e-21,,3.7696e-14,2.6751e-17,9.9912e-14,1.8517e-26
+SW_30,,,3.9955e-27,1.3034e-26,5.8793e-17,3.7696e-14,,4.6328e-07,4.5519e-07,4.5283e-23
+SW_60,,,3.4145e-27,1.2463e-26,2.1416e-15,2.6751e-17,4.6328e-07,,5.0177e-03,1.3810e-22
+SW_120,,,1.1559e-20,4.7306e-20,2.6838e-10,9.9912e-14,4.5519e-07,5.0177e-03,,1.8279e-17
+sFC,,,4.3942e-17,9.3418e-15,9.1928e-17,1.8517e-26,4.5283e-23,1.3810e-22,1.8279e-17,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..bdd11abe
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,32.95,102.23,350.32,122.84,83.12,51.44,55.35
+DCC_bivariate_loop,,,32.95,,90.38,335.27,114.12,76.56,46.97,38.95
+SW_cross_validated,,,102.23,90.38,,92.62,39.74,25.11,13.65,-52.14
+SW_15,,,350.32,335.27,92.62,,-24.67,-25.53,-21.83,-190.50
+SW_30,,,122.84,114.12,39.74,-24.67,,-5.89,-8.42,-84.54
+SW_60,,,83.12,76.56,25.11,-25.53,-5.89,,-3.73,-57.95
+SW_120,,,51.44,46.97,13.65,-21.83,-8.42,-3.73,,-35.75
+sFC,,,55.35,38.95,-52.14,-190.50,-84.54,-57.95,-35.75,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..62ce0cf6
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,14.73,45.72,156.67,54.94,37.17,23.00,24.76
+DCC_bivariate_loop,,,14.73,,40.42,149.94,51.04,34.24,21.01,17.42
+SW_cross_validated,,,45.72,40.42,,41.42,17.77,11.23,6.10,23.32
+SW_15,,,156.67,149.94,41.42,,11.03,11.42,9.76,85.20
+SW_30,,,54.94,51.04,17.77,11.03,,2.63,3.76,37.81
+SW_60,,,37.17,34.24,11.23,11.42,2.63,,1.67,25.92
+SW_120,,,23.00,21.01,6.10,9.76,3.76,1.67,,15.99
+sFC,,,24.76,17.42,23.32,85.20,37.81,25.92,15.99,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..ea994397
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-32.9478,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-102.2325,-90.3779,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-350.3183,-335.2681,-92.6172,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-122.8437,-114.1229,-39.7366,24.6667,-,0.0004,0.0000,0.0000
+SW_60,nan,nan,-83.1188,-76.5613,-25.1148,25.5346,5.8881,-,0.0426,0.0000
+SW_120,nan,nan,-51.4404,-46.9738,-13.6468,21.8295,8.4152,3.7332,-,0.0000
+sFC,nan,nan,-55.354,-38.948,52.1368,190.504,84.5388,57.9511,35.7503,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..7ab62f43
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.5268e-17,2.4363e-26,5.8190e-36,8.9732e-28,1.0034e-24,5.4586e-21,1.4699e-21
+DCC_bivariate_loop,,,1.5268e-17,,2.2307e-25,1.2825e-35,3.3720e-27,4.3870e-24,2.7680e-20,7.8197e-19
+SW_cross_validated,,,2.4363e-26,2.2307e-25,,1.4371e-25,5.4728e-19,1.8302e-15,6.2018e-11,4.2916e-21
+SW_15,,,5.8190e-36,1.2825e-35,1.4371e-25,,2.5087e-15,1.3686e-15,2.1147e-14,3.3544e-31
+SW_30,,,8.9732e-28,3.3720e-27,5.4728e-19,2.5087e-15,,1.4184e-05,1.1835e-07,7.4025e-25
+SW_60,,,1.0034e-24,4.3870e-24,1.8302e-15,1.3686e-15,1.4184e-05,,1.5218e-03,6.4679e-22
+SW_120,,,5.4586e-21,2.7680e-20,6.2018e-11,2.1147e-14,1.1835e-07,1.5218e-03,,3.5872e-18
+sFC,,,1.4699e-21,7.8197e-19,4.2916e-21,3.3544e-31,7.4025e-25,6.4679e-22,3.5872e-18,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..c49e3c10
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,15.14,64.61,156.21,202.76,87.33,39.00,35.42
+DCC_bivariate_loop,,,15.14,,56.18,141.67,171.30,79.32,35.89,24.68
+SW_cross_validated,,,64.61,56.18,,51.20,38.16,22.40,10.28,-33.18
+SW_15,,,156.21,141.67,51.20,,-25.45,-23.28,-15.58,-99.69
+SW_30,,,202.76,171.30,38.16,-25.45,,-6.97,-6.40,-98.50
+SW_60,,,87.33,79.32,22.40,-23.28,-6.97,,-2.69,-56.17
+SW_120,,,39.00,35.89,10.28,-15.58,-6.40,-2.69,,-27.00
+sFC,,,35.42,24.68,-33.18,-99.69,-98.50,-56.17,-27.00,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..f51f30d5
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,6.77,28.90,69.86,90.68,39.05,17.44,15.84
+DCC_bivariate_loop,,,6.77,,25.12,63.36,76.61,35.47,16.05,11.04
+SW_cross_validated,,,28.90,25.12,,22.90,17.07,10.02,4.60,14.84
+SW_15,,,69.86,63.36,22.90,,11.38,10.41,6.97,44.58
+SW_30,,,90.68,76.61,17.07,11.38,,3.12,2.86,44.05
+SW_60,,,39.05,35.47,10.02,10.41,3.12,,1.20,25.12
+SW_120,,,17.44,16.05,4.60,6.97,2.86,1.20,,12.07
+sFC,,,15.84,11.04,14.84,44.58,44.05,25.12,12.07,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..7ca97ed5
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-15.1407,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-64.614,-56.1798,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-156.2053,-141.6702,-51.2011,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-202.7588,-171.2957,-38.162,25.4522,-,0.0000,0.0001,0.0000
+SW_60,nan,nan,-87.3281,-79.3229,-22.4037,23.2836,6.9721,-,0.4222,0.0000
+SW_120,nan,nan,-39.0049,-35.8872,-10.2804,15.5799,6.3951,2.6864,-,0.0000
+sFC,nan,nan,-35.4176,-24.676,33.1762,99.6939,98.4967,56.1684,26.9977,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..3a1fd05f
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.1025e-11,9.2018e-23,1.1925e-29,1.0926e-31,4.1324e-25,7.6192e-19,4.2352e-18
+DCC_bivariate_loop,,,1.1025e-11,,1.1276e-21,6.9085e-29,2.2699e-30,2.3224e-24,3.3517e-18,2.4922e-15
+SW_cross_validated,,,9.2018e-23,1.1276e-21,,5.9332e-21,1.1240e-18,1.3463e-14,5.8256e-09,1.3508e-17
+SW_15,,,1.1925e-29,6.9085e-29,5.9332e-21,,1.4485e-15,6.8790e-15,6.8214e-12,3.8280e-26
+SW_30,,,1.0926e-31,2.2699e-30,1.1240e-18,1.4485e-15,,1.6388e-06,5.0693e-06,4.7561e-26
+SW_60,,,4.1324e-25,2.3224e-24,1.3463e-14,6.8790e-15,1.6388e-06,,1.5080e-02,1.1317e-21
+SW_120,,,7.6192e-19,3.3517e-18,5.8256e-09,6.8214e-12,5.0693e-06,1.5080e-02,,5.1436e-16
+sFC,,,4.2352e-18,2.4922e-15,1.3508e-17,3.8280e-26,4.7561e-26,1.1317e-21,5.1436e-16,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/LEOO/optimal_window_lengths.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/LEOO/optimal_window_lengths.csv
new file mode 100644
index 00000000..e2c8794b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/LEOO/optimal_window_lengths.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,99,99,99,99,99,99,99,99,99,99,99
+1,99,99,99,99,99,99,99,99,99,99,99
+2,99,99,99,99,99,99,99,99,99,99,99
+3,99,99,99,99,99,99,99,99,99,99,99
+4,99,99,99,99,99,99,99,99,99,99,99
+5,99,99,99,99,99,99,99,99,99,99,99
+6,99,99,99,99,99,99,99,99,99,99,99
+7,99,99,99,99,99,99,99,99,99,99,99
+8,99,99,99,99,99,99,99,99,99,99,99
+9,99,99,99,99,99,99,99,99,99,99,99
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/correlation_RMSE_mean.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/correlation_RMSE_mean.csv
new file mode 100644
index 00000000..4ec7c35c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/correlation_RMSE_mean.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.059,0.058,0.568,0.568,0.569,0.569,0.568,0.316,0.654,0.164,0.245,0.394
+DCC_bivariate_loop,0.075,0.064,0.167,0.213,0.260,0.277,0.291,0.232,0.240,0.165,0.143,0.193
+SW_cross_validated,0.096,0.063,0.203,0.463,0.643,0.623,0.528,0.358,0.230,0.181,0.120,0.319
+SW_15,0.266,0.174,0.200,0.208,0.195,0.207,0.210,0.244,0.209,0.258,0.227,0.218
+SW_30,0.192,0.127,0.152,0.150,0.146,0.168,0.186,0.196,0.169,0.190,0.162,0.167
+SW_60,0.138,0.088,0.108,0.137,0.200,0.289,0.399,0.202,0.171,0.188,0.125,0.186
+SW_120,0.122,0.072,0.137,0.303,0.485,0.629,0.679,0.321,0.201,0.192,0.108,0.295
+sFC,0.059,0.029,0.569,0.568,0.568,0.570,0.568,0.317,0.654,0.164,0.247,0.392
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/correlation_RMSE_se.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/correlation_RMSE_se.csv
new file mode 100644
index 00000000..c01fbf35
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/correlation_RMSE_se.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.009,0.008,0.001,0.001,0.001,0.001,0.000,0.003,0.001,0.003,0.002,0.002
+DCC_bivariate_loop,0.005,0.007,0.008,0.008,0.008,0.010,0.009,0.005,0.007,0.003,0.005,0.007
+SW_cross_validated,0.011,0.007,0.004,0.004,0.002,0.001,0.002,0.003,0.005,0.006,0.007,0.005
+SW_15,0.008,0.004,0.006,0.008,0.007,0.009,0.005,0.006,0.003,0.012,0.006,0.007
+SW_30,0.008,0.005,0.005,0.009,0.006,0.006,0.006,0.006,0.006,0.008,0.008,0.006
+SW_60,0.006,0.004,0.006,0.012,0.005,0.006,0.003,0.007,0.006,0.003,0.005,0.006
+SW_120,0.008,0.007,0.005,0.009,0.003,0.003,0.002,0.005,0.005,0.005,0.005,0.005
+sFC,0.012,0.006,0.001,0.001,0.001,0.001,0.001,0.003,0.001,0.002,0.003,0.003
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/correlation_RMSE_std.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/correlation_RMSE_std.csv
new file mode 100644
index 00000000..ec55a1ee
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/correlation_RMSE_std.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.027,0.024,0.003,0.002,0.003,0.002,0.001,0.009,0.002,0.008,0.006,0.008
+DCC_bivariate_loop,0.017,0.022,0.026,0.027,0.026,0.031,0.028,0.017,0.021,0.010,0.017,0.022
+SW_cross_validated,0.036,0.023,0.014,0.012,0.006,0.002,0.005,0.008,0.016,0.018,0.022,0.015
+SW_15,0.025,0.011,0.021,0.024,0.021,0.030,0.015,0.018,0.011,0.037,0.019,0.021
+SW_30,0.024,0.015,0.014,0.030,0.018,0.017,0.018,0.018,0.018,0.027,0.024,0.020
+SW_60,0.019,0.014,0.018,0.037,0.017,0.018,0.010,0.023,0.020,0.010,0.016,0.018
+SW_120,0.026,0.022,0.014,0.028,0.009,0.009,0.005,0.016,0.016,0.015,0.015,0.016
+sFC,0.038,0.020,0.004,0.003,0.002,0.003,0.002,0.009,0.002,0.007,0.009,0.009
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/correlation_matrix_RMSE_mean.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/correlation_matrix_RMSE_mean.csv
new file mode 100644
index 00000000..6fb576fc
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/correlation_matrix_RMSE_mean.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.049,0.050,0.052,0.052,0.052,0.052,0.052,0.051,0.053,0.050,0.051,0.051
+DCC_bivariate_loop,0.061,0.061,0.062,0.062,0.062,0.062,0.061,0.062,0.062,0.062,0.062,0.062
+SW_cross_validated,0.087,0.088,0.088,0.088,0.089,0.090,0.089,0.088,0.087,0.088,0.088,0.088
+SW_15,0.274,0.273,0.273,0.274,0.273,0.274,0.273,0.274,0.273,0.274,0.274,0.274
+SW_30,0.191,0.191,0.191,0.191,0.191,0.191,0.190,0.191,0.191,0.191,0.191,0.191
+SW_60,0.140,0.140,0.140,0.141,0.140,0.141,0.140,0.141,0.141,0.141,0.141,0.141
+SW_120,0.115,0.116,0.116,0.116,0.117,0.118,0.118,0.118,0.117,0.118,0.118,0.117
+sFC,0.054,0.055,0.057,0.056,0.057,0.057,0.057,0.056,0.057,0.055,0.056,0.056
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/correlation_matrix_RMSE_se.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/correlation_matrix_RMSE_se.csv
new file mode 100644
index 00000000..0b5fa2af
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/correlation_matrix_RMSE_se.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+DCC_bivariate_loop,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_cross_validated,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_15,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_30,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_60,0.001,0.000,0.001,0.001,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_120,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+sFC,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/correlation_matrix_RMSE_std.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/correlation_matrix_RMSE_std.csv
new file mode 100644
index 00000000..a96a4132
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/correlation_matrix_RMSE_std.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+DCC_bivariate_loop,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_cross_validated,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_15,0.001,0.001,0.001,0.001,0.000,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_30,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_60,0.002,0.002,0.002,0.002,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_120,0.004,0.003,0.004,0.003,0.003,0.003,0.003,0.003,0.004,0.003,0.003,0.003
+sFC,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/covariance_RMSE_mean.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/covariance_RMSE_mean.csv
new file mode 100644
index 00000000..3bf8baf9
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/covariance_RMSE_mean.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.056,0.027,0.567,0.568,0.568,0.568,0.567,0.316,0.654,0.161,0.245,0.391
+DCC_bivariate_loop,0.071,0.037,0.159,0.209,0.256,0.271,0.286,0.230,0.229,0.161,0.145,0.187
+SW_cross_validated,0.087,0.137,0.167,0.471,0.645,0.621,0.530,0.341,0.286,0.195,0.149,0.330
+SW_15,0.206,0.273,0.253,0.250,0.242,0.252,0.247,0.239,0.282,0.256,0.248,0.250
+SW_30,0.159,0.198,0.178,0.182,0.191,0.208,0.218,0.198,0.224,0.196,0.186,0.195
+SW_60,0.121,0.152,0.123,0.152,0.219,0.306,0.410,0.206,0.207,0.193,0.152,0.204
+SW_120,0.111,0.131,0.108,0.301,0.490,0.629,0.673,0.313,0.244,0.206,0.141,0.304
+sFC,0.059,0.030,0.569,0.568,0.568,0.570,0.568,0.317,0.655,0.164,0.247,0.392
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/covariance_RMSE_se.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/covariance_RMSE_se.csv
new file mode 100644
index 00000000..a17a4262
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/covariance_RMSE_se.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.008,0.005,0.001,0.001,0.001,0.000,0.000,0.002,0.001,0.001,0.003,0.002
+DCC_bivariate_loop,0.005,0.004,0.008,0.009,0.007,0.010,0.009,0.005,0.006,0.003,0.005,0.007
+SW_cross_validated,0.010,0.009,0.008,0.004,0.002,0.001,0.001,0.003,0.007,0.006,0.009,0.005
+SW_15,0.008,0.010,0.009,0.007,0.008,0.010,0.007,0.007,0.008,0.016,0.007,0.009
+SW_30,0.007,0.009,0.009,0.007,0.008,0.011,0.006,0.008,0.010,0.011,0.006,0.008
+SW_60,0.006,0.005,0.008,0.011,0.007,0.006,0.004,0.008,0.009,0.005,0.006,0.007
+SW_120,0.008,0.006,0.010,0.010,0.003,0.003,0.001,0.004,0.005,0.006,0.005,0.006
+sFC,0.012,0.006,0.001,0.001,0.001,0.001,0.001,0.003,0.001,0.002,0.003,0.003
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/covariance_RMSE_std.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/covariance_RMSE_std.csv
new file mode 100644
index 00000000..0202b15f
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/covariance_RMSE_std.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.027,0.017,0.002,0.003,0.002,0.002,0.001,0.008,0.002,0.004,0.009,0.007
+DCC_bivariate_loop,0.017,0.014,0.024,0.028,0.023,0.031,0.029,0.017,0.019,0.010,0.016,0.021
+SW_cross_validated,0.032,0.029,0.026,0.011,0.006,0.004,0.004,0.010,0.022,0.018,0.028,0.017
+SW_15,0.024,0.033,0.029,0.021,0.025,0.032,0.023,0.023,0.026,0.051,0.024,0.028
+SW_30,0.023,0.030,0.027,0.022,0.024,0.036,0.019,0.027,0.031,0.034,0.020,0.027
+SW_60,0.018,0.015,0.025,0.033,0.021,0.020,0.011,0.025,0.029,0.015,0.020,0.021
+SW_120,0.025,0.020,0.030,0.031,0.010,0.009,0.005,0.012,0.016,0.019,0.016,0.018
+sFC,0.038,0.020,0.004,0.003,0.002,0.003,0.002,0.009,0.002,0.007,0.009,0.009
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/covariance_matrix_RMSE_mean.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/covariance_matrix_RMSE_mean.csv
new file mode 100644
index 00000000..2cd0db37
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/covariance_matrix_RMSE_mean.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.047,0.048,0.051,0.050,0.050,0.051,0.050,0.049,0.051,0.048,0.049,0.050
+DCC_bivariate_loop,0.059,0.059,0.059,0.059,0.059,0.059,0.059,0.060,0.059,0.059,0.059,0.059
+SW_cross_validated,0.082,0.082,0.082,0.083,0.084,0.084,0.083,0.083,0.082,0.082,0.083,0.083
+SW_15,0.215,0.215,0.215,0.215,0.215,0.215,0.215,0.215,0.216,0.216,0.215,0.215
+SW_30,0.163,0.164,0.163,0.164,0.163,0.163,0.163,0.164,0.164,0.164,0.164,0.164
+SW_60,0.127,0.128,0.128,0.128,0.127,0.128,0.128,0.129,0.129,0.128,0.128,0.128
+SW_120,0.108,0.110,0.111,0.110,0.111,0.112,0.113,0.113,0.112,0.112,0.112,0.111
+sFC,0.054,0.055,0.057,0.057,0.057,0.057,0.057,0.056,0.057,0.055,0.056,0.056
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/covariance_matrix_RMSE_se.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/covariance_matrix_RMSE_se.csv
new file mode 100644
index 00000000..640e8b08
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/covariance_matrix_RMSE_se.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+DCC_bivariate_loop,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_cross_validated,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_15,0.001,0.001,0.001,0.000,0.000,0.000,0.000,0.001,0.001,0.000,0.001,0.000
+SW_30,0.000,0.000,0.000,0.000,0.001,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_60,0.001,0.000,0.001,0.001,0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.000
+SW_120,0.001,0.001,0.002,0.001,0.001,0.001,0.001,0.001,0.002,0.001,0.001,0.001
+sFC,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/covariance_matrix_RMSE_std.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/covariance_matrix_RMSE_std.csv
new file mode 100644
index 00000000..1914da7e
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/covariance_matrix_RMSE_std.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+DCC_bivariate_loop,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_cross_validated,0.001,0.002,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_15,0.002,0.002,0.002,0.001,0.001,0.001,0.001,0.002,0.002,0.001,0.002,0.001
+SW_30,0.001,0.001,0.001,0.001,0.002,0.001,0.001,0.002,0.001,0.001,0.001,0.001
+SW_60,0.002,0.001,0.002,0.002,0.001,0.001,0.002,0.001,0.001,0.001,0.002,0.002
+SW_120,0.005,0.003,0.005,0.004,0.002,0.003,0.004,0.003,0.006,0.004,0.005,0.004
+sFC,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/optimal_window_lengths.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/optimal_window_lengths.csv
new file mode 100644
index 00000000..c4802bfe
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/optimal_window_lengths.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,179,179,179,179,179,179,179,179,179,179,179
+1,179,179,179,179,179,179,179,179,179,179,179
+2,179,179,179,179,179,179,179,179,179,179,179
+3,179,179,179,179,179,179,179,179,179,179,179
+4,179,179,179,179,179,179,179,179,179,179,179
+5,179,179,179,179,179,179,179,179,179,179,179
+6,179,179,179,179,179,179,179,179,179,179,179
+7,179,179,179,179,179,179,179,179,179,179,179
+8,179,179,179,179,179,179,179,179,179,179,179
+9,179,179,179,179,179,179,179,179,179,179,179
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..eb70664b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-13.48,10.71,-10.84,-17.65,-14.23,0.80,0.09
+DCC_bivariate_loop,,,-13.48,,20.51,1.44,-4.39,-3.29,11.42,13.28
+SW_cross_validated,,,10.71,20.51,,-17.36,-24.09,-19.61,-6.09,-10.12
+SW_15,,,-10.84,1.44,-17.36,,-5.59,-4.41,9.48,10.71
+SW_30,,,-17.65,-4.39,-24.09,-5.59,,0.59,15.16,17.42
+SW_60,,,-14.23,-3.29,-19.61,-4.41,0.59,,12.84,14.11
+SW_120,,,0.80,11.42,-6.09,9.48,15.16,12.84,,-0.73
+sFC,,,0.09,13.28,-10.12,10.71,17.42,14.11,-0.73,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..93bd3ebd
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,6.03,4.79,4.85,7.89,6.36,0.36,0.04
+DCC_bivariate_loop,,,6.03,,9.17,0.65,1.96,1.47,5.11,5.94
+SW_cross_validated,,,4.79,9.17,,7.76,10.77,8.77,2.72,4.53
+SW_15,,,4.85,0.65,7.76,,2.50,1.97,4.24,4.79
+SW_30,,,7.89,1.96,10.77,2.50,,0.26,6.78,7.79
+SW_60,,,6.36,1.47,8.77,1.97,0.26,,5.74,6.31
+SW_120,,,0.36,5.11,2.72,4.24,6.78,5.74,,0.32
+sFC,,,0.04,5.94,4.53,4.79,7.79,6.31,0.32,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..b8a5bffa
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,1.,1.
+DCC_bivariate_loop,nan,nan,13.48,-,0.0000,1.,0.0099,0.1151,0.0000,0.0000
+SW_cross_validated,nan,nan,-10.7057,-20.5071,-,0.0000,0.0000,0.0000,0.0003,0.0000
+SW_15,nan,nan,10.8368,-1.4446,17.3605,-,0.0007,0.0095,0.0000,0.0000
+SW_30,nan,nan,17.6521,4.3896,24.087,5.5902,-,1.,0.0000,0.0000
+SW_60,nan,nan,14.2275,3.2855,19.6082,4.4101,-0.5874,-,0.0000,0.0000
+SW_120,nan,nan,-0.8014,-11.4189,6.0915,-9.4799,-15.1603,-12.8397,-,1.
+sFC,nan,nan,-0.0903,-13.2826,10.1229,-10.7115,-17.4245,-14.1101,0.7252,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..1b048aad
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,7.5946e-11,3.0959e-09,2.5573e-09,8.2188e-13,3.1119e-11,4.3336e-01,9.2905e-01
+DCC_bivariate_loop,,,7.5946e-11,,6.2490e-14,1.6575e-01,3.5354e-04,4.1104e-03,1.1173e-09,9.6790e-11
+SW_cross_validated,,,3.0959e-09,6.2490e-14,,1.0919e-12,3.8034e-15,1.3550e-13,9.3500e-06,7.3984e-09
+SW_15,,,2.5573e-09,1.6575e-01,1.0919e-12,,2.6366e-05,3.3787e-04,2.0187e-08,3.0699e-09
+SW_30,,,8.2188e-13,3.5354e-04,3.8034e-15,2.6366e-05,,5.6425e-01,1.0788e-11,1.0255e-12
+SW_60,,,3.1119e-11,4.1104e-03,1.3550e-13,3.3787e-04,5.6425e-01,,1.6861e-10,3.5706e-11
+SW_120,,,4.3336e-01,1.1173e-09,9.3500e-06,2.0187e-08,1.0788e-11,1.6861e-10,,4.7766e-01
+sFC,,,9.2905e-01,9.6790e-11,7.3984e-09,3.0699e-09,1.0255e-12,3.5706e-11,4.7766e-01,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..ae96e19e
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.51,0.46,13.11,7.21,3.19,1.24,-2.72
+DCC_bivariate_loop,,,0.51,,-0.05,13.39,7.04,2.76,0.76,-3.42
+SW_cross_validated,,,0.46,-0.05,,13.14,6.96,2.76,0.80,-3.31
+SW_15,,,13.11,13.39,13.14,,-7.53,-14.37,-12.30,-18.65
+SW_30,,,7.21,7.04,6.96,-7.53,,-5.62,-6.10,-11.46
+SW_60,,,3.19,2.76,2.76,-14.37,-5.62,,-1.83,-7.06
+SW_120,,,1.24,0.76,0.80,-12.30,-6.10,-1.83,,-4.18
+sFC,,,-2.72,-3.42,-3.31,-18.65,-11.46,-7.06,-4.18,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..d376cdc3
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.23,0.21,5.86,3.23,1.43,0.55,1.22
+DCC_bivariate_loop,,,0.23,,0.02,5.99,3.15,1.23,0.34,1.53
+SW_cross_validated,,,0.21,0.02,,5.88,3.11,1.23,0.36,1.48
+SW_15,,,5.86,5.99,5.88,,3.37,6.42,5.50,8.34
+SW_30,,,3.23,3.15,3.11,3.37,,2.51,2.73,5.12
+SW_60,,,1.43,1.23,1.23,6.42,2.51,,0.82,3.16
+SW_120,,,0.55,0.34,0.36,5.50,2.73,0.82,,1.87
+sFC,,,1.22,1.53,1.48,8.34,5.12,3.16,1.87,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..7dfd0109
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,1.,1.,0.0000,0.0000,0.1423,1.,0.3931
+DCC_bivariate_loop,nan,nan,-0.5127,-,1.,0.0000,0.0000,0.3606,1.,0.0862
+SW_cross_validated,nan,nan,-0.4586,0.0492,-,0.0000,0.0000,0.3605,1.,0.1091
+SW_15,nan,nan,-13.1071,-13.3933,-13.1431,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-7.2138,-7.045,-6.9608,7.5264,-,0.0007,0.0003,0.0000
+SW_60,nan,nan,-3.1891,-2.7605,-2.7607,14.3666,5.6225,-,1.,0.0000
+SW_120,nan,nan,-1.235,-0.7592,-0.7969,12.3043,6.1016,1.832,-,0.0157
+sFC,nan,nan,2.72,3.416,3.3099,18.647,11.4558,7.0623,4.1802,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..0a9f91c2
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,6.1443e-01,6.5201e-01,1.2037e-10,1.0351e-06,5.0829e-03,2.3270e-01,1.4041e-02
+DCC_bivariate_loop,,,6.1443e-01,,9.6130e-01,8.4448e-11,1.4256e-06,1.2880e-02,4.5756e-01,3.0802e-03
+SW_cross_validated,,,6.5201e-01,9.6130e-01,,1.1508e-10,1.6749e-06,1.2874e-02,4.3591e-01,3.8952e-03
+SW_15,,,1.2037e-10,8.4448e-11,1.1508e-10,,5.7796e-07,2.6474e-11,3.3688e-10,3.2162e-13
+SW_30,,,1.0351e-06,1.4256e-06,1.6749e-06,5.7796e-07,,2.4637e-05,9.1596e-06,1.0614e-09
+SW_60,,,5.0829e-03,1.2880e-02,1.2874e-02,2.6474e-11,2.4637e-05,,8.3556e-02,1.3792e-06
+SW_120,,,2.3270e-01,4.5756e-01,4.3591e-01,3.3688e-10,9.1596e-06,8.3556e-02,,5.6241e-04
+sFC,,,1.4041e-02,3.0802e-03,3.8952e-03,3.2162e-13,1.0614e-09,1.3792e-06,5.6241e-04,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..aae76a64
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.50,2.49,16.85,10.97,7.11,4.99,-0.02
+DCC_bivariate_loop,,,1.50,,1.61,19.00,11.89,7.33,4.49,-1.17
+SW_cross_validated,,,2.49,1.61,,11.71,6.65,3.11,1.75,-2.15
+SW_15,,,16.85,19.00,11.71,,-6.48,-12.13,-11.87,-13.61
+SW_30,,,10.97,11.89,6.65,-6.48,,-5.17,-5.82,-8.82
+SW_60,,,7.11,7.33,3.11,-12.13,-5.17,,-1.47,-5.56
+SW_120,,,4.99,4.49,1.75,-11.87,-5.82,-1.47,,-4.09
+sFC,,,-0.02,-1.17,-2.15,-13.61,-8.82,-5.56,-4.09,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..c4019fd9
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.67,1.11,7.54,4.91,3.18,2.23,0.01
+DCC_bivariate_loop,,,0.67,,0.72,8.50,5.32,3.28,2.01,0.52
+SW_cross_validated,,,1.11,0.72,,5.24,2.98,1.39,0.78,0.96
+SW_15,,,7.54,8.50,5.24,,2.90,5.42,5.31,6.09
+SW_30,,,4.91,5.32,2.98,2.90,,2.31,2.60,3.94
+SW_60,,,3.18,3.28,1.39,5.42,2.31,,0.66,2.48
+SW_120,,,2.23,2.01,0.78,5.31,2.60,0.66,,1.83
+sFC,,,0.01,0.52,0.96,6.09,3.94,2.48,1.83,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..0a385f59
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,1.,0.6382,0.0000,0.0000,0.0000,0.0026,1.
+DCC_bivariate_loop,nan,nan,-1.4987,-,1.,0.0000,0.0000,0.0000,0.008,1.
+SW_cross_validated,nan,nan,-2.4897,-1.6074,-,0.0000,0.0001,0.17,1.,1.
+SW_15,nan,nan,-16.8499,-18.9971,-11.7128,-,0.0001,0.0000,0.0000,0.0000
+SW_30,nan,nan,-10.9721,-11.8887,-6.6538,6.478,-,0.0018,0.0005,0.0000
+SW_60,nan,nan,-7.1138,-7.3326,-3.1082,12.1256,5.1691,-,1.,0.0008
+SW_120,nan,nan,-4.9915,-4.4873,-1.7525,11.8725,5.8237,1.4731,-,0.0194
+sFC,nan,nan,0.0193,1.1686,2.1503,13.6105,8.8164,5.5564,4.0872,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..c872cfd5
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.5129e-01,2.2792e-02,1.8142e-12,2.1035e-09,1.2506e-06,9.4566e-05,9.8481e-01
+DCC_bivariate_loop,,,1.5129e-01,,1.2537e-01,2.3368e-13,5.8625e-10,8.2811e-07,2.8486e-04,2.5781e-01
+SW_cross_validated,,,2.2792e-02,1.2537e-01,,7.4458e-10,3.0382e-06,6.0698e-03,9.6703e-02,4.5372e-02
+SW_15,,,1.8142e-12,2.3368e-13,7.4458e-10,,4.2978e-06,4.2666e-10,5.9922e-10,6.4800e-11
+SW_30,,,2.1035e-09,5.8625e-10,3.0382e-06,4.2978e-06,,6.4478e-05,1.6204e-05,5.9797e-08
+SW_60,,,1.2506e-06,8.2811e-07,6.0698e-03,4.2666e-10,6.4478e-05,,1.5800e-01,2.8305e-05
+SW_120,,,9.4566e-05,2.8486e-04,9.6703e-02,5.9922e-10,1.6204e-05,1.5800e-01,,6.9164e-04
+sFC,,,9.8481e-01,2.5781e-01,4.5372e-02,6.4800e-11,5.9797e-08,2.8305e-05,6.9164e-04,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..20d1c2f2
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-46.67,-76.43,-53.37,-86.28,-75.82,-88.49,0.46
+DCC_bivariate_loop,,,-46.67,,3.70,3.02,-1.55,-5.61,-2.98,46.47
+SW_cross_validated,,,-76.43,3.70,,-0.37,-7.68,-12.43,-9.74,75.11
+SW_15,,,-53.37,3.02,-0.37,,-5.79,-10.08,-7.46,52.98
+SW_30,,,-86.28,-1.55,-7.68,-5.79,,-5.68,-2.08,84.81
+SW_60,,,-75.82,-5.61,-12.43,-10.08,-5.68,,3.83,75.02
+SW_120,,,-88.49,-2.98,-9.74,-7.46,-2.08,3.83,,87.00
+sFC,,,0.46,46.47,75.11,52.98,84.81,75.02,87.00,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..53f8d055
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,20.87,34.18,23.87,38.59,33.91,39.57,0.21
+DCC_bivariate_loop,,,20.87,,1.66,1.35,0.69,2.51,1.33,20.78
+SW_cross_validated,,,34.18,1.66,,0.16,3.44,5.56,4.36,33.59
+SW_15,,,23.87,1.35,0.16,,2.59,4.51,3.34,23.69
+SW_30,,,38.59,0.69,3.44,2.59,,2.54,0.93,37.93
+SW_60,,,33.91,2.51,5.56,4.51,2.54,,1.71,33.55
+SW_120,,,39.57,1.33,4.36,3.34,0.93,1.71,,38.91
+sFC,,,0.21,20.78,33.59,23.69,37.93,33.55,38.91,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..96a52cfc
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,46.6738,-,0.0455,0.2057,1.,0.0007,0.2243,0.0000
+SW_cross_validated,nan,nan,76.4288,-3.7039,-,1.,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,53.3746,-3.0207,0.3682,-,0.0005,0.0000,0.0000,0.0000
+SW_30,nan,nan,86.2818,1.5499,7.6813,5.793,-,0.0006,1.,0.0000
+SW_60,nan,nan,75.8189,5.6106,12.4323,10.0751,5.679,-,0.0343,0.0000
+SW_120,nan,nan,88.4885,2.9809,9.7449,7.4605,2.0847,-3.8304,-,0.0000
+sFC,nan,nan,-0.4633,-46.4749,-75.1111,-52.9795,-84.8063,-75.0244,-86.996,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..509509d5
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,3.1036e-20,4.5256e-24,2.8204e-21,5.1312e-25,5.2255e-24,3.2602e-25,6.4871e-01
+DCC_bivariate_loop,,,3.1036e-20,,1.6245e-03,7.3475e-03,1.3857e-01,2.5263e-05,8.0115e-03,3.3495e-20
+SW_cross_validated,,,4.5256e-24,1.6245e-03,,7.1698e-01,4.3513e-07,2.8486e-10,1.3272e-08,6.1834e-24
+SW_15,,,2.8204e-21,7.3475e-03,7.1698e-01,,1.7268e-05,7.9583e-09,6.5274e-07,3.2214e-21
+SW_30,,,5.1312e-25,1.3857e-01,4.3513e-07,1.7268e-05,,2.1893e-05,5.1615e-02,6.9942e-25
+SW_60,,,5.2255e-24,2.5263e-05,2.8486e-10,7.9583e-09,2.1893e-05,,1.2254e-03,6.3129e-24
+SW_120,,,3.2602e-25,8.0115e-03,1.3272e-08,6.5274e-07,5.1615e-02,1.2254e-03,,4.4251e-25
+sFC,,,6.4871e-01,3.3495e-20,6.1834e-24,3.2214e-21,6.9942e-25,6.3129e-24,4.4251e-25,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..f84c5cd3
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-35.93,34.32,-53.60,-70.32,-64.06,-27.98,-0.35
+DCC_bivariate_loop,,,-35.93,,43.74,-5.93,-10.96,-5.83,24.94,35.93
+SW_cross_validated,,,34.32,43.74,,-62.44,-79.56,-73.82,-45.87,-35.42
+SW_15,,,-53.60,-5.93,-62.44,,-5.36,0.61,38.76,53.67
+SW_30,,,-70.32,-10.96,-79.56,-5.36,,6.61,51.41,70.48
+SW_60,,,-64.06,-5.83,-73.82,0.61,6.61,,44.78,64.22
+SW_120,,,-27.98,24.94,-45.87,38.76,51.41,44.78,,28.21
+sFC,,,-0.35,35.93,-35.42,53.67,70.48,64.22,28.21,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..390a5689
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,16.07,15.35,23.97,31.45,28.65,12.51,0.16
+DCC_bivariate_loop,,,16.07,,19.56,2.65,4.90,2.61,11.16,16.07
+SW_cross_validated,,,15.35,19.56,,27.92,35.58,33.01,20.51,15.84
+SW_15,,,23.97,2.65,27.92,,2.40,0.27,17.33,24.00
+SW_30,,,31.45,4.90,35.58,2.40,,2.95,22.99,31.52
+SW_60,,,28.65,2.61,33.01,0.27,2.95,,20.03,28.72
+SW_120,,,12.51,11.16,20.51,17.33,22.99,20.03,,12.62
+sFC,,,0.16,16.07,15.84,24.00,31.52,28.72,12.62,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..ea3479f3
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,35.9251,-,0.0000,0.0004,0.0000,0.0004,0.0000,0.0000
+SW_cross_validated,nan,nan,-34.3206,-43.7423,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,53.6007,5.9348,62.4362,-,0.0012,1.,0.0000,0.0000
+SW_30,nan,nan,70.3196,10.9605,79.5592,5.356,-,0.0001,0.0000,0.0000
+SW_60,nan,nan,64.0602,5.8284,73.8222,-0.6088,-6.6056,-,0.0000,0.0000
+SW_120,nan,nan,27.9834,-24.9433,45.8716,-38.7602,-51.4116,-44.7794,-,0.0000
+sFC,nan,nan,0.3471,-35.9325,35.4203,-53.6696,-70.4791,-64.2155,-28.2122,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..0e323ebf
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,3.2895e-18,7.4032e-18,2.6150e-21,2.0177e-23,1.0737e-22,2.7360e-16,7.3255e-01
+DCC_bivariate_loop,,,3.2895e-18,,9.8792e-20,1.2884e-05,2.1387e-09,1.6048e-05,2.0636e-15,3.2775e-18
+SW_cross_validated,,,7.4032e-18,9.8792e-20,,1.7012e-22,2.2017e-24,8.4356e-24,4.2296e-20,4.2294e-18
+SW_15,,,2.6150e-21,1.2884e-05,1.7012e-22,,4.3249e-05,5.5024e-01,8.5223e-19,2.5556e-21
+SW_30,,,2.0177e-23,2.1387e-09,2.2017e-24,4.3249e-05,,3.3404e-06,5.5135e-21,1.9373e-23
+SW_60,,,1.0737e-22,1.6048e-05,8.4356e-24,5.5024e-01,3.3404e-06,,6.5033e-20,1.0281e-22
+SW_120,,,2.7360e-16,2.0636e-15,4.2296e-20,8.5223e-19,5.5135e-21,6.5033e-20,,2.3704e-16
+sFC,,,7.3255e-01,3.2775e-18,4.2294e-18,2.5556e-21,1.9373e-23,1.0281e-22,2.3704e-16,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..c1636a6b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.18,2.64,7.47,2.76,5.61,4.94,0.11
+DCC_bivariate_loop,,,0.18,,2.42,7.33,2.62,4.95,4.57,-0.10
+SW_cross_validated,,,2.64,2.42,,5.65,0.81,0.99,1.47,-2.66
+SW_15,,,7.47,7.33,5.65,,-4.49,-5.53,-4.93,-7.50
+SW_30,,,2.76,2.62,0.81,-4.49,,-0.22,0.26,-2.75
+SW_60,,,5.61,4.95,0.99,-5.53,-0.22,,0.79,-5.92
+SW_120,,,4.94,4.57,1.47,-4.93,0.26,0.79,,-5.06
+sFC,,,0.11,-0.10,-2.66,-7.50,-2.75,-5.92,-5.06,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..da281e87
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.08,1.18,3.34,1.23,2.51,2.21,0.05
+DCC_bivariate_loop,,,0.08,,1.08,3.28,1.17,2.21,2.04,0.05
+SW_cross_validated,,,1.18,1.08,,2.53,0.36,0.44,0.66,1.19
+SW_15,,,3.34,3.28,2.53,,2.01,2.47,2.21,3.35
+SW_30,,,1.23,1.17,0.36,2.01,,0.10,0.12,1.23
+SW_60,,,2.51,2.21,0.44,2.47,0.10,,0.35,2.65
+SW_120,,,2.21,2.04,0.66,2.21,0.12,0.35,,2.26
+sFC,,,0.05,0.05,1.19,3.35,1.23,2.65,2.26,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..cac619e7
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,1.,0.4674,0.0000,0.3632,0.0007,0.003,1.
+DCC_bivariate_loop,nan,nan,-0.1835,-,0.7429,0.0000,0.4856,0.0029,0.0067,1.
+SW_cross_validated,nan,nan,-2.6384,-2.4161,-,0.0006,1.,1.,1.,0.4507
+SW_15,nan,nan,-7.4708,-7.3264,-5.6512,-,0.0079,0.0008,0.0030,0.0000
+SW_30,nan,nan,-2.7573,-2.6203,-0.8141,4.49,-,1.,1.,0.3655
+SW_60,nan,nan,-5.6064,-4.9504,-0.9914,5.5335,0.2172,-,1.,0.0004
+SW_120,nan,nan,-4.9409,-4.5655,-1.4672,4.9325,-0.2598,-0.7875,-,0.0023
+sFC,nan,nan,-0.1054,0.1033,2.6557,7.4965,2.7543,5.9167,5.0569,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..ff9b80fa
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,8.5646e-01,1.6693e-02,6.4042e-07,1.2970e-02,2.5486e-05,1.0553e-04,9.1721e-01
+DCC_bivariate_loop,,,8.5646e-01,,2.6532e-02,8.3779e-07,1.7344e-02,1.0338e-04,2.3979e-04,9.1888e-01
+SW_cross_validated,,,1.6693e-02,2.6532e-02,,2.3202e-05,4.2621e-01,3.3465e-01,1.5959e-01,1.6095e-02
+SW_15,,,6.4042e-07,8.3779e-07,2.3202e-05,,2.8317e-04,2.9704e-05,1.0747e-04,6.1073e-07
+SW_30,,,1.2970e-02,1.7344e-02,4.2621e-01,2.8317e-04,,8.3047e-01,7.9794e-01,1.3052e-02
+SW_60,,,2.5486e-05,1.0338e-04,3.3465e-01,2.9704e-05,8.3047e-01,,4.4124e-01,1.3373e-05
+SW_120,,,1.0553e-04,2.3979e-04,1.5959e-01,1.0747e-04,7.9794e-01,4.4124e-01,,8.2099e-05
+sFC,,,9.1721e-01,9.1888e-01,1.6095e-02,6.1073e-07,1.3052e-02,1.3373e-05,8.2099e-05,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..078a5c56
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-58.26,-78.86,-118.89,-80.41,-71.81,-82.31,0.61
+DCC_bivariate_loop,,,-58.26,,-1.15,-3.87,-7.61,-7.12,-4.39,58.44
+SW_cross_validated,,,-78.86,-1.15,,-3.20,-7.53,-6.92,-3.81,79.20
+SW_15,,,-118.89,-3.87,-3.20,,-5.65,-5.05,-1.27,119.77
+SW_30,,,-80.41,-7.61,-7.53,-5.65,,0.12,3.86,80.70
+SW_60,,,-71.81,-7.12,-6.92,-5.05,0.12,,3.49,72.03
+SW_120,,,-82.31,-4.39,-3.81,-1.27,3.86,3.49,,82.64
+sFC,,,0.61,58.44,79.20,119.77,80.70,72.03,82.64,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..bb65fbfc
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,26.06,35.27,53.17,35.96,32.12,36.81,0.27
+DCC_bivariate_loop,,,26.06,,0.51,1.73,3.40,3.19,1.96,26.14
+SW_cross_validated,,,35.27,0.51,,1.43,3.37,3.09,1.70,35.42
+SW_15,,,53.17,1.73,1.43,,2.53,2.26,0.57,53.56
+SW_30,,,35.96,3.40,3.37,2.53,,0.06,1.73,36.09
+SW_60,,,32.12,3.19,3.09,2.26,0.06,,1.56,32.21
+SW_120,,,36.81,1.96,1.70,0.57,1.73,1.56,,36.96
+sFC,,,0.27,26.14,35.42,53.56,36.09,32.21,36.96,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..37f26bbd
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,58.2636,-,1.,0.0314,0.0000,0.0000,0.0099,0.0000
+SW_cross_validated,nan,nan,78.8645,1.1458,-,0.1401,0.0000,0.0001,0.0359,0.0000
+SW_15,nan,nan,118.8922,3.87,3.1962,-,0.0007,0.0024,1.,0.0000
+SW_30,nan,nan,80.4133,7.6082,7.5283,5.6468,-,1.,0.0323,0.0000
+SW_60,nan,nan,71.8137,7.123,6.9195,5.0459,-0.1243,-,0.0735,0.0000
+SW_120,nan,nan,82.3092,4.3904,3.8104,1.275,-3.858,-3.4884,-,0.0000
+sFC,nan,nan,-0.6052,-58.4418,-79.2023,-119.7693,-80.6961,-72.033,-82.6434,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..125a6fd4
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,5.8741e-22,2.5771e-24,1.6153e-27,1.8176e-24,1.3837e-23,1.1962e-24,5.5263e-01
+DCC_bivariate_loop,,,5.8741e-22,,2.6690e-01,1.1220e-03,4.9728e-07,1.2288e-06,3.5292e-04,5.5613e-22
+SW_cross_validated,,,2.5771e-24,2.6690e-01,,5.0046e-03,5.7596e-07,1.8133e-06,1.2814e-03,2.3868e-24
+SW_15,,,1.6153e-27,1.1220e-03,5.0046e-03,,2.3415e-05,8.4076e-05,2.1853e-01,1.4153e-27
+SW_30,,,1.8176e-24,4.9728e-07,5.7596e-07,2.3415e-05,,9.0249e-01,1.1524e-03,1.7066e-24
+SW_60,,,1.3837e-23,1.2288e-06,1.8133e-06,8.4076e-05,9.0249e-01,,2.6234e-03,1.3101e-23
+SW_120,,,1.1962e-24,3.5292e-04,1.2814e-03,2.1853e-01,1.1524e-03,2.6234e-03,,1.1123e-24
+sFC,,,5.5263e-01,5.5613e-22,2.3868e-24,1.4153e-27,1.7066e-24,1.3101e-23,1.1123e-24,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..dbfdd969
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,27.66,86.58,557.73,356.65,192.91,65.36,12.48
+DCC_bivariate_loop,,,27.66,,60.14,532.16,329.32,168.91,54.12,-18.37
+SW_cross_validated,,,86.58,60.14,,449.80,252.95,110.21,28.73,-84.00
+SW_15,,,557.73,532.16,449.80,,-224.78,-295.59,-152.12,-619.08
+SW_30,,,356.65,329.32,252.95,-224.78,,-112.51,-71.44,-392.67
+SW_60,,,192.91,168.91,110.21,-295.59,-112.51,,-21.96,-199.65
+SW_120,,,65.36,54.12,28.73,-152.12,-71.44,-21.96,,-61.81
+sFC,,,12.48,-18.37,-84.00,-619.08,-392.67,-199.65,-61.81,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..de9c3d58
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,12.37,38.72,249.42,159.50,86.27,29.23,5.58
+DCC_bivariate_loop,,,12.37,,26.90,237.99,147.27,75.54,24.21,8.22
+SW_cross_validated,,,38.72,26.90,,201.16,113.12,49.29,12.85,37.57
+SW_15,,,249.42,237.99,201.16,,100.52,132.19,68.03,276.86
+SW_30,,,159.50,147.27,113.12,100.52,,50.32,31.95,175.61
+SW_60,,,86.27,75.54,49.29,132.19,50.32,,9.82,89.29
+SW_120,,,29.23,24.21,12.85,68.03,31.95,9.82,,27.64
+sFC,,,5.58,8.22,37.57,276.86,175.61,89.29,27.64,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..7e7db41f
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-27.6645,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-86.5756,-60.1441,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-557.7292,-532.155,-449.8032,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-356.646,-329.316,-252.9469,224.7775,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-192.9051,-168.9094,-110.2077,295.5922,112.5128,-,0.0000,0.0000
+SW_120,nan,nan,-65.3551,-54.1242,-28.7262,152.1218,71.4374,21.9583,-,0.0000
+sFC,nan,nan,-12.4772,18.3721,84.0026,619.084,392.6686,199.6492,61.8112,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..9aea17dd
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,3.3481e-16,4.8273e-25,1.3486e-39,4.2163e-36,2.6776e-31,7.5004e-23,2.6867e-10
+DCC_bivariate_loop,,,3.3481e-16,,3.3252e-22,3.1391e-39,1.7704e-35,2.9216e-30,2.1976e-21,4.1489e-13
+SW_cross_validated,,,4.8273e-25,3.3252e-22,,6.4713e-38,2.0425e-33,6.3156e-27,1.7242e-16,8.2984e-25
+SW_15,,,1.3486e-39,3.1391e-39,6.4713e-38,,1.7094e-32,1.2373e-34,1.9204e-29,2.0609e-40
+SW_30,,,4.2163e-36,1.7704e-35,2.0425e-33,1.7094e-32,,4.3533e-27,1.5205e-23,7.4614e-37
+SW_60,,,2.6776e-31,2.9216e-30,6.3156e-27,1.2373e-34,4.3533e-27,,1.9091e-14,1.4429e-31
+SW_120,,,7.5004e-23,2.1976e-21,1.7242e-16,1.9204e-29,1.5205e-23,1.9091e-14,,2.0373e-22
+sFC,,,2.6867e-10,4.1489e-13,8.2984e-25,2.0609e-40,7.4614e-37,1.4429e-31,2.0373e-22,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..d0c91df4
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,21.18,59.93,452.78,262.94,137.51,58.46,8.59
+DCC_bivariate_loop,,,21.18,,42.28,444.13,248.23,122.05,48.45,-13.05
+SW_cross_validated,,,59.93,42.28,,327.43,170.56,73.69,24.33,-53.77
+SW_15,,,452.78,444.13,327.43,,-180.51,-222.75,-143.14,-461.77
+SW_30,,,262.94,248.23,170.56,-180.51,,-79.60,-66.74,-263.07
+SW_60,,,137.51,122.05,73.69,-222.75,-79.60,,-20.57,-133.32
+SW_120,,,58.46,48.45,24.33,-143.14,-66.74,-20.57,,-54.71
+sFC,,,8.59,-13.05,-53.77,-461.77,-263.07,-133.32,-54.71,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..d9189a99
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,9.47,26.80,202.49,117.59,61.50,26.15,3.84
+DCC_bivariate_loop,,,9.47,,18.91,198.62,111.01,54.58,21.67,5.84
+SW_cross_validated,,,26.80,18.91,,146.43,76.28,32.95,10.88,24.05
+SW_15,,,202.49,198.62,146.43,,80.72,99.62,64.02,206.51
+SW_30,,,117.59,111.01,76.28,80.72,,35.60,29.85,117.65
+SW_60,,,61.50,54.58,32.95,99.62,35.60,,9.20,59.62
+SW_120,,,26.15,21.67,10.88,64.02,29.85,9.20,,24.47
+sFC,,,3.84,5.84,24.05,206.51,117.65,59.62,24.47,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..adbedec8
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-21.183,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-59.9339,-42.2827,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-452.7823,-444.1311,-327.4333,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-262.9424,-248.2278,-170.5586,180.5053,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-137.509,-122.0513,-73.6895,222.7491,79.6028,-,0.0000,0.0000
+SW_120,nan,nan,-58.4641,-48.4482,-24.3311,143.1426,66.7444,20.567,-,0.0000
+sFC,nan,nan,-8.5911,13.0507,53.7677,461.7686,263.0722,133.3215,54.7079,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..9c34cdf1
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,3.5636e-14,3.5405e-22,5.7463e-38,1.0169e-33,1.1810e-28,5.5235e-22,8.7517e-08
+DCC_bivariate_loop,,,3.5636e-14,,1.8097e-19,8.1318e-38,2.8664e-33,1.0080e-27,1.5935e-20,1.2917e-10
+SW_cross_validated,,,3.5405e-22,1.8097e-19,,1.9629e-35,2.4531e-30,8.7125e-24,3.1884e-15,2.4734e-21
+SW_15,,,5.7463e-38,8.1318e-38,1.9629e-35,,8.8483e-31,2.0123e-32,5.7362e-29,4.0344e-38
+SW_30,,,1.0169e-33,2.8664e-33,2.4531e-30,8.8483e-31,,2.1801e-24,5.1439e-23,1.0079e-33
+SW_60,,,1.1810e-28,1.0080e-27,8.7125e-24,2.0123e-32,2.1801e-24,,5.9417e-14,2.0595e-28
+SW_120,,,5.5235e-22,1.5935e-20,3.1884e-15,5.7362e-29,5.1439e-23,5.9417e-14,,1.8137e-21
+sFC,,,8.7517e-08,1.2917e-10,2.4734e-21,4.0344e-38,1.0079e-33,2.0595e-28,1.8137e-21,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..e81bdcde
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,26.28,85.05,604.92,319.78,136.10,49.20,9.44
+DCC_bivariate_loop,,,26.28,,56.01,545.50,282.56,116.11,39.93,-14.22
+SW_cross_validated,,,85.05,56.01,,501.96,233.64,79.04,20.66,-65.81
+SW_15,,,604.92,545.50,501.96,,-227.05,-215.55,-120.94,-499.47
+SW_30,,,319.78,282.56,233.64,-227.05,,-76.23,-56.89,-272.67
+SW_60,,,136.10,116.11,79.04,-215.55,-76.23,,-17.70,-121.58
+SW_120,,,49.20,39.93,20.66,-120.94,-56.89,-17.70,,-44.92
+sFC,,,9.44,-14.22,-65.81,-499.47,-272.67,-121.58,-44.92,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..f5fe5767
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,11.75,38.04,270.53,143.01,60.87,22.00,4.22
+DCC_bivariate_loop,,,11.75,,25.05,243.96,126.36,51.93,17.86,6.36
+SW_cross_validated,,,38.04,25.05,,224.48,104.49,35.35,9.24,29.43
+SW_15,,,270.53,243.96,224.48,,101.54,96.40,54.08,223.37
+SW_30,,,143.01,126.36,104.49,101.54,,34.09,25.44,121.94
+SW_60,,,60.87,51.93,35.35,96.40,34.09,,7.92,54.37
+SW_120,,,22.00,17.86,9.24,54.08,25.44,7.92,,20.09
+sFC,,,4.22,6.36,29.43,223.37,121.94,54.37,20.09,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..3351fad0
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-26.2829,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-85.052,-56.0073,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-604.918,-545.5022,-501.9622,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-319.782,-282.5582,-233.6377,227.0466,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-136.1036,-116.1107,-79.0419,215.5463,76.2341,-,0.0000,0.0000
+SW_120,nan,nan,-49.1955,-39.9288,-20.6573,120.9367,56.8891,17.7037,-,0.0000
+sFC,nan,nan,-9.444,14.2168,65.8123,499.4694,272.6656,121.5819,44.9191,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..f9216be1
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,8.2431e-16,6.6401e-25,3.1261e-40,3.0040e-35,1.4206e-28,1.2121e-20,2.1381e-08
+DCC_bivariate_loop,,,8.2431e-16,,1.1915e-21,2.0099e-39,2.7858e-34,2.4722e-27,5.0221e-19,3.1512e-11
+SW_cross_validated,,,6.6401e-25,1.1915e-21,,8.9822e-39,8.5257e-33,2.4752e-24,5.5077e-14,6.6191e-23
+SW_15,,,3.1261e-40,2.0099e-39,8.9822e-39,,1.4268e-32,3.6355e-32,1.1888e-27,9.8243e-39
+SW_30,,,3.0040e-35,2.7858e-34,8.5257e-33,1.4268e-32,,4.7375e-24,9.0077e-22,5.2903e-34
+SW_60,,,1.4206e-28,2.4722e-27,2.4752e-24,3.6355e-32,4.7375e-24,,7.8200e-13,1.0804e-27
+SW_120,,,1.2121e-20,5.0221e-19,5.5077e-14,1.1888e-27,9.0077e-22,7.8200e-13,,6.1517e-20
+sFC,,,2.1381e-08,3.1512e-11,6.6191e-23,9.8243e-39,5.2903e-34,1.0804e-27,6.1517e-20,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..729bdaea
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,21.23,81.31,714.64,400.85,133.75,44.00,14.27
+DCC_bivariate_loop,,,21.23,,51.38,517.18,295.19,110.71,36.91,-10.19
+SW_cross_validated,,,81.31,51.38,,451.30,234.03,73.33,18.88,-70.90
+SW_15,,,714.64,517.18,451.30,,-270.93,-208.60,-109.61,-713.22
+SW_30,,,400.85,295.19,234.03,-270.93,,-76.78,-51.75,-393.03
+SW_60,,,133.75,110.71,73.33,-208.60,-76.78,,-15.74,-126.86
+SW_120,,,44.00,36.91,18.88,-109.61,-51.75,-15.74,,-40.65
+sFC,,,14.27,-10.19,-70.90,-713.22,-393.03,-126.86,-40.65,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..eb763181
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,9.49,36.36,319.60,179.27,59.81,19.68,6.38
+DCC_bivariate_loop,,,9.49,,22.98,231.29,132.01,49.51,16.51,4.56
+SW_cross_validated,,,36.36,22.98,,201.83,104.66,32.80,8.44,31.71
+SW_15,,,319.60,231.29,201.83,,121.17,93.29,49.02,318.96
+SW_30,,,179.27,132.01,104.66,121.17,,34.34,23.14,175.77
+SW_60,,,59.81,49.51,32.80,93.29,34.34,,7.04,56.73
+SW_120,,,19.68,16.51,8.44,49.02,23.14,7.04,,18.18
+sFC,,,6.38,4.56,31.71,318.96,175.77,56.73,18.18,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..fbcc58b1
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-21.2259,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-81.3131,-51.3766,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-714.6385,-517.1765,-451.3008,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-400.8535,-295.1884,-234.0251,270.9348,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-133.7452,-110.7095,-73.3332,208.5997,76.7761,-,0.0000,0.0000
+SW_120,nan,nan,-44.0041,-36.9139,-18.8767,109.6071,51.7454,15.7395,-,0.0000
+sFC,nan,nan,-14.2748,10.1898,70.9013,713.2178,393.0263,126.86,40.6515,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..e321de5b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,3.4407e-14,1.4885e-24,1.5561e-41,5.1472e-37,1.9453e-28,8.8817e-20,2.9448e-11
+DCC_bivariate_loop,,,3.4407e-14,,5.5810e-21,5.2478e-39,1.2682e-34,5.8204e-27,2.0304e-18,6.6823e-09
+SW_cross_validated,,,1.4885e-24,5.5810e-21,,6.0955e-38,8.2753e-33,9.5041e-24,2.6064e-13,1.7405e-23
+SW_15,,,1.5561e-41,5.2478e-39,6.0955e-38,,5.9327e-34,6.5546e-32,6.9674e-27,1.6129e-41
+SW_30,,,5.1472e-37,1.2682e-34,8.2753e-33,5.9327e-34,,4.1719e-24,4.9108e-21,7.3402e-37
+SW_60,,,1.9453e-28,5.8204e-27,9.5041e-24,6.5546e-32,4.1719e-24,,5.7466e-12,5.0319e-28
+SW_120,,,8.8817e-20,2.0304e-18,2.6064e-13,6.9674e-27,4.9108e-21,5.7466e-12,,3.6485e-19
+sFC,,,2.9448e-11,6.6823e-09,1.7405e-23,1.6129e-41,7.3402e-37,5.0319e-28,3.6485e-19,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..ea7efea0
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,21.96,86.30,714.31,331.16,168.95,66.96,11.18
+DCC_bivariate_loop,,,21.96,,55.74,546.86,268.99,136.78,55.15,-10.29
+SW_cross_validated,,,86.30,55.74,,511.93,221.81,91.59,28.11,-68.32
+SW_15,,,714.31,546.86,511.93,,-241.94,-290.33,-165.61,-590.72
+SW_30,,,331.16,268.99,221.81,-241.94,,-94.22,-74.57,-289.39
+SW_60,,,168.95,136.78,91.59,-290.33,-94.22,,-21.89,-149.28
+SW_120,,,66.96,55.15,28.11,-165.61,-74.57,-21.89,,-60.71
+sFC,,,11.18,-10.29,-68.32,-590.72,-289.39,-149.28,-60.71,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..c3e194a5
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,9.82,38.59,319.45,148.10,75.56,29.94,5.00
+DCC_bivariate_loop,,,9.82,,24.93,244.56,120.30,61.17,24.66,4.60
+SW_cross_validated,,,38.59,24.93,,228.94,99.20,40.96,12.57,30.55
+SW_15,,,319.45,244.56,228.94,,108.20,129.84,74.06,264.18
+SW_30,,,148.10,120.30,99.20,108.20,,42.14,33.35,129.42
+SW_60,,,75.56,61.17,40.96,129.84,42.14,,9.79,66.76
+SW_120,,,29.94,24.66,12.57,74.06,33.35,9.79,,27.15
+sFC,,,5.00,4.60,30.55,264.18,129.42,66.76,27.15,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..e4dedc1e
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-21.9632,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-86.2996,-55.7365,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-714.315,-546.8559,-511.9289,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-331.1575,-268.9895,-221.8118,241.942,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-168.95,-136.7781,-91.5936,290.3287,94.2183,-,0.0000,0.0000
+SW_120,nan,nan,-66.9552,-55.15,-28.1121,165.6068,74.5661,21.8916,-,0.0000
+sFC,nan,nan,-11.1776,10.2914,68.316,590.7165,289.3946,149.2823,60.7077,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..d7d1790e
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.9018e-14,5.1121e-25,1.5688e-41,1.6014e-35,2.9090e-30,4.8611e-23,1.5685e-09
+DCC_bivariate_loop,,,1.9018e-14,,1.2995e-21,1.9222e-39,6.7541e-34,1.2997e-28,1.5703e-21,5.7296e-09
+SW_cross_validated,,,5.1121e-25,1.2995e-21,,6.3052e-39,2.1709e-32,1.7547e-25,2.5236e-16,3.3887e-23
+SW_15,,,1.5688e-41,1.9222e-39,6.3052e-39,,4.5476e-33,1.7097e-34,4.1676e-30,4.7942e-40
+SW_30,,,1.6014e-35,6.7541e-34,2.1709e-32,4.5476e-33,,1.0563e-25,7.0466e-24,1.8118e-34
+SW_60,,,2.9090e-30,1.2997e-28,1.7547e-25,1.7097e-34,1.0563e-25,,2.0128e-14,2.6951e-29
+SW_120,,,4.8611e-23,1.5703e-21,2.5236e-16,4.1676e-30,7.0466e-24,2.0128e-14,,2.8135e-22
+sFC,,,1.5685e-09,5.7296e-09,3.3887e-23,4.7942e-40,1.8118e-34,2.6951e-29,2.8135e-22,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..c53ca0de
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,30.57,88.84,536.67,440.85,220.01,72.77,10.01
+DCC_bivariate_loop,,,30.57,,60.95,502.74,396.39,189.60,60.22,-14.85
+SW_cross_validated,,,88.84,60.95,,400.23,271.59,114.95,31.45,-65.57
+SW_15,,,536.67,502.74,400.23,,-222.39,-293.48,-164.81,-439.93
+SW_30,,,440.85,396.39,271.59,-222.39,,-137.39,-80.68,-324.45
+SW_60,,,220.01,189.60,114.95,-293.48,-137.39,,-24.33,-174.09
+SW_120,,,72.77,60.22,31.45,-164.81,-80.68,-24.33,,-65.06
+sFC,,,10.01,-14.85,-65.57,-439.93,-324.45,-174.09,-65.06,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..4858f387
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,13.67,39.73,240.01,197.16,98.39,32.54,4.48
+DCC_bivariate_loop,,,13.67,,27.26,224.83,177.27,84.79,26.93,6.64
+SW_cross_validated,,,39.73,27.26,,178.99,121.46,51.41,14.06,29.33
+SW_15,,,240.01,224.83,178.99,,99.45,131.25,73.70,196.74
+SW_30,,,197.16,177.27,121.46,99.45,,61.44,36.08,145.10
+SW_60,,,98.39,84.79,51.41,131.25,61.44,,10.88,77.86
+SW_120,,,32.54,26.93,14.06,73.70,36.08,10.88,,29.09
+sFC,,,4.48,6.64,29.33,196.74,145.10,77.86,29.09,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..cdffdd74
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-30.5688,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-88.8361,-60.9466,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-536.6714,-502.7358,-400.2308,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-440.8528,-396.3867,-271.5911,222.3873,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-220.0066,-189.6009,-114.9515,293.4756,137.3909,-,0.0000,0.0000
+SW_120,nan,nan,-72.7656,-60.2191,-31.4454,164.8083,80.6838,24.3275,-,0.0000
+sFC,nan,nan,-10.0114,14.8469,65.5745,439.9283,324.4544,174.0908,65.0579,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..be6192b4
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,5.7527e-17,3.0385e-25,2.6961e-39,9.2918e-38,2.5148e-32,1.0926e-23,8.7753e-09
+DCC_bivariate_loop,,,5.7527e-17,,2.6224e-22,8.7367e-39,6.2974e-37,3.6538e-31,3.2518e-22,1.5303e-11
+SW_cross_validated,,,3.0385e-25,2.6224e-22,,5.2932e-37,5.6799e-34,2.9608e-27,3.4892e-17,7.0629e-23
+SW_15,,,2.6961e-39,8.7367e-39,5.2932e-37,,2.0720e-32,1.4082e-34,4.5462e-30,9.6496e-38
+SW_30,,,9.2918e-38,6.2974e-37,5.6799e-34,2.0720e-32,,1.1994e-28,1.7113e-24,2.3138e-35
+SW_60,,,2.5148e-32,3.6538e-31,2.9608e-27,1.4082e-34,1.1994e-28,,3.1967e-15,1.6965e-30
+SW_120,,,1.0926e-23,3.2518e-22,3.4892e-17,4.5462e-30,1.7113e-24,3.1967e-15,,8.1391e-23
+sFC,,,8.7753e-09,1.5303e-11,7.0629e-23,9.6496e-38,2.3138e-35,1.6965e-30,8.1391e-23,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..8f208de4
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,15.88,76.15,448.49,349.91,179.61,45.04,10.57
+DCC_bivariate_loop,,,15.88,,45.61,355.00,248.64,133.05,37.83,-8.72
+SW_cross_validated,,,76.15,45.61,,365.75,248.99,105.33,20.62,-72.67
+SW_15,,,448.49,355.00,365.75,,-181.65,-245.65,-109.01,-471.63
+SW_30,,,349.91,248.64,248.99,-181.65,,-110.21,-52.48,-379.91
+SW_60,,,179.61,133.05,105.33,-245.65,-110.21,,-16.65,-183.50
+SW_120,,,45.04,37.83,20.62,-109.01,-52.48,-16.65,,-42.42
+sFC,,,10.57,-8.72,-72.67,-471.63,-379.91,-183.50,-42.42,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..8485ff2d
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,7.10,34.05,200.57,156.49,80.33,20.14,4.73
+DCC_bivariate_loop,,,7.10,,20.40,158.76,111.20,59.50,16.92,3.90
+SW_cross_validated,,,34.05,20.40,,163.57,111.35,47.10,9.22,32.50
+SW_15,,,200.57,158.76,163.57,,81.24,109.86,48.75,210.92
+SW_30,,,156.49,111.20,111.35,81.24,,49.29,23.47,169.90
+SW_60,,,80.33,59.50,47.10,109.86,49.29,,7.44,82.07
+SW_120,,,20.14,16.92,9.22,48.75,23.47,7.44,,18.97
+sFC,,,4.73,3.90,32.50,210.92,169.90,82.07,18.97,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..8f396f1e
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-15.876,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-76.1489,-45.6071,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-448.4943,-354.9986,-365.7537,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-349.9128,-248.6415,-248.9875,181.6498,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-179.6127,-133.0463,-105.3291,245.6497,110.2085,-,0.0000,0.0000
+SW_120,nan,nan,-45.0438,-37.8255,-20.6166,109.0086,52.4818,16.6462,-,0.0000
+sFC,nan,nan,-10.5741,8.7185,72.6732,471.6264,379.9143,183.5043,42.4187,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..47c2d3a4
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,4.9681e-12,4.8337e-24,6.8198e-38,5.9416e-36,9.6736e-31,5.8547e-20,3.7571e-09
+DCC_bivariate_loop,,,4.9681e-12,,4.6897e-20,4.5827e-36,2.7818e-33,2.1375e-28,1.3158e-18,7.0501e-08
+SW_cross_validated,,,4.8337e-24,4.6897e-20,,2.6781e-36,2.7130e-33,1.4251e-26,5.6989e-14,1.1178e-23
+SW_15,,,6.8198e-38,4.5827e-36,2.6781e-36,,7.8972e-31,3.4588e-33,7.6880e-27,2.7584e-38
+SW_30,,,5.9416e-36,2.7818e-33,2.7130e-33,7.8972e-31,,6.3148e-27,3.8140e-21,1.3518e-36
+SW_60,,,9.6736e-31,2.1375e-28,1.4251e-26,3.4588e-33,6.3148e-27,,2.2300e-12,6.5783e-31
+SW_120,,,5.8547e-20,1.3158e-18,5.6989e-14,7.6880e-27,3.8140e-21,2.2300e-12,,1.7090e-19
+sFC,,,3.7571e-09,7.0501e-08,1.1178e-23,2.7584e-38,1.3518e-36,6.5783e-31,1.7090e-19,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..1afc1e92
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-13.52,5.79,-9.52,-12.65,-12.71,-0.71,0.14
+DCC_bivariate_loop,,,-13.52,,16.51,0.92,-3.00,-2.40,11.61,13.13
+SW_cross_validated,,,5.79,16.51,,-12.16,-14.91,-15.11,-5.29,-5.23
+SW_15,,,-9.52,0.92,-12.16,,-3.47,-2.94,8.47,9.38
+SW_30,,,-12.65,-3.00,-14.91,-3.47,,0.63,11.62,12.49
+SW_60,,,-12.71,-2.40,-15.11,-2.94,0.63,,11.56,12.52
+SW_120,,,-0.71,11.61,-5.29,8.47,11.62,11.56,,0.78
+sFC,,,0.14,13.13,-5.23,9.38,12.49,12.52,0.78,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..9fd5d320
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,6.05,2.59,4.26,5.66,5.68,0.32,0.06
+DCC_bivariate_loop,,,6.05,,7.38,0.41,1.34,1.08,5.19,5.87
+SW_cross_validated,,,2.59,7.38,,5.44,6.67,6.76,2.37,2.34
+SW_15,,,4.26,0.41,5.44,,1.55,1.32,3.79,4.19
+SW_30,,,5.66,1.34,6.67,1.55,,0.28,5.20,5.59
+SW_60,,,5.68,1.08,6.76,1.32,0.28,,5.17,5.60
+SW_120,,,0.32,5.19,2.37,3.79,5.20,5.17,,0.35
+sFC,,,0.06,5.87,2.34,4.19,5.59,5.60,0.35,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..c4a0f064
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0005,0.0000,0.0000,0.0000,1.,1.
+DCC_bivariate_loop,nan,nan,13.5244,-,0.0000,1.,0.2169,0.7607,0.0000,0.0000
+SW_cross_validated,nan,nan,-5.7866,-16.513,-,0.0000,0.0000,0.0000,0.0014,0.0016
+SW_15,nan,nan,9.5224,-0.9241,12.1571,-,0.0774,0.2445,0.0000,0.0000
+SW_30,nan,nan,12.6493,2.9963,14.9131,3.4651,-,1.,0.0000,0.0000
+SW_60,nan,nan,12.7084,2.4047,15.1059,2.9413,-0.628,-,0.0000,0.0000
+SW_120,nan,nan,0.7141,-11.6106,5.2926,-8.4655,-11.6211,-11.5585,-,1.
+sFC,nan,nan,-0.1383,-13.1308,5.233,-9.3783,-12.4944,-12.5245,-0.7817,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..c5995d2e
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,7.1944e-11,1.7497e-05,1.8864e-08,2.1506e-10,1.9934e-10,4.8434e-01,8.9152e-01
+DCC_bivariate_loop,,,7.1944e-11,,2.5554e-12,3.6764e-01,7.7468e-03,2.7166e-02,8.5674e-10,1.1686e-10
+SW_cross_validated,,,1.7497e-05,2.5554e-12,,4.0918e-10,1.4205e-11,1.1458e-11,4.9506e-05,5.6220e-05
+SW_15,,,1.8864e-08,3.6764e-01,4.0918e-10,,2.7625e-03,8.7304e-03,1.0851e-07,2.3760e-08
+SW_30,,,2.1506e-10,7.7468e-03,1.4205e-11,2.7625e-03,,5.3787e-01,8.4435e-10,2.6275e-10
+SW_60,,,1.9934e-10,2.7166e-02,1.1458e-11,8.7304e-03,5.3787e-01,,9.2047e-10,2.5269e-10
+SW_120,,,4.8434e-01,8.5674e-10,4.9506e-05,1.0851e-07,8.4435e-10,9.2047e-10,,4.4455e-01
+sFC,,,8.9152e-01,1.1686e-10,5.6220e-05,2.3760e-08,2.6275e-10,2.5269e-10,4.4455e-01,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..ded99008
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.43,9.86,19.91,15.03,16.42,12.02,0.27
+DCC_bivariate_loop,,,1.43,,9.34,19.78,14.75,16.67,11.69,-0.96
+SW_cross_validated,,,9.86,9.34,,9.25,4.37,1.31,-0.52,-9.10
+SW_15,,,19.91,19.78,9.25,,-5.09,-9.97,-11.03,-18.80
+SW_30,,,15.03,14.75,4.37,-5.09,,-4.13,-5.59,-14.01
+SW_60,,,16.42,16.67,1.31,-9.97,-4.13,,-2.44,-14.31
+SW_120,,,12.02,11.69,-0.52,-11.03,-5.59,-2.44,,-10.70
+sFC,,,0.27,-0.96,-9.10,-18.80,-14.01,-14.31,-10.70,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..62f44b5a
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.64,4.41,8.91,6.72,7.34,5.38,0.12
+DCC_bivariate_loop,,,0.64,,4.18,8.85,6.60,7.46,5.23,0.43
+SW_cross_validated,,,4.41,4.18,,4.14,1.95,0.59,0.23,4.07
+SW_15,,,8.91,8.85,4.14,,2.27,4.46,4.93,8.41
+SW_30,,,6.72,6.60,1.95,2.27,,1.85,2.50,6.27
+SW_60,,,7.34,7.46,0.59,4.46,1.85,,1.09,6.40
+SW_120,,,5.38,5.23,0.23,4.93,2.50,1.09,,4.79
+sFC,,,0.12,0.43,4.07,8.41,6.27,6.40,4.79,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..b816c4b2
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,1.,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-1.4266,-,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+SW_cross_validated,nan,nan,-9.8559,-9.3446,-,0.0000,0.0105,1.,1.,0.0000
+SW_15,nan,nan,-19.9123,-19.7799,-9.2495,-,0.0022,0.0000,0.0000,0.0000
+SW_30,nan,nan,-15.0325,-14.7481,-4.3651,5.0861,-,0.0176,0.0007,0.0000
+SW_60,nan,nan,-16.416,-16.6715,-1.3091,9.9719,4.1295,-,0.7122,0.0000
+SW_120,nan,nan,-12.0199,-11.6926,0.5198,11.0261,5.588,2.4366,-,0.0000
+sFC,nan,nan,-0.2739,0.9573,9.1001,18.7992,14.0129,14.3106,10.7013,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..a50ff171
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.7081e-01,1.1162e-08,1.0391e-13,1.2432e-11,2.8235e-12,4.9136e-10,7.8728e-01
+DCC_bivariate_loop,,,1.7081e-01,,2.5085e-08,1.1659e-13,1.7107e-11,2.1734e-12,7.6549e-10,3.5112e-01
+SW_cross_validated,,,1.1162e-08,2.5085e-08,,2.9260e-08,3.7323e-04,2.0697e-01,6.0953e-01,3.7345e-08
+SW_15,,,1.0391e-13,1.1659e-13,2.9260e-08,,7.7085e-05,9.3266e-09,1.9467e-09,2.7974e-13
+SW_30,,,1.2432e-11,1.7107e-11,3.7323e-04,7.7085e-05,,6.2955e-04,2.6488e-05,4.0040e-11
+SW_60,,,2.8235e-12,2.1734e-12,2.0697e-01,9.3266e-09,6.2955e-04,,2.5436e-02,2.8249e-11
+SW_120,,,4.9136e-10,7.6549e-10,6.0953e-01,1.9467e-09,2.6488e-05,2.5436e-02,,3.1159e-09
+sFC,,,7.8728e-01,3.5112e-01,3.7345e-08,2.7974e-13,4.0040e-11,2.8249e-11,3.1159e-09,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..c4838177
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.40,2.25,12.46,8.82,6.05,4.53,0.20
+DCC_bivariate_loop,,,1.40,,1.37,13.62,9.29,6.04,4.00,-0.83
+SW_cross_validated,,,2.25,1.37,,8.78,5.44,2.73,1.75,-1.69
+SW_15,,,12.46,13.62,8.78,,-4.19,-8.35,-8.10,-9.68
+SW_30,,,8.82,9.29,5.44,-4.19,,-3.90,-4.23,-6.72
+SW_60,,,6.05,6.04,2.73,-8.35,-3.90,,-0.95,-4.37
+SW_120,,,4.53,4.00,1.75,-8.10,-4.23,-0.95,,-3.41
+sFC,,,0.20,-0.83,-1.69,-9.68,-6.72,-4.37,-3.41,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..6c0b9360
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.62,1.01,5.57,3.95,2.71,2.03,0.09
+DCC_bivariate_loop,,,0.62,,0.61,6.09,4.16,2.70,1.79,0.37
+SW_cross_validated,,,1.01,0.61,,3.93,2.43,1.22,0.78,0.76
+SW_15,,,5.57,6.09,3.93,,1.87,3.73,3.62,4.33
+SW_30,,,3.95,4.16,2.43,1.87,,1.74,1.89,3.00
+SW_60,,,2.71,2.70,1.22,3.73,1.74,,0.43,1.96
+SW_120,,,2.03,1.79,0.78,3.62,1.89,0.43,,1.52
+sFC,,,0.09,0.37,0.76,4.33,3.00,1.96,1.52,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..7cda1378
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,1.,1.,0.0000,0.0000,0.0003,0.0073,1.
+DCC_bivariate_loop,nan,nan,-1.3969,-,1.,0.0000,0.0000,0.0003,0.0236,1.
+SW_cross_validated,nan,nan,-2.2543,-1.3715,-,0.0000,0.0010,0.3886,1.,1.
+SW_15,nan,nan,-12.4612,-13.6243,-8.7787,-,0.0156,0.0000,0.0000,0.0000
+SW_30,nan,nan,-8.8234,-9.2936,-5.44,4.1851,-,0.0293,0.0140,0.0001
+SW_60,nan,nan,-6.0545,-6.0423,-2.7255,8.3474,3.9012,-,1.,0.0102
+SW_120,nan,nan,-4.5296,-3.9993,-1.7469,8.105,4.2317,0.9539,-,0.088
+sFC,nan,nan,-0.2034,0.8259,1.6914,9.6762,6.7163,4.3744,3.4071,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..0e09dae5
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.7944e-01,3.6872e-02,2.7436e-10,5.9099e-08,1.0081e-05,2.5949e-04,8.4111e-01
+DCC_bivariate_loop,,,1.7944e-01,,1.8706e-01,6.3725e-11,2.7238e-08,1.0336e-05,8.4109e-04,4.1967e-01
+SW_cross_validated,,,3.6872e-02,1.8706e-01,,6.3701e-08,3.6187e-05,1.3879e-02,9.7698e-02,1.0800e-01
+SW_15,,,2.7436e-10,6.3725e-11,6.3701e-08,,5.5636e-04,1.3307e-07,2.0345e-07,1.4785e-08
+SW_30,,,5.9099e-08,2.7238e-08,3.6187e-05,5.5636e-04,,1.0465e-03,5.0166e-04,2.6886e-06
+SW_60,,,1.0081e-05,1.0336e-05,1.3879e-02,1.3307e-07,1.0465e-03,,3.5279e-01,3.6559e-04
+SW_120,,,2.5949e-04,8.4109e-04,9.7698e-02,2.0345e-07,5.0166e-04,3.5279e-01,,3.1414e-03
+sFC,,,8.4111e-01,4.1967e-01,1.0800e-01,1.4785e-08,2.6886e-06,3.6559e-04,3.1414e-03,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..2507a58e
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-50.01,-45.71,-32.22,-42.86,-53.32,-45.39,0.77
+DCC_bivariate_loop,,,-50.01,,0.66,7.36,1.57,-3.15,-3.93,49.69
+SW_cross_validated,,,-45.71,0.66,,6.54,0.89,-3.69,-4.41,45.48
+SW_15,,,-32.22,7.36,6.54,,-5.59,-10.15,-10.29,32.13
+SW_30,,,-42.86,1.57,0.89,-5.59,,-4.53,-5.17,42.67
+SW_60,,,-53.32,-3.15,-3.69,-10.15,-4.53,,-1.10,52.99
+SW_120,,,-45.39,-3.93,-4.41,-10.29,-5.17,-1.10,,45.23
+sFC,,,0.77,49.69,45.48,32.13,42.67,52.99,45.23,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..fc5928cc
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,22.36,20.44,14.41,19.17,23.85,20.30,0.34
+DCC_bivariate_loop,,,22.36,,0.29,3.29,0.70,1.41,1.76,22.22
+SW_cross_validated,,,20.44,0.29,,2.92,0.40,1.65,1.97,20.34
+SW_15,,,14.41,3.29,2.92,,2.50,4.54,4.60,14.37
+SW_30,,,19.17,0.70,0.40,2.50,,2.03,2.31,19.08
+SW_60,,,23.85,1.41,1.65,4.54,2.03,,0.49,23.70
+SW_120,,,20.30,1.76,1.97,4.60,2.31,0.49,,20.23
+sFC,,,0.34,22.22,20.34,14.37,19.08,23.70,20.23,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..11e803f2
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,50.0066,-,1.,0.0000,1.,0.1554,0.0273,0.0000
+SW_cross_validated,nan,nan,45.7121,-0.6565,-,0.0001,1.,0.0471,0.0095,0.0000
+SW_15,nan,nan,32.2185,-7.3578,-6.5394,-,0.0007,0.0000,0.0000,0.0000
+SW_30,nan,nan,42.8609,-1.5682,-0.8945,5.5872,-,0.0072,0.0018,0.0000
+SW_60,nan,nan,53.3238,3.1492,3.6879,10.1506,4.5329,-,1.,0.0000
+SW_120,nan,nan,45.3889,3.9337,4.4078,10.2915,5.1687,1.0983,-,0.0000
+sFC,nan,nan,-0.7667,-49.689,-45.4781,-32.1273,-42.6682,-52.9936,-45.2296,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..738d1726
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,9.0492e-21,4.5011e-20,2.2699e-17,1.4204e-19,2.8689e-21,5.1089e-20,4.5319e-01
+DCC_bivariate_loop,,,9.0492e-21,,5.1981e-01,7.9001e-07,1.3425e-01,5.5483e-03,9.7359e-04,1.0141e-20
+SW_cross_validated,,,4.5011e-20,5.1981e-01,,3.8059e-06,3.8284e-01,1.6834e-03,3.3953e-04,4.9329e-20
+SW_15,,,2.2699e-17,7.9001e-07,3.8059e-06,,2.6530e-05,7.0920e-09,5.7286e-09,2.3867e-17
+SW_30,,,1.4204e-19,1.3425e-01,3.8284e-01,2.6530e-05,,2.5760e-04,6.4537e-05,1.5393e-19
+SW_60,,,2.8689e-21,5.5483e-03,1.6834e-03,7.0920e-09,2.5760e-04,,2.8653e-01,3.2061e-21
+SW_120,,,5.1089e-20,9.7359e-04,3.3953e-04,5.7286e-09,6.4537e-05,2.8653e-01,,5.4399e-20
+sFC,,,4.5319e-01,1.0141e-20,4.9329e-20,2.3867e-17,1.5393e-19,3.2061e-21,5.4399e-20,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..a8be365c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-40.84,34.52,-39.77,-46.20,-48.59,-22.96,-0.03
+DCC_bivariate_loop,,,-40.84,,49.34,-1.32,-5.85,-3.58,28.23,40.83
+SW_cross_validated,,,34.52,49.34,,-47.81,-54.11,-57.25,-39.67,-34.53
+SW_15,,,-39.77,-1.32,-47.81,,-4.36,-2.08,28.19,39.77
+SW_30,,,-46.20,-5.85,-54.11,-4.36,,2.56,34.09,46.19
+SW_60,,,-48.59,-3.58,-57.25,-2.08,2.56,,34.45,48.58
+SW_120,,,-22.96,28.23,-39.67,28.19,34.09,34.45,,22.95
+sFC,,,-0.03,40.83,-34.53,39.77,46.19,48.58,22.95,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..d50b3734
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,18.26,15.44,17.79,20.66,21.73,10.27,0.01
+DCC_bivariate_loop,,,18.26,,22.06,0.59,2.61,1.60,12.62,18.26
+SW_cross_validated,,,15.44,22.06,,21.38,24.20,25.60,17.74,15.44
+SW_15,,,17.79,0.59,21.38,,1.95,0.93,12.61,17.79
+SW_30,,,20.66,2.61,24.20,1.95,,1.14,15.24,20.66
+SW_60,,,21.73,1.60,25.60,0.93,1.14,,15.41,21.73
+SW_120,,,10.27,12.62,17.74,12.61,15.24,15.41,,10.26
+sFC,,,0.01,18.26,15.44,17.79,20.66,21.73,10.26,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..c4678c53
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,40.8388,-,0.0000,1.,0.0004,0.0597,0.0000,0.0000
+SW_cross_validated,nan,nan,-34.5221,-49.3352,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,39.7739,1.3205,47.809,-,0.0105,1.,0.0000,0.0000
+SW_30,nan,nan,46.1978,5.8469,54.112,4.3637,-,0.5535,0.0000,0.0000
+SW_60,nan,nan,48.5876,3.5817,57.2528,2.0831,-2.5579,-,0.0000,0.0000
+SW_120,nan,nan,22.9564,-28.2263,39.6691,-28.191,-34.0873,-34.4511,-,0.0000
+sFC,nan,nan,0.0272,-40.8339,34.5287,-39.7695,-46.1933,-48.5822,-22.9451,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..e455a36c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,3.3617e-19,6.6728e-18,5.3819e-19,3.7269e-20,1.5138e-20,8.8052e-15,9.7864e-01
+DCC_bivariate_loop,,,3.3617e-19,,1.1523e-20,2.0322e-01,1.5442e-05,2.1321e-03,2.3497e-16,3.3688e-19
+SW_cross_validated,,,6.6728e-18,1.1523e-20,,2.0204e-20,2.2064e-21,8.0363e-22,5.6408e-19,6.6503e-18
+SW_15,,,5.3819e-19,2.0322e-01,2.0204e-20,,3.7433e-04,5.1776e-02,2.4020e-16,5.3926e-19
+SW_30,,,3.7269e-20,1.5442e-05,2.2064e-21,3.7433e-04,,1.9769e-02,8.3557e-18,3.7335e-20
+SW_60,,,1.5138e-20,2.1321e-03,8.0363e-22,5.1776e-02,1.9769e-02,,6.9213e-18,1.5168e-20
+SW_120,,,8.8052e-15,2.3497e-16,5.6408e-19,2.4020e-16,8.3557e-18,6.9213e-18,,8.8811e-15
+sFC,,,9.7864e-01,3.3688e-19,6.6503e-18,5.3926e-19,3.7335e-20,1.5168e-20,8.8811e-15,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..8164c42b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.10,5.61,5.60,3.13,6.13,7.22,1.43
+DCC_bivariate_loop,,,0.10,,4.99,5.50,3.00,5.30,6.49,0.85
+SW_cross_validated,,,5.61,4.99,,3.42,0.12,-0.15,1.39,-4.79
+SW_15,,,5.60,5.50,3.42,,-2.94,-3.53,-2.74,-5.35
+SW_30,,,3.13,3.00,0.12,-2.94,,-0.22,0.80,-2.77
+SW_60,,,6.13,5.30,-0.15,-3.53,-0.22,,1.61,-5.16
+SW_120,,,7.22,6.49,1.39,-2.74,0.80,1.61,,-6.38
+sFC,,,1.43,0.85,-4.79,-5.35,-2.77,-5.16,-6.38,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..992b735d
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.05,2.51,2.51,1.40,2.74,3.23,0.64
+DCC_bivariate_loop,,,0.05,,2.23,2.46,1.34,2.37,2.90,0.38
+SW_cross_validated,,,2.51,2.23,,1.53,0.05,0.07,0.62,2.14
+SW_15,,,2.51,2.46,1.53,,1.32,1.58,1.23,2.39
+SW_30,,,1.40,1.34,0.05,1.32,,0.10,0.36,1.24
+SW_60,,,2.74,2.37,0.07,1.58,0.10,,0.72,2.31
+SW_120,,,3.23,2.90,0.62,1.23,0.36,0.72,,2.85
+sFC,,,0.64,0.38,2.14,2.39,1.24,2.31,2.85,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..a7d9d975
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,1.,0.0007,0.0007,0.1629,0.0002,0.0000,1.
+DCC_bivariate_loop,nan,nan,-0.1045,-,0.0027,0.0009,0.2175,0.0014,0.0001,1.
+SW_cross_validated,nan,nan,-5.6104,-4.9856,-,0.0852,1.,1.,1.,0.0041
+SW_15,nan,nan,-5.6016,-5.498,-3.4215,-,0.2435,0.0669,0.3731,0.0012
+SW_30,nan,nan,-3.1274,-2.9951,-0.1215,2.9431,-,1.,1.,0.3561
+SW_60,nan,nan,-6.1316,-5.3048,0.1485,3.5304,0.2187,-,1.,0.0019
+SW_120,nan,nan,-7.2151,-6.4883,-1.3877,2.7447,-0.8041,-1.6146,-,0.0001
+sFC,nan,nan,-1.4303,-0.8492,4.7913,5.3547,2.7665,5.1553,6.3817,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..83b5aa39
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,9.1794e-01,2.5274e-05,2.5744e-05,5.8194e-03,8.6162e-06,1.0325e-06,1.6977e-01
+DCC_bivariate_loop,,,9.1794e-01,,9.5781e-05,3.2014e-05,7.7685e-03,4.8234e-05,4.2110e-06,4.0692e-01
+SW_cross_validated,,,2.5274e-05,9.5781e-05,,3.0430e-03,9.0462e-01,8.8358e-01,1.8216e-01,1.4616e-04
+SW_15,,,2.5744e-05,3.2014e-05,3.0430e-03,,8.6966e-03,2.3900e-03,1.3323e-02,4.3371e-05
+SW_30,,,5.8194e-03,7.7685e-03,9.0462e-01,8.6966e-03,,8.2934e-01,4.3181e-01,1.2718e-02
+SW_60,,,8.6162e-06,4.8234e-05,8.8358e-01,2.3900e-03,8.2934e-01,,1.2379e-01,6.6424e-05
+SW_120,,,1.0325e-06,4.2110e-06,1.8216e-01,1.3323e-02,4.3181e-01,1.2379e-01,,5.2063e-06
+sFC,,,1.6977e-01,4.0692e-01,1.4616e-04,4.3371e-05,1.2718e-02,6.6424e-05,5.2063e-06,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..65153e28
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-66.00,-50.38,-43.31,-40.97,-45.36,-74.92,0.98
+DCC_bivariate_loop,,,-66.00,,5.86,4.95,-0.45,-1.86,1.79,66.19
+SW_cross_validated,,,-50.38,5.86,,-0.35,-4.88,-6.43,-4.60,50.54
+SW_15,,,-43.31,4.95,-0.35,,-4.31,-5.74,-3.73,43.44
+SW_30,,,-40.97,-0.45,-4.88,-4.31,,-1.14,1.74,41.07
+SW_60,,,-45.36,-1.86,-6.43,-5.74,-1.14,,3.29,45.46
+SW_120,,,-74.92,1.79,-4.60,-3.73,1.74,3.29,,75.17
+sFC,,,0.98,66.19,50.54,43.44,41.07,45.46,75.17,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..c03fecab
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,29.52,22.53,19.37,18.32,20.28,33.51,0.44
+DCC_bivariate_loop,,,29.52,,2.62,2.21,0.20,0.83,0.80,29.60
+SW_cross_validated,,,22.53,2.62,,0.16,2.18,2.88,2.06,22.60
+SW_15,,,19.37,2.21,0.16,,1.93,2.57,1.67,19.43
+SW_30,,,18.32,0.20,2.18,1.93,,0.51,0.78,18.37
+SW_60,,,20.28,0.83,2.88,2.57,0.51,,1.47,20.33
+SW_120,,,33.51,0.80,2.06,1.67,0.78,1.47,,33.62
+sFC,,,0.44,29.60,22.60,19.43,18.37,20.33,33.62,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..7cfcff84
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,66.0002,-,0.0004,0.0029,1.,1.,1.,0.0000
+SW_cross_validated,nan,nan,50.3825,-5.863,-,1.,0.0033,0.0001,0.0062,0.0000
+SW_15,nan,nan,43.313,-4.949,0.348,-,0.0117,0.0005,0.0425,0.0000
+SW_30,nan,nan,40.9748,0.4464,4.8831,4.3146,-,1.,1.,0.0000
+SW_60,nan,nan,45.3576,1.8627,6.4343,5.736,1.1389,-,0.1148,0.0000
+SW_120,nan,nan,74.9217,-1.7931,4.6011,3.7341,-1.7397,-3.2868,-,0.0000
+sFC,nan,nan,-0.9819,-66.1944,-50.5371,-43.4367,-41.072,-45.4638,-75.1729,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..fae53b03
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,6.2893e-23,7.9150e-21,1.1780e-19,3.1683e-19,5.1723e-20,6.4699e-24,3.3916e-01
+DCC_bivariate_loop,,,6.2893e-23,,1.4938e-05,1.0370e-04,6.6065e-01,7.8909e-02,8.9782e-02,5.9666e-23
+SW_cross_validated,,,7.9150e-21,1.4938e-05,,7.3191e-01,1.1964e-04,4.6878e-06,2.2169e-04,7.4932e-21
+SW_15,,,1.1780e-19,1.0370e-04,7.3191e-01,,4.1739e-04,1.9439e-05,1.5186e-03,1.1196e-19
+SW_30,,,3.1683e-19,6.6065e-01,1.1964e-04,4.1739e-04,,2.6966e-01,9.8988e-02,3.0373e-19
+SW_60,,,5.1723e-20,7.8909e-02,4.6878e-06,1.9439e-05,2.6966e-01,,4.0988e-03,4.9607e-20
+SW_120,,,6.4699e-24,8.9782e-02,2.2169e-04,1.5186e-03,9.8988e-02,4.0988e-03,,6.0927e-24
+sFC,,,3.3916e-01,5.9666e-23,7.4932e-21,1.1196e-19,3.0373e-19,4.9607e-20,6.0927e-24,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..318dd1d9
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,26.06,82.48,277.01,198.76,143.71,55.09,18.08
+DCC_bivariate_loop,,,26.06,,54.07,254.29,176.58,121.63,45.60,-10.91
+SW_cross_validated,,,82.48,54.07,,217.28,137.98,81.26,25.89,-71.74
+SW_15,,,277.01,254.29,217.28,,-69.95,-121.05,-81.97,-275.38
+SW_30,,,198.76,176.58,137.98,-69.95,,-50.59,-41.17,-194.50
+SW_60,,,143.71,121.63,81.26,-121.05,-50.59,,-12.78,-137.31
+SW_120,,,55.09,45.60,25.89,-81.97,-41.17,-12.78,,-49.87
+sFC,,,18.08,-10.91,-71.74,-275.38,-194.50,-137.31,-49.87,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..fc5d8645
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,11.66,36.89,123.88,88.89,64.27,24.64,8.09
+DCC_bivariate_loop,,,11.66,,24.18,113.72,78.97,54.40,20.39,4.88
+SW_cross_validated,,,36.89,24.18,,97.17,61.71,36.34,11.58,32.08
+SW_15,,,123.88,113.72,97.17,,31.28,54.14,36.66,123.15
+SW_30,,,88.89,78.97,61.71,31.28,,22.62,18.41,86.98
+SW_60,,,64.27,54.40,36.34,54.14,22.62,,5.72,61.40
+SW_120,,,24.64,20.39,11.58,36.66,18.41,5.72,,22.30
+sFC,,,8.09,4.88,32.08,123.15,86.98,61.40,22.30,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..75678f0d
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-26.0645,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-82.4778,-54.0737,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-277.005,-254.2937,-217.2806,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-198.7624,-176.5824,-137.9816,69.9467,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-143.7053,-121.6315,-81.2637,121.0528,50.5854,-,0.0000,0.0000
+SW_120,nan,nan,-55.0875,-45.6012,-25.8933,81.9688,41.17,12.7833,-,0.0000
+sFC,nan,nan,-18.0841,10.906,71.7404,275.382,194.4956,137.305,49.8664,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..51861e8c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,9.5438e-16,1.1531e-24,3.9818e-34,1.5632e-31,5.3454e-29,1.6025e-21,5.4375e-13
+DCC_bivariate_loop,,,9.5438e-16,,2.2346e-21,1.8563e-33,1.3138e-30,1.0725e-27,4.7005e-20,2.3136e-09
+SW_cross_validated,,,1.1531e-24,2.2346e-21,,3.1473e-32,1.1103e-28,1.5048e-24,1.0715e-15,1.4094e-23
+SW_15,,,3.9818e-34,1.8563e-33,3.1473e-32,,2.2196e-23,1.1685e-27,1.2886e-24,4.4259e-34
+SW_30,,,1.5632e-31,1.3138e-30,1.1103e-28,2.2196e-23,,7.3663e-21,2.9110e-19,2.3099e-31
+SW_60,,,5.3454e-29,1.0725e-27,1.5048e-24,1.1685e-27,7.3663e-21,,1.8115e-10,1.2129e-28
+SW_120,,,1.6025e-21,4.7005e-20,1.0715e-15,1.2886e-24,2.9110e-19,1.8115e-10,,9.5147e-21
+sFC,,,5.4375e-13,2.3136e-09,1.4094e-23,4.4259e-34,2.3099e-31,1.2129e-28,9.5147e-21,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..58935795
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,22.37,53.91,252.14,202.16,132.56,52.63,12.72
+DCC_bivariate_loop,,,22.37,,37.28,239.01,186.57,116.35,43.58,-8.59
+SW_cross_validated,,,53.91,37.28,,172.85,117.57,63.33,22.48,-42.65
+SW_15,,,252.14,239.01,172.85,,-71.79,-118.27,-83.43,-237.66
+SW_30,,,202.16,186.57,117.57,-71.79,,-54.59,-44.04,-185.87
+SW_60,,,132.56,116.35,63.33,-118.27,-54.59,,-14.15,-118.81
+SW_120,,,52.63,43.58,22.48,-83.43,-44.04,-14.15,,-46.77
+sFC,,,12.72,-8.59,-42.65,-237.66,-185.87,-118.81,-46.77,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..6664463b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,10.00,24.11,112.76,90.41,59.28,23.53,5.69
+DCC_bivariate_loop,,,10.00,,16.67,106.89,83.44,52.03,19.49,3.84
+SW_cross_validated,,,24.11,16.67,,77.30,52.58,28.32,10.05,19.07
+SW_15,,,112.76,106.89,77.30,,32.11,52.89,37.31,106.28
+SW_30,,,90.41,83.44,52.58,32.11,,24.41,19.70,83.12
+SW_60,,,59.28,52.03,28.32,52.89,24.41,,6.33,53.14
+SW_120,,,23.53,19.49,10.05,37.31,19.70,6.33,,20.92
+sFC,,,5.69,3.84,19.07,106.28,83.12,53.14,20.92,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..c242a107
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-22.3707,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-53.9139,-37.2779,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-252.1433,-239.01,-172.846,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-202.1572,-186.5707,-117.5705,71.7897,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-132.5603,-116.3493,-63.3264,118.2727,54.586,-,0.0000,0.0000
+SW_120,nan,nan,-52.6252,-43.5763,-22.4754,83.4282,44.0397,14.1516,-,0.0000
+sFC,nan,nan,-12.7248,8.5857,42.6516,237.6598,185.8703,118.8145,46.772,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..7bf5ad1e
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.3812e-14,2.3561e-21,2.1628e-33,1.1526e-31,2.2829e-28,3.6323e-21,1.9520e-10
+DCC_bivariate_loop,,,1.3812e-14,,1.7054e-18,5.6633e-33,4.8823e-31,2.3826e-27,1.0573e-19,8.8325e-08
+SW_cross_validated,,,2.3561e-21,1.7054e-18,,1.9303e-30,1.9748e-27,1.3200e-22,1.2735e-14,1.5500e-19
+SW_15,,,2.1628e-33,5.6633e-33,1.9303e-30,,1.3921e-23,1.7743e-27,9.3865e-25,6.2711e-33
+SW_30,,,1.1526e-31,4.8823e-31,1.9748e-27,1.3921e-23,,1.8876e-21,8.7543e-20,5.2241e-31
+SW_60,,,2.2829e-28,2.3826e-27,1.3200e-22,1.7743e-27,1.8876e-21,,3.4009e-11,1.6344e-27
+SW_120,,,3.6323e-21,1.0573e-19,1.2735e-14,9.3865e-25,8.7543e-20,3.4009e-11,,2.9892e-20
+sFC,,,1.9520e-10,8.8325e-08,1.5500e-19,6.2711e-33,5.2241e-31,1.6344e-27,2.9892e-20,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..1411537b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,24.72,78.07,236.90,216.47,98.62,38.69,13.01
+DCC_bivariate_loop,,,24.72,,51.15,218.84,192.20,84.04,31.45,-9.15
+SW_cross_validated,,,78.07,51.15,,189.43,153.88,56.40,16.90,-55.51
+SW_15,,,236.90,218.84,189.43,,-67.44,-89.78,-63.83,-215.68
+SW_30,,,216.47,192.20,153.88,-67.44,,-41.90,-34.22,-186.54
+SW_60,,,98.62,84.04,56.40,-89.78,-41.90,,-10.97,-86.80
+SW_120,,,38.69,31.45,16.90,-63.83,-34.22,-10.97,,-34.12
+sFC,,,13.01,-9.15,-55.51,-215.68,-186.54,-86.80,-34.12,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..71cdc0b3
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,11.05,34.91,105.94,96.81,44.11,17.30,5.82
+DCC_bivariate_loop,,,11.05,,22.87,97.87,85.95,37.58,14.07,4.09
+SW_cross_validated,,,34.91,22.87,,84.72,68.82,25.22,7.56,24.82
+SW_15,,,105.94,97.87,84.72,,30.16,40.15,28.54,96.46
+SW_30,,,96.81,85.95,68.82,30.16,,18.74,15.30,83.42
+SW_60,,,44.11,37.58,25.22,40.15,18.74,,4.90,38.82
+SW_120,,,17.30,14.07,7.56,28.54,15.30,4.90,,15.26
+sFC,,,5.82,4.09,24.82,96.46,83.42,38.82,15.26,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..001cc828
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-24.7186,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-78.0668,-51.1487,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-236.8951,-218.8433,-189.4327,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-216.4705,-192.1964,-153.8799,67.4402,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-98.6224,-84.0392,-56.3985,89.7786,41.8976,-,0.0000,0.0000
+SW_120,nan,nan,-38.6851,-31.4515,-16.9029,63.8259,34.2157,10.9662,-,0.0000
+sFC,nan,nan,-13.0074,9.1541,55.51,215.6847,186.5437,86.8001,34.1193,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..644c01f8
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,2.4182e-15,3.0930e-24,6.6455e-33,3.3661e-32,4.6484e-26,8.8215e-19,1.3640e-10
+DCC_bivariate_loop,,,2.4182e-15,,6.0429e-21,2.7665e-32,2.8609e-31,8.2338e-25,3.4771e-17,3.4182e-08
+SW_cross_validated,,,3.0930e-24,6.0429e-21,,3.7126e-31,1.5618e-29,1.0519e-21,1.7200e-12,1.3977e-21
+SW_15,,,6.6455e-33,2.7665e-32,3.7126e-31,,4.2710e-23,2.5138e-25,1.1466e-22,3.5937e-32
+SW_30,,,3.3661e-32,2.8609e-31,1.5618e-29,4.2710e-23,,2.1303e-19,7.8165e-18,4.8951e-31
+SW_60,,,4.6484e-26,8.2338e-25,1.0519e-21,2.5138e-25,2.1303e-19,,2.1213e-09,4.6079e-25
+SW_120,,,8.8215e-19,3.4771e-17,1.7200e-12,1.1466e-22,7.8165e-18,2.1213e-09,,8.2178e-18
+sFC,,,1.3640e-10,3.4182e-08,1.3977e-21,3.5937e-32,4.8951e-31,4.6079e-25,8.2178e-18,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..f3ed1910
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,20.19,84.36,246.18,262.11,109.56,33.23,20.21
+DCC_bivariate_loop,,,20.19,,51.70,218.52,209.31,92.01,28.33,-3.88
+SW_cross_validated,,,84.36,51.70,,191.33,173.01,62.42,15.58,-65.81
+SW_15,,,246.18,218.52,191.33,,-71.30,-94.92,-54.61,-235.30
+SW_30,,,262.11,209.31,173.01,-71.30,,-46.54,-28.63,-244.53
+SW_60,,,109.56,92.01,62.42,-94.92,-46.54,,-8.97,-99.71
+SW_120,,,33.23,28.33,15.58,-54.61,-28.63,-8.97,,-29.49
+sFC,,,20.21,-3.88,-65.81,-235.30,-244.53,-99.71,-29.49,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..bcb8d022
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,9.03,37.73,110.10,117.22,49.00,14.86,9.04
+DCC_bivariate_loop,,,9.03,,23.12,97.72,93.61,41.15,12.67,1.74
+SW_cross_validated,,,37.73,23.12,,85.56,77.37,27.91,6.97,29.43
+SW_15,,,110.10,97.72,85.56,,31.89,42.45,24.42,105.23
+SW_30,,,117.22,93.61,77.37,31.89,,20.81,12.80,109.36
+SW_60,,,49.00,41.15,27.91,42.45,20.81,,4.01,44.59
+SW_120,,,14.86,12.67,6.97,24.42,12.80,4.01,,13.19
+sFC,,,9.04,1.74,29.43,105.23,109.36,44.59,13.19,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..a9ed1cad
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-20.1903,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0305
+SW_cross_validated,nan,nan,-84.3627,-51.697,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-246.1817,-218.5183,-191.3273,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-262.1057,-209.3131,-173.008,71.2975,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-109.5567,-92.0123,-62.4165,94.9187,46.5362,-,0.0000,0.0000
+SW_120,nan,nan,-33.2314,-28.3309,-15.5754,54.6145,28.6288,8.9666,-,0.0000
+sFC,nan,nan,-20.2116,3.8838,65.8123,235.2991,244.5323,99.7086,29.4882,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..5c4fe219
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,8.1792e-14,7.6850e-25,3.3267e-33,1.0769e-33,7.0252e-27,1.3117e-17,8.0312e-14
+DCC_bivariate_loop,,,8.1792e-14,,4.9938e-21,2.8415e-32,6.1641e-32,1.6167e-25,2.2013e-16,1.0879e-03
+SW_cross_validated,,,7.6850e-25,4.9938e-21,,3.1040e-31,1.8980e-30,1.7109e-22,6.8552e-12,6.6191e-23
+SW_15,,,3.3267e-33,2.8415e-32,3.1040e-31,,1.5749e-23,9.2467e-26,1.8700e-21,7.5051e-33
+SW_30,,,1.0769e-33,6.1641e-32,1.8980e-30,1.5749e-23,,3.2715e-20,1.8306e-16,3.7546e-33
+SW_60,,,7.0252e-27,1.6167e-25,1.7109e-22,9.2467e-26,3.2715e-20,,4.6552e-08,3.8179e-26
+SW_120,,,1.3117e-17,2.2013e-16,6.8552e-12,1.8700e-21,1.8306e-16,4.6552e-08,,1.0863e-16
+sFC,,,8.0312e-14,1.0879e-03,6.6191e-23,7.5051e-33,3.7546e-33,3.8179e-26,1.0863e-16,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..cbbf7a7b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,20.36,97.58,298.52,187.37,139.55,73.36,15.52
+DCC_bivariate_loop,,,20.36,,58.08,256.99,159.18,111.99,59.72,-4.85
+SW_cross_validated,,,97.58,58.08,,242.93,133.77,79.70,32.64,-66.35
+SW_15,,,298.52,256.99,242.93,,-71.14,-128.53,-112.89,-266.20
+SW_30,,,187.37,159.18,133.77,-71.14,,-49.88,-54.81,-165.68
+SW_60,,,139.55,111.99,79.70,-128.53,-49.88,,-17.38,-118.33
+SW_120,,,73.36,59.72,32.64,-112.89,-54.81,-17.38,,-63.12
+sFC,,,15.52,-4.85,-66.35,-266.20,-165.68,-118.33,-63.12,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..a921de93
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,9.10,43.64,133.50,83.79,62.41,32.81,6.94
+DCC_bivariate_loop,,,9.10,,25.98,114.93,71.19,50.08,26.71,2.17
+SW_cross_validated,,,43.64,25.98,,108.64,59.82,35.64,14.60,29.67
+SW_15,,,133.50,114.93,108.64,,31.81,57.48,50.49,119.05
+SW_30,,,83.79,71.19,59.82,31.81,,22.31,24.51,74.10
+SW_60,,,62.41,50.08,35.64,57.48,22.31,,7.77,52.92
+SW_120,,,32.81,26.71,14.60,50.49,24.51,7.77,,28.23
+sFC,,,6.94,2.17,29.67,119.05,74.10,52.92,28.23,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..377dc40d
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-20.3584,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0036
+SW_cross_validated,nan,nan,-97.585,-58.083,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-298.5165,-256.991,-242.9299,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-187.3709,-159.1819,-133.7668,71.1375,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-139.5527,-111.992,-79.6982,128.529,49.8812,-,0.0000,0.0000
+SW_120,nan,nan,-73.363,-59.7249,-32.6416,112.8879,54.8084,17.378,-,0.0000
+sFC,nan,nan,-15.5174,4.8536,66.3459,266.1999,165.6818,118.3327,63.1236,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..3d0580c8
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,7.0870e-14,5.6211e-26,1.0364e-34,4.5205e-31,9.0575e-29,9.4351e-24,7.2987e-12
+DCC_bivariate_loop,,,7.0870e-14,,6.2099e-22,1.5353e-33,8.4919e-30,4.7319e-27,3.7691e-22,1.2758e-04
+SW_cross_validated,,,5.6211e-26,6.2099e-22,,4.2261e-33,1.9397e-28,2.1338e-24,1.8015e-17,5.7269e-23
+SW_15,,,1.0364e-34,1.5353e-33,4.2261e-33,,1.6397e-23,3.9780e-28,4.1005e-27,8.1478e-34
+SW_30,,,4.5205e-31,8.4919e-30,1.9397e-28,1.6397e-23,,9.4644e-21,1.7551e-21,4.1338e-30
+SW_60,,,9.0575e-29,4.7319e-27,2.1338e-24,3.9780e-28,9.4644e-21,,1.0733e-12,1.7582e-27
+SW_120,,,9.4351e-24,3.7691e-22,1.8015e-17,4.1005e-27,1.7551e-21,1.0733e-12,,1.3981e-22
+sFC,,,7.2987e-12,1.2758e-04,5.7269e-23,8.1478e-34,4.1338e-30,1.7582e-27,1.3981e-22,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..9e026619
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,33.61,104.36,338.07,260.61,156.97,51.37,15.06
+DCC_bivariate_loop,,,33.61,,68.11,309.36,229.91,133.01,42.60,-9.30
+SW_cross_validated,,,104.36,68.11,,260.26,176.13,86.98,23.78,-60.87
+SW_15,,,338.07,309.36,260.26,,-87.51,-136.33,-79.46,-274.40
+SW_30,,,260.61,229.91,176.13,-87.51,,-59.21,-40.22,-200.65
+SW_60,,,156.97,133.01,86.98,-136.33,-59.21,,-12.16,-122.60
+SW_120,,,51.37,42.60,23.78,-79.46,-40.22,-12.16,,-44.70
+sFC,,,15.06,-9.30,-60.87,-274.40,-200.65,-122.60,-44.70,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..99c9d162
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,15.03,46.67,151.19,116.55,70.20,22.97,6.73
+DCC_bivariate_loop,,,15.03,,30.46,138.35,102.82,59.49,19.05,4.16
+SW_cross_validated,,,46.67,30.46,,116.39,78.77,38.90,10.63,27.22
+SW_15,,,151.19,138.35,116.39,,39.14,60.97,35.53,122.72
+SW_30,,,116.55,102.82,78.77,39.14,,26.48,17.99,89.73
+SW_60,,,70.20,59.49,38.90,60.97,26.48,,5.44,54.83
+SW_120,,,22.97,19.05,10.63,35.53,17.99,5.44,,19.99
+sFC,,,6.73,4.16,27.22,122.72,89.73,54.83,19.99,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..ea63ba6d
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-33.6081,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-104.3581,-68.1117,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-338.0715,-309.3641,-260.256,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-260.6131,-229.9051,-176.1285,87.5092,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-156.9693,-133.0143,-86.9758,136.33,59.2122,-,0.0000,0.0000
+SW_120,nan,nan,-51.3652,-42.6032,-23.7757,79.4577,40.2226,12.1649,-,0.0000
+sFC,nan,nan,-15.059,9.3029,60.8653,274.4021,200.6514,122.5974,44.7022,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..eba96d37
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.0740e-17,1.6832e-26,1.1040e-35,1.1935e-33,1.0923e-29,5.6033e-21,1.2071e-11
+DCC_bivariate_loop,,,1.0740e-17,,3.5757e-23,5.4522e-35,1.1392e-32,2.1468e-28,1.5817e-19,2.6830e-08
+SW_cross_validated,,,1.6832e-26,3.5757e-23,,1.2233e-33,1.3761e-30,4.4435e-25,4.7744e-15,2.6858e-22
+SW_15,,,1.1040e-35,5.4522e-35,1.2233e-33,,3.9815e-25,1.3788e-28,2.2527e-24,4.7192e-34
+SW_30,,,1.1935e-33,1.1392e-32,1.3761e-30,3.9815e-25,,4.3986e-22,4.4073e-19,1.3186e-31
+SW_60,,,1.0923e-29,2.1468e-28,4.4435e-25,1.3788e-28,4.3986e-22,,4.0500e-10,9.3030e-28
+SW_120,,,5.6033e-21,1.5817e-19,4.7744e-15,2.2527e-24,4.4073e-19,4.0500e-10,,6.7066e-20
+sFC,,,1.2071e-11,2.6830e-08,2.6858e-22,4.7192e-34,1.3186e-31,9.3030e-28,6.7066e-20,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..2fa5029e
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,15.37,80.29,269.75,250.70,168.81,29.82,15.54
+DCC_bivariate_loop,,,15.37,,47.25,230.23,193.88,126.70,25.69,-3.80
+SW_cross_validated,,,80.29,47.25,,224.22,190.26,105.68,14.56,-69.57
+SW_15,,,269.75,230.23,224.22,,-80.34,-135.07,-50.25,-267.06
+SW_30,,,250.70,193.88,190.26,-80.34,,-71.75,-25.96,-249.72
+SW_60,,,168.81,126.70,105.68,-135.07,-71.75,,-8.37,-163.58
+SW_120,,,29.82,25.69,14.56,-50.25,-25.96,-8.37,,-26.95
+sFC,,,15.54,-3.80,-69.57,-267.06,-249.72,-163.58,-26.95,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..1195a925
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,6.87,35.91,120.64,112.12,75.50,13.34,6.95
+DCC_bivariate_loop,,,6.87,,21.13,102.96,86.71,56.66,11.49,1.70
+SW_cross_validated,,,35.91,21.13,,100.28,85.09,47.26,6.51,31.11
+SW_15,,,120.64,102.96,100.28,,35.93,60.40,22.47,119.43
+SW_30,,,112.12,86.71,85.09,35.93,,32.09,11.61,111.68
+SW_60,,,75.50,56.66,47.26,60.40,32.09,,3.74,73.15
+SW_120,,,13.34,11.49,6.51,22.47,11.61,3.74,,12.05
+sFC,,,6.95,1.70,31.11,119.43,111.68,73.15,12.05,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..51114fe8
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+DCC_bivariate_loop,nan,nan,-15.3691,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0369
+SW_cross_validated,nan,nan,-80.2926,-47.2548,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-269.7543,-230.2258,-224.2229,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-250.7031,-193.8825,-190.2566,80.3354,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-168.8125,-126.7032,-105.6774,135.0652,71.7482,-,0.0000,0.0000
+SW_120,nan,nan,-29.8243,-25.6875,-14.5612,50.2487,25.9557,8.3702,-,0.0000
+sFC,nan,nan,-15.5376,3.7978,69.5733,267.0606,249.7168,163.576,26.952,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..e9031d5c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,8.5763e-12,1.8673e-24,6.4177e-34,2.3977e-33,2.9519e-30,8.8932e-17,7.1410e-12
+DCC_bivariate_loop,,,8.5763e-12,,2.4882e-20,1.1110e-32,2.4449e-31,5.1451e-28,1.2325e-15,1.3179e-03
+SW_cross_validated,,,1.8673e-24,2.4882e-20,,1.7871e-32,3.4337e-31,1.3430e-26,2.1163e-11,2.4433e-23
+SW_15,,,6.4177e-34,1.1110e-32,1.7871e-32,,1.8495e-24,1.6304e-28,8.3005e-21,7.6880e-34
+SW_30,,,2.3977e-33,2.4449e-31,3.4337e-31,1.8495e-24,,1.4066e-23,1.0272e-15,2.5739e-33
+SW_60,,,2.9519e-30,5.1451e-28,1.3430e-26,1.6304e-28,1.4066e-23,,1.2792e-07,5.2033e-30
+SW_120,,,8.8932e-17,1.2325e-15,2.1163e-11,8.3005e-21,1.0272e-15,1.2792e-07,,5.2991e-16
+sFC,,,7.1410e-12,1.3179e-03,2.4433e-23,7.6880e-34,2.5739e-33,5.2033e-30,5.2991e-16,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/LEOO/optimal_window_lengths.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/LEOO/optimal_window_lengths.csv
new file mode 100644
index 00000000..e2c8794b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/LEOO/optimal_window_lengths.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,99,99,99,99,99,99,99,99,99,99,99
+1,99,99,99,99,99,99,99,99,99,99,99
+2,99,99,99,99,99,99,99,99,99,99,99
+3,99,99,99,99,99,99,99,99,99,99,99
+4,99,99,99,99,99,99,99,99,99,99,99
+5,99,99,99,99,99,99,99,99,99,99,99
+6,99,99,99,99,99,99,99,99,99,99,99
+7,99,99,99,99,99,99,99,99,99,99,99
+8,99,99,99,99,99,99,99,99,99,99,99
+9,99,99,99,99,99,99,99,99,99,99,99
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/correlation_RMSE_mean.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/correlation_RMSE_mean.csv
new file mode 100644
index 00000000..bcaeebb1
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/correlation_RMSE_mean.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.034,0.010,0.690,0.691,0.692,0.690,0.692,0.379,0.794,0.194,0.296,0.469
+DCC_bivariate_loop,0.058,0.016,0.166,0.233,0.274,0.297,0.324,0.274,0.242,0.179,0.154,0.202
+SW_cross_validated,0.081,0.032,0.250,0.560,0.784,0.753,0.637,0.431,0.272,0.196,0.132,0.375
+SW_15,0.291,0.122,0.167,0.177,0.190,0.194,0.198,0.247,0.175,0.247,0.211,0.202
+SW_30,0.215,0.080,0.116,0.134,0.156,0.184,0.225,0.211,0.155,0.204,0.157,0.167
+SW_60,0.158,0.056,0.099,0.164,0.248,0.364,0.496,0.236,0.172,0.200,0.130,0.211
+SW_120,0.124,0.044,0.164,0.362,0.592,0.755,0.814,0.381,0.224,0.205,0.122,0.344
+sFC,0.038,0.010,0.691,0.691,0.692,0.690,0.692,0.379,0.795,0.194,0.296,0.470
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/correlation_RMSE_se.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/correlation_RMSE_se.csv
new file mode 100644
index 00000000..e2a834a3
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/correlation_RMSE_se.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.008,0.002,0.001,0.001,0.001,0.001,0.001,0.003,0.001,0.001,0.001,0.002
+DCC_bivariate_loop,0.009,0.003,0.008,0.008,0.008,0.009,0.008,0.005,0.007,0.004,0.013,0.008
+SW_cross_validated,0.009,0.003,0.005,0.004,0.002,0.002,0.003,0.003,0.003,0.002,0.004,0.004
+SW_15,0.009,0.005,0.006,0.007,0.008,0.008,0.007,0.010,0.007,0.009,0.011,0.008
+SW_30,0.010,0.005,0.004,0.008,0.010,0.008,0.006,0.010,0.005,0.009,0.009,0.008
+SW_60,0.010,0.004,0.006,0.004,0.007,0.007,0.005,0.006,0.005,0.005,0.011,0.006
+SW_120,0.011,0.003,0.007,0.004,0.006,0.002,0.003,0.005,0.004,0.002,0.006,0.005
+sFC,0.008,0.002,0.001,0.001,0.001,0.001,0.001,0.002,0.001,0.001,0.001,0.002
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/correlation_RMSE_std.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/correlation_RMSE_std.csv
new file mode 100644
index 00000000..17809bee
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/correlation_RMSE_std.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.024,0.007,0.003,0.003,0.003,0.002,0.004,0.008,0.002,0.002,0.003,0.005
+DCC_bivariate_loop,0.029,0.010,0.024,0.026,0.026,0.029,0.026,0.016,0.022,0.012,0.041,0.024
+SW_cross_validated,0.030,0.010,0.017,0.012,0.007,0.005,0.010,0.010,0.009,0.007,0.013,0.012
+SW_15,0.027,0.014,0.017,0.021,0.024,0.027,0.024,0.032,0.021,0.029,0.034,0.025
+SW_30,0.031,0.016,0.014,0.027,0.032,0.024,0.020,0.031,0.017,0.028,0.029,0.024
+SW_60,0.033,0.011,0.018,0.013,0.023,0.021,0.015,0.020,0.016,0.015,0.034,0.020
+SW_120,0.034,0.011,0.022,0.014,0.019,0.006,0.008,0.016,0.011,0.007,0.021,0.015
+sFC,0.027,0.006,0.002,0.003,0.002,0.002,0.004,0.008,0.003,0.003,0.003,0.006
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/correlation_matrix_RMSE_mean.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/correlation_matrix_RMSE_mean.csv
new file mode 100644
index 00000000..46fe6300
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/correlation_matrix_RMSE_mean.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.049,0.049,0.053,0.053,0.054,0.053,0.053,0.051,0.054,0.050,0.050,0.052
+DCC_bivariate_loop,0.061,0.061,0.062,0.061,0.062,0.062,0.062,0.062,0.062,0.062,0.062,0.062
+SW_cross_validated,0.080,0.080,0.080,0.082,0.084,0.084,0.083,0.082,0.081,0.081,0.081,0.082
+SW_15,0.275,0.275,0.275,0.274,0.275,0.275,0.275,0.275,0.275,0.275,0.274,0.275
+SW_30,0.191,0.191,0.191,0.190,0.191,0.191,0.191,0.191,0.191,0.191,0.190,0.191
+SW_60,0.137,0.137,0.137,0.137,0.138,0.137,0.138,0.138,0.138,0.137,0.137,0.137
+SW_120,0.109,0.111,0.110,0.113,0.112,0.112,0.113,0.113,0.111,0.110,0.111,0.111
+sFC,0.050,0.049,0.053,0.053,0.054,0.053,0.054,0.051,0.054,0.050,0.050,0.052
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/correlation_matrix_RMSE_se.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/correlation_matrix_RMSE_se.csv
new file mode 100644
index 00000000..d87458d7
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/correlation_matrix_RMSE_se.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+DCC_bivariate_loop,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_cross_validated,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_15,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_30,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_60,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_120,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+sFC,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/correlation_matrix_RMSE_std.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/correlation_matrix_RMSE_std.csv
new file mode 100644
index 00000000..9ed0c8d5
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/correlation_matrix_RMSE_std.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+DCC_bivariate_loop,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_cross_validated,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_15,0.000,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_30,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_60,0.001,0.001,0.001,0.001,0.001,0.001,0.002,0.001,0.002,0.001,0.001,0.001
+SW_120,0.003,0.003,0.003,0.003,0.004,0.003,0.003,0.003,0.003,0.003,0.003,0.003
+sFC,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/covariance_RMSE_mean.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/covariance_RMSE_mean.csv
new file mode 100644
index 00000000..78ad0cee
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/covariance_RMSE_mean.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.033,0.026,0.690,0.690,0.691,0.690,0.692,0.379,0.793,0.195,0.297,0.471
+DCC_bivariate_loop,0.057,0.034,0.173,0.235,0.274,0.300,0.326,0.275,0.240,0.181,0.157,0.205
+SW_cross_validated,0.070,0.164,0.211,0.568,0.787,0.751,0.643,0.409,0.338,0.213,0.187,0.395
+SW_15,0.259,0.319,0.300,0.297,0.288,0.308,0.311,0.283,0.321,0.286,0.282,0.296
+SW_30,0.204,0.233,0.215,0.212,0.221,0.242,0.277,0.233,0.245,0.236,0.215,0.230
+SW_60,0.150,0.174,0.150,0.184,0.259,0.370,0.502,0.242,0.229,0.219,0.178,0.241
+SW_120,0.116,0.157,0.147,0.353,0.596,0.757,0.815,0.375,0.272,0.225,0.170,0.362
+sFC,0.038,0.010,0.691,0.691,0.692,0.690,0.692,0.379,0.795,0.194,0.296,0.470
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/covariance_RMSE_se.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/covariance_RMSE_se.csv
new file mode 100644
index 00000000..86d7d4fc
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/covariance_RMSE_se.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.008,0.009,0.001,0.001,0.001,0.001,0.001,0.003,0.000,0.001,0.002,0.002
+DCC_bivariate_loop,0.009,0.008,0.009,0.008,0.008,0.008,0.009,0.005,0.007,0.004,0.012,0.008
+SW_cross_validated,0.009,0.006,0.007,0.003,0.002,0.001,0.002,0.002,0.004,0.003,0.007,0.004
+SW_15,0.009,0.011,0.012,0.011,0.008,0.011,0.010,0.008,0.012,0.010,0.013,0.010
+SW_30,0.010,0.015,0.013,0.009,0.012,0.011,0.009,0.009,0.008,0.010,0.014,0.011
+SW_60,0.010,0.013,0.010,0.009,0.010,0.007,0.005,0.007,0.004,0.008,0.014,0.009
+SW_120,0.010,0.012,0.009,0.006,0.006,0.003,0.003,0.008,0.004,0.005,0.009,0.007
+sFC,0.008,0.002,0.001,0.001,0.001,0.001,0.001,0.002,0.001,0.001,0.001,0.002
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/covariance_RMSE_std.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/covariance_RMSE_std.csv
new file mode 100644
index 00000000..0ceeb495
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/covariance_RMSE_std.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.024,0.028,0.002,0.002,0.003,0.002,0.004,0.009,0.001,0.004,0.005,0.008
+DCC_bivariate_loop,0.028,0.026,0.029,0.026,0.027,0.026,0.027,0.016,0.021,0.013,0.039,0.025
+SW_cross_validated,0.027,0.018,0.023,0.010,0.005,0.004,0.005,0.005,0.011,0.010,0.022,0.013
+SW_15,0.027,0.035,0.038,0.034,0.025,0.035,0.030,0.026,0.037,0.032,0.042,0.033
+SW_30,0.030,0.047,0.042,0.029,0.039,0.034,0.029,0.027,0.024,0.031,0.043,0.034
+SW_60,0.030,0.041,0.033,0.029,0.032,0.022,0.016,0.021,0.014,0.025,0.045,0.028
+SW_120,0.033,0.038,0.029,0.019,0.020,0.009,0.009,0.024,0.012,0.014,0.027,0.021
+sFC,0.027,0.007,0.002,0.003,0.002,0.002,0.004,0.008,0.003,0.003,0.003,0.006
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/covariance_matrix_RMSE_mean.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/covariance_matrix_RMSE_mean.csv
new file mode 100644
index 00000000..0e3293ce
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/covariance_matrix_RMSE_mean.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.049,0.049,0.053,0.053,0.054,0.053,0.054,0.051,0.054,0.050,0.050,0.052
+DCC_bivariate_loop,0.061,0.061,0.062,0.061,0.062,0.062,0.062,0.062,0.062,0.062,0.061,0.062
+SW_cross_validated,0.076,0.076,0.076,0.078,0.080,0.079,0.078,0.077,0.077,0.077,0.076,0.077
+SW_15,0.247,0.248,0.248,0.247,0.248,0.248,0.248,0.247,0.248,0.248,0.247,0.248
+SW_30,0.180,0.181,0.181,0.180,0.181,0.180,0.180,0.181,0.180,0.180,0.180,0.180
+SW_60,0.131,0.132,0.131,0.131,0.133,0.132,0.132,0.132,0.132,0.132,0.131,0.132
+SW_120,0.106,0.107,0.106,0.110,0.109,0.109,0.111,0.111,0.108,0.107,0.107,0.108
+sFC,0.050,0.049,0.053,0.053,0.054,0.054,0.054,0.051,0.055,0.051,0.050,0.052
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/covariance_matrix_RMSE_se.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/covariance_matrix_RMSE_se.csv
new file mode 100644
index 00000000..b0cff005
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/covariance_matrix_RMSE_se.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+DCC_bivariate_loop,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_cross_validated,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_15,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.001,0.001,0.000
+SW_30,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_60,0.001,0.000,0.000,0.000,0.000,0.000,0.001,0.000,0.001,0.000,0.000,0.000
+SW_120,0.001,0.001,0.002,0.002,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+sFC,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/covariance_matrix_RMSE_std.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/covariance_matrix_RMSE_std.csv
new file mode 100644
index 00000000..6fc28d26
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/covariance_matrix_RMSE_std.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+DCC_bivariate_loop,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_cross_validated,0.001,0.001,0.001,0.000,0.001,0.000,0.001,0.001,0.001,0.001,0.001,0.001
+SW_15,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.002,0.002,0.002,0.001
+SW_30,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.002,0.001,0.001,0.001
+SW_60,0.002,0.001,0.001,0.001,0.002,0.002,0.002,0.001,0.002,0.001,0.001,0.001
+SW_120,0.004,0.004,0.005,0.005,0.004,0.004,0.003,0.004,0.005,0.004,0.004,0.004
+sFC,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/optimal_window_lengths.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/optimal_window_lengths.csv
new file mode 100644
index 00000000..c4802bfe
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/optimal_window_lengths.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,179,179,179,179,179,179,179,179,179,179,179
+1,179,179,179,179,179,179,179,179,179,179,179
+2,179,179,179,179,179,179,179,179,179,179,179
+3,179,179,179,179,179,179,179,179,179,179,179
+4,179,179,179,179,179,179,179,179,179,179,179
+5,179,179,179,179,179,179,179,179,179,179,179
+6,179,179,179,179,179,179,179,179,179,179,179
+7,179,179,179,179,179,179,179,179,179,179,179
+8,179,179,179,179,179,179,179,179,179,179,179
+9,179,179,179,179,179,179,179,179,179,179,179
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..5564e9c4
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-17.69,11.96,-12.10,-15.89,-20.10,0.38,-0.08
+DCC_bivariate_loop,,,-17.69,,24.94,-2.28,-5.50,-4.55,14.16,17.80
+SW_cross_validated,,,11.96,24.94,,-16.56,-20.40,-26.27,-7.75,-12.25
+SW_15,,,-12.10,-2.28,-16.56,,-2.48,-0.93,11.30,12.10
+SW_30,,,-15.89,-5.50,-20.40,-2.48,,2.04,14.72,15.91
+SW_60,,,-20.10,-4.55,-26.27,-0.93,2.04,,17.05,20.18
+SW_120,,,0.38,14.16,-7.75,11.30,14.72,17.05,,-0.43
+sFC,,,-0.08,17.80,-12.25,12.10,15.91,20.18,-0.43,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..ea6d807c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,7.91,5.35,5.41,7.11,8.99,0.17,0.04
+DCC_bivariate_loop,,,7.91,,11.15,1.02,2.46,2.04,6.33,7.96
+SW_cross_validated,,,5.35,11.15,,7.41,9.12,11.75,3.47,5.48
+SW_15,,,5.41,1.02,7.41,,1.11,0.41,5.05,5.41
+SW_30,,,7.11,2.46,9.12,1.11,,0.91,6.58,7.12
+SW_60,,,8.99,2.04,11.75,0.41,0.91,,7.62,9.03
+SW_120,,,0.17,6.33,3.47,5.05,6.58,7.62,,0.19
+sFC,,,0.04,7.96,5.48,5.41,7.12,9.03,0.19,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..78de956a
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,1.,1.
+DCC_bivariate_loop,nan,nan,17.6856,-,0.0000,0.9733,0.0009,0.0069,0.0000,0.0000
+SW_cross_validated,nan,nan,-11.9614,-24.9417,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,12.0979,2.2836,16.5592,-,0.6566,1.,0.0000,0.0000
+SW_30,nan,nan,15.8939,5.5012,20.4039,2.4759,-,1.,0.0000,0.0000
+SW_60,nan,nan,20.099,4.5524,26.2749,0.9271,-2.0408,-,0.0000,0.0000
+SW_120,nan,nan,-0.3766,-14.1555,7.7518,-11.2989,-14.7208,-17.0454,-,1.
+sFC,nan,nan,0.0844,-17.7982,12.2476,-12.1023,-15.9106,-20.1845,0.4323,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..fa3543f9
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,7.9577e-13,5.3148e-10,4.4275e-10,4.8747e-12,8.8452e-14,7.1090e-01,9.3368e-01
+DCC_bivariate_loop,,,7.9577e-13,,2.0661e-15,3.4761e-02,3.1796e-05,2.4680e-04,3.3851e-11,7.1401e-13
+SW_cross_validated,,,5.3148e-10,2.0661e-15,,2.4374e-12,6.8189e-14,8.2870e-16,3.8278e-07,3.6300e-10
+SW_15,,,4.4275e-10,3.4761e-02,2.4374e-12,,2.3452e-02,3.6613e-01,1.3217e-09,4.4015e-10
+SW_30,,,4.8747e-12,3.1796e-05,6.8189e-14,2.3452e-02,,5.6210e-02,1.7644e-11,4.7894e-12
+SW_60,,,8.8452e-14,2.4680e-04,8.2870e-16,3.6613e-01,5.6210e-02,,1.4913e-12,8.2195e-14
+SW_120,,,7.1090e-01,3.3851e-11,3.8278e-07,1.3217e-09,1.7644e-11,1.4913e-12,,6.7067e-01
+sFC,,,9.3368e-01,7.1401e-13,3.6300e-10,4.4015e-10,4.7894e-12,8.2195e-14,6.7067e-01,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..fcf67e51
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.54,5.52,21.14,12.17,10.26,7.98,-0.00
+DCC_bivariate_loop,,,1.54,,3.42,18.34,10.29,7.88,5.73,-1.61
+SW_cross_validated,,,5.52,3.42,,15.80,7.82,4.81,2.50,-5.79
+SW_15,,,21.14,18.34,15.80,,-6.03,-10.99,-13.30,-21.70
+SW_30,,,12.17,10.29,7.82,-6.03,,-3.74,-5.72,-12.44
+SW_60,,,10.26,7.88,4.81,-10.99,-3.74,,-2.31,-10.65
+SW_120,,,7.98,5.73,2.50,-13.30,-5.72,-2.31,,-8.32
+sFC,,,-0.00,-1.61,-5.79,-21.70,-12.44,-10.65,-8.32,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..a8237447
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.69,2.47,9.46,5.44,4.59,3.57,0.00
+DCC_bivariate_loop,,,0.69,,1.53,8.20,4.60,3.52,2.56,0.72
+SW_cross_validated,,,2.47,1.53,,7.07,3.50,2.15,1.12,2.59
+SW_15,,,9.46,8.20,7.07,,2.69,4.92,5.95,9.70
+SW_30,,,5.44,4.60,3.50,2.69,,1.67,2.56,5.56
+SW_60,,,4.59,3.52,2.15,4.92,1.67,,1.03,4.76
+SW_120,,,3.57,2.56,1.12,5.95,2.56,1.03,,3.72
+sFC,,,0.00,0.72,2.59,9.70,5.56,4.76,3.72,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..f132d789
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,1.,0.0009,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-1.5423,-,0.0845,0.0000,0.0000,0.0000,0.0006,1.
+SW_cross_validated,nan,nan,-5.5231,-3.425,-,0.0000,0.0000,0.0039,0.6210,0.0005
+SW_15,nan,nan,-21.1439,-18.3398,-15.8013,-,0.0003,0.0000,0.0000,0.0000
+SW_30,nan,nan,-12.1659,-10.2867,-7.818,6.0256,-,0.0420,0.0006,0.0000
+SW_60,nan,nan,-10.2623,-7.8814,-4.8147,10.9924,3.7393,-,0.9179,0.0000
+SW_120,nan,nan,-7.9835,-5.7268,-2.5028,13.3031,5.7195,2.3126,-,0.0000
+sFC,nan,nan,0.0016,1.6136,5.7882,21.6982,12.4377,10.6502,8.3189,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..4ac53862
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.4039e-01,3.0364e-05,3.6796e-14,4.0445e-10,5.9871e-09,2.5237e-07,9.9871e-01
+DCC_bivariate_loop,,,1.4039e-01,,3.0196e-03,4.2757e-13,5.7705e-09,3.0298e-07,1.9814e-05,1.2400e-01
+SW_cross_validated,,,3.0364e-05,3.0196e-03,,5.3793e-12,3.3957e-07,1.3887e-04,2.2180e-02,1.7440e-05
+SW_15,,,3.6796e-14,4.2757e-13,5.3793e-12,,1.0695e-05,2.0429e-09,9.4367e-11,2.3483e-14
+SW_30,,,4.0445e-10,5.7705e-09,3.3957e-07,1.0695e-05,,1.5011e-03,2.0119e-05,2.8286e-10
+SW_60,,,5.9871e-09,3.0298e-07,1.3887e-04,2.0429e-09,1.5011e-03,,3.2783e-02,3.3587e-09
+SW_120,,,2.5237e-07,1.9814e-05,2.2180e-02,9.4367e-11,2.0119e-05,3.2783e-02,,1.3984e-07
+sFC,,,9.9871e-01,1.2400e-01,1.7440e-05,2.3483e-14,2.8286e-10,3.3587e-09,1.3984e-07,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..45c99d4b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.88,3.68,21.22,13.84,9.11,6.54,0.34
+DCC_bivariate_loop,,,1.88,,1.60,17.17,10.87,6.68,4.38,-1.50
+SW_cross_validated,,,3.68,1.60,,15.70,9.41,5.21,2.91,-3.23
+SW_15,,,21.22,17.17,15.70,,-5.52,-9.40,-11.53,-19.94
+SW_30,,,13.84,10.87,9.41,-5.52,,-3.83,-5.94,-13.00
+SW_60,,,9.11,6.68,5.21,-9.40,-3.83,,-2.11,-8.49
+SW_120,,,6.54,4.38,2.91,-11.53,-5.94,-2.11,,-6.03
+sFC,,,0.34,-1.50,-3.23,-19.94,-13.00,-8.49,-6.03,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..046c6916
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.87,1.65,9.49,6.19,4.07,2.92,0.15
+DCC_bivariate_loop,,,0.87,,0.74,7.92,4.98,3.05,2.00,0.69
+SW_cross_validated,,,1.65,0.74,,7.02,4.21,2.33,1.30,1.44
+SW_15,,,9.49,7.92,7.02,,2.47,4.20,5.15,8.92
+SW_30,,,6.19,4.98,4.21,2.47,,1.71,2.66,5.82
+SW_60,,,4.07,3.05,2.33,4.20,1.71,,0.94,3.80
+SW_120,,,2.92,2.00,1.30,5.15,2.66,0.94,,2.70
+sFC,,,0.15,0.69,1.44,8.92,5.82,3.80,2.70,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..394adfd7
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,1.,0.0476,0.0000,0.0000,0.0000,0.0001,1.
+DCC_bivariate_loop,nan,nan,-1.8977,-,1.,0.0000,0.0000,0.0001,0.0124,1.
+SW_cross_validated,nan,nan,-3.6832,-1.6014,-,0.0000,0.0000,0.0016,0.2590,0.1312
+SW_15,nan,nan,-21.2204,-17.2283,-15.6972,-,0.0009,0.0000,0.0000,0.0000
+SW_30,nan,nan,-13.8446,-10.8295,-9.4086,5.5225,-,0.0344,0.0004,0.0000
+SW_60,nan,nan,-9.1112,-6.6347,-5.2148,9.3994,3.8292,-,1.,0.0000
+SW_120,nan,nan,-6.54,-4.3437,-2.9145,11.5255,5.9377,2.112,-,0.0003
+sFC,nan,nan,-0.3377,1.509,3.2262,19.9384,13.0044,8.4901,6.0271,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..a57cec83
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,7.8770e-02,1.7012e-03,3.4563e-14,4.8903e-11,3.6671e-08,3.8012e-06,7.3952e-01
+DCC_bivariate_loop,,,7.8770e-02,,1.2723e-01,5.7402e-12,4.5364e-09,3.8577e-06,4.0814e-04,1.5183e-01
+SW_cross_validated,,,1.7012e-03,1.2723e-01,,6.0126e-12,2.2628e-08,5.8456e-05,9.2509e-03,4.6851e-03
+SW_15,,,3.4563e-14,5.7402e-12,6.0126e-12,,3.0399e-05,2.2966e-08,9.6345e-10,1.0159e-13
+SW_30,,,4.8903e-11,4.5364e-09,2.2628e-08,3.0399e-05,,1.2288e-03,1.2807e-05,1.3691e-10
+SW_60,,,3.6671e-08,3.8577e-06,5.8456e-05,2.2966e-08,1.2288e-03,,4.8921e-02,1.0402e-07
+SW_120,,,3.8012e-06,4.0814e-04,9.2509e-03,9.6345e-10,1.2807e-05,4.8921e-02,,1.0663e-05
+sFC,,,7.3952e-01,1.5183e-01,4.6851e-03,1.0159e-13,1.3691e-10,1.0402e-07,1.0663e-05,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..cb0e3c6c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-65.10,-78.72,-88.95,-119.10,-98.48,-72.57,0.42
+DCC_bivariate_loop,,,-65.10,,8.63,0.12,-5.38,-6.78,-0.23,65.23
+SW_cross_validated,,,-78.72,8.63,,-10.33,-18.41,-18.68,-9.52,78.99
+SW_15,,,-88.95,0.12,-10.33,,-6.82,-8.26,-0.39,89.23
+SW_30,,,-119.10,-5.38,-18.41,-6.82,,-2.31,5.52,119.58
+SW_60,,,-98.48,-6.78,-18.68,-8.26,-2.31,,6.97,98.76
+SW_120,,,-72.57,-0.23,-9.52,-0.39,5.52,6.97,,72.74
+sFC,,,0.42,65.23,78.99,89.23,119.58,98.76,72.74,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..cf2f5a50
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,29.11,35.20,39.78,53.26,44.04,32.45,0.19
+DCC_bivariate_loop,,,29.11,,3.86,0.05,2.41,3.03,0.10,29.17
+SW_cross_validated,,,35.20,3.86,,4.62,8.24,8.35,4.26,35.33
+SW_15,,,39.78,0.05,4.62,,3.05,3.70,0.17,39.90
+SW_30,,,53.26,2.41,8.24,3.05,,1.03,2.47,53.48
+SW_60,,,44.04,3.03,8.35,3.70,1.03,,3.12,44.17
+SW_120,,,32.45,0.10,4.26,0.17,2.47,3.12,,32.53
+sFC,,,0.19,29.17,35.33,39.90,53.48,44.17,32.53,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..648f6db8
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,65.0953,-,0.0000,1.,0.0012,0.0001,1.,0.0000
+SW_cross_validated,nan,nan,78.7174,-8.6337,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,88.9542,-0.1161,10.3291,-,0.0001,0.0000,1.,0.0000
+SW_30,nan,nan,119.1021,5.378,18.415,6.8242,-,0.9302,0.0009,0.0000
+SW_60,nan,nan,98.476,6.7757,18.6768,8.2644,2.306,-,0.0000,0.0000
+SW_120,nan,nan,72.5658,0.2283,9.5208,0.3897,-5.5168,-6.9702,-,0.0000
+sFC,nan,nan,-0.4161,-65.2311,-78.9911,-89.2276,-119.5807,-98.7587,-72.7357,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..e35ae20f
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,8.0555e-23,2.6649e-24,2.9668e-25,1.5648e-27,4.7742e-26,1.1478e-23,6.8229e-01
+DCC_bivariate_loop,,,8.0555e-23,,8.1391e-08,9.0886e-01,4.1272e-05,2.3946e-06,8.2201e-01,7.7602e-23
+SW_cross_validated,,,2.6649e-24,8.1391e-08,,5.4136e-09,3.9864e-13,3.1292e-13,1.8910e-08,2.5039e-24
+SW_15,,,2.9668e-25,9.0886e-01,5.4136e-09,,2.1795e-06,1.5377e-07,7.0137e-01,2.8078e-25
+SW_30,,,1.5648e-27,4.1272e-05,3.9864e-13,2.1795e-06,,3.3220e-02,3.0768e-05,1.4560e-27
+SW_60,,,4.7742e-26,2.3946e-06,3.1292e-13,1.5377e-07,3.3220e-02,,1.6447e-06,4.5345e-26
+SW_120,,,1.1478e-23,8.2201e-01,1.8910e-08,7.0137e-01,3.0768e-05,1.6447e-06,,1.1007e-23
+sFC,,,6.8229e-01,7.7602e-23,2.5039e-24,2.8078e-25,1.4560e-27,4.5345e-26,1.1007e-23,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..cd99d9bf
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-44.65,37.76,-62.03,-49.76,-57.74,-15.85,-0.03
+DCC_bivariate_loop,,,-44.65,,53.24,-6.83,-8.28,-2.10,28.47,44.68
+SW_cross_validated,,,37.76,53.24,,-71.16,-57.31,-67.37,-29.07,-38.28
+SW_15,,,-62.03,-6.83,-71.16,,-2.50,5.31,39.66,62.10
+SW_30,,,-49.76,-8.28,-57.31,-2.50,,7.03,35.22,49.79
+SW_60,,,-57.74,-2.10,-67.37,5.31,7.03,,35.00,57.81
+SW_120,,,-15.85,28.47,-29.07,39.66,35.22,35.00,,15.88
+sFC,,,-0.03,44.68,-38.28,62.10,49.79,57.81,15.88,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..7601fa93
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,21.67,16.89,27.74,22.25,25.82,7.09,0.01
+DCC_bivariate_loop,,,21.67,,25.69,3.16,3.77,0.97,13.33,21.69
+SW_cross_validated,,,16.89,25.69,,31.82,25.63,30.13,13.00,17.12
+SW_15,,,27.74,3.16,31.82,,1.12,2.38,17.74,27.77
+SW_30,,,22.25,3.77,25.63,1.12,,3.14,15.75,22.27
+SW_60,,,25.82,0.97,30.13,2.38,3.14,,15.65,25.85
+SW_120,,,7.09,13.33,13.00,17.74,15.75,15.65,,7.10
+sFC,,,0.01,21.69,17.12,27.77,22.27,25.85,7.10,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..219fea06
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,47.1609,-,0.0000,0.0001,0.0000,1.,0.0000,0.0000
+SW_cross_validated,nan,nan,-37.7641,-55.9132,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,62.0301,6.87,71.1572,-,0.6189,0.0013,0.0000,0.0000
+SW_30,nan,nan,49.7634,8.196,57.3059,2.5044,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,57.7364,2.113,67.3688,-5.3146,-7.0271,-,0.0000,0.0000
+SW_120,nan,nan,15.8535,-29.0177,29.0703,-39.661,-35.2201,-34.9992,-,0.0000
+sFC,nan,nan,0.0295,-47.2097,38.2834,-62.1003,-49.7938,-57.8089,-15.8796,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..4843cc5e
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,4.8813e-11,1.3544e-18,1.9123e-22,9.8733e-21,6.9126e-22,5.0883e-12,9.7679e-01
+DCC_bivariate_loop,,,4.8813e-11,,1.6363e-12,3.6214e-06,2.3751e-07,5.2423e-02,6.4415e-14,5.1862e-11
+SW_cross_validated,,,1.3544e-18,1.6363e-12,,1.6316e-23,7.9039e-22,4.3528e-23,1.3976e-16,1.0622e-18
+SW_15,,,1.9123e-22,3.6214e-06,1.6316e-23,,2.2105e-02,4.7236e-05,5.6614e-19,1.8739e-22
+SW_30,,,9.8733e-21,2.3751e-07,7.9039e-22,2.2105e-02,,1.4752e-06,4.6773e-18,9.7659e-21
+SW_60,,,6.9126e-22,5.2423e-02,4.3528e-23,4.7236e-05,1.4752e-06,,5.2302e-18,6.7589e-22
+SW_120,,,5.0883e-12,6.4415e-14,1.3976e-16,5.6614e-19,4.6773e-18,5.2302e-18,,4.9494e-12
+sFC,,,9.7679e-01,5.1862e-11,1.0622e-18,1.8739e-22,9.7659e-21,6.7589e-22,4.9494e-12,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..3863b341
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-3.74,0.96,5.55,1.11,1.25,4.22,0.41
+DCC_bivariate_loop,,,-3.74,,3.77,6.60,2.52,3.34,5.55,3.79
+SW_cross_validated,,,0.96,3.77,,5.16,0.83,0.71,2.46,-0.71
+SW_15,,,5.55,6.60,5.16,,-3.24,-4.34,-4.29,-5.48
+SW_30,,,1.11,2.52,0.83,-3.24,,-0.37,0.07,-1.05
+SW_60,,,1.25,3.34,0.71,-4.34,-0.37,,0.81,-1.13
+SW_120,,,4.22,5.55,2.46,-4.29,0.07,0.81,,-3.82
+sFC,,,0.41,3.79,-0.71,-5.48,-1.05,-1.13,-3.82,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..348ca5fd
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.67,0.43,2.48,0.50,0.56,1.89,0.19
+DCC_bivariate_loop,,,1.67,,1.68,2.95,1.13,1.49,2.48,1.70
+SW_cross_validated,,,0.43,1.68,,2.31,0.37,0.32,1.10,0.32
+SW_15,,,2.48,2.95,2.31,,1.45,1.94,1.92,2.45
+SW_30,,,0.50,1.13,0.37,1.45,,0.17,0.03,0.47
+SW_60,,,0.56,1.49,0.32,1.94,0.17,,0.36,0.50
+SW_120,,,1.89,2.48,1.10,1.92,0.03,0.36,,1.71
+sFC,,,0.19,1.70,0.32,2.45,0.47,0.50,1.71,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..e100ed13
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0418,1.,0.0008,1.,1.,0.0144,1.
+DCC_bivariate_loop,nan,nan,3.7422,-,0.0396,0.0001,0.5939,0.1030,0.0008,0.0372
+SW_cross_validated,nan,nan,-0.9571,-3.7656,-,0.0018,1.,1.,0.6727,1.
+SW_15,nan,nan,-5.553,-6.5967,-5.1586,-,0.1264,0.0110,0.0125,0.0009
+SW_30,nan,nan,-1.11,-2.5243,-0.8259,3.243,-,1.,1.,1.
+SW_60,nan,nan,-1.2454,-3.3358,-0.707,4.3414,0.3725,-,1.,1.
+SW_120,nan,nan,-4.2196,-5.5476,-2.4642,4.2854,-0.07,-0.814,-,0.0352
+sFC,nan,nan,-0.4141,-3.7937,0.7051,5.4767,1.0479,1.1255,3.8189,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..9130e3eb
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.4918e-03,3.5119e-01,2.8512e-05,2.8161e-01,2.2897e-01,5.1532e-04,6.8371e-01
+DCC_bivariate_loop,,,1.4918e-03,,1.4158e-03,3.3989e-06,2.1209e-02,3.6788e-03,2.8835e-05,1.3299e-03
+SW_cross_validated,,,3.5119e-01,1.4158e-03,,6.5948e-05,4.1967e-01,4.8864e-01,2.4026e-02,4.8978e-01
+SW_15,,,2.8512e-05,3.3989e-06,6.5948e-05,,4.5146e-03,3.9331e-04,4.4528e-04,3.3484e-05
+SW_30,,,2.8161e-01,2.1209e-02,4.1967e-01,4.5146e-03,,7.1386e-01,9.4496e-01,3.0854e-01
+SW_60,,,2.2897e-01,3.6788e-03,4.8864e-01,3.9331e-04,7.1386e-01,,4.2630e-01,2.7518e-01
+SW_120,,,5.1532e-04,2.8835e-05,2.4026e-02,4.4528e-04,9.4496e-01,4.2630e-01,,1.2572e-03
+sFC,,,6.8371e-01,1.3299e-03,4.8978e-01,3.3484e-05,3.0854e-01,2.7518e-01,1.2572e-03,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..a563aee3
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-69.47,-167.11,-87.40,-113.65,-115.93,-151.55,0.60
+DCC_bivariate_loop,,,-69.47,,3.53,-6.28,-9.00,-7.32,-2.09,69.21
+SW_cross_validated,,,-167.11,3.53,,-12.55,-18.37,-16.23,-10.02,162.16
+SW_15,,,-87.40,-6.28,-12.55,,-2.30,-0.37,6.05,86.95
+SW_30,,,-113.65,-9.00,-18.37,-2.30,,2.25,10.26,112.66
+SW_60,,,-115.93,-7.32,-16.23,-0.37,2.25,,7.93,114.80
+SW_120,,,-151.55,-2.09,-10.02,6.05,10.26,7.93,,148.46
+sFC,,,0.60,69.21,162.16,86.95,112.66,114.80,148.46,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..6b063f01
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,33.73,74.73,39.09,50.83,51.84,67.77,0.27
+DCC_bivariate_loop,,,33.73,,1.69,2.89,4.20,3.42,0.99,33.57
+SW_cross_validated,,,74.73,1.69,,5.61,8.22,7.26,4.48,72.52
+SW_15,,,39.09,2.89,5.61,,1.03,0.17,2.71,38.88
+SW_30,,,50.83,4.20,8.22,1.03,,1.01,4.59,50.38
+SW_60,,,51.84,3.42,7.26,0.17,1.01,,3.55,51.34
+SW_120,,,67.77,0.99,4.48,2.71,4.59,3.55,,66.39
+sFC,,,0.27,33.57,72.52,38.88,50.38,51.34,66.39,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..46f6da34
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,73.4198,-,0.0531,0.0002,0.0000,0.0000,1.,0.0000
+SW_cross_validated,nan,nan,167.1063,-3.6699,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,87.398,6.2987,12.5517,-,0.9479,1.,0.0003,0.0000
+SW_30,nan,nan,113.6543,9.1414,18.3727,2.2967,-,1.,0.0000,0.0000
+SW_60,nan,nan,115.9285,7.453,16.2298,0.3733,-2.2483,-,0.0000,0.0000
+SW_120,nan,nan,151.5488,2.1654,10.0172,-6.0531,-10.264,-7.9325,-,0.0000
+sFC,nan,nan,-0.5957,-73.056,-162.1604,-86.9483,-112.6569,-114.803,-148.4565,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..23aefe25
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.6122e-12,3.5438e-30,4.0734e-25,3.6309e-27,2.5429e-27,2.0553e-29,5.5880e-01
+DCC_bivariate_loop,,,1.6122e-12,,5.1841e-03,9.6024e-06,2.3013e-07,3.3890e-06,5.9401e-02,1.0677e-12
+SW_cross_validated,,,3.5438e-30,5.1841e-03,,2.4393e-10,4.1465e-13,3.4244e-12,8.6972e-09,6.0839e-30
+SW_15,,,4.0734e-25,9.6024e-06,2.4393e-10,,3.3855e-02,7.1331e-01,1.0109e-05,4.4689e-25
+SW_30,,,3.6309e-27,2.3013e-07,4.1465e-13,3.3855e-02,,3.7324e-02,5.9721e-09,4.2542e-27
+SW_60,,,2.5429e-27,3.3890e-06,3.4244e-12,7.1331e-01,3.7324e-02,,2.7642e-07,3.0304e-27
+SW_120,,,2.0553e-29,5.9401e-02,8.6972e-09,1.0109e-05,5.9721e-09,2.7642e-07,,2.9779e-29
+sFC,,,5.5880e-01,1.0677e-12,6.0839e-30,4.4689e-25,4.2542e-27,3.0304e-27,2.9779e-29,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..968a5e1a
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,21.80,77.85,551.52,309.05,169.28,59.76,0.15
+DCC_bivariate_loop,,,21.80,,45.88,481.60,265.83,140.06,48.53,-22.98
+SW_cross_validated,,,77.85,45.88,,606.25,290.08,125.58,31.00,-85.70
+SW_15,,,551.52,481.60,606.25,,-214.87,-299.88,-161.08,-604.54
+SW_30,,,309.05,265.83,290.08,-214.87,,-106.76,-76.37,-332.10
+SW_60,,,169.28,140.06,125.58,-299.88,-106.76,,-23.76,-178.85
+SW_120,,,59.76,48.53,31.00,-161.08,-76.37,-23.76,,-60.49
+sFC,,,0.15,-22.98,-85.70,-604.54,-332.10,-178.85,-60.49,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..a81ae649
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,9.75,34.81,246.65,138.21,75.71,26.73,0.07
+DCC_bivariate_loop,,,9.75,,20.52,215.38,118.88,62.64,21.70,10.28
+SW_cross_validated,,,34.81,20.52,,271.12,129.73,56.16,13.86,38.32
+SW_15,,,246.65,215.38,271.12,,96.09,134.11,72.04,270.36
+SW_30,,,138.21,118.88,129.73,96.09,,47.75,34.15,148.52
+SW_60,,,75.71,62.64,56.16,134.11,47.75,,10.62,79.98
+SW_120,,,26.73,21.70,13.86,72.04,34.15,10.62,,27.05
+sFC,,,0.07,10.28,38.32,270.36,148.52,79.98,27.05,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..5dbbdb8f
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-21.804,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-77.8464,-45.8761,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-551.5169,-481.6011,-606.2492,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-309.0549,-265.8258,-290.0759,214.8664,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-169.2837,-140.0612,-125.5783,299.8811,106.7637,-,0.0000,0.0000
+SW_120,nan,nan,-59.7648,-48.5286,-30.9957,161.0787,76.3724,23.7572,-,0.0000
+sFC,nan,nan,-0.1547,22.9837,85.697,604.5387,332.0995,178.8474,60.4903,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..12299570
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,2.1582e-14,3.2540e-24,1.6499e-39,5.5512e-35,2.8075e-30,3.7243e-22,8.7881e-01
+DCC_bivariate_loop,,,2.1582e-14,,4.2223e-20,1.8926e-38,8.3567e-34,8.4840e-29,1.5470e-20,8.6243e-15
+SW_cross_validated,,,3.2540e-24,4.2223e-20,,3.0049e-40,1.7367e-34,6.0399e-28,4.5018e-17,5.7977e-25
+SW_15,,,1.6499e-39,1.8926e-38,3.0049e-40,,3.8481e-32,9.5477e-35,6.8622e-30,3.1616e-40
+SW_30,,,5.5512e-35,8.3567e-34,1.7367e-34,3.8481e-32,,1.1175e-26,4.5859e-24,1.5216e-35
+SW_60,,,2.8075e-30,8.4840e-29,6.0399e-28,9.5477e-35,1.1175e-26,,4.8397e-15,1.0446e-30
+SW_120,,,3.7243e-22,1.5470e-20,4.5018e-17,6.8622e-30,4.5859e-24,4.8397e-15,,3.0003e-22
+sFC,,,8.7881e-01,8.6243e-15,5.7977e-25,3.1616e-40,1.5216e-35,1.0446e-30,3.0003e-22,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..783ed884
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,33.27,92.79,653.09,345.28,203.73,63.44,0.29
+DCC_bivariate_loop,,,33.27,,51.66,558.27,293.43,164.65,50.35,-32.02
+SW_cross_validated,,,92.79,51.66,,535.99,259.70,127.27,30.80,-89.42
+SW_15,,,653.09,558.27,535.99,,-194.67,-303.19,-167.50,-631.70
+SW_30,,,345.28,293.43,259.70,-194.67,,-105.99,-79.99,-337.05
+SW_60,,,203.73,164.65,127.27,-303.19,-105.99,,-26.52,-199.27
+SW_120,,,63.44,50.35,30.80,-167.50,-79.99,-26.52,,-63.07
+sFC,,,0.29,-32.02,-89.42,-631.70,-337.05,-199.27,-63.07,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..8b3fce70
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,14.88,41.50,292.07,154.41,91.11,28.37,0.13
+DCC_bivariate_loop,,,14.88,,23.10,249.67,131.23,73.64,22.52,14.32
+SW_cross_validated,,,41.50,23.10,,239.70,116.14,56.91,13.77,39.99
+SW_15,,,292.07,249.67,239.70,,87.06,135.59,74.91,282.50
+SW_30,,,154.41,131.23,116.14,87.06,,47.40,35.77,150.73
+SW_60,,,91.11,73.64,56.91,135.59,47.40,,11.86,89.12
+SW_120,,,28.37,22.52,13.77,74.91,35.77,11.86,,28.21
+sFC,,,0.13,14.32,39.99,282.50,150.73,89.12,28.21,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..f613aedb
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-33.2698,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-92.7939,-51.6582,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-653.086,-558.2693,-535.9908,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-345.2806,-293.4286,-259.7016,194.672,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-203.7285,-164.6529,-127.2651,303.1884,105.9863,-,0.0000,0.0000
+SW_120,nan,nan,-63.4429,-50.3455,-30.7969,167.495,79.9906,26.5246,-,0.0000
+sFC,nan,nan,-0.2885,32.0236,89.4199,631.6962,337.0527,199.2699,63.0729,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..a863807c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.2851e-17,1.3887e-25,7.8724e-41,7.5521e-36,1.0027e-31,1.2772e-22,7.7627e-01
+DCC_bivariate_loop,,,1.2851e-17,,5.0612e-21,1.3253e-39,1.4122e-34,4.6240e-30,8.0197e-21,2.5273e-17
+SW_cross_validated,,,1.3887e-25,5.0612e-21,,2.7584e-39,1.2711e-33,4.7515e-28,5.0440e-17,2.7012e-25
+SW_15,,,7.8724e-41,1.3253e-39,2.7584e-39,,2.2725e-31,7.8374e-35,3.3987e-30,1.4335e-40
+SW_30,,,7.5521e-36,1.4122e-34,1.2711e-33,2.2725e-31,,1.2743e-26,1.9980e-24,1.1657e-35
+SW_60,,,1.0027e-31,4.6240e-30,4.7515e-28,7.8374e-35,1.2743e-26,,7.0183e-16,1.4931e-31
+SW_120,,,1.2772e-22,8.0197e-21,5.0440e-17,3.3987e-30,1.9980e-24,7.0183e-16,,1.4184e-22
+sFC,,,7.7627e-01,2.5273e-17,2.7012e-25,1.4335e-40,1.1657e-35,1.4931e-31,1.4184e-22,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..0e3629c4
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,34.05,89.43,812.18,448.34,180.98,60.48,0.39
+DCC_bivariate_loop,,,34.05,,55.04,750.05,403.01,155.54,48.64,-33.14
+SW_cross_validated,,,89.43,55.04,,664.16,335.54,114.59,28.96,-87.70
+SW_15,,,812.18,750.05,664.16,,-331.91,-309.68,-170.28,-792.61
+SW_30,,,448.34,403.01,335.54,-331.91,,-114.60,-82.80,-439.69
+SW_60,,,180.98,155.54,114.59,-309.68,-114.60,,-26.29,-179.27
+SW_120,,,60.48,48.64,28.96,-170.28,-82.80,-26.29,,-60.23
+sFC,,,0.39,-33.14,-87.70,-792.61,-439.69,-179.27,-60.23,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..3c50f455
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,15.63,39.99,363.22,200.51,80.94,27.05,0.17
+DCC_bivariate_loop,,,15.63,,25.17,353.25,186.34,69.38,21.27,15.18
+SW_cross_validated,,,39.99,25.17,,297.02,150.06,51.25,12.95,39.22
+SW_15,,,363.22,353.25,297.02,,148.44,138.49,76.15,354.47
+SW_30,,,200.51,186.34,150.06,148.44,,51.25,37.03,196.63
+SW_60,,,80.94,69.38,51.25,138.49,51.25,,11.76,80.17
+SW_120,,,27.05,21.27,12.95,76.15,37.03,11.76,,26.93
+sFC,,,0.17,15.18,39.22,354.47,196.63,80.17,26.93,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..a969b4ed
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-34.0233,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-89.431,-54.7773,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-812.1825,-768.8295,-664.1564,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-448.343,-405.5565,-335.5376,331.9123,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-180.9802,-151.0077,-114.589,309.6755,114.6038,-,0.0000,0.0000
+SW_120,nan,nan,-60.4765,-46.2908,-28.9602,170.2847,82.7995,26.2888,-,0.0000
+sFC,nan,nan,-0.3875,33.0471,87.6976,792.6099,439.6881,179.2712,60.228,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..592964fa
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,5.6398e-17,2.6952e-25,1.5555e-42,6.8613e-38,8.4398e-31,3.0125e-22,7.0290e-01
+DCC_bivariate_loop,,,5.6398e-17,,1.3689e-20,9.0191e-32,7.9505e-34,1.7191e-24,2.2406e-13,7.7143e-17
+SW_cross_validated,,,2.6952e-25,1.3689e-20,,5.8171e-41,1.2641e-35,3.1338e-27,1.4943e-16,3.8306e-25
+SW_15,,,1.5555e-42,9.0191e-32,5.8171e-41,,1.5371e-35,5.3544e-35,2.5250e-30,2.4130e-42
+SW_30,,,6.8613e-38,7.9505e-34,1.2641e-35,1.5371e-35,,3.1265e-27,1.0752e-24,9.7449e-38
+SW_60,,,8.4398e-31,1.7191e-24,3.1338e-27,5.3544e-35,3.1265e-27,,8.2105e-16,1.0011e-30
+SW_120,,,3.0125e-22,2.2406e-13,1.4943e-16,2.5250e-30,1.0752e-24,8.2105e-16,,3.2432e-22
+sFC,,,7.0290e-01,7.7143e-17,3.8306e-25,2.4130e-42,9.7449e-38,1.0011e-30,3.2432e-22,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..bae36d6d
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,18.22,63.86,481.43,307.41,165.14,48.19,0.14
+DCC_bivariate_loop,,,18.22,,48.81,509.28,318.93,159.93,41.37,-17.51
+SW_cross_validated,,,63.86,48.81,,533.90,316.70,133.52,25.61,-61.29
+SW_15,,,481.43,509.28,533.90,,-217.84,-302.69,-142.37,-465.26
+SW_30,,,307.41,318.93,316.70,-217.84,,-121.51,-70.29,-296.51
+SW_60,,,165.14,159.93,133.52,-302.69,-121.51,,-23.17,-160.48
+SW_120,,,48.19,41.37,25.61,-142.37,-70.29,-23.17,,-47.87
+sFC,,,0.14,-17.51,-61.29,-465.26,-296.51,-160.48,-47.87,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..3d2e9b49
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,8.15,28.56,215.30,137.48,73.85,21.55,0.06
+DCC_bivariate_loop,,,8.15,,21.83,227.76,142.63,71.52,18.50,7.83
+SW_cross_validated,,,28.56,21.83,,238.77,141.63,59.71,11.46,27.41
+SW_15,,,215.30,227.76,238.77,,97.42,135.37,63.67,208.07
+SW_30,,,137.48,142.63,141.63,97.42,,54.34,31.44,132.60
+SW_60,,,73.85,71.52,59.71,135.37,54.34,,10.36,71.77
+SW_120,,,21.55,18.50,11.46,63.67,31.44,10.36,,21.41
+sFC,,,0.06,7.83,27.41,208.07,132.60,71.77,21.41,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..e06d26ce
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-18.22,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-63.8634,-48.8146,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-481.4268,-509.2831,-533.8984,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-307.4081,-318.9313,-316.6955,217.838,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-165.1411,-159.9346,-133.5192,302.6868,121.5122,-,0.0000,0.0000
+SW_120,nan,nan,-48.186,-41.3653,-25.6144,142.3656,70.2942,23.1729,-,0.0000
+sFC,nan,nan,-0.1392,17.506,61.2913,465.2633,296.5112,160.4784,47.8694,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..0e2834d5
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,4.7835e-13,1.1346e-22,1.9050e-38,6.1115e-35,4.3842e-30,1.7558e-20,8.9082e-01
+DCC_bivariate_loop,,,4.7835e-13,,1.3928e-20,6.9215e-39,3.1515e-35,7.8010e-30,2.6756e-19,9.4708e-13
+SW_cross_validated,,,1.1346e-22,1.3928e-20,,2.9596e-39,3.5769e-35,2.0054e-28,1.2957e-15,2.3703e-22
+SW_15,,,1.9050e-38,6.9215e-39,2.9596e-39,,3.0055e-32,8.0745e-35,6.3262e-29,3.5224e-38
+SW_30,,,6.1115e-35,3.1515e-35,3.5769e-35,3.0055e-32,,1.0916e-27,2.0308e-23,1.1701e-34
+SW_60,,,4.3842e-30,7.8010e-30,2.0054e-28,8.0745e-35,1.0916e-27,,7.4754e-15,7.3390e-30
+SW_120,,,1.7558e-20,2.6756e-19,1.2957e-15,6.3262e-29,2.0308e-23,7.4754e-15,,1.9753e-20
+sFC,,,8.9082e-01,9.4708e-13,2.3703e-22,3.5224e-38,1.1701e-34,7.3390e-30,1.9753e-20,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..b49e9c57
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,16.22,71.04,582.89,352.01,152.24,46.37,0.09
+DCC_bivariate_loop,,,16.22,,38.14,402.78,240.23,113.86,37.92,-16.12
+SW_cross_validated,,,71.04,38.14,,468.92,256.79,94.56,22.47,-70.73
+SW_15,,,582.89,402.78,468.92,,-225.89,-252.36,-128.35,-580.57
+SW_30,,,352.01,240.23,256.79,-225.89,,-96.22,-61.86,-350.64
+SW_60,,,152.24,113.86,94.56,-252.36,-96.22,,-19.26,-151.90
+SW_120,,,46.37,37.92,22.47,-128.35,-61.86,-19.26,,-46.32
+sFC,,,0.09,-16.12,-70.73,-580.57,-350.64,-151.90,-46.32,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..b639628b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,7.63,31.77,260.68,157.42,68.08,20.74,0.04
+DCC_bivariate_loop,,,7.63,,17.83,190.25,113.18,52.06,16.68,7.58
+SW_cross_validated,,,31.77,17.83,,209.71,114.84,42.29,10.05,31.63
+SW_15,,,260.68,190.25,209.71,,101.02,112.86,57.40,259.64
+SW_30,,,157.42,113.18,114.84,101.02,,43.03,27.66,156.81
+SW_60,,,68.08,52.06,42.29,112.86,43.03,,8.61,67.93
+SW_120,,,20.74,16.68,10.05,57.40,27.66,8.61,,20.72
+sFC,,,0.04,7.58,31.63,259.64,156.81,67.93,20.72,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..eb1ef893
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-16.602,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-71.0365,-38.8094,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-582.8921,-414.0619,-468.9192,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-352.0128,-246.3286,-256.7882,225.8864,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-152.2365,-113.3041,-94.5626,252.3604,96.2175,-,0.0000,0.0000
+SW_120,nan,nan,-46.3675,-36.3116,-22.4707,128.3481,61.8585,19.2587,-,0.0000
+sFC,nan,nan,-0.0927,16.4955,70.7324,580.5671,350.6447,151.8969,46.3225,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..f24fba88
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,3.4065e-10,1.6821e-23,6.0946e-40,5.3350e-36,1.8945e-29,3.4908e-20,9.2716e-01
+DCC_bivariate_loop,,,3.4065e-10,,6.0651e-16,3.1857e-27,3.4527e-25,6.1458e-26,2.2273e-13,3.4545e-10
+SW_cross_validated,,,1.6821e-23,6.0651e-16,,3.0596e-38,1.5573e-33,9.8927e-26,1.2781e-14,1.8166e-23
+SW_15,,,6.0946e-40,3.1857e-27,3.0596e-38,,1.5646e-32,2.1296e-33,4.0800e-28,6.5492e-40
+SW_30,,,5.3350e-36,3.4527e-25,1.5573e-33,1.5646e-32,,7.2434e-26,2.0096e-22,5.7223e-36
+SW_60,,,1.8945e-29,6.1458e-26,9.8927e-26,2.1296e-33,7.2434e-26,,1.8469e-13,1.9722e-29
+SW_120,,,3.4908e-20,2.2273e-13,1.2781e-14,4.0800e-28,2.0096e-22,1.8469e-13,,3.5519e-20
+sFC,,,9.2716e-01,3.4545e-10,1.8166e-23,6.5492e-40,5.7223e-36,1.9722e-29,3.5519e-20,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..c1712b56
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,25.65,64.40,562.79,375.57,219.88,57.09,0.25
+DCC_bivariate_loop,,,25.65,,39.94,523.83,337.45,187.20,46.06,-25.48
+SW_cross_validated,,,64.40,39.94,,438.46,261.41,127.97,27.30,-64.33
+SW_15,,,562.79,523.83,438.46,,-257.33,-392.14,-159.51,-564.50
+SW_30,,,375.57,337.45,261.41,-257.33,,-166.13,-78.73,-376.79
+SW_60,,,219.88,187.20,127.97,-392.14,-166.13,,-26.20,-220.40
+SW_120,,,57.09,46.06,27.30,-159.51,-78.73,-26.20,,-57.01
+sFC,,,0.25,-25.48,-64.33,-564.50,-376.79,-220.40,-57.01,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..f9a64269
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,11.47,28.80,251.69,167.96,98.34,25.53,0.11
+DCC_bivariate_loop,,,11.47,,17.86,234.26,150.91,83.72,20.60,11.39
+SW_cross_validated,,,28.80,17.86,,196.09,116.91,57.23,12.21,28.77
+SW_15,,,251.69,234.26,196.09,,115.08,175.37,71.34,252.45
+SW_30,,,167.96,150.91,116.91,115.08,,74.30,35.21,168.51
+SW_60,,,98.34,83.72,57.23,175.37,74.30,,11.72,98.56
+SW_120,,,25.53,20.60,12.21,71.34,35.21,11.72,,25.50
+sFC,,,0.11,11.39,28.77,252.45,168.51,98.56,25.50,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..e3ce33d0
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-25.6502,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-64.4026,-39.936,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-562.786,-523.8308,-438.4598,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-375.5734,-337.4456,-261.4116,257.3298,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-219.8842,-187.2042,-127.9669,392.1408,166.1329,-,0.0000,0.0000
+SW_120,nan,nan,-57.0876,-46.0593,-27.3008,159.5131,78.7251,26.201,-,0.0000
+sFC,nan,nan,-0.2514,25.4754,64.3304,564.4951,376.7891,220.3967,57.0119,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..86120793
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.2644e-15,9.7586e-23,1.1464e-39,1.6624e-36,2.5401e-32,8.4629e-22,8.0432e-01
+DCC_bivariate_loop,,,1.2644e-15,,5.0060e-19,4.1691e-39,1.1415e-35,4.5935e-31,3.9323e-20,1.4255e-15
+SW_cross_validated,,,9.7586e-23,5.0060e-19,,1.0248e-37,1.1295e-33,4.3042e-28,4.2263e-16,9.9569e-23
+SW_15,,,1.1464e-39,4.1691e-39,1.0248e-37,,1.4993e-33,7.6443e-37,8.1803e-30,1.0855e-39
+SW_30,,,1.6624e-36,1.1415e-35,1.1295e-33,1.4993e-33,,3.9364e-30,2.6603e-24,1.5685e-36
+SW_60,,,2.5401e-32,4.5935e-31,4.3042e-28,7.6443e-37,3.9364e-30,,8.7073e-16,2.4359e-32
+SW_120,,,8.4629e-22,3.9323e-20,4.2263e-16,8.1803e-30,2.6603e-24,8.7073e-16,,8.6666e-22
+sFC,,,8.0432e-01,1.4255e-15,9.9569e-23,1.0855e-39,1.5685e-36,2.4359e-32,8.6666e-22,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..92100ea8
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,16.63,77.57,540.30,280.50,144.77,48.67,0.26
+DCC_bivariate_loop,,,16.63,,43.34,433.83,231.09,118.78,40.98,-16.89
+SW_cross_validated,,,77.57,43.34,,509.38,236.78,101.73,26.00,-81.39
+SW_15,,,540.30,433.83,509.38,,-163.39,-229.48,-138.71,-560.01
+SW_30,,,280.50,231.09,236.78,-163.39,,-81.51,-65.98,-287.45
+SW_60,,,144.77,118.78,101.73,-229.48,-81.51,,-21.21,-147.22
+SW_120,,,48.67,40.98,26.00,-138.71,-65.98,-21.21,,-48.80
+sFC,,,0.26,-16.89,-81.39,-560.01,-287.45,-147.22,-48.80,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..9fa64239
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,7.77,34.69,241.63,125.44,64.74,21.77,0.12
+DCC_bivariate_loop,,,7.77,,20.43,201.00,105.44,53.57,17.99,7.93
+SW_cross_validated,,,34.69,20.43,,227.80,105.89,45.49,11.63,36.40
+SW_15,,,241.63,201.00,227.80,,73.07,102.63,62.03,250.45
+SW_30,,,125.44,105.44,105.89,73.07,,36.45,29.51,128.55
+SW_60,,,64.74,53.57,45.49,102.63,36.45,,9.49,65.84
+SW_120,,,21.77,17.99,11.63,62.03,29.51,9.49,,21.82
+sFC,,,0.12,7.93,36.40,250.45,128.55,65.84,21.82,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..97bbf7f0
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-16.9046,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-77.5728,-44.463,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-540.3029,-437.4523,-509.379,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-280.4983,-229.4854,-236.7803,163.3864,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-144.7675,-116.5852,-101.7292,229.4793,81.5073,-,0.0000,0.0000
+SW_120,nan,nan,-48.6726,-39.1609,-25.9989,138.7138,65.9846,21.2111,-,0.0000
+sFC,nan,nan,-0.2599,17.2491,81.3949,560.0145,287.4483,147.2161,48.8014,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..8557e876
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,6.7632e-11,3.4663e-24,2.3880e-39,3.1778e-34,4.6823e-29,1.4672e-20,7.9791e-01
+DCC_bivariate_loop,,,6.7632e-11,,2.0030e-15,7.2724e-34,3.6220e-31,3.4300e-25,2.3836e-13,1.3066e-10
+SW_cross_validated,,,3.4663e-24,2.0030e-15,,6.8981e-39,6.7037e-33,2.6623e-26,9.9760e-16,1.4619e-24
+SW_15,,,2.3880e-39,7.2724e-34,6.8981e-39,,5.3130e-30,1.1778e-32,1.0095e-28,1.2529e-39
+SW_30,,,3.1778e-34,3.6220e-31,6.7037e-33,5.3130e-30,,1.4261e-24,6.3160e-23,2.0457e-34
+SW_60,,,4.6823e-29,3.4300e-25,2.6623e-26,1.1778e-32,1.4261e-24,,3.4827e-14,3.4630e-29
+SW_120,,,1.4672e-20,2.3836e-13,9.9760e-16,1.0095e-28,6.3160e-23,3.4827e-14,,1.3996e-20
+sFC,,,7.9791e-01,1.3066e-10,1.4619e-24,1.2529e-39,2.0457e-34,3.4630e-29,1.3996e-20,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..a3aee0b6
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-17.60,8.72,-10.45,-15.57,-17.81,-0.45,-0.16
+DCC_bivariate_loop,,,-17.60,,24.45,0.80,-4.07,-3.74,10.65,17.92
+SW_cross_validated,,,8.72,24.45,,-14.08,-19.28,-22.64,-4.10,-9.62
+SW_15,,,-10.45,0.80,-14.08,,-4.01,-3.64,7.84,10.48
+SW_30,,,-15.57,-4.07,-19.28,-4.01,,0.79,11.95,15.65
+SW_60,,,-17.81,-3.74,-22.64,-3.64,0.79,,12.53,17.98
+SW_120,,,-0.45,10.65,-4.10,7.84,11.95,12.53,,0.38
+sFC,,,-0.16,17.92,-9.62,10.48,15.65,17.98,0.38,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..e16cd375
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,7.87,3.90,4.67,6.96,7.97,0.20,0.07
+DCC_bivariate_loop,,,7.87,,10.93,0.36,1.82,1.67,4.76,8.01
+SW_cross_validated,,,3.90,10.93,,6.30,8.62,10.13,1.84,4.30
+SW_15,,,4.67,0.36,6.30,,1.79,1.63,3.51,4.69
+SW_30,,,6.96,1.82,8.62,1.79,,0.35,5.34,7.00
+SW_60,,,7.97,1.67,10.13,1.63,0.35,,5.61,8.04
+SW_120,,,0.20,4.76,1.84,3.51,5.34,5.61,,0.17
+sFC,,,0.07,8.01,4.30,4.69,7.00,8.04,0.17,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..937bd294
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,1.,1.
+DCC_bivariate_loop,nan,nan,17.6015,-,0.0000,1.,0.0203,0.0422,0.0000,0.0000
+SW_cross_validated,nan,nan,-8.7186,-24.4481,-,0.0000,0.0000,0.0000,0.0186,0.0000
+SW_15,nan,nan,10.4469,-0.8,14.0815,-,0.023,0.0523,0.0000,0.0000
+SW_30,nan,nan,15.5732,4.0668,19.2802,4.0104,-,1.,0.0000,0.0000
+SW_60,nan,nan,17.8129,3.7371,22.6431,3.6408,-0.7896,-,0.0000,0.0000
+SW_120,nan,nan,0.45,-10.645,4.1044,-7.8421,-11.9481,-12.5342,-,1.
+sFC,nan,nan,0.16,-17.9171,9.6154,-10.4808,-15.6522,-17.9805,-0.3807,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..9932682f
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,8.6320e-13,7.0493e-08,4.5381e-09,6.8713e-12,7.0406e-13,6.5812e-01,8.7463e-01
+DCC_bivariate_loop,,,8.6320e-13,,2.9319e-15,4.3414e-01,7.2374e-04,1.5087e-03,3.3843e-09,6.3727e-13
+SW_cross_validated,,,7.0493e-08,2.9319e-15,,3.6928e-11,1.8118e-13,1.1188e-14,6.6573e-04,1.6274e-08
+SW_15,,,4.5381e-09,4.3414e-01,3.6928e-11,,8.2059e-04,1.8694e-03,3.2517e-07,4.3149e-09
+SW_30,,,6.8713e-12,7.2374e-04,1.8118e-13,8.2059e-04,,4.4003e-01,5.4111e-10,6.3104e-12
+SW_60,,,7.0406e-13,1.5087e-03,1.1188e-14,1.8694e-03,4.4003e-01,,2.4952e-10,5.9991e-13
+SW_120,,,6.5812e-01,3.3843e-09,6.6573e-04,3.2517e-07,5.4111e-10,2.4952e-10,,7.0787e-01
+sFC,,,8.7463e-01,6.3727e-13,1.6274e-08,4.3149e-09,6.3104e-12,5.9991e-13,7.0787e-01,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..0c3e8da0
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.60,12.53,19.57,11.48,8.98,8.43,-1.75
+DCC_bivariate_loop,,,0.60,,12.36,19.50,11.23,8.68,8.11,-2.71
+SW_cross_validated,,,12.53,12.36,,11.71,4.17,0.67,-0.45,-24.02
+SW_15,,,19.57,19.50,11.71,,-4.40,-8.05,-9.37,-25.71
+SW_30,,,11.48,11.23,4.17,-4.40,,-2.88,-3.79,-14.25
+SW_60,,,8.98,8.68,0.67,-8.05,-2.88,,-0.88,-11.87
+SW_120,,,8.43,8.11,-0.45,-9.37,-3.79,-0.88,,-11.57
+sFC,,,-1.75,-2.71,-24.02,-25.71,-14.25,-11.87,-11.57,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..db3131e9
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.27,5.60,8.75,5.13,4.01,3.77,0.78
+DCC_bivariate_loop,,,0.27,,5.53,8.72,5.02,3.88,3.63,1.21
+SW_cross_validated,,,5.60,5.53,,5.24,1.87,0.30,0.20,10.74
+SW_15,,,8.75,8.72,5.24,,1.97,3.60,4.19,11.50
+SW_30,,,5.13,5.02,1.87,1.97,,1.29,1.70,6.37
+SW_60,,,4.01,3.88,0.30,3.60,1.29,,0.39,5.31
+SW_120,,,3.77,3.63,0.20,4.19,1.70,0.39,,5.17
+sFC,,,0.78,1.21,10.74,11.50,6.37,5.31,5.17,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..bc47ac07
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,1.,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-0.6006,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.4046
+SW_cross_validated,nan,nan,-12.5305,-12.3605,-,0.0000,0.0160,1.,1.,0.0000
+SW_15,nan,nan,-19.5662,-19.4966,-11.7074,-,0.0097,0.0000,0.0000,0.0000
+SW_30,nan,nan,-11.4763,-11.2294,-4.1727,4.4001,-,0.2803,0.0372,0.0000
+SW_60,nan,nan,-8.9759,-8.6764,-0.6723,8.0532,2.878,-,1.,0.0000
+SW_120,nan,nan,-8.4261,-8.1078,0.4536,9.3666,3.7944,0.8812,-,0.0000
+sFC,nan,nan,1.7504,2.7066,24.0221,25.714,14.2496,11.875,11.5662,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..3c0bf4d0
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,5.5560e-01,2.5073e-10,1.4060e-13,1.0315e-09,4.5834e-08,1.1614e-07,9.7078e-02
+DCC_bivariate_loop,,,5.5560e-01,,3.1292e-10,1.4950e-13,1.4579e-09,7.5702e-08,2.0244e-07,1.4448e-02
+SW_cross_validated,,,2.5073e-10,3.1292e-10,,7.5015e-10,5.7190e-04,5.0990e-01,6.5553e-01,3.9873e-15
+SW_15,,,1.4060e-13,1.4950e-13,7.5015e-10,,3.4537e-04,2.2299e-07,2.4208e-08,1.2104e-15
+SW_30,,,1.0315e-09,1.4579e-09,5.7190e-04,3.4537e-04,,1.0010e-02,1.3280e-03,3.0325e-11
+SW_60,,,4.5834e-08,7.5702e-08,5.0990e-01,2.2299e-07,1.0010e-02,,3.8981e-01,5.9722e-10
+SW_120,,,1.1614e-07,2.0244e-07,6.5553e-01,2.4208e-08,1.3280e-03,3.8981e-01,,9.1079e-10
+sFC,,,9.7078e-02,1.4448e-02,3.9873e-15,1.2104e-15,3.0325e-11,5.9722e-10,9.1079e-10,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..c04f0eca
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.90,3.01,18.66,13.29,9.04,6.13,0.39
+DCC_bivariate_loop,,,1.90,,0.90,14.89,10.31,6.47,3.96,-1.47
+SW_cross_validated,,,3.01,0.90,,14.69,9.87,5.87,3.27,-2.49
+SW_15,,,18.66,14.89,14.69,,-4.09,-8.05,-9.99,-17.35
+SW_30,,,13.29,10.31,9.87,-4.09,,-3.80,-5.86,-12.34
+SW_60,,,9.04,6.47,5.87,-8.05,-3.80,,-2.22,-8.29
+SW_120,,,6.13,3.96,3.27,-9.99,-5.86,-2.22,,-5.55
+sFC,,,0.39,-1.47,-2.49,-17.35,-12.34,-8.29,-5.55,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..2e5fa12e
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.88,1.35,8.34,5.94,4.04,2.74,0.17
+DCC_bivariate_loop,,,0.88,,0.41,6.86,4.72,2.96,1.80,0.68
+SW_cross_validated,,,1.35,0.41,,6.57,4.42,2.62,1.46,1.11
+SW_15,,,8.34,6.86,6.57,,1.83,3.60,4.47,7.76
+SW_30,,,5.94,4.72,4.42,1.83,,1.70,2.62,5.52
+SW_60,,,4.04,2.96,2.62,3.60,1.70,,0.99,3.71
+SW_120,,,2.74,1.80,1.46,4.47,2.62,0.99,,2.48
+sFC,,,0.17,0.68,1.11,7.76,5.52,3.71,2.48,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..e3ac3c63
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,1.,0.2116,0.0000,0.0000,0.0000,0.0002,1.
+DCC_bivariate_loop,nan,nan,-1.9196,-,1.,0.0000,0.0000,0.0002,0.0304,1.
+SW_cross_validated,nan,nan,-3.0077,-0.8978,-,0.0000,0.0000,0.0004,0.1192,0.6357
+SW_15,nan,nan,-18.6576,-14.9297,-14.6878,-,0.0195,0.0000,0.0000,0.0000
+SW_30,nan,nan,-13.2908,-10.275,-9.8725,4.085,-,0.0370,0.0004,0.0000
+SW_60,nan,nan,-9.0423,-6.4519,-5.8696,8.0488,3.7963,-,1.,0.0000
+SW_120,nan,nan,-6.1257,-3.9275,-3.2695,9.9945,5.8622,2.2246,-,0.0008
+sFC,nan,nan,-0.3893,1.4724,2.4915,17.3474,12.3402,8.2889,5.5469,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..07b67ad1
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,7.5698e-02,7.5575e-03,3.1849e-13,9.5808e-11,4.1073e-08,8.7201e-06,7.0164e-01
+DCC_bivariate_loop,,,7.5698e-02,,3.8313e-01,5.0334e-11,1.0293e-08,5.8036e-06,1.0151e-03,1.6107e-01
+SW_cross_validated,,,7.5575e-03,3.8313e-01,,1.8318e-11,1.0876e-08,1.4735e-05,4.2586e-03,2.2705e-02
+SW_15,,,3.1849e-13,5.0334e-11,1.8318e-11,,6.9497e-04,2.2472e-07,9.0063e-09,1.1060e-12
+SW_30,,,9.5808e-11,1.0293e-08,1.0876e-08,6.9497e-04,,1.3222e-03,1.4963e-05,3.2133e-10
+SW_60,,,4.1073e-08,5.8036e-06,1.4735e-05,2.2472e-07,1.3222e-03,,3.9138e-02,1.4732e-07
+SW_120,,,8.7201e-06,1.0151e-03,4.2586e-03,9.0063e-09,1.4963e-05,3.9138e-02,,2.8881e-05
+sFC,,,7.0164e-01,1.6107e-01,2.2705e-02,1.1060e-12,3.2133e-10,1.4732e-07,2.8881e-05,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..a995bece
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-53.33,-62.27,-30.68,-34.25,-48.77,-55.32,1.15
+DCC_bivariate_loop,,,-53.33,,3.11,7.96,2.46,-1.59,-1.87,53.41
+SW_cross_validated,,,-62.27,3.11,,5.98,0.20,-4.59,-5.16,62.34
+SW_15,,,-30.68,7.96,5.98,,-4.55,-8.94,-9.53,30.76
+SW_30,,,-34.25,2.46,0.20,-4.55,,-3.67,-3.97,34.33
+SW_60,,,-48.77,-1.59,-4.59,-8.94,-3.67,,-0.16,48.84
+SW_120,,,-55.32,-1.87,-5.16,-9.53,-3.97,-0.16,,55.40
+sFC,,,1.15,53.41,62.34,30.76,34.33,48.84,55.40,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..7ceaf8ae
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,23.85,27.85,13.72,15.32,21.81,24.74,0.52
+DCC_bivariate_loop,,,23.85,,1.39,3.56,1.10,0.71,0.84,23.88
+SW_cross_validated,,,27.85,1.39,,2.67,0.09,2.05,2.31,27.88
+SW_15,,,13.72,3.56,2.67,,2.03,4.00,4.26,13.76
+SW_30,,,15.32,1.10,0.09,2.03,,1.64,1.77,15.35
+SW_60,,,21.81,0.71,2.05,4.00,1.64,,0.07,21.84
+SW_120,,,24.74,0.84,2.31,4.26,1.77,0.07,,24.78
+sFC,,,0.52,23.88,27.88,13.76,15.35,21.84,24.78,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..323cf488
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,53.3263,-,0.1688,0.0000,0.6784,1.,1.,0.0000
+SW_cross_validated,nan,nan,62.2682,-3.1114,-,0.0003,1.,0.0063,0.0018,0.0000
+SW_15,nan,nan,30.6759,-7.9596,-5.9801,-,0.0070,0.0000,0.0000,0.0000
+SW_30,nan,nan,34.2508,-2.4602,-0.2028,4.545,-,0.0495,0.0252,0.0000
+SW_60,nan,nan,48.767,1.5946,4.5946,8.9357,3.6658,-,1.,0.0000
+SW_120,nan,nan,55.3248,1.8728,5.1624,9.5321,3.9689,0.1583,-,0.0000
+sFC,nan,nan,-1.1527,-53.4056,-62.3389,-30.7575,-34.3252,-48.845,-55.402,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..a78dd69a
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,2.8665e-21,1.7854e-22,5.4076e-17,7.6756e-18,1.4173e-20,1.4839e-21,2.6411e-01
+DCC_bivariate_loop,,,2.8665e-21,,6.0277e-03,2.6337e-07,2.4228e-02,1.2820e-01,7.7433e-02,2.7913e-21
+SW_cross_validated,,,1.7854e-22,6.0277e-03,,1.1739e-05,8.4155e-01,2.2492e-04,6.5416e-05,1.7495e-22
+SW_15,,,5.4076e-17,2.6337e-07,1.1739e-05,,2.5083e-04,4.9001e-08,1.8574e-08,5.1596e-17
+SW_30,,,7.6756e-18,2.4228e-02,8.4155e-01,2.5083e-04,,1.7685e-03,9.0012e-04,7.3859e-18
+SW_60,,,1.4173e-20,1.2820e-01,2.2492e-04,4.9001e-08,1.7685e-03,,8.7599e-01,1.3774e-20
+SW_120,,,1.4839e-21,7.7433e-02,6.5416e-05,1.8574e-08,9.0012e-04,8.7599e-01,,1.4473e-21
+sFC,,,2.6411e-01,2.7913e-21,1.7495e-22,5.1596e-17,7.3859e-18,1.3774e-20,1.4473e-21,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..c92cd42e
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-44.31,47.57,-47.94,-35.93,-41.00,-14.12,0.15
+DCC_bivariate_loop,,,-44.31,,53.73,1.11,-3.28,-1.04,27.89,44.36
+SW_cross_validated,,,47.57,53.73,,-58.31,-42.94,-49.54,-27.52,-48.22
+SW_15,,,-47.94,1.11,-58.31,,-4.30,-2.13,28.68,48.00
+SW_30,,,-35.93,-3.28,-42.94,-4.30,,2.27,25.50,35.95
+SW_60,,,-41.00,-1.04,-49.54,-2.13,2.27,,26.99,41.04
+SW_120,,,-14.12,27.89,-27.52,28.68,25.50,26.99,,14.17
+sFC,,,0.15,44.36,-48.22,48.00,35.95,41.04,14.17,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..4e68f259
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,21.50,21.27,21.44,16.07,18.34,6.31,0.07
+DCC_bivariate_loop,,,21.50,,25.99,0.51,1.48,0.48,13.01,21.53
+SW_cross_validated,,,21.27,25.99,,26.08,19.20,22.16,12.31,21.56
+SW_15,,,21.44,0.51,26.08,,1.92,0.95,12.83,21.47
+SW_30,,,16.07,1.48,19.20,1.92,,1.01,11.41,16.08
+SW_60,,,18.34,0.48,22.16,0.95,1.01,,12.07,18.36
+SW_120,,,6.31,13.01,12.31,12.83,11.41,12.07,,6.34
+sFC,,,0.07,21.53,21.56,21.47,16.08,18.36,6.34,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..60bbd2bb
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,46.8022,-,0.0000,1.,0.1432,1.,0.0000,0.0000
+SW_cross_validated,nan,nan,-47.5717,-56.5735,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,47.9368,-1.1144,58.3142,-,0.0121,1.,0.0000,0.0000
+SW_30,nan,nan,35.9275,3.2119,42.9352,4.2983,-,1.,0.0000,0.0000
+SW_60,nan,nan,41.0037,1.0347,49.5433,2.1346,-2.2676,-,0.0000,0.0000
+SW_120,nan,nan,14.1188,-28.3194,27.5167,-28.6815,-25.5041,-26.9905,-,0.0000
+sFC,nan,nan,-0.1535,-46.8637,48.2156,-48.0007,-35.9548,-41.0442,-14.1655,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..71ac6ab5
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,5.2841e-11,2.2082e-20,1.9263e-20,3.2856e-18,3.1288e-19,3.5341e-11,8.7973e-01
+DCC_bivariate_loop,,,5.2841e-11,,3.6993e-12,2.8264e-01,4.7604e-03,3.1105e-01,3.1044e-14,5.5121e-11
+SW_cross_validated,,,2.2082e-20,3.6993e-12,,5.7834e-22,1.3772e-19,1.0687e-20,3.6792e-16,1.7366e-20
+SW_15,,,1.9263e-20,2.8264e-01,5.7834e-22,,4.3277e-04,4.6801e-02,1.7722e-16,1.8809e-20
+SW_30,,,3.2856e-18,4.7604e-03,1.3772e-19,4.3277e-04,,3.5905e-02,1.3976e-15,3.2416e-18
+SW_60,,,3.1288e-19,3.1105e-01,1.0687e-20,4.6801e-02,3.5905e-02,,5.1676e-16,3.0742e-19
+SW_120,,,3.5341e-11,3.1044e-14,3.6792e-16,1.7722e-16,1.3976e-15,5.1676e-16,,3.3458e-11
+sFC,,,8.7973e-01,5.5121e-11,1.7366e-20,1.8809e-20,3.2416e-18,3.0742e-19,3.3458e-11,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..2cdb5ce0
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-3.14,4.96,8.39,3.99,2.88,5.95,-0.43
+DCC_bivariate_loop,,,-3.14,,5.85,9.08,4.99,4.12,6.79,3.03
+SW_cross_validated,,,4.96,5.85,,6.50,2.18,0.70,2.06,-5.33
+SW_15,,,8.39,9.08,6.50,,-3.33,-4.94,-5.19,-8.49
+SW_30,,,3.99,4.99,2.18,-3.33,,-1.32,-1.01,-4.07
+SW_60,,,2.88,4.12,0.70,-4.94,-1.32,,0.61,-2.98
+SW_120,,,5.95,6.79,2.06,-5.19,-1.01,0.61,,-6.20
+sFC,,,-0.43,3.03,-5.33,-8.49,-4.07,-2.98,-6.20,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..289acf2a
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.40,2.22,3.75,1.78,1.29,2.66,0.19
+DCC_bivariate_loop,,,1.40,,2.62,4.06,2.23,1.84,3.03,1.36
+SW_cross_validated,,,2.22,2.62,,2.91,0.98,0.31,0.92,2.38
+SW_15,,,3.75,4.06,2.91,,1.49,2.21,2.32,3.80
+SW_30,,,1.78,2.23,0.98,1.49,,0.59,0.45,1.82
+SW_60,,,1.29,1.84,0.31,2.21,0.59,,0.27,1.33
+SW_120,,,2.66,3.03,0.92,2.32,0.45,0.27,,2.77
+sFC,,,0.19,1.36,2.38,3.80,1.82,1.33,2.77,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..c798bdbf
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.1600,0.0029,0.0000,0.0242,0.2799,0.0003,1.
+DCC_bivariate_loop,nan,nan,3.1357,-,0.0004,0.0000,0.0026,0.0178,0.0001,0.2012
+SW_cross_validated,nan,nan,-4.9554,-5.8527,-,0.0001,1.,1.,1.,0.0013
+SW_15,nan,nan,-8.3931,-9.0762,-6.5046,-,0.1037,0.0029,0.0017,0.0000
+SW_30,nan,nan,-3.9873,-4.9923,-2.1825,3.3329,-,1.,1.,0.0199
+SW_60,nan,nan,-2.8785,-4.1246,-0.7017,4.9449,1.3178,-,1.,0.2225
+SW_120,nan,nan,-5.9514,-6.7864,-2.0613,5.1865,1.0142,-0.612,-,0.0002
+sFC,nan,nan,0.4274,-3.031,5.3276,8.4902,4.0739,2.9846,6.1972,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..32a3048d
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,5.7151e-03,1.0226e-04,1.2294e-07,8.6390e-04,9.9981e-03,1.2452e-05,6.7419e-01
+DCC_bivariate_loop,,,5.7151e-03,,1.5259e-05,3.8842e-08,9.4395e-05,6.3641e-04,2.3453e-06,7.1842e-03
+SW_cross_validated,,,1.0226e-04,1.5259e-05,,4.0777e-06,4.2567e-02,4.9184e-01,5.4023e-02,4.5945e-05
+SW_15,,,1.2294e-07,3.8842e-08,4.0777e-06,,3.7025e-03,1.0461e-04,6.2120e-05,1.0400e-07
+SW_30,,,8.6390e-04,9.4395e-05,4.2567e-02,3.7025e-03,,2.0408e-01,3.2391e-01,7.1242e-04
+SW_60,,,9.9981e-03,6.3641e-04,4.9184e-01,1.0461e-04,2.0408e-01,,5.4819e-01,7.9472e-03
+SW_120,,,1.2452e-05,2.3453e-06,5.4023e-02,6.2120e-05,3.2391e-01,5.4819e-01,,7.5437e-06
+sFC,,,6.7419e-01,7.1842e-03,4.5945e-05,1.0400e-07,7.1242e-04,7.9472e-03,7.5437e-06,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..81e7c7f3
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-75.51,-121.95,-37.82,-67.33,-119.66,-133.62,1.24
+DCC_bivariate_loop,,,-75.51,,11.89,5.60,0.45,-1.27,3.79,75.06
+SW_cross_validated,,,-121.95,11.89,,-1.28,-10.37,-18.12,-12.30,118.51
+SW_15,,,-37.82,5.60,-1.28,,-5.11,-6.90,-3.79,37.82
+SW_30,,,-67.33,0.45,-10.37,-5.11,,-1.70,2.94,67.03
+SW_60,,,-119.66,-1.27,-18.12,-6.90,-1.70,,6.96,117.57
+SW_120,,,-133.62,3.79,-12.30,-3.79,2.94,6.96,,130.14
+sFC,,,1.24,75.06,118.51,37.82,67.03,117.57,130.14,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..788cc778
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,36.69,54.54,16.91,30.11,53.52,59.76,0.56
+DCC_bivariate_loop,,,36.69,,5.64,2.50,0.20,0.60,1.79,36.39
+SW_cross_validated,,,54.54,5.64,,0.57,4.64,8.10,5.50,53.00
+SW_15,,,16.91,2.50,0.57,,2.28,3.09,1.69,16.91
+SW_30,,,30.11,0.20,4.64,2.28,,0.76,1.32,29.98
+SW_60,,,53.52,0.60,8.10,3.09,0.76,,3.11,52.58
+SW_120,,,59.76,1.79,5.50,1.69,1.32,3.11,,58.20
+sFC,,,0.56,36.39,53.00,16.91,29.98,52.58,58.20,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..e679d747
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,79.8429,-,0.0000,0.0013,1.,1.,0.0321,0.0000
+SW_cross_validated,nan,nan,121.951,-12.268,-,1.,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,37.8226,-5.4339,1.2841,-,0.0021,0.0001,0.0376,0.0000
+SW_30,nan,nan,67.3306,-0.4418,10.3703,5.1065,-,1.,0.244,0.0000
+SW_60,nan,nan,119.6638,1.2993,18.1222,6.9002,1.6971,-,0.0000,0.0000
+SW_120,nan,nan,133.6172,-3.9018,12.2979,3.7892,-2.9422,-6.9568,-,0.0000
+sFC,nan,nan,-1.2425,-79.1974,-118.5084,-37.8156,-67.0319,-117.5655,-130.137,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..efe777fa
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,9.8530e-13,1.0230e-27,1.3176e-18,4.3973e-23,1.4379e-27,1.9791e-28,2.3000e-01
+DCC_bivariate_loop,,,9.8530e-13,,5.4959e-08,6.0239e-05,6.6144e-01,2.2403e-01,2.4728e-03,4.8123e-13
+SW_cross_validated,,,1.0230e-27,5.4959e-08,,2.1540e-01,5.0892e-09,5.2454e-13,3.3971e-10,1.7119e-27
+SW_15,,,1.3176e-18,6.0239e-05,2.1540e-01,,7.3766e-05,1.8820e-06,1.3433e-03,1.3219e-18
+SW_30,,,4.3973e-23,6.6144e-01,5.0892e-09,7.3766e-05,,1.0690e-01,8.7130e-03,4.7622e-23
+SW_60,,,1.4379e-27,2.2403e-01,5.2454e-13,1.8820e-06,1.0690e-01,,1.6876e-06,1.9763e-27
+SW_120,,,1.9791e-28,2.4728e-03,3.3971e-10,1.3433e-03,8.7130e-03,1.6876e-06,,3.1810e-28
+sFC,,,2.3000e-01,4.8123e-13,1.7119e-27,1.3219e-18,4.7622e-23,1.9763e-27,3.1810e-28,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..ff057f51
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,21.07,64.37,352.10,221.81,145.15,41.02,0.55
+DCC_bivariate_loop,,,21.07,,33.88,314.30,193.01,118.85,33.29,-21.90
+SW_cross_validated,,,64.37,33.88,,341.31,196.04,110.21,23.49,-70.70
+SW_15,,,352.10,314.30,341.31,,-102.01,-182.81,-92.54,-370.09
+SW_30,,,221.81,193.01,196.04,-102.01,,-74.25,-47.07,-231.90
+SW_60,,,145.15,118.85,110.21,-182.81,-74.25,,-14.53,-152.30
+SW_120,,,41.02,33.29,23.49,-92.54,-47.07,-14.53,,-41.15
+sFC,,,0.55,-21.90,-70.70,-370.09,-231.90,-152.30,-41.15,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..4dcec401
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,9.42,28.79,157.46,99.20,64.91,18.34,0.25
+DCC_bivariate_loop,,,9.42,,15.15,140.56,86.32,53.15,14.89,9.79
+SW_cross_validated,,,28.79,15.15,,152.64,87.67,49.29,10.51,31.62
+SW_15,,,157.46,140.56,152.64,,45.62,81.76,41.39,165.51
+SW_30,,,99.20,86.32,87.67,45.62,,33.21,21.05,103.71
+SW_60,,,64.91,53.15,49.29,81.76,33.21,,6.50,68.11
+SW_120,,,18.34,14.89,10.51,41.39,21.05,6.50,,18.40
+sFC,,,0.25,9.79,31.62,165.51,103.71,68.11,18.40,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..88e9ecd0
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-21.0718,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-64.3674,-33.877,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-352.0974,-314.3043,-341.3127,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-221.812,-193.0063,-196.0396,102.0058,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-145.148,-118.8508,-110.2135,182.8145,74.2529,-,0.0000,0.0000
+SW_120,nan,nan,-41.0171,-33.2899,-23.4912,92.5399,47.0728,14.5328,-,0.0000
+sFC,nan,nan,-0.5517,21.9022,70.6956,370.0948,231.8986,152.2962,41.1465,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..b2b3e56b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,3.9043e-14,9.8546e-23,5.3120e-36,2.1709e-32,4.4664e-29,3.1106e-19,5.8796e-01
+DCC_bivariate_loop,,,3.9043e-14,,9.3250e-18,4.0996e-35,2.6525e-31,1.6254e-27,1.2714e-17,1.9960e-14
+SW_cross_validated,,,9.8546e-23,9.3250e-18,,9.2984e-36,2.0036e-31,6.3096e-27,5.8917e-15,1.8336e-23
+SW_15,,,5.3120e-36,4.0996e-35,9.2984e-36,,2.5355e-26,7.0394e-31,1.4588e-25,2.1657e-36
+SW_30,,,2.1709e-32,2.6525e-31,2.0036e-31,2.5355e-26,,7.5995e-24,2.6658e-20,9.7525e-33
+SW_60,,,4.4664e-29,1.6254e-27,6.3096e-27,7.0394e-31,7.5995e-24,,2.1862e-11,1.8812e-29
+SW_120,,,3.1106e-19,1.2714e-17,5.8917e-15,1.4588e-25,2.6658e-20,2.1862e-11,,2.9408e-19
+sFC,,,5.8796e-01,1.9960e-14,1.8336e-23,2.1657e-36,9.7525e-33,1.8812e-29,2.9408e-19,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..b927c6cd
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,31.97,86.93,431.43,314.12,162.29,42.28,0.84
+DCC_bivariate_loop,,,31.97,,39.29,362.00,250.07,126.56,33.15,-29.40
+SW_cross_validated,,,86.93,39.29,,360.95,240.31,106.35,22.40,-79.15
+SW_15,,,431.43,362.00,360.95,,-120.76,-185.29,-98.84,-413.72
+SW_30,,,314.12,250.07,240.31,-120.76,,-82.38,-52.45,-298.71
+SW_60,,,162.29,126.56,106.35,-185.29,-82.38,,-17.29,-156.49
+SW_120,,,42.28,33.15,22.40,-98.84,-52.45,-17.29,,-41.88
+sFC,,,0.84,-29.40,-79.15,-413.72,-298.71,-156.49,-41.88,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..47a1f633
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,14.30,38.87,192.94,140.48,72.58,18.91,0.38
+DCC_bivariate_loop,,,14.30,,17.57,161.89,111.84,56.60,14.83,13.15
+SW_cross_validated,,,38.87,17.57,,161.42,107.47,47.56,10.02,35.40
+SW_15,,,192.94,161.89,161.42,,54.01,82.87,44.20,185.02
+SW_30,,,140.48,111.84,107.47,54.01,,36.84,23.46,133.59
+SW_60,,,72.58,56.60,47.56,82.87,36.84,,7.73,69.99
+SW_120,,,18.91,14.83,10.02,44.20,23.46,7.73,,18.73
+sFC,,,0.38,13.15,35.40,185.02,133.59,69.99,18.73,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..c6271436
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-31.9674,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-86.9271,-39.2851,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-431.43,-362.0017,-360.9465,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-314.1221,-250.075,-240.3125,120.7594,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-162.2862,-126.5572,-106.3486,185.2932,82.3778,-,0.0000,0.0000
+SW_120,nan,nan,-42.2771,-33.1508,-22.3984,98.8361,52.4473,17.2948,-,0.0000
+sFC,nan,nan,-0.8428,29.4024,79.1477,413.7167,298.7054,156.4942,41.8831,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..5f513c72
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,2.6072e-17,4.4885e-25,1.3708e-37,4.1426e-35,5.9996e-30,1.8140e-19,4.1039e-01
+DCC_bivariate_loop,,,2.6072e-17,,6.7077e-19,3.2242e-36,2.5084e-33,5.2528e-28,1.3693e-17,1.1437e-16
+SW_cross_validated,,,4.4885e-25,6.7077e-19,,3.3982e-36,5.1357e-33,1.1985e-26,1.3518e-14,2.4165e-24
+SW_15,,,1.3708e-37,3.2242e-36,3.3982e-36,,1.2206e-27,5.5247e-31,4.4710e-26,2.9153e-37
+SW_30,,,4.1426e-35,2.5084e-33,5.1357e-33,1.2206e-27,,1.1784e-24,3.8592e-21,1.0247e-34
+SW_60,,,5.9996e-30,5.2528e-28,1.1985e-26,5.5247e-31,1.1784e-24,,1.1647e-12,1.1535e-29
+SW_120,,,1.8140e-19,1.3693e-17,1.3518e-14,4.4710e-26,3.8592e-21,1.1647e-12,,2.1435e-19
+sFC,,,4.1039e-01,1.1437e-16,2.4165e-24,2.9153e-37,1.0247e-34,1.1535e-29,2.1435e-19,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..943a5cc3
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,37.62,99.68,424.28,267.81,139.23,44.96,0.98
+DCC_bivariate_loop,,,37.62,,53.51,392.13,239.98,118.14,35.68,-33.73
+SW_cross_validated,,,99.68,53.51,,380.02,219.93,95.84,23.87,-88.68
+SW_15,,,424.28,392.13,380.02,,-110.73,-168.12,-107.73,-408.13
+SW_30,,,267.81,239.98,219.93,-110.73,,-69.22,-56.09,-258.20
+SW_60,,,139.23,118.14,95.84,-168.12,-69.22,,-18.53,-135.44
+SW_120,,,44.96,35.68,23.87,-107.73,-56.09,-18.53,,-44.47
+sFC,,,0.98,-33.73,-88.68,-408.13,-258.20,-135.44,-44.47,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..e13492d5
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,17.32,44.58,189.74,119.77,62.26,20.10,0.44
+DCC_bivariate_loop,,,17.32,,24.91,174.44,106.55,52.11,15.56,15.39
+SW_cross_validated,,,44.58,24.91,,169.95,98.35,42.86,10.67,39.66
+SW_15,,,189.74,174.44,169.95,,49.52,75.18,48.18,182.52
+SW_30,,,119.77,106.55,98.35,49.52,,30.95,25.09,115.47
+SW_60,,,62.26,52.11,42.86,75.18,30.95,,8.29,60.57
+SW_120,,,20.10,15.56,10.67,48.18,25.09,8.29,,19.89
+sFC,,,0.44,15.39,39.66,182.52,115.47,60.57,19.89,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..f888677f
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-37.6891,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-99.6836,-54.2235,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-424.2756,-379.6671,-380.0229,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-267.8103,-231.8921,-219.9267,110.7338,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-139.2251,-113.4105,-95.8376,168.1176,69.2158,-,0.0000,0.0000
+SW_120,nan,nan,-44.9551,-33.8583,-23.8698,107.7325,56.0939,18.5318,-,0.0000
+sFC,nan,nan,-0.9752,33.4849,88.6802,408.1349,258.2046,135.4373,44.4717,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..db4c92f3
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.5347e-17,3.8352e-26,1.8522e-37,7.3098e-34,9.4485e-29,6.0644e-20,3.4236e-01
+DCC_bivariate_loop,,,1.5347e-17,,1.0125e-18,3.1343e-29,1.2321e-25,1.1091e-19,1.5822e-11,5.1972e-17
+SW_cross_validated,,,3.8352e-26,1.0125e-18,,1.3449e-36,2.5313e-32,7.7770e-26,4.4559e-15,3.1359e-25
+SW_15,,,1.8522e-37,3.1343e-29,1.3449e-36,,5.7974e-27,3.1793e-30,9.5002e-27,3.7227e-37
+SW_30,,,7.3098e-34,1.2321e-25,2.5313e-32,5.7974e-27,,2.6798e-23,1.1589e-21,1.4105e-33
+SW_60,,,9.4485e-29,1.1091e-19,7.7770e-26,3.1793e-30,2.6798e-23,,3.5767e-13,1.5517e-28
+SW_120,,,6.0644e-20,1.5822e-11,4.4559e-15,9.5002e-27,1.1589e-21,3.5767e-13,,7.3549e-20
+sFC,,,3.4236e-01,5.1972e-17,3.1359e-25,3.7227e-37,1.4105e-33,1.5517e-28,7.3549e-20,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..0a5c55eb
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,16.16,53.14,325.36,222.12,129.62,31.88,0.07
+DCC_bivariate_loop,,,16.16,,35.21,320.90,214.29,118.90,26.80,-16.28
+SW_cross_validated,,,53.14,35.21,,354.55,230.13,112.52,18.56,-54.00
+SW_15,,,325.36,320.90,354.55,,-109.09,-180.98,-83.58,-328.31
+SW_30,,,222.12,214.29,230.13,-109.09,,-79.39,-44.15,-224.28
+SW_60,,,129.62,118.90,112.52,-180.98,-79.39,,-14.76,-130.73
+SW_120,,,31.88,26.80,18.56,-83.58,-44.15,-14.76,,-31.90
+sFC,,,0.07,-16.28,-54.00,-328.31,-224.28,-130.73,-31.90,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..15dc30c6
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,7.23,23.76,145.51,99.33,57.97,14.26,0.03
+DCC_bivariate_loop,,,7.23,,15.75,143.51,95.83,53.17,11.99,7.28
+SW_cross_validated,,,23.76,15.75,,158.56,102.92,50.32,8.30,24.15
+SW_15,,,145.51,143.51,158.56,,48.79,80.94,37.38,146.82
+SW_30,,,99.33,95.83,102.92,48.79,,35.50,19.74,100.30
+SW_60,,,57.97,53.17,50.32,80.94,35.50,,6.60,58.46
+SW_120,,,14.26,11.99,8.30,37.38,19.74,6.60,,14.27
+sFC,,,0.03,7.28,24.15,146.82,100.30,58.46,14.27,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..4126dca4
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-16.1625,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-53.1378,-35.2144,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-325.3593,-320.8996,-354.5504,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-222.1167,-214.2897,-230.1331,109.0869,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-129.6187,-118.899,-112.5191,180.9762,79.389,-,0.0000,0.0000
+SW_120,nan,nan,-31.8844,-26.8041,-18.5617,83.5827,44.1506,14.7607,-,0.0000
+sFC,nan,nan,-0.0701,16.2755,53.9972,328.3058,224.2789,130.7276,31.8985,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..6f52ab20
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,3.6738e-12,3.0540e-21,2.2007e-35,2.1179e-32,3.4177e-28,2.7299e-17,9.4487e-01
+DCC_bivariate_loop,,,3.6738e-12,,4.6909e-18,2.8212e-35,4.0388e-32,1.6136e-27,5.8375e-16,3.2655e-12
+SW_cross_validated,,,3.0540e-21,4.6909e-18,,4.6881e-36,1.1190e-32,4.3489e-27,3.4794e-13,2.2919e-21
+SW_15,,,2.2007e-35,2.8212e-35,4.6881e-36,,7.5894e-27,8.4430e-31,9.0798e-25,1.8711e-35
+SW_30,,,2.1179e-32,4.0388e-32,1.1190e-32,7.5894e-27,,2.2880e-24,8.3704e-20,1.7791e-32
+SW_60,,,3.4177e-28,1.6136e-27,4.3489e-27,8.4430e-31,2.2880e-24,,1.6865e-11,2.9323e-28
+SW_120,,,2.7299e-17,5.8375e-16,3.4794e-13,9.0798e-25,8.3704e-20,1.6865e-11,,2.7087e-17
+sFC,,,9.4487e-01,3.2655e-12,2.2919e-21,1.8711e-35,1.7791e-32,2.9323e-28,2.7087e-17,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..eb793d99
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,15.60,79.39,426.64,303.96,135.37,38.02,0.35
+DCC_bivariate_loop,,,15.60,,32.94,303.23,202.30,98.67,30.85,-15.13
+SW_cross_validated,,,79.39,32.94,,406.55,271.41,96.16,20.37,-75.70
+SW_15,,,426.64,303.23,406.55,,-137.68,-181.09,-94.14,-416.97
+SW_30,,,303.96,202.30,271.41,-137.68,,-78.57,-48.89,-295.75
+SW_60,,,135.37,98.67,96.16,-181.09,-78.57,,-15.58,-133.31
+SW_120,,,38.02,30.85,20.37,-94.14,-48.89,-15.58,,-37.84
+sFC,,,0.35,-15.13,-75.70,-416.97,-295.75,-133.31,-37.84,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..02fd6883
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,7.37,35.51,190.80,135.94,60.54,17.00,0.16
+DCC_bivariate_loop,,,7.37,,15.75,141.07,94.79,45.05,13.55,7.13
+SW_cross_validated,,,35.51,15.75,,181.81,121.38,43.00,9.11,33.85
+SW_15,,,190.80,141.07,181.81,,61.57,80.98,42.10,186.47
+SW_30,,,135.94,94.79,121.38,61.57,,35.14,21.86,132.26
+SW_60,,,60.54,45.05,43.00,80.98,35.14,,6.97,59.62
+SW_120,,,17.00,13.55,9.11,42.10,21.86,6.97,,16.92
+sFC,,,0.16,7.13,33.85,186.47,132.26,59.62,16.92,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..bf818d7b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-16.0471,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-79.3946,-34.283,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-426.6367,-307.0354,-406.547,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-303.9621,-206.3021,-271.4123,137.6796,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-135.3742,-98.0486,-96.1584,181.0864,78.567,-,0.0000,0.0000
+SW_120,nan,nan,-38.0198,-29.4929,-20.371,94.1363,48.8912,15.5796,-,0.0000
+sFC,nan,nan,-0.3485,15.5194,75.7014,416.9659,295.7477,133.3083,37.8422,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..5d62467b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.4395e-09,2.2851e-24,1.6761e-37,7.4861e-35,1.5647e-28,1.2012e-18,7.3154e-01
+DCC_bivariate_loop,,,1.4395e-09,,8.1728e-12,2.4098e-30,8.7498e-26,6.7953e-25,4.4676e-12,1.2350e-09
+SW_cross_validated,,,2.2851e-24,8.1728e-12,,3.9933e-37,5.7476e-34,7.3238e-26,7.0120e-14,5.3729e-24
+SW_15,,,1.6761e-37,2.4098e-30,3.9933e-37,,1.1549e-28,8.3512e-31,1.0729e-25,2.5324e-37
+SW_30,,,7.4861e-35,8.7498e-26,5.7476e-34,1.1549e-28,,2.7580e-24,1.3543e-20,1.2257e-34
+SW_60,,,1.5647e-28,6.7953e-25,7.3238e-26,8.3512e-31,2.7580e-24,,6.8240e-12,2.0632e-28
+SW_120,,,1.2012e-18,4.4676e-12,7.0120e-14,1.0729e-25,1.3543e-20,6.8240e-12,,1.3055e-18
+sFC,,,7.3154e-01,1.2350e-09,5.3729e-24,2.5324e-37,1.2257e-34,2.0632e-28,1.3055e-18,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..9fc2d767
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,23.98,56.08,316.24,266.69,171.86,40.32,0.36
+DCC_bivariate_loop,,,23.98,,30.97,294.08,238.11,144.40,32.18,-24.28
+SW_cross_validated,,,56.08,30.97,,273.06,211.36,115.51,21.76,-57.29
+SW_15,,,316.24,294.08,273.06,,-105.04,-184.15,-95.55,-320.80
+SW_30,,,266.69,238.11,211.36,-105.04,,-98.26,-51.49,-273.13
+SW_60,,,171.86,144.40,115.51,-184.15,-98.26,,-17.17,-176.17
+SW_120,,,40.32,32.18,21.76,-95.55,-51.49,-17.17,,-40.32
+sFC,,,0.36,-24.28,-57.29,-320.80,-273.13,-176.17,-40.32,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..fe31953b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,10.72,25.08,141.43,119.27,76.86,18.03,0.16
+DCC_bivariate_loop,,,10.72,,13.85,131.52,106.49,64.58,14.39,10.86
+SW_cross_validated,,,25.08,13.85,,122.12,94.52,51.66,9.73,25.62
+SW_15,,,141.43,131.52,122.12,,46.97,82.35,42.73,143.47
+SW_30,,,119.27,106.49,94.52,46.97,,43.94,23.03,122.15
+SW_60,,,76.86,64.58,51.66,82.35,43.94,,7.68,78.79
+SW_120,,,18.03,14.39,9.73,42.73,23.03,7.68,,18.03
+sFC,,,0.16,10.86,25.62,143.47,122.15,78.79,18.03,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..7b867e22
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-23.9813,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-56.078,-30.9731,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-316.2402,-294.0781,-273.0646,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-266.6881,-238.1105,-211.3615,105.0356,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-171.8554,-144.4007,-115.5077,184.1496,98.2606,-,0.0000,0.0000
+SW_120,nan,nan,-40.3171,-32.1798,-21.7597,95.5514,51.4933,17.1651,-,0.0000
+sFC,nan,nan,-0.3571,24.2803,57.287,320.8022,273.1332,176.1727,40.3214,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..36582ec3
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,4.1074e-15,1.1648e-21,3.6707e-35,7.8836e-34,2.1406e-30,4.2269e-19,7.2518e-01
+DCC_bivariate_loop,,,4.1074e-15,,4.5602e-17,1.3571e-34,6.0609e-33,4.9009e-29,2.3187e-17,3.3073e-15
+SW_cross_validated,,,1.1648e-21,4.5602e-17,,5.1529e-34,5.1733e-32,2.7147e-27,2.2358e-14,7.9507e-22
+SW_15,,,3.6707e-35,1.3571e-34,5.1529e-34,,1.4984e-26,6.1757e-31,8.2063e-26,2.8367e-35
+SW_30,,,7.8836e-34,6.0609e-33,5.1733e-32,1.4984e-26,,4.9657e-26,5.3592e-21,5.1297e-34
+SW_60,,,2.1406e-30,4.9009e-29,2.7147e-27,6.1757e-31,4.9657e-26,,1.3240e-12,1.3699e-30
+SW_120,,,4.2269e-19,2.3187e-17,2.2358e-14,8.2063e-26,5.3592e-21,1.3240e-12,,4.2190e-19
+sFC,,,7.2518e-01,3.3073e-15,7.9507e-22,2.8367e-35,5.1297e-34,1.3699e-30,4.2190e-19,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..8d911a98
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,21.03,76.93,317.64,231.17,117.53,35.01,0.44
+DCC_bivariate_loop,,,21.03,,40.65,286.84,201.24,100.51,29.73,-19.36
+SW_cross_validated,,,76.93,40.65,,279.30,188.65,83.06,20.28,-69.50
+SW_15,,,317.64,286.84,279.30,,-88.34,-136.18,-86.22,-309.98
+SW_30,,,231.17,201.24,188.65,-88.34,,-59.93,-45.20,-224.20
+SW_60,,,117.53,100.51,83.06,-136.18,-59.93,,-14.60,-114.96
+SW_120,,,35.01,29.73,20.28,-86.22,-45.20,-14.60,,-34.78
+sFC,,,0.44,-19.36,-69.50,-309.98,-224.20,-114.96,-34.78,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..26ea980f
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,9.84,34.41,142.05,103.38,52.56,15.65,0.20
+DCC_bivariate_loop,,,9.84,,18.98,127.42,89.83,44.52,12.97,8.97
+SW_cross_validated,,,34.41,18.98,,124.91,84.37,37.14,9.07,31.08
+SW_15,,,142.05,127.42,124.91,,39.51,60.90,38.56,138.63
+SW_30,,,103.38,89.83,84.37,39.51,,26.80,20.21,100.27
+SW_60,,,52.56,44.52,37.14,60.90,26.80,,6.53,51.41
+SW_120,,,15.65,12.97,9.07,38.56,20.21,6.53,,15.55
+sFC,,,0.20,8.97,31.08,138.63,100.27,51.41,15.55,
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..9a4a5caf
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-21.4204,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-76.9326,-41.3068,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-317.6432,-277.3261,-279.2967,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-231.1667,-195.5097,-188.6499,88.342,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-117.5286,-96.8862,-83.0562,136.1765,59.9253,-,0.0000,0.0000
+SW_120,nan,nan,-35.0053,-28.2239,-20.2778,86.2193,45.2007,14.6004,-,0.0000
+sFC,nan,nan,-0.4443,19.5261,69.5001,309.9806,224.2029,114.9638,34.7802,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..8ad3eccc
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,3.6107e-12,4.0222e-24,3.3896e-35,1.0323e-32,1.9875e-27,5.2140e-18,6.6213e-01
+DCC_bivariate_loop,,,3.6107e-12,,1.6263e-16,7.3554e-27,2.6615e-26,5.8858e-20,7.4633e-11,1.8340e-12
+SW_cross_validated,,,4.0222e-24,1.6263e-16,,3.4331e-34,3.9998e-31,1.0171e-24,7.5902e-14,2.4899e-23
+SW_15,,,3.3896e-35,7.3554e-27,3.4331e-34,,3.3586e-25,1.4070e-28,5.1984e-25,5.2603e-35
+SW_30,,,1.0323e-32,2.6615e-26,3.9998e-31,3.3586e-25,,3.5496e-22,5.5023e-20,1.7900e-32
+SW_60,,,1.9875e-27,5.8858e-20,1.0171e-24,1.4070e-28,3.5496e-22,,2.0235e-11,2.9551e-27
+SW_120,,,5.2140e-18,7.4633e-11,7.5902e-14,5.1984e-25,5.5023e-20,2.0235e-11,,5.8467e-18
+sFC,,,6.6213e-01,1.8340e-12,2.4899e-23,5.2603e-35,1.7900e-32,2.9551e-27,5.8467e-18,
diff --git a/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_cross_validated.csv b/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_cross_validated.csv
new file mode 100644
index 00000000..1d3424cc
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_cross_validated.csv
@@ -0,0 +1,11 @@
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diff --git a/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_sFC.csv b/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_sFC.csv
new file mode 100644
index 00000000..60f91f26
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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diff --git a/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_cross_validated.csv b/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_cross_validated.csv
new file mode 100644
index 00000000..ea0e0d6a
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_cross_validated.csv
@@ -0,0 +1,11 @@
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diff --git a/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_sFC.csv b/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_sFC.csv
new file mode 100644
index 00000000..f5000703
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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diff --git a/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_cross_validated.csv b/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_cross_validated.csv
new file mode 100644
index 00000000..1fabd139
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_cross_validated.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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diff --git a/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_sFC.csv b/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_sFC.csv
new file mode 100644
index 00000000..d9b7b922
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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diff --git a/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_cross_validated.csv b/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_cross_validated.csv
new file mode 100644
index 00000000..9883c5ee
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_cross_validated.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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diff --git a/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_sFC.csv b/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_sFC.csv
new file mode 100644
index 00000000..9f61d3d6
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/LEOO/optimal_window_lengths.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/LEOO/optimal_window_lengths.csv
new file mode 100644
index 00000000..e2c8794b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/LEOO/optimal_window_lengths.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/correlation_RMSE_mean.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/correlation_RMSE_mean.csv
new file mode 100644
index 00000000..bab7848b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/correlation_RMSE_mean.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.038,0.012,0.710,0.709,0.709,0.712,0.711,0.387,0.818,0.198,0.303,0.482
+DCC_bivariate_loop,0.042,0.016,0.189,0.223,0.274,0.284,0.325,0.256,0.234,0.185,0.165,0.199
+SW_cross_validated,0.078,0.027,0.263,0.571,0.804,0.772,0.655,0.436,0.276,0.201,0.133,0.383
+SW_15,0.271,0.120,0.183,0.171,0.197,0.176,0.205,0.231,0.183,0.245,0.227,0.201
+SW_30,0.191,0.073,0.136,0.129,0.174,0.188,0.231,0.193,0.162,0.186,0.160,0.166
+SW_60,0.139,0.053,0.110,0.169,0.259,0.388,0.501,0.223,0.174,0.200,0.129,0.213
+SW_120,0.102,0.042,0.172,0.361,0.606,0.782,0.840,0.381,0.230,0.225,0.130,0.352
+sFC,0.040,0.012,0.711,0.709,0.709,0.711,0.712,0.387,0.820,0.199,0.303,0.483
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/correlation_RMSE_se.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/correlation_RMSE_se.csv
new file mode 100644
index 00000000..651c96f9
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/correlation_RMSE_se.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.010,0.003,0.002,0.001,0.001,0.001,0.002,0.001,0.002,0.001,0.001,0.002
+DCC_bivariate_loop,0.010,0.003,0.009,0.008,0.013,0.006,0.010,0.007,0.012,0.003,0.006,0.008
+SW_cross_validated,0.010,0.003,0.005,0.003,0.003,0.003,0.002,0.001,0.005,0.002,0.005,0.004
+SW_15,0.009,0.008,0.008,0.007,0.009,0.005,0.008,0.009,0.009,0.006,0.006,0.008
+SW_30,0.009,0.005,0.008,0.005,0.009,0.006,0.008,0.007,0.007,0.005,0.006,0.007
+SW_60,0.009,0.004,0.009,0.007,0.009,0.005,0.006,0.004,0.005,0.004,0.007,0.006
+SW_120,0.009,0.003,0.007,0.007,0.006,0.004,0.002,0.003,0.004,0.006,0.008,0.005
+sFC,0.010,0.003,0.002,0.001,0.001,0.001,0.002,0.001,0.002,0.001,0.001,0.002
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/correlation_RMSE_std.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/correlation_RMSE_std.csv
new file mode 100644
index 00000000..0465f5ea
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/correlation_RMSE_std.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.030,0.009,0.005,0.002,0.002,0.004,0.005,0.002,0.006,0.005,0.002,0.007
+DCC_bivariate_loop,0.033,0.011,0.027,0.026,0.042,0.018,0.030,0.021,0.039,0.010,0.017,0.025
+SW_cross_validated,0.032,0.009,0.015,0.010,0.010,0.009,0.006,0.004,0.016,0.005,0.015,0.012
+SW_15,0.028,0.027,0.024,0.023,0.028,0.014,0.026,0.030,0.027,0.018,0.019,0.024
+SW_30,0.029,0.016,0.026,0.017,0.028,0.020,0.025,0.022,0.021,0.015,0.020,0.022
+SW_60,0.027,0.014,0.029,0.022,0.027,0.016,0.019,0.014,0.014,0.014,0.021,0.020
+SW_120,0.030,0.010,0.021,0.023,0.020,0.012,0.007,0.009,0.014,0.019,0.025,0.017
+sFC,0.031,0.009,0.007,0.002,0.002,0.004,0.006,0.002,0.007,0.004,0.003,0.007
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/correlation_matrix_RMSE_mean.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/correlation_matrix_RMSE_mean.csv
new file mode 100644
index 00000000..bdd8a5f0
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/correlation_matrix_RMSE_mean.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.050,0.050,0.053,0.053,0.053,0.054,0.054,0.051,0.055,0.050,0.050,0.052
+DCC_bivariate_loop,0.061,0.061,0.061,0.061,0.062,0.062,0.062,0.062,0.061,0.062,0.062,0.062
+SW_cross_validated,0.081,0.080,0.081,0.082,0.084,0.084,0.083,0.082,0.080,0.080,0.081,0.081
+SW_15,0.275,0.274,0.275,0.275,0.275,0.275,0.275,0.275,0.274,0.275,0.275,0.275
+SW_30,0.191,0.190,0.191,0.191,0.191,0.191,0.191,0.191,0.190,0.191,0.191,0.191
+SW_60,0.137,0.137,0.137,0.137,0.137,0.138,0.138,0.138,0.137,0.137,0.138,0.137
+SW_120,0.110,0.110,0.110,0.110,0.112,0.114,0.116,0.111,0.111,0.112,0.113,0.112
+sFC,0.050,0.050,0.053,0.053,0.053,0.054,0.054,0.051,0.055,0.050,0.051,0.052
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/correlation_matrix_RMSE_se.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/correlation_matrix_RMSE_se.csv
new file mode 100644
index 00000000..08dbfc84
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/correlation_matrix_RMSE_se.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+DCC_bivariate_loop,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_cross_validated,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_15,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_30,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_60,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.000,0.000,0.000
+SW_120,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.002,0.001,0.001
+sFC,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/correlation_matrix_RMSE_std.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/correlation_matrix_RMSE_std.csv
new file mode 100644
index 00000000..4118d64d
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/correlation_matrix_RMSE_std.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+DCC_bivariate_loop,0.000,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_cross_validated,0.000,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_15,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_30,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_60,0.001,0.001,0.001,0.001,0.001,0.001,0.002,0.001,0.002,0.001,0.001,0.001
+SW_120,0.004,0.004,0.004,0.003,0.003,0.003,0.004,0.002,0.004,0.005,0.003,0.003
+sFC,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/covariance_RMSE_mean.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/covariance_RMSE_mean.csv
new file mode 100644
index 00000000..6a7665a2
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/covariance_RMSE_mean.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.038,0.029,0.709,0.709,0.709,0.711,0.711,0.387,0.817,0.199,0.302,0.484
+DCC_bivariate_loop,0.042,0.033,0.195,0.223,0.275,0.285,0.325,0.256,0.234,0.185,0.167,0.202
+SW_cross_validated,0.068,0.155,0.229,0.582,0.806,0.771,0.661,0.418,0.352,0.223,0.173,0.403
+SW_15,0.244,0.323,0.310,0.298,0.318,0.296,0.329,0.270,0.335,0.289,0.299,0.301
+SW_30,0.183,0.223,0.233,0.203,0.243,0.246,0.282,0.218,0.267,0.228,0.221,0.232
+SW_60,0.135,0.163,0.165,0.183,0.268,0.392,0.508,0.232,0.249,0.231,0.175,0.245
+SW_120,0.098,0.136,0.162,0.349,0.611,0.785,0.844,0.371,0.278,0.256,0.168,0.369
+sFC,0.040,0.013,0.711,0.709,0.709,0.711,0.712,0.387,0.820,0.199,0.303,0.483
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/covariance_RMSE_se.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/covariance_RMSE_se.csv
new file mode 100644
index 00000000..58cf7bd3
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/covariance_RMSE_se.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.009,0.006,0.001,0.001,0.001,0.001,0.002,0.001,0.001,0.001,0.002,0.002
+DCC_bivariate_loop,0.010,0.007,0.009,0.008,0.013,0.006,0.009,0.007,0.012,0.003,0.007,0.008
+SW_cross_validated,0.010,0.004,0.007,0.003,0.003,0.003,0.002,0.002,0.007,0.004,0.007,0.005
+SW_15,0.010,0.010,0.011,0.010,0.012,0.006,0.013,0.010,0.006,0.008,0.009,0.010
+SW_30,0.009,0.010,0.013,0.011,0.012,0.006,0.013,0.009,0.009,0.008,0.008,0.010
+SW_60,0.009,0.011,0.016,0.010,0.009,0.005,0.006,0.006,0.008,0.008,0.008,0.009
+SW_120,0.010,0.005,0.011,0.007,0.006,0.003,0.003,0.003,0.006,0.009,0.012,0.007
+sFC,0.010,0.003,0.002,0.001,0.001,0.001,0.002,0.001,0.002,0.001,0.001,0.002
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/covariance_RMSE_std.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/covariance_RMSE_std.csv
new file mode 100644
index 00000000..25176072
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/covariance_RMSE_std.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.030,0.020,0.003,0.002,0.002,0.004,0.005,0.003,0.005,0.004,0.005,0.008
+DCC_bivariate_loop,0.033,0.021,0.028,0.026,0.042,0.018,0.030,0.022,0.037,0.009,0.021,0.026
+SW_cross_validated,0.030,0.013,0.022,0.010,0.009,0.008,0.005,0.006,0.021,0.013,0.021,0.014
+SW_15,0.032,0.032,0.034,0.032,0.037,0.020,0.042,0.031,0.019,0.025,0.028,0.030
+SW_30,0.028,0.031,0.042,0.036,0.038,0.020,0.040,0.028,0.027,0.025,0.024,0.031
+SW_60,0.027,0.036,0.050,0.032,0.029,0.017,0.019,0.020,0.025,0.026,0.026,0.028
+SW_120,0.031,0.015,0.035,0.021,0.020,0.010,0.010,0.009,0.020,0.030,0.039,0.022
+sFC,0.031,0.010,0.007,0.002,0.003,0.004,0.006,0.002,0.007,0.004,0.002,0.007
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/covariance_matrix_RMSE_mean.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/covariance_matrix_RMSE_mean.csv
new file mode 100644
index 00000000..4504bad8
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/covariance_matrix_RMSE_mean.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.050,0.050,0.053,0.053,0.053,0.054,0.054,0.051,0.055,0.050,0.051,0.052
+DCC_bivariate_loop,0.061,0.061,0.061,0.061,0.062,0.063,0.062,0.062,0.061,0.062,0.062,0.062
+SW_cross_validated,0.076,0.076,0.076,0.078,0.079,0.079,0.078,0.077,0.076,0.076,0.076,0.077
+SW_15,0.253,0.253,0.253,0.253,0.253,0.253,0.253,0.252,0.253,0.253,0.253,0.253
+SW_30,0.183,0.183,0.183,0.183,0.183,0.184,0.183,0.183,0.183,0.183,0.184,0.183
+SW_60,0.133,0.132,0.133,0.133,0.132,0.134,0.134,0.133,0.133,0.133,0.133,0.133
+SW_120,0.107,0.107,0.107,0.107,0.109,0.112,0.113,0.108,0.108,0.110,0.110,0.109
+sFC,0.050,0.050,0.053,0.053,0.054,0.054,0.054,0.051,0.055,0.050,0.051,0.052
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/covariance_matrix_RMSE_se.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/covariance_matrix_RMSE_se.csv
new file mode 100644
index 00000000..ddccfd2d
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/covariance_matrix_RMSE_se.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+DCC_bivariate_loop,0.000,0.000,0.001,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_cross_validated,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
+SW_15,0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.000,0.000,0.001,0.000,0.000
+SW_30,0.000,0.000,0.000,0.000,0.000,0.000,0.001,0.000,0.000,0.001,0.000,0.000
+SW_60,0.000,0.001,0.000,0.001,0.000,0.000,0.001,0.001,0.001,0.001,0.000,0.000
+SW_120,0.001,0.002,0.002,0.001,0.001,0.001,0.002,0.001,0.002,0.002,0.001,0.001
+sFC,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000,0.000
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/covariance_matrix_RMSE_std.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/covariance_matrix_RMSE_std.csv
new file mode 100644
index 00000000..477e4bea
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/covariance_matrix_RMSE_std.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point,average
+VWP_joint,,,,,,,,,,,,
+SVWP_joint,,,,,,,,,,,,
+DCC_joint,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+DCC_bivariate_loop,0.000,0.001,0.002,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_cross_validated,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
+SW_15,0.001,0.001,0.001,0.001,0.001,0.001,0.002,0.001,0.001,0.002,0.001,0.001
+SW_30,0.001,0.001,0.001,0.001,0.001,0.001,0.002,0.002,0.001,0.002,0.001,0.001
+SW_60,0.002,0.002,0.001,0.002,0.001,0.001,0.002,0.002,0.002,0.002,0.001,0.002
+SW_120,0.005,0.006,0.005,0.004,0.003,0.004,0.005,0.002,0.005,0.007,0.004,0.005
+sFC,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001,0.001
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/optimal_window_lengths.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/optimal_window_lengths.csv
new file mode 100644
index 00000000..b3a584de
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/optimal_window_lengths.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,179,179,179,179,179,179,179,179,179,179,179
+1,179,179,179,179,179,179,179,179,179,179,179
+2,179,179,179,179,179,179,179,179,179,179,179
+3,179,179,177,179,179,179,179,179,179,179,179
+4,179,179,179,179,179,179,179,179,179,179,179
+5,179,177,179,179,179,179,179,179,179,179,179
+6,179,179,179,179,179,179,179,179,179,179,179
+7,179,179,179,179,179,179,179,179,179,179,179
+8,179,179,179,179,179,179,179,179,179,179,179
+9,179,179,179,179,179,179,179,179,179,179,179
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..d36cb84b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-17.35,32.38,-15.71,-26.09,-34.08,-2.11,-0.02
+DCC_bivariate_loop,,,-17.35,,23.68,-2.04,-6.02,-3.69,15.40,17.34
+SW_cross_validated,,,32.38,23.68,,-20.57,-32.42,-43.41,-17.16,-32.29
+SW_15,,,-15.71,-2.04,-20.57,,-3.07,-0.67,14.46,15.71
+SW_30,,,-26.09,-6.02,-32.42,-3.07,,3.49,23.52,26.08
+SW_60,,,-34.08,-3.69,-43.41,-0.67,3.49,,28.06,34.06
+SW_120,,,-2.11,15.40,-17.16,14.46,23.52,28.06,,2.10
+sFC,,,-0.02,17.34,-32.29,15.71,26.08,34.06,2.10,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..ba90a87e
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,8.42,14.48,7.03,11.67,15.24,0.94,0.01
+DCC_bivariate_loop,,,8.42,,11.47,0.92,2.76,1.73,7.36,8.41
+SW_cross_validated,,,14.48,11.47,,9.20,14.50,19.41,7.68,14.44
+SW_15,,,7.03,0.92,9.20,,1.37,0.30,6.47,7.02
+SW_30,,,11.67,2.76,14.50,1.37,,1.56,10.52,11.66
+SW_60,,,15.24,1.73,19.41,0.30,1.56,,12.55,15.23
+SW_120,,,0.94,7.36,7.68,6.47,10.52,12.55,,0.94
+sFC,,,0.01,8.41,14.44,7.02,11.66,15.23,0.94,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..2df6245c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,1.,1.
+DCC_bivariate_loop,nan,nan,18.32,-,0.0000,1.,0.0004,0.0425,0.0000,0.0000
+SW_cross_validated,nan,nan,-32.3847,-24.9531,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,15.7089,2.0047,20.5677,-,0.1829,1.,0.0000,0.0000
+SW_30,nan,nan,26.0907,6.0035,32.4227,3.0745,-,0.0732,0.0000,0.0000
+SW_60,nan,nan,34.0821,3.7725,43.4066,0.6714,-3.4899,-,0.0000,0.0000
+SW_120,nan,nan,2.1089,-16.0129,17.1621,-14.4588,-23.517,-28.0615,-,1.
+sFC,nan,nan,0.0222,-18.3131,32.2857,-15.705,-26.0834,-34.0645,-2.0989,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..2301471a
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,9.6247e-08,2.0721e-17,5.9380e-12,9.3770e-16,8.3782e-18,4.9224e-02,9.8257e-01
+DCC_bivariate_loop,,,9.6247e-08,,4.8159e-09,5.7857e-02,1.4185e-05,2.4960e-03,1.5104e-08,9.5877e-08
+SW_cross_validated,,,2.0721e-17,4.8159e-09,,5.9378e-14,2.0296e-17,1.1335e-19,1.3279e-12,2.1876e-17
+SW_15,,,5.9380e-12,5.7857e-02,5.9378e-14,,6.5331e-03,5.1047e-01,2.3802e-11,5.9627e-12
+SW_30,,,9.3770e-16,1.4185e-05,2.0296e-17,6.5331e-03,,2.6149e-03,5.7800e-15,9.4234e-16
+SW_60,,,8.3782e-18,2.4960e-03,1.1335e-19,5.1047e-01,2.6149e-03,,2.6050e-16,8.4554e-18
+SW_120,,,4.9224e-02,1.5104e-08,1.3279e-12,2.3802e-11,5.7800e-15,2.6050e-16,,5.0199e-02
+sFC,,,9.8257e-01,9.5877e-08,2.1876e-17,5.9627e-12,9.4234e-16,8.4554e-18,5.0199e-02,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..0c6986e4
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.79,3.49,11.47,9.87,7.29,6.49,-0.07
+DCC_bivariate_loop,,,0.79,,2.35,10.83,8.82,6.23,5.19,-0.84
+SW_cross_validated,,,3.49,2.35,,9.91,7.50,4.66,3.26,-3.50
+SW_15,,,11.47,10.83,9.91,,-4.46,-6.65,-8.19,-11.45
+SW_30,,,9.87,8.82,7.50,-4.46,,-2.85,-4.92,-9.83
+SW_60,,,7.29,6.23,4.66,-6.65,-2.85,,-1.91,-7.26
+SW_120,,,6.49,5.19,3.26,-8.19,-4.92,-1.91,,-6.45
+sFC,,,-0.07,-0.84,-3.50,-11.45,-9.83,-7.26,-6.45,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..5ecec9bb
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.35,1.56,5.13,4.41,3.26,2.90,0.03
+DCC_bivariate_loop,,,0.35,,1.05,4.84,3.94,2.79,2.32,0.38
+SW_cross_validated,,,1.56,1.05,,4.43,3.35,2.08,1.46,1.56
+SW_15,,,5.13,4.84,4.43,,1.99,2.98,3.66,5.12
+SW_30,,,4.41,3.94,3.35,1.99,,1.27,2.20,4.40
+SW_60,,,3.26,2.79,2.08,2.98,1.27,,0.86,3.25
+SW_120,,,2.90,2.32,1.46,3.66,2.20,0.86,,2.89
+sFC,,,0.03,0.38,1.56,5.12,4.40,3.25,2.89,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..8fdaac1d
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,1.,0.0726,0.0000,0.0000,0.0000,0.0001,1.
+DCC_bivariate_loop,nan,nan,-0.7927,-,0.8505,0.0000,0.0000,0.0002,0.0017,1.
+SW_cross_validated,nan,nan,-3.4935,-2.3501,-,0.0000,0.0000,0.0055,0.1222,0.0723
+SW_15,nan,nan,-11.4662,-10.8287,-9.9079,-,0.0085,0.0001,0.0000,0.0000
+SW_30,nan,nan,-9.8669,-8.8156,-7.4968,4.4601,-,0.2991,0.0031,0.0000
+SW_60,nan,nan,-7.2901,-6.2308,-4.6584,6.6545,2.8479,-,1.,0.0000
+SW_120,nan,nan,-6.4948,-5.186,-3.2582,8.1933,4.9194,1.9125,-,0.0001
+sFC,nan,nan,0.0674,0.8413,3.4956,11.4537,9.8286,7.264,6.4541,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..94b0dd30
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,4.3828e-01,2.5941e-03,1.0462e-09,1.0972e-08,8.9666e-07,4.1570e-06,9.4700e-01
+DCC_bivariate_loop,,,4.3828e-01,,3.0376e-02,2.5876e-09,5.9873e-08,7.0499e-06,6.2185e-05,4.1123e-01
+SW_cross_validated,,,2.5941e-03,3.0376e-02,,1.0295e-08,6.1041e-07,1.9551e-04,4.3660e-03,2.5821e-03
+SW_15,,,1.0462e-09,2.5876e-09,1.0295e-08,,3.0251e-04,3.0342e-06,1.7415e-07,1.0644e-09
+SW_30,,,1.0972e-08,5.9873e-08,6.1041e-07,3.0251e-04,,1.0681e-02,1.1057e-04,1.1645e-08
+SW_60,,,8.9666e-07,7.0499e-06,1.9551e-04,3.0342e-06,1.0681e-02,,7.1863e-02,9.4162e-07
+SW_120,,,4.1570e-06,6.2185e-05,4.3660e-03,1.7415e-07,1.1057e-04,7.1863e-02,,4.5070e-06
+sFC,,,9.4700e-01,4.1123e-01,2.5821e-03,1.0644e-09,1.1645e-08,9.4162e-07,4.5070e-06,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..b22c024b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.29,2.76,17.06,10.91,7.52,4.52,0.14
+DCC_bivariate_loop,,,0.29,,2.35,15.85,10.06,6.80,4.00,-0.15
+SW_cross_validated,,,2.76,2.35,,13.64,7.78,4.37,1.61,-2.59
+SW_15,,,17.06,15.85,13.64,,-5.92,-10.16,-12.47,-16.69
+SW_30,,,10.91,10.06,7.78,-5.92,,-3.87,-6.40,-10.63
+SW_60,,,7.52,6.80,4.37,-10.16,-3.87,,-2.81,-7.27
+SW_120,,,4.52,4.00,1.61,-12.47,-6.40,-2.81,,-4.32
+sFC,,,0.14,-0.15,-2.59,-16.69,-10.63,-7.27,-4.32,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..680608e9
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.13,1.23,7.63,4.88,3.36,2.02,0.06
+DCC_bivariate_loop,,,0.13,,1.05,7.09,4.50,3.04,1.79,0.07
+SW_cross_validated,,,1.23,1.05,,6.10,3.48,1.96,0.72,1.16
+SW_15,,,7.63,7.09,6.10,,2.65,4.55,5.58,7.46
+SW_30,,,4.88,4.50,3.48,2.65,,1.73,2.86,4.75
+SW_60,,,3.36,3.04,1.96,4.55,1.73,,1.26,3.25
+SW_120,,,2.02,1.79,0.72,5.58,2.86,1.26,,1.93
+sFC,,,0.06,0.07,1.16,7.46,4.75,3.25,1.93,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..407a8bbc
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,1.,0.3599,0.0000,0.0000,0.0000,0.0074,1.
+DCC_bivariate_loop,nan,nan,-0.2851,-,0.8454,0.0000,0.0000,0.0001,0.0233,1.
+SW_cross_validated,nan,nan,-2.7615,-2.353,-,0.0000,0.0000,0.0103,1.,0.5145
+SW_15,nan,nan,-17.0614,-15.8468,-13.6447,-,0.0004,0.0000,0.0000,0.0000
+SW_30,nan,nan,-10.9075,-10.0603,-7.781,5.9211,-,0.0315,0.0001,0.0000
+SW_60,nan,nan,-7.5165,-6.8042,-4.3733,10.1632,3.869,-,0.3241,0.0000
+SW_120,nan,nan,-4.5193,-4.0032,-1.6051,12.4669,6.4005,2.8104,-,0.0115
+sFC,nan,nan,-0.1408,0.1481,2.5928,16.6888,10.6279,7.2666,4.3215,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..dd3d73b5
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,7.7880e-01,1.2853e-02,1.4677e-12,2.3085e-09,5.8860e-07,2.6544e-04,8.8963e-01
+DCC_bivariate_loop,,,7.7880e-01,,3.0194e-02,5.1249e-12,8.1408e-09,2.2658e-06,8.3392e-04,8.8390e-01
+SW_cross_validated,,,1.2853e-02,3.0194e-02,,6.2176e-11,3.6308e-07,3.6652e-04,1.2586e-01,1.8374e-02
+SW_15,,,1.4677e-12,5.1249e-12,6.2176e-11,,1.3252e-05,6.9571e-09,2.7232e-10,2.1356e-12
+SW_30,,,2.3085e-09,8.1408e-09,3.6308e-07,1.3252e-05,,1.1244e-03,5.0153e-06,3.4705e-09
+SW_60,,,5.8860e-07,2.2658e-06,3.6652e-04,6.9571e-09,1.1244e-03,,1.1576e-02,9.3718e-07
+SW_120,,,2.6544e-04,8.3392e-04,1.2586e-01,2.7232e-10,5.0153e-06,1.1576e-02,,4.1108e-04
+sFC,,,8.8963e-01,8.8390e-01,1.8374e-02,2.1356e-12,3.4705e-09,9.3718e-07,4.1108e-04,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..9b6699e4
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-53.44,-85.87,-63.65,-64.57,-60.99,-74.50,0.34
+DCC_bivariate_loop,,,-53.44,,6.89,-0.43,-4.02,-5.77,-1.39,52.74
+SW_cross_validated,,,-85.87,6.89,,-8.42,-12.64,-14.08,-10.60,81.82
+SW_15,,,-63.65,-0.43,-8.42,,-3.93,-5.80,-1.04,62.47
+SW_30,,,-64.57,-4.02,-12.64,-3.93,,-2.04,3.18,63.53
+SW_60,,,-60.99,-5.77,-14.08,-5.80,-2.04,,5.20,60.20
+SW_120,,,-74.50,-1.39,-10.60,-1.04,3.18,5.20,,72.65
+sFC,,,0.34,52.74,81.82,62.47,63.53,60.20,72.65,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..fafcecac
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,25.87,38.40,28.47,28.88,27.28,33.32,0.15
+DCC_bivariate_loop,,,25.87,,3.26,0.20,1.85,2.64,0.65,25.44
+SW_cross_validated,,,38.40,3.26,,3.76,5.65,6.30,4.74,36.59
+SW_15,,,28.47,0.20,3.76,,1.76,2.60,0.46,27.94
+SW_30,,,28.88,1.85,5.65,1.76,,0.91,1.42,28.41
+SW_60,,,27.28,2.64,6.30,2.60,0.91,,2.32,26.92
+SW_120,,,33.32,0.65,4.74,0.46,1.42,2.32,,32.49
+sFC,,,0.15,25.44,36.59,27.94,28.41,26.92,32.49,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..671107d3
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,56.2993,-,0.0000,1.,0.0243,0.0007,1.,0.0000
+SW_cross_validated,nan,nan,85.8684,-7.1041,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,63.6519,0.4326,8.4171,-,0.0276,0.0005,1.,0.0000
+SW_30,nan,nan,64.568,4.0296,12.6377,3.9285,-,1.,0.1438,0.0000
+SW_60,nan,nan,60.9893,5.7483,14.0843,5.8045,2.0377,-,0.0017,0.0000
+SW_120,nan,nan,74.4955,1.4077,10.603,1.0368,-3.1842,-5.1984,-,0.0000
+sFC,nan,nan,-0.3368,-55.3759,-81.8183,-62.4709,-63.5297,-60.2005,-72.6518,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..577dd027
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,4.8515e-12,5.5934e-25,1.2041e-22,9.3202e-23,2.5896e-22,7.1675e-24,7.4016e-01
+DCC_bivariate_loop,,,4.8515e-12,,1.6648e-05,6.7305e-01,9.2725e-04,2.2956e-05,1.8545e-01,1.6053e-12
+SW_cross_validated,,,5.5934e-25,1.6648e-05,,1.1795e-07,2.1831e-10,3.6803e-11,3.6007e-09,1.3318e-24
+SW_15,,,1.2041e-22,6.7305e-01,1.1795e-07,,9.8488e-04,1.6861e-05,3.1357e-01,1.6844e-22
+SW_30,,,9.3202e-23,9.2725e-04,2.1831e-10,9.8488e-04,,5.6557e-02,5.1374e-03,1.2463e-22
+SW_60,,,2.5896e-22,2.2956e-05,3.6803e-11,1.6861e-05,5.6557e-02,,6.0554e-05,3.2698e-22
+SW_120,,,7.1675e-24,1.8545e-01,3.6007e-09,3.1357e-01,5.1374e-03,6.0554e-05,,1.1237e-23
+sFC,,,7.4016e-01,1.6053e-12,1.3318e-24,1.6844e-22,1.2463e-22,3.2698e-22,1.1237e-23,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..18e0970d
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-30.82,27.41,-55.67,-56.28,-49.40,-15.10,-0.03
+DCC_bivariate_loop,,,-30.82,,36.58,-4.58,-5.89,-0.89,21.28,30.80
+SW_cross_validated,,,27.41,36.58,,-62.12,-62.61,-56.26,-26.19,-27.27
+SW_15,,,-55.67,-4.58,-62.12,,-1.74,4.82,35.99,55.62
+SW_30,,,-56.28,-5.89,-62.61,-1.74,,6.49,37.19,56.23
+SW_60,,,-49.40,-0.89,-56.26,4.82,6.49,,30.73,49.36
+SW_120,,,-15.10,21.28,-26.19,35.99,37.19,30.73,,15.07
+sFC,,,-0.03,30.80,-27.27,55.62,56.23,49.36,15.07,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..333122b6
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,13.78,12.26,24.89,25.17,22.09,6.75,0.01
+DCC_bivariate_loop,,,13.78,,16.36,2.05,2.63,0.40,9.52,13.78
+SW_cross_validated,,,12.26,16.36,,27.78,28.00,25.16,11.71,12.20
+SW_15,,,24.89,2.05,27.78,,0.78,2.16,16.10,24.87
+SW_30,,,25.17,2.63,28.00,0.78,,2.90,16.63,25.15
+SW_60,,,22.09,0.40,25.16,2.16,2.90,,13.74,22.07
+SW_120,,,6.75,9.52,11.71,16.10,16.63,13.74,,6.74
+sFC,,,0.01,13.78,12.20,24.87,25.15,22.07,6.74,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..8ff8ee13
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,30.8166,-,0.0000,0.0064,0.0004,1.,0.0000,0.0000
+SW_cross_validated,nan,nan,-27.4132,-36.5757,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,55.6661,4.5843,62.1205,-,1.,0.0038,0.0000,0.0000
+SW_30,nan,nan,56.2785,5.8899,62.6106,1.7409,-,0.0001,0.0000,0.0000
+SW_60,nan,nan,49.4029,0.8866,56.2615,-4.8233,-6.4915,-,0.0000,0.0000
+SW_120,nan,nan,15.099,-21.2832,26.1931,-35.993,-37.1925,-30.729,-,0.0000
+sFC,nan,nan,0.0283,-30.804,27.2715,-55.6186,-56.2335,-49.3595,-15.0724,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..c6601547
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,4.9875e-17,3.9315e-16,1.3292e-21,1.0927e-21,1.1243e-20,1.1546e-11,9.7774e-01
+DCC_bivariate_loop,,,4.9875e-17,,2.3913e-18,2.3004e-04,1.4132e-05,3.8699e-01,3.2837e-14,5.0237e-17
+SW_cross_validated,,,3.9315e-16,2.3913e-18,,1.8630e-22,1.6183e-22,1.0987e-21,8.7539e-16,4.3070e-16
+SW_15,,,1.3292e-21,2.3004e-04,1.8630e-22,,9.8771e-02,1.3629e-04,3.1810e-18,1.3497e-21
+SW_30,,,1.0927e-21,1.4132e-05,1.6183e-22,9.8771e-02,,4.1849e-06,1.7764e-18,1.1085e-21
+SW_60,,,1.1243e-20,3.8699e-01,1.0987e-21,1.3629e-04,4.1849e-06,,5.2449e-17,1.1421e-20
+SW_120,,,1.1546e-11,3.2837e-14,8.7539e-16,3.1810e-18,1.7764e-18,5.2449e-17,,1.1891e-11
+sFC,,,9.7774e-01,5.0237e-17,4.3070e-16,1.3497e-21,1.1085e-21,1.1421e-20,1.1891e-11,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..6c8b5035
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-3.88,1.27,7.63,-2.32,0.37,4.05,0.05
+DCC_bivariate_loop,,,-3.88,,4.63,8.99,0.32,2.78,5.67,3.95
+SW_cross_validated,,,1.27,4.63,,7.11,-2.86,-0.23,3.59,-1.25
+SW_15,,,7.63,8.99,7.11,,-7.60,-5.94,-2.27,-7.63
+SW_30,,,-2.32,0.32,-2.86,-7.60,,2.04,4.78,2.35
+SW_60,,,0.37,2.78,-0.23,-5.94,2.04,,3.14,-0.34
+SW_120,,,4.05,5.67,3.59,-2.27,4.78,3.14,,-4.04
+sFC,,,0.05,3.95,-1.25,-7.63,2.35,-0.34,-4.04,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..64591a6a
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.74,0.57,3.41,1.04,0.16,1.81,0.02
+DCC_bivariate_loop,,,1.74,,2.07,4.02,0.14,1.24,2.53,1.76
+SW_cross_validated,,,0.57,2.07,,3.18,1.28,0.10,1.60,0.56
+SW_15,,,3.41,4.02,3.18,,3.40,2.66,1.01,3.41
+SW_30,,,1.04,0.14,1.28,3.40,,0.91,2.14,1.05
+SW_60,,,0.16,1.24,0.10,2.66,0.91,,1.40,0.15
+SW_120,,,1.81,2.53,1.60,1.01,2.14,1.40,,1.81
+sFC,,,0.02,1.76,0.56,3.41,1.05,0.15,1.81,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..689feaef
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0307,1.,0.0000,0.8995,1.,0.0212,1.
+DCC_bivariate_loop,nan,nan,3.8805,-,0.0059,0.0000,1.,0.3468,0.0006,0.0265
+SW_cross_validated,nan,nan,-1.2735,-4.6273,-,0.0000,0.2883,1.,0.0589,1.
+SW_15,nan,nan,-7.6282,-8.9943,-7.112,-,0.0000,0.0004,1.,0.0000
+SW_30,nan,nan,2.3225,-0.3197,2.8649,7.5996,-,1.,0.0042,0.8433
+SW_60,nan,nan,-0.365,-2.7788,0.2278,5.9421,-2.0392,-,0.1586,1.
+SW_120,nan,nan,-4.0467,-5.6658,-3.5877,2.268,-4.7843,-3.1398,-,0.0215
+sFC,nan,nan,-0.0532,-3.9461,1.2498,7.6321,-2.3543,0.3432,4.0395,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..22b2f22b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.0961e-03,2.1904e-01,4.7941e-07,3.2127e-02,7.1936e-01,7.5693e-04,9.5816e-01
+DCC_bivariate_loop,,,1.0961e-03,,2.0928e-04,4.4461e-08,7.5286e-01,1.2386e-02,2.2506e-05,9.4700e-04
+SW_cross_validated,,,2.1904e-01,2.0928e-04,,1.2549e-06,1.0297e-02,8.2239e-01,2.1042e-03,2.2737e-01
+SW_15,,,4.7941e-07,4.4461e-08,1.2549e-06,,5.0520e-07,1.2692e-05,3.5871e-02,4.7596e-07
+SW_30,,,3.2127e-02,7.5286e-01,1.0297e-02,5.0520e-07,,5.6385e-02,1.4840e-04,3.0118e-02
+SW_60,,,7.1936e-01,1.2386e-02,8.2239e-01,1.2692e-05,5.6385e-02,,5.6639e-03,7.3545e-01
+SW_120,,,7.5693e-04,2.2506e-05,2.1042e-03,3.5871e-02,1.4840e-04,5.6639e-03,,7.6913e-04
+sFC,,,9.5816e-01,9.4700e-04,2.2737e-01,4.7596e-07,3.0118e-02,7.3545e-01,7.6913e-04,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..1fe2254a
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-42.09,-97.67,-69.35,-90.06,-124.30,-119.75,0.52
+DCC_bivariate_loop,,,-42.09,,2.86,-3.13,-4.71,-4.14,-0.29,41.98
+SW_cross_validated,,,-97.67,2.86,,-9.01,-13.10,-14.39,-6.68,94.83
+SW_15,,,-69.35,-3.13,-9.01,,-1.88,-0.87,4.71,68.68
+SW_30,,,-90.06,-4.71,-13.10,-1.88,,1.47,8.20,88.57
+SW_60,,,-124.30,-4.14,-14.39,-0.87,1.47,,8.48,120.09
+SW_120,,,-119.75,-0.29,-6.68,4.71,8.20,8.48,,115.25
+sFC,,,0.52,41.98,94.83,68.68,88.57,120.09,115.25,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..46809758
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,20.40,43.68,31.01,40.27,55.59,53.55,0.23
+DCC_bivariate_loop,,,20.40,,1.37,1.47,2.23,1.98,0.14,20.32
+SW_cross_validated,,,43.68,1.37,,4.03,5.86,6.44,2.99,42.41
+SW_15,,,31.01,1.47,4.03,,0.84,0.39,2.10,30.71
+SW_30,,,40.27,2.23,5.86,0.84,,0.66,3.67,39.61
+SW_60,,,55.59,1.98,6.44,0.39,0.66,,3.79,53.70
+SW_120,,,53.55,0.14,2.99,2.10,3.67,3.79,,51.54
+sFC,,,0.23,20.32,42.41,30.71,39.61,53.70,51.54,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..467a9117
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,44.4051,-,0.2375,0.1484,0.0041,0.0132,1.,0.0000
+SW_cross_validated,nan,nan,97.6687,-2.9758,-,0.0000,0.0000,0.0000,0.0001,0.0000
+SW_15,nan,nan,69.3457,3.1953,9.0068,-,1.,1.,0.0049,0.0000
+SW_30,nan,nan,90.056,4.8615,13.103,1.8791,-,1.,0.0000,0.0000
+SW_60,nan,nan,124.2984,4.3146,14.3922,0.8686,-1.4735,-,0.0000,0.0000
+SW_120,nan,nan,119.7511,0.2987,6.6797,-4.7052,-8.2012,-8.4764,-,0.0000
+sFC,nan,nan,-0.5174,-44.2315,-94.8341,-68.6805,-88.5743,-120.0865,-115.2548,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..e5caa9eb
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,5.6483e-11,5.5351e-26,2.5912e-23,2.3783e-25,7.2615e-28,1.4192e-27,6.1116e-01
+DCC_bivariate_loop,,,5.6483e-11,,1.6584e-02,7.3478e-03,4.9956e-04,2.0450e-03,7.8097e-01,3.9092e-11
+SW_cross_validated,,,5.5351e-26,1.6584e-02,,4.3548e-08,1.2099e-10,2.5702e-11,2.8881e-06,9.3960e-26
+SW_15,,,2.5912e-23,7.3478e-03,4.3548e-08,,7.6527e-02,3.9648e-01,1.7645e-04,3.0802e-23
+SW_30,,,2.3783e-25,4.9956e-04,1.2099e-10,7.6527e-02,,1.5790e-01,1.7175e-07,3.2039e-25
+SW_60,,,7.2615e-28,2.0450e-03,2.5702e-11,3.9648e-01,1.5790e-01,,1.0649e-07,1.3496e-27
+SW_120,,,1.4192e-27,7.8097e-01,2.8881e-06,1.7645e-04,1.7175e-07,1.0649e-07,,2.8238e-27
+sFC,,,6.1116e-01,3.9092e-11,9.3960e-26,3.0802e-23,3.2039e-25,1.3496e-27,2.8238e-27,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..12a867ae
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,20.42,75.06,547.87,281.20,145.75,86.71,0.14
+DCC_bivariate_loop,,,20.42,,41.10,448.34,232.87,117.66,66.75,-20.45
+SW_cross_validated,,,75.06,41.10,,625.94,260.73,105.59,46.19,-75.95
+SW_15,,,547.87,448.34,625.94,,-199.94,-259.11,-255.98,-555.39
+SW_30,,,281.20,232.87,260.73,-199.94,,-88.75,-113.94,-283.71
+SW_60,,,145.75,117.66,105.59,-259.11,-88.75,,-34.21,-146.60
+SW_120,,,86.71,66.75,46.19,-255.98,-113.94,-34.21,,-87.03
+sFC,,,0.14,-20.45,-75.95,-555.39,-283.71,-146.60,-87.03,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..7b84fe4f
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,9.46,33.57,245.02,125.76,65.18,38.78,0.06
+DCC_bivariate_loop,,,9.46,,19.47,212.23,107.64,53.50,30.02,9.48
+SW_cross_validated,,,33.57,19.47,,279.93,116.60,47.22,20.66,33.97
+SW_15,,,245.02,212.23,279.93,,89.42,115.88,114.48,248.38
+SW_30,,,125.76,107.64,116.60,89.42,,39.69,50.95,126.88
+SW_60,,,65.18,53.50,47.22,115.88,39.69,,15.30,65.56
+SW_120,,,38.78,30.02,20.66,114.48,50.95,15.30,,38.92
+sFC,,,0.06,9.48,33.97,248.38,126.88,65.56,38.92,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..5d45d118
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-20.5829,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-75.0553,-42.3711,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-547.8746,-461.907,-625.942,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-281.1998,-234.2638,-260.7281,199.9401,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-145.7516,-116.4348,-105.5933,259.1087,88.745,-,0.0000,0.0000
+SW_120,nan,nan,-86.7137,-65.327,-46.1947,255.9844,113.936,34.2066,-,0.0000
+sFC,nan,nan,-0.1378,20.6425,75.951,555.3949,283.7117,146.5989,87.0348,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..bf95063f
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,7.3846e-13,6.2664e-24,1.8588e-39,3.0382e-34,4.1452e-29,4.6911e-25,8.9193e-01
+DCC_bivariate_loop,,,7.3846e-13,,2.4534e-14,4.9821e-27,4.9027e-30,4.6089e-26,9.9676e-21,8.5905e-13
+SW_cross_validated,,,6.2664e-24,2.4534e-14,,1.6902e-40,1.1840e-33,1.3623e-26,3.7315e-20,5.0648e-24
+SW_15,,,1.8588e-39,4.9821e-27,1.6902e-40,,1.4056e-31,1.3245e-33,1.6476e-33,1.4544e-39
+SW_30,,,3.0382e-34,4.9027e-30,1.1840e-33,1.4056e-31,,3.0950e-25,3.4728e-27,2.5888e-34
+SW_60,,,4.1452e-29,4.6089e-26,1.3623e-26,1.3245e-33,3.0950e-25,,7.8532e-18,3.7348e-29
+SW_120,,,4.6911e-25,9.9676e-21,3.7315e-20,1.6476e-33,3.4728e-27,7.8532e-18,,4.3897e-25
+sFC,,,8.9193e-01,8.5905e-13,5.0648e-24,1.4544e-39,2.5888e-34,3.7348e-29,4.3897e-25,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..81e9800a
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,30.09,83.13,585.65,373.17,178.66,46.88,0.13
+DCC_bivariate_loop,,,30.09,,54.80,585.51,361.69,159.95,38.05,-29.95
+SW_cross_validated,,,83.13,54.80,,558.70,323.69,122.86,23.23,-82.99
+SW_15,,,585.65,585.51,558.70,,-235.50,-291.62,-128.32,-585.56
+SW_30,,,373.17,361.69,323.69,-235.50,,-115.02,-62.93,-373.06
+SW_60,,,178.66,159.95,122.86,-291.62,-115.02,,-20.39,-178.56
+SW_120,,,46.88,38.05,23.23,-128.32,-62.93,-20.39,,-46.84
+sFC,,,0.13,-29.95,-82.99,-585.56,-373.06,-178.56,-46.84,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..17b0fce6
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,13.46,37.18,261.91,166.89,79.90,20.96,0.06
+DCC_bivariate_loop,,,13.46,,24.51,261.85,161.75,71.53,17.02,13.40
+SW_cross_validated,,,37.18,24.51,,249.86,144.76,54.94,10.39,37.12
+SW_15,,,261.91,261.85,249.86,,105.32,130.42,57.39,261.87
+SW_30,,,166.89,161.75,144.76,105.32,,51.44,28.14,166.84
+SW_60,,,79.90,71.53,54.94,130.42,51.44,,9.12,79.85
+SW_120,,,20.96,17.02,10.39,57.39,28.14,9.12,,20.95
+sFC,,,0.06,13.40,37.12,261.87,166.84,79.85,20.95,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..578df7de
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-30.0876,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-83.1291,-54.8012,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-585.6523,-585.5085,-558.7035,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-373.1703,-361.6881,-323.6871,235.4982,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-178.6589,-159.9539,-122.8588,291.6183,115.0185,-,0.0000,0.0000
+SW_120,nan,nan,-46.8771,-38.0525,-23.2338,128.322,62.9253,20.3854,-,0.0000
+sFC,nan,nan,-0.1299,29.9537,82.994,585.5606,373.061,178.56,46.8367,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..481aa612
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,7.6145e-17,1.0012e-24,5.5978e-40,1.8660e-36,1.0646e-30,2.8717e-20,8.9808e-01
+DCC_bivariate_loop,,,7.6145e-17,,1.7592e-21,5.6226e-40,3.2749e-36,7.7841e-30,1.1829e-18,8.2388e-17
+SW_cross_validated,,,1.0012e-24,1.7592e-21,,1.3069e-39,2.4145e-35,8.9534e-28,7.1408e-15,1.0309e-24
+SW_15,,,5.5978e-40,5.6226e-40,1.3069e-39,,7.3917e-33,1.5786e-34,4.0950e-28,5.6136e-40
+SW_30,,,1.8660e-36,3.2749e-36,2.4145e-35,7.3917e-33,,2.9300e-27,1.4792e-22,1.8759e-36
+SW_60,,,1.0646e-30,7.7841e-30,8.9534e-28,1.5786e-34,2.9300e-27,,6.9264e-14,1.0753e-30
+SW_120,,,2.8717e-20,1.1829e-18,7.1408e-15,4.0950e-28,1.4792e-22,6.9264e-14,,2.9163e-20
+sFC,,,8.9808e-01,8.2388e-17,1.0309e-24,5.6136e-40,1.8759e-36,1.0753e-30,2.9163e-20,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..8bf94703
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,42.76,110.20,688.35,435.48,168.67,50.27,0.10
+DCC_bivariate_loop,,,42.76,,89.51,779.60,479.39,155.89,41.06,-40.69
+SW_cross_validated,,,110.20,89.51,,693.26,398.92,115.87,24.97,-105.29
+SW_15,,,688.35,779.60,693.26,,-257.95,-265.29,-137.67,-666.29
+SW_30,,,435.48,479.39,398.92,-257.95,,-103.66,-67.47,-421.21
+SW_60,,,168.67,155.89,115.87,-265.29,-103.66,,-21.48,-166.40
+SW_120,,,50.27,41.06,24.97,-137.67,-67.47,-21.48,,-50.12
+sFC,,,0.10,-40.69,-105.29,-666.29,-421.21,-166.40,-50.12,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..5072dcc9
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,19.12,49.28,307.84,194.75,75.43,22.48,0.05
+DCC_bivariate_loop,,,19.12,,40.03,348.65,214.39,69.72,18.36,18.20
+SW_cross_validated,,,49.28,40.03,,310.04,178.40,51.82,11.17,47.09
+SW_15,,,307.84,348.65,310.04,,115.36,118.64,61.57,297.97
+SW_30,,,194.75,214.39,178.40,115.36,,46.36,30.17,188.37
+SW_60,,,75.43,69.72,51.82,118.64,46.36,,9.61,74.42
+SW_120,,,22.48,18.36,11.17,61.57,30.17,9.61,,22.41
+sFC,,,0.05,18.20,47.09,297.97,188.37,74.42,22.41,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..e18cd845
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-42.7578,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-110.2027,-89.5074,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-688.3481,-779.5991,-693.2633,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-435.4834,-479.3918,-398.9184,257.9513,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-168.6737,-155.891,-115.8671,265.2929,103.6618,-,0.0000,0.0000
+SW_120,nan,nan,-50.2704,-41.0606,-24.9719,137.6733,67.4662,21.4818,-,0.0000
+sFC,nan,nan,-0.1033,40.6881,105.2898,666.2872,421.2103,166.3976,50.1164,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..a228748b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.4827e-19,6.3207e-27,3.0552e-41,1.1585e-37,2.9959e-30,8.2365e-21,9.1889e-01
+DCC_bivariate_loop,,,1.4827e-19,,2.6542e-25,3.2504e-42,2.0559e-38,1.2365e-29,3.0524e-19,3.5905e-19
+SW_cross_validated,,,6.3207e-27,2.6542e-25,,2.6879e-41,5.6156e-37,2.5672e-27,2.0227e-15,1.4347e-26
+SW_15,,,3.0552e-41,3.2504e-42,2.6879e-41,,1.4356e-33,8.6639e-34,1.1559e-28,5.4912e-41
+SW_30,,,1.1585e-37,2.0559e-38,5.6156e-37,1.4356e-33,,1.8983e-26,4.2416e-23,2.1104e-37
+SW_60,,,2.9959e-30,1.2365e-29,2.5672e-27,8.6639e-34,1.8983e-26,,2.7948e-14,3.8253e-30
+SW_120,,,8.2365e-21,3.0524e-19,2.0227e-15,1.1559e-28,4.2416e-23,2.7948e-14,,8.7010e-21
+sFC,,,9.1889e-01,3.5905e-19,1.4347e-26,5.4912e-41,2.1104e-37,3.8253e-30,8.7010e-21,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..6a01600c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,11.91,48.97,442.51,267.26,149.09,43.92,0.04
+DCC_bivariate_loop,,,11.91,,33.66,408.23,241.55,130.35,37.56,-11.98
+SW_cross_validated,,,48.97,33.66,,506.90,274.29,122.25,23.46,-49.61
+SW_15,,,442.51,408.23,506.90,,-270.99,-357.65,-133.45,-450.38
+SW_30,,,267.26,241.55,274.29,-270.99,,-133.10,-65.11,-271.72
+SW_60,,,149.09,130.35,122.25,-357.65,-133.10,,-21.40,-151.13
+SW_120,,,43.92,37.56,23.46,-133.45,-65.11,-21.40,,-44.01
+sFC,,,0.04,-11.98,-49.61,-450.38,-271.72,-151.13,-44.01,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..9222a56d
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,5.47,21.90,197.90,119.52,66.67,19.64,0.02
+DCC_bivariate_loop,,,5.47,,15.75,194.80,114.66,60.98,16.55,5.51
+SW_cross_validated,,,21.90,15.75,,226.69,122.67,54.67,10.49,22.19
+SW_15,,,197.90,194.80,226.69,,121.19,159.94,59.68,201.42
+SW_30,,,119.52,114.66,122.67,121.19,,59.52,29.12,121.52
+SW_60,,,66.67,60.98,54.67,159.94,59.52,,9.57,67.59
+SW_120,,,19.64,16.55,10.49,59.68,29.12,9.57,,19.68
+sFC,,,0.02,5.51,22.19,201.42,121.52,67.59,19.68,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..a4f4e7c4
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-11.9065,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-48.9734,-34.2844,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-442.5149,-423.9662,-506.895,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-267.261,-249.5504,-274.288,270.988,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-149.086,-132.7173,-122.2502,357.6472,133.0968,-,0.0000,0.0000
+SW_120,nan,nan,-43.9199,-36.0232,-23.4613,133.4535,65.1096,21.4001,-,0.0000
+sFC,nan,nan,-0.0447,11.9963,49.6128,450.3807,271.7159,151.1292,44.0119,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..0cac2f8d
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.3108e-09,1.3142e-20,8.6833e-38,7.5850e-34,2.7597e-29,9.1903e-20,9.6481e-01
+DCC_bivariate_loop,,,1.3108e-09,,5.0642e-15,7.8944e-24,6.2594e-23,1.7971e-23,1.3575e-13,1.2653e-09
+SW_cross_validated,,,1.3142e-20,5.0642e-15,,7.5326e-39,4.7546e-34,9.7896e-28,6.0241e-15,1.0423e-20
+SW_15,,,8.6833e-38,7.8944e-24,7.5326e-39,,5.9118e-34,4.0088e-36,2.0232e-28,6.3236e-38
+SW_30,,,7.5850e-34,6.2594e-23,4.7546e-34,5.9118e-34,,2.1229e-28,8.0238e-23,5.6331e-34
+SW_60,,,2.7597e-29,1.7971e-23,9.7896e-28,4.0088e-36,2.1229e-28,,2.9860e-14,2.1604e-29
+SW_120,,,9.1903e-20,1.3575e-13,6.0241e-15,2.0232e-28,8.0238e-23,2.9860e-14,,8.8536e-20
+sFC,,,9.6481e-01,1.2653e-09,1.0423e-20,6.3236e-38,5.6331e-34,2.1604e-29,8.8536e-20,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..284c899c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,18.97,78.09,659.48,370.80,181.31,62.93,-0.07
+DCC_bivariate_loop,,,18.97,,47.39,510.33,289.27,143.44,52.09,-18.66
+SW_cross_validated,,,78.09,47.39,,537.18,275.63,111.99,30.30,-76.17
+SW_15,,,659.48,510.33,537.18,,-248.10,-318.06,-177.09,-637.63
+SW_30,,,370.80,289.27,275.63,-248.10,,-117.13,-84.45,-360.66
+SW_60,,,181.31,143.44,111.99,-318.06,-117.13,,-25.41,-178.08
+SW_120,,,62.93,52.09,30.30,-177.09,-84.45,-25.41,,-62.68
+sFC,,,-0.07,-18.66,-76.17,-637.63,-360.66,-178.08,-62.68,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..1f425edc
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,8.48,34.92,294.93,165.83,81.09,28.14,0.03
+DCC_bivariate_loop,,,8.48,,21.19,228.23,129.37,64.15,23.29,8.35
+SW_cross_validated,,,34.92,21.19,,240.23,123.26,50.08,13.55,34.07
+SW_15,,,294.93,228.23,240.23,,110.95,142.24,79.20,285.16
+SW_30,,,165.83,129.37,123.26,110.95,,52.38,37.77,161.29
+SW_60,,,81.09,64.15,50.08,142.24,52.38,,11.36,79.64
+SW_120,,,28.14,23.29,13.55,79.20,37.77,11.36,,28.03
+sFC,,,0.03,8.35,34.07,285.16,161.29,79.64,28.03,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..db4de715
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-18.9686,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-78.0871,-47.388,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-659.478,-510.3336,-537.1791,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-370.7991,-289.274,-275.6257,248.0968,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-181.3135,-143.4417,-111.989,318.0635,117.1323,-,0.0000,0.0000
+SW_120,nan,nan,-62.9305,-52.0852,-30.3016,177.0905,84.446,25.4077,-,0.0000
+sFC,nan,nan,0.074,18.6612,76.1726,637.6338,360.657,178.0778,62.6763,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..3d7e5ab9
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,2.3978e-13,3.0786e-24,6.6065e-41,2.0929e-36,8.1649e-31,1.4770e-22,9.4184e-01
+DCC_bivariate_loop,,,2.3978e-13,,2.3662e-20,6.6695e-39,1.8254e-34,5.5249e-29,4.3683e-21,3.1742e-13
+SW_cross_validated,,,3.0786e-24,2.3662e-20,,2.6506e-39,4.3561e-34,4.7342e-27,6.7182e-17,4.8067e-24
+SW_15,,,6.6065e-41,6.6695e-39,2.6506e-39,,2.8938e-33,3.3099e-35,1.2476e-30,1.2114e-40
+SW_30,,,2.0929e-36,1.8254e-34,4.3561e-34,2.8938e-33,,2.1119e-27,7.5499e-25,3.4476e-36
+SW_60,,,8.1649e-31,5.5249e-29,4.7342e-27,3.3099e-35,2.1119e-27,,1.4936e-15,1.1289e-30
+SW_120,,,1.4770e-22,4.3683e-21,6.7182e-17,1.2476e-30,7.5499e-25,1.4936e-15,,1.5881e-22
+sFC,,,9.4184e-01,3.1742e-13,4.8067e-24,1.2114e-40,3.4476e-36,1.1289e-30,1.5881e-22,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..2c9df026
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,18.29,63.50,466.42,249.65,133.49,35.78,-0.10
+DCC_bivariate_loop,,,18.29,,35.20,400.56,212.51,109.25,28.72,-18.84
+SW_cross_validated,,,63.50,35.20,,623.52,258.09,105.20,18.61,-66.61
+SW_15,,,466.42,400.56,623.52,,-194.70,-252.07,-96.52,-488.15
+SW_30,,,249.65,212.51,258.09,-194.70,,-86.27,-46.09,-258.05
+SW_60,,,133.49,109.25,105.20,-252.07,-86.27,,-14.68,-136.82
+SW_120,,,35.78,28.72,18.61,-96.52,-46.09,-14.68,,-35.94
+sFC,,,-0.10,-18.84,-66.61,-488.15,-258.05,-136.82,-35.94,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..1d3ca667
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,8.18,28.40,208.59,111.65,59.70,16.00,0.04
+DCC_bivariate_loop,,,8.18,,15.74,179.14,95.04,48.86,12.84,8.43
+SW_cross_validated,,,28.40,15.74,,278.84,115.42,47.05,8.32,29.79
+SW_15,,,208.59,179.14,278.84,,87.07,112.73,43.17,218.31
+SW_30,,,111.65,95.04,115.42,87.07,,38.58,20.61,115.40
+SW_60,,,59.70,48.86,47.05,112.73,38.58,,6.56,61.19
+SW_120,,,16.00,12.84,8.32,43.17,20.61,6.56,,16.07
+sFC,,,0.04,8.43,29.79,218.31,115.40,61.19,16.07,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..60174cb9
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-18.2903,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-63.496,-35.2026,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-466.4176,-400.5619,-623.5154,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-249.6545,-212.5138,-258.0889,194.7031,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-133.4874,-109.2479,-105.2033,252.0717,86.2697,-,0.0000,0.0000
+SW_120,nan,nan,-35.7815,-28.7197,-18.6097,96.524,46.0931,14.6759,-,0.0000
+sFC,nan,nan,0.0974,18.8417,66.6061,488.1533,258.0498,136.8217,35.936,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..f1e8770b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,4.4783e-13,1.2582e-22,3.3688e-38,2.5855e-33,2.0140e-28,3.5320e-18,9.2347e-01
+DCC_bivariate_loop,,,4.4783e-13,,4.7188e-18,5.2150e-37,4.6912e-32,7.3909e-27,1.7311e-16,2.6909e-13
+SW_cross_validated,,,1.2582e-22,4.7188e-18,,1.8126e-40,1.4219e-33,1.4560e-26,3.3286e-13,5.3388e-23
+SW_15,,,3.3688e-38,5.2150e-37,1.8126e-40,,2.2660e-31,2.1739e-33,6.8411e-26,1.4840e-38
+SW_30,,,2.5855e-33,4.6912e-32,1.4219e-33,2.2660e-31,,5.1441e-25,3.8811e-20,1.4258e-33
+SW_60,,,2.0140e-28,7.3909e-27,1.4560e-26,2.1739e-33,5.1441e-25,,1.8568e-11,1.2923e-28
+SW_120,,,3.5320e-18,1.7311e-16,3.3286e-13,6.8411e-26,3.8811e-20,1.8568e-11,,3.2719e-18
+sFC,,,9.2347e-01,2.6909e-13,5.3388e-23,1.4840e-38,1.4258e-33,1.2923e-28,3.2719e-18,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..6b4a841c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,14.60,65.16,586.37,274.69,124.11,38.87,-0.08
+DCC_bivariate_loop,,,14.60,,47.11,544.24,255.05,112.88,34.40,-14.33
+SW_cross_validated,,,65.16,47.11,,556.58,231.97,87.34,21.26,-63.39
+SW_15,,,586.37,544.24,556.58,,-182.56,-215.89,-113.97,-568.24
+SW_30,,,274.69,255.05,231.97,-182.56,,-75.03,-54.10,-269.75
+SW_60,,,124.11,112.88,87.34,-215.89,-75.03,,-16.93,-122.89
+SW_120,,,38.87,34.40,21.26,-113.97,-54.10,-16.93,,-38.81
+sFC,,,-0.08,-14.33,-63.39,-568.24,-269.75,-122.89,-38.81,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..a5b8d814
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,6.72,29.14,262.23,122.84,55.51,17.38,0.03
+DCC_bivariate_loop,,,6.72,,21.82,253.59,115.41,50.18,15.02,6.57
+SW_cross_validated,,,29.14,21.82,,248.91,103.74,39.06,9.51,28.35
+SW_15,,,262.23,253.59,248.91,,81.65,96.55,50.97,254.12
+SW_30,,,122.84,115.41,103.74,81.65,,33.56,24.19,120.63
+SW_60,,,55.51,50.18,39.06,96.55,33.56,,7.57,54.96
+SW_120,,,17.38,15.02,9.51,50.97,24.19,7.57,,17.35
+sFC,,,0.03,6.57,28.35,254.12,120.63,54.96,17.35,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..de8a8842
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-14.6162,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-65.1566,-47.4821,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-586.3734,-551.9162,-556.5783,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-274.6868,-251.1897,-231.9748,182.5643,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-124.1132,-109.2208,-87.343,215.8885,75.0316,-,0.0000,0.0000
+SW_120,nan,nan,-38.8681,-32.6927,-21.2596,113.9689,54.0993,16.9276,-,0.0000
+sFC,nan,nan,0.0758,14.3034,63.3875,568.2359,269.7461,122.8866,38.8056,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..5f1a13ae
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,6.0858e-11,7.9207e-23,5.4752e-40,4.6319e-34,7.4588e-28,8.1110e-19,9.4043e-01
+DCC_bivariate_loop,,,6.0858e-11,,1.3724e-18,9.5776e-34,3.5248e-31,1.2971e-21,1.2594e-11,7.0150e-11
+SW_cross_validated,,,7.9207e-23,1.3724e-18,,1.3997e-39,9.6951e-33,4.1198e-25,3.3475e-14,1.2974e-22
+SW_15,,,5.4752e-40,9.5776e-34,1.3997e-39,,7.2150e-31,3.5332e-32,3.4549e-27,9.6384e-40
+SW_30,,,4.6319e-34,3.5248e-31,9.6951e-33,7.2150e-31,,6.3020e-24,2.2157e-21,6.4212e-34
+SW_60,,,7.4588e-28,1.2971e-21,4.1198e-25,3.5332e-32,6.3020e-24,,1.6779e-12,8.9170e-28
+SW_120,,,8.1110e-19,1.2594e-11,3.3475e-14,3.4549e-27,2.2157e-21,1.6779e-12,,8.3464e-19
+sFC,,,9.4043e-01,7.0150e-11,1.2974e-22,9.6384e-40,6.4212e-34,8.9170e-28,8.3464e-19,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..12d3b354
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-16.94,14.41,-11.36,-18.25,-23.52,-4.86,-0.30
+DCC_bivariate_loop,,,-16.94,,20.48,1.08,-3.18,-2.38,13.90,16.93
+SW_cross_validated,,,14.41,20.48,,-14.19,-21.25,-27.35,-12.77,-14.96
+SW_15,,,-11.36,1.08,-14.19,,-3.77,-3.11,9.44,11.34
+SW_30,,,-18.25,-3.18,-21.25,-3.77,,1.26,15.75,18.24
+SW_60,,,-23.52,-2.38,-27.35,-3.11,1.26,,19.24,23.52
+SW_120,,,-4.86,13.90,-12.77,9.44,15.75,19.24,,4.80
+sFC,,,-0.30,16.93,-14.96,11.34,18.24,23.52,4.80,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..eca5523f
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,8.22,6.44,5.08,8.16,10.52,2.17,0.13
+DCC_bivariate_loop,,,8.22,,9.88,0.49,1.44,1.10,6.64,8.21
+SW_cross_validated,,,6.44,9.88,,6.34,9.51,12.23,5.71,6.69
+SW_15,,,5.08,0.49,6.34,,1.69,1.39,4.22,5.07
+SW_30,,,8.16,1.44,9.51,1.69,,0.56,7.04,8.16
+SW_60,,,10.52,1.10,12.23,1.39,0.56,,8.60,10.52
+SW_120,,,2.17,6.64,5.71,4.22,7.04,8.60,,2.15
+sFC,,,0.13,8.21,6.69,5.07,8.16,10.52,2.15,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..8b118a6a
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0035,1.
+DCC_bivariate_loop,nan,nan,17.8844,-,0.0000,1.,0.166,0.7967,0.0000,0.0000
+SW_cross_validated,nan,nan,-14.4065,-21.496,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,11.3636,-1.0625,14.1864,-,0.0389,0.1688,0.0000,0.0000
+SW_30,nan,nan,18.2534,3.1433,21.2538,3.7736,-,1.,0.0000,0.0000
+SW_60,nan,nan,23.5173,2.3943,27.349,3.1112,-1.2604,-,0.0000,0.0000
+SW_120,nan,nan,4.863,-14.4426,12.7722,-9.4384,-15.7498,-19.2388,-,0.0040
+sFC,nan,nan,0.297,-17.877,14.9603,-11.3399,-18.238,-23.524,-4.8017,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..fa1ac57b
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.0676e-07,2.5282e-11,1.2071e-09,4.6359e-13,5.7786e-15,1.2500e-04,7.6988e-01
+DCC_bivariate_loop,,,1.0676e-07,,7.2092e-09,2.9500e-01,5.5101e-03,2.9931e-02,3.8024e-08,1.1722e-07
+SW_cross_validated,,,2.5282e-11,7.2092e-09,,3.2651e-11,3.3632e-14,4.0972e-16,1.8374e-10,1.3475e-11
+SW_15,,,1.2071e-09,2.9500e-01,3.2651e-11,,1.3908e-03,6.0298e-03,2.1572e-08,1.2478e-09
+SW_30,,,4.6359e-13,5.5101e-03,3.3632e-14,1.3908e-03,,2.2362e-01,5.6835e-12,4.7036e-13
+SW_60,,,5.7786e-15,2.9931e-02,4.0972e-16,6.0298e-03,2.2362e-01,,1.8801e-13,5.7499e-15
+SW_120,,,1.2500e-04,3.8024e-08,1.8374e-10,2.1572e-08,5.6835e-12,1.8801e-13,,1.4288e-04
+sFC,,,7.6988e-01,1.1722e-07,1.3475e-11,1.2478e-09,4.7036e-13,5.7499e-15,1.4288e-04,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..6d3cba23
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.41,15.64,23.11,15.61,9.65,12.58,-2.16
+DCC_bivariate_loop,,,0.41,,14.93,22.67,15.20,9.32,11.95,-2.65
+SW_cross_validated,,,15.64,14.93,,14.44,6.03,0.61,-2.87,-25.52
+SW_15,,,23.11,22.67,14.44,,-6.62,-9.86,-15.69,-27.46
+SW_30,,,15.61,15.20,6.03,-6.62,,-3.77,-7.52,-19.15
+SW_60,,,9.65,9.32,0.61,-9.86,-3.77,,-2.06,-11.94
+SW_120,,,12.58,11.95,-2.87,-15.69,-7.52,-2.06,,-19.92
+sFC,,,-2.16,-2.65,-25.52,-27.46,-19.15,-11.94,-19.92,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..f5ea1499
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.19,6.99,10.34,6.98,4.32,5.62,0.97
+DCC_bivariate_loop,,,0.19,,6.68,10.14,6.80,4.17,5.34,1.18
+SW_cross_validated,,,6.99,6.68,,6.46,2.69,0.27,1.28,11.41
+SW_15,,,10.34,10.14,6.46,,2.96,4.41,7.02,12.28
+SW_30,,,6.98,6.80,2.69,2.96,,1.69,3.36,8.56
+SW_60,,,4.32,4.17,0.27,4.41,1.69,,0.92,5.34
+SW_120,,,5.62,5.34,1.28,7.02,3.36,0.92,,8.91
+sFC,,,0.97,1.18,11.41,12.28,8.56,5.34,8.91,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..de8971db
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,1.,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-0.4144,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.4597
+SW_cross_validated,nan,nan,-15.639,-14.9308,-,0.0000,0.0003,1.,0.2868,0.0000
+SW_15,nan,nan,-23.1122,-22.6668,-14.4406,-,0.0001,0.0000,0.0000,0.0000
+SW_30,nan,nan,-15.6077,-15.1951,-6.0253,6.6238,-,0.0389,0.0000,0.0000
+SW_60,nan,nan,-9.6539,-9.3201,-0.6101,9.8588,3.7741,-,1.,0.0000
+SW_120,nan,nan,-12.5762,-11.9518,2.8673,15.6941,7.5234,2.0648,-,0.0000
+sFC,nan,nan,2.1616,2.6463,25.5246,27.4575,19.1488,11.9403,19.916,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..2850b602
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,6.8349e-01,6.4007e-12,7.8253e-15,6.6199e-12,1.5315e-08,2.3632e-10,4.4368e-02
+DCC_bivariate_loop,,,6.8349e-01,,1.3927e-11,1.0985e-14,1.0381e-11,2.6095e-08,5.3844e-10,1.6417e-02
+SW_cross_validated,,,6.4007e-12,1.3927e-11,,2.4306e-11,1.0702e-05,5.4944e-01,1.0243e-02,1.3780e-15
+SW_15,,,7.8253e-15,1.0985e-14,2.4306e-11,,3.2225e-06,1.1111e-08,6.0327e-12,3.8214e-16
+SW_30,,,6.6199e-12,1.0381e-11,1.0702e-05,3.2225e-06,,1.3893e-03,5.8116e-07,2.0380e-13
+SW_60,,,1.5315e-08,2.6095e-08,5.4944e-01,1.1111e-08,1.3893e-03,,5.3652e-02,5.4682e-10
+SW_120,,,2.3632e-10,5.3844e-10,1.0243e-02,6.0327e-12,5.8116e-07,5.3652e-02,,1.0358e-13
+sFC,,,4.4368e-02,1.6417e-02,1.3780e-15,3.8214e-16,2.0380e-13,5.4682e-10,1.0358e-13,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..45af2c43
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.29,2.17,14.18,10.63,7.29,4.26,0.17
+DCC_bivariate_loop,,,0.29,,1.79,13.26,9.80,6.60,3.78,-0.12
+SW_cross_validated,,,2.17,1.79,,11.91,8.26,4.91,2.07,-1.96
+SW_15,,,14.18,13.26,11.91,,-4.27,-7.79,-9.84,-13.74
+SW_30,,,10.63,9.80,8.26,-4.27,,-3.67,-6.08,-10.23
+SW_60,,,7.29,6.60,4.91,-7.79,-3.67,,-2.70,-6.95
+SW_120,,,4.26,3.78,2.07,-9.84,-6.08,-2.70,,-4.01
+sFC,,,0.17,-0.12,-1.96,-13.74,-10.23,-6.95,-4.01,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..5742c312
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,0.13,0.97,6.34,4.76,3.26,1.91,0.08
+DCC_bivariate_loop,,,0.13,,0.80,5.93,4.38,2.95,1.69,0.05
+SW_cross_validated,,,0.97,0.80,,5.32,3.69,2.20,0.92,0.88
+SW_15,,,6.34,5.93,5.32,,1.91,3.49,4.40,6.15
+SW_30,,,4.76,4.38,3.69,1.91,,1.64,2.72,4.57
+SW_60,,,3.26,2.95,2.20,3.49,1.64,,1.21,3.11
+SW_120,,,1.91,1.69,0.92,4.40,2.72,1.21,,1.79
+sFC,,,0.08,0.05,0.88,6.15,4.57,3.11,1.79,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..adc2805f
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,1.,1.,0.0000,0.0000,0.0000,0.0132,1.
+DCC_bivariate_loop,nan,nan,-0.2872,-,1.,0.0000,0.0000,0.0001,0.0387,1.
+SW_cross_validated,nan,nan,-2.1745,-1.7871,-,0.0000,0.0000,0.0032,1.,1.
+SW_15,nan,nan,-14.1806,-13.2587,-11.9057,-,0.0129,0.0000,0.0000,0.0000
+SW_30,nan,nan,-10.6333,-9.7978,-8.2568,4.2706,-,0.0487,0.0003,0.0000
+SW_60,nan,nan,-7.2917,-6.6046,-4.9096,7.7936,3.6728,-,0.4129,0.0000
+SW_120,nan,nan,-4.2606,-3.7765,-2.0678,9.8381,6.0763,2.6969,-,0.0232
+sFC,nan,nan,-0.1725,0.1175,1.9605,13.7425,10.2271,6.9468,4.006,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..55becada
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,7.7724e-01,4.3248e-02,3.2873e-11,3.4433e-09,8.9404e-07,4.7049e-04,8.6501e-01
+DCC_bivariate_loop,,,7.7724e-01,,9.0773e-02,9.9693e-11,1.2219e-08,3.3466e-06,1.3818e-03,9.0778e-01
+SW_cross_validated,,,4.3248e-02,9.0773e-02,,5.7293e-10,1.5583e-07,1.1295e-04,5.3338e-02,6.5606e-02
+SW_15,,,3.2873e-11,9.9693e-11,5.7293e-10,,4.6010e-04,3.5491e-07,1.1474e-08,5.5261e-11
+SW_30,,,3.4433e-09,1.2219e-08,1.5583e-07,4.6010e-04,,1.7408e-03,9.6435e-06,6.3144e-09
+SW_60,,,8.9404e-07,3.3466e-06,1.1295e-04,3.5491e-07,1.7408e-03,,1.4748e-02,1.7203e-06
+SW_120,,,4.7049e-04,1.3818e-03,5.3338e-02,1.1474e-08,9.6435e-06,1.4748e-02,,8.2875e-04
+sFC,,,8.6501e-01,9.0778e-01,6.5606e-02,5.5261e-11,6.3144e-09,1.7203e-06,8.2875e-04,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..abaf9cff
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-51.92,-65.50,-34.98,-34.08,-32.58,-47.22,0.67
+DCC_bivariate_loop,,,-51.92,,2.84,7.68,2.28,-1.54,-2.12,50.89
+SW_cross_validated,,,-65.50,2.84,,5.99,0.26,-3.55,-4.91,63.03
+SW_15,,,-34.98,7.68,5.99,,-4.26,-7.20,-9.12,34.52
+SW_30,,,-34.08,2.28,0.26,-4.26,,-3.16,-3.93,33.80
+SW_60,,,-32.58,-1.54,-3.55,-7.20,-3.16,,-0.11,32.41
+SW_120,,,-47.22,-2.12,-4.91,-9.12,-3.93,-0.11,,46.56
+sFC,,,0.67,50.89,63.03,34.52,33.80,32.41,46.56,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..2cf29ac7
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,25.20,29.29,15.64,15.24,14.57,21.12,0.30
+DCC_bivariate_loop,,,25.20,,1.32,3.49,1.02,0.69,0.96,24.56
+SW_cross_validated,,,29.29,1.32,,2.68,0.12,1.59,2.20,28.19
+SW_15,,,15.64,3.49,2.68,,1.91,3.22,4.08,15.44
+SW_30,,,15.24,1.02,0.12,1.91,,1.41,1.76,15.11
+SW_60,,,14.57,0.69,1.59,3.22,1.41,,0.05,14.49
+SW_120,,,21.12,0.96,2.20,4.08,1.76,0.05,,20.82
+sFC,,,0.30,24.56,28.19,15.44,15.11,14.49,20.82,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..c2948eb3
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,54.8371,-,0.2914,0.0000,1.,1.,1.,0.0000
+SW_cross_validated,nan,nan,65.4973,-2.8793,-,0.0003,1.,0.0638,0.0031,0.0000
+SW_15,nan,nan,34.983,-7.5964,-5.9901,-,0.0131,0.0000,0.0000,0.0000
+SW_30,nan,nan,34.0791,-2.2306,-0.2619,4.2644,-,0.1508,0.0276,0.0000
+SW_60,nan,nan,32.5783,1.4969,3.5519,7.2016,3.1627,-,1.,0.0000
+SW_120,nan,nan,47.2235,2.096,4.9119,9.1208,3.9288,0.1138,-,0.0000
+sFC,nan,nan,-0.6671,-53.4471,-63.0253,-34.5166,-33.798,-32.4106,-46.5626,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..874d4e71
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.3475e-11,7.2137e-23,5.2733e-18,8.3913e-18,1.8645e-17,2.5178e-20,5.1318e-01
+DCC_bivariate_loop,,,1.3475e-11,,1.2374e-02,6.6403e-07,3.6970e-02,1.4499e-01,4.9141e-02,2.4314e-12
+SW_cross_validated,,,7.2137e-23,1.2374e-02,,1.1500e-05,7.9639e-01,2.2785e-03,1.1240e-04,1.4377e-22
+SW_15,,,5.2733e-18,6.6403e-07,1.1500e-05,,4.6648e-04,1.0592e-06,3.6099e-08,6.6917e-18
+SW_30,,,8.3913e-18,3.6970e-02,7.9639e-01,4.6648e-04,,5.3864e-03,9.8422e-04,9.7193e-18
+SW_60,,,1.8645e-17,1.4499e-01,2.2785e-03,1.0592e-06,5.3864e-03,,9.1066e-01,2.0430e-17
+SW_120,,,2.5178e-20,4.9141e-02,1.1240e-04,3.6099e-08,9.8422e-04,9.1066e-01,,3.2385e-20
+sFC,,,5.1318e-01,2.4314e-12,1.4377e-22,6.6917e-18,9.7193e-18,2.0430e-17,3.2385e-20,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..8177a86c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-30.86,30.72,-31.87,-36.29,-44.72,-14.33,0.04
+DCC_bivariate_loop,,,-30.86,,36.96,2.33,-1.67,-0.38,21.60,30.86
+SW_cross_validated,,,30.72,36.96,,-38.68,-42.74,-52.27,-26.22,-30.60
+SW_15,,,-31.87,2.33,-38.68,,-4.24,-3.18,20.98,31.87
+SW_30,,,-36.29,-1.67,-42.74,-4.24,,1.56,25.43,36.29
+SW_60,,,-44.72,-0.38,-52.27,-3.18,1.56,,28.78,44.71
+SW_120,,,-14.33,21.60,-26.22,20.98,25.43,28.78,,14.32
+sFC,,,0.04,30.86,-30.60,31.87,36.29,44.71,14.32,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..49567a1c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,13.80,13.74,14.25,16.23,20.00,6.41,0.02
+DCC_bivariate_loop,,,13.80,,16.53,1.04,0.75,0.17,9.66,13.80
+SW_cross_validated,,,13.74,16.53,,17.30,19.11,23.38,11.73,13.69
+SW_15,,,14.25,1.04,17.30,,1.90,1.42,9.38,14.25
+SW_30,,,16.23,0.75,19.11,1.90,,0.70,11.37,16.23
+SW_60,,,20.00,0.17,23.38,1.42,0.70,,12.87,19.99
+SW_120,,,6.41,9.66,11.73,9.38,11.37,12.87,,6.41
+sFC,,,0.02,13.80,13.69,14.25,16.23,19.99,6.41,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..711d0eda
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,30.8644,-,0.0000,0.8811,1.,1.,0.0000,0.0000
+SW_cross_validated,nan,nan,-30.724,-36.9553,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,31.8724,-2.3327,38.6797,-,0.0137,0.1444,0.0000,0.0000
+SW_30,nan,nan,36.2946,1.6669,42.7364,4.2416,-,1.,0.0000,0.0000
+SW_60,nan,nan,44.721,0.3779,52.2703,3.1823,-1.5618,-,0.0000,0.0000
+SW_120,nan,nan,14.3262,-21.6008,26.22,-20.9806,-25.4316,-28.7826,-,0.0000
+sFC,nan,nan,-0.0395,-30.8622,30.6026,-31.8687,-36.2904,-44.7095,-14.322,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..2f966812
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,4.8526e-17,5.2601e-17,2.7481e-17,2.7427e-18,6.6566e-20,2.7744e-11,9.6893e-01
+DCC_bivariate_loop,,,4.8526e-17,,1.9904e-18,3.1469e-02,1.1284e-01,7.0992e-01,2.5392e-14,4.8588e-17
+SW_cross_validated,,,5.2601e-17,1.9904e-18,,8.8437e-19,1.4961e-19,4.0998e-21,8.5974e-16,5.6413e-17
+SW_15,,,2.7481e-17,3.1469e-02,8.8437e-19,,4.9069e-04,5.1589e-03,4.2089e-14,2.7538e-17
+SW_30,,,2.7427e-18,1.1284e-01,1.4961e-19,4.9069e-04,,1.3576e-01,1.4692e-15,2.7483e-18
+SW_60,,,6.6566e-20,7.0992e-01,4.0998e-21,5.1589e-03,1.3576e-01,,1.6656e-16,6.6871e-20
+SW_120,,,2.7744e-11,2.5392e-14,8.5974e-16,4.2089e-14,1.4692e-15,1.6656e-16,,2.7877e-11
+sFC,,,9.6893e-01,4.8588e-17,5.6413e-17,2.7538e-17,2.7483e-18,6.6871e-20,2.7877e-11,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..2586b9df
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-4.01,5.08,10.76,3.33,3.55,5.70,-0.20
+DCC_bivariate_loop,,,-4.01,,6.89,11.77,4.68,4.85,6.81,3.87
+SW_cross_validated,,,5.08,6.89,,7.10,0.53,0.83,3.10,-5.15
+SW_15,,,10.76,11.77,7.10,,-5.17,-4.81,-2.51,-10.80
+SW_30,,,3.33,4.68,0.53,-5.17,,0.25,2.19,-3.37
+SW_60,,,3.55,4.85,0.83,-4.81,0.25,,1.92,-3.59
+SW_120,,,5.70,6.81,3.10,-2.51,2.19,1.92,,-5.74
+sFC,,,-0.20,3.87,-5.15,-10.80,-3.37,-3.59,-5.74,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..5218f6ed
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.80,2.27,4.81,1.49,1.59,2.55,0.09
+DCC_bivariate_loop,,,1.80,,3.08,5.26,2.09,2.17,3.04,1.73
+SW_cross_validated,,,2.27,3.08,,3.17,0.24,0.37,1.39,2.30
+SW_15,,,4.81,5.26,3.17,,2.31,2.15,1.12,4.83
+SW_30,,,1.49,2.09,0.24,2.31,,0.11,0.98,1.51
+SW_60,,,1.59,2.17,0.37,2.15,0.11,,0.86,1.61
+SW_120,,,2.55,3.04,1.39,1.12,0.98,0.86,,2.57
+sFC,,,0.09,1.73,2.30,4.83,1.51,1.61,2.57,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..96a4135c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0228,0.0022,0.0000,0.1053,0.0638,0.0006,1.
+DCC_bivariate_loop,nan,nan,4.0144,-,0.0001,0.0000,0.0053,0.0036,0.0001,0.0314
+SW_cross_validated,nan,nan,-5.0773,-6.8898,-,0.0000,1.,1.,0.1715,0.0019
+SW_15,nan,nan,-10.7644,-11.7711,-7.0973,-,0.0018,0.0039,0.6131,0.0000
+SW_30,nan,nan,-3.3258,-4.6769,-0.5325,5.1725,-,1.,1.,0.0957
+SW_60,nan,nan,-3.5518,-4.853,-0.8317,4.8111,-0.254,-,1.,0.0582
+SW_120,nan,nan,-5.701,-6.8059,-3.1039,2.509,-2.1946,-1.9249,-,0.0005
+sFC,nan,nan,0.1996,-3.8702,5.1457,10.8007,3.3691,3.5934,5.7367,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..f1dc2cd6
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,8.1331e-04,7.8561e-05,2.8417e-09,3.7606e-03,2.2787e-03,2.0909e-05,8.4406e-01
+DCC_bivariate_loop,,,8.1331e-04,,1.9199e-06,6.8764e-10,1.8772e-04,1.2776e-04,2.2585e-06,1.1214e-03
+SW_cross_validated,,,7.8561e-05,1.9199e-06,,1.2905e-06,6.0089e-01,4.1645e-01,6.1266e-03,6.7802e-05
+SW_15,,,2.8417e-09,6.8764e-10,1.2905e-06,,6.4016e-05,1.3996e-04,2.1897e-02,2.6954e-09
+SW_30,,,3.7606e-03,1.8772e-04,6.0089e-01,6.4016e-05,,8.0238e-01,4.1556e-02,3.4175e-03
+SW_60,,,2.2787e-03,1.2776e-04,4.1645e-01,1.3996e-04,8.0238e-01,,7.0199e-02,2.0774e-03
+SW_120,,,2.0909e-05,2.2585e-06,6.1266e-03,2.1897e-02,4.1556e-02,7.0199e-02,,1.9412e-05
+sFC,,,8.4406e-01,1.1214e-03,6.7802e-05,2.6954e-09,3.4175e-03,2.0774e-03,1.9412e-05,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..94ec8229
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,-44.00,-63.81,-75.65,-59.47,-68.04,-77.87,1.08
+DCC_bivariate_loop,,,-44.00,,7.85,6.94,2.08,0.96,2.99,43.82
+SW_cross_validated,,,-63.81,7.85,,-1.75,-7.28,-9.44,-7.47,62.32
+SW_15,,,-75.65,6.94,-1.75,,-6.15,-8.38,-6.20,73.21
+SW_30,,,-59.47,2.08,-7.28,-6.15,,-1.50,0.96,58.68
+SW_60,,,-68.04,0.96,-9.44,-8.38,-1.50,,2.76,66.84
+SW_120,,,-77.87,2.99,-7.47,-6.20,0.96,2.76,,75.74
+sFC,,,1.08,43.82,62.32,73.21,58.68,66.84,75.74,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..c46c13b4
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,21.34,28.54,33.83,26.60,30.43,34.83,0.48
+DCC_bivariate_loop,,,21.34,,3.71,3.30,0.97,0.45,1.41,21.21
+SW_cross_validated,,,28.54,3.71,,0.78,3.25,4.22,3.34,27.87
+SW_15,,,33.83,3.30,0.78,,2.75,3.75,2.77,32.74
+SW_30,,,26.60,0.97,3.25,2.75,,0.67,0.43,26.24
+SW_60,,,30.43,0.45,4.22,3.75,0.67,,1.23,29.89
+SW_120,,,34.83,1.41,3.34,2.77,0.43,1.23,,33.87
+sFC,,,0.48,21.21,27.87,32.74,26.24,29.89,33.87,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..406b4700
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,46.4544,-,0.0000,0.0000,1.,1.,0.1907,0.0000
+SW_cross_validated,nan,nan,63.8108,-8.0716,-,1.,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,75.6549,-7.179,1.7514,-,0.0002,0.0000,0.0002,0.0000
+SW_30,nan,nan,59.4749,-2.1112,7.2769,6.1455,-,1.,1.,0.0000
+SW_60,nan,nan,68.044,-0.9792,9.436,8.3757,1.498,-,0.3625,0.0000
+SW_120,nan,nan,77.8712,-3.0784,7.466,6.2028,-0.9636,-2.7581,-,0.0000
+sFC,nan,nan,-1.0779,-46.1589,-62.3197,-73.2061,-58.6791,-66.8403,-75.7362,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..8710dff1
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,4.7258e-11,1.1515e-22,5.4325e-24,4.0632e-22,3.6400e-23,3.2355e-24,2.9529e-01
+DCC_bivariate_loop,,,4.7258e-11,,3.6668e-06,2.0160e-05,5.6117e-02,3.5489e-01,1.1349e-02,2.4306e-11
+SW_cross_validated,,,1.1515e-22,3.6668e-06,,9.6899e-02,9.1920e-07,2.1655e-08,6.4615e-07,1.7592e-22
+SW_15,,,5.4325e-24,2.0160e-05,9.6899e-02,,8.3780e-06,1.2671e-07,7.4595e-06,9.8044e-24
+SW_30,,,4.0632e-22,5.6117e-02,9.1920e-07,8.3780e-06,,1.5146e-01,3.4801e-01,5.1721e-22
+SW_60,,,3.6400e-23,3.5489e-01,2.1655e-08,1.2671e-07,1.5146e-01,,1.2946e-02,5.0130e-23
+SW_120,,,3.2355e-24,1.1349e-02,6.4615e-07,7.4595e-06,3.4801e-01,1.2946e-02,,5.3288e-24
+sFC,,,2.9529e-01,2.4306e-11,1.7592e-22,9.8044e-24,5.1721e-22,5.0130e-23,5.3288e-24,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv
new file mode 100644
index 00000000..d75b26d0
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,20.75,66.62,416.10,215.71,120.03,69.48,0.51
+DCC_bivariate_loop,,,20.75,,33.68,359.70,186.60,99.09,54.13,-20.41
+SW_cross_validated,,,66.62,33.68,,452.30,196.59,90.42,40.19,-66.74
+SW_15,,,416.10,359.70,452.30,,-113.67,-175.76,-177.68,-418.68
+SW_30,,,215.71,186.60,196.59,-113.67,,-64.63,-84.05,-216.30
+SW_60,,,120.03,99.09,90.42,-175.76,-64.63,,-26.61,-120.11
+SW_120,,,69.48,54.13,40.19,-177.68,-84.05,-26.61,,-69.36
+sFC,,,0.51,-20.41,-66.74,-418.68,-216.30,-120.11,-69.36,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..5f4e92ac
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,9.59,29.79,186.09,96.47,53.68,31.07,0.23
+DCC_bivariate_loop,,,9.59,,16.02,166.39,84.47,44.52,24.09,9.44
+SW_cross_validated,,,29.79,16.02,,202.28,87.92,40.44,17.97,29.85
+SW_15,,,186.09,166.39,202.28,,50.84,78.60,79.46,187.24
+SW_30,,,96.47,84.47,87.92,50.84,,28.90,37.59,96.73
+SW_60,,,53.68,44.52,40.44,78.60,28.90,,11.90,53.72
+SW_120,,,31.07,24.09,17.97,79.46,37.59,11.90,,31.02
+sFC,,,0.23,9.44,29.85,187.24,96.73,53.72,31.02,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv
new file mode 100644
index 00000000..0f859d0c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-20.8759,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-66.6185,-34.871,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-416.1009,-362.1286,-452.3008,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-215.7054,-183.8338,-196.5861,113.6748,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-120.0299,-96.8951,-90.4154,175.7576,64.6255,-,0.0000,0.0000
+SW_120,nan,nan,-69.4778,-52.425,-40.1856,177.6782,84.0482,26.6137,-,0.0000
+sFC,nan,nan,-0.5105,20.5515,66.7444,418.681,216.2992,120.114,69.3553,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
new file mode 100644
index 00000000..b923690d
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,4.2363e-13,5.3210e-23,2.6288e-37,3.5875e-32,1.3611e-27,2.5042e-23,6.1592e-01
+DCC_bivariate_loop,,,4.2363e-13,,1.1554e-12,6.2409e-33,5.6659e-29,2.8518e-23,1.7548e-17,6.1814e-13
+SW_cross_validated,,,5.3210e-23,1.1554e-12,,5.8575e-38,1.9057e-31,2.2141e-25,4.4803e-19,5.1438e-23
+SW_15,,,2.6288e-37,6.2409e-33,5.8575e-38,,3.6191e-27,1.4293e-30,1.1754e-30,2.3521e-37
+SW_30,,,3.5875e-32,5.6659e-29,1.9057e-31,3.6191e-27,,9.1726e-23,8.2179e-25,3.4144e-32
+SW_60,,,1.3611e-27,2.8518e-23,2.2141e-25,1.4293e-30,9.1726e-23,,6.6168e-16,1.3440e-27
+SW_120,,,2.5042e-23,1.7548e-17,4.4803e-19,1.1754e-30,8.2179e-25,6.6168e-16,,2.5848e-23
+sFC,,,6.1592e-01,6.1814e-13,5.1438e-23,2.3521e-37,3.4144e-32,1.3440e-27,2.5848e-23,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv
new file mode 100644
index 00000000..833bba6a
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,28.55,68.09,365.94,243.13,130.39,28.47,0.27
+DCC_bivariate_loop,,,28.55,,41.18,356.80,229.81,115.10,22.86,-29.11
+SW_cross_validated,,,68.09,41.18,,336.47,206.40,92.60,15.55,-69.98
+SW_15,,,365.94,356.80,336.47,,-106.82,-165.75,-70.55,-371.30
+SW_30,,,243.13,229.81,206.40,-106.82,,-70.20,-36.70,-246.72
+SW_60,,,130.39,115.10,92.60,-165.75,-70.20,,-11.94,-131.72
+SW_120,,,28.47,22.86,15.55,-70.55,-36.70,-11.94,,-28.45
+sFC,,,0.27,-29.11,-69.98,-371.30,-246.72,-131.72,-28.45,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..11689845
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,12.77,30.45,163.65,108.73,58.31,12.73,0.12
+DCC_bivariate_loop,,,12.77,,18.42,159.57,102.77,51.48,10.23,13.02
+SW_cross_validated,,,30.45,18.42,,150.47,92.31,41.41,6.96,31.30
+SW_15,,,163.65,159.57,150.47,,47.77,74.12,31.55,166.05
+SW_30,,,108.73,102.77,92.31,47.77,,31.39,16.41,110.34
+SW_60,,,58.31,51.48,41.41,74.12,31.39,,5.34,58.91
+SW_120,,,12.73,10.23,6.96,31.55,16.41,5.34,,12.72
+sFC,,,0.12,13.02,31.30,166.05,110.34,58.91,12.72,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv
new file mode 100644
index 00000000..10cf23a5
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-28.5524,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-68.0942,-41.1809,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-365.9403,-356.8001,-336.4685,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-243.1321,-229.8069,-206.4036,106.8205,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-130.3865,-115.1035,-92.6002,165.7477,70.1996,-,0.0000,0.0000
+SW_120,nan,nan,-28.4749,-22.8646,-15.5528,70.5489,36.6978,11.9434,-,0.0000
+sFC,nan,nan,-0.2706,29.1082,69.9803,371.303,246.717,131.72,28.4511,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
new file mode 100644
index 00000000..f90b802a
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.9189e-16,3.5922e-23,2.6537e-36,4.1633e-33,3.0734e-28,2.0132e-16,7.8977e-01
+DCC_bivariate_loop,,,1.9189e-16,,2.8973e-19,4.1836e-36,1.1480e-32,2.8913e-27,9.4425e-15,1.3658e-16
+SW_cross_validated,,,3.5922e-23,2.8973e-19,,1.2026e-35,7.9296e-32,1.4419e-25,7.0245e-12,2.2006e-23
+SW_15,,,2.6537e-36,4.1836e-36,1.2026e-35,,1.1069e-26,4.1043e-30,1.9033e-23,2.0423e-36
+SW_30,,,4.1633e-33,1.1480e-32,7.9296e-32,1.1069e-26,,2.0805e-23,2.2538e-18,3.1992e-33
+SW_60,,,3.0734e-28,2.8913e-27,1.4419e-25,4.1043e-30,2.0805e-23,,5.4455e-10,2.5594e-28
+SW_120,,,2.0132e-16,9.4425e-15,7.0245e-12,1.9033e-23,2.2538e-18,5.4455e-10,,2.0430e-16
+sFC,,,7.8977e-01,1.3658e-16,2.2006e-23,2.0423e-36,3.1992e-33,2.5594e-28,2.0430e-16,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv
new file mode 100644
index 00000000..57f35de0
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,44.77,90.02,463.46,292.70,145.72,36.89,0.55
+DCC_bivariate_loop,,,44.77,,61.12,471.21,286.55,131.02,29.64,-40.08
+SW_cross_validated,,,90.02,61.12,,411.46,239.25,100.62,19.98,-82.96
+SW_15,,,463.46,471.21,411.46,,-126.18,-185.10,-92.13,-447.29
+SW_30,,,292.70,286.55,239.25,-126.18,,-76.24,-47.86,-283.05
+SW_60,,,145.72,131.02,100.62,-185.10,-76.24,,-15.75,-142.40
+SW_120,,,36.89,29.64,19.98,-92.13,-47.86,-15.75,,-36.67
+sFC,,,0.55,-40.08,-82.96,-447.29,-283.05,-142.40,-36.67,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..a26b7af9
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,20.02,40.26,207.26,130.90,65.17,16.50,0.25
+DCC_bivariate_loop,,,20.02,,27.33,210.73,128.15,58.59,13.26,17.93
+SW_cross_validated,,,40.26,27.33,,184.01,107.00,45.00,8.93,37.10
+SW_15,,,207.26,210.73,184.01,,56.43,82.78,41.20,200.03
+SW_30,,,130.90,128.15,107.00,56.43,,34.09,21.40,126.58
+SW_60,,,65.17,58.59,45.00,82.78,34.09,,7.04,63.68
+SW_120,,,16.50,13.26,8.93,41.20,21.40,7.04,,16.40
+sFC,,,0.25,17.93,37.10,200.03,126.58,63.68,16.40,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv
new file mode 100644
index 00000000..85454e29
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-44.7687,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-90.0238,-61.1178,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-463.4564,-471.2116,-411.4626,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-292.7023,-286.5479,-239.2544,126.1797,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-145.7172,-131.0193,-100.6152,185.0998,76.2382,-,0.0000,0.0000
+SW_120,nan,nan,-36.8889,-29.6433,-19.976,92.1292,47.8577,15.7469,-,0.0000
+sFC,nan,nan,-0.5505,40.0828,82.96,447.2852,283.0515,142.3964,36.6684,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
new file mode 100644
index 00000000..de2ba52d
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,6.5311e-20,2.3936e-25,3.7780e-38,1.4767e-34,4.1628e-29,2.0550e-18,5.8874e-01
+DCC_bivariate_loop,,,6.5311e-20,,2.4938e-22,2.8025e-38,2.1645e-34,2.8171e-28,9.9025e-17,4.6892e-19
+SW_cross_validated,,,2.3936e-25,2.4938e-22,,3.2165e-37,5.5601e-33,3.2448e-26,9.8338e-14,1.0385e-24
+SW_15,,,3.7780e-38,2.8025e-38,3.2165e-37,,5.5427e-28,5.6295e-31,1.5802e-25,7.1593e-38
+SW_30,,,1.4767e-34,2.1645e-34,5.5601e-33,5.5427e-28,,4.7330e-24,1.9839e-20,2.6997e-34
+SW_60,,,4.1628e-29,2.8171e-28,3.2448e-26,5.6295e-31,4.7330e-24,,5.7014e-12,6.3016e-29
+SW_120,,,2.0550e-18,9.9025e-17,9.8338e-14,1.5802e-25,1.9839e-20,5.7014e-12,,2.2860e-18
+sFC,,,5.8874e-01,4.6892e-19,1.0385e-24,7.1593e-38,2.6997e-34,6.3016e-29,2.2860e-18,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv
new file mode 100644
index 00000000..5a0e54bf
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,10.49,38.82,333.09,231.37,136.52,29.53,0.23
+DCC_bivariate_loop,,,10.49,,23.36,291.87,196.02,111.71,24.98,-10.70
+SW_cross_validated,,,38.82,23.36,,373.02,251.58,124.71,17.27,-41.12
+SW_15,,,333.09,291.87,373.02,,-162.81,-263.18,-80.61,-354.82
+SW_30,,,231.37,196.02,251.58,-162.81,,-124.18,-42.28,-248.71
+SW_60,,,136.52,111.71,124.71,-263.18,-124.18,,-14.11,-145.79
+SW_120,,,29.53,24.98,17.27,-80.61,-42.28,-14.11,,-29.63
+sFC,,,0.23,-10.70,-41.12,-354.82,-248.71,-145.79,-29.63,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..1fe37d68
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,4.84,17.36,148.96,103.47,61.05,13.21,0.10
+DCC_bivariate_loop,,,4.84,,11.00,137.39,93.18,52.79,10.96,4.96
+SW_cross_validated,,,17.36,11.00,,166.82,112.51,55.77,7.73,18.39
+SW_15,,,148.96,137.39,166.82,,72.81,117.70,36.05,158.68
+SW_30,,,103.47,93.18,112.51,72.81,,55.53,18.91,111.23
+SW_60,,,61.05,52.79,55.77,117.70,55.53,,6.31,65.20
+SW_120,,,13.21,10.96,7.73,36.05,18.91,6.31,,13.25
+sFC,,,0.10,4.96,18.39,158.68,111.23,65.20,13.25,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
new file mode 100644
index 00000000..c5bd6d69
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-10.5377,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-38.8192,-23.9416,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-333.0871,-299.022,-373.0185,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-231.3684,-202.8029,-251.5818,162.8135,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-136.5151,-114.8935,-124.7139,263.1757,124.1761,-,0.0000,0.0000
+SW_120,nan,nan,-29.5299,-23.847,-17.274,80.6147,42.2771,14.1124,-,0.0000
+sFC,nan,nan,-0.2344,10.8038,41.1247,354.8233,248.7108,145.7945,29.6342,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
new file mode 100644
index 00000000..b23e955a
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,1.0787e-08,8.2948e-19,1.4424e-35,1.0163e-32,1.3455e-28,1.0596e-16,8.1735e-01
+DCC_bivariate_loop,,,1.0787e-08,,4.5102e-12,1.4702e-26,1.8020e-21,4.1988e-20,6.7358e-11,1.2406e-08
+SW_cross_validated,,,8.2948e-19,4.5102e-12,,1.8797e-36,2.2514e-33,6.8386e-28,1.1889e-12,2.9687e-19
+SW_15,,,1.4424e-35,1.4702e-26,1.8797e-36,,5.6595e-30,1.0008e-33,1.7378e-24,4.6236e-36
+SW_30,,,1.0163e-32,1.8020e-21,2.2514e-33,5.6595e-30,,7.3911e-28,1.8139e-19,2.7678e-33
+SW_60,,,1.3455e-28,4.1988e-20,6.8386e-28,1.0008e-33,7.3911e-28,,3.5608e-11,4.1233e-29
+SW_120,,,1.0596e-16,6.7358e-11,1.1889e-12,1.7378e-24,1.8139e-19,3.5608e-11,,9.9567e-17
+sFC,,,8.1735e-01,1.2406e-08,2.9687e-19,4.6236e-36,2.7678e-33,4.1233e-29,9.9567e-17,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv
new file mode 100644
index 00000000..2cdb9938
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,20.28,75.04,386.12,312.37,153.49,49.61,0.31
+DCC_bivariate_loop,,,20.28,,41.15,332.74,250.01,123.31,41.11,-18.73
+SW_cross_validated,,,75.04,41.15,,327.53,240.37,100.45,26.23,-68.23
+SW_15,,,386.12,332.74,327.53,,-120.95,-184.99,-121.85,-369.87
+SW_30,,,312.37,250.01,240.37,-120.95,,-88.27,-65.03,-292.64
+SW_60,,,153.49,123.31,100.45,-184.99,-88.27,,-19.92,-146.82
+SW_120,,,49.61,41.11,26.23,-121.85,-65.03,-19.92,,-49.05
+sFC,,,0.31,-18.73,-68.23,-369.87,-292.64,-146.82,-49.05,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..a8393de7
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,9.07,33.56,172.68,139.70,68.64,22.19,0.14
+DCC_bivariate_loop,,,9.07,,18.40,148.81,111.81,55.14,18.39,8.38
+SW_cross_validated,,,33.56,18.40,,146.47,107.49,44.92,11.73,30.51
+SW_15,,,172.68,148.81,146.47,,54.09,82.73,54.49,165.41
+SW_30,,,139.70,111.81,107.49,54.09,,39.48,29.08,130.87
+SW_60,,,68.64,55.14,44.92,82.73,39.48,,8.91,65.66
+SW_120,,,22.19,18.39,11.73,54.49,29.08,8.91,,21.93
+sFC,,,0.14,8.38,30.51,165.41,130.87,65.66,21.93,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
new file mode 100644
index 00000000..9bfe425c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-20.2838,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-75.0368,-41.1457,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-386.1235,-332.7423,-327.5277,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-312.3745,-250.006,-240.3656,120.9549,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-153.489,-123.3072,-100.4515,184.9903,88.2744,-,0.0000,0.0000
+SW_120,nan,nan,-49.6143,-41.113,-26.2315,121.8521,65.0256,19.9233,-,0.0000
+sFC,nan,nan,-0.3134,18.7342,68.23,369.8713,292.6399,146.8243,49.0477,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
new file mode 100644
index 00000000..95e7f4bd
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,7.5517e-14,6.2942e-24,1.0097e-36,4.5802e-35,1.6349e-29,1.0417e-20,7.5761e-01
+DCC_bivariate_loop,,,7.5517e-14,,2.9419e-19,1.4695e-35,2.5209e-33,8.3858e-28,2.9838e-19,2.9687e-13
+SW_cross_validated,,,6.2942e-24,2.9419e-19,,1.9527e-35,5.1153e-33,3.3411e-26,8.5316e-16,3.4661e-23
+SW_15,,,1.0097e-36,1.4695e-35,1.9527e-35,,1.1856e-27,5.6898e-31,1.0381e-27,2.1894e-36
+SW_30,,,4.5802e-35,2.5209e-33,5.1153e-33,1.1856e-27,,3.4051e-25,8.2117e-23,1.4823e-34
+SW_60,,,1.6349e-29,8.3858e-28,3.3411e-26,5.6898e-31,3.4051e-25,,1.0293e-13,3.6330e-29
+SW_120,,,1.0417e-20,2.9838e-19,8.5316e-16,1.0381e-27,8.2117e-23,1.0293e-13,,1.2791e-20
+sFC,,,7.5761e-01,2.9687e-13,3.4661e-23,2.1894e-36,1.4823e-34,3.6330e-29,1.2791e-20,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv
new file mode 100644
index 00000000..6a8e3345
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,18.01,50.79,274.94,190.30,107.55,24.44,0.11
+DCC_bivariate_loop,,,18.01,,27.02,254.70,170.35,91.03,19.66,-18.80
+SW_cross_validated,,,50.79,27.02,,278.33,181.32,84.49,14.03,-54.88
+SW_15,,,274.94,254.70,278.33,,-87.52,-138.79,-57.16,-285.26
+SW_30,,,190.30,170.35,181.32,-87.52,,-60.24,-29.42,-198.25
+SW_60,,,107.55,91.03,84.49,-138.79,-60.24,,-9.22,-111.13
+SW_120,,,24.44,19.66,14.03,-57.16,-29.42,-9.22,,-24.49
+sFC,,,0.11,-18.80,-54.88,-285.26,-198.25,-111.13,-24.49,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..cdecc80a
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,8.06,22.71,122.96,85.11,48.10,10.93,0.05
+DCC_bivariate_loop,,,8.06,,12.08,113.91,76.18,40.71,8.79,8.41
+SW_cross_validated,,,22.71,12.08,,124.47,81.09,37.78,6.27,24.55
+SW_15,,,122.96,113.91,124.47,,39.14,62.07,25.56,127.57
+SW_30,,,85.11,76.18,81.09,39.14,,26.94,13.16,88.66
+SW_60,,,48.10,40.71,37.78,62.07,26.94,,4.13,49.70
+SW_120,,,10.93,8.79,6.27,25.56,13.16,4.13,,10.95
+sFC,,,0.05,8.41,24.55,127.57,88.66,49.70,10.95,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv
new file mode 100644
index 00000000..33cb87d8
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-18.0118,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-50.7876,-27.016,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-274.9381,-254.6993,-278.3309,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-190.3012,-170.3491,-181.3159,87.5245,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-107.5517,-91.0258,-84.4879,138.7882,60.2449,-,0.0000,0.0000
+SW_120,nan,nan,-24.4385,-19.6564,-14.0294,57.1577,29.4181,9.2243,-,0.0000
+sFC,nan,nan,-0.1062,18.7999,54.8847,285.2582,198.2456,111.1339,24.491,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
new file mode 100644
index 00000000..f913fc48
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,5.8234e-13,6.8590e-21,4.5563e-34,3.4193e-31,9.7914e-27,2.9521e-15,9.1658e-01
+DCC_bivariate_loop,,,5.8234e-13,,5.0827e-16,1.8038e-33,2.5079e-30,1.9620e-25,1.2989e-13,2.7956e-13
+SW_cross_validated,,,6.8590e-21,5.0827e-16,,3.6539e-34,8.1630e-31,7.4830e-25,3.9264e-11,1.7119e-21
+SW_15,,,4.5563e-34,1.8038e-33,3.6539e-34,,3.9690e-25,9.9980e-29,8.2790e-22,2.3476e-34
+SW_30,,,3.4193e-31,2.5079e-30,8.1630e-31,3.9690e-25,,3.2269e-22,1.1330e-16,1.6382e-31
+SW_60,,,9.7914e-27,1.9620e-25,7.4830e-25,9.9980e-29,3.2269e-22,,3.0483e-08,5.4335e-27
+SW_120,,,2.9521e-15,1.2989e-13,3.9264e-11,8.2790e-22,1.1330e-16,3.0483e-08,,2.8431e-15
+sFC,,,9.1658e-01,2.7956e-13,1.7119e-21,2.3476e-34,1.6382e-31,5.4335e-27,2.8431e-15,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv
new file mode 100644
index 00000000..495dd464
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_T.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,12.37,48.04,388.06,233.68,111.16,31.17,0.26
+DCC_bivariate_loop,,,12.37,,32.35,358.72,213.47,99.74,27.42,-12.56
+SW_cross_validated,,,48.04,32.35,,360.79,201.46,81.99,18.51,-49.86
+SW_15,,,388.06,358.72,360.79,,-120.78,-165.95,-84.51,-400.84
+SW_30,,,233.68,213.47,201.46,-120.78,,-66.89,-43.42,-240.21
+SW_60,,,111.16,99.74,81.99,-165.95,-66.89,,-13.86,-112.92
+SW_120,,,31.17,27.42,18.51,-84.51,-43.42,-13.86,,-31.19
+sFC,,,0.26,-12.56,-49.86,-400.84,-240.21,-112.92,-31.19,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
new file mode 100644
index 00000000..a7d83f6c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_cohen_d.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,5.70,21.49,173.55,104.50,49.71,13.94,0.12
+DCC_bivariate_loop,,,5.70,,14.99,164.04,96.98,44.56,11.97,5.81
+SW_cross_validated,,,21.49,14.99,,161.35,90.09,36.67,8.28,22.30
+SW_15,,,173.55,164.04,161.35,,54.01,74.21,37.79,179.26
+SW_30,,,104.50,96.98,90.09,54.01,,29.92,19.42,107.42
+SW_60,,,49.71,44.56,36.67,74.21,29.92,,6.20,50.50
+SW_120,,,13.94,11.97,8.28,37.79,19.42,6.20,,13.95
+sFC,,,0.12,5.81,22.30,179.26,107.42,50.50,13.95,
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv
new file mode 100644
index 00000000..44b9ed2c
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_ptests.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,-,nan,nan,nan,nan,nan,nan,nan,nan,nan
+SVWP_joint,nan,-,nan,nan,nan,nan,nan,nan,nan,nan
+DCC_joint,nan,nan,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,1.
+DCC_bivariate_loop,nan,nan,-12.4011,-,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_cross_validated,nan,nan,-48.0423,-32.6308,-,0.0000,0.0000,0.0000,0.0000,0.0000
+SW_15,nan,nan,-388.0596,-357.0116,-360.7932,-,0.0000,0.0000,0.0000,0.0000
+SW_30,nan,nan,-233.6782,-211.0771,-201.4579,120.7792,-,0.0000,0.0000,0.0000
+SW_60,nan,nan,-111.1591,-96.9792,-81.9903,165.9474,66.8938,-,0.0000,0.0000
+SW_120,nan,nan,-31.1709,-26.0558,-18.5133,84.5075,43.4169,13.8587,-,0.0000
+sFC,nan,nan,-0.2577,12.6455,49.8587,400.8401,240.2074,112.9244,31.1912,-
diff --git a/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
new file mode 100644
index 00000000..0dc96244
--- /dev/null
+++ b/results/fmri/sim/d50s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -0,0 +1,11 @@
+,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
+VWP_joint,,,,,,,,,,
+SVWP_joint,,,,,,,,,,
+DCC_joint,,,,8.6819e-10,1.8521e-20,9.2281e-37,8.4991e-33,5.4114e-27,4.0745e-17,7.9955e-01
+DCC_bivariate_loop,,,8.6819e-10,,6.2807e-16,2.1258e-34,2.2874e-30,4.2044e-22,1.1750e-10,1.0034e-09
+SW_cross_validated,,,1.8521e-20,6.2807e-16,,3.4242e-36,1.2268e-31,1.2826e-24,3.6385e-13,9.5411e-21
+SW_15,,,9.2281e-37,2.1258e-34,3.4242e-36,,1.2170e-27,4.0164e-30,7.4518e-25,5.1503e-37
+SW_30,,,8.4991e-33,2.2874e-30,1.2268e-31,1.2170e-27,,4.9417e-23,1.1287e-19,5.1762e-33
+SW_60,,,5.4114e-27,4.2044e-22,1.2826e-24,4.0164e-30,4.9417e-23,,4.8085e-11,4.0767e-27
+SW_120,,,4.0745e-17,1.1750e-10,3.6385e-13,7.4518e-25,1.1287e-19,4.8085e-11,,4.0277e-17
+sFC,,,7.9955e-01,1.0034e-09,9.5411e-21,5.1503e-37,5.1762e-33,4.0767e-27,4.0277e-17,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index c369f579..50f4bbd3 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0109,0.0060,0.2579,0.0000,0.5113,0.0473,0.1705,0.1568
-DCC_joint,,0.0109,,0.4008,0.0050,0.0000,0.0165,0.7542,0.0025,0.1130
-DCC_bivariate_loop,,0.0060,0.4008,,0.0027,0.0000,0.0094,0.7532,0.0015,0.0437
-SW_cross_validated,,0.2579,0.0050,0.0027,,0.0022,0.1054,0.0144,0.8488,0.0375
-SW_15,,0.0000,0.0000,0.0000,0.0022,,0.0000,0.0000,0.0032,0.0000
-SW_30,,0.5113,0.0165,0.0094,0.1054,0.0000,,0.0809,0.0609,0.3271
-SW_60,,0.0473,0.7542,0.7532,0.0144,0.0000,0.0809,,0.0090,0.2087
-SW_120,,0.1705,0.0025,0.0015,0.8488,0.0032,0.0609,0.0090,,0.0202
-sFC,,0.1568,0.1130,0.0437,0.0375,0.0000,0.3271,0.2087,0.0202,
+SVWP_joint,,,1.0878e-02,6.0384e-03,2.5791e-01,3.3759e-06,5.1129e-01,4.7339e-02,1.7046e-01,1.5682e-01
+DCC_joint,,1.0878e-02,,4.0076e-01,4.9891e-03,1.0110e-08,1.6485e-02,7.5421e-01,2.5041e-03,1.1298e-01
+DCC_bivariate_loop,,6.0384e-03,4.0076e-01,,2.6812e-03,6.2930e-08,9.4360e-03,7.5319e-01,1.4579e-03,4.3714e-02
+SW_cross_validated,,2.5791e-01,4.9891e-03,2.6812e-03,,2.1793e-03,1.0536e-01,1.4424e-02,8.4883e-01,3.7534e-02
+SW_15,,3.3759e-06,1.0110e-08,6.2930e-08,2.1793e-03,,1.2706e-07,3.2629e-06,3.1554e-03,4.5232e-08
+SW_30,,5.1129e-01,1.6485e-02,9.4360e-03,1.0536e-01,1.2706e-07,,8.0915e-02,6.0913e-02,3.2713e-01
+SW_60,,4.7339e-02,7.5421e-01,7.5319e-01,1.4424e-02,3.2629e-06,8.0915e-02,,9.0245e-03,2.0870e-01
+SW_120,,1.7046e-01,2.5041e-03,1.4579e-03,8.4883e-01,3.1554e-03,6.0913e-02,9.0245e-03,,2.0209e-02
+sFC,,1.5682e-01,1.1298e-01,4.3714e-02,3.7534e-02,4.5232e-08,3.2713e-01,2.0870e-01,2.0209e-02,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index d6ba49a4..2e15ffcc 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0112,0.0045,0.3388,0.0000,0.0000,0.0315,0.8967,0.0025
-DCC_joint,,0.0112,,0.7128,0.0477,0.0000,0.0344,0.6591,0.0129,0.0000
-DCC_bivariate_loop,,0.0045,0.7128,,0.0193,0.0000,0.0722,0.4213,0.0051,0.0000
-SW_cross_validated,,0.3388,0.0477,0.0193,,0.0000,0.0001,0.1276,0.3981,0.0002
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0344,0.0722,0.0001,0.0001,,0.0132,0.0000,0.0000
-SW_60,,0.0315,0.6591,0.4213,0.1276,0.0000,0.0132,,0.0367,0.0000
-SW_120,,0.8967,0.0129,0.0051,0.3981,0.0000,0.0000,0.0367,,0.0017
-sFC,,0.0025,0.0000,0.0000,0.0002,0.0000,0.0000,0.0000,0.0017,
+SVWP_joint,,,1.1174e-02,4.5144e-03,3.3884e-01,1.5158e-09,3.4941e-05,3.1458e-02,8.9675e-01,2.5367e-03
+DCC_joint,,1.1174e-02,,7.1285e-01,4.7702e-02,9.6923e-07,3.4351e-02,6.5908e-01,1.2878e-02,1.4578e-05
+DCC_bivariate_loop,,4.5144e-03,7.1285e-01,,1.9267e-02,1.9380e-06,7.2187e-02,4.2132e-01,5.1228e-03,6.6467e-06
+SW_cross_validated,,3.3884e-01,4.7702e-02,1.9267e-02,,1.0302e-09,1.0051e-04,1.2765e-01,3.9814e-01,2.3524e-04
+SW_15,,1.5158e-09,9.6923e-07,1.9380e-06,1.0302e-09,,6.1031e-05,4.2233e-07,1.1342e-09,9.4982e-11
+SW_30,,3.4941e-05,3.4351e-02,7.2187e-02,1.0051e-04,6.1031e-05,,1.3244e-02,3.5089e-05,1.4163e-07
+SW_60,,3.1458e-02,6.5908e-01,4.2132e-01,1.2765e-01,4.2233e-07,1.3244e-02,,3.6709e-02,3.7845e-05
+SW_120,,8.9675e-01,1.2878e-02,5.1228e-03,3.9814e-01,1.1342e-09,3.5089e-05,3.6709e-02,,1.7186e-03
+sFC,,2.5367e-03,1.4578e-05,6.6467e-06,2.3524e-04,9.4982e-11,1.4163e-07,3.7845e-05,1.7186e-03,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index 4e471830..c389a0a8 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.9373,0.5773,0.0096,0.0000,0.0000,0.0001,0.0004,0.9489
-DCC_joint,,0.9373,,0.3274,0.0009,0.0000,0.0000,0.0000,0.0000,0.9694
-DCC_bivariate_loop,,0.5773,0.3274,,0.0051,0.0000,0.0000,0.0000,0.0000,0.2412
-SW_cross_validated,,0.0096,0.0009,0.0051,,0.0000,0.0002,0.0538,0.3381,0.0004
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0002,0.0001,,0.0105,0.0000,0.0000
-SW_60,,0.0001,0.0000,0.0000,0.0538,0.0000,0.0105,,0.1079,0.0000
-SW_120,,0.0004,0.0000,0.0000,0.3381,0.0000,0.0000,0.1079,,0.0000
-sFC,,0.9489,0.9694,0.2412,0.0004,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.3727e-01,5.7730e-01,9.5653e-03,6.3955e-09,6.5284e-07,8.9690e-05,3.6671e-04,9.4887e-01
+DCC_joint,,9.3727e-01,,3.2739e-01,9.1648e-04,6.7926e-12,3.9860e-10,7.0560e-07,5.8438e-07,9.6937e-01
+DCC_bivariate_loop,,5.7730e-01,3.2739e-01,,5.1328e-03,2.5406e-11,2.3424e-09,4.6614e-06,6.9852e-06,2.4119e-01
+SW_cross_validated,,9.5653e-03,9.1648e-04,5.1328e-03,,3.0624e-07,2.0604e-04,5.3827e-02,3.3806e-01,3.5811e-04
+SW_15,,6.3955e-09,6.7926e-12,2.5406e-11,3.0624e-07,,1.2817e-04,2.4484e-06,6.0488e-09,2.6821e-13
+SW_30,,6.5284e-07,3.9860e-10,2.3424e-09,2.0604e-04,1.2817e-04,,1.0535e-02,1.5266e-05,6.4163e-12
+SW_60,,8.9690e-05,7.0560e-07,4.6614e-06,5.3827e-02,2.4484e-06,1.0535e-02,,1.0793e-01,7.3377e-08
+SW_120,,3.6671e-04,5.8438e-07,6.9852e-06,3.3806e-01,6.0488e-09,1.5266e-05,1.0793e-01,,7.0800e-09
+sFC,,9.4887e-01,9.6937e-01,2.4119e-01,3.5811e-04,2.6821e-13,6.4163e-12,7.3377e-08,7.0800e-09,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index 54264a6a..6e38ed2c 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0927,0.0043,0.4750,0.0000,0.0004,0.0796,0.6010,0.0000
-DCC_joint,,0.0927,,0.1122,0.2056,0.0000,0.0080,0.7320,0.2425,0.0000
-DCC_bivariate_loop,,0.0043,0.1122,,0.0063,0.0000,0.1851,0.3008,0.0143,0.0000
-SW_cross_validated,,0.4750,0.2056,0.0063,,0.0000,0.0003,0.1660,0.9090,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0004,0.0080,0.1851,0.0003,0.0000,,0.0394,0.0011,0.0000
-SW_60,,0.0796,0.7320,0.3008,0.1660,0.0000,0.0394,,0.1884,0.0000
-SW_120,,0.6010,0.2425,0.0143,0.9090,0.0000,0.0011,0.1884,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.2686e-02,4.3412e-03,4.7503e-01,5.2423e-09,3.5143e-04,7.9640e-02,6.0098e-01,1.4785e-12
+DCC_joint,,9.2686e-02,,1.1221e-01,2.0563e-01,1.7570e-08,8.0392e-03,7.3197e-01,2.4245e-01,7.8104e-13
+DCC_bivariate_loop,,4.3412e-03,1.1221e-01,,6.2674e-03,5.8440e-07,1.8510e-01,3.0075e-01,1.4270e-02,1.2866e-11
+SW_cross_validated,,4.7503e-01,2.0563e-01,6.2674e-03,,4.4047e-10,3.4327e-04,1.6597e-01,9.0900e-01,1.1706e-14
+SW_15,,5.2423e-09,1.7570e-08,5.8440e-07,4.4047e-10,,3.1901e-05,7.6144e-07,1.1911e-08,3.4371e-07
+SW_30,,3.5143e-04,8.0392e-03,1.8510e-01,3.4327e-04,3.1901e-05,,3.9394e-02,1.1093e-03,5.7552e-10
+SW_60,,7.9640e-02,7.3197e-01,3.0075e-01,1.6597e-01,7.6144e-07,3.9394e-02,,1.8841e-01,1.4709e-10
+SW_120,,6.0098e-01,2.4245e-01,1.4270e-02,9.0900e-01,1.1911e-08,1.1093e-03,1.8841e-01,,2.4830e-12
+sFC,,1.4785e-12,7.8104e-13,1.2866e-11,1.1706e-14,3.4371e-07,5.7552e-10,1.4709e-10,2.4830e-12,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index 8fe54ebd..6cd4730a 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0055,0.0094,0.0000,0.4794,0.5449,0.0000,0.0000
-DCC_joint,,0.0001,,0.0500,0.0046,0.0119,0.0000,0.0001,0.0005,0.0000
-DCC_bivariate_loop,,0.0055,0.0500,,0.4697,0.0001,0.0067,0.0032,0.0000,0.0000
-SW_cross_validated,,0.0094,0.0046,0.4697,,0.0000,0.0109,0.0053,0.0000,0.0000
-SW_15,,0.0000,0.0119,0.0001,0.0000,,0.0000,0.0000,0.0517,0.0000
-SW_30,,0.4794,0.0000,0.0067,0.0109,0.0000,,0.2052,0.0000,0.0000
-SW_60,,0.5449,0.0001,0.0032,0.0053,0.0000,0.2052,,0.0000,0.0000
-SW_120,,0.0000,0.0005,0.0000,0.0000,0.0517,0.0000,0.0000,,0.0199
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0199,
+SVWP_joint,,,1.1245e-04,5.4602e-03,9.4420e-03,1.3787e-06,4.7945e-01,5.4488e-01,4.9055e-07,6.2630e-11
+DCC_joint,,1.1245e-04,,4.9998e-02,4.5786e-03,1.1852e-02,4.8230e-05,1.1605e-04,5.2698e-04,1.2227e-09
+DCC_bivariate_loop,,5.4602e-03,4.9998e-02,,4.6971e-01,1.4942e-04,6.6623e-03,3.1899e-03,2.0712e-05,7.4019e-11
+SW_cross_validated,,9.4420e-03,4.5786e-03,4.6971e-01,,5.8776e-06,1.0913e-02,5.3361e-03,2.6503e-06,2.0030e-13
+SW_15,,1.3787e-06,1.1852e-02,1.4942e-04,5.8776e-06,,2.5620e-07,2.5094e-06,5.1679e-02,7.3854e-07
+SW_30,,4.7945e-01,4.8230e-05,6.6623e-03,1.0913e-02,2.5620e-07,,2.0517e-01,2.0651e-07,5.4472e-13
+SW_60,,5.4488e-01,1.1605e-04,3.1899e-03,5.3361e-03,2.5094e-06,2.0517e-01,,6.9001e-07,5.3624e-10
+SW_120,,4.9055e-07,5.2698e-04,2.0712e-05,2.6503e-06,5.1679e-02,2.0651e-07,6.9001e-07,,1.9936e-02
+sFC,,6.2630e-11,1.2227e-09,7.4019e-11,2.0030e-13,7.3854e-07,5.4472e-13,5.3624e-10,1.9936e-02,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index 4e47a086..602f8f9b 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2678,0.1016,0.0396,0.0000,0.0000,0.0014,0.0059,0.1605
-DCC_joint,,0.2678,,0.6998,0.3671,0.0000,0.0002,0.0516,0.1548,0.0323
-DCC_bivariate_loop,,0.1016,0.6998,,0.5583,0.0000,0.0002,0.0853,0.2573,0.0062
-SW_cross_validated,,0.0396,0.3671,0.5583,,0.0000,0.0031,0.2939,0.6499,0.0028
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0002,0.0002,0.0031,0.0000,,0.0262,0.0033,0.0000
-SW_60,,0.0014,0.0516,0.0853,0.2939,0.0000,0.0262,,0.4896,0.0000
-SW_120,,0.0059,0.1548,0.2573,0.6499,0.0000,0.0033,0.4896,,0.0002
-sFC,,0.1605,0.0323,0.0062,0.0028,0.0000,0.0000,0.0000,0.0002,
+SVWP_joint,,,2.6784e-01,1.0156e-01,3.9590e-02,3.4926e-12,4.1219e-07,1.3727e-03,5.9093e-03,1.6054e-01
+DCC_joint,,2.6784e-01,,6.9976e-01,3.6707e-01,1.3170e-09,2.1965e-04,5.1610e-02,1.5484e-01,3.2256e-02
+DCC_bivariate_loop,,1.0156e-01,6.9976e-01,,5.5830e-01,5.3225e-10,2.2347e-04,8.5253e-02,2.5732e-01,6.2305e-03
+SW_cross_validated,,3.9590e-02,3.6707e-01,5.5830e-01,,7.9504e-09,3.1236e-03,2.9394e-01,6.4990e-01,2.7925e-03
+SW_15,,3.4926e-12,1.3170e-09,5.3225e-10,7.9504e-09,,1.0636e-08,1.0571e-08,1.7360e-09,8.7657e-14
+SW_30,,4.1219e-07,2.1965e-04,2.2347e-04,3.1236e-03,1.0636e-08,,2.6218e-02,3.3093e-03,3.4650e-09
+SW_60,,1.3727e-03,5.1610e-02,8.5253e-02,2.9394e-01,1.0571e-08,2.6218e-02,,4.8958e-01,4.4367e-05
+SW_120,,5.9093e-03,1.5484e-01,2.5732e-01,6.4990e-01,1.7360e-09,3.3093e-03,4.8958e-01,,1.7748e-04
+sFC,,1.6054e-01,3.2256e-02,6.2305e-03,2.7925e-03,8.7657e-14,3.4650e-09,4.4367e-05,1.7748e-04,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index e12397de..302d48cd 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0178,0.0002,0.7331,0.0000,0.0012,0.8122,0.6837,0.0000
-DCC_joint,,0.0178,,0.0345,0.0350,0.0000,0.1128,0.0317,0.0073,0.0000
-DCC_bivariate_loop,,0.0002,0.0345,,0.0004,0.0001,0.6709,0.0004,0.0001,0.0000
-SW_cross_validated,,0.7331,0.0350,0.0004,,0.0000,0.0022,0.9227,0.4545,0.0000
-SW_15,,0.0000,0.0000,0.0001,0.0000,,0.0001,0.0000,0.0000,0.0000
-SW_30,,0.0012,0.1128,0.6709,0.0022,0.0001,,0.0020,0.0005,0.0000
-SW_60,,0.8122,0.0317,0.0004,0.9227,0.0000,0.0020,,0.5240,0.0000
-SW_120,,0.6837,0.0073,0.0001,0.4545,0.0000,0.0005,0.5240,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.7845e-02,2.1150e-04,7.3309e-01,3.4864e-09,1.1922e-03,8.1219e-01,6.8367e-01,1.1852e-14
+DCC_joint,,1.7845e-02,,3.4490e-02,3.5015e-02,2.5137e-07,1.1283e-01,3.1717e-02,7.2602e-03,2.4616e-13
+DCC_bivariate_loop,,2.1150e-04,3.4490e-02,,3.9394e-04,1.2670e-04,6.7089e-01,3.8242e-04,9.2765e-05,1.4404e-10
+SW_cross_validated,,7.3309e-01,3.5015e-02,3.9394e-04,,5.2196e-09,2.1657e-03,9.2266e-01,4.5455e-01,1.3706e-14
+SW_15,,3.4864e-09,2.5137e-07,1.2670e-04,5.2196e-09,,9.2191e-05,6.2666e-09,1.8397e-09,1.4089e-07
+SW_30,,1.1922e-03,1.1283e-01,6.7089e-01,2.1657e-03,9.2191e-05,,2.0330e-03,5.4673e-04,3.4690e-10
+SW_60,,8.1219e-01,3.1717e-02,3.8242e-04,9.2266e-01,6.2666e-09,2.0330e-03,,5.2404e-01,2.3697e-14
+SW_120,,6.8367e-01,7.2602e-03,9.2765e-05,4.5455e-01,1.8397e-09,5.4673e-04,5.2404e-01,,7.1641e-15
+sFC,,1.1852e-14,2.4616e-13,1.4404e-10,1.3706e-14,1.4089e-07,3.4690e-10,2.3697e-14,7.1641e-15,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 40785953..8ebb8121 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.1201
-DCC_joint,,0.0000,,0.3372,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_bivariate_loop,,0.0000,0.3372,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0025
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0645,0.9985,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0645,0.0000,0.0000,,0.0134,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.9985,0.0000,0.0000,0.0134,,0.0000
-sFC,,0.1201,0.0001,0.0025,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.0876e-07,2.4536e-05,2.9361e-06,3.5983e-19,2.3072e-15,6.1277e-10,3.2482e-08,1.2013e-01
+DCC_joint,,6.0876e-07,,3.3717e-01,2.7564e-10,5.6405e-24,1.5888e-21,8.2472e-15,1.3497e-13,1.3678e-04
+DCC_bivariate_loop,,2.4536e-05,3.3717e-01,,2.0634e-09,2.9659e-21,2.9632e-18,3.4313e-13,6.0153e-12,2.5291e-03
+SW_cross_validated,,2.9361e-06,2.7564e-10,2.0634e-09,,1.4492e-13,1.2053e-07,6.4479e-02,9.9853e-01,4.2875e-07
+SW_15,,3.5983e-19,5.6405e-24,2.9659e-21,1.4492e-13,,1.0586e-16,4.5096e-16,5.6011e-17,7.5703e-19
+SW_30,,2.3072e-15,1.5888e-21,2.9632e-18,1.2053e-07,1.0586e-16,,9.0906e-09,6.7681e-11,2.9487e-15
+SW_60,,6.1277e-10,8.2472e-15,3.4313e-13,6.4479e-02,4.5096e-16,9.0906e-09,,1.3387e-02,1.8098e-10
+SW_120,,3.2482e-08,1.3497e-13,6.0153e-12,9.9853e-01,5.6011e-17,6.7681e-11,1.3387e-02,,5.8292e-09
+sFC,,1.2013e-01,1.3678e-04,2.5291e-03,4.2875e-07,7.5703e-19,2.9487e-15,1.8098e-10,5.8292e-09,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index e8b9d5d4..11b605b7 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0011,0.1077,0.0000,0.0000,0.0000,0.0000,0.0000,0.0126
-DCC_joint,,0.0011,,0.0089,0.0000,0.0000,0.0000,0.0000,0.0000,0.4924
-DCC_bivariate_loop,,0.1077,0.0089,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1311
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0297,0.9622,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0297,0.0000,0.0000,,0.0071,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.9622,0.0000,0.0000,0.0071,,0.0000
-sFC,,0.0126,0.4924,0.1311,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.0669e-03,1.0766e-01,3.3471e-05,1.6041e-17,1.0974e-13,4.0288e-10,3.2089e-06,1.2552e-02
+DCC_joint,,1.0669e-03,,8.8656e-03,1.0784e-07,3.1952e-21,1.0056e-17,5.6214e-14,2.5767e-09,4.9242e-01
+DCC_bivariate_loop,,1.0766e-01,8.8656e-03,,1.4528e-06,2.3565e-20,1.2670e-16,1.0092e-12,4.9652e-08,1.3115e-01
+SW_cross_validated,,3.3471e-05,1.0784e-07,1.4528e-06,,1.9425e-11,3.4946e-06,2.9667e-02,9.6223e-01,5.8027e-07
+SW_15,,1.6041e-17,3.1952e-21,2.3565e-20,1.9425e-11,,4.9064e-13,7.5328e-15,2.4183e-13,7.4720e-19
+SW_30,,1.0974e-13,1.0056e-17,1.2670e-16,3.4946e-06,4.9064e-13,,3.8110e-07,9.5753e-08,2.1406e-15
+SW_60,,4.0288e-10,5.6214e-14,1.0092e-12,2.9667e-02,7.5328e-15,3.8110e-07,,7.1351e-03,3.9912e-12
+SW_120,,3.2089e-06,2.5767e-09,4.9652e-08,9.6223e-01,2.4183e-13,9.5753e-08,7.1351e-03,,2.9819e-08
+sFC,,1.2552e-02,4.9242e-01,1.3115e-01,5.8027e-07,7.4720e-19,2.1406e-15,3.9912e-12,2.9819e-08,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 5807517f..e626c5ed 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0002,0.0169,0.0001,0.0000,0.0000,0.0000,0.0000,0.4795
-DCC_joint,,0.0002,,0.0321,0.0000,0.0000,0.0000,0.0000,0.0000,0.0015
-DCC_bivariate_loop,,0.0169,0.0321,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0858
-SW_cross_validated,,0.0001,0.0000,0.0000,,0.0000,0.0000,0.0090,0.5337,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0090,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.5337,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.4795,0.0015,0.0858,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.1255e-04,1.6854e-02,9.9856e-05,1.0558e-16,4.1145e-13,2.5880e-10,3.4746e-08,4.7952e-01
+DCC_joint,,2.1255e-04,,3.2099e-02,5.5020e-08,1.0694e-21,7.7567e-19,1.0794e-16,5.8912e-15,1.4587e-03
+DCC_bivariate_loop,,1.6854e-02,3.2099e-02,,8.3933e-07,1.4202e-19,2.0456e-16,5.1139e-14,3.7223e-12,8.5760e-02
+SW_cross_validated,,9.9856e-05,5.5020e-08,8.3933e-07,,1.3806e-11,1.4331e-06,9.0448e-03,5.3369e-01,2.8713e-05
+SW_15,,1.0558e-16,1.0694e-21,1.4202e-19,1.3806e-11,,4.8304e-13,2.4366e-16,1.3740e-17,4.8070e-17
+SW_30,,4.1145e-13,7.7567e-19,2.0456e-16,1.4331e-06,4.8304e-13,,9.4301e-09,9.1576e-12,1.3842e-13
+SW_60,,2.5880e-10,1.0794e-16,5.1139e-14,9.0448e-03,2.4366e-16,9.4301e-09,,2.7542e-05,6.3201e-11
+SW_120,,3.4746e-08,5.8912e-15,3.7223e-12,5.3369e-01,1.3740e-17,9.1576e-12,2.7542e-05,,6.4517e-09
+sFC,,4.7952e-01,1.4587e-03,8.5760e-02,2.8713e-05,4.8070e-17,1.3842e-13,6.3201e-11,6.4517e-09,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index cf1bf2b8..76a92be2 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2856,0.0221,0.0000,0.0000,0.0000,0.0000,0.0000,0.0250
-DCC_joint,,0.2856,,0.0065,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0221,0.0065,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0087,0.7839,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0087,0.0000,0.0000,,0.0036,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.7839,0.0000,0.0000,0.0036,,0.0000
-sFC,,0.0250,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.8560e-01,2.2102e-02,5.8094e-06,3.4498e-15,4.4178e-11,1.1477e-07,6.6821e-06,2.4964e-02
+DCC_joint,,2.8560e-01,,6.5231e-03,2.4192e-10,9.1768e-23,3.8268e-18,3.0437e-12,1.4189e-10,9.1104e-07
+DCC_bivariate_loop,,2.2102e-02,6.5231e-03,,1.3485e-11,1.5523e-23,4.0257e-19,2.6794e-13,7.0647e-12,5.0967e-09
+SW_cross_validated,,5.8094e-06,2.4192e-10,1.3485e-11,,2.0443e-16,1.5899e-09,8.6956e-03,7.8393e-01,2.5788e-06
+SW_15,,3.4498e-15,9.1768e-23,1.5523e-23,2.0443e-16,,4.2197e-17,1.9355e-15,4.5311e-17,6.7697e-21
+SW_30,,4.4178e-11,3.8268e-18,4.0257e-19,1.5899e-09,4.2197e-17,,5.4470e-07,3.3537e-10,1.7831e-15
+SW_60,,1.1477e-07,3.0437e-12,2.6794e-13,8.6956e-03,1.9355e-15,5.4470e-07,,3.6003e-03,5.5458e-09
+SW_120,,6.6821e-06,1.4189e-10,7.0647e-12,7.8393e-01,4.5311e-17,3.3537e-10,3.6003e-03,,2.3389e-06
+sFC,,2.4964e-02,9.1104e-07,5.0967e-09,2.5788e-06,6.7697e-21,1.7831e-15,5.5458e-09,2.3389e-06,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 4b110cab..4422b78b 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.9645,0.1461,0.0000,0.0000,0.0000,0.0000,0.0000,0.0427
-DCC_joint,,0.9645,,0.0258,0.0000,0.0000,0.0000,0.0000,0.0000,0.0006
-DCC_bivariate_loop,,0.1461,0.0258,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0012,0.3034,0.1565,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0012,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.3034,0.0000,0.0000,,0.5170,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1565,0.0000,0.0000,0.5170,,0.0000
-sFC,,0.0427,0.0006,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.6446e-01,1.4613e-01,2.8324e-07,6.4417e-15,8.9290e-11,2.4404e-07,6.2382e-06,4.2652e-02
+DCC_joint,,9.6446e-01,,2.5795e-02,2.9026e-09,4.7985e-20,5.7671e-15,2.5223e-10,1.2371e-07,5.9875e-04
+DCC_bivariate_loop,,1.4613e-01,2.5795e-02,,1.3487e-09,1.9207e-18,3.8435e-14,2.3182e-10,3.4617e-08,3.0607e-05
+SW_cross_validated,,2.8324e-07,2.9026e-09,1.3487e-09,,4.6848e-11,1.2448e-03,3.0341e-01,1.5651e-01,2.0554e-07
+SW_15,,6.4417e-15,4.7985e-20,1.9207e-18,4.6848e-11,,8.5130e-12,1.3500e-13,1.0290e-11,1.6571e-18
+SW_30,,8.9290e-11,5.7671e-15,3.8435e-14,1.2448e-03,8.5130e-12,,6.5034e-06,3.2592e-05,4.4477e-13
+SW_60,,2.4404e-07,2.5223e-10,2.3182e-10,3.0341e-01,1.3500e-13,6.5034e-06,,5.1698e-01,5.1847e-08
+SW_120,,6.2382e-06,1.2371e-07,3.4617e-08,1.5651e-01,1.0290e-11,3.2592e-05,5.1698e-01,,1.3221e-05
+sFC,,4.2652e-02,5.9875e-04,3.0607e-05,2.0554e-07,1.6571e-18,4.4477e-13,5.1847e-08,1.3221e-05,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 03acfe12..791e0276 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0014,0.0000,0.0000,0.0000,0.0000,0.0000,0.0430
-DCC_joint,,0.0000,,0.0025,0.0000,0.0000,0.0000,0.0000,0.0000,0.0031
-DCC_bivariate_loop,,0.0014,0.0025,,0.0000,0.0000,0.0000,0.0000,0.0000,0.2504
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0010,0.4898,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0010,0.0000,0.0000,,0.0009,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.4898,0.0000,0.0000,0.0009,,0.0000
-sFC,,0.0430,0.0031,0.2504,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.6086e-05,1.3677e-03,1.9037e-05,2.2337e-16,7.1280e-13,4.6681e-09,1.2497e-06,4.2970e-02
+DCC_joint,,1.6086e-05,,2.4786e-03,3.6436e-11,5.1469e-22,3.1157e-20,6.7355e-16,2.8562e-13,3.0689e-03
+DCC_bivariate_loop,,1.3677e-03,2.4786e-03,,5.6673e-10,1.0434e-21,9.4808e-20,5.0508e-15,3.8191e-12,2.5037e-01
+SW_cross_validated,,1.9037e-05,3.6436e-11,5.6673e-10,,5.5742e-15,8.3069e-10,1.0409e-03,4.8980e-01,1.2769e-07
+SW_15,,2.2337e-16,5.1469e-22,1.0434e-21,5.5742e-15,,1.4037e-15,9.8881e-17,1.2955e-16,1.0828e-17
+SW_30,,7.1280e-13,3.1157e-20,9.4808e-20,8.3069e-10,1.4037e-15,,3.2770e-10,2.2320e-11,1.1599e-14
+SW_60,,4.6681e-09,6.7355e-16,5.0508e-15,1.0409e-03,9.8881e-17,3.2770e-10,,9.3054e-04,3.6159e-11
+SW_120,,1.2497e-06,2.8562e-13,3.8191e-12,4.8980e-01,1.2955e-16,2.2320e-11,9.3054e-04,,6.0848e-09
+sFC,,4.2970e-02,3.0689e-03,2.5037e-01,1.2769e-07,1.0828e-17,1.1599e-14,3.6159e-11,6.0848e-09,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index da23b526..95e4819f 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0835,0.4649,0.0008,0.0000,0.0000,0.0000,0.0000,0.0008
-DCC_joint,,0.0835,,0.0001,0.0035,0.0000,0.0000,0.0000,0.0000,0.0004
-DCC_bivariate_loop,,0.4649,0.0001,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0008,0.0035,0.0000,,0.0000,0.0000,0.0827,0.6059,0.1200
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0827,0.0000,0.0000,,0.0150,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.6059,0.0000,0.0000,0.0150,,0.0001
-sFC,,0.0008,0.0004,0.0000,0.1200,0.0000,0.0000,0.0000,0.0001,
+SVWP_joint,,,8.3510e-02,4.6492e-01,8.4497e-04,1.1188e-14,5.9525e-11,2.5389e-07,6.1502e-06,7.5464e-04
+DCC_joint,,8.3510e-02,,7.3961e-05,3.5492e-03,2.7947e-19,4.6553e-15,1.1597e-09,2.7418e-07,3.9046e-04
+DCC_bivariate_loop,,4.6492e-01,7.3961e-05,,2.5124e-05,5.3078e-21,1.9696e-17,8.9589e-13,9.6564e-11,2.6821e-09
+SW_cross_validated,,8.4497e-04,3.5492e-03,2.5124e-05,,3.9808e-11,4.5505e-06,8.2701e-02,6.0586e-01,1.2004e-01
+SW_15,,1.1188e-14,2.7947e-19,5.3078e-21,3.9808e-11,,3.4390e-14,1.2842e-16,9.9354e-17,9.9890e-20
+SW_30,,5.9525e-11,4.6553e-15,1.9696e-17,4.5505e-06,3.4390e-14,,1.5242e-09,1.0991e-10,7.3618e-15
+SW_60,,2.5389e-07,1.1597e-09,8.9589e-13,8.2701e-02,1.2842e-16,1.5242e-09,,1.5029e-02,8.6399e-08
+SW_120,,6.1502e-06,2.7418e-07,9.6564e-11,6.0586e-01,9.9354e-17,1.0991e-10,1.5029e-02,,1.2566e-04
+sFC,,7.5464e-04,3.9046e-04,2.6821e-09,1.2004e-01,9.9890e-20,7.3618e-15,8.6399e-08,1.2566e-04,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index 82dd6e14..0d9e37bc 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0000,0.9530,0.0000,0.0000,0.0011,0.8518,0.0619
-DCC_joint,,0.0001,,0.0010,0.0021,0.2062,0.0171,0.2582,0.0028,0.0019
-DCC_bivariate_loop,,0.0000,0.0010,,0.0000,0.0178,0.3840,0.3350,0.0001,0.0000
-SW_cross_validated,,0.9530,0.0021,0.0000,,0.0009,0.0002,0.0034,0.8352,0.1418
-SW_15,,0.0000,0.2062,0.0178,0.0009,,0.1485,0.5704,0.0011,0.0007
-SW_30,,0.0000,0.0171,0.3840,0.0002,0.1485,,0.7193,0.0003,0.0002
-SW_60,,0.0011,0.2582,0.3350,0.0034,0.5704,0.7193,,0.0044,0.0131
-SW_120,,0.8518,0.0028,0.0001,0.8352,0.0011,0.0003,0.0044,,0.2009
-sFC,,0.0619,0.0019,0.0000,0.1418,0.0007,0.0002,0.0131,0.2009,
+SVWP_joint,,,7.0057e-05,1.9790e-06,9.5298e-01,3.6592e-05,1.3684e-05,1.1407e-03,8.5181e-01,6.1869e-02
+DCC_joint,,7.0057e-05,,1.0262e-03,2.1126e-03,2.0620e-01,1.7072e-02,2.5825e-01,2.7639e-03,1.8704e-03
+DCC_bivariate_loop,,1.9790e-06,1.0262e-03,,4.5627e-05,1.7754e-02,3.8404e-01,3.3502e-01,5.1726e-05,1.5986e-05
+SW_cross_validated,,9.5298e-01,2.1126e-03,4.5627e-05,,8.6170e-04,2.1255e-04,3.3549e-03,8.3515e-01,1.4179e-01
+SW_15,,3.6592e-05,2.0620e-01,1.7754e-02,8.6170e-04,,1.4853e-01,5.7040e-01,1.0896e-03,7.0505e-04
+SW_30,,1.3684e-05,1.7072e-02,3.8404e-01,2.1255e-04,1.4853e-01,,7.1932e-01,2.5706e-04,1.7085e-04
+SW_60,,1.1407e-03,2.5825e-01,3.3502e-01,3.3549e-03,5.7040e-01,7.1932e-01,,4.4143e-03,1.3095e-02
+SW_120,,8.5181e-01,2.7639e-03,5.1726e-05,8.3515e-01,1.0896e-03,2.5706e-04,4.4143e-03,,2.0088e-01
+sFC,,6.1869e-02,1.8704e-03,1.5986e-05,1.4179e-01,7.0505e-04,1.7085e-04,1.3095e-02,2.0088e-01,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index d4a181ff..b9b38d55 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0002,0.0024,0.1250,0.0002,0.0187,0.0772,0.4973,0.0088
-DCC_joint,,0.0002,,0.0349,0.0000,0.0000,0.0000,0.0000,0.0000,0.5427
-DCC_bivariate_loop,,0.0024,0.0349,,0.0000,0.0000,0.0000,0.0000,0.0000,0.6903
-SW_cross_validated,,0.1250,0.0000,0.0000,,0.0003,0.1857,0.5921,0.2493,0.0001
-SW_15,,0.0002,0.0000,0.0000,0.0003,,0.0090,0.0075,0.0000,0.0000
-SW_30,,0.0187,0.0000,0.0000,0.1857,0.0090,,0.5548,0.0230,0.0000
-SW_60,,0.0772,0.0000,0.0000,0.5921,0.0075,0.5548,,0.1431,0.0001
-SW_120,,0.4973,0.0000,0.0000,0.2493,0.0000,0.0230,0.1431,,0.0006
-sFC,,0.0088,0.5427,0.6903,0.0001,0.0000,0.0000,0.0001,0.0006,
+SVWP_joint,,,2.2885e-04,2.4368e-03,1.2505e-01,1.8105e-04,1.8731e-02,7.7156e-02,4.9734e-01,8.8336e-03
+DCC_joint,,2.2885e-04,,3.4897e-02,8.0268e-09,8.9958e-13,7.4991e-10,1.2302e-07,3.4684e-07,5.4265e-01
+DCC_bivariate_loop,,2.4368e-03,3.4897e-02,,1.5744e-07,1.0290e-11,1.0990e-08,1.4469e-06,7.6645e-06,6.9030e-01
+SW_cross_validated,,1.2505e-01,8.0268e-09,1.5744e-07,,3.0515e-04,1.8572e-01,5.9207e-01,2.4933e-01,6.1764e-05
+SW_15,,1.8105e-04,8.9958e-13,1.0290e-11,3.0515e-04,,9.0437e-03,7.4720e-03,3.5353e-05,1.1671e-07
+SW_30,,1.8731e-02,7.4991e-10,1.0990e-08,1.8572e-01,9.0437e-03,,5.5481e-01,2.3005e-02,8.2505e-06
+SW_60,,7.7156e-02,1.2302e-07,1.4469e-06,5.9207e-01,7.4720e-03,5.5481e-01,,1.4313e-01,7.2766e-05
+SW_120,,4.9734e-01,3.4684e-07,7.6645e-06,2.4933e-01,3.5353e-05,2.3005e-02,1.4313e-01,,5.7342e-04
+sFC,,8.8336e-03,5.4265e-01,6.9030e-01,6.1764e-05,1.1671e-07,8.2505e-06,7.2766e-05,5.7342e-04,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index 3769ebcd..59695bae 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.6901,0.8781,0.0191,0.0000,0.0001,0.0005,0.0015,0.9739
-DCC_joint,,0.6901,,0.2913,0.0010,0.0000,0.0000,0.0000,0.0000,0.4089
-DCC_bivariate_loop,,0.8781,0.2913,,0.0039,0.0000,0.0000,0.0000,0.0000,0.6827
-SW_cross_validated,,0.0191,0.0010,0.0039,,0.0108,0.0893,0.2152,0.5309,0.0018
-SW_15,,0.0000,0.0000,0.0000,0.0108,,0.0711,0.0498,0.0028,0.0000
-SW_30,,0.0001,0.0000,0.0000,0.0893,0.0711,,0.5658,0.0934,0.0000
-SW_60,,0.0005,0.0000,0.0000,0.2152,0.0498,0.5658,,0.3553,0.0000
-SW_120,,0.0015,0.0000,0.0000,0.5309,0.0028,0.0934,0.3553,,0.0000
-sFC,,0.9739,0.4089,0.6827,0.0018,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.9010e-01,8.7806e-01,1.9135e-02,1.2200e-05,1.0274e-04,4.7190e-04,1.5192e-03,9.7389e-01
+DCC_joint,,6.9010e-01,,2.9130e-01,9.7979e-04,1.6172e-10,4.0800e-09,3.8633e-07,9.1500e-07,4.0895e-01
+DCC_bivariate_loop,,8.7806e-01,2.9130e-01,,3.8977e-03,1.0585e-09,3.0885e-08,2.3693e-06,7.0660e-06,6.8269e-01
+SW_cross_validated,,1.9135e-02,9.7979e-04,3.8977e-03,,1.0834e-02,8.9275e-02,2.1520e-01,5.3095e-01,1.7850e-03
+SW_15,,1.2200e-05,1.6172e-10,1.0585e-09,1.0834e-02,,7.1133e-02,4.9791e-02,2.7792e-03,4.0583e-11
+SW_30,,1.0274e-04,4.0800e-09,3.0885e-08,8.9275e-02,7.1133e-02,,5.6581e-01,9.3436e-02,1.5747e-09
+SW_60,,4.7190e-04,3.8633e-07,2.3693e-06,2.1520e-01,4.9791e-02,5.6581e-01,,3.5527e-01,3.7896e-07
+SW_120,,1.5192e-03,9.1500e-07,7.0660e-06,5.3095e-01,2.7792e-03,9.3436e-02,3.5527e-01,,8.6082e-07
+sFC,,9.7389e-01,4.0895e-01,6.8269e-01,1.7850e-03,4.0583e-11,1.5747e-09,3.7896e-07,8.6082e-07,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index dd3beeae..e428dc44 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0043,0.7477,0.9176,0.0712,0.6157,0.8438,0.4365,0.0000
-DCC_joint,,0.0043,,0.0000,0.0004,0.0246,0.0026,0.0253,0.0003,0.0000
-DCC_bivariate_loop,,0.7477,0.0000,,0.7817,0.0002,0.2261,0.6211,0.4642,0.0000
-SW_cross_validated,,0.9176,0.0004,0.7817,,0.0133,0.4546,0.7602,0.4197,0.0000
-SW_15,,0.0712,0.0246,0.0002,0.0133,,0.0870,0.2155,0.0062,0.0000
-SW_30,,0.6157,0.0026,0.2261,0.4546,0.0870,,0.8429,0.1590,0.0000
-SW_60,,0.8438,0.0253,0.6211,0.7602,0.2155,0.8429,,0.3861,0.0000
-SW_120,,0.4365,0.0003,0.4642,0.4197,0.0062,0.1590,0.3861,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.3024e-03,7.4774e-01,9.1765e-01,7.1224e-02,6.1571e-01,8.4377e-01,4.3655e-01,3.3002e-11
+DCC_joint,,4.3024e-03,,9.5008e-06,4.2655e-04,2.4605e-02,2.6245e-03,2.5277e-02,3.3909e-04,1.3916e-12
+DCC_bivariate_loop,,7.4774e-01,9.5008e-06,,7.8171e-01,2.0077e-04,2.2607e-01,6.2110e-01,4.6421e-01,2.0249e-18
+SW_cross_validated,,9.1765e-01,4.2655e-04,7.8171e-01,,1.3277e-02,4.5462e-01,7.6024e-01,4.1972e-01,8.5253e-14
+SW_15,,7.1224e-02,2.4605e-02,2.0077e-04,1.3277e-02,,8.7050e-02,2.1554e-01,6.1604e-03,2.7395e-16
+SW_30,,6.1571e-01,2.6245e-03,2.2607e-01,4.5462e-01,8.7050e-02,,8.4286e-01,1.5897e-01,2.0032e-13
+SW_60,,8.4377e-01,2.5277e-02,6.2110e-01,7.6024e-01,2.1554e-01,8.4286e-01,,3.8610e-01,2.5827e-09
+SW_120,,4.3655e-01,3.3909e-04,4.6421e-01,4.1972e-01,6.1604e-03,1.5897e-01,3.8610e-01,,3.4860e-12
+sFC,,3.3002e-11,1.3916e-12,2.0249e-18,8.5253e-14,2.7395e-16,2.0032e-13,2.5827e-09,3.4860e-12,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index 2bbb0b21..9e8bc112 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0007,0.0684,0.4974,0.0173,0.0028,0.0854,0.0000,0.0000
-DCC_joint,,0.0007,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0064,0.0000
-DCC_bivariate_loop,,0.0684,0.0000,,0.0005,0.3531,0.0368,0.9703,0.0000,0.0000
-SW_cross_validated,,0.4974,0.0000,0.0005,,0.0000,0.0000,0.0016,0.0000,0.0000
-SW_15,,0.0173,0.0000,0.3531,0.0000,,0.1398,0.3845,0.0000,0.0000
-SW_30,,0.0028,0.0000,0.0368,0.0000,0.1398,,0.0488,0.0000,0.0000
-SW_60,,0.0854,0.0000,0.9703,0.0016,0.3845,0.0488,,0.0000,0.0000
-SW_120,,0.0000,0.0064,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0128
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0128,
+SVWP_joint,,,7.0059e-04,6.8449e-02,4.9742e-01,1.7303e-02,2.8238e-03,8.5378e-02,2.4126e-05,1.5258e-08
+DCC_joint,,7.0059e-04,,1.8885e-08,1.2183e-05,1.0186e-09,2.5326e-09,1.1786e-07,6.3656e-03,2.2445e-09
+DCC_bivariate_loop,,6.8449e-02,1.8885e-08,,5.0239e-04,3.5309e-01,3.6755e-02,9.7028e-01,2.1717e-08,7.3984e-14
+SW_cross_validated,,4.9742e-01,1.2183e-05,5.0239e-04,,2.1155e-05,7.9368e-06,1.5721e-03,1.9092e-06,4.6250e-13
+SW_15,,1.7303e-02,1.0186e-09,3.5309e-01,2.1155e-05,,1.3983e-01,3.8453e-01,4.1069e-09,3.1115e-15
+SW_30,,2.8238e-03,2.5326e-09,3.6755e-02,7.9368e-06,1.3983e-01,,4.8834e-02,3.4095e-09,9.7834e-14
+SW_60,,8.5378e-02,1.1786e-07,9.7028e-01,1.5721e-03,3.8453e-01,4.8834e-02,,5.5056e-08,1.1231e-12
+SW_120,,2.4126e-05,6.3656e-03,2.1717e-08,1.9092e-06,4.1069e-09,3.4095e-09,5.5056e-08,,1.2766e-02
+sFC,,1.5258e-08,2.2445e-09,7.3984e-14,4.6250e-13,3.1115e-15,9.7834e-14,1.1231e-12,1.2766e-02,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index c29dec30..a45a8578 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0010,0.0028,0.0675,0.0085,0.3523,0.0735,0.0236,0.1145
-DCC_joint,,0.0010,,0.5678,0.0001,0.0000,0.0001,0.0000,0.0000,0.0164
-DCC_bivariate_loop,,0.0028,0.5678,,0.0001,0.0000,0.0002,0.0000,0.0000,0.0503
-SW_cross_validated,,0.0675,0.0001,0.0001,,0.5145,0.2723,0.6445,0.9558,0.0028
-SW_15,,0.0085,0.0000,0.0000,0.5145,,0.0567,0.1930,0.4689,0.0001
-SW_30,,0.3523,0.0001,0.0002,0.2723,0.0567,,0.3970,0.1606,0.0136
-SW_60,,0.0735,0.0000,0.0000,0.6445,0.1930,0.3970,,0.5132,0.0008
-SW_120,,0.0236,0.0000,0.0000,0.9558,0.4689,0.1606,0.5132,,0.0002
-sFC,,0.1145,0.0164,0.0503,0.0028,0.0001,0.0136,0.0008,0.0002,
+SVWP_joint,,,1.0433e-03,2.7707e-03,6.7542e-02,8.5241e-03,3.5231e-01,7.3520e-02,2.3581e-02,1.1447e-01
+DCC_joint,,1.0433e-03,,5.6775e-01,5.1260e-05,1.0988e-06,7.7854e-05,1.7301e-06,6.7846e-07,1.6447e-02
+DCC_bivariate_loop,,2.7707e-03,5.6775e-01,,1.0675e-04,2.6218e-06,2.1207e-04,5.5272e-06,1.9933e-06,5.0286e-02
+SW_cross_validated,,6.7542e-02,5.1260e-05,1.0675e-04,,5.1452e-01,2.7232e-01,6.4446e-01,9.5580e-01,2.7791e-03
+SW_15,,8.5241e-03,1.0988e-06,2.6218e-06,5.1452e-01,,5.6659e-02,1.9300e-01,4.6890e-01,1.2873e-04
+SW_30,,3.5231e-01,7.7854e-05,2.1207e-04,2.7232e-01,5.6659e-02,,3.9697e-01,1.6065e-01,1.3580e-02
+SW_60,,7.3520e-02,1.7301e-06,5.5272e-06,6.4446e-01,1.9300e-01,3.9697e-01,,5.1321e-01,7.7323e-04
+SW_120,,2.3581e-02,6.7846e-07,1.9933e-06,9.5580e-01,4.6890e-01,1.6065e-01,5.1321e-01,,2.1490e-04
+sFC,,1.1447e-01,1.6447e-02,5.0286e-02,2.7791e-03,1.2873e-04,1.3580e-02,7.7323e-04,2.1490e-04,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index b47d5b88..68c2c33b 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2062,0.0687,0.6875,0.9666,0.0403,0.0178,0.3708,0.0000
-DCC_joint,,0.2062,,0.0010,0.3519,0.1122,0.0005,0.0003,0.0203,0.0000
-DCC_bivariate_loop,,0.0687,0.0010,,0.0148,0.0032,0.5658,0.1885,0.2393,0.0000
-SW_cross_validated,,0.6875,0.3519,0.0148,,0.6309,0.0081,0.0034,0.1584,0.0000
-SW_15,,0.9666,0.1122,0.0032,0.6309,,0.0014,0.0006,0.1885,0.0000
-SW_30,,0.0403,0.0005,0.5658,0.0081,0.0014,,0.4225,0.1291,0.0000
-SW_60,,0.0178,0.0003,0.1885,0.0034,0.0006,0.4225,,0.0484,0.0000
-SW_120,,0.3708,0.0203,0.2393,0.1584,0.1885,0.1291,0.0484,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.0624e-01,6.8665e-02,6.8748e-01,9.6658e-01,4.0340e-02,1.7776e-02,3.7081e-01,1.3265e-12
+DCC_joint,,2.0624e-01,,9.5323e-04,3.5188e-01,1.1220e-01,5.3279e-04,2.5292e-04,2.0345e-02,1.4220e-12
+DCC_bivariate_loop,,6.8665e-02,9.5323e-04,,1.4850e-02,3.2165e-03,5.6581e-01,1.8846e-01,2.3928e-01,1.9459e-19
+SW_cross_validated,,6.8748e-01,3.5188e-01,1.4850e-02,,6.3087e-01,8.0854e-03,3.4244e-03,1.5843e-01,4.1480e-13
+SW_15,,9.6658e-01,1.1220e-01,3.2165e-03,6.3087e-01,,1.4319e-03,5.9059e-04,1.8854e-01,5.0166e-17
+SW_30,,4.0340e-02,5.3279e-04,5.6581e-01,8.0854e-03,1.4319e-03,,4.2247e-01,1.2912e-01,5.0296e-19
+SW_60,,1.7776e-02,2.5292e-04,1.8846e-01,3.4244e-03,5.9059e-04,4.2247e-01,,4.8376e-02,4.9105e-18
+SW_120,,3.7081e-01,2.0345e-02,2.3928e-01,1.5843e-01,1.8854e-01,1.2912e-01,4.8376e-02,,1.5020e-15
+sFC,,1.3265e-12,1.4220e-12,1.9459e-19,4.1480e-13,5.0166e-17,5.0296e-19,4.9105e-18,1.5020e-15,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 0f5747a5..2c6eee75 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0127,0.0107,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0127,,0.9195,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0107,0.9195,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.3575,0.3407,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.3575,0.0000,0.0000,,0.0211,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.3407,0.0000,0.0000,0.0211,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.2650e-02,1.0731e-02,2.0595e-05,1.2004e-15,3.7804e-12,5.9735e-08,2.0553e-05,2.9603e-06
+DCC_joint,,1.2650e-02,,9.1947e-01,5.3828e-08,8.6364e-21,2.6433e-17,5.0808e-12,6.4554e-09,2.0689e-05
+DCC_bivariate_loop,,1.0731e-02,9.1947e-01,,4.7499e-08,6.3209e-21,1.9620e-17,4.1417e-12,5.4222e-09,2.2565e-05
+SW_cross_validated,,2.0595e-05,5.3828e-08,4.7499e-08,,1.4944e-10,2.0323e-05,3.5751e-01,3.4067e-01,9.2016e-10
+SW_15,,1.2004e-15,8.6364e-21,6.3209e-21,1.4944e-10,,2.5405e-13,7.1143e-14,2.0707e-13,9.4760e-19
+SW_30,,3.7804e-12,2.6433e-17,1.9620e-17,2.0323e-05,2.5405e-13,,3.3158e-07,3.0609e-08,4.0877e-16
+SW_60,,5.9735e-08,5.0808e-12,4.1417e-12,3.5751e-01,7.1143e-14,3.3158e-07,,2.1090e-02,1.0463e-12
+SW_120,,2.0553e-05,6.4554e-09,5.4222e-09,3.4067e-01,2.0707e-13,3.0609e-08,2.1090e-02,,1.4299e-10
+sFC,,2.9603e-06,2.0689e-05,2.2565e-05,9.2016e-10,9.4760e-19,4.0877e-16,1.0463e-12,1.4299e-10,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index 3772dd13..ba4d90ca 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.3001,0.6765,0.0001,0.0000,0.0000,0.0000,0.0001,0.0000
-DCC_joint,,0.3001,,0.3464,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.6765,0.3464,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0001,0.0000,0.0000,,0.0000,0.0000,0.0897,0.8029,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0897,0.0000,0.0000,,0.0357,0.0000
-SW_120,,0.0001,0.0000,0.0000,0.8029,0.0000,0.0000,0.0357,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.0014e-01,6.7649e-01,8.6945e-05,1.9171e-15,2.4919e-12,7.0146e-09,1.0033e-04,7.5888e-07
+DCC_joint,,3.0014e-01,,3.4638e-01,3.3851e-06,1.8182e-19,3.0578e-16,1.3228e-12,3.0479e-06,1.6525e-07
+DCC_bivariate_loop,,6.7649e-01,3.4638e-01,,7.2351e-06,2.2965e-20,6.4218e-17,5.7739e-13,6.6501e-06,1.9104e-08
+SW_cross_validated,,8.6945e-05,3.3851e-06,7.2351e-06,,1.5866e-10,3.8419e-06,8.9746e-02,8.0292e-01,9.2382e-10
+SW_15,,1.9171e-15,1.8182e-19,2.2965e-20,1.5866e-10,,6.5429e-16,1.5104e-18,3.3308e-11,9.6650e-20
+SW_30,,2.4919e-12,3.0578e-16,6.4218e-17,3.8419e-06,6.5429e-16,,2.1498e-11,7.9980e-07,2.0992e-17
+SW_60,,7.0146e-09,1.3228e-12,5.7739e-13,8.9746e-02,1.5104e-18,2.1498e-11,,3.5667e-02,5.1927e-15
+SW_120,,1.0033e-04,3.0479e-06,6.6501e-06,8.0292e-01,3.3308e-11,7.9980e-07,3.5667e-02,,6.2128e-10
+sFC,,7.5888e-07,1.6525e-07,1.9104e-08,9.2382e-10,9.6650e-20,2.0992e-17,5.1927e-15,6.2128e-10,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index b223fb25..f4a7fd7b 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.3684,0.2171,0.0003,0.0000,0.0000,0.0000,0.0000,0.0020
-DCC_joint,,0.3684,,0.4858,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.2171,0.4858,,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0003,0.0001,0.0003,,0.0000,0.0000,0.0247,0.9606,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0247,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.9606,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0020,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.6844e-01,2.1708e-01,2.5431e-04,5.6232e-14,4.0417e-11,2.0643e-08,3.7449e-06,1.9721e-03
+DCC_joint,,3.6844e-01,,4.8582e-01,1.2067e-04,1.9544e-20,6.4745e-17,6.5016e-13,1.9225e-09,3.7173e-06
+DCC_bivariate_loop,,2.1708e-01,4.8582e-01,,2.5631e-04,6.4716e-20,2.3163e-16,2.4355e-12,8.3972e-09,1.7670e-06
+SW_cross_validated,,2.5431e-04,1.2067e-04,2.5631e-04,,6.6572e-10,7.7666e-06,2.4663e-02,9.6063e-01,1.5076e-07
+SW_15,,5.6232e-14,1.9544e-20,6.4716e-20,6.6572e-10,,8.6906e-15,1.2073e-16,2.7556e-17,1.4827e-17
+SW_30,,4.0417e-11,6.4745e-17,2.3163e-16,7.7666e-06,8.6906e-15,,2.1564e-09,4.6819e-12,3.8822e-15
+SW_60,,2.0643e-08,6.5016e-13,2.4355e-12,2.4663e-02,1.2073e-16,2.1564e-09,,2.3995e-05,8.2081e-13
+SW_120,,3.7449e-06,1.9225e-09,8.3972e-09,9.6063e-01,2.7556e-17,4.6819e-12,2.3995e-05,,6.5475e-11
+sFC,,1.9721e-03,3.7173e-06,1.7670e-06,1.5076e-07,1.4827e-17,3.8822e-15,8.2081e-13,6.5475e-11,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 4e2aa8b4..21a6b8ac 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.6348,0.3957,0.0002,0.0000,0.0000,0.0000,0.0005,0.1468
-DCC_joint,,0.6348,,0.0005,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_bivariate_loop,,0.3957,0.0005,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1102
-SW_cross_validated,,0.0002,0.0000,0.0000,,0.0000,0.0000,0.0584,0.1478,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0584,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0005,0.0000,0.0000,0.1478,0.0000,0.0000,0.0001,,0.0000
-sFC,,0.1468,0.0001,0.1102,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.3476e-01,3.9565e-01,1.7380e-04,1.1939e-12,1.0547e-09,1.1498e-06,5.1161e-04,1.4677e-01
+DCC_joint,,6.3476e-01,,5.1416e-04,2.2573e-06,4.4020e-22,3.9282e-19,4.2268e-12,1.2546e-07,8.3869e-05
+DCC_bivariate_loop,,3.9565e-01,5.1416e-04,,1.0140e-07,2.0124e-22,9.4598e-20,2.6584e-13,1.8013e-09,1.1018e-01
+SW_cross_validated,,1.7380e-04,2.2573e-06,1.0140e-07,,1.7346e-11,1.0012e-06,5.8448e-02,1.4776e-01,4.7748e-08
+SW_15,,1.1939e-12,4.4020e-22,2.0124e-22,1.7346e-11,,1.6970e-15,7.3360e-15,3.6406e-16,1.3868e-20
+SW_30,,1.0547e-09,3.9282e-19,9.4598e-20,1.0012e-06,1.6970e-15,,2.2033e-08,1.0941e-11,6.6034e-18
+SW_60,,1.1498e-06,4.2268e-12,2.6584e-13,5.8448e-02,7.3360e-15,2.2033e-08,,5.1336e-05,7.0489e-13
+SW_120,,5.1161e-04,1.2546e-07,1.8013e-09,1.4776e-01,3.6406e-16,1.0941e-11,5.1336e-05,,1.6723e-09
+sFC,,1.4677e-01,8.3869e-05,1.1018e-01,4.7748e-08,1.3868e-20,6.6034e-18,7.0489e-13,1.6723e-09,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 925556c0..22be4911 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.4295,0.0273,0.0001,0.0000,0.0000,0.0002,0.0052,0.0015
-DCC_joint,,0.4295,,0.0008,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0273,0.0008,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0122
-SW_cross_validated,,0.0001,0.0000,0.0000,,0.0000,0.0192,0.0740,0.0132,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0192,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0002,0.0000,0.0000,0.0740,0.0000,0.0000,,0.1546,0.0000
-SW_120,,0.0052,0.0000,0.0000,0.0132,0.0000,0.0000,0.1546,,0.0000
-sFC,,0.0015,0.0000,0.0122,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.2954e-01,2.7271e-02,5.0938e-05,2.4342e-11,9.5172e-08,1.9588e-04,5.1726e-03,1.5046e-03
+DCC_joint,,4.2954e-01,,7.5589e-04,3.1235e-08,2.2947e-21,4.3998e-16,2.8468e-10,4.2020e-06,1.5261e-06
+DCC_bivariate_loop,,2.7271e-02,7.5589e-04,,2.8497e-09,8.5170e-20,1.1890e-15,3.9348e-11,1.3689e-07,1.2245e-02
+SW_cross_validated,,5.0938e-05,3.1235e-08,2.8497e-09,,1.0575e-08,1.9163e-02,7.4015e-02,1.3151e-02,3.6101e-10
+SW_15,,2.4342e-11,2.2947e-21,8.5170e-20,1.0575e-08,,3.5107e-13,2.1488e-14,8.5212e-12,7.9488e-20
+SW_30,,9.5172e-08,4.3998e-16,1.1890e-15,1.9163e-02,3.5107e-13,,3.4531e-07,2.2140e-06,4.1841e-16
+SW_60,,1.9588e-04,2.8468e-10,3.9348e-11,7.4015e-02,2.1488e-14,3.4531e-07,,1.5463e-01,4.1546e-12
+SW_120,,5.1726e-03,4.2020e-06,1.3689e-07,1.3151e-02,8.5212e-12,2.2140e-06,1.5463e-01,,8.6709e-09
+sFC,,1.5046e-03,1.5261e-06,1.2245e-02,3.6101e-10,7.9488e-20,4.1841e-16,4.1546e-12,8.6709e-09,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 454faff5..8054e9bb 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2245,0.5118,0.0007,0.0000,0.0000,0.0000,0.0001,0.0000
-DCC_joint,,0.2245,,0.2499,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.5118,0.2499,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0007,0.0000,0.0000,,0.0000,0.0000,0.0035,0.9859,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0035,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0001,0.0000,0.0000,0.9859,0.0000,0.0000,0.0001,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.2451e-01,5.1184e-01,6.9070e-04,5.7846e-14,6.4602e-11,2.5004e-07,1.1491e-04,1.9970e-05
+DCC_joint,,2.2451e-01,,2.4990e-01,1.2157e-06,4.9447e-21,6.6915e-18,8.0790e-13,1.3336e-09,2.3005e-06
+DCC_bivariate_loop,,5.1184e-01,2.4990e-01,,4.3331e-06,7.3356e-21,1.2629e-17,2.2857e-12,5.8865e-09,5.7738e-07
+SW_cross_validated,,6.9070e-04,1.2157e-06,4.3331e-06,,1.0173e-12,1.9968e-08,3.4889e-03,9.8589e-01,2.6718e-09
+SW_15,,5.7846e-14,4.9447e-21,7.3356e-21,1.0173e-12,,1.6387e-14,9.7898e-16,5.6361e-17,6.4207e-18
+SW_30,,6.4602e-11,6.6915e-18,1.2629e-17,1.9968e-08,1.6387e-14,,2.2556e-09,2.6665e-12,1.1591e-15
+SW_60,,2.5004e-07,8.0790e-13,2.2857e-12,3.4889e-03,9.7898e-16,2.2556e-09,,5.9869e-05,7.1792e-13
+SW_120,,1.1491e-04,1.3336e-09,5.8865e-09,9.8589e-01,5.6361e-17,2.6665e-12,5.9869e-05,,4.8856e-11
+sFC,,1.9970e-05,2.3005e-06,5.7738e-07,2.6718e-09,6.4207e-18,1.1591e-15,7.1792e-13,4.8856e-11,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 4b50106b..dfedf63c 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1655,0.4624,0.0020,0.0000,0.0000,0.0000,0.0001,0.5974
-DCC_joint,,0.1655,,0.0019,0.0053,0.0000,0.0000,0.0000,0.0000,0.0012
-DCC_bivariate_loop,,0.4624,0.0019,,0.0001,0.0000,0.0000,0.0000,0.0000,0.6639
-SW_cross_validated,,0.0020,0.0053,0.0001,,0.0000,0.0000,0.2161,0.9969,0.0001
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.2161,0.0000,0.0000,,0.0333,0.0000
-SW_120,,0.0001,0.0000,0.0000,0.9969,0.0000,0.0000,0.0333,,0.0000
-sFC,,0.5974,0.0012,0.6639,0.0001,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.6554e-01,4.6242e-01,1.9932e-03,1.1582e-13,2.2215e-10,9.7835e-07,9.4883e-05,5.9744e-01
+DCC_joint,,1.6554e-01,,1.8722e-03,5.2599e-03,1.6386e-18,1.9649e-14,2.7552e-09,2.6853e-05,1.1605e-03
+DCC_bivariate_loop,,4.6242e-01,1.8722e-03,,1.3407e-04,1.5427e-18,4.7508e-15,6.0305e-11,1.6972e-07,6.6394e-01
+SW_cross_validated,,1.9932e-03,5.2599e-03,1.3407e-04,,2.7983e-09,4.4293e-05,2.1614e-01,9.9690e-01,1.4369e-04
+SW_15,,1.1582e-13,1.6386e-18,1.5427e-18,2.7983e-09,,6.6764e-13,2.9545e-16,7.1606e-14,1.8849e-20
+SW_30,,2.2215e-10,1.9649e-14,4.7508e-15,4.4293e-05,6.6764e-13,,1.3120e-09,1.0307e-08,1.0813e-16
+SW_60,,9.7835e-07,2.7552e-09,6.0305e-11,2.1614e-01,2.9545e-16,1.3120e-09,,3.3294e-02,3.5159e-12
+SW_120,,9.4883e-05,2.6853e-05,1.6972e-07,9.9690e-01,7.1606e-14,1.0307e-08,3.3294e-02,,6.6389e-08
+sFC,,5.9744e-01,1.1605e-03,6.6394e-01,1.4369e-04,1.8849e-20,1.0813e-16,3.5159e-12,6.6389e-08,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index 2c8665ad..a642b429 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.6495,0.0001,0.0132,0.0013,0.0000,0.0000,0.0076,0.0975
-DCC_joint,,0.6495,,0.0000,0.0148,0.0008,0.0000,0.0000,0.0002,0.0037
-DCC_bivariate_loop,,0.0001,0.0000,,0.1991,0.2325,0.0165,0.4013,0.0000,0.0000
-SW_cross_validated,,0.0132,0.0148,0.1991,,0.7332,0.0038,0.0664,0.0000,0.0002
-SW_15,,0.0013,0.0008,0.2325,0.7332,,0.0014,0.0608,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0165,0.0038,0.0014,,0.1192,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.4013,0.0664,0.0608,0.1192,,0.0000,0.0000
-SW_120,,0.0076,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0131
-sFC,,0.0975,0.0037,0.0000,0.0002,0.0000,0.0000,0.0000,0.0131,
+SVWP_joint,,,6.4952e-01,6.8449e-05,1.3248e-02,1.3483e-03,4.8881e-07,2.0217e-05,7.6314e-03,9.7477e-02
+DCC_joint,,6.4952e-01,,1.9732e-05,1.4838e-02,7.9034e-04,6.2444e-08,5.7928e-06,2.4010e-04,3.6780e-03
+DCC_bivariate_loop,,6.8449e-05,1.9732e-05,,1.9910e-01,2.3253e-01,1.6477e-02,4.0128e-01,8.7207e-09,1.2160e-08
+SW_cross_validated,,1.3248e-02,1.4838e-02,1.9910e-01,,7.3319e-01,3.8476e-03,6.6429e-02,3.0669e-05,1.8093e-04
+SW_15,,1.3483e-03,7.9034e-04,2.3253e-01,7.3319e-01,,1.4294e-03,6.0815e-02,2.8486e-07,8.8198e-07
+SW_30,,4.8881e-07,6.2444e-08,1.6477e-02,3.8476e-03,1.4294e-03,,1.1915e-01,8.5934e-11,5.0537e-11
+SW_60,,2.0217e-05,5.7928e-06,4.0128e-01,6.6429e-02,6.0815e-02,1.1915e-01,,5.3062e-09,7.9604e-09
+SW_120,,7.6314e-03,2.4010e-04,8.7207e-09,3.0669e-05,2.8486e-07,8.5934e-11,5.3062e-09,,1.3104e-02
+sFC,,9.7477e-02,3.6780e-03,1.2160e-08,1.8093e-04,8.8198e-07,5.0537e-11,7.9604e-09,1.3104e-02,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index 7ecf4f50..e5a96bde 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0089,0.0042,0.1512,0.0000,0.0000,0.0000,0.0010,0.1165
-DCC_joint,,0.0089,,0.6818,0.1972,0.0000,0.0000,0.0140,0.3630,0.0004
-DCC_bivariate_loop,,0.0042,0.6818,,0.1039,0.0000,0.0000,0.0359,0.6331,0.0002
-SW_cross_validated,,0.1512,0.1972,0.1039,,0.0000,0.0000,0.0010,0.0356,0.0083
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0032,0.0000,0.0000
-SW_60,,0.0000,0.0140,0.0359,0.0010,0.0000,0.0032,,0.0762,0.0000
-SW_120,,0.0010,0.3630,0.6331,0.0356,0.0000,0.0000,0.0762,,0.0001
-sFC,,0.1165,0.0004,0.0002,0.0083,0.0000,0.0000,0.0000,0.0001,
+SVWP_joint,,,8.9364e-03,4.2487e-03,1.5119e-01,7.4922e-13,3.5353e-09,3.1962e-05,9.8069e-04,1.1650e-01
+DCC_joint,,8.9364e-03,,6.8183e-01,1.9725e-01,1.1612e-10,1.5653e-06,1.4009e-02,3.6303e-01,4.2129e-04
+DCC_bivariate_loop,,4.2487e-03,6.8183e-01,,1.0393e-01,4.6634e-10,6.1667e-06,3.5885e-02,6.3305e-01,2.2446e-04
+SW_cross_validated,,1.5119e-01,1.9725e-01,1.0393e-01,,2.1028e-11,1.2772e-07,9.8164e-04,3.5576e-02,8.3118e-03
+SW_15,,7.4922e-13,1.1612e-10,4.6634e-10,2.1028e-11,,9.2884e-06,1.1924e-07,4.2223e-10,6.8592e-13
+SW_30,,3.5353e-09,1.5653e-06,6.1667e-06,1.2772e-07,9.2884e-06,,3.1719e-03,1.0475e-05,1.0469e-09
+SW_60,,3.1962e-05,1.4009e-02,3.5885e-02,9.8164e-04,1.1924e-07,3.1719e-03,,7.6224e-02,3.1342e-06
+SW_120,,9.8069e-04,3.6303e-01,6.3305e-01,3.5576e-02,4.2223e-10,1.0475e-05,7.6224e-02,,5.4374e-05
+sFC,,1.1650e-01,4.2129e-04,2.2446e-04,8.3118e-03,6.8592e-13,1.0469e-09,3.1342e-06,5.4374e-05,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index d222055a..5ee63048 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.9150,0.4145,0.0024,0.0000,0.0000,0.0000,0.0001,0.6311
-DCC_joint,,0.9150,,0.2938,0.0006,0.0000,0.0000,0.0000,0.0000,0.4794
-DCC_bivariate_loop,,0.4145,0.2938,,0.0164,0.0000,0.0000,0.0000,0.0010,0.6752
-SW_cross_validated,,0.0024,0.0006,0.0164,,0.0000,0.0000,0.0253,0.3284,0.0040
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0048,0.0002,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0253,0.0000,0.0048,,0.1439,0.0000
-SW_120,,0.0001,0.0000,0.0010,0.3284,0.0000,0.0002,0.1439,,0.0001
-sFC,,0.6311,0.4794,0.6752,0.0040,0.0000,0.0000,0.0000,0.0001,
+SVWP_joint,,,9.1500e-01,4.1455e-01,2.4401e-03,1.0318e-12,5.6376e-09,3.3565e-06,1.1235e-04,6.3110e-01
+DCC_joint,,9.1500e-01,,2.9375e-01,6.2188e-04,5.3808e-15,1.7811e-10,2.5671e-07,1.3919e-05,4.7941e-01
+DCC_bivariate_loop,,4.1455e-01,2.9375e-01,,1.6430e-02,8.4438e-12,4.8381e-08,3.1560e-05,1.0284e-03,6.7516e-01
+SW_cross_validated,,2.4401e-03,6.2188e-04,1.6430e-02,,2.4462e-09,3.5568e-05,2.5264e-02,3.2836e-01,4.0178e-03
+SW_15,,1.0318e-12,5.3808e-15,8.4438e-12,2.4462e-09,,7.2759e-06,2.8461e-08,2.7453e-09,2.5785e-13
+SW_30,,5.6376e-09,1.7811e-10,4.8381e-08,3.5568e-05,7.2759e-06,,4.7634e-03,1.5618e-04,3.2607e-09
+SW_60,,3.3565e-06,2.5671e-07,3.1560e-05,2.5264e-02,2.8461e-08,4.7634e-03,,1.4390e-01,3.3321e-06
+SW_120,,1.1235e-04,1.3919e-05,1.0284e-03,3.2836e-01,2.7453e-09,1.5618e-04,1.4390e-01,,1.4853e-04
+sFC,,6.3110e-01,4.7941e-01,6.7516e-01,4.0178e-03,2.5785e-13,3.2607e-09,3.3321e-06,1.4853e-04,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index 3b5edd24..025f6a9c 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0001,0.0060,0.0000,0.0111,0.3612,0.0148,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0101,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0001,0.0000,,0.1469,0.0107,0.0171,0.0001,0.0716,0.0000
-SW_cross_validated,,0.0060,0.0000,0.1469,,0.0024,0.5373,0.0147,0.7049,0.0000
-SW_15,,0.0000,0.0101,0.0107,0.0024,,0.0002,0.0000,0.0013,0.0000
-SW_30,,0.0111,0.0000,0.0171,0.5373,0.0002,,0.0295,0.8584,0.0000
-SW_60,,0.3612,0.0000,0.0001,0.0147,0.0000,0.0295,,0.0416,0.0000
-SW_120,,0.0148,0.0000,0.0716,0.7049,0.0013,0.8584,0.0416,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.2119e-08,1.1318e-04,6.0023e-03,5.7620e-06,1.1081e-02,3.6115e-01,1.4782e-02,7.2956e-18
+DCC_joint,,8.2119e-08,,7.4878e-06,7.7330e-06,1.0087e-02,5.0073e-07,1.9405e-08,5.2282e-06,2.2228e-17
+DCC_bivariate_loop,,1.1318e-04,7.4878e-06,,1.4689e-01,1.0687e-02,1.7100e-02,6.5464e-05,7.1599e-02,9.8611e-23
+SW_cross_validated,,6.0023e-03,7.7330e-06,1.4689e-01,,2.3840e-03,5.3729e-01,1.4694e-02,7.0495e-01,1.2598e-18
+SW_15,,5.7620e-06,1.0087e-02,1.0687e-02,2.3840e-03,,1.9777e-04,2.7838e-06,1.2642e-03,1.6121e-18
+SW_30,,1.1081e-02,5.0073e-07,1.7100e-02,5.3729e-01,1.9777e-04,,2.9468e-02,8.5837e-01,1.2865e-20
+SW_60,,3.6115e-01,1.9405e-08,6.5464e-05,1.4694e-02,2.7838e-06,2.9468e-02,,4.1623e-02,1.8130e-20
+SW_120,,1.4782e-02,5.2282e-06,7.1599e-02,7.0495e-01,1.2642e-03,8.5837e-01,4.1623e-02,,2.8271e-18
+sFC,,7.2956e-18,2.2228e-17,9.8611e-23,1.2598e-18,1.6121e-18,1.2865e-20,1.8130e-20,2.8271e-18,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index feab1721..8e9ce083 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.9147,0.0003,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.2761,0.0000,0.0000,0.0011,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.2761,,0.0034,0.0000,0.0076,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0034,,0.0000,0.8210,0.0000,0.0000
-SW_30,,0.9147,0.0000,0.0000,0.0000,0.0000,,0.0003,0.0000,0.0000
-SW_60,,0.0003,0.0000,0.0011,0.0076,0.8210,0.0003,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.0742e-16,9.2917e-10,2.1148e-05,1.1477e-05,9.1473e-01,3.2075e-04,1.0285e-18,1.2230e-22
+DCC_joint,,6.0742e-16,,4.7095e-13,2.2322e-06,6.8517e-15,2.4103e-16,1.5279e-12,6.7175e-06,2.1725e-13
+DCC_bivariate_loop,,9.2917e-10,4.7095e-13,,2.7613e-01,7.9628e-06,2.9391e-10,1.0808e-03,9.6251e-17,5.8510e-22
+SW_cross_validated,,2.1148e-05,2.2322e-06,2.7613e-01,,3.4140e-03,2.0108e-05,7.5935e-03,1.1372e-08,2.1979e-11
+SW_15,,1.1477e-05,6.8517e-15,7.9628e-06,3.4140e-03,,5.2282e-06,8.2098e-01,3.4371e-18,4.5594e-23
+SW_30,,9.1473e-01,2.4103e-16,2.9391e-10,2.0108e-05,5.2282e-06,,2.6069e-04,2.6469e-19,9.6113e-24
+SW_60,,3.2075e-04,1.5279e-12,1.0808e-03,7.5935e-03,8.2098e-01,2.6069e-04,,4.4555e-15,3.3805e-18
+SW_120,,1.0285e-18,6.7175e-06,9.6251e-17,1.1372e-08,3.4371e-18,2.6469e-19,4.4555e-15,,6.4919e-12
+sFC,,1.2230e-22,2.1725e-13,5.8510e-22,2.1979e-11,4.5594e-23,9.6113e-24,3.3805e-18,6.4919e-12,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index 6262323e..22cfe663 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2398,0.7689,0.1915,0.0000,0.0023,0.0612,0.0066,0.1142
-DCC_joint,,0.2398,,0.6522,0.0447,0.0000,0.0003,0.0111,0.0013,0.4816
-DCC_bivariate_loop,,0.7689,0.6522,,0.1828,0.0000,0.0039,0.0686,0.0089,0.4389
-SW_cross_validated,,0.1915,0.0447,0.1828,,0.0000,0.0744,0.6007,0.1196,0.0265
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0046,0.0001,0.0052,0.0000
-SW_30,,0.0023,0.0003,0.0039,0.0744,0.0046,,0.1876,0.8929,0.0002
-SW_60,,0.0612,0.0111,0.0686,0.6007,0.0001,0.1876,,0.2671,0.0066
-SW_120,,0.0066,0.0013,0.0089,0.1196,0.0052,0.8929,0.2671,,0.0008
-sFC,,0.1142,0.4816,0.4389,0.0265,0.0000,0.0002,0.0066,0.0008,
+SVWP_joint,,,2.3981e-01,7.6890e-01,1.9147e-01,1.9776e-07,2.2638e-03,6.1217e-02,6.5641e-03,1.1423e-01
+DCC_joint,,2.3981e-01,,6.5222e-01,4.4731e-02,2.0656e-08,3.2953e-04,1.1139e-02,1.2960e-03,4.8161e-01
+DCC_bivariate_loop,,7.6890e-01,6.5222e-01,,1.8285e-01,1.1081e-06,3.8508e-03,6.8621e-02,8.8538e-03,4.3887e-01
+SW_cross_validated,,1.9147e-01,4.4731e-02,1.8285e-01,,3.8347e-05,7.4378e-02,6.0072e-01,1.1957e-01,2.6461e-02
+SW_15,,1.9776e-07,2.0656e-08,1.1081e-06,3.8347e-05,,4.5938e-03,1.3767e-04,5.1920e-03,1.7083e-08
+SW_30,,2.2638e-03,3.2953e-04,3.8508e-03,7.4378e-02,4.5938e-03,,1.8764e-01,8.9287e-01,2.1045e-04
+SW_60,,6.1217e-02,1.1139e-02,6.8621e-02,6.0072e-01,1.3767e-04,1.8764e-01,,2.6715e-01,6.5808e-03
+SW_120,,6.5641e-03,1.2960e-03,8.8538e-03,1.1957e-01,5.1920e-03,8.9287e-01,2.6715e-01,,8.3347e-04
+sFC,,1.1423e-01,4.8161e-01,4.3887e-01,2.6461e-02,1.7083e-08,2.1045e-04,6.5808e-03,8.3347e-04,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index 39563c35..83567f96 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0026,0.3361,0.2276,0.0002,0.0000,0.3573,0.0000
-DCC_joint,,0.0000,,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0026,0.0003,,0.1000,0.1087,0.0000,0.0000,0.0001,0.0000
-SW_cross_validated,,0.3361,0.0000,0.1000,,0.8831,0.0003,0.0000,0.0973,0.0000
-SW_15,,0.2276,0.0000,0.1087,0.8831,,0.0001,0.0000,0.0476,0.0000
-SW_30,,0.0002,0.0000,0.0000,0.0003,0.0001,,0.1862,0.0002,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1862,,0.0000,0.0000
-SW_120,,0.3573,0.0000,0.0001,0.0973,0.0476,0.0002,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.9872e-06,2.6463e-03,3.3611e-01,2.2762e-01,2.1865e-04,6.3700e-06,3.5730e-01,2.9420e-25
+DCC_joint,,2.9872e-06,,2.5427e-04,4.5191e-05,3.9566e-05,2.7345e-08,6.7638e-09,6.2880e-07,2.8008e-17
+DCC_bivariate_loop,,2.6463e-03,2.5427e-04,,1.0003e-01,1.0871e-01,2.3489e-07,1.1358e-08,9.6045e-05,3.5118e-24
+SW_cross_validated,,3.3611e-01,4.5191e-05,1.0003e-01,,8.8307e-01,3.0350e-04,2.6362e-05,9.7260e-02,1.2715e-21
+SW_15,,2.2762e-01,3.9566e-05,1.0871e-01,8.8307e-01,,8.8880e-05,6.0959e-06,4.7571e-02,1.8449e-22
+SW_30,,2.1865e-04,2.7345e-08,2.3489e-07,3.0350e-04,8.8880e-05,,1.8621e-01,2.2112e-04,1.9054e-26
+SW_60,,6.3700e-06,6.7638e-09,1.1358e-08,2.6362e-05,6.0959e-06,1.8621e-01,,2.1259e-06,5.0065e-28
+SW_120,,3.5730e-01,6.2880e-07,9.6045e-05,9.7260e-02,4.7571e-02,2.2112e-04,2.1259e-06,,7.2106e-29
+sFC,,2.9420e-25,2.8008e-17,3.5118e-24,1.2715e-21,1.8449e-22,1.9054e-26,5.0065e-28,7.2106e-29,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index c5ae8571..154359dc 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0003,0.8516,0.0000,0.0000,0.0000,0.0000,0.0000,0.0002
-DCC_joint,,0.0003,,0.0148,0.0000,0.0000,0.0000,0.0000,0.0000,0.2365
-DCC_bivariate_loop,,0.8516,0.0148,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0055
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0059,0.1617,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0059,0.0000,0.0000,,0.2652,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1617,0.0000,0.0000,0.2652,,0.0000
-sFC,,0.0002,0.2365,0.0055,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.3871e-04,8.5158e-01,1.4443e-11,7.4438e-23,3.2967e-16,3.7723e-12,5.5074e-10,2.4967e-04
+DCC_joint,,3.3871e-04,,1.4762e-02,5.9909e-11,1.8954e-23,4.1839e-16,1.2597e-11,3.1138e-09,2.3649e-01
+DCC_bivariate_loop,,8.5158e-01,1.4762e-02,,2.6287e-10,2.8626e-21,3.0434e-15,3.3071e-11,2.5123e-09,5.5321e-03
+SW_cross_validated,,1.4443e-11,5.9909e-11,2.6287e-10,,1.5405e-18,1.5164e-10,5.8633e-03,1.6168e-01,5.9064e-10
+SW_15,,7.4438e-23,1.8954e-23,2.8626e-21,1.5405e-18,,2.3222e-13,1.2242e-16,8.6172e-16,1.7726e-22
+SW_30,,3.2967e-16,4.1839e-16,3.0434e-15,1.5164e-10,2.3222e-13,,5.4736e-08,4.4730e-08,1.7350e-15
+SW_60,,3.7723e-12,1.2597e-11,3.3071e-11,5.8633e-03,1.2242e-16,5.4736e-08,,2.6525e-01,6.4791e-11
+SW_120,,5.5074e-10,3.1138e-09,2.5123e-09,1.6168e-01,8.6172e-16,4.4730e-08,2.6525e-01,,1.1549e-08
+sFC,,2.4967e-04,2.3649e-01,5.5321e-03,5.9064e-10,1.7726e-22,1.7350e-15,6.4791e-11,1.1549e-08,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index 2943a532..13e1ecfb 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0190,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,0.0205
-DCC_joint,,0.0190,,0.0111,0.0000,0.0000,0.0000,0.0000,0.0000,0.9630
-DCC_bivariate_loop,,0.0002,0.0111,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0102
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0004,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0004,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0205,0.9630,0.0102,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.9036e-02,1.7855e-04,8.4208e-09,1.7446e-21,1.5183e-17,1.2892e-14,7.6292e-12,2.0533e-02
+DCC_joint,,1.9036e-02,,1.1125e-02,3.3955e-08,2.3549e-23,1.0508e-18,1.8555e-15,5.8564e-12,9.6299e-01
+DCC_bivariate_loop,,1.7855e-04,1.1125e-02,,7.7094e-06,1.5317e-21,5.7032e-17,2.2431e-13,7.3824e-10,1.0156e-02
+SW_cross_validated,,8.4208e-09,3.3955e-08,7.7094e-06,,7.7300e-19,1.2540e-13,1.3905e-08,3.7806e-04,3.1874e-08
+SW_15,,1.7446e-21,2.3549e-23,1.5317e-21,7.7300e-19,,2.0079e-15,3.9396e-19,8.3988e-19,2.2857e-23
+SW_30,,1.5183e-17,1.0508e-18,5.7032e-17,1.2540e-13,2.0079e-15,,1.0063e-10,2.0912e-12,1.0163e-18
+SW_60,,1.2892e-14,1.8555e-15,2.2431e-13,1.3905e-08,3.9396e-19,1.0063e-10,,3.2234e-05,1.7752e-15
+SW_120,,7.6292e-12,5.8564e-12,7.3824e-10,3.7806e-04,8.3988e-19,2.0912e-12,3.2234e-05,,5.5688e-12
+sFC,,2.0533e-02,9.6299e-01,1.0156e-02,3.1874e-08,2.2857e-23,1.0163e-18,1.7752e-15,5.5688e-12,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 88f3ec6b..6eb81308 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0134,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,0.0025
-DCC_joint,,0.0134,,0.0081,0.0000,0.0000,0.0000,0.0000,0.0000,0.3110
-DCC_bivariate_loop,,0.0002,0.0081,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0397
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0007,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0019,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0007,0.0000,0.0000,0.0019,,0.0000
-sFC,,0.0025,0.3110,0.0397,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.3391e-02,1.6074e-04,6.3520e-09,6.0944e-22,1.3039e-18,5.9218e-15,8.5607e-10,2.4702e-03
+DCC_joint,,1.3391e-02,,8.0922e-03,1.3575e-08,1.9965e-24,6.4510e-21,2.9102e-16,2.0913e-09,3.1104e-01
+DCC_bivariate_loop,,1.6074e-04,8.0922e-03,,1.1229e-05,8.0512e-22,4.9826e-18,1.3230e-13,9.9641e-08,3.9738e-02
+SW_cross_validated,,6.3520e-09,1.3575e-08,1.1229e-05,,4.2924e-20,1.6996e-15,6.4219e-10,6.5337e-04,3.6907e-08
+SW_15,,6.0944e-22,1.9965e-24,8.0512e-22,4.2924e-20,,1.5361e-17,1.7129e-19,1.7676e-15,1.5376e-24
+SW_30,,1.3039e-18,6.4510e-21,4.9826e-18,1.6996e-15,1.5361e-17,,5.2575e-12,7.5113e-10,5.6815e-21
+SW_60,,5.9218e-15,2.9102e-16,1.3230e-13,6.4219e-10,1.7129e-19,5.2575e-12,,1.8725e-03,3.7023e-16
+SW_120,,8.5607e-10,2.0913e-09,9.9641e-08,6.5337e-04,1.7676e-15,7.5113e-10,1.8725e-03,,3.9235e-09
+sFC,,2.4702e-03,3.1104e-01,3.9738e-02,3.6907e-08,1.5376e-24,5.6815e-21,3.7023e-16,3.9235e-09,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 4330428e..a758b753 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0026,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0769,0.0000,0.0000,0.0000,0.6044,0.0000
-DCC_bivariate_loop,,0.0026,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0769,0.0000,,0.0000,0.0000,0.0000,0.2225,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.6044,0.0000,0.2225,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.1106e-10,2.6356e-03,9.3686e-09,9.2950e-19,1.6864e-15,1.7547e-12,2.2841e-09,4.0401e-14
+DCC_joint,,7.1106e-10,,8.2356e-10,7.6905e-02,2.8703e-18,3.6410e-13,9.9054e-06,6.0444e-01,3.8807e-10
+DCC_bivariate_loop,,2.6356e-03,8.2356e-10,,4.1803e-08,2.1357e-20,3.9309e-17,6.4297e-14,5.6853e-09,1.6840e-16
+SW_cross_validated,,9.3686e-09,7.6905e-02,4.1803e-08,,2.9437e-18,1.7605e-13,3.5965e-07,2.2247e-01,8.0689e-11
+SW_15,,9.2950e-19,2.8703e-18,2.1357e-20,2.9437e-18,,5.2103e-14,1.9998e-18,6.4269e-18,3.7464e-18
+SW_30,,1.6864e-15,3.6410e-13,3.9309e-17,1.7605e-13,5.2103e-14,,2.8987e-12,7.7181e-13,1.7749e-10
+SW_60,,1.7547e-12,9.9054e-06,6.4297e-14,3.5965e-07,1.9998e-18,2.8987e-12,,8.8403e-06,1.4319e-07
+SW_120,,2.2841e-09,6.0444e-01,5.6853e-09,2.2247e-01,6.4269e-18,7.7181e-13,8.8403e-06,,9.9657e-10
+sFC,,4.0401e-14,3.8807e-10,1.6840e-16,8.0689e-11,3.7464e-18,1.7749e-10,1.4319e-07,9.9657e-10,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 0803800f..26116c54 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0096,0.0000,0.0000,0.0117,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0096,0.0000,,0.0000,0.0000,0.9607,0.0000,0.0010
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0001,0.0000
-SW_60,,0.0000,0.0117,0.0000,0.9607,0.0000,0.0000,,0.0000,0.0019
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001,0.0000,,0.0004
-sFC,,0.0000,0.0000,0.0000,0.0010,0.0000,0.0000,0.0019,0.0004,
+SVWP_joint,,,3.2084e-14,1.4948e-06,7.1300e-14,1.3250e-20,9.1286e-17,1.0484e-13,3.7030e-15,5.2600e-16
+DCC_joint,,3.2084e-14,,2.0165e-13,9.6362e-03,4.8408e-20,1.0854e-12,1.1716e-02,1.0661e-08,1.6298e-09
+DCC_bivariate_loop,,1.4948e-06,2.0165e-13,,1.2629e-12,3.1553e-21,1.5881e-16,2.3100e-12,2.3556e-14,3.5916e-16
+SW_cross_validated,,7.1300e-14,9.6362e-03,1.2629e-12,,6.4569e-18,4.7474e-10,9.6072e-01,6.3755e-06,1.0177e-03
+SW_15,,1.3250e-20,4.8408e-20,3.1553e-21,6.4569e-18,,3.6930e-14,1.1942e-17,2.2620e-15,4.0715e-19
+SW_30,,9.1286e-17,1.0854e-12,1.5881e-16,4.7474e-10,3.6930e-14,,8.4172e-10,1.3845e-04,9.3533e-10
+SW_60,,1.0484e-13,1.1716e-02,2.3100e-12,9.6072e-01,1.1942e-17,8.4172e-10,,9.9108e-06,1.9118e-03
+SW_120,,3.7030e-15,1.0661e-08,2.3556e-14,6.3755e-06,2.2620e-15,1.3845e-04,9.9108e-06,,3.6551e-04
+sFC,,5.2600e-16,1.6298e-09,3.5916e-16,1.0177e-03,4.0715e-19,9.3533e-10,1.9118e-03,3.6551e-04,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 66f08a36..bd2ce4dc 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0648,0.0033,0.0000,0.0000,0.0000,0.0000,0.0000,0.0107
-DCC_joint,,0.0648,,0.0490,0.0000,0.0000,0.0000,0.0000,0.0000,0.2341
-DCC_bivariate_loop,,0.0033,0.0490,,0.0001,0.0000,0.0000,0.0000,0.0000,0.2772
-SW_cross_validated,,0.0000,0.0000,0.0001,,0.0000,0.0000,0.0000,0.0097,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0008,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0097,0.0000,0.0000,0.0008,,0.0000
-sFC,,0.0107,0.2341,0.2772,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.4775e-02,3.3364e-03,4.5673e-07,4.6417e-21,1.8401e-16,5.7674e-14,9.1295e-10,1.0733e-02
+DCC_joint,,6.4775e-02,,4.9046e-02,1.3922e-06,7.6574e-23,2.0491e-17,3.9554e-15,1.0171e-09,2.3407e-01
+DCC_bivariate_loop,,3.3364e-03,4.9046e-02,,1.4575e-04,4.1783e-20,3.1703e-15,4.3978e-12,1.1315e-07,2.7723e-01
+SW_cross_validated,,4.5673e-07,1.3922e-06,1.4575e-04,,6.7719e-17,1.3452e-11,9.6582e-07,9.6795e-03,7.6331e-06
+SW_15,,4.6417e-21,7.6574e-23,4.1783e-20,6.7719e-17,,2.4005e-13,1.7688e-18,1.7170e-16,3.2956e-22
+SW_30,,1.8401e-16,2.0491e-17,3.1703e-15,1.3452e-11,2.4005e-13,,5.9941e-10,2.8847e-10,7.2397e-17
+SW_60,,5.7674e-14,3.9554e-15,4.3978e-12,9.6582e-07,1.7688e-18,5.9941e-10,,8.1657e-04,2.6293e-14
+SW_120,,9.1295e-10,1.0171e-09,1.1315e-07,9.6795e-03,1.7170e-16,2.8847e-10,8.1657e-04,,4.6146e-09
+sFC,,1.0733e-02,2.3407e-01,2.7723e-01,7.6331e-06,3.2956e-22,7.2397e-17,2.6293e-14,4.6146e-09,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 021ce62c..080a9e26 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.5416,0.0002,0.0000
-DCC_bivariate_loop,,0.0001,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0195,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.5416,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0002,0.0000,0.0195,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.0394e-13,8.2081e-05,2.0678e-09,2.6345e-21,3.4666e-18,1.7828e-14,1.3025e-10,2.1581e-18
+DCC_joint,,1.0394e-13,,2.7773e-14,3.4337e-07,1.5888e-18,4.3287e-12,5.4160e-01,2.2387e-04,4.1193e-11
+DCC_bivariate_loop,,8.2081e-05,2.7773e-14,,3.8896e-08,4.1289e-23,2.7510e-20,1.0379e-15,8.5328e-10,1.7089e-22
+SW_cross_validated,,2.0678e-09,3.4337e-07,3.8896e-08,,2.7596e-19,1.2581e-14,4.6398e-08,1.9498e-02,3.0310e-14
+SW_15,,2.6345e-21,1.5888e-18,4.1289e-23,2.7596e-19,,1.1386e-15,3.8302e-19,2.7954e-18,2.3189e-18
+SW_30,,3.4666e-18,4.3287e-12,2.7510e-20,1.2581e-14,1.1386e-15,,1.0670e-12,5.6912e-13,2.2199e-06
+SW_60,,1.7828e-14,5.4160e-01,1.0379e-15,4.6398e-08,3.8302e-19,1.0670e-12,,3.7402e-05,4.1472e-12
+SW_120,,1.3025e-10,2.2387e-04,8.5328e-10,1.9498e-02,2.7954e-18,5.6912e-13,3.7402e-05,,3.4669e-12
+sFC,,2.1581e-18,4.1193e-11,1.7089e-22,3.0310e-14,2.3189e-18,2.2199e-06,4.1472e-12,3.4669e-12,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index 1d44a673..f5f4848f 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.5786,0.0000,0.0041,0.0003,0.0000,0.0000,0.0690,0.0767
-DCC_joint,,0.5786,,0.0000,0.0042,0.0002,0.0000,0.0000,0.0024,0.0010
-DCC_bivariate_loop,,0.0000,0.0000,,0.1416,0.2773,0.0475,0.2606,0.0000,0.0000
-SW_cross_validated,,0.0041,0.0042,0.1416,,0.5905,0.0050,0.0233,0.0000,0.0000
-SW_15,,0.0003,0.0002,0.2773,0.5905,,0.0072,0.0395,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0475,0.0050,0.0072,,0.2771,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.2606,0.0233,0.0395,0.2771,,0.0000,0.0000
-SW_120,,0.0690,0.0024,0.0000,0.0000,0.0000,0.0000,0.0000,,0.6684
-sFC,,0.0767,0.0010,0.0000,0.0000,0.0000,0.0000,0.0000,0.6684,
+SVWP_joint,,,5.7857e-01,1.4696e-05,4.1219e-03,3.3041e-04,7.2039e-07,1.2807e-06,6.8980e-02,7.6726e-02
+DCC_joint,,5.7857e-01,,3.3127e-06,4.2355e-03,1.7167e-04,1.6804e-07,1.7136e-07,2.3703e-03,1.0037e-03
+DCC_bivariate_loop,,1.4696e-05,3.3127e-06,,1.4160e-01,2.7731e-01,4.7536e-02,2.6061e-01,1.4205e-08,4.0387e-09
+SW_cross_validated,,4.1219e-03,4.2355e-03,1.4160e-01,,5.9047e-01,5.0022e-03,2.3253e-02,4.2305e-05,3.3044e-05
+SW_15,,3.3041e-04,1.7167e-04,2.7731e-01,5.9047e-01,,7.2190e-03,3.9540e-02,7.6250e-07,3.5650e-07
+SW_30,,7.2039e-07,1.6804e-07,4.7536e-02,5.0022e-03,7.2190e-03,,2.7708e-01,2.2599e-09,8.8976e-10
+SW_60,,1.2807e-06,1.7136e-07,2.6061e-01,2.3253e-02,3.9540e-02,2.7708e-01,,9.7065e-10,2.1399e-10
+SW_120,,6.8980e-02,2.3703e-03,1.4205e-08,4.2305e-05,7.6250e-07,2.2599e-09,9.7065e-10,,6.6836e-01
+sFC,,7.6726e-02,1.0037e-03,4.0387e-09,3.3044e-05,3.5650e-07,8.8976e-10,2.1399e-10,6.6836e-01,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index 36c7d24e..bf29a5a2 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0215,0.1213,0.0000,0.0000,0.0000,0.0000,0.0000,0.0092
-DCC_joint,,0.0215,,0.5456,0.0000,0.0000,0.0000,0.0000,0.0000,0.7617
-DCC_bivariate_loop,,0.1213,0.5456,,0.0000,0.0000,0.0000,0.0000,0.0000,0.3725
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0087,0.5006,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0087,0.0000,0.0001,,0.1740,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.5006,0.0000,0.0000,0.1740,,0.0000
-sFC,,0.0092,0.7617,0.3725,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.1464e-02,1.2133e-01,2.3789e-11,2.3286e-15,2.7840e-12,6.9350e-11,5.0249e-08,9.2007e-03
+DCC_joint,,2.1464e-02,,5.4558e-01,3.6905e-10,1.2467e-14,6.4210e-12,2.0700e-10,2.4387e-08,7.6167e-01
+DCC_bivariate_loop,,1.2133e-01,5.4558e-01,,2.6830e-09,3.5159e-14,2.0641e-11,9.8148e-10,9.7237e-08,3.7251e-01
+SW_cross_validated,,2.3789e-11,3.6905e-10,2.6830e-09,,4.3170e-12,2.8573e-07,8.6770e-03,5.0056e-01,2.0463e-10
+SW_15,,2.3286e-15,1.2467e-14,3.5159e-14,4.3170e-12,,9.9601e-06,6.1676e-10,9.7459e-10,9.4717e-15
+SW_30,,2.7840e-12,6.4210e-12,2.0641e-11,2.8573e-07,9.9601e-06,,1.2173e-04,3.2313e-05,4.5229e-12
+SW_60,,6.9350e-11,2.0700e-10,9.8148e-10,8.6770e-03,6.1676e-10,1.2173e-04,,1.7405e-01,1.2836e-10
+SW_120,,5.0249e-08,2.4387e-08,9.7237e-08,5.0056e-01,9.7459e-10,3.2313e-05,1.7405e-01,,1.5079e-08
+sFC,,9.2007e-03,7.6167e-01,3.7251e-01,2.0463e-10,9.4717e-15,4.5229e-12,1.2836e-10,1.5079e-08,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index 22779ab1..9cf68d6c 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.8571,0.4557,0.0075,0.0000,0.0000,0.0000,0.0003,0.5833
-DCC_joint,,0.8571,,0.2959,0.0015,0.0000,0.0000,0.0000,0.0000,0.3878
-DCC_bivariate_loop,,0.4557,0.2959,,0.0416,0.0000,0.0000,0.0001,0.0021,0.7953
-SW_cross_validated,,0.0075,0.0015,0.0416,,0.0000,0.0001,0.0209,0.2172,0.0167
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0018,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0001,0.0018,,0.0184,0.0014,0.0000
-SW_60,,0.0000,0.0000,0.0001,0.0209,0.0000,0.0184,,0.2233,0.0000
-SW_120,,0.0003,0.0000,0.0021,0.2172,0.0000,0.0014,0.2233,,0.0006
-sFC,,0.5833,0.3878,0.7953,0.0167,0.0000,0.0000,0.0000,0.0006,
+SVWP_joint,,,8.5706e-01,4.5571e-01,7.4945e-03,2.2591e-10,8.5893e-08,1.2644e-05,2.8579e-04,5.8326e-01
+DCC_joint,,8.5706e-01,,2.9587e-01,1.5467e-03,1.1591e-12,1.8644e-09,5.8621e-07,2.6621e-05,3.8784e-01
+DCC_bivariate_loop,,4.5571e-01,2.9587e-01,,4.1609e-02,1.5969e-09,6.4657e-07,1.0401e-04,2.1256e-03,7.9534e-01
+SW_cross_validated,,7.4945e-03,1.5467e-03,4.1609e-02,,1.3125e-07,1.0725e-04,2.0939e-02,2.1718e-01,1.6716e-02
+SW_15,,2.2591e-10,1.1591e-12,1.5969e-09,1.3125e-07,,1.7753e-03,5.7257e-06,8.0983e-07,1.2623e-10
+SW_30,,8.5893e-08,1.8644e-09,6.4657e-07,1.0725e-04,1.7753e-03,,1.8409e-02,1.4315e-03,8.5106e-08
+SW_60,,1.2644e-05,5.8621e-07,1.0401e-04,2.0939e-02,5.7257e-06,1.8409e-02,,2.2332e-01,1.9123e-05
+SW_120,,2.8579e-04,2.6621e-05,2.1256e-03,2.1718e-01,8.0983e-07,1.4315e-03,2.2332e-01,,5.5098e-04
+sFC,,5.8326e-01,3.8784e-01,7.9534e-01,1.6716e-02,1.2623e-10,8.5106e-08,1.9123e-05,5.5098e-04,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index 776a5f7c..22e19112 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0049,0.1281,0.0000,0.0002,0.0635,0.1392,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.9030,0.0005,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0049,0.0000,,0.0234,0.0000,0.0158,0.2979,0.2406,0.0000
-SW_cross_validated,,0.1281,0.0000,0.0234,,0.0000,0.0004,0.4466,0.7264,0.0000
-SW_15,,0.0000,0.9030,0.0000,0.0000,,0.0008,0.0000,0.0000,0.0000
-SW_30,,0.0002,0.0005,0.0158,0.0004,0.0008,,0.0063,0.0074,0.0000
-SW_60,,0.0635,0.0000,0.2979,0.4466,0.0000,0.0063,,0.7924,0.0000
-SW_120,,0.1392,0.0000,0.2406,0.7264,0.0000,0.0074,0.7924,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.0064e-08,4.9073e-03,1.2814e-01,7.0712e-08,1.8411e-04,6.3510e-02,1.3917e-01,2.8410e-18
+DCC_joint,,4.0064e-08,,6.9675e-08,3.9229e-09,9.0299e-01,4.8262e-04,2.8155e-07,1.0522e-06,5.5790e-18
+DCC_bivariate_loop,,4.9073e-03,6.9675e-08,,2.3367e-02,1.9086e-07,1.5781e-02,2.9792e-01,2.4063e-01,5.9381e-23
+SW_cross_validated,,1.2814e-01,3.9229e-09,2.3367e-02,,1.0570e-08,3.9617e-04,4.4661e-01,7.2644e-01,6.8437e-23
+SW_15,,7.0712e-08,9.0299e-01,1.9086e-07,1.0570e-08,,8.1976e-04,5.6157e-07,1.8219e-06,1.8805e-17
+SW_30,,1.8411e-04,4.8262e-04,1.5781e-02,3.9617e-04,8.1976e-04,,6.3402e-03,7.3531e-03,1.1205e-17
+SW_60,,6.3510e-02,2.8155e-07,2.9792e-01,4.4661e-01,5.6157e-07,6.3402e-03,,7.9245e-01,2.7390e-19
+SW_120,,1.3917e-01,1.0522e-06,2.4063e-01,7.2644e-01,1.8219e-06,7.3531e-03,7.9245e-01,,1.0878e-17
+sFC,,2.8410e-18,5.5790e-18,5.9381e-23,6.8437e-23,1.8805e-17,1.1205e-17,2.7390e-19,1.0878e-17,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index cb2adb3c..198b0821 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0159,0.0003,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0875,0.4164,0.0000,0.0313,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0875,,0.2518,0.0002,0.0094,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.4164,0.2518,,0.0001,0.0216,0.0000,0.0000
-SW_30,,0.0159,0.0000,0.0000,0.0002,0.0001,,0.0221,0.0000,0.0000
-SW_60,,0.0003,0.0000,0.0313,0.0094,0.0216,0.0221,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.0087e-14,3.9705e-07,1.6550e-05,2.4365e-06,1.5919e-02,3.0319e-04,2.7139e-16,2.6045e-19
+DCC_joint,,3.0087e-14,,2.1566e-13,9.4554e-07,1.0660e-10,9.0733e-15,1.9789e-12,1.5171e-05,4.9028e-13
+DCC_bivariate_loop,,3.9705e-07,2.1566e-13,,8.7497e-02,4.1642e-01,5.7636e-06,3.1260e-02,1.5759e-16,5.6954e-22
+SW_cross_validated,,1.6550e-05,9.4554e-07,8.7497e-02,,2.5182e-01,2.3890e-04,9.3586e-03,4.6420e-09,7.5832e-12
+SW_15,,2.4365e-06,1.0660e-10,4.1642e-01,2.5182e-01,,5.5828e-05,2.1630e-02,2.4830e-13,8.0537e-17
+SW_30,,1.5919e-02,9.0733e-15,5.7636e-06,2.3890e-04,5.5828e-05,,2.2077e-02,2.6497e-17,1.5710e-21
+SW_60,,3.0319e-04,1.9789e-12,3.1260e-02,9.3586e-03,2.1630e-02,2.2077e-02,,7.5450e-15,2.9325e-18
+SW_120,,2.7139e-16,1.5171e-05,1.5759e-16,4.6420e-09,2.4830e-13,2.6497e-17,7.5450e-15,,9.1981e-11
+sFC,,2.6045e-19,4.9028e-13,5.6954e-22,7.5832e-12,8.0537e-17,1.5710e-21,2.9325e-18,9.1981e-11,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index 7b13513a..519e0b73 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2058,0.5753,0.0004,0.0000,0.0003,0.0011,0.0000,0.1256
-DCC_joint,,0.2058,,0.7490,0.0001,0.0000,0.0001,0.0001,0.0000,0.9083
-DCC_bivariate_loop,,0.5753,0.7490,,0.0013,0.0000,0.0004,0.0024,0.0000,0.6806
-SW_cross_validated,,0.0004,0.0001,0.0013,,0.0003,0.1596,0.8834,0.0408,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0003,,0.0257,0.0003,0.0299,0.0000
-SW_30,,0.0003,0.0001,0.0004,0.1596,0.0257,,0.1392,0.7221,0.0000
-SW_60,,0.0011,0.0001,0.0024,0.8834,0.0003,0.1392,,0.0358,0.0001
-SW_120,,0.0000,0.0000,0.0000,0.0408,0.0299,0.7221,0.0358,,0.0000
-sFC,,0.1256,0.9083,0.6806,0.0000,0.0000,0.0000,0.0001,0.0000,
+SVWP_joint,,,2.0581e-01,5.7530e-01,4.3687e-04,3.7363e-07,2.6755e-04,1.0878e-03,8.6293e-06,1.2556e-01
+DCC_joint,,2.0581e-01,,7.4896e-01,5.6131e-05,1.2118e-07,6.5031e-05,1.4980e-04,1.8308e-06,9.0833e-01
+DCC_bivariate_loop,,5.7530e-01,7.4896e-01,,1.3038e-03,1.1743e-06,4.1402e-04,2.3588e-03,3.3337e-05,6.8058e-01
+SW_cross_validated,,4.3687e-04,5.6131e-05,1.3038e-03,,3.3991e-04,1.5961e-01,8.8341e-01,4.0757e-02,2.1838e-05
+SW_15,,3.7363e-07,1.2118e-07,1.1743e-06,3.3991e-04,,2.5747e-02,3.2857e-04,2.9865e-02,7.0824e-08
+SW_30,,2.6755e-04,6.5031e-05,4.1402e-04,1.5961e-01,2.5747e-02,,1.3921e-01,7.2213e-01,4.1316e-05
+SW_60,,1.0878e-03,1.4980e-04,2.3588e-03,8.8341e-01,3.2857e-04,1.3921e-01,,3.5781e-02,6.6841e-05
+SW_120,,8.6293e-06,1.8308e-06,3.3337e-05,4.0757e-02,2.9865e-02,7.2213e-01,3.5781e-02,,8.5841e-07
+sFC,,1.2556e-01,9.0833e-01,6.8058e-01,2.1838e-05,7.0824e-08,4.1316e-05,6.6841e-05,8.5841e-07,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index ab4504d6..82df013d 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.8258,0.0002,0.0000,0.6149,0.0204,0.0007,0.0000
-DCC_joint,,0.0000,,0.0000,0.0967,0.4103,0.0000,0.0000,0.0003,0.0000
-DCC_bivariate_loop,,0.8258,0.0000,,0.0008,0.0000,0.5555,0.0578,0.0172,0.0000
-SW_cross_validated,,0.0002,0.0967,0.0008,,0.2752,0.0002,0.0000,0.0153,0.0000
-SW_15,,0.0000,0.4103,0.0000,0.2752,,0.0000,0.0000,0.0002,0.0000
-SW_30,,0.6149,0.0000,0.5555,0.0002,0.0000,,0.1343,0.0011,0.0000
-SW_60,,0.0204,0.0000,0.0578,0.0000,0.0000,0.1343,,0.0000,0.0000
-SW_120,,0.0007,0.0003,0.0172,0.0153,0.0002,0.0011,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.1813e-06,8.2577e-01,2.0400e-04,2.1334e-06,6.1495e-01,2.0377e-02,7.1564e-04,1.6547e-27
+DCC_joint,,8.1813e-06,,2.9764e-05,9.6679e-02,4.1028e-01,8.0324e-06,8.8102e-07,2.8384e-04,1.4004e-17
+DCC_bivariate_loop,,8.2577e-01,2.9764e-05,,8.2712e-04,1.7447e-05,5.5548e-01,5.7790e-02,1.7196e-02,2.0210e-23
+SW_cross_validated,,2.0400e-04,9.6679e-02,8.2712e-04,,2.7520e-01,1.8366e-04,1.2066e-05,1.5304e-02,1.9974e-19
+SW_15,,2.1334e-06,4.1028e-01,1.7447e-05,2.7520e-01,,2.7658e-06,1.2542e-07,1.9808e-04,2.6333e-20
+SW_30,,6.1495e-01,8.0324e-06,5.5548e-01,1.8366e-04,2.7658e-06,,1.3430e-01,1.1405e-03,4.0913e-25
+SW_60,,2.0377e-02,8.8102e-07,5.7790e-02,1.2066e-05,1.2542e-07,1.3430e-01,,1.7291e-06,2.5228e-28
+SW_120,,7.1564e-04,2.8384e-04,1.7196e-02,1.5304e-02,1.9808e-04,1.1405e-03,1.7291e-06,,4.8338e-28
+sFC,,1.6547e-27,1.4004e-17,2.0210e-23,1.9974e-19,2.6333e-20,4.0913e-25,2.5228e-28,4.8338e-28,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 0018e8c7..51bfd26e 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.6028,0.0092,0.0000,0.0000,0.0000,0.0000,0.0000,0.4135
-DCC_joint,,0.6028,,0.0045,0.0000,0.0000,0.0000,0.0000,0.0000,0.5704
-DCC_bivariate_loop,,0.0092,0.0045,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0205
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0352,0.5280,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0352,0.0000,0.0000,,0.3285,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.5280,0.0000,0.0000,0.3285,,0.0000
-sFC,,0.4135,0.5704,0.0205,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.0275e-01,9.1609e-03,1.2717e-12,1.8599e-20,4.9019e-17,1.0381e-13,1.7482e-10,4.1355e-01
+DCC_joint,,6.0275e-01,,4.4983e-03,1.7193e-14,5.3262e-22,1.0136e-18,1.1968e-15,2.3768e-11,5.7040e-01
+DCC_bivariate_loop,,9.1609e-03,4.4983e-03,,2.1104e-13,1.5076e-20,2.3994e-17,2.3426e-14,2.3755e-11,2.0538e-02
+SW_cross_validated,,1.2717e-12,1.7193e-14,2.1104e-13,,7.5210e-17,8.3303e-11,3.5243e-02,5.2796e-01,8.3579e-14
+SW_15,,1.8599e-20,5.3262e-22,1.5076e-20,7.5210e-17,,2.4242e-12,2.2144e-16,1.8540e-14,2.3523e-21
+SW_30,,4.9019e-17,1.0136e-18,2.3994e-17,8.3303e-11,2.4242e-12,,1.1951e-09,2.6431e-08,4.8118e-18
+SW_60,,1.0381e-13,1.1968e-15,2.3426e-14,3.5243e-02,2.2144e-16,1.1951e-09,,3.2854e-01,6.6501e-15
+SW_120,,1.7482e-10,2.3768e-11,2.3755e-11,5.2796e-01,1.8540e-14,2.6431e-08,3.2854e-01,,3.8152e-11
+sFC,,4.1355e-01,5.7040e-01,2.0538e-02,8.3579e-14,2.3523e-21,4.8118e-18,6.6501e-15,3.8152e-11,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index 090a282f..e1e3278e 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.8120,0.0414,0.0000,0.0000,0.0000,0.0000,0.0000,0.3385
-DCC_joint,,0.8120,,0.0230,0.0000,0.0000,0.0000,0.0000,0.0000,0.1277
-DCC_bivariate_loop,,0.0414,0.0230,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0018
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0077,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0005,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0077,0.0000,0.0000,0.0005,,0.0000
-sFC,,0.3385,0.1277,0.0018,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.1199e-01,4.1369e-02,9.8602e-12,7.4117e-22,3.3251e-18,6.3597e-15,5.2254e-13,3.3853e-01
+DCC_joint,,8.1199e-01,,2.2986e-02,3.1696e-13,3.7976e-25,1.4925e-20,8.0870e-17,1.4944e-14,1.2767e-01
+DCC_bivariate_loop,,4.1369e-02,2.2986e-02,,4.0860e-11,2.2365e-22,2.3459e-18,9.9600e-15,1.4368e-12,1.8273e-03
+SW_cross_validated,,9.8602e-12,3.1696e-13,4.0860e-11,,2.6048e-19,1.2370e-13,6.2632e-07,7.6927e-03,2.6412e-13
+SW_15,,7.4117e-22,3.7976e-25,2.2365e-22,2.6048e-19,,9.4422e-16,1.7228e-18,1.4456e-18,2.9452e-24
+SW_30,,3.3251e-18,1.4925e-20,2.3459e-18,1.2370e-13,9.4422e-16,,1.4557e-10,3.2688e-12,4.1742e-20
+SW_60,,6.3597e-15,8.0870e-17,9.9600e-15,6.2632e-07,1.7228e-18,1.4557e-10,,4.6788e-04,1.2422e-16
+SW_120,,5.2254e-13,1.4944e-14,1.4368e-12,7.6927e-03,1.4456e-18,3.2688e-12,4.6788e-04,,1.5128e-14
+sFC,,3.3853e-01,1.2767e-01,1.8273e-03,2.6412e-13,2.9452e-24,4.1742e-20,1.2422e-16,1.5128e-14,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index 9f823048..705896e4 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.5186,0.0065,0.0000,0.0000,0.0000,0.0000,0.0000,0.4941
-DCC_joint,,0.5186,,0.0082,0.0000,0.0000,0.0000,0.0000,0.0000,0.1039
-DCC_bivariate_loop,,0.0065,0.0082,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0002
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0310,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.1648,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0310,0.0000,0.0000,0.1648,,0.0000
-sFC,,0.4941,0.1039,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.1858e-01,6.4733e-03,5.2423e-12,1.9789e-21,1.4651e-19,3.1864e-16,6.5826e-08,4.9406e-01
+DCC_joint,,5.1858e-01,,8.1993e-03,6.1342e-13,7.1672e-23,1.6191e-21,1.1612e-17,6.9925e-08,1.0392e-01
+DCC_bivariate_loop,,6.4733e-03,8.1993e-03,,1.9085e-11,4.1251e-22,2.0434e-20,1.7423e-16,3.9600e-07,1.9342e-04
+SW_cross_validated,,5.2423e-12,6.1342e-13,1.9085e-11,,6.3324e-19,1.7611e-15,2.7766e-09,3.1041e-02,1.1509e-13
+SW_15,,1.9789e-21,7.1672e-23,4.1251e-22,6.3324e-19,,8.4484e-15,1.2919e-17,4.9896e-10,2.9054e-23
+SW_30,,1.4651e-19,1.6191e-21,2.0434e-20,1.7611e-15,8.4484e-15,,4.5506e-12,2.0119e-05,4.3078e-22
+SW_60,,3.1864e-16,1.1612e-17,1.7423e-16,2.7766e-09,1.2919e-17,4.5506e-12,,1.6476e-01,2.9548e-18
+SW_120,,6.5826e-08,6.9925e-08,3.9600e-07,3.1041e-02,4.9896e-10,2.0119e-05,1.6476e-01,,2.9246e-08
+sFC,,4.9406e-01,1.0392e-01,1.9342e-04,1.1509e-13,2.9054e-23,4.3078e-22,2.9548e-18,2.9246e-08,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 07532dd3..9c8e8fdf 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.1104,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0021,0.0000,0.0000,0.0000,0.0026,0.0000
-DCC_bivariate_loop,,0.1104,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0021,0.0000,,0.0000,0.0000,0.0000,0.3417,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0022,0.0206
-SW_120,,0.0000,0.0026,0.0000,0.3417,0.0000,0.0000,0.0022,,0.0135
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0206,0.0135,
+SVWP_joint,,,2.5886e-07,1.1038e-01,5.9556e-09,2.8826e-18,1.1428e-15,7.1564e-13,6.8876e-08,5.4222e-13
+DCC_joint,,2.5886e-07,,1.2263e-10,2.1139e-03,5.0946e-18,8.9624e-15,1.9943e-10,2.6037e-03,1.1004e-10
+DCC_bivariate_loop,,1.1038e-01,1.2263e-10,,1.0920e-11,3.8951e-20,3.5486e-18,2.3820e-16,1.4001e-09,1.8887e-17
+SW_cross_validated,,5.9556e-09,2.1139e-03,1.0920e-11,,1.1194e-16,1.2072e-12,1.4078e-06,3.4167e-01,5.7675e-06
+SW_15,,2.8826e-18,5.0946e-18,3.8951e-20,1.1194e-16,,1.7841e-11,3.1059e-16,3.0564e-14,2.6889e-17
+SW_30,,1.1428e-15,8.9624e-15,3.5486e-18,1.2072e-12,1.7841e-11,,6.7498e-11,1.3252e-09,1.0128e-12
+SW_60,,7.1564e-13,1.9943e-10,2.3820e-16,1.4078e-06,3.1059e-16,6.7498e-11,,2.1587e-03,2.0595e-02
+SW_120,,6.8876e-08,2.6037e-03,1.4001e-09,3.4167e-01,3.0564e-14,1.3252e-09,2.1587e-03,,1.3503e-02
+sFC,,5.4222e-13,1.1004e-10,1.8887e-17,5.7675e-06,2.6889e-17,1.0128e-12,2.0595e-02,1.3503e-02,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index b9867762..e276d21e 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0334,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0334,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.8530,0.0017,0.0013
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0075,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.8530,0.0000,0.0000,,0.0014,0.0030
-SW_120,,0.0000,0.0000,0.0000,0.0017,0.0000,0.0075,0.0014,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0013,0.0000,0.0000,0.0030,0.0000,
+SVWP_joint,,,4.5302e-08,3.3358e-02,8.1265e-11,1.0717e-18,7.9985e-15,1.2320e-10,1.1861e-10,1.3030e-10
+DCC_joint,,4.5302e-08,,2.3135e-13,6.0872e-08,2.7036e-21,9.5341e-16,1.4870e-07,4.6122e-08,3.7252e-08
+DCC_bivariate_loop,,3.3358e-02,2.3135e-13,,2.4935e-14,2.5151e-22,1.2367e-18,4.6707e-14,1.5171e-12,5.4946e-16
+SW_cross_validated,,8.1265e-11,6.0872e-08,2.4935e-14,,4.8562e-17,1.4402e-09,8.5304e-01,1.6976e-03,1.3121e-03
+SW_15,,1.0717e-18,2.7036e-21,2.5151e-22,4.8562e-17,,1.1825e-14,6.8568e-17,1.4918e-11,8.3700e-21
+SW_30,,7.9985e-15,9.5341e-16,1.2367e-18,1.4402e-09,1.1825e-14,,1.6129e-09,7.5246e-03,3.9153e-14
+SW_60,,1.2320e-10,1.4870e-07,4.6707e-14,8.5304e-01,6.8568e-17,1.6129e-09,,1.3863e-03,3.0408e-03
+SW_120,,1.1861e-10,4.6122e-08,1.5171e-12,1.6976e-03,1.4918e-11,7.5246e-03,1.3863e-03,,8.3425e-06
+sFC,,1.3030e-10,3.7252e-08,5.4946e-16,1.3121e-03,8.3700e-21,3.9153e-14,3.0408e-03,8.3425e-06,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 5d336157..826c078a 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.4455,0.0255,0.0000,0.0000,0.0000,0.0000,0.0000,0.9881
-DCC_joint,,0.4455,,0.0634,0.0000,0.0000,0.0000,0.0000,0.0000,0.4250
-DCC_bivariate_loop,,0.0255,0.0634,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0229
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0257,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0009,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0257,0.0000,0.0000,0.0009,,0.0000
-sFC,,0.9881,0.4250,0.0229,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.4554e-01,2.5493e-02,2.2470e-12,1.8155e-21,1.2038e-18,2.0444e-16,9.6404e-13,9.8812e-01
+DCC_joint,,4.4554e-01,,6.3393e-02,9.1390e-13,3.2952e-22,2.4578e-19,2.9022e-17,4.9418e-13,4.2500e-01
+DCC_bivariate_loop,,2.5493e-02,6.3393e-02,,1.3174e-10,2.5023e-20,2.3983e-17,1.0912e-14,2.9437e-11,2.2880e-02
+SW_cross_validated,,2.2470e-12,9.1390e-13,1.3174e-10,,1.1308e-17,4.2062e-13,5.0742e-07,2.5736e-02,1.6925e-12
+SW_15,,1.8155e-21,3.2952e-22,2.5023e-20,1.1308e-17,,3.5909e-12,3.2906e-17,3.6054e-16,1.2984e-21
+SW_30,,1.2038e-18,2.4578e-19,2.3983e-17,4.2062e-13,3.5909e-12,,6.9959e-11,4.3362e-11,8.6230e-19
+SW_60,,2.0444e-16,2.9022e-17,1.0912e-14,5.0742e-07,3.2906e-17,6.9959e-11,,9.1250e-04,1.3495e-16
+SW_120,,9.6404e-13,4.9418e-13,2.9437e-11,2.5736e-02,3.6054e-16,4.3362e-11,9.1250e-04,,7.6737e-13
+sFC,,9.8812e-01,4.2500e-01,2.2880e-02,1.6925e-12,1.2984e-21,8.6230e-19,1.3495e-16,7.6737e-13,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index ff458689..87262935 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0491,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.1720,0.0000,0.0000,0.0000,0.0395,0.0000
-DCC_bivariate_loop,,0.0491,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.1720,0.0000,,0.0000,0.0000,0.0000,0.2741,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0012,0.0000
-SW_120,,0.0000,0.0395,0.0000,0.2741,0.0000,0.0000,0.0012,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.6105e-10,4.9089e-02,5.8589e-11,6.4886e-20,4.0625e-17,3.0071e-13,2.4272e-10,1.1379e-15
+DCC_joint,,4.6105e-10,,8.3613e-14,1.7197e-01,7.8240e-19,1.3694e-14,6.4028e-07,3.9493e-02,1.4982e-11
+DCC_bivariate_loop,,4.9089e-02,8.3613e-14,,5.3081e-15,6.3746e-23,2.4021e-21,3.6153e-17,4.1282e-13,5.8684e-22
+SW_cross_validated,,5.8589e-11,1.7197e-01,5.3081e-15,,5.9354e-19,1.4069e-14,4.8753e-06,2.7408e-01,2.4419e-11
+SW_15,,6.4886e-20,7.8240e-19,6.3746e-23,5.9354e-19,,1.5113e-14,9.2078e-18,4.9682e-17,1.6770e-18
+SW_30,,4.0625e-17,1.3694e-14,2.4021e-21,1.4069e-14,1.5113e-14,,7.2612e-12,6.4427e-12,8.9804e-12
+SW_60,,3.0071e-13,6.4028e-07,3.6153e-17,4.8753e-06,9.2078e-18,7.2612e-12,,1.1699e-03,1.2105e-05
+SW_120,,2.4272e-10,3.9493e-02,4.1282e-13,2.7408e-01,4.9682e-17,6.4427e-12,1.1699e-03,,1.0215e-07
+sFC,,1.1379e-15,1.4982e-11,5.8684e-22,2.4419e-11,1.6770e-18,8.9804e-12,1.2105e-05,1.0215e-07,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index 34b7abe3..fc1b1bb9 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.4443,0.0271,0.5317,0.0040,0.0002,0.0014,0.0620,0.0430
-DCC_joint,,0.4443,,0.0000,0.1000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0271,0.0000,,0.1199,0.0256,0.0000,0.0010,0.0000,0.0000
-SW_cross_validated,,0.5317,0.1000,0.1199,,0.0193,0.0007,0.0069,0.0075,0.0048
-SW_15,,0.0040,0.0000,0.0256,0.0193,,0.0012,0.1909,0.0000,0.0000
-SW_30,,0.0002,0.0000,0.0000,0.0007,0.0012,,0.0085,0.0000,0.0000
-SW_60,,0.0014,0.0000,0.0010,0.0069,0.1909,0.0085,,0.0000,0.0000
-SW_120,,0.0620,0.0000,0.0000,0.0075,0.0000,0.0000,0.0000,,0.1805
-sFC,,0.0430,0.0000,0.0000,0.0048,0.0000,0.0000,0.0000,0.1805,
+SVWP_joint,,,4.4426e-01,2.7111e-02,5.3173e-01,3.9567e-03,1.6536e-04,1.4219e-03,6.1999e-02,4.3019e-02
+DCC_joint,,4.4426e-01,,6.4058e-09,1.0001e-01,3.6657e-11,5.5730e-12,7.6607e-13,1.1532e-05,1.5699e-07
+DCC_bivariate_loop,,2.7111e-02,6.4058e-09,,1.1986e-01,2.5571e-02,1.7355e-05,1.0358e-03,1.4273e-11,2.1209e-12
+SW_cross_validated,,5.3173e-01,1.0001e-01,1.1986e-01,,1.9325e-02,7.0139e-04,6.9459e-03,7.5115e-03,4.7991e-03
+SW_15,,3.9567e-03,3.6657e-11,2.5571e-02,1.9325e-02,,1.2109e-03,1.9089e-01,1.3814e-13,1.6421e-14
+SW_30,,1.6536e-04,5.5730e-12,1.7355e-05,7.0139e-04,1.2109e-03,,8.4515e-03,9.3740e-14,2.3507e-14
+SW_60,,1.4219e-03,7.6607e-13,1.0358e-03,6.9459e-03,1.9089e-01,8.4515e-03,,2.3924e-15,1.4737e-16
+SW_120,,6.1999e-02,1.1532e-05,1.4273e-11,7.5115e-03,1.3814e-13,9.3740e-14,2.3924e-15,,1.8054e-01
+sFC,,4.3019e-02,1.5699e-07,2.1209e-12,4.7991e-03,1.6421e-14,2.3507e-14,1.4737e-16,1.8054e-01,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index a9d5d182..d6847864 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0379,0.8434,0.1269,0.0000,0.0000,0.0000,0.0065,0.0384
-DCC_joint,,0.0379,,0.2144,0.0004,0.0000,0.0000,0.0000,0.0002,0.9874
-DCC_bivariate_loop,,0.8434,0.2144,,0.2061,0.0000,0.0000,0.0001,0.0139,0.2132
-SW_cross_validated,,0.1269,0.0004,0.2061,,0.0000,0.0000,0.0000,0.0473,0.0005
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0014,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0001,0.0000,0.0000,0.0014,,0.0495,0.0000
-SW_120,,0.0065,0.0002,0.0139,0.0473,0.0000,0.0000,0.0495,,0.0002
-sFC,,0.0384,0.9874,0.2132,0.0005,0.0000,0.0000,0.0000,0.0002,
+SVWP_joint,,,3.7859e-02,8.4338e-01,1.2693e-01,3.6533e-11,1.3037e-08,6.0752e-06,6.5294e-03,3.8425e-02
+DCC_joint,,3.7859e-02,,2.1442e-01,4.3980e-04,6.2593e-12,8.0117e-10,1.2096e-07,2.0378e-04,9.8741e-01
+DCC_bivariate_loop,,8.4338e-01,2.1442e-01,,2.0608e-01,2.3033e-10,1.3930e-07,6.0628e-05,1.3890e-02,2.1316e-01
+SW_cross_validated,,1.2693e-01,4.3980e-04,2.0608e-01,,7.1561e-11,4.3449e-08,4.3949e-05,4.7313e-02,4.7307e-04
+SW_15,,3.6533e-11,6.2593e-12,2.3033e-10,7.1561e-11,,4.5387e-05,5.4505e-08,8.9367e-09,6.4579e-12
+SW_30,,1.3037e-08,8.0117e-10,1.3930e-07,4.3449e-08,4.5387e-05,,1.3660e-03,3.9515e-05,8.3938e-10
+SW_60,,6.0752e-06,1.2096e-07,6.0628e-05,4.3949e-05,5.4505e-08,1.3660e-03,,4.9461e-02,1.2795e-07
+SW_120,,6.5294e-03,2.0378e-04,1.3890e-02,4.7313e-02,8.9367e-09,3.9515e-05,4.9461e-02,,2.0765e-04
+sFC,,3.8425e-02,9.8741e-01,2.1316e-01,4.7307e-04,6.4579e-12,8.3938e-10,1.2795e-07,2.0765e-04,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index a3790c1a..6ab39fc6 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1426,0.0285,0.0011,0.0000,0.0000,0.0000,0.0001,0.1738
-DCC_joint,,0.1426,,0.3568,0.0242,0.0000,0.0000,0.0000,0.0010,0.9335
-DCC_bivariate_loop,,0.0285,0.3568,,0.1766,0.0000,0.0000,0.0000,0.0101,0.3295
-SW_cross_validated,,0.0011,0.0242,0.1766,,0.0000,0.0000,0.0001,0.1225,0.0237
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0006,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0006,,0.0071,0.0000
-SW_120,,0.0001,0.0010,0.0101,0.1225,0.0000,0.0000,0.0071,,0.0010
-sFC,,0.1738,0.9335,0.3295,0.0237,0.0000,0.0000,0.0000,0.0010,
+SVWP_joint,,,1.4262e-01,2.8485e-02,1.1493e-03,3.1713e-12,5.6442e-10,2.0039e-07,6.0108e-05,1.7376e-01
+DCC_joint,,1.4262e-01,,3.5677e-01,2.4200e-02,3.7222e-12,1.2927e-09,1.3029e-06,9.5442e-04,9.3352e-01
+DCC_bivariate_loop,,2.8485e-02,3.5677e-01,,1.7658e-01,1.9738e-11,1.1151e-08,1.4516e-05,1.0073e-02,3.2953e-01
+SW_cross_validated,,1.1493e-03,2.4200e-02,1.7658e-01,,2.3096e-11,3.0155e-08,1.3127e-04,1.2249e-01,2.3733e-02
+SW_15,,3.1713e-12,3.7222e-12,1.9738e-11,2.3096e-11,,2.4733e-06,1.0087e-08,3.2460e-10,6.4346e-12
+SW_30,,5.6442e-10,1.2927e-09,1.1151e-08,3.0155e-08,2.4733e-06,,6.0987e-04,1.2471e-06,2.1626e-09
+SW_60,,2.0039e-07,1.3029e-06,1.4516e-05,1.3127e-04,1.0087e-08,6.0987e-04,,7.1263e-03,1.7520e-06
+SW_120,,6.0108e-05,9.5442e-04,1.0073e-02,1.2249e-01,3.2460e-10,1.2471e-06,7.1263e-03,,1.0329e-03
+sFC,,1.7376e-01,9.3352e-01,3.2953e-01,2.3733e-02,6.4346e-12,2.1626e-09,1.7520e-06,1.0329e-03,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index 67713022..4155c416 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0020,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.3909,0.0000,0.0000,0.6605,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0001,0.8594,0.1610,0.0012,0.0000
-SW_15,,0.0000,0.0000,0.3909,0.0001,,0.0000,0.0000,0.8508,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.8594,0.0000,,0.0890,0.0010,0.0000
-SW_60,,0.0020,0.0000,0.0000,0.1610,0.0000,0.0890,,0.0001,0.0000
-SW_120,,0.0000,0.0000,0.6605,0.0012,0.8508,0.0010,0.0001,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.7165e-12,9.5686e-10,3.7197e-05,3.6359e-10,3.7004e-06,1.9940e-03,3.0854e-07,8.2157e-27
+DCC_joint,,2.7165e-12,,1.2330e-05,2.1186e-09,1.1486e-06,8.2836e-10,4.5544e-10,4.7645e-05,5.7113e-18
+DCC_bivariate_loop,,9.5686e-10,1.2330e-05,,2.8517e-05,3.9094e-01,1.2528e-05,1.9596e-06,6.6046e-01,2.6066e-21
+SW_cross_validated,,3.7197e-05,2.1186e-09,2.8517e-05,,5.4273e-05,8.5944e-01,1.6103e-01,1.2112e-03,5.4659e-23
+SW_15,,3.6359e-10,1.1486e-06,3.9094e-01,5.4273e-05,,1.9195e-05,2.6936e-06,8.5076e-01,3.7235e-23
+SW_30,,3.7004e-06,8.2836e-10,1.2528e-05,8.5944e-01,1.9195e-05,,8.9020e-02,9.8342e-04,7.5119e-25
+SW_60,,1.9940e-03,4.5544e-10,1.9596e-06,1.6103e-01,2.6936e-06,8.9020e-02,,1.1697e-04,5.2595e-23
+SW_120,,3.0854e-07,4.7645e-05,6.6046e-01,1.2112e-03,8.5076e-01,9.8342e-04,1.1697e-04,,2.6382e-18
+sFC,,8.2157e-27,5.7113e-18,2.6066e-21,5.4659e-23,3.7235e-23,7.5119e-25,5.2595e-23,2.6382e-18,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index e90b1506..885d9704 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0015,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0068,0.0000,0.0000,0.0186,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0068,,0.0002,0.0000,0.3179,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0002,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0015,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0186,0.3179,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.0915e-17,4.0379e-11,1.1961e-08,1.2115e-06,1.5167e-03,1.7730e-10,7.3471e-21,4.8865e-23
+DCC_joint,,5.0915e-17,,2.4925e-13,9.4469e-14,1.1164e-16,3.3775e-18,9.7658e-15,3.0525e-09,7.0660e-15
+DCC_bivariate_loop,,4.0379e-11,2.4925e-13,,6.7809e-03,2.6476e-08,1.6440e-11,1.8607e-02,1.3264e-18,1.2777e-21
+SW_cross_validated,,1.1961e-08,9.4469e-14,6.7809e-03,,1.7671e-04,5.6013e-08,3.1789e-01,3.8871e-18,1.1034e-20
+SW_15,,1.2115e-06,1.1164e-16,2.6476e-08,1.7671e-04,,2.6715e-05,5.8827e-07,3.7811e-22,2.3682e-25
+SW_30,,1.5167e-03,3.3775e-18,1.6440e-11,5.6013e-08,2.6715e-05,,4.9336e-11,1.8124e-24,1.3337e-28
+SW_60,,1.7730e-10,9.7658e-15,1.8607e-02,3.1789e-01,5.8827e-07,4.9336e-11,,2.1551e-20,1.1526e-23
+SW_120,,7.3471e-21,3.0525e-09,1.3264e-18,3.8871e-18,3.7811e-22,1.8124e-24,2.1551e-20,,1.9553e-15
+sFC,,4.8865e-23,7.0660e-15,1.2777e-21,1.1034e-20,2.3682e-25,1.3337e-28,1.1526e-23,1.9553e-15,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index e8f8b3cc..d6aec07e 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.5285,0.0072,0.4525,0.0001,0.7463,0.5563,0.0591,0.8116
-DCC_joint,,0.5285,,0.0207,0.1593,0.0001,0.9850,0.9108,0.0187,0.6679
-DCC_bivariate_loop,,0.0072,0.0207,,0.0011,0.0000,0.1888,0.0886,0.0003,0.0077
-SW_cross_validated,,0.4525,0.1593,0.0011,,0.0003,0.4566,0.2388,0.1690,0.2980
-SW_15,,0.0001,0.0001,0.0000,0.0003,,0.0005,0.0001,0.0026,0.0001
-SW_30,,0.7463,0.9850,0.1888,0.4566,0.0005,,0.9300,0.1229,0.8406
-SW_60,,0.5563,0.9108,0.0886,0.2388,0.0001,0.9300,,0.0377,0.6679
-SW_120,,0.0591,0.0187,0.0003,0.1690,0.0026,0.1229,0.0377,,0.0343
-sFC,,0.8116,0.6679,0.0077,0.2980,0.0001,0.8406,0.6679,0.0343,
+SVWP_joint,,,5.2845e-01,7.2205e-03,4.5246e-01,1.3213e-04,7.4633e-01,5.5627e-01,5.9096e-02,8.1157e-01
+DCC_joint,,5.2845e-01,,2.0721e-02,1.5935e-01,6.4466e-05,9.8503e-01,9.1082e-01,1.8685e-02,6.6791e-01
+DCC_bivariate_loop,,7.2205e-03,2.0721e-02,,1.0919e-03,7.2017e-06,1.8881e-01,8.8587e-02,3.1156e-04,7.6769e-03
+SW_cross_validated,,4.5246e-01,1.5935e-01,1.0919e-03,,2.6877e-04,4.5662e-01,2.3884e-01,1.6902e-01,2.9803e-01
+SW_15,,1.3213e-04,6.4466e-05,7.2017e-06,2.6877e-04,,4.7739e-04,1.1491e-04,2.6319e-03,9.1455e-05
+SW_30,,7.4633e-01,9.8503e-01,1.8881e-01,4.5662e-01,4.7739e-04,,9.3001e-01,1.2288e-01,8.4057e-01
+SW_60,,5.5627e-01,9.1082e-01,8.8587e-02,2.3884e-01,1.1491e-04,9.3001e-01,,3.7679e-02,6.6788e-01
+SW_120,,5.9096e-02,1.8685e-02,3.1156e-04,1.6902e-01,2.6319e-03,1.2288e-01,3.7679e-02,,3.4334e-02
+sFC,,8.1157e-01,6.6791e-01,7.6769e-03,2.9803e-01,9.1455e-05,8.4057e-01,6.6788e-01,3.4334e-02,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index 4e1dc136..5d82d3ce 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0028,0.0912,0.0322,0.0005,0.0102,0.0064,0.0000
-DCC_joint,,0.0000,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0028,0.0001,,0.0000,0.0000,0.0000,0.0000,0.2639,0.0000
-SW_cross_validated,,0.0912,0.0000,0.0000,,0.6778,0.0158,0.3029,0.0000,0.0000
-SW_15,,0.0322,0.0000,0.0000,0.6778,,0.0137,0.4536,0.0000,0.0000
-SW_30,,0.0005,0.0000,0.0000,0.0158,0.0137,,0.0648,0.0000,0.0000
-SW_60,,0.0102,0.0000,0.0000,0.3029,0.4536,0.0648,,0.0000,0.0000
-SW_120,,0.0064,0.0000,0.2639,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.9214e-06,2.7599e-03,9.1218e-02,3.2193e-02,5.0399e-04,1.0203e-02,6.4096e-03,5.1280e-23
+DCC_joint,,2.9214e-06,,1.2840e-04,3.0611e-08,4.1084e-09,2.1145e-10,1.6867e-09,1.2703e-05,8.7564e-22
+DCC_bivariate_loop,,2.7599e-03,1.2840e-04,,3.7073e-06,1.0887e-07,5.9842e-10,2.2757e-08,2.6393e-01,2.6979e-27
+SW_cross_validated,,9.1218e-02,3.0611e-08,3.7073e-06,,6.7782e-01,1.5774e-02,3.0286e-01,3.6088e-06,3.2949e-25
+SW_15,,3.2193e-02,4.1084e-09,1.0887e-07,6.7782e-01,,1.3694e-02,4.5364e-01,3.2898e-08,1.0869e-27
+SW_30,,5.0399e-04,2.1145e-10,5.9842e-10,1.5774e-02,1.3694e-02,,6.4789e-02,5.5866e-11,5.7085e-29
+SW_60,,1.0203e-02,1.6867e-09,2.2757e-08,3.0286e-01,4.5364e-01,6.4789e-02,,4.9117e-09,5.0334e-28
+SW_120,,6.4096e-03,1.2703e-05,2.6393e-01,3.6088e-06,3.2898e-08,5.5866e-11,4.9117e-09,,1.4246e-31
+sFC,,5.1280e-23,8.7564e-22,2.6979e-27,3.2949e-25,1.0869e-27,5.7085e-29,5.0334e-28,1.4246e-31,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 0ce006e6..176a4ea5 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0054,0.8292,0.0000,0.0000,0.0000,0.0000,0.0000,0.0018
-DCC_joint,,0.0054,,0.0004,0.0000,0.0000,0.0000,0.0000,0.0000,0.3872
-DCC_bivariate_loop,,0.8292,0.0004,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0143,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0631,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0143,0.0000,0.0000,0.0631,,0.0000
-sFC,,0.0018,0.3872,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.3865e-03,8.2915e-01,2.6577e-07,1.1756e-17,1.2984e-13,2.8274e-09,3.2134e-08,1.7863e-03
+DCC_joint,,5.3865e-03,,4.1423e-04,1.4006e-08,9.7960e-22,1.1534e-17,1.7006e-12,1.0740e-09,3.8719e-01
+DCC_bivariate_loop,,8.2915e-01,4.1423e-04,,1.1965e-09,2.3820e-20,1.8086e-16,3.9160e-12,1.7903e-10,4.9527e-05
+SW_cross_validated,,2.6577e-07,1.4006e-08,1.1965e-09,,2.2141e-20,5.8707e-15,2.0460e-05,1.4319e-02,3.1500e-09
+SW_15,,1.1756e-17,9.7960e-22,2.3820e-20,2.2141e-20,,6.4273e-16,2.0163e-20,2.9729e-19,1.0794e-22
+SW_30,,1.2984e-13,1.1534e-17,1.8086e-16,5.8707e-15,6.4273e-16,,3.6937e-14,4.0657e-13,7.4398e-19
+SW_60,,2.8274e-09,1.7006e-12,3.9160e-12,2.0460e-05,2.0163e-20,3.6937e-14,,6.3104e-02,6.0542e-14
+SW_120,,3.2134e-08,1.0740e-09,1.7903e-10,1.4319e-02,2.9729e-19,4.0657e-13,6.3104e-02,,3.1377e-10
+sFC,,1.7863e-03,3.8719e-01,4.9527e-05,3.1500e-09,1.0794e-22,7.4398e-19,6.0542e-14,3.1377e-10,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index d08e8762..7eb66e7b 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_joint,,0.0000,,0.0074,0.0000,0.0000,0.0000,0.0000,0.0000,0.7758
-DCC_bivariate_loop,,0.0000,0.0074,,0.0003,0.0000,0.0000,0.0000,0.0000,0.0047
-SW_cross_validated,,0.0000,0.0000,0.0003,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0001,0.7758,0.0047,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.1638e-05,2.2928e-06,1.3188e-10,4.6880e-21,6.2949e-18,1.6721e-15,7.0590e-12,6.3804e-05
+DCC_joint,,4.1638e-05,,7.3585e-03,4.6407e-09,1.1214e-21,3.0555e-18,1.4534e-15,8.2518e-11,7.7578e-01
+DCC_bivariate_loop,,2.2928e-06,7.3585e-03,,2.5149e-04,1.0274e-19,5.6629e-16,1.3644e-12,4.4063e-08,4.7065e-03
+SW_cross_validated,,1.3188e-10,4.6407e-09,2.5149e-04,,2.6333e-20,3.9525e-16,4.1160e-12,5.7883e-06,2.9673e-09
+SW_15,,4.6880e-21,1.1214e-21,1.0274e-19,2.6333e-20,,1.2894e-12,8.0028e-17,3.0419e-17,1.0238e-21
+SW_30,,6.2949e-18,3.0555e-18,5.6629e-16,3.9525e-16,1.2894e-12,,6.9407e-10,4.8497e-12,2.6878e-18
+SW_60,,1.6721e-15,1.4534e-15,1.3644e-12,4.1160e-12,8.0028e-17,6.9407e-10,,8.7288e-06,1.1995e-15
+SW_120,,7.0590e-12,8.2518e-11,4.4063e-08,5.7883e-06,3.0419e-17,4.8497e-12,8.7288e-06,,6.4956e-11
+sFC,,6.3804e-05,7.7578e-01,4.7065e-03,2.9673e-09,1.0238e-21,2.6878e-18,1.1995e-15,6.4956e-11,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 8997816f..3bdc5008 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0063,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,0.0056
-DCC_joint,,0.0063,,0.0913,0.0000,0.0000,0.0000,0.0000,0.0000,0.9445
-DCC_bivariate_loop,,0.0002,0.0913,,0.0005,0.0000,0.0000,0.0000,0.0000,0.0697
-SW_cross_validated,,0.0000,0.0000,0.0005,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0056,0.9445,0.0697,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.3474e-03,1.8885e-04,2.2680e-08,4.3849e-20,2.1162e-16,1.9925e-13,2.6993e-11,5.6150e-03
+DCC_joint,,6.3474e-03,,9.1264e-02,4.0075e-06,3.7647e-20,4.5416e-16,1.2250e-12,4.8614e-10,9.4455e-01
+DCC_bivariate_loop,,1.8885e-04,9.1264e-02,,4.9725e-04,1.6058e-19,2.7879e-15,1.6528e-11,1.3144e-08,6.9687e-02
+SW_cross_validated,,2.2680e-08,4.0075e-06,4.9725e-04,,2.5782e-20,2.6008e-15,1.2469e-10,1.4995e-06,1.5730e-06
+SW_15,,4.3849e-20,3.7647e-20,1.6058e-19,2.5782e-20,,1.0984e-12,6.4522e-17,3.3687e-18,1.3931e-20
+SW_30,,2.1162e-16,4.5416e-16,2.7879e-15,2.6008e-15,1.0984e-12,,1.4384e-09,2.7937e-12,1.9154e-16
+SW_60,,1.9925e-13,1.2250e-12,1.6528e-11,1.2469e-10,6.4522e-17,1.4384e-09,,3.3829e-05,4.8305e-13
+SW_120,,2.6993e-11,4.8614e-10,1.3144e-08,1.4995e-06,3.3687e-18,2.7937e-12,3.3829e-05,,1.9700e-10
+sFC,,5.6150e-03,9.4455e-01,6.9687e-02,1.5730e-06,1.3931e-20,1.9154e-16,4.8305e-13,1.9700e-10,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 8134df36..ba30a4d7 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.2350,0.0006,0.0000
-DCC_bivariate_loop,,0.0001,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0563,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0286
-SW_60,,0.0000,0.2350,0.0000,0.0000,0.0000,0.0000,,0.0087,0.0000
-SW_120,,0.0000,0.0006,0.0000,0.0563,0.0000,0.0000,0.0087,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0286,0.0000,0.0000,
+SVWP_joint,,,1.5120e-11,5.6585e-05,1.1443e-08,1.3814e-17,2.7159e-14,5.8375e-11,3.3687e-09,8.2781e-15
+DCC_joint,,1.5120e-11,,4.4069e-11,8.0914e-07,1.0290e-16,1.5544e-09,2.3499e-01,6.3353e-04,4.7063e-11
+DCC_bivariate_loop,,5.6585e-05,4.4069e-11,,4.0552e-06,4.8027e-19,7.0152e-15,4.6735e-10,4.4500e-07,1.3335e-16
+SW_cross_validated,,1.1443e-08,8.0914e-07,4.0552e-06,,5.8969e-18,1.0444e-12,1.8614e-05,5.6286e-02,2.0904e-14
+SW_15,,1.3814e-17,1.0290e-16,4.8027e-19,5.8969e-18,,1.3919e-12,1.4594e-16,2.6109e-16,8.3679e-16
+SW_30,,2.7159e-14,1.5544e-09,7.0152e-15,1.0444e-12,1.3919e-12,,7.7289e-10,1.2659e-10,2.8622e-02
+SW_60,,5.8375e-11,2.3499e-01,4.6735e-10,1.8614e-05,1.4594e-16,7.7289e-10,,8.6655e-03,4.7417e-11
+SW_120,,3.3687e-09,6.3353e-04,4.4500e-07,5.6286e-02,2.6109e-16,1.2659e-10,8.6655e-03,,2.2368e-11
+sFC,,8.2781e-15,4.7063e-11,1.3335e-16,2.0904e-14,8.3679e-16,2.8622e-02,4.7417e-11,2.2368e-11,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 11035e2b..69f49529 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0007,0.0000,0.0000,0.0054,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0007,0.0000,,0.0000,0.0000,0.4576,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.8785,0.0479
-SW_60,,0.0000,0.0054,0.0000,0.4576,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.8785,0.0000,,0.1532
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0479,0.0000,0.1532,
+SVWP_joint,,,6.0935e-16,5.1454e-08,2.5429e-14,8.1948e-21,2.5411e-17,1.6147e-14,1.0290e-15,9.7873e-18
+DCC_joint,,6.0935e-16,,6.5970e-13,7.1154e-04,3.4161e-19,1.2524e-09,5.3941e-03,6.2336e-07,2.5436e-10
+DCC_bivariate_loop,,5.1454e-08,6.5970e-13,,1.5158e-10,7.3444e-20,3.4586e-15,6.8967e-11,2.4706e-13,1.2303e-15
+SW_cross_validated,,2.5429e-14,7.1154e-04,1.5158e-10,,1.9369e-18,1.6145e-10,4.5761e-01,2.2882e-08,8.3354e-11
+SW_15,,8.1948e-21,3.4161e-19,7.3444e-20,1.9369e-18,,1.3029e-15,2.9234e-18,7.5304e-13,1.1719e-17
+SW_30,,2.5411e-17,1.2524e-09,3.4586e-15,1.6145e-10,1.3029e-15,,4.6761e-10,8.7849e-01,4.7913e-02
+SW_60,,1.6147e-14,5.3941e-03,6.8967e-11,4.5761e-01,2.9234e-18,4.6761e-10,,5.9417e-08,2.8750e-10
+SW_120,,1.0290e-15,6.2336e-07,2.4706e-13,2.2882e-08,7.5304e-13,8.7849e-01,5.9417e-08,,1.5320e-01
+sFC,,9.7873e-18,2.5436e-10,1.2303e-15,8.3354e-11,1.1719e-17,4.7913e-02,2.8750e-10,1.5320e-01,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index da019602..8a1d9f24 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_joint,,0.0001,,0.0757,0.0000,0.0000,0.0000,0.0000,0.0000,0.8394
-DCC_bivariate_loop,,0.0000,0.0757,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1061
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001,,0.0000
-sFC,,0.0001,0.8394,0.1061,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.1108e-04,1.5641e-05,1.3667e-12,1.7378e-26,1.4646e-20,1.2825e-16,7.3205e-13,7.9809e-05
+DCC_joint,,1.1108e-04,,7.5704e-02,1.0299e-08,1.1589e-24,5.2862e-19,1.1161e-14,6.9642e-11,8.3944e-01
+DCC_bivariate_loop,,1.5641e-05,7.5704e-02,,1.4068e-05,1.4729e-22,2.7667e-17,9.1391e-13,3.7312e-09,1.0611e-01
+SW_cross_validated,,1.3667e-12,1.0299e-08,1.4068e-05,,3.0525e-24,1.3290e-17,8.7964e-12,1.1757e-06,1.8218e-08
+SW_15,,1.7378e-26,1.1589e-24,1.4729e-22,3.0525e-24,,1.4717e-16,5.1697e-20,1.8290e-19,1.6011e-24
+SW_30,,1.4646e-20,5.2862e-19,2.7667e-17,1.3290e-17,1.4717e-16,,1.7785e-11,1.0509e-12,6.8749e-19
+SW_60,,1.2825e-16,1.1161e-14,9.1391e-13,8.7964e-12,5.1697e-20,1.7785e-11,,1.4421e-04,1.5160e-14
+SW_120,,7.3205e-13,6.9642e-11,3.7312e-09,1.1757e-06,1.8290e-19,1.0509e-12,1.4421e-04,,9.3103e-11
+sFC,,7.9809e-05,8.3944e-01,1.0611e-01,1.8218e-08,1.6011e-24,6.8749e-19,1.5160e-14,9.3103e-11,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 68baadef..bfa8d414 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.2320,0.0135,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.2320,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0135,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.6803e-16,3.6726e-07,2.3665e-11,3.5158e-23,5.8675e-19,2.6357e-15,1.9117e-12,4.8465e-23
+DCC_joint,,1.6803e-16,,1.5437e-14,5.4545e-06,5.1739e-16,2.1433e-05,8.4340e-07,4.7938e-10,1.4029e-10
+DCC_bivariate_loop,,3.6726e-07,1.5437e-14,,1.4538e-08,3.7596e-22,2.5449e-17,1.5438e-12,1.1494e-08,1.6701e-21
+SW_cross_validated,,2.3665e-11,5.4545e-06,1.4538e-08,,4.8788e-16,1.8520e-09,2.3197e-01,1.3536e-02,2.7271e-12
+SW_15,,3.5158e-23,5.1739e-16,3.7596e-22,4.8788e-16,,4.4849e-15,4.8150e-19,1.2513e-19,5.2222e-16
+SW_30,,5.8675e-19,2.1433e-05,2.5449e-17,1.8520e-09,4.4849e-15,,1.7337e-11,1.5479e-13,1.4478e-06
+SW_60,,2.6357e-15,8.4340e-07,1.5438e-12,2.3197e-01,4.8150e-19,1.7337e-11,,1.8916e-05,2.7096e-16
+SW_120,,1.9117e-12,4.7938e-10,1.1494e-08,1.3536e-02,1.2513e-19,1.5479e-13,1.8916e-05,,2.1626e-17
+sFC,,4.8465e-23,1.4029e-10,1.6701e-21,2.7271e-12,5.2222e-16,1.4478e-06,2.7096e-16,2.1626e-17,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index b2bf5237..9a0179e7 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.4969,0.0156,0.4633,0.1366,0.0007,0.0021,0.1082,0.0401
-DCC_joint,,0.4969,,0.0000,0.0780,0.0001,0.0000,0.0000,0.0005,0.0000
-DCC_bivariate_loop,,0.0156,0.0000,,0.0759,0.0503,0.0073,0.0454,0.0000,0.0000
-SW_cross_validated,,0.4633,0.0780,0.0759,,0.4996,0.0030,0.0098,0.0080,0.0021
-SW_15,,0.1366,0.0001,0.0503,0.4996,,0.0002,0.0008,0.0000,0.0000
-SW_30,,0.0007,0.0000,0.0073,0.0030,0.0002,,0.1951,0.0000,0.0000
-SW_60,,0.0021,0.0000,0.0454,0.0098,0.0008,0.1951,,0.0000,0.0000
-SW_120,,0.1082,0.0005,0.0000,0.0080,0.0000,0.0000,0.0000,,0.0067
-sFC,,0.0401,0.0000,0.0000,0.0021,0.0000,0.0000,0.0000,0.0067,
+SVWP_joint,,,4.9686e-01,1.5629e-02,4.6328e-01,1.3656e-01,7.3156e-04,2.1011e-03,1.0824e-01,4.0057e-02
+DCC_joint,,4.9686e-01,,2.0003e-08,7.7967e-02,5.6153e-05,1.3088e-09,8.5420e-11,5.2948e-04,1.6281e-07
+DCC_bivariate_loop,,1.5629e-02,2.0003e-08,,7.5855e-02,5.0311e-02,7.2979e-03,4.5426e-02,2.5706e-10,8.6023e-12
+SW_cross_validated,,4.6328e-01,7.7967e-02,7.5855e-02,,4.9957e-01,3.0099e-03,9.7616e-03,8.0211e-03,2.1241e-03
+SW_15,,1.3656e-01,5.6153e-05,5.0311e-02,4.9957e-01,,2.3293e-04,7.9186e-04,5.4991e-07,3.0479e-08
+SW_30,,7.3156e-04,1.3088e-09,7.2979e-03,3.0099e-03,2.3293e-04,,1.9507e-01,5.3959e-11,4.9539e-12
+SW_60,,2.1011e-03,8.5420e-11,4.5426e-02,9.7616e-03,7.9186e-04,1.9507e-01,,1.6492e-12,3.8447e-14
+SW_120,,1.0824e-01,5.2948e-04,2.5706e-10,8.0211e-03,5.4991e-07,5.3959e-11,1.6492e-12,,6.7448e-03
+sFC,,4.0057e-02,1.6281e-07,8.6023e-12,2.1241e-03,3.0479e-08,4.9539e-12,3.8447e-14,6.7448e-03,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index 7fb6926d..2438f230 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0349,0.1582,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_joint,,0.0349,,0.5222,0.0000,0.0000,0.0000,0.0000,0.0000,0.0681
-DCC_bivariate_loop,,0.1582,0.5222,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0188
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.3713,0.1829,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0003,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.3713,0.0000,0.0003,,0.0710,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1829,0.0000,0.0000,0.0710,,0.0000
-sFC,,0.0001,0.0681,0.0188,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.4914e-02,1.5815e-01,1.6258e-11,2.9889e-16,1.0577e-12,6.6386e-10,6.7240e-10,7.1405e-05
+DCC_joint,,3.4914e-02,,5.2217e-01,2.0559e-12,1.3027e-16,2.5666e-13,8.7677e-11,6.4029e-11,6.8074e-02
+DCC_bivariate_loop,,1.5815e-01,5.2217e-01,,1.3525e-11,3.7227e-16,8.4271e-13,3.2368e-10,3.4679e-10,1.8803e-02
+SW_cross_validated,,1.6258e-11,2.0559e-12,1.3525e-11,,1.6473e-12,4.8930e-06,3.7128e-01,1.8285e-01,1.6060e-15
+SW_15,,2.9889e-16,1.3027e-16,3.7227e-16,1.6473e-12,,7.6085e-08,1.2406e-10,1.8305e-12,3.5567e-18
+SW_30,,1.0577e-12,2.5666e-13,8.4271e-13,4.8930e-06,7.6085e-08,,2.8253e-04,1.4173e-06,5.5841e-15
+SW_60,,6.6386e-10,8.7677e-11,3.2368e-10,3.7128e-01,1.2406e-10,2.8253e-04,,7.0982e-02,1.6568e-12
+SW_120,,6.7240e-10,6.4029e-11,3.4679e-10,1.8285e-01,1.8305e-12,1.4173e-06,7.0982e-02,,2.1676e-13
+sFC,,7.1405e-05,6.8074e-02,1.8803e-02,1.6060e-15,3.5567e-18,5.5841e-15,1.6568e-12,2.1676e-13,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index a2f87130..3e69d22d 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1424,0.0283,0.0024,0.0000,0.0000,0.0000,0.0001,0.1651
-DCC_joint,,0.1424,,0.3517,0.0536,0.0000,0.0000,0.0000,0.0015,0.9734
-DCC_bivariate_loop,,0.0283,0.3517,,0.3527,0.0000,0.0000,0.0000,0.0152,0.3544
-SW_cross_validated,,0.0024,0.0536,0.3527,,0.0000,0.0000,0.0001,0.0552,0.0611
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0005,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0005,,0.0056,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0056,,0.0138,0.0000
-SW_120,,0.0001,0.0015,0.0152,0.0552,0.0000,0.0000,0.0138,,0.0020
-sFC,,0.1651,0.9734,0.3544,0.0611,0.0000,0.0000,0.0000,0.0020,
+SVWP_joint,,,1.4243e-01,2.8301e-02,2.3617e-03,5.7374e-11,2.3030e-09,4.0940e-07,1.0097e-04,1.6510e-01
+DCC_joint,,1.4243e-01,,3.5167e-01,5.3600e-02,9.7850e-11,6.4569e-09,2.8247e-06,1.5465e-03,9.7341e-01
+DCC_bivariate_loop,,2.8301e-02,3.5167e-01,,3.5272e-01,6.1494e-10,6.2445e-08,3.1892e-05,1.5239e-02,3.5443e-01
+SW_cross_validated,,2.3617e-03,5.3600e-02,3.5272e-01,,2.2255e-10,3.1736e-08,5.3019e-05,5.5205e-02,6.1133e-02
+SW_15,,5.7374e-11,9.7850e-11,6.1494e-10,2.2255e-10,,4.6654e-04,2.2836e-06,3.3825e-08,2.1200e-10
+SW_30,,2.3030e-09,6.4569e-09,6.2445e-08,3.1736e-08,4.6654e-04,,5.6167e-03,1.4482e-05,1.4357e-08
+SW_60,,4.0940e-07,2.8247e-06,3.1892e-05,5.3019e-05,2.2836e-06,5.6167e-03,,1.3783e-02,4.8763e-06
+SW_120,,1.0097e-04,1.5465e-03,1.5239e-02,5.5205e-02,3.3825e-08,1.4482e-05,1.3783e-02,,2.0316e-03
+sFC,,1.6510e-01,9.7341e-01,3.5443e-01,6.1133e-02,2.1200e-10,1.4357e-08,4.8763e-06,2.0316e-03,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index 2ca7df9a..f75a1a2a 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0981,0.0000,0.0000,0.0294,0.0019,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.5276,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.8107,0.0005,0.1487,0.0000
-SW_cross_validated,,0.0981,0.0000,0.0000,,0.0000,0.0000,0.3696,0.0195,0.0000
-SW_15,,0.0000,0.5276,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.8107,0.0000,0.0000,,0.0004,0.1144,0.0000
-SW_60,,0.0294,0.0000,0.0005,0.3696,0.0000,0.0004,,0.1006,0.0000
-SW_120,,0.0019,0.0000,0.1487,0.0195,0.0000,0.1144,0.1006,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.9282e-10,1.3390e-06,9.8107e-02,1.7847e-10,1.3419e-06,2.9425e-02,1.8990e-03,1.6774e-22
+DCC_joint,,2.9282e-10,,8.3799e-06,7.3760e-10,5.2756e-01,1.8669e-05,1.5518e-08,9.4354e-06,3.6500e-18
+DCC_bivariate_loop,,1.3390e-06,8.3799e-06,,1.2717e-05,2.8233e-06,8.1075e-01,4.6815e-04,1.4871e-01,2.4817e-21
+SW_cross_validated,,9.8107e-02,7.3760e-10,1.2717e-05,,4.2647e-10,1.2156e-05,3.6963e-01,1.9480e-02,1.2261e-23
+SW_15,,1.7847e-10,5.2756e-01,2.8233e-06,4.2647e-10,,6.1253e-06,7.7857e-09,3.8309e-06,1.2405e-17
+SW_30,,1.3419e-06,1.8669e-05,8.1075e-01,1.2156e-05,6.1253e-06,,3.7707e-04,1.1445e-01,9.5083e-21
+SW_60,,2.9425e-02,1.5518e-08,4.6815e-04,3.6963e-01,7.7857e-09,3.7707e-04,,1.0056e-01,3.7467e-21
+SW_120,,1.8990e-03,9.4354e-06,1.4871e-01,1.9480e-02,3.8309e-06,1.1445e-01,1.0056e-01,,1.0406e-17
+sFC,,1.6774e-22,3.6500e-18,2.4817e-21,1.2261e-23,1.2405e-17,9.5083e-21,3.7467e-21,1.0406e-17,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index d6c482f9..1120e6dc 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0148,0.0047,0.0000,0.2336,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0148,,0.0000,0.0639,0.0959,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0047,0.0000,,0.0000,0.0002,0.0000,0.0000
-SW_30,,0.0001,0.0000,0.0000,0.0639,0.0000,,0.0002,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.2336,0.0959,0.0002,0.0002,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.6149e-15,5.1711e-08,1.5196e-05,1.2860e-09,1.0198e-04,1.3677e-07,5.4448e-19,2.9561e-21
+DCC_joint,,1.6149e-15,,1.7636e-13,8.6973e-14,9.8729e-12,8.0056e-16,2.3274e-14,1.8979e-09,4.3037e-15
+DCC_bivariate_loop,,5.1711e-08,1.7636e-13,,1.4832e-02,4.7059e-03,2.8003e-05,2.3364e-01,2.2657e-18,1.5131e-21
+SW_cross_validated,,1.5196e-05,8.6973e-14,1.4832e-02,,3.2056e-05,6.3852e-02,9.5856e-02,5.9492e-18,1.2449e-20
+SW_15,,1.2860e-09,9.8729e-12,4.7059e-03,3.2056e-05,,7.2541e-08,2.3118e-04,8.4835e-17,5.5896e-20
+SW_30,,1.0198e-04,8.0056e-16,2.8003e-05,6.3852e-02,7.2541e-08,,1.8502e-04,8.8715e-21,3.0440e-24
+SW_60,,1.3677e-07,2.3274e-14,2.3364e-01,9.5856e-02,2.3118e-04,1.8502e-04,,1.7482e-19,6.1868e-23
+SW_120,,5.4448e-19,1.8979e-09,2.2657e-18,5.9492e-18,8.4835e-17,8.8715e-21,1.7482e-19,,5.4621e-14
+sFC,,2.9561e-21,4.3037e-15,1.5131e-21,1.2449e-20,5.5896e-20,3.0440e-24,6.1868e-23,5.4621e-14,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index 7906410d..06947f2e 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2248,0.0021,0.0126,0.0000,0.0093,0.0478,0.0008,0.5682
-DCC_joint,,0.2248,,0.0206,0.0008,0.0000,0.0017,0.0050,0.0001,0.4669
-DCC_bivariate_loop,,0.0021,0.0206,,0.0000,0.0000,0.0001,0.0001,0.0000,0.0041
-SW_cross_validated,,0.0126,0.0008,0.0000,,0.0000,0.3324,0.7212,0.1167,0.0029
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0001,0.0000
-SW_30,,0.0093,0.0017,0.0001,0.3324,0.0001,,0.2371,0.7251,0.0039
-SW_60,,0.0478,0.0050,0.0001,0.7212,0.0000,0.2371,,0.0780,0.0154
-SW_120,,0.0008,0.0001,0.0000,0.1167,0.0001,0.7251,0.0780,,0.0002
-sFC,,0.5682,0.4669,0.0041,0.0029,0.0000,0.0039,0.0154,0.0002,
+SVWP_joint,,,2.2481e-01,2.1477e-03,1.2551e-02,1.4794e-07,9.3087e-03,4.7810e-02,7.7700e-04,5.6820e-01
+DCC_joint,,2.2481e-01,,2.0626e-02,8.1923e-04,4.5252e-08,1.6869e-03,5.0288e-03,8.3554e-05,4.6692e-01
+DCC_bivariate_loop,,2.1477e-03,2.0626e-02,,1.1323e-05,8.6098e-09,9.5317e-05,9.5666e-05,3.1165e-06,4.0861e-03
+SW_cross_validated,,1.2551e-02,8.1923e-04,1.1323e-05,,3.7012e-06,3.3245e-01,7.2116e-01,1.1670e-01,2.9273e-03
+SW_15,,1.4794e-07,4.5252e-08,8.6098e-09,3.7012e-06,,1.0101e-04,3.4216e-06,7.9771e-05,7.4468e-08
+SW_30,,9.3087e-03,1.6869e-03,9.5317e-05,3.3245e-01,1.0101e-04,,2.3706e-01,7.2506e-01,3.8793e-03
+SW_60,,4.7810e-02,5.0288e-03,9.5666e-05,7.2116e-01,3.4216e-06,2.3706e-01,,7.8030e-02,1.5399e-02
+SW_120,,7.7700e-04,8.3554e-05,3.1165e-06,1.1670e-01,7.9771e-05,7.2506e-01,7.8030e-02,,2.2653e-04
+sFC,,5.6820e-01,4.6692e-01,4.0861e-03,2.9273e-03,7.4468e-08,3.8793e-03,1.5399e-02,2.2653e-04,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index fb7bd6ed..5c69f6ad 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0002,0.2524,0.3486,0.0000,0.0134,0.6220,0.0008,0.0000
-DCC_joint,,0.0002,,0.0001,0.0013,0.0023,0.0428,0.0004,0.3396,0.0000
-DCC_bivariate_loop,,0.2524,0.0001,,0.9945,0.0000,0.0238,0.5394,0.0003,0.0000
-SW_cross_validated,,0.3486,0.0013,0.9945,,0.0000,0.0824,0.6277,0.0050,0.0000
-SW_15,,0.0000,0.0023,0.0000,0.0000,,0.0000,0.0000,0.0001,0.0000
-SW_30,,0.0134,0.0428,0.0238,0.0824,0.0000,,0.0287,0.1855,0.0000
-SW_60,,0.6220,0.0004,0.5394,0.6277,0.0000,0.0287,,0.0014,0.0000
-SW_120,,0.0008,0.3396,0.0003,0.0050,0.0001,0.1855,0.0014,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.3669e-04,2.5238e-01,3.4864e-01,2.4616e-07,1.3432e-02,6.2197e-01,7.6920e-04,1.8909e-21
+DCC_joint,,2.3669e-04,,9.7479e-05,1.2764e-03,2.3108e-03,4.2788e-02,3.9295e-04,3.3963e-01,6.9456e-22
+DCC_bivariate_loop,,2.5238e-01,9.7479e-05,,9.9448e-01,6.9428e-09,2.3796e-02,5.3944e-01,2.9315e-04,7.9443e-28
+SW_cross_validated,,3.4864e-01,1.2764e-03,9.9448e-01,,6.5917e-07,8.2354e-02,6.2769e-01,4.9638e-03,4.0391e-22
+SW_15,,2.4616e-07,2.3108e-03,6.9428e-09,6.5917e-07,,1.0705e-05,2.2820e-07,9.6181e-05,3.1835e-22
+SW_30,,1.3432e-02,4.2788e-02,2.3796e-02,8.2354e-02,1.0705e-05,,2.8728e-02,1.8549e-01,7.2769e-23
+SW_60,,6.2197e-01,3.9295e-04,5.3944e-01,6.2769e-01,2.2820e-07,2.8728e-02,,1.3886e-03,2.7285e-22
+SW_120,,7.6920e-04,3.3963e-01,2.9315e-04,4.9638e-03,9.6181e-05,1.8549e-01,1.3886e-03,,1.3962e-23
+sFC,,1.8909e-21,6.9456e-22,7.9443e-28,4.0391e-22,3.1835e-22,7.2769e-23,2.7285e-22,1.3962e-23,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 4f87cf09..1691fb7f 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0288,0.0342,0.0000,0.0000,0.0000,0.0000,0.0000,0.0059
-DCC_joint,,0.0288,,0.0012,0.0000,0.0000,0.0000,0.0000,0.0000,0.8614
-DCC_bivariate_loop,,0.0342,0.0012,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0005
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.1719,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0045,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1719,0.0000,0.0000,0.0045,,0.0000
-sFC,,0.0059,0.8614,0.0005,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.8755e-02,3.4233e-02,1.5469e-14,9.3295e-25,1.8003e-19,3.6746e-16,4.7030e-14,5.8650e-03
+DCC_joint,,2.8755e-02,,1.2153e-03,3.6677e-13,4.3935e-24,1.0178e-18,6.1106e-15,7.7624e-13,8.6139e-01
+DCC_bivariate_loop,,3.4233e-02,1.2153e-03,,3.9693e-12,2.4753e-21,5.5392e-17,1.9587e-13,3.8052e-12,4.5273e-04
+SW_cross_validated,,1.5469e-14,3.6677e-13,3.9693e-12,,3.4090e-23,2.0190e-15,3.1231e-05,1.7192e-01,4.7500e-15
+SW_15,,9.3295e-25,4.3935e-24,2.4753e-21,3.4090e-23,,2.2369e-17,1.0273e-22,8.8820e-22,4.1362e-26
+SW_30,,1.8003e-19,1.0178e-18,5.5392e-17,2.0190e-15,2.2369e-17,,5.1175e-14,4.0818e-14,3.9140e-20
+SW_60,,3.6746e-16,6.1106e-15,1.9587e-13,3.1231e-05,1.0273e-22,5.1175e-14,,4.5220e-03,5.9795e-17
+SW_120,,4.7030e-14,7.7624e-13,3.8052e-12,1.7192e-01,8.8820e-22,4.0818e-14,4.5220e-03,,3.2184e-14
+sFC,,5.8650e-03,8.6139e-01,4.5273e-04,4.7500e-15,4.1362e-26,3.9140e-20,5.9795e-17,3.2184e-14,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index 6952a127..7a759910 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0234,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,0.1234
-DCC_joint,,0.0234,,0.0064,0.0000,0.0000,0.0000,0.0000,0.0000,0.3207
-DCC_bivariate_loop,,0.0002,0.0064,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0016
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0227,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0004,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0227,0.0000,0.0000,0.0004,,0.0000
-sFC,,0.1234,0.3207,0.0016,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.3412e-02,2.3517e-04,4.5992e-15,2.4474e-21,2.3683e-18,6.5923e-17,2.9809e-12,1.2344e-01
+DCC_joint,,2.3412e-02,,6.4034e-03,4.1427e-16,6.8288e-22,8.1398e-19,1.1899e-17,4.0187e-12,3.2075e-01
+DCC_bivariate_loop,,2.3517e-04,6.4034e-03,,3.5078e-12,2.6786e-20,5.4029e-17,6.4503e-15,2.6491e-10,1.5630e-03
+SW_cross_validated,,4.5992e-15,4.1427e-16,3.5078e-12,,4.4584e-19,3.1223e-14,1.6072e-09,2.2685e-02,4.5461e-16
+SW_15,,2.4474e-21,6.8288e-22,2.6786e-20,4.4584e-19,,7.4860e-12,1.6452e-16,1.0901e-15,7.4700e-22
+SW_30,,2.3683e-18,8.1398e-19,5.4029e-17,3.1223e-14,7.4860e-12,,1.1928e-09,2.4373e-10,8.2001e-19
+SW_60,,6.5923e-17,1.1899e-17,6.4503e-15,1.6072e-09,1.6452e-16,1.1928e-09,,3.8167e-04,1.2539e-17
+SW_120,,2.9809e-12,4.0187e-12,2.6491e-10,2.2685e-02,1.0901e-15,2.4373e-10,3.8167e-04,,2.8805e-12
+sFC,,1.2344e-01,3.2075e-01,1.5630e-03,4.5461e-16,7.4700e-22,8.2001e-19,1.2539e-17,2.8805e-12,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index 20d865cf..d50054fa 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.4442,0.0223,0.0000,0.0000,0.0000,0.0000,0.0000,0.6830
-DCC_joint,,0.4442,,0.0971,0.0000,0.0000,0.0000,0.0000,0.0000,0.7073
-DCC_bivariate_loop,,0.0223,0.0971,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0459
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0014,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0014,0.0000,0.0000,0.0001,,0.0000
-sFC,,0.6830,0.7073,0.0459,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.4420e-01,2.2281e-02,1.6958e-12,1.7581e-20,2.9083e-17,7.3517e-15,3.2353e-12,6.8302e-01
+DCC_joint,,4.4420e-01,,9.7101e-02,5.3530e-12,2.5804e-20,4.8317e-17,1.5454e-14,7.9327e-12,7.0730e-01
+DCC_bivariate_loop,,2.2281e-02,9.7101e-02,,2.7036e-10,1.3155e-19,3.1962e-16,2.1294e-13,1.4340e-10,4.5945e-02
+SW_cross_validated,,1.6958e-12,5.3530e-12,2.7036e-10,,1.3601e-19,9.4467e-15,1.2605e-09,1.4265e-03,1.8991e-12
+SW_15,,1.7581e-20,2.5804e-20,1.3155e-19,1.3601e-19,,2.2968e-11,2.4953e-16,4.9958e-17,1.5667e-20
+SW_30,,2.9083e-17,4.8317e-17,3.1962e-16,9.4467e-15,2.2968e-11,,9.3782e-10,7.8304e-12,2.8332e-17
+SW_60,,7.3517e-15,1.5454e-14,2.1294e-13,1.2605e-09,2.4953e-16,9.3782e-10,,5.0623e-05,7.5686e-15
+SW_120,,3.2353e-12,7.9327e-12,1.4340e-10,1.4265e-03,4.9958e-17,7.8304e-12,5.0623e-05,,3.8492e-12
+sFC,,6.8302e-01,7.0730e-01,4.5945e-02,1.8991e-12,1.5667e-20,2.8332e-17,7.5686e-15,3.8492e-12,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 5a0f09c8..71ee285b 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.2479,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0098,0.0000,0.0000,0.0039,0.9228,0.0000
-DCC_bivariate_loop,,0.2479,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0098,0.0000,,0.0000,0.0000,0.0000,0.1051,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0039,0.0000,0.0000,0.0000,0.0000,,0.0470,0.0000
-SW_120,,0.0000,0.9228,0.0000,0.1051,0.0000,0.0000,0.0470,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.1108e-10,2.4786e-01,6.2951e-09,3.2756e-18,4.3729e-15,1.7999e-11,3.2338e-08,1.5057e-14
+DCC_joint,,3.1108e-10,,3.1760e-11,9.8362e-03,1.8058e-17,2.1854e-12,3.8908e-03,9.2277e-01,2.8465e-11
+DCC_bivariate_loop,,2.4786e-01,3.1760e-11,,1.1120e-09,1.9034e-19,2.3718e-16,1.2219e-12,2.6000e-08,1.0459e-16
+SW_cross_validated,,6.2951e-09,9.8362e-03,1.1120e-09,,6.3832e-18,2.2735e-13,8.1716e-06,1.0512e-01,7.8648e-13
+SW_15,,3.2756e-18,1.8058e-17,1.9034e-19,6.3832e-18,,3.3392e-12,7.5057e-17,1.1856e-14,1.3467e-16
+SW_30,,4.3729e-15,2.1854e-12,2.3718e-16,2.2735e-13,3.3392e-12,,5.1739e-11,1.9862e-09,3.1575e-08
+SW_60,,1.7999e-11,3.8908e-03,1.2219e-12,8.1716e-06,7.5057e-17,5.1739e-11,,4.7041e-02,9.2646e-09
+SW_120,,3.2338e-08,9.2277e-01,2.6000e-08,1.0512e-01,1.1856e-14,1.9862e-09,4.7041e-02,,1.0300e-06
+sFC,,1.5057e-14,2.8465e-11,1.0459e-16,7.8648e-13,1.3467e-16,3.1575e-08,9.2646e-09,1.0300e-06,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 17cab24b..8aea2583 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.4665,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0132,0.0000,0.0000,0.0041,0.0000,0.0000
-DCC_bivariate_loop,,0.4665,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0132,0.0000,,0.0000,0.0000,0.8594,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.2564,0.0000
-SW_60,,0.0000,0.0041,0.0000,0.8594,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.2564,0.0000,,0.0011
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0011,
+SVWP_joint,,,1.4299e-12,4.6654e-01,1.3021e-12,2.3649e-21,3.3094e-17,3.8767e-13,3.1339e-12,1.5603e-15
+DCC_joint,,1.4299e-12,,1.7578e-12,1.3206e-02,3.7290e-21,4.3491e-14,4.1267e-03,3.7603e-07,1.4828e-09
+DCC_bivariate_loop,,4.6654e-01,1.7578e-12,,1.4077e-12,5.4889e-21,6.0453e-17,4.7259e-13,2.6050e-12,2.8862e-15
+SW_cross_validated,,1.3021e-12,1.3206e-02,1.4077e-12,,6.1295e-19,2.9454e-11,8.5945e-01,9.6721e-06,3.6016e-05
+SW_15,,2.3649e-21,3.7290e-21,5.4889e-21,6.1295e-19,,1.0731e-16,1.0598e-19,3.4023e-11,1.5361e-20
+SW_30,,3.3094e-17,4.3491e-14,6.0453e-17,2.9454e-11,1.0731e-16,,6.8603e-12,2.5638e-01,1.2498e-10
+SW_60,,3.8767e-13,4.1267e-03,4.7259e-13,8.5945e-01,1.0598e-19,6.8603e-12,,8.7566e-06,1.2255e-05
+SW_120,,3.1339e-12,3.7603e-07,2.6050e-12,9.6721e-06,3.4023e-11,2.5638e-01,8.7566e-06,,1.1153e-03
+sFC,,1.5603e-15,1.4828e-09,2.8862e-15,3.6016e-05,1.5361e-20,1.2498e-10,1.2255e-05,1.1153e-03,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 500d868b..a9db1bd2 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1865,0.0111,0.0000,0.0000,0.0000,0.0000,0.0000,0.3266
-DCC_joint,,0.1865,,0.1275,0.0000,0.0000,0.0000,0.0000,0.0000,0.6559
-DCC_bivariate_loop,,0.0111,0.1275,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0534
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0035,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0090,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0035,0.0000,0.0000,0.0090,,0.0000
-sFC,,0.3266,0.6559,0.0534,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.8653e-01,1.1114e-02,3.4861e-14,1.4378e-23,4.3598e-20,9.0339e-16,3.0399e-11,3.2656e-01
+DCC_joint,,1.8653e-01,,1.2746e-01,4.5098e-13,5.5980e-23,2.0188e-19,4.5114e-15,1.0915e-10,6.5592e-01
+DCC_bivariate_loop,,1.1114e-02,1.2746e-01,,6.6869e-11,1.2416e-21,5.7392e-18,1.2445e-13,1.1841e-09,5.3390e-02
+SW_cross_validated,,3.4861e-14,4.5098e-13,6.6869e-11,,1.7427e-21,2.3364e-16,9.4703e-09,3.4995e-03,6.1137e-14
+SW_15,,1.4378e-23,5.5980e-23,1.2416e-21,1.7427e-21,,5.7630e-15,5.0158e-18,4.3838e-16,1.4240e-23
+SW_30,,4.3598e-20,2.0188e-19,5.7392e-18,2.3364e-16,5.7630e-15,,5.6737e-11,2.5264e-10,4.9130e-20
+SW_60,,9.0339e-16,4.5114e-15,1.2445e-13,9.4703e-09,5.0158e-18,5.6737e-11,,9.0312e-03,1.2980e-15
+SW_120,,3.0399e-11,1.0915e-10,1.1841e-09,3.4995e-03,4.3838e-16,2.5264e-10,9.0312e-03,,5.2875e-11
+sFC,,3.2656e-01,6.5592e-01,5.3390e-02,6.1137e-14,1.4240e-23,4.9130e-20,1.2980e-15,5.2875e-11,
diff --git a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index f1a52a47..ef486916 100644
--- a/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.5663,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.1237,0.0000,0.0000,0.2164,0.0000,0.0000
-DCC_bivariate_loop,,0.5663,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.1237,0.0000,,0.0000,0.0000,0.5147,0.0066,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0058
-SW_60,,0.0000,0.2164,0.0000,0.5147,0.0000,0.0000,,0.0002,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0066,0.0000,0.0000,0.0002,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0058,0.0000,0.0000,
+SVWP_joint,,,2.4176e-13,5.6634e-01,5.0642e-11,9.1153e-21,5.2197e-17,1.6906e-13,2.7741e-10,2.1626e-19
+DCC_joint,,2.4176e-13,,4.2127e-14,1.2368e-01,1.4909e-16,1.6750e-09,2.1644e-01,2.9855e-05,3.1130e-10
+DCC_bivariate_loop,,5.6634e-01,4.2127e-14,,1.3804e-11,1.8835e-21,1.0358e-17,2.1533e-14,4.7589e-11,6.2287e-21
+SW_cross_validated,,5.0642e-11,1.2368e-01,1.3804e-11,,1.2985e-15,2.4187e-09,5.1470e-01,6.6193e-03,1.9038e-09
+SW_15,,9.1153e-21,1.4909e-16,1.8835e-21,1.2985e-15,,8.1293e-13,1.7151e-17,1.0697e-17,2.4126e-16
+SW_30,,5.2197e-17,1.6750e-09,1.0358e-17,2.4187e-09,8.1293e-13,,9.1620e-11,3.1667e-12,5.8044e-03
+SW_60,,1.6906e-13,2.1644e-01,2.1533e-14,5.1470e-01,1.7151e-17,9.1620e-11,,1.7087e-04,2.4695e-12
+SW_120,,2.7741e-10,2.9855e-05,4.7589e-11,6.6193e-03,1.0697e-17,3.1667e-12,1.7087e-04,,2.1179e-13
+sFC,,2.1626e-19,3.1130e-10,6.2287e-21,1.9038e-09,2.4126e-16,5.8044e-03,2.4695e-12,2.1179e-13,
diff --git a/results/fmri/sim/d6s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_sFC.csv b/results/fmri/sim/d6s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_sFC.csv
new file mode 100644
index 00000000..9244fc63
--- /dev/null
+++ b/results/fmri/sim/d6s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-8.48,-8.40,-8.41,-8.46,-8.47,-8.38,-8.46,-8.41,-8.65,-8.52,-8.42
+1,-8.42,-8.37,-8.72,-8.54,-8.39,-8.48,-8.57,-8.57,-8.68,-8.63,-8.70
+2,-8.51,-8.50,-8.54,-8.60,-8.53,-8.46,-8.45,-8.55,-8.45,-8.51,-8.38
+3,-8.64,-8.59,-8.58,-8.55,-8.77,-8.53,-8.45,-8.41,-8.39,-8.54,-8.65
+4,-8.46,-8.48,-8.57,-8.61,-8.49,-8.48,-8.60,-8.50,-8.66,-8.54,-8.41
+5,-8.51,-8.51,-8.62,-8.39,-8.58,-8.52,-8.66,-8.54,-8.41,-8.60,-8.74
+6,-8.60,-8.70,-8.55,-8.49,-8.45,-8.72,-8.45,-8.45,-8.60,-8.49,-8.40
+7,-8.52,-8.36,-8.49,-8.62,-8.62,-8.76,-8.48,-8.41,-8.68,-8.48,-8.46
+8,-8.54,-8.49,-8.67,-8.58,-8.62,-8.55,-8.49,-8.68,-8.63,-8.61,-8.58
+9,-8.51,-8.57,-8.54,-8.53,-8.40,-8.44,-8.50,-8.45,-8.53,-8.37,-8.44
diff --git a/results/fmri/sim/d6s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_sFC.csv b/results/fmri/sim/d6s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_sFC.csv
new file mode 100644
index 00000000..0386a169
--- /dev/null
+++ b/results/fmri/sim/d6s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-8.53,-8.37,-8.70,-8.43,-8.48,-8.56,-8.59,-8.66,-8.56,-8.47,-8.44
+1,-8.52,-8.35,-8.51,-8.48,-8.65,-8.50,-8.55,-8.52,-8.65,-8.55,-8.38
+2,-8.51,-8.36,-8.60,-8.46,-8.67,-8.55,-8.64,-8.66,-8.55,-8.45,-8.66
+3,-8.55,-8.34,-8.54,-8.52,-8.78,-8.57,-8.57,-8.43,-8.44,-8.52,-8.60
+4,-8.71,-8.30,-8.68,-8.51,-8.62,-8.54,-8.58,-8.47,-8.54,-8.39,-8.43
+5,-8.52,-8.26,-8.37,-8.88,-8.69,-8.41,-8.55,-8.42,-8.67,-8.46,-8.49
+6,-8.67,-8.21,-8.62,-8.49,-8.73,-8.57,-8.57,-8.50,-8.47,-8.40,-8.43
+7,-8.62,-8.30,-8.59,-8.46,-8.53,-8.64,-8.47,-8.44,-8.57,-8.61,-8.37
+8,-8.73,-8.24,-8.60,-8.54,-8.57,-8.56,-8.41,-8.52,-8.67,-8.83,-8.53
+9,-8.63,-8.23,-8.43,-8.42,-8.76,-8.52,-8.52,-8.53,-8.54,-8.60,-8.35
diff --git a/results/fmri/sim/d6s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_sFC.csv b/results/fmri/sim/d6s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_sFC.csv
new file mode 100644
index 00000000..06cb1bc0
--- /dev/null
+++ b/results/fmri/sim/d6s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-8.52,-8.03,-8.52,-8.57,-8.57,-8.49,-8.56,-8.54,-8.67,-8.37,-8.43
+1,-8.53,-8.16,-8.49,-8.61,-8.54,-8.62,-8.69,-8.67,-8.54,-8.32,-8.43
+2,-8.70,-8.22,-8.50,-8.63,-8.38,-8.53,-8.61,-8.31,-8.66,-8.49,-8.41
+3,-8.50,-7.98,-8.86,-8.61,-8.52,-8.67,-8.59,-8.64,-8.50,-8.61,-8.47
+4,-8.48,-8.07,-8.47,-8.46,-8.55,-8.38,-8.57,-8.44,-8.76,-8.40,-8.45
+5,-8.60,-8.01,-8.79,-8.70,-8.49,-8.59,-8.45,-8.47,-8.36,-8.49,-8.36
+6,-8.76,-8.24,-8.42,-8.59,-8.65,-8.66,-8.54,-8.70,-8.52,-8.65,-8.37
+7,-8.49,-8.00,-8.82,-8.57,-8.53,-8.46,-8.55,-8.52,-8.50,-8.38,-8.40
+8,-8.67,-8.21,-8.42,-8.60,-8.38,-8.55,-8.70,-8.54,-8.64,-8.40,-8.58
+9,-8.81,-8.24,-8.63,-8.69,-8.68,-8.51,-8.35,-8.47,-8.64,-8.56,-8.46
diff --git a/results/fmri/sim/d6s/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_sFC.csv b/results/fmri/sim/d6s/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_sFC.csv
new file mode 100644
index 00000000..7cbf82b6
--- /dev/null
+++ b/results/fmri/sim/d6s/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-8.46,-7.93,-8.76,-8.39,-8.53,-8.41,-8.80,-8.56,-8.62,-8.56,-8.39
+1,-8.71,-7.95,-8.74,-8.63,-8.53,-8.63,-8.35,-8.49,-8.49,-8.62,-8.32
+2,-8.59,-8.03,-8.70,-8.52,-8.59,-8.48,-8.50,-8.53,-8.97,-8.29,-8.29
+3,-8.53,-7.97,-8.78,-8.73,-8.85,-8.59,-8.50,-8.47,-8.51,-8.36,-8.50
+4,-8.56,-8.05,-8.54,-8.52,-8.52,-8.38,-8.55,-8.61,-8.56,-8.35,-8.48
+5,-8.63,-7.93,-8.55,-8.49,-8.54,-8.59,-8.55,-8.63,-8.57,-8.49,-8.40
+6,-8.52,-8.07,-8.54,-8.66,-8.69,-8.47,-8.48,-8.43,-8.37,-8.41,-8.75
+7,-8.47,-8.07,-8.55,-8.53,-8.39,-8.59,-8.45,-8.48,-8.48,-8.47,-8.40
+8,-8.54,-8.21,-8.67,-8.50,-8.59,-8.53,-8.40,-8.51,-8.60,-8.47,-8.28
+9,-8.84,-8.13,-8.55,-8.54,-8.47,-8.57,-8.67,-8.55,-8.45,-8.39,-8.41
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index 61dcf01b..5b10c7cb 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.6666,0.0003,0.0207,0.0001,0.0000,0.0000,0.0906,0.0725
-DCC_joint,,0.6666,,0.0000,0.0007,0.0000,0.0000,0.0000,0.0003,0.0000
-DCC_bivariate_loop,,0.0003,0.0000,,0.1841,0.1697,0.0002,0.0747,0.0000,0.0000
-SW_cross_validated,,0.0207,0.0007,0.1841,,0.0453,0.0013,0.0303,0.0000,0.0000
-SW_15,,0.0001,0.0000,0.1697,0.0453,,0.0152,0.8863,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0002,0.0013,0.0152,,0.0063,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0747,0.0303,0.8863,0.0063,,0.0000,0.0000
-SW_120,,0.0906,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000,,0.7929
-sFC,,0.0725,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.7929,
+SVWP_joint,,,6.6664e-01,2.5296e-04,2.0717e-02,6.2564e-05,2.2307e-06,3.1188e-05,9.0611e-02,7.2470e-02
+DCC_joint,,6.6664e-01,,2.5689e-10,6.5678e-04,2.9052e-10,3.6435e-13,1.7402e-12,3.4663e-04,1.0355e-06
+DCC_bivariate_loop,,2.5296e-04,2.5689e-10,,1.8407e-01,1.6968e-01,2.2717e-04,7.4729e-02,1.4839e-11,6.5629e-13
+SW_cross_validated,,2.0717e-02,6.5678e-04,1.8407e-01,,4.5257e-02,1.3381e-03,3.0308e-02,3.1344e-05,1.8247e-05
+SW_15,,6.2564e-05,2.9052e-10,1.6968e-01,4.5257e-02,,1.5172e-02,8.8628e-01,2.1082e-11,2.1805e-12
+SW_30,,2.2307e-06,3.6435e-13,2.2717e-04,1.3381e-03,1.5172e-02,,6.3322e-03,6.1217e-14,2.3088e-15
+SW_60,,3.1188e-05,1.7402e-12,7.4729e-02,3.0308e-02,8.8628e-01,6.3322e-03,,2.1125e-13,3.0481e-15
+SW_120,,9.0611e-02,3.4663e-04,1.4839e-11,3.1344e-05,2.1082e-11,6.1217e-14,2.1125e-13,,7.9290e-01
+sFC,,7.2470e-02,1.0355e-06,6.5629e-13,1.8247e-05,2.1805e-12,2.3088e-15,3.0481e-15,7.9290e-01,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index f6923f47..4986d3fe 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.3033,0.8006,0.3630,0.0000,0.0000,0.0000,0.0351,0.2168
-DCC_joint,,0.3033,,0.4039,0.0366,0.0000,0.0000,0.0000,0.0019,0.7778
-DCC_bivariate_loop,,0.8006,0.4039,,0.2056,0.0000,0.0000,0.0000,0.0133,0.2878
-SW_cross_validated,,0.3630,0.0366,0.2056,,0.0000,0.0000,0.0000,0.1061,0.0263
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0018,0.0000
-SW_120,,0.0351,0.0019,0.0133,0.1061,0.0000,0.0000,0.0018,,0.0016
-sFC,,0.2168,0.7778,0.2878,0.0263,0.0000,0.0000,0.0000,0.0016,
+SVWP_joint,,,3.0332e-01,8.0060e-01,3.6296e-01,1.8804e-09,3.4457e-08,3.7652e-05,3.5128e-02,2.1684e-01
+DCC_joint,,3.0332e-01,,4.0391e-01,3.6636e-02,3.9814e-10,1.7603e-09,1.0534e-06,1.8572e-03,7.7782e-01
+DCC_bivariate_loop,,8.0060e-01,4.0391e-01,,2.0556e-01,8.5170e-10,6.2243e-09,6.7337e-06,1.3342e-02,2.8781e-01
+SW_cross_validated,,3.6296e-01,3.6636e-02,2.0556e-01,,1.1095e-09,4.0507e-09,1.5638e-05,1.0610e-01,2.6330e-02
+SW_15,,1.8804e-09,3.9814e-10,8.5170e-10,1.1095e-09,,2.2218e-05,7.1784e-08,6.2388e-09,4.9545e-10
+SW_30,,3.4457e-08,1.7603e-09,6.2243e-09,4.0507e-09,2.2218e-05,,1.7919e-05,1.5376e-07,3.6100e-09
+SW_60,,3.7652e-05,1.0534e-06,6.7337e-06,1.5638e-05,7.1784e-08,1.7919e-05,,1.8436e-03,1.6570e-06
+SW_120,,3.5128e-02,1.8572e-03,1.3342e-02,1.0610e-01,6.2388e-09,1.5376e-07,1.8436e-03,,1.5864e-03
+sFC,,2.1684e-01,7.7782e-01,2.8781e-01,2.6330e-02,4.9545e-10,3.6100e-09,1.6570e-06,1.5864e-03,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index 4aae14ec..ad62f0be 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1669,0.0879,0.0007,0.0000,0.0000,0.0000,0.0001,0.1650
-DCC_joint,,0.1669,,0.5960,0.0067,0.0000,0.0000,0.0000,0.0008,0.9906
-DCC_bivariate_loop,,0.0879,0.5960,,0.0326,0.0000,0.0000,0.0000,0.0036,0.5842
-SW_cross_validated,,0.0007,0.0067,0.0326,,0.0000,0.0000,0.0042,0.1899,0.0060
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0035,0.0001,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0042,0.0000,0.0035,,0.1263,0.0000
-SW_120,,0.0001,0.0008,0.0036,0.1899,0.0000,0.0001,0.1263,,0.0008
-sFC,,0.1650,0.9906,0.5842,0.0060,0.0000,0.0000,0.0000,0.0008,
+SVWP_joint,,,1.6690e-01,8.7927e-02,7.3935e-04,3.6698e-13,2.1299e-09,1.7682e-06,1.3563e-04,1.6497e-01
+DCC_joint,,1.6690e-01,,5.9602e-01,6.7120e-03,1.7994e-13,3.1041e-09,6.5553e-06,8.3748e-04,9.9055e-01
+DCC_bivariate_loop,,8.7927e-02,5.9602e-01,,3.2551e-02,1.5743e-12,2.2190e-08,3.9550e-05,3.6076e-03,5.8422e-01
+SW_cross_validated,,7.3935e-04,6.7120e-03,3.2551e-02,,2.5603e-11,1.1893e-06,4.1986e-03,1.8988e-01,6.0395e-03
+SW_15,,3.6698e-13,1.7994e-13,1.5743e-12,2.5603e-11,,6.6687e-06,1.8532e-08,2.9616e-09,1.4087e-13
+SW_30,,2.1299e-09,3.1041e-09,2.2190e-08,1.1893e-06,6.6687e-06,,3.4535e-03,1.2738e-04,2.5771e-09
+SW_60,,1.7682e-06,6.5553e-06,3.9550e-05,4.1986e-03,1.8532e-08,3.4535e-03,,1.2633e-01,5.6957e-06
+SW_120,,1.3563e-04,8.3748e-04,3.6076e-03,1.8988e-01,2.9616e-09,1.2738e-04,1.2633e-01,,7.6194e-04
+sFC,,1.6497e-01,9.9055e-01,5.8422e-01,6.0395e-03,1.4087e-13,2.5771e-09,5.6957e-06,7.6194e-04,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index fa981942..7d99b9c6 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0003,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.2871,0.0000,0.0000,0.1326,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0891,0.0946,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.2871,0.0000,,0.0000,0.0000,0.7500,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0891,0.0000,,0.0033,0.0000,0.0000
-SW_60,,0.0003,0.0000,0.0000,0.0946,0.0000,0.0033,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.1326,0.0000,0.7500,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.2632e-12,2.1944e-11,2.9619e-06,1.0642e-09,1.8741e-07,2.8646e-04,1.8399e-10,3.2826e-29
+DCC_joint,,6.2632e-12,,3.3260e-05,3.4088e-10,1.0763e-05,1.5070e-09,1.3630e-10,3.1187e-06,1.9626e-19
+DCC_bivariate_loop,,2.1944e-11,3.3260e-05,,1.9493e-08,2.8708e-01,3.1730e-07,4.1942e-09,1.3264e-01,1.9288e-24
+SW_cross_validated,,2.9619e-06,3.4088e-10,1.9493e-08,,1.4469e-06,8.9090e-02,9.4609e-02,4.2581e-07,7.0856e-29
+SW_15,,1.0642e-09,1.0763e-05,2.8708e-01,1.4469e-06,,2.2359e-05,2.3047e-07,7.5004e-01,3.2593e-23
+SW_30,,1.8741e-07,1.5070e-09,3.1730e-07,8.9090e-02,2.2359e-05,,3.3219e-03,9.5316e-06,4.5463e-28
+SW_60,,2.8646e-04,1.3630e-10,4.1942e-09,9.4609e-02,2.3047e-07,3.3219e-03,,6.4745e-08,4.7625e-28
+SW_120,,1.8399e-10,3.1187e-06,1.3264e-01,4.2581e-07,7.5004e-01,9.5316e-06,6.4745e-08,,9.7777e-25
+sFC,,3.2826e-29,1.9626e-19,1.9288e-24,7.0856e-29,3.2593e-23,4.5463e-28,4.7625e-28,9.7777e-25,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index b7a8ad9d..8d30484f 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0017,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0138,0.0002,0.0000,0.1513,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0138,,0.3121,0.0043,0.0640,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0002,0.3121,,0.0101,0.0004,0.0000,0.0000
-SW_30,,0.0017,0.0000,0.0000,0.0043,0.0101,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.1513,0.0640,0.0004,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.8569e-16,6.5172e-09,2.6861e-05,1.3061e-05,1.6629e-03,2.8165e-10,9.9482e-21,3.5598e-23
+DCC_joint,,2.8569e-16,,3.0583e-10,6.7146e-11,1.9792e-13,1.4518e-15,2.2781e-13,5.2856e-11,6.0072e-16
+DCC_bivariate_loop,,6.5172e-09,3.0583e-10,,1.3848e-02,2.4676e-04,5.1114e-07,1.5129e-01,2.3879e-15,6.3918e-18
+SW_cross_validated,,2.6861e-05,6.7146e-11,1.3848e-02,,3.1211e-01,4.3179e-03,6.3995e-02,5.5301e-15,3.9533e-17
+SW_15,,1.3061e-05,1.9792e-13,2.4676e-04,3.1211e-01,,1.0093e-02,4.3002e-04,4.8844e-18,1.8602e-20
+SW_30,,1.6629e-03,1.4518e-15,5.1114e-07,4.3179e-03,1.0093e-02,,4.9250e-08,1.6498e-20,3.1677e-23
+SW_60,,2.8165e-10,2.2781e-13,1.5129e-01,6.3995e-02,4.3002e-04,4.9250e-08,,1.2717e-19,4.9729e-23
+SW_120,,9.9482e-21,5.2856e-11,2.3879e-15,5.5301e-15,4.8844e-18,1.6498e-20,1.2717e-19,,1.2500e-13
+sFC,,3.5598e-23,6.0072e-16,6.3918e-18,3.9533e-17,1.8602e-20,3.1677e-23,4.9729e-23,1.2500e-13,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index 321feed9..500f2958 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2628,0.0000,0.1590,0.0000,0.2436,0.2222,0.0008,0.3740
-DCC_joint,,0.2628,,0.0000,0.0467,0.0000,0.3180,0.3347,0.0003,0.8033
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.2527,0.0419,0.0000,0.0000
-SW_cross_validated,,0.1590,0.0467,0.0000,,0.0001,0.1258,0.0844,0.0182,0.0604
-SW_15,,0.0000,0.0000,0.0000,0.0001,,0.0002,0.0000,0.0035,0.0000
-SW_30,,0.2436,0.3180,0.2527,0.1258,0.0002,,0.7464,0.0132,0.3023
-SW_60,,0.2222,0.3347,0.0419,0.0844,0.0000,0.7464,,0.0033,0.3099
-SW_120,,0.0008,0.0003,0.0000,0.0182,0.0035,0.0132,0.0033,,0.0003
-sFC,,0.3740,0.8033,0.0000,0.0604,0.0000,0.3023,0.3099,0.0003,
+SVWP_joint,,,2.6282e-01,1.7800e-05,1.5902e-01,2.1762e-05,2.4363e-01,2.2217e-01,8.0506e-04,3.7404e-01
+DCC_joint,,2.6282e-01,,3.5662e-05,4.6697e-02,1.3511e-05,3.1805e-01,3.3473e-01,2.7189e-04,8.0328e-01
+DCC_bivariate_loop,,1.7800e-05,3.5662e-05,,1.3974e-05,3.7591e-07,2.5267e-01,4.1938e-02,1.0250e-06,3.0921e-05
+SW_cross_validated,,1.5902e-01,4.6697e-02,1.3974e-05,,9.7884e-05,1.2584e-01,8.4358e-02,1.8239e-02,6.0376e-02
+SW_15,,2.1762e-05,1.3511e-05,3.7591e-07,9.7884e-05,,1.7764e-04,3.9558e-05,3.5004e-03,1.4805e-05
+SW_30,,2.4363e-01,3.1805e-01,2.5267e-01,1.2584e-01,1.7764e-04,,7.4642e-01,1.3167e-02,3.0234e-01
+SW_60,,2.2217e-01,3.3473e-01,4.1938e-02,8.4358e-02,3.9558e-05,7.4642e-01,,3.3075e-03,3.0991e-01
+SW_120,,8.0506e-04,2.7189e-04,1.0250e-06,1.8239e-02,3.5004e-03,1.3167e-02,3.3075e-03,,3.3527e-04
+sFC,,3.7404e-01,8.0328e-01,3.0921e-05,6.0376e-02,1.4805e-05,3.0234e-01,3.0991e-01,3.3527e-04,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index 1bf1d4fd..10f52e45 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0022,0.0055,0.1985,0.7085,0.0293,0.3029,0.0125,0.0000
-DCC_joint,,0.0022,,0.8216,0.0000,0.0003,0.0000,0.0000,0.0720,0.0000
-DCC_bivariate_loop,,0.0055,0.8216,,0.0000,0.0010,0.0000,0.0000,0.2170,0.0000
-SW_cross_validated,,0.1985,0.0000,0.0000,,0.3322,0.0714,0.5389,0.0000,0.0000
-SW_15,,0.7085,0.0003,0.0010,0.3322,,0.0433,0.5076,0.0014,0.0000
-SW_30,,0.0293,0.0000,0.0000,0.0714,0.0433,,0.0221,0.0000,0.0000
-SW_60,,0.3029,0.0000,0.0000,0.5389,0.5076,0.0221,,0.0000,0.0000
-SW_120,,0.0125,0.0720,0.2170,0.0000,0.0014,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.2034e-03,5.5036e-03,1.9850e-01,7.0849e-01,2.9272e-02,3.0288e-01,1.2500e-02,1.0371e-20
+DCC_joint,,2.2034e-03,,8.2162e-01,1.5866e-07,2.7137e-04,6.1662e-08,1.9214e-07,7.2015e-02,1.1034e-24
+DCC_bivariate_loop,,5.5036e-03,8.2162e-01,,3.4507e-06,9.6209e-04,7.7281e-07,5.0893e-06,2.1698e-01,9.4486e-23
+SW_cross_validated,,1.9850e-01,1.5866e-07,3.4507e-06,,3.3223e-01,7.1383e-02,5.3893e-01,3.8609e-08,2.2789e-28
+SW_15,,7.0849e-01,2.7137e-04,9.6209e-04,3.3223e-01,,4.3257e-02,5.0757e-01,1.4090e-03,4.9809e-22
+SW_30,,2.9272e-02,6.1662e-08,7.7281e-07,7.1383e-02,4.3257e-02,,2.2091e-02,3.4534e-08,6.7522e-26
+SW_60,,3.0288e-01,1.9214e-07,5.0893e-06,5.3893e-01,5.0757e-01,2.2091e-02,,2.9438e-08,1.7399e-29
+SW_120,,1.2500e-02,7.2015e-02,2.1698e-01,3.8609e-08,1.4090e-03,3.4534e-08,2.9438e-08,,8.7920e-30
+sFC,,1.0371e-20,1.1034e-24,9.4486e-23,2.2789e-28,4.9809e-22,6.7522e-26,1.7399e-29,8.7920e-30,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 6226ca17..331428cb 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0056,0.0568,0.0000,0.0000,0.0000,0.0000,0.0000,0.0009
-DCC_joint,,0.0056,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.2544
-DCC_bivariate_loop,,0.0568,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0004,0.0033,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0004,0.0000,0.0000,,0.6236,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0033,0.0000,0.0000,0.6236,,0.0000
-sFC,,0.0009,0.2544,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.6171e-03,5.6755e-02,1.6209e-08,2.0225e-20,5.7136e-16,1.9204e-10,9.6264e-09,9.0279e-04
+DCC_joint,,5.6171e-03,,4.2274e-05,2.9705e-08,1.2634e-22,6.3164e-18,9.0233e-11,4.3140e-08,2.5443e-01
+DCC_bivariate_loop,,5.6755e-02,4.2274e-05,,1.2857e-09,2.9359e-20,4.2437e-16,3.1842e-11,1.2500e-09,8.4045e-06
+SW_cross_validated,,1.6209e-08,2.9705e-08,1.2857e-09,,1.0503e-20,1.4116e-14,4.0413e-04,3.3379e-03,1.3745e-07
+SW_15,,2.0225e-20,1.2634e-22,2.9359e-20,1.0503e-20,,5.5849e-17,1.6600e-19,4.3121e-16,1.2494e-22
+SW_30,,5.7136e-16,6.3164e-18,4.2437e-16,1.4116e-14,5.5849e-17,,2.8645e-12,9.8325e-09,8.0457e-18
+SW_60,,1.9204e-10,9.0233e-11,3.1842e-11,4.0413e-04,1.6600e-19,2.8645e-12,,6.2360e-01,2.4895e-10
+SW_120,,9.6264e-09,4.3140e-08,1.2500e-09,3.3379e-03,4.3121e-16,9.8325e-09,6.2360e-01,,1.1452e-07
+sFC,,9.0279e-04,2.5443e-01,8.4045e-06,1.3745e-07,1.2494e-22,8.0457e-18,2.4895e-10,1.1452e-07,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index af2302af..770356ab 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0004,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0004
-DCC_joint,,0.0004,,0.0149,0.0000,0.0000,0.0000,0.0000,0.0000,0.9612
-DCC_bivariate_loop,,0.0000,0.0149,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0199
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0004,0.9612,0.0199,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.5781e-04,4.4872e-06,2.8346e-10,1.4381e-21,3.2782e-18,8.4101e-15,2.2001e-12,4.2788e-04
+DCC_joint,,3.5781e-04,,1.4907e-02,1.8452e-08,3.6826e-22,2.0506e-18,2.0810e-14,2.1380e-11,9.6120e-01
+DCC_bivariate_loop,,4.4872e-06,1.4907e-02,,1.1555e-05,2.9697e-21,2.5160e-17,5.2091e-13,1.0270e-09,1.9855e-02
+SW_cross_validated,,2.8346e-10,1.8452e-08,1.1555e-05,,3.3442e-21,1.1540e-16,3.3575e-11,1.2820e-06,3.8100e-08
+SW_15,,1.4381e-21,3.6826e-22,2.9697e-21,3.3442e-21,,7.9486e-14,1.8849e-17,2.2663e-18,6.9962e-22
+SW_30,,3.2782e-18,2.0506e-18,2.5160e-17,1.1540e-16,7.9486e-14,,1.9229e-10,7.1446e-13,3.7888e-18
+SW_60,,8.4101e-15,2.0810e-14,5.2091e-13,3.3575e-11,1.8849e-17,1.9229e-10,,2.9629e-05,3.6907e-14
+SW_120,,2.2001e-12,2.1380e-11,1.0270e-09,1.2820e-06,2.2663e-18,7.1446e-13,2.9629e-05,,3.5540e-11
+sFC,,4.2788e-04,9.6120e-01,1.9855e-02,3.8100e-08,6.9962e-22,3.7888e-18,3.6907e-14,3.5540e-11,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index a46c267e..41767718 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0034,0.0000,0.0000,0.0000,0.0000,0.0000,0.9931
-DCC_bivariate_loop,,0.0000,0.0034,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0044
-SW_cross_validated,,0.0000,0.0000,0.0001,,0.0000,0.0000,0.0000,0.0013,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0013,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.9931,0.0044,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.4608e-05,3.7581e-07,3.4064e-09,1.4935e-22,1.3074e-19,2.8152e-16,2.7789e-12,3.4897e-05
+DCC_joint,,2.4608e-05,,3.3548e-03,4.5392e-07,3.5919e-24,5.2402e-21,7.3000e-17,2.8494e-11,9.9311e-01
+DCC_bivariate_loop,,3.7581e-07,3.3548e-03,,8.1285e-05,1.1758e-22,3.5167e-19,8.6592e-15,3.1051e-09,4.4057e-03
+SW_cross_validated,,3.4064e-09,4.5392e-07,8.1285e-05,,8.1767e-19,1.3976e-14,2.8784e-09,1.3480e-03,5.8212e-07
+SW_15,,1.4935e-22,3.5919e-24,1.1758e-22,8.1767e-19,,2.8868e-16,8.8516e-20,4.0260e-19,8.5418e-24
+SW_30,,1.3074e-19,5.2402e-21,3.5167e-19,1.3976e-14,2.8868e-16,,4.5143e-13,3.7157e-14,1.3399e-20
+SW_60,,2.8152e-16,7.3000e-17,8.6592e-15,2.8784e-09,8.8516e-20,4.5143e-13,,6.0953e-07,1.6666e-16
+SW_120,,2.7789e-12,2.8494e-11,3.1051e-09,1.3480e-03,4.0260e-19,3.7157e-14,6.0953e-07,,4.3321e-11
+sFC,,3.4897e-05,9.9311e-01,4.4057e-03,5.8212e-07,8.5418e-24,1.3399e-20,1.6666e-16,4.3321e-11,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index f3b4d250..2ae3375d 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0126,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0149,0.0742,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.4704
-SW_60,,0.0000,0.0126,0.0000,0.0149,0.0000,0.0000,,0.0009,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0742,0.0000,0.0000,0.0009,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.4704,0.0000,0.0000,
+SVWP_joint,,,6.1914e-16,3.7181e-09,1.3760e-14,4.4081e-22,2.1397e-18,1.1298e-14,2.6277e-12,1.2048e-20
+DCC_joint,,6.1914e-16,,1.1782e-12,1.2024e-05,1.6065e-17,3.4393e-09,1.2637e-02,3.1845e-06,1.1001e-11
+DCC_bivariate_loop,,3.7181e-09,1.1782e-12,,3.8864e-10,5.3514e-21,2.6932e-16,7.8090e-11,2.9849e-07,6.3975e-19
+SW_cross_validated,,1.3760e-14,1.2024e-05,3.8864e-10,,3.0749e-19,1.3501e-12,1.4904e-02,7.4214e-02,1.6865e-15
+SW_15,,4.4081e-22,1.6065e-17,5.3514e-21,3.0749e-19,,2.5234e-14,9.9292e-18,6.7740e-18,1.2141e-16
+SW_30,,2.1397e-18,3.4393e-09,2.6932e-16,1.3501e-12,2.5234e-14,,1.7744e-10,6.2347e-12,4.7038e-01
+SW_60,,1.1298e-14,1.2637e-02,7.8090e-11,1.4904e-02,9.9292e-18,1.7744e-10,,9.1330e-04,1.1828e-12
+SW_120,,2.6277e-12,3.1845e-06,2.9849e-07,7.4214e-02,6.7740e-18,6.2347e-12,9.1330e-04,,1.2307e-13
+sFC,,1.2048e-20,1.1001e-11,6.3975e-19,1.6865e-15,1.2141e-16,4.7038e-01,1.1828e-12,1.2307e-13,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 2ce19726..c64af54a 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.6551,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.1939,0.2452
-SW_60,,0.0000,0.0000,0.0000,0.6551,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1939,0.0000,,0.5403
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.2452,0.0000,0.5403,
+SVWP_joint,,,5.3195e-20,3.0540e-11,2.6644e-19,1.4203e-23,5.8795e-21,2.3287e-18,5.3333e-20,1.8605e-22
+DCC_joint,,5.3195e-20,,4.3821e-15,2.6634e-06,4.0671e-19,4.0128e-10,9.5941e-06,3.3374e-08,5.7803e-12
+DCC_bivariate_loop,,3.0540e-11,4.3821e-15,,1.1023e-13,4.0064e-21,3.9365e-17,6.9247e-13,3.3118e-16,3.3684e-18
+SW_cross_validated,,2.6644e-19,2.6634e-06,1.1023e-13,,3.6488e-20,4.3354e-13,6.5507e-01,2.6050e-11,1.6269e-15
+SW_15,,1.4203e-23,4.0671e-19,4.0064e-21,3.6488e-20,,3.5587e-16,1.8415e-19,7.1617e-16,8.2822e-18
+SW_30,,5.8795e-21,4.0128e-10,3.9365e-17,4.3354e-13,3.5587e-16,,2.7911e-12,1.9385e-01,2.4524e-01
+SW_60,,2.3287e-18,9.5941e-06,6.9247e-13,6.5507e-01,1.8415e-19,2.7911e-12,,9.2947e-11,8.4711e-14
+SW_120,,5.3333e-20,3.3374e-08,3.3118e-16,2.6050e-11,7.1617e-16,1.9385e-01,9.2947e-11,,5.4030e-01
+sFC,,1.8605e-22,5.7803e-12,3.3684e-18,1.6269e-15,8.2822e-18,2.4524e-01,8.4711e-14,5.4030e-01,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 7c6459d8..ef19c527 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0013,0.0024,0.0000,0.0000,0.0000,0.0000,0.0000,0.0006
-DCC_joint,,0.0013,,0.4775,0.0000,0.0000,0.0000,0.0000,0.0000,0.9667
-DCC_bivariate_loop,,0.0024,0.4775,,0.0002,0.0000,0.0000,0.0000,0.0000,0.4411
-SW_cross_validated,,0.0000,0.0000,0.0002,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0034,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0034,,0.0000
-sFC,,0.0006,0.9667,0.4411,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.3322e-03,2.3757e-03,7.2495e-10,5.4744e-23,1.6539e-18,1.5186e-14,1.2720e-12,6.1091e-04
+DCC_joint,,1.3322e-03,,4.7753e-01,1.9892e-06,1.3234e-21,4.8174e-17,9.3114e-13,1.1595e-10,9.6667e-01
+DCC_bivariate_loop,,2.3757e-03,4.7753e-01,,1.9527e-04,7.6383e-20,2.0209e-15,3.9177e-11,4.3926e-09,4.4110e-01
+SW_cross_validated,,7.2495e-10,1.9892e-06,1.9527e-04,,1.5055e-20,2.4250e-15,7.4192e-10,5.4968e-07,7.4435e-07
+SW_15,,5.4744e-23,1.3234e-21,7.6383e-20,1.5055e-20,,2.0622e-13,6.8049e-17,1.3765e-17,4.8732e-22
+SW_30,,1.6539e-18,4.8174e-17,2.0209e-15,2.4250e-15,2.0622e-13,,2.0762e-09,3.3408e-11,2.0577e-17
+SW_60,,1.5186e-14,9.3114e-13,3.9177e-11,7.4192e-10,6.8049e-17,2.0762e-09,,3.4493e-03,4.2296e-13
+SW_120,,1.2720e-12,1.1595e-10,4.3926e-09,5.4968e-07,1.3765e-17,3.3408e-11,3.4493e-03,,5.6158e-11
+sFC,,6.1091e-04,9.6667e-01,4.4110e-01,7.4435e-07,4.8732e-22,2.0577e-17,4.2296e-13,5.6158e-11,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index c3b94c2f..8bcaf46b 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.1763,0.0000,0.0000,0.0003
-DCC_bivariate_loop,,0.0002,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0001,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.5348,0.0174,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.1763,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.5348,0.0000,0.0000,,0.0219,0.0000
-SW_120,,0.0000,0.0000,0.0001,0.0174,0.0000,0.0000,0.0219,,0.0000
-sFC,,0.0000,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.2651e-15,2.4149e-04,5.1358e-10,3.3769e-19,2.0839e-15,1.8791e-11,5.0812e-07,1.4761e-17
+DCC_joint,,1.2651e-15,,3.3363e-16,1.3132e-07,2.3355e-13,1.7630e-01,1.4843e-10,7.8082e-09,3.3386e-04
+DCC_bivariate_loop,,2.4149e-04,3.3363e-16,,1.2244e-08,1.2835e-20,5.4536e-16,1.1453e-10,7.5313e-05,1.5773e-19
+SW_cross_validated,,5.1358e-10,1.3132e-07,1.2244e-08,,6.1816e-14,5.7851e-07,5.3480e-01,1.7369e-02,7.3592e-10
+SW_15,,3.3769e-19,2.3355e-13,1.2835e-20,6.1816e-14,,3.9520e-14,3.1132e-17,8.3856e-14,6.3983e-15
+SW_30,,2.0839e-15,1.7630e-01,5.4536e-16,5.7851e-07,3.9520e-14,,5.9010e-10,2.3072e-08,3.3582e-06
+SW_60,,1.8791e-11,1.4843e-10,1.1453e-10,5.3480e-01,3.1132e-17,5.9010e-10,,2.1949e-02,4.1674e-14
+SW_120,,5.0812e-07,7.8082e-09,7.5313e-05,1.7369e-02,8.3856e-14,2.3072e-08,2.1949e-02,,1.7850e-10
+sFC,,1.4761e-17,3.3386e-04,1.5773e-19,7.3592e-10,6.3983e-15,3.3582e-06,4.1674e-14,1.7850e-10,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index 464ed409..901664d0 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.8162,0.0001,0.0092,0.0005,0.0000,0.0000,0.2292,0.0947
-DCC_joint,,0.8162,,0.0000,0.0003,0.0000,0.0000,0.0000,0.0045,0.0000
-DCC_bivariate_loop,,0.0001,0.0000,,0.1767,0.2288,0.0064,0.2511,0.0000,0.0000
-SW_cross_validated,,0.0092,0.0003,0.1767,,0.5221,0.0058,0.0525,0.0000,0.0000
-SW_15,,0.0005,0.0000,0.2288,0.5221,,0.0005,0.0298,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0064,0.0058,0.0005,,0.0835,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.2511,0.0525,0.0298,0.0835,,0.0000,0.0000
-SW_120,,0.2292,0.0045,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0724
-sFC,,0.0947,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0724,
+SVWP_joint,,,8.1618e-01,8.9633e-05,9.2313e-03,4.7990e-04,2.9762e-06,2.3931e-05,2.2917e-01,9.4694e-02
+DCC_joint,,8.1618e-01,,2.8321e-10,3.2344e-04,9.8217e-09,1.6640e-12,5.7878e-11,4.5309e-03,9.9187e-07
+DCC_bivariate_loop,,8.9633e-05,2.8321e-10,,1.7671e-01,2.2885e-01,6.3785e-03,2.5106e-01,3.7457e-11,9.2167e-13
+SW_cross_validated,,9.2313e-03,3.2344e-04,1.7671e-01,,5.2209e-01,5.7797e-03,5.2453e-02,3.4488e-05,8.0895e-06
+SW_15,,4.7990e-04,9.8217e-09,2.2885e-01,5.2209e-01,,5.4354e-04,2.9781e-02,8.8351e-10,3.1255e-11
+SW_30,,2.9762e-06,1.6640e-12,6.3785e-03,5.7797e-03,5.4354e-04,,8.3488e-02,4.0761e-13,9.0045e-15
+SW_60,,2.3931e-05,5.7878e-11,2.5106e-01,5.2453e-02,2.9781e-02,8.3488e-02,,9.6164e-12,2.8007e-13
+SW_120,,2.2917e-01,4.5309e-03,3.7457e-11,3.4488e-05,8.8351e-10,4.0761e-13,9.6164e-12,,7.2351e-02
+sFC,,9.4694e-02,9.9187e-07,9.2167e-13,8.0895e-06,3.1255e-11,9.0045e-15,2.8007e-13,7.2351e-02,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index 01695fbc..c3daa7ff 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0581,0.0957,0.0000,0.0000,0.0000,0.0000,0.0000,0.0037
-DCC_joint,,0.0581,,0.7832,0.0000,0.0000,0.0000,0.0000,0.0000,0.0864
-DCC_bivariate_loop,,0.0957,0.7832,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0619
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0001,0.9766,0.0652,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0001,0.0000,,0.0001,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.9766,0.0000,0.0001,,0.0638,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0652,0.0000,0.0000,0.0638,,0.0000
-sFC,,0.0037,0.0864,0.0619,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.8135e-02,9.5663e-02,6.6409e-08,1.6505e-12,2.4183e-10,7.0748e-08,7.9780e-06,3.6762e-03
+DCC_joint,,5.8135e-02,,7.8318e-01,4.0334e-11,1.9393e-14,4.7581e-13,4.7665e-11,1.3959e-08,8.6380e-02
+DCC_bivariate_loop,,9.5663e-02,7.8318e-01,,1.1504e-10,3.5094e-14,1.1361e-12,1.3325e-10,3.2205e-08,6.1931e-02
+SW_cross_validated,,6.6409e-08,4.0334e-11,1.1504e-10,,2.8514e-09,1.1527e-04,9.7661e-01,6.5223e-02,2.2923e-12
+SW_15,,1.6505e-12,1.9393e-14,3.5094e-14,2.8514e-09,,5.4869e-06,3.2444e-09,1.0341e-09,4.2757e-15
+SW_30,,2.4183e-10,4.7581e-13,1.1361e-12,1.1527e-04,5.4869e-06,,1.3410e-04,7.4253e-06,5.0374e-14
+SW_60,,7.0748e-08,4.7665e-11,1.3325e-10,9.7661e-01,3.2444e-09,1.3410e-04,,6.3837e-02,2.8251e-12
+SW_120,,7.9780e-06,1.3959e-08,3.2205e-08,6.5223e-02,1.0341e-09,7.4253e-06,6.3837e-02,,1.0123e-09
+sFC,,3.6762e-03,8.6380e-02,6.1931e-02,2.2923e-12,4.2757e-15,5.0374e-14,2.8251e-12,1.0123e-09,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index 7c17a0a2..3e9368e3 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1578,0.0826,0.0020,0.0000,0.0000,0.0000,0.0002,0.1499
-DCC_joint,,0.1578,,0.5981,0.0258,0.0000,0.0000,0.0000,0.0017,0.9914
-DCC_bivariate_loop,,0.0826,0.5981,,0.1080,0.0000,0.0000,0.0001,0.0078,0.5995
-SW_cross_validated,,0.0020,0.0258,0.1080,,0.0000,0.0000,0.0023,0.1319,0.0243
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0002,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0002,,0.0033,0.0001,0.0000
-SW_60,,0.0000,0.0000,0.0001,0.0023,0.0000,0.0033,,0.1008,0.0000
-SW_120,,0.0002,0.0017,0.0078,0.1319,0.0000,0.0001,0.1008,,0.0016
-sFC,,0.1499,0.9914,0.5995,0.0243,0.0000,0.0000,0.0000,0.0016,
+SVWP_joint,,,1.5782e-01,8.2554e-02,2.0307e-03,9.4789e-12,3.6007e-09,3.4020e-06,2.0062e-04,1.4985e-01
+DCC_joint,,1.5782e-01,,5.9810e-01,2.5774e-02,1.0109e-11,7.3017e-09,1.7591e-05,1.6769e-03,9.9145e-01
+DCC_bivariate_loop,,8.2554e-02,5.9810e-01,,1.0799e-01,6.9792e-11,5.6299e-08,1.1029e-04,7.8462e-03,5.9950e-01
+SW_cross_validated,,2.0307e-03,2.5774e-02,1.0799e-01,,2.7005e-10,5.2156e-07,2.2502e-03,1.3191e-01,2.4312e-02
+SW_15,,9.4789e-12,1.0109e-11,6.9792e-11,2.7005e-10,,2.2669e-04,3.8219e-07,2.1448e-08,8.2191e-12
+SW_30,,3.6007e-09,7.3017e-09,5.6299e-08,5.2156e-07,2.2669e-04,,3.2624e-03,6.7563e-05,6.0491e-09
+SW_60,,3.4020e-06,1.7591e-05,1.1029e-04,2.2502e-03,3.8219e-07,3.2624e-03,,1.0082e-01,1.5582e-05
+SW_120,,2.0062e-04,1.6769e-03,7.8462e-03,1.3191e-01,2.1448e-08,6.7563e-05,1.0082e-01,,1.5587e-03
+sFC,,1.4985e-01,9.9145e-01,5.9950e-01,2.4312e-02,8.2191e-12,6.0491e-09,1.5582e-05,1.5587e-03,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index 83dabea6..14de50b6 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0826,0.0000,0.0000,0.0203,0.0340,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0870,0.0004,0.0000,0.0001,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.2195,0.0001,0.1006,0.0000
-SW_cross_validated,,0.0826,0.0000,0.0000,,0.0000,0.0000,0.3725,0.1967,0.0000
-SW_15,,0.0000,0.0870,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0004,0.2195,0.0000,0.0000,,0.0000,0.0259,0.0000
-SW_60,,0.0203,0.0000,0.0001,0.3725,0.0000,0.0000,,0.3987,0.0000
-SW_120,,0.0340,0.0001,0.1006,0.1967,0.0000,0.0259,0.3987,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.0615e-09,2.3541e-06,8.2572e-02,4.0929e-10,2.4895e-07,2.0282e-02,3.3959e-02,2.3011e-23
+DCC_joint,,6.0615e-09,,4.8919e-05,1.2867e-08,8.7003e-02,3.5418e-04,5.0448e-08,8.2714e-05,7.4322e-19
+DCC_bivariate_loop,,2.3541e-06,4.8919e-05,,1.2607e-05,7.5671e-07,2.1948e-01,1.3109e-04,1.0058e-01,1.0048e-23
+SW_cross_validated,,8.2572e-02,1.2867e-08,1.2607e-05,,6.2753e-10,7.6402e-07,3.7245e-01,1.9673e-01,1.3666e-25
+SW_15,,4.0929e-10,8.7003e-02,7.5671e-07,6.2753e-10,,4.1364e-06,2.1265e-09,4.4225e-06,3.7231e-18
+SW_30,,2.4895e-07,3.5418e-04,2.1948e-01,7.6402e-07,4.1364e-06,,7.5745e-06,2.5941e-02,1.0784e-23
+SW_60,,2.0282e-02,5.0448e-08,1.3109e-04,3.7245e-01,2.1265e-09,7.5745e-06,,3.9867e-01,9.4259e-25
+SW_120,,3.3959e-02,8.2714e-05,1.0058e-01,1.9673e-01,4.4225e-06,2.5941e-02,3.9867e-01,,1.7127e-17
+sFC,,2.3011e-23,7.4322e-19,1.0048e-23,1.3666e-25,3.7231e-18,1.0784e-23,9.4259e-25,1.7127e-17,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index 4e8853e7..0b738fe4 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0181,0.0000,0.0079,0.0001,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0805,0.0052,0.0289,0.4181,0.0000,0.0000
-SW_cross_validated,,0.0181,0.0000,0.0805,,0.0003,0.8864,0.2425,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0052,0.0003,,0.0000,0.0006,0.0000,0.0000
-SW_30,,0.0079,0.0000,0.0289,0.8864,0.0000,,0.1211,0.0000,0.0000
-SW_60,,0.0001,0.0000,0.4181,0.2425,0.0006,0.1211,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.4306e-14,2.0871e-05,1.8112e-02,2.1307e-08,7.8798e-03,9.5162e-05,8.7755e-19,2.5578e-21
+DCC_joint,,6.4306e-14,,2.4001e-10,4.5446e-10,1.8245e-08,1.4159e-11,4.4882e-11,1.7632e-10,2.8625e-15
+DCC_bivariate_loop,,2.0871e-05,2.4001e-10,,8.0476e-02,5.1767e-03,2.8892e-02,4.1807e-01,1.1012e-15,2.6134e-18
+SW_cross_validated,,1.8112e-02,4.5446e-10,8.0476e-02,,2.7626e-04,8.8635e-01,2.4246e-01,2.4281e-14,1.6647e-16
+SW_15,,2.1307e-08,1.8245e-08,5.1767e-03,2.7626e-04,,2.7246e-05,6.1949e-04,8.2629e-15,8.2002e-18
+SW_30,,7.8798e-03,1.4159e-11,2.8892e-02,8.8635e-01,2.7246e-05,,1.2112e-01,2.3424e-16,9.2465e-19
+SW_60,,9.5162e-05,4.4882e-11,4.1807e-01,2.4246e-01,6.1949e-04,1.2112e-01,,2.3107e-16,5.4541e-19
+SW_120,,8.7755e-19,1.7632e-10,1.1012e-15,2.4281e-14,8.2629e-15,2.3424e-16,2.3107e-16,,5.7695e-13
+sFC,,2.5578e-21,2.8625e-15,2.6134e-18,1.6647e-16,8.2002e-18,9.2465e-19,5.4541e-19,5.7695e-13,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index 70a4c591..efabcce7 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2080,0.0002,0.0000,0.0000,0.0405,0.0848,0.0000,0.0156
-DCC_joint,,0.2080,,0.0008,0.0000,0.0000,0.0270,0.0504,0.0000,0.2941
-DCC_bivariate_loop,,0.0002,0.0008,,0.0000,0.0000,0.0022,0.0021,0.0000,0.0015
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.7083,0.5546,0.0454,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0012,0.0000,0.0002,0.0000
-SW_30,,0.0405,0.0270,0.0022,0.7083,0.0012,,0.4925,0.5414,0.0200
-SW_60,,0.0848,0.0504,0.0021,0.5546,0.0000,0.4925,,0.0826,0.0340
-SW_120,,0.0000,0.0000,0.0000,0.0454,0.0002,0.5414,0.0826,,0.0000
-sFC,,0.0156,0.2941,0.0015,0.0000,0.0000,0.0200,0.0340,0.0000,
+SVWP_joint,,,2.0797e-01,2.0140e-04,1.1793e-05,7.1343e-08,4.0500e-02,8.4830e-02,2.0027e-06,1.5620e-02
+DCC_joint,,2.0797e-01,,7.9346e-04,3.0606e-06,4.7240e-08,2.6958e-02,5.0428e-02,7.9618e-07,2.9408e-01
+DCC_bivariate_loop,,2.0140e-04,7.9346e-04,,2.5004e-07,9.5269e-09,2.2444e-03,2.0825e-03,7.8208e-08,1.4537e-03
+SW_cross_validated,,1.1793e-05,3.0606e-06,2.5004e-07,,7.5464e-06,7.0829e-01,5.5464e-01,4.5424e-02,7.0707e-07
+SW_15,,7.1343e-08,4.7240e-08,9.5269e-09,7.5464e-06,,1.1678e-03,4.6699e-05,1.7457e-04,3.3057e-08
+SW_30,,4.0500e-02,2.6958e-02,2.2444e-03,7.0829e-01,1.1678e-03,,4.9246e-01,5.4141e-01,1.9994e-02
+SW_60,,8.4830e-02,5.0428e-02,2.0825e-03,5.5464e-01,4.6699e-05,4.9246e-01,,8.2628e-02,3.3953e-02
+SW_120,,2.0027e-06,7.9618e-07,7.8208e-08,4.5424e-02,1.7457e-04,5.4141e-01,8.2628e-02,,3.1898e-07
+sFC,,1.5620e-02,2.9408e-01,1.4537e-03,7.0707e-07,3.3057e-08,1.9994e-02,3.3953e-02,3.1898e-07,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index 21000512..5da4f768 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0100,0.0504,0.0110,0.0000,0.0019,0.0639,0.0000,0.0000
-DCC_joint,,0.0100,,0.7238,0.7618,0.0000,0.4105,0.2972,0.0035,0.0000
-DCC_bivariate_loop,,0.0504,0.7238,,0.9003,0.0000,0.2974,0.6058,0.0065,0.0000
-SW_cross_validated,,0.0110,0.7618,0.9003,,0.0000,0.2414,0.4028,0.0004,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0004,0.0000
-SW_30,,0.0019,0.4105,0.2974,0.2414,0.0001,,0.0704,0.0437,0.0000
-SW_60,,0.0639,0.2972,0.6058,0.4028,0.0000,0.0704,,0.0001,0.0000
-SW_120,,0.0000,0.0035,0.0065,0.0004,0.0004,0.0437,0.0001,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.9531e-03,5.0365e-02,1.0962e-02,3.1974e-07,1.9166e-03,6.3850e-02,1.8978e-06,7.2300e-25
+DCC_joint,,9.9531e-03,,7.2383e-01,7.6184e-01,1.7023e-05,4.1047e-01,2.9720e-01,3.4849e-03,1.2907e-24
+DCC_bivariate_loop,,5.0365e-02,7.2383e-01,,9.0032e-01,2.7176e-05,2.9738e-01,6.0582e-01,6.5323e-03,1.7664e-22
+SW_cross_validated,,1.0962e-02,7.6184e-01,9.0032e-01,,6.5348e-06,2.4142e-01,4.0277e-01,4.4113e-04,3.8511e-26
+SW_15,,3.1974e-07,1.7023e-05,2.7176e-05,6.5348e-06,,7.6128e-05,2.7210e-06,4.4870e-04,2.1722e-19
+SW_30,,1.9166e-03,4.1047e-01,2.9738e-01,2.4142e-01,7.6128e-05,,7.0370e-02,4.3713e-02,4.9242e-24
+SW_60,,6.3850e-02,2.9720e-01,6.0582e-01,4.0277e-01,2.7210e-06,7.0370e-02,,8.3071e-05,1.2460e-25
+SW_120,,1.8978e-06,3.4849e-03,6.5323e-03,4.4113e-04,4.4870e-04,4.3713e-02,8.3071e-05,,5.3750e-29
+sFC,,7.2300e-25,1.2907e-24,1.7664e-22,3.8511e-26,2.1722e-19,4.9242e-24,1.2460e-25,5.3750e-29,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 8d7c170e..7e37d5ec 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.4307,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.1360
-DCC_joint,,0.4307,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.4409
-DCC_bivariate_loop,,0.0001,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0003,0.0723,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0003,0.0000,0.0000,,0.8145,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0723,0.0000,0.0000,0.8145,,0.0000
-sFC,,0.1360,0.4409,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.3068e-01,1.3352e-04,4.0640e-13,4.4621e-24,1.6426e-20,2.7111e-14,4.1217e-09,1.3597e-01
+DCC_joint,,4.3068e-01,,3.5286e-05,3.9129e-13,2.2775e-24,7.9820e-21,2.4647e-14,6.2878e-09,4.4092e-01
+DCC_bivariate_loop,,1.3352e-04,3.5286e-05,,1.7275e-12,1.9533e-21,6.1494e-18,1.7874e-13,3.1607e-10,1.2458e-05
+SW_cross_validated,,4.0640e-13,3.9129e-13,1.7275e-12,,1.8484e-22,6.0519e-17,2.7386e-04,7.2348e-02,7.9094e-13
+SW_15,,4.4621e-24,2.2775e-24,1.9533e-21,1.8484e-22,,6.3567e-19,2.8872e-21,1.3090e-15,2.5766e-24
+SW_30,,1.6426e-20,7.9820e-21,6.1494e-18,6.0519e-17,6.3567e-19,,9.1568e-15,5.3211e-09,1.0226e-20
+SW_60,,2.7111e-14,2.4647e-14,1.7874e-13,2.7386e-04,2.8872e-21,9.1568e-15,,8.1451e-01,4.3174e-14
+SW_120,,4.1217e-09,6.2878e-09,3.1607e-10,7.2348e-02,1.3090e-15,5.3211e-09,8.1451e-01,,1.0842e-08
+sFC,,1.3597e-01,4.4092e-01,1.2458e-05,7.9094e-13,2.5766e-24,1.0226e-20,4.3174e-14,1.0842e-08,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index 40f9d7e0..9a9a0520 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0508,0.0004,0.0000,0.0000,0.0000,0.0000,0.0000,0.2356
-DCC_joint,,0.0508,,0.0120,0.0000,0.0000,0.0000,0.0000,0.0000,0.3943
-DCC_bivariate_loop,,0.0004,0.0120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0031
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0189,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0189,0.0000,0.0000,0.0001,,0.0000
-sFC,,0.2356,0.3943,0.0031,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.0755e-02,3.7164e-04,1.2776e-13,3.4411e-22,3.5481e-20,8.5753e-17,5.7448e-13,2.3559e-01
+DCC_joint,,5.0755e-02,,1.2044e-02,5.1772e-14,5.4353e-23,3.0864e-21,1.3872e-17,5.5484e-13,3.9427e-01
+DCC_bivariate_loop,,3.7164e-04,1.2044e-02,,2.3577e-12,3.3415e-22,4.2428e-20,3.2055e-16,9.4948e-12,3.0667e-03
+SW_cross_validated,,1.2776e-13,5.1772e-14,2.3577e-12,,4.4434e-20,1.6598e-16,3.5955e-09,1.8885e-02,8.7292e-14
+SW_15,,3.4411e-22,5.4353e-23,3.3415e-22,4.4434e-20,,1.1382e-14,1.2034e-18,1.0669e-17,1.2838e-22
+SW_30,,3.5481e-20,3.0864e-21,4.2428e-20,1.6598e-16,1.1382e-14,,2.4025e-13,3.6542e-13,1.0065e-20
+SW_60,,8.5753e-17,1.3872e-17,3.2055e-16,3.5955e-09,1.2034e-18,2.4025e-13,,5.5123e-05,3.4818e-17
+SW_120,,5.7448e-13,5.5484e-13,9.4948e-12,1.8885e-02,1.0669e-17,3.6542e-13,5.5123e-05,,6.0632e-13
+sFC,,2.3559e-01,3.9427e-01,3.0667e-03,8.7292e-14,1.2838e-22,1.0065e-20,3.4818e-17,6.0632e-13,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index 4e165879..d9d3f64b 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0075,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0456
-DCC_joint,,0.0075,,0.0032,0.0000,0.0000,0.0000,0.0000,0.0000,0.4764
-DCC_bivariate_loop,,0.0000,0.0032,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0012
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0818,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0818,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0456,0.4764,0.0012,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.5121e-03,1.6877e-05,7.8962e-15,6.6117e-24,9.2628e-22,2.4458e-18,1.3576e-14,4.5639e-02
+DCC_joint,,7.5121e-03,,3.2449e-03,1.9303e-14,3.7052e-24,5.1145e-22,2.4282e-18,3.6205e-14,4.7639e-01
+DCC_bivariate_loop,,1.6877e-05,3.2449e-03,,2.9056e-12,6.3756e-23,2.1844e-20,1.7651e-16,2.5570e-12,1.2136e-03
+SW_cross_validated,,7.8962e-15,1.9303e-14,2.9056e-12,,7.3902e-21,6.2841e-17,8.5568e-10,8.1759e-02,3.2350e-14
+SW_15,,6.6117e-24,3.7052e-24,6.3756e-23,7.3902e-21,,2.3234e-15,2.1790e-19,1.0318e-19,8.8319e-24
+SW_30,,9.2628e-22,5.1145e-22,2.1844e-20,6.2841e-17,2.3234e-15,,1.2514e-13,2.2782e-15,1.4844e-21
+SW_60,,2.4458e-18,2.4282e-18,1.7651e-16,8.5568e-10,2.1790e-19,1.2514e-13,,1.3326e-07,5.7521e-18
+SW_120,,1.3576e-14,3.6205e-14,2.5570e-12,8.1759e-02,1.0318e-19,2.2782e-15,1.3326e-07,,5.0209e-14
+sFC,,4.5639e-02,4.7639e-01,1.2136e-03,3.2350e-14,8.8319e-24,1.4844e-21,5.7521e-18,5.0209e-14,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 5604b228..599d5bd6 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0118,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.7942,0.0000,0.0000,0.0353,0.0781,0.0000
-DCC_bivariate_loop,,0.0118,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.7942,0.0000,,0.0000,0.0000,0.0374,0.0486,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0353,0.0000,0.0374,0.0000,0.0000,,0.0033,0.0000
-SW_120,,0.0000,0.0781,0.0000,0.0486,0.0000,0.0000,0.0033,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.3806e-13,1.1840e-02,3.8197e-14,9.5134e-22,1.0912e-17,4.8002e-14,1.9223e-09,8.3513e-19
+DCC_joint,,2.3806e-13,,2.4618e-12,7.9423e-01,9.6671e-19,5.8540e-12,3.5283e-02,7.8061e-02,1.8471e-11
+DCC_bivariate_loop,,1.1840e-02,2.4618e-12,,3.5742e-13,1.5460e-21,3.2840e-17,3.7606e-13,3.0588e-08,2.3529e-18
+SW_cross_validated,,3.8197e-14,7.9423e-01,3.5742e-13,,1.6223e-19,1.5776e-12,3.7394e-02,4.8566e-02,9.3245e-13
+SW_15,,9.5134e-22,9.6671e-19,1.5460e-21,1.6223e-19,,4.7292e-14,4.4367e-18,4.5485e-16,1.5616e-18
+SW_30,,1.0912e-17,5.8540e-12,3.2840e-17,1.5776e-12,4.7292e-14,,1.0312e-10,2.4471e-10,2.3026e-06
+SW_60,,4.8002e-14,3.5283e-02,3.7606e-13,3.7394e-02,4.4367e-18,1.0312e-10,,3.2825e-03,1.6454e-09
+SW_120,,1.9223e-09,7.8061e-02,3.0588e-08,4.8566e-02,4.5485e-16,2.4471e-10,3.2825e-03,,6.2711e-09
+sFC,,8.3513e-19,1.8471e-11,2.3529e-18,9.3245e-13,1.5616e-18,2.3026e-06,1.6454e-09,6.2711e-09,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index f3ac8043..ee9fff20 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.2560,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0043,0.0000,0.0000,0.3283,0.0000,0.0000
-DCC_bivariate_loop,,0.2560,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0043,0.0000,,0.0000,0.0000,0.0706,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.3283,0.0000,0.0706,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0003
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0003,
+SVWP_joint,,,3.6352e-13,2.5600e-01,6.0625e-13,8.1282e-21,1.1299e-16,2.2425e-12,6.6201e-16,3.2054e-16
+DCC_joint,,3.6352e-13,,9.4659e-15,4.2738e-03,3.2694e-20,4.3531e-13,3.2828e-01,5.2968e-11,2.0003e-11
+DCC_bivariate_loop,,2.5600e-01,9.4659e-15,,4.1578e-14,9.3122e-22,9.8430e-18,1.2814e-13,3.6589e-17,6.9910e-18
+SW_cross_validated,,6.0625e-13,4.2738e-03,4.1578e-14,,6.8891e-18,5.8955e-10,7.0557e-02,8.0955e-07,4.6676e-05
+SW_15,,8.1282e-21,3.2694e-20,9.3122e-22,6.8891e-18,,6.8435e-15,1.5382e-18,3.3061e-17,2.0446e-19
+SW_30,,1.1299e-16,4.3531e-13,9.8430e-18,5.8955e-10,6.8435e-15,,3.0906e-11,1.4052e-05,2.5131e-09
+SW_60,,2.2425e-12,3.2828e-01,1.2814e-13,7.0557e-02,1.5382e-18,3.0906e-11,,1.2059e-08,1.4992e-07
+SW_120,,6.6201e-16,5.2968e-11,3.6589e-17,8.0955e-07,3.3061e-17,1.4052e-05,1.2059e-08,,3.0450e-04
+sFC,,3.2054e-16,2.0003e-11,6.9910e-18,4.6676e-05,2.0446e-19,2.5131e-09,1.4992e-07,3.0450e-04,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 5bd5706f..204249b6 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.4113,0.1965,0.0000,0.0000,0.0000,0.0000,0.0000,0.8866
-DCC_joint,,0.4113,,0.5062,0.0000,0.0000,0.0000,0.0000,0.0000,0.2846
-DCC_bivariate_loop,,0.1965,0.5062,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1355
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0004,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.1169,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0004,0.0000,0.0000,0.1169,,0.0000
-sFC,,0.8866,0.2846,0.1355,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.1132e-01,1.9654e-01,3.0382e-13,1.7480e-22,8.9293e-19,2.3414e-15,1.1906e-10,8.8660e-01
+DCC_joint,,4.1132e-01,,5.0617e-01,3.9326e-13,1.3683e-22,8.3438e-19,2.6801e-15,1.8556e-10,2.8464e-01
+DCC_bivariate_loop,,1.9654e-01,5.0617e-01,,1.1575e-10,8.4327e-21,3.9553e-17,1.3983e-13,1.1461e-09,1.3549e-01
+SW_cross_validated,,3.0382e-13,3.9326e-13,1.1575e-10,,2.3491e-21,5.4420e-16,1.7047e-09,4.0444e-04,1.4694e-14
+SW_15,,1.7480e-22,1.3683e-22,8.4327e-21,2.3491e-21,,8.2923e-14,1.0185e-17,1.9892e-14,2.1211e-23
+SW_30,,8.9293e-19,8.3438e-19,3.9553e-17,5.4420e-16,8.2923e-14,,1.4213e-10,1.4724e-08,1.3710e-19
+SW_60,,2.3414e-15,2.6801e-15,1.3983e-13,1.7047e-09,1.0185e-17,1.4213e-10,,1.1694e-01,3.6504e-16
+SW_120,,1.1906e-10,1.8556e-10,1.1461e-09,4.0444e-04,1.9892e-14,1.4724e-08,1.1694e-01,,6.2472e-11
+sFC,,8.8660e-01,2.8464e-01,1.3549e-01,1.4694e-14,2.1211e-23,1.3710e-19,3.6504e-16,6.2472e-11,
diff --git a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index bcef936b..4c1497e9 100644
--- a/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d6s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2928,0.3063,0.5581,0.0078,0.1529,0.6673,0.9301,0.1927
-DCC_joint,,0.2928,,0.0000,0.0026,0.0000,0.0001,0.0000,0.0000,0.0003
-DCC_bivariate_loop,,0.3063,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.5581,0.0026,0.0000,,0.0000,0.0000,0.2751,0.0101,0.0000
-SW_15,,0.0078,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.1529,0.0001,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0263
-SW_60,,0.6673,0.0000,0.0000,0.2751,0.0000,0.0000,,0.0275,0.0000
-SW_120,,0.9301,0.0000,0.0000,0.0101,0.0000,0.0000,0.0275,,0.0000
-sFC,,0.1927,0.0003,0.0000,0.0000,0.0000,0.0263,0.0000,0.0000,
+SVWP_joint,,,2.9279e-01,3.0635e-01,5.5807e-01,7.7558e-03,1.5290e-01,6.6726e-01,9.3010e-01,1.9274e-01
+DCC_joint,,2.9279e-01,,6.9051e-16,2.5686e-03,3.7259e-14,8.4106e-05,1.5299e-06,1.0972e-06,2.5260e-04
+DCC_bivariate_loop,,3.0635e-01,6.9051e-16,,4.9679e-10,5.7403e-20,2.9178e-17,3.1999e-12,1.4888e-07,2.3296e-19
+SW_cross_validated,,5.5807e-01,2.5686e-03,4.9679e-10,,2.1684e-12,4.4050e-06,2.7506e-01,1.0110e-02,1.2586e-05
+SW_15,,7.7558e-03,3.7259e-14,5.7403e-20,2.1684e-12,,2.1652e-12,1.4185e-15,8.1741e-14,7.5659e-15
+SW_30,,1.5290e-01,8.4106e-05,2.9178e-17,4.4050e-06,2.1652e-12,,1.0299e-09,7.0963e-09,2.6299e-02
+SW_60,,6.6726e-01,1.5299e-06,3.1999e-12,2.7506e-01,1.4185e-15,1.0299e-09,,2.7508e-02,2.6524e-10
+SW_120,,9.3010e-01,1.0972e-06,1.4888e-07,1.0110e-02,8.1741e-14,7.0963e-09,2.7508e-02,,9.3366e-09
+sFC,,1.9274e-01,2.5260e-04,2.3296e-19,1.2586e-05,7.5659e-15,2.6299e-02,2.6524e-10,9.3366e-09,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index 67385525..efdd7d60 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.4249,0.1599,0.0026,0.0000,0.3171,0.0134,0.0603,0.2176
-DCC_joint,,0.4249,,0.0137,0.0034,0.0000,0.5995,0.0022,0.1326,0.0047
-DCC_bivariate_loop,,0.1599,0.0137,,0.0000,0.0000,0.0402,0.0889,0.0023,0.5280
-SW_cross_validated,,0.0026,0.0034,0.0000,,0.0000,0.1120,0.0000,0.2401,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.3171,0.5995,0.0402,0.1120,0.0000,,0.0047,0.5384,0.0494
-SW_60,,0.0134,0.0022,0.0889,0.0000,0.0000,0.0047,,0.0005,0.0301
-SW_120,,0.0603,0.1326,0.0023,0.2401,0.0000,0.5384,0.0005,,0.0014
-sFC,,0.2176,0.0047,0.5280,0.0000,0.0000,0.0494,0.0301,0.0014,
+SVWP_joint,,,4.2489e-01,1.5995e-01,2.5766e-03,3.2424e-07,3.1712e-01,1.3408e-02,6.0291e-02,2.1764e-01
+DCC_joint,,4.2489e-01,,1.3721e-02,3.4222e-03,2.1037e-07,5.9946e-01,2.1614e-03,1.3264e-01,4.6588e-03
+DCC_bivariate_loop,,1.5995e-01,1.3721e-02,,4.1096e-05,2.3441e-08,4.0229e-02,8.8856e-02,2.3485e-03,5.2805e-01
+SW_cross_validated,,2.5766e-03,3.4222e-03,4.1096e-05,,4.5213e-05,1.1202e-01,3.8520e-05,2.4005e-01,5.7998e-06
+SW_15,,3.2424e-07,2.1037e-07,2.3441e-08,4.5213e-05,,1.6475e-05,5.7147e-08,1.2293e-05,6.6468e-09
+SW_30,,3.1712e-01,5.9946e-01,4.0229e-02,1.1202e-01,1.6475e-05,,4.7232e-03,5.3837e-01,4.9408e-02
+SW_60,,1.3408e-02,2.1614e-03,8.8856e-02,3.8520e-05,5.7147e-08,4.7232e-03,,5.2422e-04,3.0124e-02
+SW_120,,6.0291e-02,1.3264e-01,2.3485e-03,2.4005e-01,1.2293e-05,5.3837e-01,5.2422e-04,,1.3899e-03
+sFC,,2.1764e-01,4.6588e-03,5.2805e-01,5.7998e-06,6.6468e-09,4.9408e-02,3.0124e-02,1.3899e-03,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index fc58205f..1430bb55 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0023,0.0022,0.8739,0.0000,0.0001,0.0883,0.5832,0.0068
-DCC_joint,,0.0023,,0.9663,0.0012,0.0000,0.0987,0.0217,0.0006,0.0000
-DCC_bivariate_loop,,0.0022,0.9663,,0.0011,0.0000,0.1087,0.0203,0.0005,0.0000
-SW_cross_validated,,0.8739,0.0012,0.0011,,0.0000,0.0001,0.0534,0.4465,0.0083
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0001,0.0987,0.1087,0.0001,0.0000,,0.0003,0.0000,0.0000
-SW_60,,0.0883,0.0217,0.0203,0.0534,0.0000,0.0003,,0.0930,0.0000
-SW_120,,0.5832,0.0006,0.0005,0.4465,0.0000,0.0000,0.0930,,0.0002
-sFC,,0.0068,0.0000,0.0000,0.0083,0.0000,0.0000,0.0000,0.0002,
+SVWP_joint,,,2.3490e-03,2.2309e-03,8.7391e-01,7.5745e-08,1.2004e-04,8.8261e-02,5.8318e-01,6.7966e-03
+DCC_joint,,2.3490e-03,,9.6634e-01,1.1579e-03,1.1594e-06,9.8677e-02,2.1697e-02,5.5366e-04,1.4958e-07
+DCC_bivariate_loop,,2.2309e-03,9.6634e-01,,1.1002e-03,1.3762e-06,1.0867e-01,2.0263e-02,5.2380e-04,1.4703e-07
+SW_cross_validated,,8.7391e-01,1.1579e-03,1.1002e-03,,3.0020e-08,5.2915e-05,5.3352e-02,4.4652e-01,8.3150e-03
+SW_15,,7.5745e-08,1.1594e-06,1.3762e-06,3.0020e-08,,2.3458e-05,4.3724e-09,3.4453e-10,8.0973e-12
+SW_30,,1.2004e-04,9.8677e-02,1.0867e-01,5.2915e-05,2.3458e-05,,2.8875e-04,7.1362e-06,6.8584e-09
+SW_60,,8.8261e-02,2.1697e-02,2.0263e-02,5.3352e-02,4.3724e-09,2.8875e-04,,9.3041e-02,6.0224e-06
+SW_120,,5.8318e-01,5.5366e-04,5.2380e-04,4.4652e-01,3.4453e-10,7.1362e-06,9.3041e-02,,1.6390e-04
+sFC,,6.7966e-03,1.4958e-07,1.4703e-07,8.3150e-03,8.0973e-12,6.8584e-09,6.0224e-06,1.6390e-04,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index 8284d6be..2d0b4ee8 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.3898,0.6327,0.0064,0.0000,0.0000,0.0004,0.0012,0.8054
-DCC_joint,,0.3898,,0.4838,0.0000,0.0000,0.0000,0.0000,0.0000,0.3513
-DCC_bivariate_loop,,0.6327,0.4838,,0.0000,0.0000,0.0000,0.0000,0.0000,0.7342
-SW_cross_validated,,0.0064,0.0000,0.0000,,0.0000,0.0007,0.1074,0.2683,0.0002
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0007,0.0000,,0.0701,0.0333,0.0000
-SW_60,,0.0004,0.0000,0.0000,0.1074,0.0000,0.0701,,0.6619,0.0000
-SW_120,,0.0012,0.0000,0.0000,0.2683,0.0000,0.0333,0.6619,,0.0000
-sFC,,0.8054,0.3513,0.7342,0.0002,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.8977e-01,6.3265e-01,6.4291e-03,4.8145e-09,6.5801e-06,3.9878e-04,1.2464e-03,8.0539e-01
+DCC_joint,,3.8977e-01,,4.8384e-01,1.1082e-05,2.3983e-14,1.2986e-10,3.9947e-07,3.1786e-06,3.5134e-01
+DCC_bivariate_loop,,6.3265e-01,4.8384e-01,,3.5594e-05,4.5719e-14,3.3227e-10,1.0803e-06,8.5721e-06,7.3423e-01
+SW_cross_validated,,6.4291e-03,1.1082e-05,3.5594e-05,,8.0009e-09,6.8989e-04,1.0740e-01,2.6826e-01,2.0236e-04
+SW_15,,4.8145e-09,2.3983e-14,4.5719e-14,8.0009e-09,,3.5223e-07,5.5992e-07,6.3082e-07,1.4001e-12
+SW_30,,6.5801e-06,1.2986e-10,3.3227e-10,6.8989e-04,3.5223e-07,,7.0105e-02,3.3271e-02,6.9799e-09
+SW_60,,3.9878e-04,3.9947e-07,1.0803e-06,1.0740e-01,5.5992e-07,7.0105e-02,,6.6195e-01,6.3961e-06
+SW_120,,1.2464e-03,3.1786e-06,8.5721e-06,2.6826e-01,6.3082e-07,3.3271e-02,6.6195e-01,,3.9200e-05
+sFC,,8.0539e-01,3.5134e-01,7.3423e-01,2.0236e-04,1.4001e-12,6.9799e-09,6.3961e-06,3.9200e-05,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index 76511791..eca5f8b2 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0008,0.5381,0.0000,0.0001,0.1400,0.6393,0.0000
-DCC_joint,,0.0000,,0.0369,0.0000,0.0001,0.2957,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0008,0.0369,,0.0013,0.0000,0.3052,0.0016,0.0000,0.0000
-SW_cross_validated,,0.5381,0.0000,0.0013,,0.0000,0.0002,0.3496,0.1933,0.0000
-SW_15,,0.0000,0.0001,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0002
-SW_30,,0.0001,0.2957,0.3052,0.0002,0.0000,,0.0001,0.0000,0.0000
-SW_60,,0.1400,0.0000,0.0016,0.3496,0.0000,0.0001,,0.0093,0.0000
-SW_120,,0.6393,0.0000,0.0000,0.1933,0.0000,0.0000,0.0093,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0002,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.6156e-05,8.3337e-04,5.3810e-01,9.0878e-08,1.4292e-04,1.4000e-01,6.3926e-01,2.6207e-10
+DCC_joint,,1.6156e-05,,3.6870e-02,1.1105e-05,8.6104e-05,2.9572e-01,1.7584e-06,2.1458e-08,3.7267e-11
+DCC_bivariate_loop,,8.3337e-04,3.6870e-02,,1.2767e-03,6.2926e-06,3.0519e-01,1.5587e-03,7.8050e-06,1.6736e-10
+SW_cross_validated,,5.3810e-01,1.1105e-05,1.2767e-03,,3.7566e-08,1.6394e-04,3.4961e-01,1.9331e-01,3.0857e-11
+SW_15,,9.0878e-08,8.6104e-05,6.2926e-06,3.7566e-08,,4.5899e-05,3.6427e-09,2.2534e-10,1.8229e-04
+SW_30,,1.4292e-04,2.9572e-01,3.0519e-01,1.6394e-04,4.5899e-05,,1.0598e-04,7.9983e-07,6.3223e-10
+SW_60,,1.4000e-01,1.7584e-06,1.5587e-03,3.4961e-01,3.6427e-09,1.0598e-04,,9.2550e-03,8.0996e-14
+SW_120,,6.3926e-01,2.1458e-08,7.8050e-06,1.9331e-01,2.2534e-10,7.9983e-07,9.2550e-03,,3.2970e-14
+sFC,,2.6207e-10,3.7267e-11,1.6736e-10,3.0857e-11,1.8229e-04,6.3223e-10,8.0996e-14,3.2970e-14,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index 50c2e3ad..36c49572 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0016,0.8289,0.0394,0.0779,0.4804,0.2300,0.0014,0.0001
-DCC_joint,,0.0016,,0.0000,0.5342,0.0007,0.0000,0.0000,0.6751,0.0001
-DCC_bivariate_loop,,0.8289,0.0000,,0.0120,0.0019,0.0723,0.0101,0.0000,0.0000
-SW_cross_validated,,0.0394,0.5342,0.0120,,0.3046,0.0021,0.0007,0.4520,0.0982
-SW_15,,0.0779,0.0007,0.0019,0.3046,,0.0002,0.0000,0.0011,0.0000
-SW_30,,0.4804,0.0000,0.0723,0.0021,0.0002,,0.3761,0.0000,0.0000
-SW_60,,0.2300,0.0000,0.0101,0.0007,0.0000,0.3761,,0.0000,0.0000
-SW_120,,0.0014,0.6751,0.0000,0.4520,0.0011,0.0000,0.0000,,0.0099
-sFC,,0.0001,0.0001,0.0000,0.0982,0.0000,0.0000,0.0000,0.0099,
+SVWP_joint,,,1.6162e-03,8.2888e-01,3.9447e-02,7.7899e-02,4.8045e-01,2.3004e-01,1.4488e-03,1.2424e-04
+DCC_joint,,1.6162e-03,,1.0599e-08,5.3421e-01,7.2513e-04,2.2032e-08,8.0738e-09,6.7511e-01,6.6760e-05
+DCC_bivariate_loop,,8.2888e-01,1.0599e-08,,1.1995e-02,1.9042e-03,7.2334e-02,1.0092e-02,9.7833e-08,1.0819e-11
+SW_cross_validated,,3.9447e-02,5.3421e-01,1.1995e-02,,3.0460e-01,2.0527e-03,6.8808e-04,4.5197e-01,9.8192e-02
+SW_15,,7.7899e-02,7.2513e-04,1.9042e-03,3.0460e-01,,1.5838e-04,2.9476e-05,1.1439e-03,9.0874e-07
+SW_30,,4.8045e-01,2.2032e-08,7.2334e-02,2.0527e-03,1.5838e-04,,3.7610e-01,7.2899e-08,2.0934e-10
+SW_60,,2.3004e-01,8.0738e-09,1.0092e-02,6.8808e-04,2.9476e-05,3.7610e-01,,2.4694e-08,1.1924e-10
+SW_120,,1.4488e-03,6.7511e-01,9.7833e-08,4.5197e-01,1.1439e-03,7.2899e-08,2.4694e-08,,9.8757e-03
+sFC,,1.2424e-04,6.6760e-05,1.0819e-11,9.8192e-02,9.0874e-07,2.0934e-10,1.1924e-10,9.8757e-03,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index 535596f2..18b56138 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.5925,0.7727,0.3132,0.0000,0.0001,0.0918,0.3380,0.0258
-DCC_joint,,0.5925,,0.8292,0.1920,0.0000,0.0002,0.0619,0.2078,0.1730
-DCC_bivariate_loop,,0.7727,0.8292,,0.2683,0.0000,0.0004,0.0905,0.2868,0.1097
-SW_cross_validated,,0.3132,0.1920,0.2683,,0.0000,0.0060,0.4982,0.9856,0.0075
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0001,0.0002,0.0004,0.0060,0.0000,,0.0414,0.0070,0.0000
-SW_60,,0.0918,0.0619,0.0905,0.4982,0.0000,0.0414,,0.4966,0.0018
-SW_120,,0.3380,0.2078,0.2868,0.9856,0.0000,0.0070,0.4966,,0.0096
-sFC,,0.0258,0.1730,0.1097,0.0075,0.0000,0.0000,0.0018,0.0096,
+SVWP_joint,,,5.9252e-01,7.7272e-01,3.1324e-01,2.6616e-10,8.4752e-05,9.1805e-02,3.3805e-01,2.5799e-02
+DCC_joint,,5.9252e-01,,8.2923e-01,1.9205e-01,5.5804e-09,2.2846e-04,6.1888e-02,2.0783e-01,1.7301e-01
+DCC_bivariate_loop,,7.7272e-01,8.2923e-01,,2.6830e-01,7.1970e-09,3.6543e-04,9.0496e-02,2.8677e-01,1.0972e-01
+SW_cross_validated,,3.1324e-01,1.9205e-01,2.6830e-01,,5.3160e-08,6.0017e-03,4.9821e-01,9.8559e-01,7.5306e-03
+SW_15,,2.6616e-10,5.5804e-09,7.1970e-09,5.3160e-08,,2.1947e-06,4.7207e-07,8.4055e-08,1.9474e-11
+SW_30,,8.4752e-05,2.2846e-04,3.6543e-04,6.0017e-03,2.1947e-06,,4.1384e-02,7.0345e-03,9.3036e-07
+SW_60,,9.1805e-02,6.1888e-02,9.0496e-02,4.9821e-01,4.7207e-07,4.1384e-02,,4.9663e-01,1.8201e-03
+SW_120,,3.3805e-01,2.0783e-01,2.8677e-01,9.8559e-01,8.4055e-08,7.0345e-03,4.9663e-01,,9.5740e-03
+sFC,,2.5799e-02,1.7301e-01,1.0972e-01,7.5306e-03,1.9474e-11,9.3036e-07,1.8201e-03,9.5740e-03,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index 9a612af6..cd57d094 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0002,0.0003,0.9222,0.0000,0.0012,0.9118,0.9113,0.0000
-DCC_joint,,0.0002,,0.4112,0.0001,0.0148,0.1339,0.0005,0.0003,0.0000
-DCC_bivariate_loop,,0.0003,0.4112,,0.0002,0.0005,0.4350,0.0011,0.0006,0.0000
-SW_cross_validated,,0.9222,0.0001,0.0002,,0.0000,0.0008,0.8418,0.9804,0.0000
-SW_15,,0.0000,0.0148,0.0005,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0012,0.1339,0.4350,0.0008,0.0000,,0.0038,0.0019,0.0000
-SW_60,,0.9118,0.0005,0.0011,0.8418,0.0000,0.0038,,0.8382,0.0000
-SW_120,,0.9113,0.0003,0.0006,0.9804,0.0000,0.0019,0.8382,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.8102e-04,3.4235e-04,9.2217e-01,1.5483e-08,1.1970e-03,9.1183e-01,9.1125e-01,1.3543e-13
+DCC_joint,,1.8102e-04,,4.1124e-01,1.2977e-04,1.4753e-02,1.3394e-01,4.8380e-04,2.6936e-04,8.7389e-08
+DCC_bivariate_loop,,3.4235e-04,4.1124e-01,,2.2826e-04,4.7274e-04,4.3500e-01,1.1108e-03,5.6674e-04,5.0558e-10
+SW_cross_validated,,9.2217e-01,1.2977e-04,2.2826e-04,,8.6325e-09,7.8494e-04,8.4180e-01,9.8043e-01,5.7879e-14
+SW_15,,1.5483e-08,1.4753e-02,4.7274e-04,8.6325e-09,,3.1627e-05,1.3258e-07,5.8754e-08,4.4421e-08
+SW_30,,1.1970e-03,1.3394e-01,4.3500e-01,7.8494e-04,3.1627e-05,,3.8246e-03,1.9231e-03,2.2109e-11
+SW_60,,9.1183e-01,4.8380e-04,1.1108e-03,8.4180e-01,1.3258e-07,3.8246e-03,,8.3816e-01,3.9007e-12
+SW_120,,9.1125e-01,2.6936e-04,5.6674e-04,9.8043e-01,5.8754e-08,1.9231e-03,8.3816e-01,,1.5313e-12
+sFC,,1.3543e-13,8.7389e-08,5.0558e-10,5.7879e-14,4.4421e-08,2.2109e-11,3.9007e-12,1.5313e-12,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 9a2b5804..d922ec37 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0005,0.0001,0.0000,0.0000,0.0000,0.0000,0.0174
-DCC_joint,,0.0000,,0.0048,0.0000,0.0000,0.0000,0.0000,0.0000,0.0002
-DCC_bivariate_loop,,0.0005,0.0048,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0274
-SW_cross_validated,,0.0001,0.0000,0.0000,,0.0000,0.0000,0.0004,0.3348,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0004,0.0000,0.0000,,0.0003,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.3348,0.0000,0.0000,0.0003,,0.0000
-sFC,,0.0174,0.0002,0.0274,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.8446e-05,5.3089e-04,9.1717e-05,6.2443e-17,4.4236e-13,9.0776e-10,1.9315e-06,1.7405e-02
+DCC_joint,,2.8446e-05,,4.8154e-03,5.8814e-10,7.2467e-25,7.8101e-22,2.7208e-19,7.0348e-13,1.9046e-04
+DCC_bivariate_loop,,5.3089e-04,4.8154e-03,,3.1700e-09,2.1764e-25,3.1417e-22,1.7256e-19,2.7786e-12,2.7416e-02
+SW_cross_validated,,9.1717e-05,5.8814e-10,3.1700e-09,,1.3086e-14,2.7460e-09,4.0122e-04,3.3479e-01,6.9304e-08
+SW_15,,6.2443e-17,7.2467e-25,2.1764e-25,1.3086e-14,,3.1473e-18,1.2199e-21,8.9950e-17,4.2551e-22
+SW_30,,4.4236e-13,7.8101e-22,3.1417e-22,2.7460e-09,3.1473e-18,,5.8681e-14,7.2481e-11,1.1735e-18
+SW_60,,9.0776e-10,2.7208e-19,1.7256e-19,4.0122e-04,1.2199e-21,5.8681e-14,,3.1605e-04,1.0142e-15
+SW_120,,1.9315e-06,7.0348e-13,2.7786e-12,3.3479e-01,8.9950e-17,7.2481e-11,3.1605e-04,,1.6704e-10
+sFC,,1.7405e-02,1.9046e-04,2.7416e-02,6.9304e-08,4.2551e-22,1.1735e-18,1.0142e-15,1.6704e-10,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index bc99d984..6fce2493 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0023,0.0010,0.0000,0.0000,0.0000,0.0000,0.0226
-DCC_joint,,0.0001,,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000,0.0015
-DCC_bivariate_loop,,0.0023,0.0003,,0.0000,0.0000,0.0000,0.0000,0.0000,0.2504
-SW_cross_validated,,0.0010,0.0000,0.0000,,0.0000,0.0000,0.0004,0.1217,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0004,0.0000,0.0000,,0.0008,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1217,0.0000,0.0000,0.0008,,0.0000
-sFC,,0.0226,0.0015,0.2504,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.9723e-05,2.3455e-03,1.0047e-03,2.4722e-16,2.5452e-12,2.4092e-09,2.3920e-06,2.2633e-02
+DCC_joint,,6.9723e-05,,3.0372e-04,2.2321e-08,2.5026e-26,4.1105e-22,1.7241e-19,5.2350e-13,1.4819e-03
+DCC_bivariate_loop,,2.3455e-03,3.0372e-04,,2.2451e-07,7.2081e-26,1.8318e-21,1.2395e-18,4.8275e-12,2.5041e-01
+SW_cross_validated,,1.0047e-03,2.2321e-08,2.2451e-07,,2.3881e-13,3.4237e-08,3.8407e-04,1.2168e-01,2.3047e-06
+SW_15,,2.4722e-16,2.5026e-26,7.2081e-26,2.3881e-13,,1.0997e-17,1.8962e-20,2.9300e-16,7.2966e-21
+SW_30,,2.5452e-12,4.1105e-22,1.8318e-21,3.4237e-08,1.0997e-17,,2.7378e-11,7.5171e-10,5.0020e-17
+SW_60,,2.4092e-09,1.7241e-19,1.2395e-18,3.8407e-04,1.8962e-20,2.7378e-11,,8.2985e-04,2.5217e-14
+SW_120,,2.3920e-06,5.2350e-13,4.8275e-12,1.2168e-01,2.9300e-16,7.5171e-10,8.2985e-04,,3.9508e-10
+sFC,,2.2633e-02,1.4819e-03,2.5041e-01,2.3047e-06,7.2966e-21,5.0020e-17,2.5217e-14,3.9508e-10,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 6637c1bc..645d3a0f 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0026,0.0000,0.0000,0.0000,0.0000,0.0000,0.2165
-DCC_joint,,0.0000,,0.0019,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0026,0.0019,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0026
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0004,0.1782,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0004,0.0000,0.0000,,0.0005,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.1782,0.0000,0.0000,0.0005,,0.0000
-sFC,,0.2165,0.0000,0.0026,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.8381e-05,2.5549e-03,2.2269e-06,2.4420e-18,1.2121e-14,1.3361e-11,6.4531e-09,2.1645e-01
+DCC_joint,,1.8381e-05,,1.8612e-03,1.2446e-10,1.2194e-23,8.0000e-21,4.8203e-18,2.2118e-14,9.7855e-07
+DCC_bivariate_loop,,2.5549e-03,1.8612e-03,,1.7687e-09,8.4683e-23,1.0186e-19,8.9455e-17,3.7769e-13,2.6255e-03
+SW_cross_validated,,2.2269e-06,1.2446e-10,1.7687e-09,,1.3006e-14,4.1424e-09,3.5110e-04,1.7821e-01,3.2204e-08
+SW_15,,2.4420e-18,1.2194e-23,8.4683e-23,1.3006e-14,,2.1470e-15,4.9359e-18,5.2437e-17,3.2967e-22
+SW_30,,1.2121e-14,8.0000e-21,1.0186e-19,4.1424e-09,2.1470e-15,,3.7769e-10,8.8520e-11,7.3964e-19
+SW_60,,1.3361e-11,4.8203e-18,8.9455e-17,3.5110e-04,4.9359e-18,3.7769e-10,,5.4779e-04,1.1745e-15
+SW_120,,6.4531e-09,2.2118e-14,3.7769e-13,1.7821e-01,5.2437e-17,8.8520e-11,5.4779e-04,,6.7592e-12
+sFC,,2.1645e-01,9.7855e-07,2.6255e-03,3.2204e-08,3.2967e-22,7.3964e-19,1.1745e-15,6.7592e-12,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 8e91558c..373c74bf 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.8583
-DCC_joint,,0.0001,,0.9227,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0001,0.9227,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0006,0.3851,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0006,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.3851,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.8583,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.4226e-05,1.0718e-04,1.6046e-05,3.9777e-18,9.0305e-14,3.7461e-10,5.5861e-08,8.5826e-01
+DCC_joint,,7.4226e-05,,9.2270e-01,2.8737e-10,2.3014e-28,5.4804e-23,6.7707e-18,8.6802e-17,7.4059e-08
+DCC_bivariate_loop,,1.0718e-04,9.2270e-01,,4.8978e-10,9.3519e-26,3.5738e-21,7.2421e-17,1.3623e-15,3.0573e-07
+SW_cross_validated,,1.6046e-05,2.8737e-10,4.8978e-10,,2.0860e-15,2.1820e-09,5.6406e-04,3.8513e-01,2.2281e-06
+SW_15,,3.9777e-18,2.3014e-28,9.3519e-26,2.0860e-15,,3.1528e-19,1.5134e-19,1.4966e-21,5.0734e-22
+SW_30,,9.0305e-14,5.4804e-23,3.5738e-21,2.1820e-09,3.1528e-19,,1.9038e-10,3.6836e-14,3.2051e-17
+SW_60,,3.7461e-10,6.7707e-18,7.2421e-17,5.6406e-04,1.5134e-19,1.9038e-10,,1.1063e-05,8.2814e-13
+SW_120,,5.5861e-08,8.6802e-17,1.3623e-15,3.8513e-01,1.4966e-21,3.6836e-14,1.1063e-05,,1.3443e-10
+sFC,,8.5826e-01,7.4059e-08,3.0573e-07,2.2281e-06,5.0734e-22,3.2051e-17,8.2814e-13,1.3443e-10,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 5bbbf173..0a38c42b 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0199,0.0051,0.0000,0.0000,0.0000,0.0000,0.0000,0.8590
-DCC_joint,,0.0199,,0.0101,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0051,0.0101,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0040,0.2383,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0040,0.0000,0.0000,,0.1016,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.2383,0.0000,0.0000,0.1016,,0.0000
-sFC,,0.8590,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.9910e-02,5.1447e-03,7.0589e-06,2.3889e-15,2.4818e-11,3.9611e-08,1.4281e-06,8.5897e-01
+DCC_joint,,1.9910e-02,,1.0142e-02,6.5052e-12,4.0602e-27,3.6485e-22,1.1669e-16,2.8666e-12,9.2984e-06
+DCC_bivariate_loop,,5.1447e-03,1.0142e-02,,2.9796e-12,1.8921e-26,7.8766e-22,9.4862e-17,1.4073e-12,6.9691e-07
+SW_cross_validated,,7.0589e-06,6.5052e-12,2.9796e-12,,3.7360e-16,1.3450e-09,3.9980e-03,2.3829e-01,4.5083e-09
+SW_15,,2.3889e-15,4.0602e-27,1.8921e-26,3.7360e-16,,3.4341e-17,6.0322e-18,2.9290e-15,2.9167e-22
+SW_30,,2.4818e-11,3.6485e-22,7.8766e-22,1.3450e-09,3.4341e-17,,2.4380e-09,3.3640e-08,1.0464e-17
+SW_60,,3.9611e-08,1.1669e-16,9.4862e-17,3.9980e-03,6.0322e-18,2.4380e-09,,1.0164e-01,4.0232e-13
+SW_120,,1.4281e-06,2.8666e-12,1.4073e-12,2.3829e-01,2.9290e-15,3.3640e-08,1.0164e-01,,1.0582e-09
+sFC,,8.5897e-01,9.2984e-06,6.9691e-07,4.5083e-09,2.9167e-22,1.0464e-17,4.0232e-13,1.0582e-09,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index bd91dbcd..16d3ab54 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0006
-DCC_joint,,0.0000,,0.0046,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0046,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0148
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0010,0.3336,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0010,0.0000,0.0000,,0.0002,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.3336,0.0000,0.0000,0.0002,,0.0000
-sFC,,0.0006,0.0000,0.0148,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.1221e-07,2.2366e-05,2.9508e-05,1.6080e-18,6.3334e-14,8.1246e-11,4.5251e-08,6.4354e-04
+DCC_joint,,1.1221e-07,,4.6059e-03,2.0273e-10,1.4437e-24,3.7402e-20,1.8911e-17,7.2519e-15,1.5252e-06
+DCC_bivariate_loop,,2.2366e-05,4.6059e-03,,4.1559e-09,1.5885e-22,2.9890e-18,1.5039e-15,4.8653e-13,1.4777e-02
+SW_cross_validated,,2.9508e-05,2.0273e-10,4.1559e-09,,5.6085e-14,5.3076e-08,9.9009e-04,3.3361e-01,2.0202e-08
+SW_15,,1.6080e-18,1.4437e-24,1.5885e-22,5.6085e-14,,4.0581e-16,5.4947e-18,5.8197e-18,8.2665e-24
+SW_30,,6.3334e-14,3.7402e-20,2.9890e-18,5.3076e-08,4.0581e-16,,2.2001e-08,1.1339e-10,6.1494e-19
+SW_60,,8.1246e-11,1.8911e-17,1.5039e-15,9.9009e-04,5.4947e-18,2.2001e-08,,1.8675e-04,7.7575e-16
+SW_120,,4.5251e-08,7.2519e-15,4.8653e-13,3.3361e-01,5.8197e-18,1.1339e-10,1.8675e-04,,6.9824e-13
+sFC,,6.4354e-04,1.5252e-06,1.4777e-02,2.0202e-08,8.2665e-24,6.1494e-19,7.7575e-16,6.9824e-13,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 30f2c707..838a4b89 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0009,0.0004,0.0001,0.0000,0.0000,0.0000,0.0000,0.6680
-DCC_joint,,0.0009,,0.1607,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0004,0.1607,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0001,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0070,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0011,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0070,0.0000,0.0000,0.0011,,0.0000
-sFC,,0.6680,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.7903e-04,3.7874e-04,1.2800e-04,4.8084e-17,2.3886e-12,3.1938e-09,1.5505e-06,6.6798e-01
+DCC_joint,,8.7903e-04,,1.6071e-01,1.0675e-11,1.3248e-28,1.4902e-20,3.2331e-17,9.5778e-13,3.1048e-08
+DCC_bivariate_loop,,3.7874e-04,1.6071e-01,,1.7219e-11,7.9441e-26,1.5255e-19,1.7473e-16,1.4642e-12,4.2601e-08
+SW_cross_validated,,1.2800e-04,1.0675e-11,1.7219e-11,,5.2480e-19,2.7047e-12,3.1175e-07,7.0462e-03,2.3036e-06
+SW_15,,4.8084e-17,1.3248e-28,7.9441e-26,5.2480e-19,,1.1139e-16,8.5161e-19,2.9946e-17,1.6865e-22
+SW_30,,2.3886e-12,1.4902e-20,1.5255e-19,2.7047e-12,1.1139e-16,,1.1997e-08,8.5061e-10,2.3135e-16
+SW_60,,3.1938e-09,3.2331e-17,1.7473e-16,3.1175e-07,8.5161e-19,1.1997e-08,,1.0629e-03,1.1916e-12
+SW_120,,1.5505e-06,9.5778e-13,1.4642e-12,7.0462e-03,2.9946e-17,8.5061e-10,1.0629e-03,,1.5133e-08
+sFC,,6.6798e-01,3.1048e-08,4.2601e-08,2.3036e-06,1.6865e-22,2.3135e-16,1.1916e-12,1.5133e-08,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index 697401cb..52e2e30d 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0199,0.0000,0.1996,0.0009,0.0000,0.0000,0.9059,0.1267
-DCC_joint,,0.0199,,0.0000,0.0001,0.0094,0.0002,0.0000,0.0139,0.0199
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.2307,0.9135,0.7400,0.0000,0.0000
-SW_cross_validated,,0.1996,0.0001,0.0000,,0.0000,0.0000,0.0000,0.1317,0.0008
-SW_15,,0.0009,0.0094,0.2307,0.0000,,0.3467,0.3317,0.0008,0.0020
-SW_30,,0.0000,0.0002,0.9135,0.0000,0.3467,,0.8890,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.7400,0.0000,0.3317,0.8890,,0.0000,0.0000
-SW_120,,0.9059,0.0139,0.0000,0.1317,0.0008,0.0000,0.0000,,0.1179
-sFC,,0.1267,0.0199,0.0000,0.0008,0.0020,0.0000,0.0000,0.1179,
+SVWP_joint,,,1.9861e-02,2.0463e-06,1.9956e-01,9.2574e-04,4.4719e-05,4.2934e-06,9.0589e-01,1.2672e-01
+DCC_joint,,1.9861e-02,,5.9431e-07,5.4314e-05,9.4312e-03,2.0600e-04,2.2185e-06,1.3861e-02,1.9936e-02
+DCC_bivariate_loop,,2.0463e-06,5.9431e-07,,1.9214e-08,2.3074e-01,9.1352e-01,7.3996e-01,8.4279e-07,6.9577e-08
+SW_cross_validated,,1.9956e-01,5.4314e-05,1.9214e-08,,4.3301e-05,1.5430e-06,4.3349e-08,1.3171e-01,7.6751e-04
+SW_15,,9.2574e-04,9.4312e-03,2.3074e-01,4.3301e-05,,3.4670e-01,3.3169e-01,7.7127e-04,1.9590e-03
+SW_30,,4.4719e-05,2.0600e-04,9.1352e-01,1.5430e-06,3.4670e-01,,8.8899e-01,3.0826e-05,3.7585e-05
+SW_60,,4.2934e-06,2.2185e-06,7.3996e-01,4.3349e-08,3.3169e-01,8.8899e-01,,1.8971e-06,2.4771e-07
+SW_120,,9.0589e-01,1.3861e-02,8.4279e-07,1.3171e-01,7.7127e-04,3.0826e-05,1.8971e-06,,1.1794e-01
+sFC,,1.2672e-01,1.9936e-02,6.9577e-08,7.6751e-04,1.9590e-03,3.7585e-05,2.4771e-07,1.1794e-01,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index 8ba35621..a60d72d5 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0027,0.0033,0.6279,0.0206,0.3587,0.9712,0.5577,0.0083
-DCC_joint,,0.0027,,0.8205,0.0001,0.0000,0.0000,0.0000,0.0000,0.8802
-DCC_bivariate_loop,,0.0033,0.8205,,0.0001,0.0000,0.0000,0.0000,0.0000,0.9931
-SW_cross_validated,,0.6279,0.0001,0.0001,,0.0268,0.6667,0.4492,0.9572,0.0007
-SW_15,,0.0206,0.0000,0.0000,0.0268,,0.0037,0.0000,0.0053,0.0000
-SW_30,,0.3587,0.0000,0.0000,0.6667,0.0037,,0.0583,0.6214,0.0000
-SW_60,,0.9712,0.0000,0.0000,0.4492,0.0000,0.0583,,0.2797,0.0002
-SW_120,,0.5577,0.0000,0.0000,0.9572,0.0053,0.6214,0.2797,,0.0001
-sFC,,0.0083,0.8802,0.9931,0.0007,0.0000,0.0000,0.0002,0.0001,
+SVWP_joint,,,2.7419e-03,3.3434e-03,6.2790e-01,2.0553e-02,3.5872e-01,9.7124e-01,5.5767e-01,8.2982e-03
+DCC_joint,,2.7419e-03,,8.2047e-01,8.4841e-05,7.5077e-11,2.4908e-08,6.5848e-07,1.9067e-06,8.8024e-01
+DCC_bivariate_loop,,3.3434e-03,8.2047e-01,,1.0545e-04,7.6204e-11,2.8442e-08,8.0625e-07,2.3511e-06,9.9314e-01
+SW_cross_validated,,6.2790e-01,8.4841e-05,1.0545e-04,,2.6773e-02,6.6666e-01,4.4919e-01,9.5721e-01,6.8655e-04
+SW_15,,2.0553e-02,7.5077e-11,7.6204e-11,2.6773e-02,,3.7372e-03,2.8259e-05,5.3167e-03,1.0563e-07
+SW_30,,3.5872e-01,2.4908e-08,2.8442e-08,6.6666e-01,3.7372e-03,,5.8344e-02,6.2143e-01,1.0286e-05
+SW_60,,9.7124e-01,6.5848e-07,8.0625e-07,4.4919e-01,2.8259e-05,5.8344e-02,,2.7972e-01,1.7398e-04
+SW_120,,5.5767e-01,1.9067e-06,2.3511e-06,9.5721e-01,5.3167e-03,6.2143e-01,2.7972e-01,,9.3033e-05
+sFC,,8.2982e-03,8.8024e-01,9.9314e-01,6.8655e-04,1.0563e-07,1.0286e-05,1.7398e-04,9.3033e-05,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index fbd77b11..55e95ed0 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1614,0.2657,0.0318,0.0007,0.0055,0.0100,0.0134,0.6866
-DCC_joint,,0.1614,,0.4681,0.0000,0.0000,0.0000,0.0000,0.0000,0.0947
-DCC_bivariate_loop,,0.2657,0.4681,,0.0000,0.0000,0.0000,0.0000,0.0001,0.2379
-SW_cross_validated,,0.0318,0.0000,0.0000,,0.0317,0.3772,0.3649,0.4062,0.0009
-SW_15,,0.0007,0.0000,0.0000,0.0317,,0.0749,0.4073,0.4389,0.0000
-SW_30,,0.0055,0.0000,0.0000,0.3772,0.0749,,0.7643,0.7974,0.0000
-SW_60,,0.0100,0.0000,0.0000,0.3649,0.4073,0.7643,,0.9886,0.0003
-SW_120,,0.0134,0.0000,0.0001,0.4062,0.4389,0.7974,0.9886,,0.0007
-sFC,,0.6866,0.0947,0.2379,0.0009,0.0000,0.0000,0.0003,0.0007,
+SVWP_joint,,,1.6139e-01,2.6568e-01,3.1838e-02,6.5314e-04,5.5373e-03,1.0006e-02,1.3396e-02,6.8658e-01
+DCC_joint,,1.6139e-01,,4.6806e-01,6.8363e-06,2.0988e-10,9.1694e-09,7.2867e-06,2.4398e-05,9.4741e-02
+DCC_bivariate_loop,,2.6568e-01,4.6806e-01,,1.9063e-05,6.0849e-10,2.9392e-08,1.6739e-05,5.2992e-05,2.3791e-01
+SW_cross_validated,,3.1838e-02,6.8363e-06,1.9063e-05,,3.1705e-02,3.7719e-01,3.6489e-01,4.0623e-01,8.7927e-04
+SW_15,,6.5314e-04,2.0988e-10,6.0849e-10,3.1705e-02,,7.4936e-02,4.0733e-01,4.3893e-01,4.3394e-07
+SW_30,,5.5373e-03,9.1694e-09,2.9392e-08,3.7719e-01,7.4936e-02,,7.6430e-01,7.9739e-01,1.3050e-05
+SW_60,,1.0006e-02,7.2867e-06,1.6739e-05,3.6489e-01,4.0733e-01,7.6430e-01,,9.8859e-01,3.4593e-04
+SW_120,,1.3396e-02,2.4398e-05,5.2992e-05,4.0623e-01,4.3893e-01,7.9739e-01,9.8859e-01,,7.4560e-04
+sFC,,6.8658e-01,9.4741e-02,2.3791e-01,8.7927e-04,4.3394e-07,1.3050e-05,3.4593e-04,7.4560e-04,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index 48b9f1a1..36b25d5e 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.7356,0.6950,0.0571,0.9822,0.4473,0.0969,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.7356,0.0000,,0.3548,0.0050,0.5451,0.1024,0.0040,0.0000
-SW_cross_validated,,0.6950,0.0000,0.3548,,0.0075,0.5530,0.7077,0.1512,0.0000
-SW_15,,0.0571,0.0000,0.0050,0.0075,,0.0003,0.0002,0.0000,0.0000
-SW_30,,0.9822,0.0000,0.5451,0.5530,0.0003,,0.1919,0.0066,0.0000
-SW_60,,0.4473,0.0000,0.1024,0.7077,0.0002,0.1919,,0.1896,0.0000
-SW_120,,0.0969,0.0000,0.0040,0.1512,0.0000,0.0066,0.1896,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.4269e-07,7.3560e-01,6.9503e-01,5.7089e-02,9.8219e-01,4.4734e-01,9.6905e-02,3.0310e-11
+DCC_joint,,1.4269e-07,,2.2233e-11,4.8694e-09,3.5885e-11,9.6071e-13,3.6508e-11,3.7326e-12,6.3559e-11
+DCC_bivariate_loop,,7.3560e-01,2.2233e-11,,3.5478e-01,5.0243e-03,5.4511e-01,1.0242e-01,4.0178e-03,2.0068e-16
+SW_cross_validated,,6.9503e-01,4.8694e-09,3.5478e-01,,7.5099e-03,5.5299e-01,7.0767e-01,1.5122e-01,7.3028e-13
+SW_15,,5.7089e-02,3.5885e-11,5.0243e-03,7.5099e-03,,2.5080e-04,2.3552e-04,4.5589e-06,9.1278e-18
+SW_30,,9.8219e-01,9.6071e-13,5.4511e-01,5.5299e-01,2.5080e-04,,1.9191e-01,6.5752e-03,2.9647e-18
+SW_60,,4.4734e-01,3.6508e-11,1.0242e-01,7.0767e-01,2.3552e-04,1.9191e-01,,1.8958e-01,2.1733e-15
+SW_120,,9.6905e-02,3.7326e-12,4.0178e-03,1.5122e-01,4.5589e-06,6.5752e-03,1.8958e-01,,3.4456e-16
+sFC,,3.0310e-11,6.3559e-11,2.0068e-16,7.3028e-13,9.1278e-18,2.9647e-18,2.1733e-15,3.4456e-16,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index 5e27c5c0..028adc38 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0020,0.0991,0.0604,0.0170,0.0079,0.0745,0.0033,0.0002
-DCC_joint,,0.0020,,0.0000,0.3944,0.0000,0.0000,0.0000,0.6884,0.0000
-DCC_bivariate_loop,,0.0991,0.0000,,0.0002,0.0129,0.0012,0.5117,0.0000,0.0000
-SW_cross_validated,,0.0604,0.3944,0.0002,,0.0000,0.0000,0.0002,0.4844,0.0872
-SW_15,,0.0170,0.0000,0.0129,0.0000,,0.4397,0.2234,0.0000,0.0000
-SW_30,,0.0079,0.0000,0.0012,0.0000,0.4397,,0.0679,0.0000,0.0000
-SW_60,,0.0745,0.0000,0.5117,0.0002,0.2234,0.0679,,0.0000,0.0000
-SW_120,,0.0033,0.6884,0.0000,0.4844,0.0000,0.0000,0.0000,,0.0028
-sFC,,0.0002,0.0000,0.0000,0.0872,0.0000,0.0000,0.0000,0.0028,
+SVWP_joint,,,1.9940e-03,9.9128e-02,6.0370e-02,1.6984e-02,7.8726e-03,7.4476e-02,3.3373e-03,2.4936e-04
+DCC_joint,,1.9940e-03,,1.7349e-15,3.9440e-01,1.0879e-12,3.2042e-13,4.0185e-10,6.8837e-01,4.8019e-05
+DCC_bivariate_loop,,9.9128e-02,1.7349e-15,,2.0921e-04,1.2853e-02,1.2219e-03,5.1168e-01,3.8233e-12,1.1941e-18
+SW_cross_validated,,6.0370e-02,3.9440e-01,2.0921e-04,,3.8355e-05,1.7526e-05,2.4711e-04,4.8439e-01,8.7193e-02
+SW_15,,1.6984e-02,1.0879e-12,1.2853e-02,3.8355e-05,,4.3973e-01,2.2343e-01,3.4312e-11,3.2294e-14
+SW_30,,7.8726e-03,3.2042e-13,1.2219e-03,1.7526e-05,4.3973e-01,,6.7928e-02,1.1053e-11,1.0053e-14
+SW_60,,7.4476e-02,4.0185e-10,5.1168e-01,2.4711e-04,2.2343e-01,6.7928e-02,,4.0487e-09,1.7556e-11
+SW_120,,3.3373e-03,6.8837e-01,3.8233e-12,4.8439e-01,3.4312e-11,1.1053e-11,4.0487e-09,,2.7753e-03
+sFC,,2.4936e-04,4.8019e-05,1.1941e-18,8.7193e-02,3.2294e-14,1.0053e-14,1.7556e-11,2.7753e-03,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index 42984ee7..aa76a97a 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.4209,0.1410,0.5051,0.4264,0.6938,0.0153
-DCC_joint,,0.0000,,0.8167,0.0001,0.0000,0.0000,0.0001,0.0002,0.0468
-DCC_bivariate_loop,,0.0000,0.8167,,0.0001,0.0000,0.0000,0.0001,0.0003,0.0648
-SW_cross_validated,,0.4209,0.0001,0.0001,,0.7568,0.2102,0.9997,0.7379,0.0120
-SW_15,,0.1410,0.0000,0.0000,0.7568,,0.0441,0.7599,0.4836,0.0011
-SW_30,,0.5051,0.0000,0.0000,0.2102,0.0441,,0.2156,0.3937,0.0512
-SW_60,,0.4264,0.0001,0.0001,0.9997,0.7599,0.2156,,0.7397,0.0127
-SW_120,,0.6938,0.0002,0.0003,0.7379,0.4836,0.3937,0.7397,,0.0277
-sFC,,0.0153,0.0468,0.0648,0.0120,0.0011,0.0512,0.0127,0.0277,
+SVWP_joint,,,1.2590e-06,3.3416e-06,4.2091e-01,1.4104e-01,5.0512e-01,4.2644e-01,6.9384e-01,1.5264e-02
+DCC_joint,,1.2590e-06,,8.1672e-01,6.3764e-05,1.2342e-07,9.8759e-06,7.6116e-05,2.0141e-04,4.6841e-02
+DCC_bivariate_loop,,3.3416e-06,8.1672e-01,,9.4761e-05,2.9025e-07,2.4282e-05,1.1183e-04,2.9302e-04,6.4800e-02
+SW_cross_validated,,4.2091e-01,6.3764e-05,9.4761e-05,,7.5676e-01,2.1024e-01,9.9969e-01,7.3790e-01,1.1964e-02
+SW_15,,1.4104e-01,1.2342e-07,2.9025e-07,7.5676e-01,,4.4126e-02,7.5992e-01,4.8357e-01,1.1087e-03
+SW_30,,5.0512e-01,9.8759e-06,2.4282e-05,2.1024e-01,4.4126e-02,,2.1560e-01,3.9374e-01,5.1181e-02
+SW_60,,4.2644e-01,7.6116e-05,1.1183e-04,9.9969e-01,7.5992e-01,2.1560e-01,,7.3971e-01,1.2723e-02
+SW_120,,6.9384e-01,2.0141e-04,2.9302e-04,7.3790e-01,4.8357e-01,3.9374e-01,7.3971e-01,,2.7668e-02
+sFC,,1.5264e-02,4.6841e-02,6.4800e-02,1.1964e-02,1.1087e-03,5.1181e-02,1.2723e-02,2.7668e-02,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index afa923b4..8a3f479a 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0365,0.9840,0.2333,0.0113,0.0327,0.5324,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0365,0.0000,,0.0237,0.1661,0.4072,0.6776,0.1124,0.0000
-SW_cross_validated,,0.9840,0.0000,0.0237,,0.1907,0.0066,0.0234,0.4951,0.0000
-SW_15,,0.2333,0.0000,0.1661,0.1907,,0.0389,0.1349,0.5915,0.0000
-SW_30,,0.0113,0.0000,0.4072,0.0066,0.0389,,0.7886,0.0341,0.0000
-SW_60,,0.0327,0.0000,0.6776,0.0234,0.1349,0.7886,,0.0908,0.0000
-SW_120,,0.5324,0.0000,0.1124,0.4951,0.5915,0.0341,0.0908,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.1446e-05,3.6492e-02,9.8397e-01,2.3326e-01,1.1271e-02,3.2699e-02,5.3237e-01,3.3920e-12
+DCC_joint,,4.1446e-05,,6.6599e-08,2.4244e-05,3.9023e-07,3.3683e-08,2.2915e-07,5.9148e-06,8.3013e-08
+DCC_bivariate_loop,,3.6492e-02,6.6599e-08,,2.3738e-02,1.6606e-01,4.0717e-01,6.7761e-01,1.1245e-01,7.1723e-17
+SW_cross_validated,,9.8397e-01,2.4244e-05,2.3738e-02,,1.9066e-01,6.6394e-03,2.3376e-02,4.9512e-01,6.4649e-13
+SW_15,,2.3326e-01,3.9023e-07,1.6606e-01,1.9066e-01,,3.8903e-02,1.3494e-01,5.9150e-01,2.2668e-16
+SW_30,,1.1271e-02,3.3683e-08,4.0717e-01,6.6394e-03,3.8903e-02,,7.8858e-01,3.4065e-02,1.3078e-16
+SW_60,,3.2699e-02,2.2915e-07,6.7761e-01,2.3376e-02,1.3494e-01,7.8858e-01,,9.0821e-02,1.7804e-14
+SW_120,,5.3237e-01,5.9148e-06,1.1245e-01,4.9512e-01,5.9150e-01,3.4065e-02,9.0821e-02,,2.0948e-13
+sFC,,3.3920e-12,8.3013e-08,7.1723e-17,6.4649e-13,2.2668e-16,1.3078e-16,1.7804e-14,2.0948e-13,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 9bc9b876..4a98b567 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0258,0.0448,0.0045,0.0000,0.0000,0.0000,0.0003,0.0001
-DCC_joint,,0.0258,,0.1347,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0448,0.1347,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0045,0.0000,0.0000,,0.0000,0.0000,0.0102,0.6156,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0102,0.0000,0.0000,,0.0007,0.0000
-SW_120,,0.0003,0.0000,0.0000,0.6156,0.0000,0.0000,0.0007,,0.0000
-sFC,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.5762e-02,4.4785e-02,4.4951e-03,2.3791e-12,2.0386e-09,1.2452e-06,2.9745e-04,5.7326e-05
+DCC_joint,,2.5762e-02,,1.3471e-01,9.6949e-07,4.9946e-28,3.7017e-23,7.7568e-20,3.1507e-11,9.6514e-07
+DCC_bivariate_loop,,4.4785e-02,1.3471e-01,,1.6960e-06,1.4085e-27,8.3441e-23,1.8806e-19,6.2089e-11,3.3677e-07
+SW_cross_validated,,4.4951e-03,9.6949e-07,1.6960e-06,,1.7490e-10,1.7336e-06,1.0213e-02,6.1557e-01,1.2853e-08
+SW_15,,2.3791e-12,4.9946e-28,1.4085e-27,1.7490e-10,,8.7111e-17,4.0203e-20,1.3600e-14,6.9961e-21
+SW_30,,2.0386e-09,3.7017e-23,8.3441e-23,1.7336e-06,8.7111e-17,,4.2152e-12,1.1291e-09,2.3572e-18
+SW_60,,1.2452e-06,7.7568e-20,1.8806e-19,1.0213e-02,4.0203e-20,4.2152e-12,,7.0298e-04,3.4541e-16
+SW_120,,2.9745e-04,3.1507e-11,6.2089e-11,6.1557e-01,1.3600e-14,1.1291e-09,7.0298e-04,,4.3015e-12
+sFC,,5.7326e-05,9.6514e-07,3.3677e-07,1.2853e-08,6.9961e-21,2.3572e-18,3.4541e-16,4.3015e-12,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index b87f16a8..8f747ceb 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0058,0.0181,0.0175,0.0000,0.0000,0.0000,0.0002,0.0000
-DCC_joint,,0.0058,,0.1917,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_bivariate_loop,,0.0181,0.1917,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0175,0.0000,0.0000,,0.0000,0.0000,0.0080,0.2255,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0080,0.0000,0.0000,,0.0303,0.0000
-SW_120,,0.0002,0.0000,0.0000,0.2255,0.0000,0.0000,0.0303,,0.0000
-sFC,,0.0000,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.7814e-03,1.8116e-02,1.7512e-02,2.6437e-12,2.6024e-09,1.0905e-06,2.2553e-04,2.3698e-05
+DCC_joint,,5.7814e-03,,1.9165e-01,8.3182e-06,1.0799e-22,1.7259e-19,6.2850e-16,9.7545e-10,7.2024e-05
+DCC_bivariate_loop,,1.8116e-02,1.9165e-01,,2.1755e-05,1.2307e-22,2.5545e-19,1.2909e-15,2.5784e-09,1.0023e-05
+SW_cross_validated,,1.7512e-02,8.3182e-06,2.1755e-05,,1.9292e-09,9.2721e-06,8.0087e-03,2.2549e-01,1.6110e-07
+SW_15,,2.6437e-12,1.0799e-22,1.2307e-22,1.9292e-09,,8.6278e-17,3.3398e-17,1.1437e-11,2.1500e-19
+SW_30,,2.6024e-09,1.7259e-19,2.5545e-19,9.2721e-06,8.6278e-17,,1.7488e-09,9.7129e-07,4.9480e-17
+SW_60,,1.0905e-06,6.2850e-16,1.2909e-15,8.0087e-03,3.3398e-17,1.7488e-09,,3.0329e-02,9.1373e-15
+SW_120,,2.2553e-04,9.7545e-10,2.5784e-09,2.2549e-01,1.1437e-11,9.7129e-07,3.0329e-02,,7.8656e-11
+sFC,,2.3698e-05,7.2024e-05,1.0023e-05,1.6110e-07,2.1500e-19,4.9480e-17,9.1373e-15,7.8656e-11,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index 0e649568..ed418fe3 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.3037,0.5758,0.0004,0.0000,0.0000,0.0000,0.0000,0.0020
-DCC_joint,,0.3037,,0.3065,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.5758,0.3065,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0004,0.0000,0.0000,,0.0000,0.0001,0.0562,0.7068,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0001,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0562,0.0000,0.0000,,0.0080,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.7068,0.0000,0.0000,0.0080,,0.0000
-sFC,,0.0020,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.0370e-01,5.7578e-01,4.2947e-04,1.5344e-12,8.3859e-10,1.7161e-07,1.4271e-05,1.9722e-03
+DCC_joint,,3.0370e-01,,3.0645e-01,3.0300e-06,1.2232e-20,1.0304e-17,1.0699e-14,4.0532e-10,2.6154e-05
+DCC_bivariate_loop,,5.7578e-01,3.0645e-01,,7.5547e-06,1.5090e-20,1.6063e-17,2.2489e-14,1.1180e-09,2.5315e-06
+SW_cross_validated,,4.2947e-04,3.0300e-06,7.5547e-06,,5.1997e-09,5.6842e-05,5.6196e-02,7.0683e-01,3.4254e-08
+SW_15,,1.5344e-12,1.2232e-20,1.5090e-20,5.1997e-09,,1.9779e-16,9.0110e-18,2.1818e-13,2.8396e-22
+SW_30,,8.3859e-10,1.0304e-17,1.6063e-17,5.6842e-05,1.9779e-16,,3.5868e-10,3.5238e-08,1.0474e-19
+SW_60,,1.7161e-07,1.0699e-14,2.2489e-14,5.6196e-02,9.0110e-18,3.5868e-10,,7.9775e-03,5.1362e-17
+SW_120,,1.4271e-05,4.0532e-10,1.1180e-09,7.0683e-01,2.1818e-13,3.5238e-08,7.9775e-03,,2.0454e-12
+sFC,,1.9722e-03,2.6154e-05,2.5315e-06,3.4254e-08,2.8396e-22,1.0474e-19,5.1362e-17,2.0454e-12,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 26c2d7aa..c5320bd2 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0320,0.0036,0.0012,0.0000,0.0000,0.0000,0.0001,0.0013
-DCC_joint,,0.0320,,0.0164,0.0000,0.0000,0.0000,0.0000,0.0000,0.0049
-DCC_bivariate_loop,,0.0036,0.0164,,0.0000,0.0000,0.0000,0.0000,0.0000,0.1873
-SW_cross_validated,,0.0012,0.0000,0.0000,,0.0000,0.0000,0.0110,0.9028,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0110,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0001,0.0000,0.0000,0.9028,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0013,0.0049,0.1873,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.1963e-02,3.5843e-03,1.2479e-03,1.7569e-13,3.9143e-10,4.3206e-07,6.0413e-05,1.2645e-03
+DCC_joint,,3.1963e-02,,1.6371e-02,3.3827e-07,7.8961e-24,1.5677e-19,1.6445e-15,5.6657e-14,4.8705e-03
+DCC_bivariate_loop,,3.5843e-03,1.6371e-02,,5.1701e-08,3.6614e-24,4.8527e-20,3.1206e-16,6.4140e-15,1.8728e-01
+SW_cross_validated,,1.2479e-03,3.3827e-07,5.1701e-08,,1.2373e-11,5.9288e-07,1.1027e-02,9.0284e-01,4.8891e-08
+SW_15,,1.7569e-13,7.8961e-24,3.6614e-24,1.2373e-11,,2.7015e-17,2.4523e-18,2.4525e-21,3.6846e-20
+SW_30,,3.9143e-10,1.5677e-19,4.8527e-20,5.9288e-07,2.7015e-17,,4.0223e-10,1.7366e-14,5.3772e-17
+SW_60,,4.3206e-07,1.6445e-15,3.1206e-16,1.1027e-02,2.4523e-18,4.0223e-10,,2.1209e-06,4.4521e-14
+SW_120,,6.0413e-05,5.6657e-14,6.4140e-15,9.0284e-01,2.4525e-21,1.7366e-14,2.1209e-06,,1.4103e-12
+sFC,,1.2645e-03,4.8705e-03,1.8728e-01,4.8891e-08,3.6846e-20,5.3772e-17,4.4521e-14,1.4103e-12,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index d3ef8ec0..f1af2ac3 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0573,0.0033,0.0000,0.0000,0.0000,0.0000,0.0000,0.0003
-DCC_joint,,0.0573,,0.0037,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_bivariate_loop,,0.0033,0.0037,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0281
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0557,0.5264,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0557,0.0000,0.0000,,0.0920,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.5264,0.0000,0.0000,0.0920,,0.0000
-sFC,,0.0003,0.0001,0.0281,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.7320e-02,3.2798e-03,1.3309e-05,7.0453e-14,9.8676e-11,1.0695e-07,1.3522e-06,3.4631e-04
+DCC_joint,,5.7320e-02,,3.7405e-03,5.4830e-10,5.8452e-23,9.7038e-20,5.0500e-15,1.3387e-12,1.2535e-04
+DCC_bivariate_loop,,3.2798e-03,3.7405e-03,,5.3538e-11,1.3992e-23,1.5007e-20,5.1916e-16,1.2529e-13,2.8094e-02
+SW_cross_validated,,1.3309e-05,5.4830e-10,5.3538e-11,,7.5185e-13,1.8437e-07,5.5670e-02,5.2641e-01,4.2215e-11
+SW_15,,7.0453e-14,5.8452e-23,1.3992e-23,7.5185e-13,,1.5720e-16,9.9762e-17,3.4179e-15,7.4701e-21
+SW_30,,9.8676e-11,9.7038e-20,1.5007e-20,1.8437e-07,1.5720e-16,,1.6836e-09,4.3442e-09,3.5666e-18
+SW_60,,1.0695e-07,5.0500e-15,5.1916e-16,5.5670e-02,9.9762e-17,1.6836e-09,,9.2008e-02,7.1867e-15
+SW_120,,1.3522e-06,1.3387e-12,1.2529e-13,5.2641e-01,3.4179e-15,4.3442e-09,9.2008e-02,,3.7565e-13
+sFC,,3.4631e-04,1.2535e-04,2.8094e-02,4.2215e-11,7.4701e-21,3.5666e-18,7.1867e-15,3.7565e-13,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 5af65c65..2f8e9d89 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0009,0.0045,0.0008,0.0000,0.0000,0.0000,0.0001,0.0000
-DCC_joint,,0.0009,,0.1061,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0045,0.1061,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0008,0.0000,0.0000,,0.0000,0.0000,0.0067,0.6572,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0067,0.0000,0.0000,,0.0031,0.0000
-SW_120,,0.0001,0.0000,0.0000,0.6572,0.0000,0.0000,0.0031,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.1341e-04,4.5252e-03,7.8677e-04,2.1546e-13,4.2355e-10,1.6379e-07,8.1514e-05,5.8578e-07
+DCC_joint,,9.1341e-04,,1.0606e-01,1.3526e-08,1.8753e-24,4.7345e-20,1.1513e-16,3.9071e-11,1.0755e-07
+DCC_bivariate_loop,,4.5252e-03,1.0606e-01,,5.1580e-08,3.9068e-23,5.3312e-19,1.0021e-15,1.8996e-10,2.2371e-08
+SW_cross_validated,,7.8677e-04,1.3526e-08,5.1580e-08,,3.4915e-11,1.5826e-06,6.6607e-03,6.5719e-01,1.0450e-10
+SW_15,,2.1546e-13,1.8753e-24,3.9068e-23,3.4915e-11,,2.1024e-15,1.3171e-16,2.1093e-13,2.9105e-23
+SW_30,,4.2355e-10,4.7345e-20,5.3312e-19,1.5826e-06,2.1024e-15,,4.4526e-08,5.4489e-08,5.0957e-20
+SW_60,,1.6379e-07,1.1513e-16,1.0021e-15,6.6607e-03,1.3171e-16,4.4526e-08,,3.0820e-03,1.7261e-17
+SW_120,,8.1514e-05,3.9071e-11,1.8996e-10,6.5719e-01,2.1093e-13,5.4489e-08,3.0820e-03,,4.6671e-13
+sFC,,5.8578e-07,1.0755e-07,2.2371e-08,1.0450e-10,2.9105e-23,5.0957e-20,1.7261e-17,4.6671e-13,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 80cac35b..c8babaa6 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_1/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0336,0.0017,0.0038,0.0000,0.0000,0.0000,0.0001,0.0021
-DCC_joint,,0.0336,,0.0009,0.0000,0.0000,0.0000,0.0000,0.0000,0.0060
-DCC_bivariate_loop,,0.0017,0.0009,,0.0000,0.0000,0.0000,0.0000,0.0000,0.8792
-SW_cross_validated,,0.0038,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0116,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0009,0.0000
-SW_120,,0.0001,0.0000,0.0000,0.0116,0.0000,0.0000,0.0009,,0.0000
-sFC,,0.0021,0.0060,0.8792,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.3569e-02,1.6508e-03,3.8050e-03,3.9362e-13,8.9294e-10,4.3367e-07,8.0566e-05,2.0755e-03
+DCC_joint,,3.3569e-02,,9.2273e-04,1.6876e-09,3.2819e-24,1.5637e-19,3.6508e-16,2.7769e-11,5.9914e-03
+DCC_bivariate_loop,,1.6508e-03,9.2273e-04,,9.9832e-11,1.6548e-23,1.8434e-19,1.6091e-16,3.2425e-12,8.7917e-01
+SW_cross_validated,,3.8050e-03,1.6876e-09,9.9832e-11,,1.1451e-16,1.1772e-11,5.5583e-07,1.1571e-02,9.2901e-10
+SW_15,,3.9362e-13,3.2819e-24,1.6548e-23,1.1451e-16,,1.8845e-15,1.2797e-17,2.6476e-15,1.3325e-20
+SW_30,,8.9294e-10,1.5637e-19,1.8434e-19,1.1772e-11,1.8845e-15,,4.9496e-09,1.7970e-09,3.2143e-17
+SW_60,,4.3367e-07,3.6508e-16,1.6091e-16,5.5583e-07,1.2797e-17,4.9496e-09,,9.3031e-04,1.2344e-14
+SW_120,,8.0566e-05,2.7769e-11,3.2425e-12,1.1571e-02,2.6476e-15,1.7970e-09,9.3031e-04,,3.0090e-11
+sFC,,2.0755e-03,5.9914e-03,8.7917e-01,9.2901e-10,1.3325e-20,3.2143e-17,1.2344e-14,3.0090e-11,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index 0ed94555..2f61eea9 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.7727,0.0000,0.0000,0.0000,0.0000,0.0000,0.1855,0.4592
-DCC_joint,,0.7727,,0.0000,0.0000,0.0000,0.0000,0.0000,0.2440,0.7886
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.4871,0.0023,0.0044,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0104,0.0000
-SW_15,,0.0000,0.0000,0.4871,0.0000,,0.0007,0.0014,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0023,0.0000,0.0007,,0.9263,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0044,0.0000,0.0014,0.9263,,0.0000,0.0000
-SW_120,,0.1855,0.2440,0.0000,0.0104,0.0000,0.0000,0.0000,,0.2677
-sFC,,0.4592,0.7886,0.0000,0.0000,0.0000,0.0000,0.0000,0.2677,
+SVWP_joint,,,7.7269e-01,1.1880e-09,3.9717e-06,1.3975e-08,1.4439e-11,2.5618e-10,1.8551e-01,4.5919e-01
+DCC_joint,,7.7269e-01,,2.0393e-09,1.2385e-05,2.1122e-08,2.3780e-11,3.4455e-10,2.4402e-01,7.8857e-01
+DCC_bivariate_loop,,1.1880e-09,2.0393e-09,,6.9872e-11,4.8712e-01,2.2623e-03,4.3584e-03,6.7569e-08,6.4699e-10
+SW_cross_validated,,3.9717e-06,1.2385e-05,6.9872e-11,,3.7975e-10,2.6255e-12,2.1542e-11,1.0397e-02,6.1625e-06
+SW_15,,1.3975e-08,2.1122e-08,4.8712e-01,3.7975e-10,,6.5616e-04,1.3846e-03,3.3522e-07,7.7145e-09
+SW_30,,1.4439e-11,2.3780e-11,2.2623e-03,2.6255e-12,6.5616e-04,,9.2633e-01,8.6553e-10,9.0345e-12
+SW_60,,2.5618e-10,3.4455e-10,4.3584e-03,2.1542e-11,1.3846e-03,9.2633e-01,,3.7223e-09,1.7198e-10
+SW_120,,1.8551e-01,2.4402e-01,6.7569e-08,1.0397e-02,3.3522e-07,8.6553e-10,3.7223e-09,,2.6766e-01
+sFC,,4.5919e-01,7.8857e-01,6.4699e-10,6.1625e-06,7.7145e-09,9.0345e-12,1.7198e-10,2.6766e-01,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index 8cec05b0..907c4384 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1443,0.0413,0.3376,0.0000,0.0000,0.0002,0.0452,0.2419
-DCC_joint,,0.1443,,0.5429,0.5371,0.0000,0.0000,0.0207,0.6167,0.0180
-DCC_bivariate_loop,,0.0413,0.5429,,0.2077,0.0000,0.0001,0.0886,0.8913,0.0045
-SW_cross_validated,,0.3376,0.5371,0.2077,,0.0000,0.0000,0.0016,0.2377,0.0444
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0002,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0001,0.0000,0.0002,,0.0001,0.0000,0.0000
-SW_60,,0.0002,0.0207,0.0886,0.0016,0.0000,0.0001,,0.0486,0.0000
-SW_120,,0.0452,0.6167,0.8913,0.2377,0.0000,0.0000,0.0486,,0.0046
-sFC,,0.2419,0.0180,0.0045,0.0444,0.0000,0.0000,0.0000,0.0046,
+SVWP_joint,,,1.4426e-01,4.1258e-02,3.3762e-01,1.8655e-10,3.6395e-07,1.7465e-04,4.5188e-02,2.4194e-01
+DCC_joint,,1.4426e-01,,5.4292e-01,5.3706e-01,5.9431e-09,1.6910e-05,2.0740e-02,6.1674e-01,1.8008e-02
+DCC_bivariate_loop,,4.1258e-02,5.4292e-01,,2.0774e-01,1.2485e-08,5.5514e-05,8.8626e-02,8.9126e-01,4.4827e-03
+SW_cross_validated,,3.3762e-01,5.3706e-01,2.0774e-01,,3.6251e-10,1.4481e-06,1.6113e-03,2.3773e-01,4.4377e-02
+SW_15,,1.8655e-10,5.9431e-09,1.2485e-08,3.6251e-10,,2.0609e-04,1.5059e-10,3.5561e-09,1.4694e-10
+SW_30,,3.6395e-07,1.6910e-05,5.5514e-05,1.4481e-06,2.0609e-04,,6.4972e-05,2.2439e-05,1.0881e-07
+SW_60,,1.7465e-04,2.0740e-02,8.8626e-02,1.6113e-03,1.5059e-10,6.4972e-05,,4.8621e-02,2.0810e-05
+SW_120,,4.5188e-02,6.1674e-01,8.9126e-01,2.3773e-01,3.5561e-09,2.2439e-05,4.8621e-02,,4.5770e-03
+sFC,,2.4194e-01,1.8008e-02,4.4827e-03,4.4377e-02,1.4694e-10,1.0881e-07,2.0810e-05,4.5770e-03,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index 3f1e0c5c..cb3eb656 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0262,0.0183,0.0001,0.0000,0.0000,0.0000,0.0000,0.0259
-DCC_joint,,0.0262,,0.9184,0.1899,0.0000,0.0000,0.0002,0.0139,0.7404
-DCC_bivariate_loop,,0.0183,0.9184,,0.2213,0.0000,0.0000,0.0002,0.0158,0.6513
-SW_cross_validated,,0.0001,0.1899,0.2213,,0.0000,0.0000,0.0003,0.0707,0.0561
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0007,0.0002,0.0000
-SW_60,,0.0000,0.0002,0.0002,0.0003,0.0000,0.0007,,0.1516,0.0000
-SW_120,,0.0000,0.0139,0.0158,0.0707,0.0000,0.0002,0.1516,,0.0036
-sFC,,0.0259,0.7404,0.6513,0.0561,0.0000,0.0000,0.0000,0.0036,
+SVWP_joint,,,2.6197e-02,1.8304e-02,1.1885e-04,7.3606e-16,1.7906e-10,5.9781e-08,3.4909e-05,2.5865e-02
+DCC_joint,,2.6197e-02,,9.1835e-01,1.8990e-01,2.6043e-12,1.9473e-07,1.5141e-04,1.3906e-02,7.4040e-01
+DCC_bivariate_loop,,1.8304e-02,9.1835e-01,,2.2127e-01,1.8842e-12,1.8140e-07,1.5939e-04,1.5848e-02,6.5125e-01
+SW_cross_validated,,1.1885e-04,1.8990e-01,2.2127e-01,,1.6334e-14,6.9581e-08,2.9218e-04,7.0726e-02,5.6053e-02
+SW_15,,7.3606e-16,2.6043e-12,1.8842e-12,1.6334e-14,,9.0012e-08,2.9607e-11,4.8329e-10,3.8320e-14
+SW_30,,1.7906e-10,1.9473e-07,1.8140e-07,6.9581e-08,9.0012e-08,,6.9194e-04,1.5209e-04,1.2263e-08
+SW_60,,5.9781e-08,1.5141e-04,1.5939e-04,2.9218e-04,2.9607e-11,6.9194e-04,,1.5158e-01,1.2324e-05
+SW_120,,3.4909e-05,1.3906e-02,1.5848e-02,7.0726e-02,4.8329e-10,1.5209e-04,1.5158e-01,,3.5903e-03
+sFC,,2.5865e-02,7.4040e-01,6.5125e-01,5.6053e-02,3.8320e-14,1.2263e-08,1.2324e-05,3.5903e-03,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index 654c6a7f..ddf28e36 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0001,0.0000,0.0000,0.0016,0.0854,0.0065,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0001,0.0000,,0.3992,0.0002,0.0362,0.0000,0.0016,0.0000
-SW_cross_validated,,0.0000,0.0000,0.3992,,0.0068,0.0161,0.0000,0.0014,0.0000
-SW_15,,0.0000,0.0000,0.0002,0.0068,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0016,0.0000,0.0362,0.0161,0.0000,,0.0039,0.2586,0.0000
-SW_60,,0.0854,0.0000,0.0000,0.0000,0.0000,0.0039,,0.0356,0.0000
-SW_120,,0.0065,0.0000,0.0016,0.0014,0.0000,0.2586,0.0356,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.7836e-11,6.6277e-05,4.9577e-05,4.1893e-07,1.6474e-03,8.5449e-02,6.5346e-03,1.5352e-17
+DCC_joint,,4.7836e-11,,1.7680e-10,1.1790e-09,1.4510e-08,5.7829e-11,4.9502e-12,1.9665e-11,8.8830e-10
+DCC_bivariate_loop,,6.6277e-05,1.7680e-10,,3.9917e-01,1.9810e-04,3.6177e-02,9.3198e-06,1.6456e-03,8.1009e-23
+SW_cross_validated,,4.9577e-05,1.1790e-09,3.9917e-01,,6.7774e-03,1.6122e-02,2.2485e-05,1.3510e-03,1.4143e-19
+SW_15,,4.1893e-07,1.4510e-08,1.9810e-04,6.7774e-03,,5.6973e-06,1.0077e-08,3.5586e-07,5.9281e-20
+SW_30,,1.6474e-03,5.7829e-11,3.6177e-02,1.6122e-02,5.6973e-06,,3.9096e-03,2.5864e-01,6.4630e-22
+SW_60,,8.5449e-02,4.9502e-12,9.3198e-06,2.2485e-05,1.0077e-08,3.9096e-03,,3.5609e-02,1.1583e-23
+SW_120,,6.5346e-03,1.9665e-11,1.6456e-03,1.3510e-03,3.5586e-07,2.5864e-01,3.5609e-02,,4.7446e-23
+sFC,,1.5352e-17,8.8830e-10,8.1009e-23,1.4143e-19,5.9281e-20,6.4630e-22,1.1583e-23,4.7446e-23,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index 658d3589..f981730c 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0002,0.8439,0.0080,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0126,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0002,0.0004,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0126,0.0002,,0.0000,0.0000,0.0000,0.0985,0.0002
-SW_15,,0.0002,0.0000,0.0004,0.0000,,0.0000,0.0429,0.0000,0.0000
-SW_30,,0.8439,0.0000,0.0000,0.0000,0.0000,,0.0002,0.0000,0.0000
-SW_60,,0.0080,0.0000,0.0000,0.0000,0.0429,0.0002,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0985,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0002,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.2311e-17,1.3271e-06,3.0429e-07,1.8480e-04,8.4394e-01,8.0408e-03,1.0420e-16,6.9623e-19
+DCC_joint,,5.2311e-17,,4.9239e-14,1.2578e-02,1.4257e-19,1.6237e-20,6.2904e-19,1.2582e-05,9.8036e-10
+DCC_bivariate_loop,,1.3271e-06,4.9239e-14,,1.8530e-04,3.6219e-04,4.7891e-08,2.7923e-05,2.3013e-13,2.8456e-16
+SW_cross_validated,,3.0429e-07,1.2578e-02,1.8530e-04,,4.0492e-06,1.6012e-07,1.5384e-06,9.8502e-02,2.3218e-04
+SW_15,,1.8480e-04,1.4257e-19,3.6219e-04,4.0492e-06,,5.2775e-07,4.2885e-02,4.3137e-20,2.2554e-23
+SW_30,,8.4394e-01,1.6237e-20,4.7891e-08,1.6012e-07,5.2775e-07,,2.2861e-04,5.0505e-21,8.4447e-24
+SW_60,,8.0408e-03,6.2904e-19,2.7923e-05,1.5384e-06,4.2885e-02,2.2861e-04,,4.2854e-19,6.8095e-22
+SW_120,,1.0420e-16,1.2582e-05,2.3013e-13,9.8502e-02,4.3137e-20,5.0505e-21,4.2854e-19,,8.1547e-17
+sFC,,6.9623e-19,9.8036e-10,2.8456e-16,2.3218e-04,2.2554e-23,8.4447e-24,6.8095e-22,8.1547e-17,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index 9775c24f..b15c38a4 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0113,0.0065,0.6168,0.0000,0.0228,0.1148,0.0008,0.0902
-DCC_joint,,0.0113,,0.1296,0.0175,0.0000,0.0011,0.0023,0.0000,0.2156
-DCC_bivariate_loop,,0.0065,0.1296,,0.0061,0.0000,0.0005,0.0013,0.0000,0.0388
-SW_cross_validated,,0.6168,0.0175,0.0061,,0.0000,0.0629,0.3083,0.0029,0.0816
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0001,0.0000
-SW_30,,0.0228,0.0011,0.0005,0.0629,0.0000,,0.2857,0.2118,0.0033
-SW_60,,0.1148,0.0023,0.0013,0.3083,0.0000,0.2857,,0.0207,0.0099
-SW_120,,0.0008,0.0000,0.0000,0.0029,0.0001,0.2118,0.0207,,0.0001
-sFC,,0.0902,0.2156,0.0388,0.0816,0.0000,0.0033,0.0099,0.0001,
+SVWP_joint,,,1.1266e-02,6.4645e-03,6.1679e-01,1.7064e-08,2.2825e-02,1.1484e-01,7.9736e-04,9.0151e-02
+DCC_joint,,1.1266e-02,,1.2964e-01,1.7489e-02,2.9751e-09,1.1058e-03,2.3072e-03,4.2912e-05,2.1561e-01
+DCC_bivariate_loop,,6.4645e-03,1.2964e-01,,6.0623e-03,5.8732e-09,5.1860e-04,1.2769e-03,3.4591e-05,3.8814e-02
+SW_cross_validated,,6.1679e-01,1.7489e-02,6.0623e-03,,5.5355e-08,6.2907e-02,3.0828e-01,2.9203e-03,8.1623e-02
+SW_15,,1.7064e-08,2.9751e-09,5.8732e-09,5.5355e-08,,5.2906e-06,2.6833e-07,7.2767e-05,4.9868e-09
+SW_30,,2.2825e-02,1.1058e-03,5.1860e-04,6.2907e-02,5.2906e-06,,2.8567e-01,2.1185e-01,3.2913e-03
+SW_60,,1.1484e-01,2.3072e-03,1.2769e-03,3.0828e-01,2.6833e-07,2.8567e-01,,2.0657e-02,9.9290e-03
+SW_120,,7.9736e-04,4.2912e-05,3.4591e-05,2.9203e-03,7.2767e-05,2.1185e-01,2.0657e-02,,1.1382e-04
+sFC,,9.0151e-02,2.1561e-01,3.8814e-02,8.1623e-02,4.9868e-09,3.2913e-03,9.9290e-03,1.1382e-04,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index 85f3cbc4..a676fbc4 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.1588,0.0448,0.3671,0.0009,0.0001,0.2940,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.1588,0.0000,,0.8421,0.6125,0.0004,0.0001,0.0426,0.0000
-SW_cross_validated,,0.0448,0.0000,0.8421,,0.4229,0.0001,0.0000,0.0068,0.0000
-SW_15,,0.3671,0.0000,0.6125,0.4229,,0.0008,0.0001,0.1070,0.0000
-SW_30,,0.0009,0.0000,0.0004,0.0001,0.0008,,0.8111,0.0048,0.0000
-SW_60,,0.0001,0.0000,0.0001,0.0000,0.0001,0.8111,,0.0005,0.0000
-SW_120,,0.2940,0.0000,0.0426,0.0068,0.1070,0.0048,0.0005,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.9245e-12,1.5880e-01,4.4765e-02,3.6710e-01,9.0742e-04,6.3007e-05,2.9396e-01,4.2078e-27
+DCC_joint,,1.9245e-12,,4.3757e-11,1.3390e-11,1.7357e-11,1.0630e-12,2.8634e-13,1.2077e-12,1.0605e-14
+DCC_bivariate_loop,,1.5880e-01,4.3757e-11,,8.4212e-01,6.1253e-01,3.9357e-04,7.1129e-05,4.2595e-02,4.1114e-22
+SW_cross_validated,,4.4765e-02,1.3390e-11,8.4212e-01,,4.2294e-01,5.6968e-05,4.5022e-06,6.8072e-03,1.1464e-24
+SW_15,,3.6710e-01,1.7357e-11,6.1253e-01,4.2294e-01,,7.6962e-04,1.2488e-04,1.0701e-01,5.6222e-23
+SW_30,,9.0742e-04,1.0630e-12,3.9357e-04,5.6968e-05,7.6962e-04,,8.1114e-01,4.8086e-03,5.0074e-23
+SW_60,,6.3007e-05,2.8634e-13,7.1129e-05,4.5022e-06,1.2488e-04,8.1114e-01,,4.8301e-04,3.4455e-25
+SW_120,,2.9396e-01,1.2077e-12,4.2595e-02,6.8072e-03,1.0701e-01,4.8086e-03,4.8301e-04,,4.7889e-27
+sFC,,4.2078e-27,1.0605e-14,4.1114e-22,1.1464e-24,5.6222e-23,5.0074e-23,3.4455e-25,4.7889e-27,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 2f736c98..69abf6ab 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0167,0.0197,0.0000,0.0000,0.0000,0.0000,0.0000,0.0026
-DCC_joint,,0.0167,,0.8366,0.0000,0.0000,0.0000,0.0000,0.0000,0.1770
-DCC_bivariate_loop,,0.0197,0.8366,,0.0000,0.0000,0.0000,0.0000,0.0000,0.3090
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0026,0.1770,0.3090,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.6680e-02,1.9659e-02,4.0224e-11,3.4760e-25,8.1299e-22,1.4742e-17,1.5159e-14,2.5747e-03
+DCC_joint,,1.6680e-02,,8.3663e-01,4.1249e-11,6.4172e-27,7.6502e-24,5.5530e-19,3.9123e-15,1.7705e-01
+DCC_bivariate_loop,,1.9659e-02,8.3663e-01,,1.4615e-10,6.0094e-26,1.2984e-22,6.0082e-18,1.8546e-14,3.0896e-01
+SW_cross_validated,,4.0224e-11,4.1249e-11,1.4615e-10,,3.5077e-22,2.9542e-17,1.8182e-10,7.9604e-06,3.6202e-10
+SW_15,,3.4760e-25,6.4172e-27,6.0094e-26,3.5077e-22,,1.2035e-19,1.2823e-22,5.3642e-22,6.1058e-26
+SW_30,,8.1299e-22,7.6502e-24,1.2984e-22,2.9542e-17,1.2035e-19,,1.0865e-15,4.1002e-16,1.4485e-22
+SW_60,,1.4742e-17,5.5530e-19,6.0082e-18,1.8182e-10,1.2823e-22,1.0865e-15,,4.6390e-06,8.6202e-18
+SW_120,,1.5159e-14,3.9123e-15,1.8546e-14,7.9604e-06,5.3642e-22,4.1002e-16,4.6390e-06,,3.2754e-14
+sFC,,2.5747e-03,1.7705e-01,3.0896e-01,3.6202e-10,6.1058e-26,1.4485e-22,8.6202e-18,3.2754e-14,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index cb67666a..65d91dcd 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0004,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0004,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0474
-DCC_bivariate_loop,,0.0000,0.0001,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0091
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0002,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0025,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0002,0.0000,0.0000,0.0025,,0.0000
-sFC,,0.0000,0.0474,0.0091,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.9365e-04,6.2472e-08,4.0017e-13,1.5341e-27,1.5948e-22,3.5520e-17,8.6338e-11,4.5892e-06
+DCC_joint,,3.9365e-04,,1.2503e-04,1.0705e-11,2.2306e-27,3.9328e-22,1.7196e-16,6.4234e-10,4.7399e-02
+DCC_bivariate_loop,,6.2472e-08,1.2503e-04,,4.3495e-09,3.3670e-26,5.7043e-21,3.3385e-15,1.2104e-08,9.1221e-03
+SW_cross_validated,,4.0017e-13,1.0705e-11,4.3495e-09,,1.4666e-23,6.7903e-18,4.1610e-11,2.0878e-04,7.0656e-11
+SW_15,,1.5341e-27,2.2306e-27,3.3670e-26,1.4666e-23,,1.7665e-18,1.1028e-19,5.5604e-16,3.0239e-27
+SW_30,,1.5948e-22,3.9328e-22,5.7043e-21,6.7903e-18,1.7665e-18,,1.3456e-11,3.8556e-10,6.7170e-22
+SW_60,,3.5520e-17,1.7196e-16,3.3385e-15,4.1610e-11,1.1028e-19,1.3456e-11,,2.4677e-03,4.0654e-16
+SW_120,,8.6338e-11,6.4234e-10,1.2104e-08,2.0878e-04,5.5604e-16,3.8556e-10,2.4677e-03,,1.8449e-09
+sFC,,4.5892e-06,4.7399e-02,9.1221e-03,7.0656e-11,3.0239e-27,6.7170e-22,4.0654e-16,1.8449e-09,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 4c132c3c..40d7f8f8 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0053,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0002
-DCC_joint,,0.0053,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0240
-DCC_bivariate_loop,,0.0000,0.0001,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0444
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0002,0.0240,0.0444,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.2814e-03,6.0837e-06,1.5083e-11,1.4693e-23,8.0126e-20,6.2027e-17,1.4068e-12,1.8501e-04
+DCC_joint,,5.2814e-03,,1.3783e-04,8.4220e-13,2.6560e-26,4.5613e-22,3.5956e-19,7.4326e-13,2.3952e-02
+DCC_bivariate_loop,,6.0837e-06,1.3783e-04,,2.0861e-09,6.5425e-25,1.5105e-20,3.6816e-17,3.9946e-11,4.4364e-02
+SW_cross_validated,,1.5083e-11,8.4220e-13,2.0861e-09,,2.9166e-24,4.5230e-19,2.5722e-14,1.2077e-06,8.1953e-11
+SW_15,,1.4693e-23,2.6560e-26,6.5425e-25,2.9166e-24,,1.3166e-17,1.0964e-21,2.2809e-19,3.1593e-25
+SW_30,,8.0126e-20,4.5613e-22,1.5105e-20,4.5230e-19,1.3166e-17,,1.2212e-13,2.2268e-13,5.5970e-21
+SW_60,,6.2027e-17,3.5956e-19,3.6816e-17,2.5722e-14,1.0964e-21,1.2212e-13,,5.5569e-06,8.4198e-18
+SW_120,,1.4068e-12,7.4326e-13,3.9946e-11,1.2077e-06,2.2809e-19,2.2268e-13,5.5569e-06,,7.0825e-12
+sFC,,1.8501e-04,2.3952e-02,4.4364e-02,8.1953e-11,3.1593e-25,5.5970e-21,8.4198e-18,7.0825e-12,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index a29d183a..097e75df 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0009,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0001,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0009,0.0000,,0.0000,0.0000,0.0000,0.0001,0.0052
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,0.0001,,0.0022
-sFC,,0.0000,0.0000,0.0000,0.0052,0.0000,0.0000,0.0000,0.0022,
+SVWP_joint,,,7.2490e-10,6.7524e-05,4.7599e-11,3.6826e-23,1.3657e-19,1.1410e-15,1.6513e-11,6.4520e-13
+DCC_joint,,7.2490e-10,,1.5414e-07,9.0190e-04,5.9205e-26,2.2051e-21,1.9542e-14,5.7466e-07,2.3976e-08
+DCC_bivariate_loop,,6.7524e-05,1.5414e-07,,1.8397e-09,3.8102e-25,3.5366e-21,5.3214e-16,3.5421e-10,1.4423e-12
+SW_cross_validated,,4.7599e-11,9.0190e-04,1.8397e-09,,2.7699e-24,2.8141e-19,6.2216e-12,1.3192e-04,5.2381e-03
+SW_15,,3.6826e-23,5.9205e-26,3.8102e-25,2.7699e-24,,1.6960e-22,2.4163e-23,4.9257e-19,3.5760e-28
+SW_30,,1.3657e-19,2.2051e-21,3.5366e-21,2.8141e-19,1.6960e-22,,7.6953e-16,5.1050e-13,3.8541e-23
+SW_60,,1.1410e-15,1.9542e-14,5.3214e-16,6.2216e-12,2.4163e-23,7.6953e-16,,1.1477e-04,4.7090e-13
+SW_120,,1.6513e-11,5.7466e-07,3.5421e-10,1.3192e-04,4.9257e-19,5.1050e-13,1.1477e-04,,2.2129e-03
+sFC,,6.4520e-13,2.3976e-08,1.4423e-12,5.2381e-03,3.5760e-28,3.8541e-23,4.7090e-13,2.2129e-03,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 71d1660c..70c34983 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0004,0.0026,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0004,0.0000,0.0000,,0.6828,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0026,0.0000,0.0000,0.6828,,0.0000
-sFC,,0.0000,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.2171e-13,1.0379e-06,4.0311e-16,9.9474e-24,4.7650e-20,1.6419e-16,4.8274e-16,4.3956e-14
+DCC_joint,,5.2171e-13,,5.4027e-10,1.5209e-12,1.7756e-25,3.1943e-20,1.9126e-13,2.0777e-12,9.8877e-05
+DCC_bivariate_loop,,1.0379e-06,5.4027e-10,,6.7846e-15,3.1556e-24,5.9143e-20,2.0397e-15,8.8017e-15,8.5132e-12
+SW_cross_validated,,4.0311e-16,1.5209e-12,6.7846e-15,,2.4248e-23,2.1653e-16,3.8328e-04,2.5804e-03,1.0192e-10
+SW_15,,9.9474e-24,1.7756e-25,3.1556e-24,2.4248e-23,,8.0849e-19,7.0329e-22,2.9646e-21,2.3489e-25
+SW_30,,4.7650e-20,3.1943e-20,5.9143e-20,2.1653e-16,8.0849e-19,,3.9612e-14,1.2445e-13,9.2075e-20
+SW_60,,1.6419e-16,1.9126e-13,2.0397e-15,3.8328e-04,7.0329e-22,3.9612e-14,,6.8277e-01,4.3636e-12
+SW_120,,4.8274e-16,2.0777e-12,8.8017e-15,2.5804e-03,2.9646e-21,1.2445e-13,6.8277e-01,,5.4388e-11
+sFC,,4.3956e-14,9.8877e-05,8.5132e-12,1.0192e-10,2.3489e-25,9.2075e-20,4.3636e-12,5.4388e-11,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 277cb9e2..8c2b3883 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0274,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0038
-DCC_joint,,0.0274,,0.0021,0.0000,0.0000,0.0000,0.0000,0.0000,0.2514
-DCC_bivariate_loop,,0.0000,0.0021,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0792
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0038,0.2514,0.0792,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.7426e-02,6.9436e-06,2.1244e-12,1.3176e-25,9.4226e-22,3.5695e-18,8.0063e-14,3.8092e-03
+DCC_joint,,2.7426e-02,,2.1074e-03,5.3884e-11,3.1658e-25,3.1895e-21,1.9861e-17,5.6999e-13,2.5141e-01
+DCC_bivariate_loop,,6.9436e-06,2.1074e-03,,1.5795e-09,5.3431e-26,1.1722e-21,2.1682e-17,3.7475e-12,7.9242e-02
+SW_cross_validated,,2.1244e-12,5.3884e-11,1.5795e-09,,9.0807e-26,1.6536e-20,1.2526e-14,9.5773e-08,4.1768e-09
+SW_15,,1.3176e-25,3.1658e-25,5.3431e-26,9.0807e-26,,3.4517e-21,4.9011e-24,1.2793e-20,1.2449e-23
+SW_30,,9.4226e-22,3.1895e-21,1.1722e-21,1.6536e-20,3.4517e-21,,7.7087e-16,2.3229e-14,1.2676e-19
+SW_60,,3.5695e-18,1.9861e-17,2.1682e-17,1.2526e-14,4.9011e-24,7.7087e-16,,1.0182e-05,8.5666e-16
+SW_120,,8.0063e-14,5.6999e-13,3.7475e-12,9.5773e-08,1.2793e-20,2.3229e-14,1.0182e-05,,8.1418e-12
+sFC,,3.8092e-03,2.5141e-01,7.9242e-02,4.1768e-09,1.2449e-23,1.2676e-19,8.5666e-16,8.1418e-12,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 6cc8a707..4691e341 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.1601,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0001,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.1601,0.0000,,0.0000,0.0000,0.0000,0.0001,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,0.0000,,0.0002
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0002,
+SVWP_joint,,,1.1353e-12,5.7665e-05,8.0560e-10,2.9465e-24,1.3446e-20,2.5228e-17,5.0874e-14,2.4780e-15
+DCC_joint,,1.1353e-12,,3.2427e-11,1.6008e-01,1.7535e-26,2.8419e-21,1.7398e-15,8.8439e-06,3.9710e-10
+DCC_bivariate_loop,,5.7665e-05,3.2427e-11,,2.0696e-07,2.1403e-25,2.5818e-21,1.6543e-17,3.9795e-13,5.5664e-15
+SW_cross_validated,,8.0560e-10,1.6008e-01,2.0696e-07,,7.5805e-22,5.9083e-17,2.0256e-11,1.0945e-04,3.9967e-07
+SW_15,,2.9465e-24,1.7535e-26,2.1403e-25,7.5805e-22,,7.9867e-21,4.7092e-25,1.5776e-25,2.0607e-26
+SW_30,,1.3446e-20,2.8419e-21,2.5818e-21,5.9083e-17,7.9867e-21,,2.4378e-17,7.7252e-20,3.0173e-20
+SW_60,,2.5228e-17,1.7398e-15,1.6543e-17,2.0256e-11,4.7092e-25,2.4378e-17,,1.3465e-12,1.3299e-11
+SW_120,,5.0874e-14,8.8439e-06,3.9795e-13,1.0945e-04,1.5776e-25,7.7252e-20,1.3465e-12,,1.6521e-04
+sFC,,2.4780e-15,3.9710e-10,5.5664e-15,3.9967e-07,2.0607e-26,3.0173e-20,1.3299e-11,1.6521e-04,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index cf7ad18d..8e07b639 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.4204,0.0000,0.0002,0.0000,0.0000,0.0000,0.3260,0.6750
-DCC_joint,,0.4204,,0.0000,0.0000,0.0000,0.0000,0.0000,0.2138,0.1351
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.1324,0.1543,0.0874,0.0000,0.0000
-SW_cross_validated,,0.0002,0.0000,0.0000,,0.0000,0.0000,0.0000,0.1706,0.0001
-SW_15,,0.0000,0.0000,0.1324,0.0000,,0.0122,0.0094,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.1543,0.0000,0.0122,,0.5923,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0874,0.0000,0.0094,0.5923,,0.0000,0.0000
-SW_120,,0.3260,0.2138,0.0000,0.1706,0.0000,0.0000,0.0000,,0.3802
-sFC,,0.6750,0.1351,0.0000,0.0001,0.0000,0.0000,0.0000,0.3802,
+SVWP_joint,,,4.2038e-01,4.4773e-10,1.7675e-04,2.1133e-07,5.7780e-10,1.2278e-08,3.2597e-01,6.7504e-01
+DCC_joint,,4.2038e-01,,4.3638e-10,3.5235e-05,2.7480e-07,6.1916e-10,1.4898e-08,2.1382e-01,1.3507e-01
+DCC_bivariate_loop,,4.4773e-10,4.3638e-10,,6.9144e-11,1.3243e-01,1.5427e-01,8.7351e-02,4.1981e-07,1.5301e-10
+SW_cross_validated,,1.7675e-04,3.5235e-05,6.9144e-11,,7.9805e-09,7.9206e-11,1.0873e-09,1.7059e-01,1.4598e-04
+SW_15,,2.1133e-07,2.7480e-07,1.3243e-01,7.9805e-09,,1.2243e-02,9.3983e-03,1.1833e-05,9.7218e-08
+SW_30,,5.7780e-10,6.1916e-10,1.5427e-01,7.9206e-11,1.2243e-02,,5.9226e-01,1.2977e-07,2.6580e-10
+SW_60,,1.2278e-08,1.4898e-08,8.7351e-02,1.0873e-09,9.3983e-03,5.9226e-01,,3.0633e-07,7.4090e-09
+SW_120,,3.2597e-01,2.1382e-01,4.1981e-07,1.7059e-01,1.1833e-05,1.2977e-07,3.0633e-07,,3.8024e-01
+sFC,,6.7504e-01,1.3507e-01,1.5301e-10,1.4598e-04,9.7218e-08,2.6580e-10,7.4090e-09,3.8024e-01,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index a99e98a3..e15047eb 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0487,0.1871,0.0002,0.0000,0.0000,0.0001,0.0006,0.0610
-DCC_joint,,0.0487,,0.2828,0.0000,0.0000,0.0000,0.0000,0.0000,0.9503
-DCC_bivariate_loop,,0.1871,0.2828,,0.0000,0.0000,0.0000,0.0000,0.0000,0.3313
-SW_cross_validated,,0.0002,0.0000,0.0000,,0.0000,0.0016,0.8254,0.6180,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0016,0.0000,,0.0002,0.0009,0.0000
-SW_60,,0.0001,0.0000,0.0000,0.8254,0.0000,0.0002,,0.7252,0.0000
-SW_120,,0.0006,0.0000,0.0000,0.6180,0.0000,0.0009,0.7252,,0.0000
-sFC,,0.0610,0.9503,0.3313,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.8738e-02,1.8712e-01,1.5648e-04,5.0092e-10,3.2720e-07,1.0851e-04,5.8132e-04,6.0956e-02
+DCC_joint,,4.8738e-02,,2.8279e-01,1.1536e-08,2.1269e-14,2.9442e-12,1.4513e-09,1.0661e-07,9.5032e-01
+DCC_bivariate_loop,,1.8712e-01,2.8279e-01,,8.3667e-08,9.1236e-14,2.0389e-11,1.3651e-08,7.2844e-07,3.3135e-01
+SW_cross_validated,,1.5648e-04,1.1536e-08,8.3667e-08,,2.0661e-08,1.6133e-03,8.2544e-01,6.1796e-01,8.2471e-08
+SW_15,,5.0092e-10,2.1269e-14,9.1236e-14,2.0661e-08,,9.9174e-07,1.5244e-09,2.7822e-08,3.5342e-13
+SW_30,,3.2720e-07,2.9442e-12,2.0389e-11,1.6133e-03,9.9174e-07,,1.8961e-04,9.1317e-04,6.9329e-11
+SW_60,,1.0851e-04,1.4513e-09,1.3651e-08,8.2544e-01,1.5244e-09,1.8961e-04,,7.2518e-01,2.1291e-08
+SW_120,,5.8132e-04,1.0661e-07,7.2844e-07,6.1796e-01,2.7822e-08,9.1317e-04,7.2518e-01,,5.2267e-07
+sFC,,6.0956e-02,9.5032e-01,3.3135e-01,8.2471e-08,3.5342e-13,6.9329e-11,2.1291e-08,5.2267e-07,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index 0cabf481..2525c407 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0359,0.0257,0.0010,0.0000,0.0000,0.0000,0.0002,0.0264
-DCC_joint,,0.0359,,0.9184,0.3312,0.0000,0.0000,0.0004,0.0230,0.9305
-DCC_bivariate_loop,,0.0257,0.9184,,0.3802,0.0000,0.0000,0.0004,0.0261,0.8414
-SW_cross_validated,,0.0010,0.3312,0.3802,,0.0000,0.0000,0.0008,0.0717,0.2384
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0001,,0.0127,0.0080,0.0000
-SW_60,,0.0000,0.0004,0.0004,0.0008,0.0000,0.0127,,0.3454,0.0001
-SW_120,,0.0002,0.0230,0.0261,0.0717,0.0000,0.0080,0.3454,,0.0143
-sFC,,0.0264,0.9305,0.8414,0.2384,0.0000,0.0000,0.0001,0.0143,
+SVWP_joint,,,3.5929e-02,2.5725e-02,1.0088e-03,1.5491e-12,3.2670e-09,3.8941e-07,2.1215e-04,2.6363e-02
+DCC_joint,,3.5929e-02,,9.1842e-01,3.3117e-01,9.2251e-10,2.3471e-06,3.8337e-04,2.3047e-02,9.3050e-01
+DCC_bivariate_loop,,2.5725e-02,9.1842e-01,,3.8025e-01,7.5910e-10,2.2648e-06,4.1064e-04,2.6127e-02,8.4139e-01
+SW_cross_validated,,1.0088e-03,3.3117e-01,3.8025e-01,,1.2214e-10,1.5989e-06,7.5008e-04,7.1672e-02,2.3840e-01
+SW_15,,1.5491e-12,9.2251e-10,7.5910e-10,1.2214e-10,,6.4404e-05,1.9328e-07,3.1437e-06,1.0762e-10
+SW_30,,3.2670e-09,2.3471e-06,2.2648e-06,1.5989e-06,6.4404e-05,,1.2700e-02,8.0148e-03,4.6402e-07
+SW_60,,3.8941e-07,3.8337e-04,4.1064e-04,7.5008e-04,1.9328e-07,1.2700e-02,,3.4537e-01,1.0838e-04
+SW_120,,2.1215e-04,2.3047e-02,2.6127e-02,7.1672e-02,3.1437e-06,8.0148e-03,3.4537e-01,,1.4276e-02
+sFC,,2.6363e-02,9.3050e-01,8.4139e-01,2.3840e-01,1.0762e-10,4.6402e-07,1.0838e-04,1.4276e-02,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index f89a702f..ed9b7630 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0198,0.1663,0.0000,0.0042,0.2518,0.5400,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0198,0.0000,,0.3079,0.0000,0.1206,0.0565,0.0256,0.0000
-SW_cross_validated,,0.1663,0.0000,0.3079,,0.0000,0.0553,0.6360,0.3312,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0003,0.0000,0.0000,0.0000
-SW_30,,0.0042,0.0000,0.1206,0.0553,0.0003,,0.0080,0.0044,0.0000
-SW_60,,0.2518,0.0000,0.0565,0.6360,0.0000,0.0080,,0.5261,0.0000
-SW_120,,0.5400,0.0000,0.0256,0.3312,0.0000,0.0044,0.5261,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.4253e-09,1.9807e-02,1.6628e-01,4.1499e-06,4.2498e-03,2.5184e-01,5.3996e-01,1.6499e-14
+DCC_joint,,1.4253e-09,,3.5015e-11,1.0623e-09,7.7063e-07,2.8674e-09,5.8684e-11,1.5802e-10,7.5906e-10
+DCC_bivariate_loop,,1.9807e-02,3.5015e-11,,3.0789e-01,6.0272e-07,1.2062e-01,5.6540e-02,2.5576e-02,6.6984e-22
+SW_cross_validated,,1.6628e-01,1.0623e-09,3.0789e-01,,1.2705e-05,5.5343e-02,6.3598e-01,3.3120e-01,7.1778e-16
+SW_15,,4.1499e-06,7.7063e-07,6.0272e-07,1.2705e-05,,3.1767e-04,3.6748e-07,7.3653e-07,1.9209e-16
+SW_30,,4.2498e-03,2.8674e-09,1.2062e-01,5.5343e-02,3.1767e-04,,8.0035e-03,4.3870e-03,5.4497e-17
+SW_60,,2.5184e-01,5.8684e-11,5.6540e-02,6.3598e-01,3.6748e-07,8.0035e-03,,5.2606e-01,2.2247e-18
+SW_120,,5.3996e-01,1.5802e-10,2.5576e-02,3.3120e-01,7.3653e-07,4.3870e-03,5.2606e-01,,9.3331e-17
+sFC,,1.6499e-14,7.5906e-10,6.6984e-22,7.1778e-16,1.9209e-16,5.4497e-17,2.2247e-18,9.3331e-17,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index ef047a27..be073de3 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0001,0.0000,0.0000,0.1419,0.0091,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0156,0.0000,0.0000,0.0000,0.0001,0.0000
-DCC_bivariate_loop,,0.0001,0.0000,,0.0002,0.6843,0.0001,0.0003,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0156,0.0002,,0.0002,0.0000,0.0000,0.1012,0.0004
-SW_15,,0.0000,0.0000,0.6843,0.0002,,0.0000,0.0001,0.0000,0.0000
-SW_30,,0.1419,0.0000,0.0001,0.0000,0.0000,,0.0542,0.0000,0.0000
-SW_60,,0.0091,0.0000,0.0003,0.0000,0.0001,0.0542,,0.0000,0.0000
-SW_120,,0.0000,0.0001,0.0000,0.1012,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0004,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.3982e-15,6.0473e-05,1.4323e-06,2.6035e-05,1.4193e-01,9.0856e-03,4.3701e-14,3.0827e-16
+DCC_joint,,9.3982e-15,,5.8713e-15,1.5618e-02,4.6751e-15,5.9254e-18,1.1573e-20,7.4978e-05,7.3980e-10
+DCC_bivariate_loop,,6.0473e-05,5.8713e-15,,1.5934e-04,6.8427e-01,6.5634e-05,3.3055e-04,4.5189e-14,3.4884e-17
+SW_cross_validated,,1.4323e-06,1.5618e-02,1.5934e-04,,2.1963e-04,2.6554e-06,5.9509e-06,1.0123e-01,3.9129e-04
+SW_15,,2.6035e-05,4.6751e-15,6.8427e-01,2.1963e-04,,1.8834e-05,6.9211e-05,3.7338e-14,2.2467e-17
+SW_30,,1.4193e-01,5.9254e-18,6.5634e-05,2.6554e-06,1.8834e-05,,5.4227e-02,2.5521e-17,2.9689e-20
+SW_60,,9.0856e-03,1.1573e-20,3.3055e-04,5.9509e-06,6.9211e-05,5.4227e-02,,3.3460e-20,4.5028e-25
+SW_120,,4.3701e-14,7.4978e-05,4.5189e-14,1.0123e-01,3.7338e-14,2.5521e-17,3.3460e-20,,7.6052e-14
+sFC,,3.0827e-16,7.3980e-10,3.4884e-17,3.9129e-04,2.2467e-17,2.9689e-20,4.5028e-25,7.6052e-14,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index 327b55f7..95b3e3be 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0012,0.0070,0.0002,0.0000,0.0072,0.0450,0.0000,0.0224
-DCC_joint,,0.0012,,0.1632,0.0000,0.0000,0.0002,0.0005,0.0000,0.1565
-DCC_bivariate_loop,,0.0070,0.1632,,0.0000,0.0000,0.0002,0.0007,0.0000,0.0761
-SW_cross_validated,,0.0002,0.0000,0.0000,,0.0000,0.5490,0.4479,0.0060,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0024,0.0000
-SW_30,,0.0072,0.0002,0.0002,0.5490,0.0000,,0.3022,0.0742,0.0005
-SW_60,,0.0450,0.0005,0.0007,0.4479,0.0000,0.3022,,0.0052,0.0021
-SW_120,,0.0000,0.0000,0.0000,0.0060,0.0024,0.0742,0.0052,,0.0000
-sFC,,0.0224,0.1565,0.0761,0.0000,0.0000,0.0005,0.0021,0.0000,
+SVWP_joint,,,1.2090e-03,6.9620e-03,2.0635e-04,6.3814e-10,7.2186e-03,4.4954e-02,2.5441e-05,2.2407e-02
+DCC_joint,,1.2090e-03,,1.6321e-01,2.4068e-08,1.7829e-11,1.9338e-04,5.4396e-04,6.9612e-07,1.5653e-01
+DCC_bivariate_loop,,6.9620e-03,1.6321e-01,,1.4120e-05,7.7420e-10,2.1653e-04,7.4320e-04,2.3500e-06,7.6130e-02
+SW_cross_validated,,2.0635e-04,2.4068e-08,1.4120e-05,,7.4886e-08,5.4899e-01,4.4794e-01,6.0440e-03,4.5653e-07
+SW_15,,6.3814e-10,1.7829e-11,7.7420e-10,7.4886e-08,,2.6869e-05,5.2814e-07,2.3614e-03,5.1988e-11
+SW_30,,7.2186e-03,1.9338e-04,2.1653e-04,5.4899e-01,2.6869e-05,,3.0220e-01,7.4152e-02,5.4323e-04
+SW_60,,4.4954e-02,5.4396e-04,7.4320e-04,4.4794e-01,5.2814e-07,3.0220e-01,,5.1549e-03,2.0654e-03
+SW_120,,2.5441e-05,6.9612e-07,2.3500e-06,6.0440e-03,2.3614e-03,7.4152e-02,5.1549e-03,,1.9113e-06
+sFC,,2.2407e-02,1.5653e-01,7.6130e-02,4.5653e-07,5.1988e-11,5.4323e-04,2.0654e-03,1.9113e-06,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index c901f707..58b22d14 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.2025,0.0000,0.0000,0.4167,0.2869,0.2445,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.2025,0.0000,,0.0000,0.0000,0.5669,0.7986,0.0465,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.8373,0.0000,0.0000,0.0025,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.8373,,0.0000,0.0000,0.0038,0.0000
-SW_30,,0.4167,0.0000,0.5669,0.0000,0.0000,,0.7495,0.0877,0.0000
-SW_60,,0.2869,0.0000,0.7986,0.0000,0.0000,0.7495,,0.0636,0.0000
-SW_120,,0.2445,0.0000,0.0465,0.0025,0.0038,0.0877,0.0636,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.1494e-12,2.0245e-01,2.3489e-05,3.8030e-05,4.1666e-01,2.8693e-01,2.4448e-01,5.9535e-25
+DCC_joint,,8.1494e-12,,1.3257e-11,2.0354e-09,1.6355e-09,7.3474e-12,1.0700e-11,1.1744e-10,2.9468e-14
+DCC_bivariate_loop,,2.0245e-01,1.3257e-11,,1.3881e-05,2.0645e-05,5.6688e-01,7.9861e-01,4.6480e-02,3.6241e-22
+SW_cross_validated,,2.3489e-05,2.0354e-09,1.3881e-05,,8.3729e-01,1.0128e-05,1.3273e-05,2.4716e-03,6.1469e-22
+SW_15,,3.8030e-05,1.6355e-09,2.0645e-05,8.3729e-01,,1.5784e-05,2.0119e-05,3.7578e-03,5.4442e-22
+SW_30,,4.1666e-01,7.3474e-12,5.6688e-01,1.0128e-05,1.5784e-05,,7.4955e-01,8.7698e-02,5.6349e-24
+SW_60,,2.8693e-01,1.0700e-11,7.9861e-01,1.3273e-05,2.0119e-05,7.4955e-01,,6.3624e-02,8.0276e-23
+SW_120,,2.4448e-01,1.1744e-10,4.6480e-02,2.4716e-03,3.7578e-03,8.7698e-02,6.3624e-02,,1.8813e-21
+sFC,,5.9535e-25,2.9468e-14,3.6241e-22,6.1469e-22,5.4442e-22,5.6349e-24,8.0276e-23,1.8813e-21,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 4a076895..7fec407a 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.8035,0.9965,0.0000,0.0000,0.0000,0.0000,0.0000,0.9958
-DCC_joint,,0.8035,,0.7645,0.0000,0.0000,0.0000,0.0000,0.0000,0.7699
-DCC_bivariate_loop,,0.9965,0.7645,,0.0000,0.0000,0.0000,0.0000,0.0000,0.9912
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0004,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0005,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0004,0.0000,0.0000,0.0005,,0.0000
-sFC,,0.9958,0.7699,0.9912,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.0352e-01,9.9649e-01,4.5181e-13,9.6340e-24,1.8455e-21,3.4199e-18,7.7336e-14,9.9583e-01
+DCC_joint,,8.0352e-01,,7.6449e-01,2.1342e-14,8.9487e-26,2.1017e-24,4.8695e-21,8.8835e-15,7.6994e-01
+DCC_bivariate_loop,,9.9649e-01,7.6449e-01,,8.2865e-14,8.8269e-25,7.0768e-23,1.4127e-19,2.2311e-14,9.9116e-01
+SW_cross_validated,,4.5181e-13,2.1342e-14,8.2865e-14,,7.5865e-21,1.1751e-16,8.9682e-10,3.7229e-04,7.0349e-14
+SW_15,,9.6340e-24,8.9487e-26,8.8269e-25,7.5865e-21,,5.6467e-18,1.0123e-21,1.3965e-18,6.8816e-25
+SW_30,,1.8455e-21,2.1017e-24,7.0768e-23,1.1751e-16,5.6467e-18,,1.3149e-16,3.5287e-13,4.9384e-23
+SW_60,,3.4199e-18,4.8695e-21,1.4127e-19,8.9682e-10,1.0123e-21,1.3149e-16,,5.3409e-04,9.9687e-20
+SW_120,,7.7336e-14,8.8835e-15,2.2311e-14,3.7229e-04,1.3965e-18,3.5287e-13,5.3409e-04,,1.9875e-14
+sFC,,9.9583e-01,7.6994e-01,9.9116e-01,7.0349e-14,6.8816e-25,4.9384e-23,9.9687e-20,1.9875e-14,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index d2dd9dc1..670b87b8 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.6451,0.0098,0.0000,0.0000,0.0000,0.0000,0.0000,0.9115
-DCC_joint,,0.6451,,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,0.4253
-DCC_bivariate_loop,,0.0098,0.0002,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0019
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0025,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0165,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0025,0.0000,0.0000,0.0165,,0.0000
-sFC,,0.9115,0.4253,0.0019,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.4507e-01,9.7915e-03,1.0486e-13,3.1565e-23,1.7904e-20,1.9154e-16,8.5616e-11,9.1154e-01
+DCC_joint,,6.4507e-01,,1.6703e-04,2.4526e-16,5.8889e-26,2.0552e-23,2.0292e-18,2.2649e-11,4.2531e-01
+DCC_bivariate_loop,,9.7915e-03,1.6703e-04,,3.6958e-14,1.2497e-24,7.9894e-22,5.4753e-17,2.5066e-10,1.9128e-03
+SW_cross_validated,,1.0486e-13,2.4526e-16,3.6958e-14,,6.6691e-22,1.3903e-17,3.7179e-10,2.5464e-03,1.5204e-15
+SW_15,,3.1565e-23,5.8889e-26,1.2497e-24,6.6691e-22,,3.4556e-16,1.8307e-18,3.0046e-14,2.9998e-25
+SW_30,,1.7904e-20,2.0552e-23,7.9894e-22,1.3903e-17,3.4556e-16,,8.9096e-12,5.5163e-09,1.2816e-22
+SW_60,,1.9154e-16,2.0292e-18,5.4753e-17,3.7179e-10,1.8307e-18,8.9096e-12,,1.6476e-02,7.1183e-18
+SW_120,,8.5616e-11,2.2649e-11,2.5066e-10,2.5464e-03,3.0046e-14,5.5163e-09,1.6476e-02,,3.8654e-11
+sFC,,9.1154e-01,4.2531e-01,1.9128e-03,1.5204e-15,2.9998e-25,1.2816e-22,7.1183e-18,3.8654e-11,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index b7d17abb..2c402196 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1127,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,0.0380
-DCC_joint,,0.1127,,0.0010,0.0000,0.0000,0.0000,0.0000,0.0000,0.4467
-DCC_bivariate_loop,,0.0002,0.0010,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0073
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0380,0.4467,0.0073,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.1270e-01,1.9304e-04,1.2616e-13,5.5234e-23,4.8869e-20,3.4127e-17,2.4286e-13,3.7977e-02
+DCC_joint,,1.1270e-01,,1.0326e-03,2.4991e-15,3.9735e-25,4.9483e-22,5.5292e-19,6.6035e-14,4.4669e-01
+DCC_bivariate_loop,,1.9304e-04,1.0326e-03,,1.2745e-13,1.4905e-24,2.8411e-21,5.9049e-18,9.5468e-13,7.2796e-03
+SW_cross_validated,,1.2616e-13,2.4991e-15,1.2745e-13,,8.4931e-24,3.4115e-19,2.0301e-13,3.0925e-05,9.7389e-15
+SW_15,,5.5234e-23,3.9735e-25,1.4905e-24,8.4931e-24,,7.1057e-17,1.1121e-20,1.7984e-18,9.3003e-25
+SW_30,,4.8869e-20,4.9483e-22,2.8411e-21,3.4115e-19,7.1057e-17,,1.4484e-13,3.9010e-13,1.2361e-21
+SW_60,,3.4127e-17,5.5292e-19,5.9049e-18,2.0301e-13,1.1121e-20,1.4484e-13,,1.1277e-05,1.5183e-18
+SW_120,,2.4286e-13,6.6035e-14,9.5468e-13,3.0925e-05,1.7984e-18,3.9010e-13,1.1277e-05,,1.3997e-13
+sFC,,3.7977e-02,4.4669e-01,7.2796e-03,9.7389e-15,9.3003e-25,1.2361e-21,1.5183e-18,1.3997e-13,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 36ed8137..f10c8096 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.6809,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.6809,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0021,0.0028
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0058,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0021,0.0000,0.0000,0.0058,,0.0001
-sFC,,0.0000,0.0000,0.0000,0.0028,0.0000,0.0000,0.0000,0.0001,
+SVWP_joint,,,1.4547e-05,6.8094e-01,2.9171e-09,1.2534e-19,1.6111e-16,3.2913e-13,5.1644e-09,1.1946e-08
+DCC_joint,,1.4547e-05,,1.6256e-08,7.8072e-09,2.0265e-24,5.4497e-21,8.0197e-16,2.5852e-07,2.3406e-08
+DCC_bivariate_loop,,6.8094e-01,1.6256e-08,,8.5273e-13,5.7674e-24,5.3512e-21,3.8334e-17,4.0183e-10,5.5369e-13
+SW_cross_validated,,2.9171e-09,7.8072e-09,8.5273e-13,,1.0655e-22,2.2223e-18,1.2477e-11,2.0801e-03,2.7892e-03
+SW_15,,1.2534e-19,2.0265e-24,5.7674e-24,1.0655e-22,,1.3136e-17,1.2837e-20,4.1465e-15,3.7981e-25
+SW_30,,1.6111e-16,5.4497e-21,5.3512e-21,2.2223e-18,1.3136e-17,,6.4995e-14,9.9666e-10,2.1179e-21
+SW_60,,3.2913e-13,8.0197e-16,3.8334e-17,1.2477e-11,1.2837e-20,6.4995e-14,,5.7825e-03,1.1646e-14
+SW_120,,5.1644e-09,2.5852e-07,4.0183e-10,2.0801e-03,4.1465e-15,9.9666e-10,5.7825e-03,,8.6671e-05
+sFC,,1.1946e-08,2.3406e-08,5.5369e-13,2.7892e-03,3.7981e-25,2.1179e-21,1.1646e-14,8.6671e-05,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 427f0399..63713ff7 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.6836,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0009
-DCC_bivariate_loop,,0.6836,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0409,0.0118,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0409,0.0000,0.0000,,0.5128,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0118,0.0000,0.0000,0.5128,,0.0000
-sFC,,0.0000,0.0009,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.6309e-08,6.8364e-01,1.4226e-13,1.0968e-20,2.9848e-17,6.3244e-14,5.8021e-14,6.3011e-09
+DCC_joint,,6.6309e-08,,2.8033e-11,3.7546e-15,6.2601e-25,1.9706e-20,2.0051e-15,3.1993e-15,9.3127e-04
+DCC_bivariate_loop,,6.8364e-01,2.8033e-11,,6.3498e-17,4.2628e-24,1.5171e-20,4.1525e-17,5.4364e-17,2.4095e-12
+SW_cross_validated,,1.4226e-13,3.7546e-15,6.3498e-17,,2.9807e-21,2.1394e-14,4.0876e-02,1.1751e-02,8.7478e-14
+SW_15,,1.0968e-20,6.2601e-25,4.2628e-24,2.9807e-21,,1.0243e-16,1.5429e-20,4.2650e-20,2.2313e-24
+SW_30,,2.9848e-17,1.9706e-20,1.5171e-20,2.1394e-14,1.0243e-16,,3.0609e-13,1.1826e-12,1.1234e-19
+SW_60,,6.3244e-14,2.0051e-15,4.1525e-17,4.0876e-02,1.5429e-20,3.0609e-13,,5.1278e-01,3.2902e-14
+SW_120,,5.8021e-14,3.1993e-15,5.4364e-17,1.1751e-02,4.2650e-20,1.1826e-12,5.1278e-01,,4.5426e-14
+sFC,,6.3011e-09,9.3127e-04,2.4095e-12,8.7478e-14,2.2313e-24,1.1234e-19,3.2902e-14,4.5426e-14,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 44b9a5f0..f3777a7b 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.4558,0.0009,0.0000,0.0000,0.0000,0.0000,0.0000,0.4057
-DCC_joint,,0.4558,,0.0047,0.0000,0.0000,0.0000,0.0000,0.0000,0.8287
-DCC_bivariate_loop,,0.0009,0.0047,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0263
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.4057,0.8287,0.0263,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.5578e-01,8.6090e-04,9.7941e-15,2.1877e-24,4.1334e-21,1.1374e-17,1.4618e-14,4.0570e-01
+DCC_joint,,4.5578e-01,,4.7430e-03,1.7582e-14,2.3783e-24,4.9894e-21,1.5915e-17,2.3162e-14,8.2872e-01
+DCC_bivariate_loop,,8.6090e-04,4.7430e-03,,2.0659e-13,2.6560e-24,9.0166e-21,5.8090e-17,1.5911e-13,2.6307e-02
+SW_cross_validated,,9.7941e-15,1.7582e-14,2.0659e-13,,7.5328e-24,9.2288e-19,4.0436e-12,5.6311e-06,1.5992e-12
+SW_15,,2.1877e-24,2.3783e-24,2.6560e-24,7.5328e-24,,4.7140e-17,4.6949e-20,3.6744e-19,2.2365e-22
+SW_30,,4.1334e-21,4.9894e-21,9.0166e-21,9.2288e-19,4.7140e-17,,1.0937e-12,1.8830e-13,3.5656e-19
+SW_60,,1.1374e-17,1.5915e-17,5.8090e-17,4.0436e-12,4.6949e-20,1.0937e-12,,3.5644e-05,6.9594e-16
+SW_120,,1.4618e-14,2.3162e-14,1.5911e-13,5.6311e-06,3.6744e-19,1.8830e-13,3.5644e-05,,3.5171e-13
+sFC,,4.0570e-01,8.2872e-01,2.6307e-02,1.5992e-12,2.2365e-22,3.5656e-19,6.9594e-16,3.5171e-13,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 41734f87..ba0cd120 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_2/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.7779,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0004,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.7779,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0004,0.0000,,0.0000,0.0000,0.0000,0.0483,0.2738
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0483,0.0000,0.0000,0.0000,,0.0774
-sFC,,0.0000,0.0000,0.0000,0.2738,0.0000,0.0000,0.0000,0.0774,
+SVWP_joint,,,1.4635e-09,7.7787e-01,1.0643e-09,3.7723e-22,3.2183e-19,4.1918e-16,3.1855e-12,1.0205e-12
+DCC_joint,,1.4635e-09,,3.7142e-12,4.0821e-04,3.0232e-25,3.4245e-22,1.0739e-17,1.2026e-08,3.5353e-10
+DCC_bivariate_loop,,7.7787e-01,3.7142e-12,,1.0389e-10,6.2895e-25,2.4789e-22,2.6355e-19,4.1328e-14,1.2092e-15
+SW_cross_validated,,1.0643e-09,4.0821e-04,1.0389e-10,,4.2088e-19,1.3213e-14,1.1564e-08,4.8300e-02,2.7379e-01
+SW_15,,3.7723e-22,3.0232e-25,6.2895e-25,4.2088e-19,,8.1156e-19,3.8821e-23,2.0304e-21,1.4404e-24
+SW_30,,3.2183e-19,3.4245e-22,2.4789e-22,1.3213e-14,8.1156e-19,,1.9438e-17,9.2584e-17,7.8116e-21
+SW_60,,4.1918e-16,1.0739e-17,2.6355e-19,1.1564e-08,3.8821e-23,1.9438e-17,,1.5857e-09,2.1434e-14
+SW_120,,3.1855e-12,1.2026e-08,4.1328e-14,4.8300e-02,2.0304e-21,9.2584e-17,1.5857e-09,,7.7379e-02
+sFC,,1.0205e-12,3.5353e-10,1.2092e-15,2.7379e-01,1.4404e-24,7.8116e-21,2.1434e-14,7.7379e-02,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index f2d09d37..b31d68c4 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2273,0.0000,0.0003,0.0000,0.0000,0.0000,0.1183,0.0580
-DCC_joint,,0.2273,,0.0000,0.0000,0.0000,0.0000,0.0000,0.3468,0.0415
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0475,0.0000,0.0066,0.0000,0.0000
-SW_cross_validated,,0.0003,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0475,0.0000,,0.0002,0.9640,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0002,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0066,0.0000,0.9640,0.0000,,0.0000,0.0000
-SW_120,,0.1183,0.3468,0.0000,0.0000,0.0000,0.0000,0.0000,,0.1309
-sFC,,0.0580,0.0415,0.0000,0.0000,0.0000,0.0000,0.0000,0.1309,
+SVWP_joint,,,2.2732e-01,4.8987e-07,3.0201e-04,5.6633e-08,1.1281e-10,6.1036e-09,1.1830e-01,5.8035e-02
+DCC_joint,,2.2732e-01,,5.2100e-12,1.6703e-05,2.0524e-12,4.2341e-18,4.6380e-17,3.4680e-01,4.1507e-02
+DCC_bivariate_loop,,4.8987e-07,5.2100e-12,,1.1433e-12,4.7531e-02,1.9864e-07,6.6020e-03,7.6446e-13,1.7495e-13
+SW_cross_validated,,3.0201e-04,1.6703e-05,1.1433e-12,,4.8388e-13,1.4058e-16,1.7617e-15,2.3836e-05,4.8989e-05
+SW_15,,5.6633e-08,2.0524e-12,4.7531e-02,4.8388e-13,,1.8756e-04,9.6403e-01,4.2901e-13,1.3058e-13
+SW_30,,1.1281e-10,4.2341e-18,1.9864e-07,1.4058e-16,1.8756e-04,,4.2512e-08,9.0527e-20,3.3302e-21
+SW_60,,6.1036e-09,4.6380e-17,6.6020e-03,1.7617e-15,9.6403e-01,4.2512e-08,,3.2180e-19,2.6012e-21
+SW_120,,1.1830e-01,3.4680e-01,7.6446e-13,2.3836e-05,4.2901e-13,9.0527e-20,3.2180e-19,,1.3088e-01
+sFC,,5.8035e-02,4.1507e-02,1.7495e-13,4.8989e-05,1.3058e-13,3.3302e-21,2.6012e-21,1.3088e-01,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index 1287e4cb..88b487e2 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0850,0.5431,0.2620,0.0000,0.0000,0.0000,0.0049,0.1548
-DCC_joint,,0.0850,,0.3021,0.0060,0.0000,0.0000,0.0000,0.0003,0.6894
-DCC_bivariate_loop,,0.5431,0.3021,,0.1034,0.0000,0.0000,0.0000,0.0024,0.4785
-SW_cross_validated,,0.2620,0.0060,0.1034,,0.0000,0.0000,0.0002,0.0205,0.0116
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0001,,0.0078,0.0332,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0002,0.0000,0.0078,,0.7965,0.0000
-SW_120,,0.0049,0.0003,0.0024,0.0205,0.0000,0.0332,0.7965,,0.0005
-sFC,,0.1548,0.6894,0.4785,0.0116,0.0000,0.0000,0.0000,0.0005,
+SVWP_joint,,,8.4991e-02,5.4312e-01,2.6201e-01,8.3242e-11,1.1282e-06,2.9035e-05,4.9471e-03,1.5481e-01
+DCC_joint,,8.4991e-02,,3.0205e-01,6.0279e-03,1.1005e-11,6.8215e-08,5.4924e-07,3.1922e-04,6.8936e-01
+DCC_bivariate_loop,,5.4312e-01,3.0205e-01,,1.0338e-01,1.1915e-10,8.6966e-07,1.9707e-05,2.4399e-03,4.7847e-01
+SW_cross_validated,,2.6201e-01,6.0279e-03,1.0338e-01,,1.2107e-10,3.7909e-06,1.7093e-04,2.0497e-02,1.1639e-02
+SW_15,,8.3242e-11,1.1005e-11,1.1915e-10,1.2107e-10,,1.2487e-04,2.7355e-08,5.4218e-06,9.9208e-12
+SW_30,,1.1282e-06,6.8215e-08,8.6966e-07,3.7909e-06,1.2487e-04,,7.8263e-03,3.3177e-02,8.2727e-08
+SW_60,,2.9035e-05,5.4924e-07,1.9707e-05,1.7093e-04,2.7355e-08,7.8263e-03,,7.9648e-01,6.7840e-07
+SW_120,,4.9471e-03,3.1922e-04,2.4399e-03,2.0497e-02,5.4218e-06,3.3177e-02,7.9648e-01,,4.9226e-04
+sFC,,1.5481e-01,6.8936e-01,4.7847e-01,1.1639e-02,9.9208e-12,8.2727e-08,6.7840e-07,4.9226e-04,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index 52a3ab26..e429d73e 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0004,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,0.0006
-DCC_joint,,0.0004,,0.4111,0.0006,0.0000,0.0000,0.0000,0.0002,0.7346
-DCC_bivariate_loop,,0.0002,0.4111,,0.0107,0.0000,0.0000,0.0000,0.0018,0.2522
-SW_cross_validated,,0.0000,0.0006,0.0107,,0.0000,0.0000,0.0000,0.1398,0.0002
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0054,0.0000
-SW_120,,0.0000,0.0002,0.0018,0.1398,0.0000,0.0000,0.0054,,0.0001
-sFC,,0.0006,0.7346,0.2522,0.0002,0.0000,0.0000,0.0000,0.0001,
+SVWP_joint,,,4.3001e-04,1.6107e-04,1.6754e-08,4.3869e-17,6.3317e-15,1.1510e-11,9.2666e-08,5.8714e-04
+DCC_joint,,4.3001e-04,,4.1113e-01,5.7258e-04,3.6943e-15,2.2463e-12,2.0700e-08,1.7885e-04,7.3461e-01
+DCC_bivariate_loop,,1.6107e-04,4.1113e-01,,1.0740e-02,3.2163e-14,3.1445e-11,3.8737e-07,1.7661e-03,2.5220e-01
+SW_cross_validated,,1.6754e-08,5.7258e-04,1.0740e-02,,2.0475e-14,5.6354e-11,1.1113e-05,1.3984e-01,1.5381e-04
+SW_15,,4.3869e-17,3.6943e-15,3.2163e-14,2.0475e-14,,6.6686e-08,9.3692e-12,4.7980e-12,1.4678e-15
+SW_30,,6.3317e-15,2.2463e-12,3.1445e-11,5.6354e-11,6.6686e-08,,1.2518e-06,4.0554e-08,7.3059e-13
+SW_60,,1.1510e-11,2.0700e-08,3.8737e-07,1.1113e-05,9.3692e-12,1.2518e-06,,5.3908e-03,6.1385e-09
+SW_120,,9.2666e-08,1.7885e-04,1.7661e-03,1.3984e-01,4.7980e-12,4.0554e-08,5.3908e-03,,7.0495e-05
+sFC,,5.8714e-04,7.3461e-01,2.5220e-01,1.5381e-04,1.4678e-15,7.3059e-13,6.1385e-09,7.0495e-05,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index 5004aaa8..2b45c495 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0004,0.0000,0.0048,0.1815,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0783,0.7131,0.0001,0.0000,0.0192,0.0000
-SW_cross_validated,,0.0004,0.0000,0.0783,,0.1290,0.0599,0.0076,0.8748,0.0000
-SW_15,,0.0000,0.0000,0.7131,0.1290,,0.0001,0.0000,0.0438,0.0000
-SW_30,,0.0048,0.0000,0.0001,0.0599,0.0001,,0.1608,0.0041,0.0000
-SW_60,,0.1815,0.0000,0.0000,0.0076,0.0000,0.1608,,0.0003,0.0000
-SW_120,,0.0000,0.0000,0.0192,0.8748,0.0438,0.0041,0.0003,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.5223e-14,1.4025e-07,3.7076e-04,2.4962e-07,4.7603e-03,1.8153e-01,2.0850e-06,3.6006e-23
+DCC_joint,,1.5223e-14,,9.0001e-12,3.3377e-11,6.0504e-12,1.1850e-13,1.6027e-13,3.3173e-13,9.5379e-14
+DCC_bivariate_loop,,1.4025e-07,9.0001e-12,,7.8334e-02,7.1312e-01,6.0559e-05,1.0196e-05,1.9167e-02,1.9544e-21
+SW_cross_validated,,3.7076e-04,3.3377e-11,7.8334e-02,,1.2899e-01,5.9880e-02,7.6452e-03,8.7483e-01,2.0676e-18
+SW_15,,2.4962e-07,6.0504e-12,7.1312e-01,1.2899e-01,,1.2873e-04,1.9245e-05,4.3759e-02,1.3305e-21
+SW_30,,4.7603e-03,1.1850e-13,6.0559e-05,5.9880e-02,1.2873e-04,,1.6083e-01,4.1105e-03,9.9312e-23
+SW_60,,1.8153e-01,1.6027e-13,1.0196e-05,7.6452e-03,1.9245e-05,1.6083e-01,,3.3429e-04,2.7604e-21
+SW_120,,2.0850e-06,3.3173e-13,1.9167e-02,8.7483e-01,4.3759e-02,4.1105e-03,3.3429e-04,,4.0996e-24
+sFC,,3.6006e-23,9.5379e-14,1.9544e-21,2.0676e-18,1.3305e-21,9.9312e-23,2.7604e-21,4.0996e-24,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index 0e5b54a2..bf8cad98 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0058,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.3212,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0093,0.0000,0.0000,0.0293,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0093,,0.0000,0.0000,0.0018,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0018,0.0000,0.0000,0.0000
-SW_30,,0.0058,0.0000,0.0000,0.0000,0.0018,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0293,0.0018,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.3212,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.9993e-19,2.8581e-11,1.6988e-07,2.1225e-06,5.7779e-03,2.0386e-09,7.9023e-19,5.6706e-22
+DCC_joint,,2.9993e-19,,2.4039e-18,2.1719e-07,7.0032e-21,1.6445e-19,1.3557e-17,3.2121e-01,8.0298e-11
+DCC_bivariate_loop,,2.8581e-11,2.4039e-18,,9.3414e-03,6.4828e-10,3.4245e-10,2.9306e-02,1.1959e-17,2.4510e-23
+SW_cross_validated,,1.6988e-07,2.1719e-07,9.3414e-03,,1.1402e-05,1.5469e-06,1.8201e-03,4.3270e-07,1.1734e-09
+SW_15,,2.1225e-06,7.0032e-21,6.4828e-10,1.1402e-05,,1.7878e-03,1.6404e-06,3.7212e-20,1.6981e-26
+SW_30,,5.7779e-03,1.6445e-19,3.4245e-10,1.5469e-06,1.7878e-03,,7.3963e-08,5.2349e-19,7.7787e-23
+SW_60,,2.0386e-09,1.3557e-17,2.9306e-02,1.8201e-03,1.6404e-06,7.3963e-08,,4.8573e-17,2.6811e-21
+SW_120,,7.9023e-19,3.2121e-01,1.1959e-17,4.3270e-07,3.7212e-20,5.2349e-19,4.8573e-17,,7.1662e-11
+sFC,,5.6706e-22,8.0298e-11,2.4510e-23,1.1734e-09,1.6981e-26,7.7787e-23,2.6811e-21,7.1662e-11,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index 028cd615..104706f7 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.1238,0.0293,0.3670,0.0000,0.5679,0.1458,0.0108,0.1245
-DCC_joint,,0.1238,,0.1562,0.0220,0.0000,0.6942,0.6810,0.0015,0.9967
-DCC_bivariate_loop,,0.0293,0.1562,,0.0080,0.0000,0.1846,0.3693,0.0007,0.1575
-SW_cross_validated,,0.3670,0.0220,0.0080,,0.0000,0.2315,0.0382,0.0379,0.0222
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0013,0.0000
-SW_30,,0.5679,0.6942,0.1846,0.2315,0.0000,,0.5449,0.0097,0.6932
-SW_60,,0.1458,0.6810,0.3693,0.0382,0.0000,0.5449,,0.0020,0.6836
-SW_120,,0.0108,0.0015,0.0007,0.0379,0.0013,0.0097,0.0020,,0.0015
-sFC,,0.1245,0.9967,0.1575,0.0222,0.0000,0.6932,0.6836,0.0015,
+SVWP_joint,,,1.2384e-01,2.9349e-02,3.6696e-01,3.0914e-06,5.6787e-01,1.4584e-01,1.0792e-02,1.2451e-01
+DCC_joint,,1.2384e-01,,1.5618e-01,2.1953e-02,7.5432e-07,6.9419e-01,6.8097e-01,1.5145e-03,9.9672e-01
+DCC_bivariate_loop,,2.9349e-02,1.5618e-01,,8.0348e-03,6.3197e-07,1.8463e-01,3.6934e-01,6.6368e-04,1.5751e-01
+SW_cross_validated,,3.6696e-01,2.1953e-02,8.0348e-03,,8.4733e-06,2.3150e-01,3.8197e-02,3.7884e-02,2.2175e-02
+SW_15,,3.0914e-06,7.5432e-07,6.3197e-07,8.4733e-06,,4.4096e-06,1.1508e-06,1.3495e-03,7.5764e-07
+SW_30,,5.6787e-01,6.9419e-01,1.8463e-01,2.3150e-01,4.4096e-06,,5.4485e-01,9.6730e-03,6.9321e-01
+SW_60,,1.4584e-01,6.8097e-01,3.6934e-01,3.8197e-02,1.1508e-06,5.4485e-01,,1.9864e-03,6.8355e-01
+SW_120,,1.0792e-02,1.5145e-03,6.6368e-04,3.7884e-02,1.3495e-03,9.6730e-03,1.9864e-03,,1.5203e-03
+sFC,,1.2451e-01,9.9672e-01,1.5751e-01,2.2175e-02,7.5764e-07,6.9321e-01,6.8355e-01,1.5203e-03,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index 7c9d1266..50507cae 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0696,0.4485,0.0120,0.0001,0.0007,0.8822,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0696,0.0000,,0.3016,0.0000,0.0000,0.0000,0.0019,0.0000
-SW_cross_validated,,0.4485,0.0000,0.3016,,0.0011,0.0000,0.0000,0.3579,0.0000
-SW_15,,0.0120,0.0000,0.0000,0.0011,,0.0145,0.2233,0.0002,0.0000
-SW_30,,0.0001,0.0000,0.0000,0.0000,0.0145,,0.0764,0.0000,0.0000
-SW_60,,0.0007,0.0000,0.0000,0.0000,0.2233,0.0764,,0.0000,0.0000
-SW_120,,0.8822,0.0000,0.0019,0.3579,0.0002,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.0934e-09,6.9644e-02,4.4855e-01,1.2029e-02,6.4575e-05,6.9565e-04,8.8224e-01,1.3843e-21
+DCC_joint,,1.0934e-09,,2.2577e-11,1.3532e-09,6.3371e-13,3.6522e-15,6.6116e-15,9.8811e-14,2.8161e-23
+DCC_bivariate_loop,,6.9644e-02,2.2577e-11,,3.0164e-01,4.2856e-06,1.2375e-09,9.6641e-09,1.8738e-03,5.4069e-27
+SW_cross_validated,,4.4855e-01,1.3532e-09,3.0164e-01,,1.1084e-03,3.5624e-06,3.6262e-05,3.5789e-01,3.5052e-22
+SW_15,,1.2029e-02,6.3371e-13,4.2856e-06,1.1084e-03,,1.4527e-02,2.2330e-01,1.6957e-04,1.1205e-24
+SW_30,,6.4575e-05,3.6522e-15,1.2375e-09,3.5624e-06,1.4527e-02,,7.6369e-02,4.7710e-09,1.3442e-27
+SW_60,,6.9565e-04,6.6116e-15,9.6641e-09,3.6262e-05,2.2330e-01,7.6369e-02,,6.6377e-08,3.7701e-28
+SW_120,,8.8224e-01,9.8811e-14,1.8738e-03,3.5789e-01,1.6957e-04,4.7710e-09,6.6377e-08,,4.9483e-32
+sFC,,1.3843e-21,2.8161e-23,5.4069e-27,3.5052e-22,1.1205e-24,1.3442e-27,3.7701e-28,4.9483e-32,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 219440bf..0143412f 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0264,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0001,,0.0584,0.0000,0.0000,0.0000,0.0000,0.0000,0.8562
-DCC_bivariate_loop,,0.0264,0.0584,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0363
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0005,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0005,,0.0000
-sFC,,0.0000,0.8562,0.0363,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.0076e-04,2.6401e-02,8.1464e-14,4.5641e-26,6.5857e-22,1.2763e-17,3.2191e-12,4.0193e-05
+DCC_joint,,1.0076e-04,,5.8428e-02,2.0799e-11,1.1438e-25,3.3277e-21,2.2212e-16,1.1077e-10,8.5615e-01
+DCC_bivariate_loop,,2.6401e-02,5.8428e-02,,1.5379e-11,8.3081e-25,1.4952e-20,4.5970e-16,4.5222e-11,3.6282e-02
+SW_cross_validated,,8.1464e-14,2.0799e-11,1.5379e-11,,7.9605e-26,3.2755e-20,6.9983e-13,3.3590e-05,8.7100e-12
+SW_15,,4.5641e-26,1.1438e-25,8.3081e-25,7.9605e-26,,1.6040e-19,6.5783e-23,2.1739e-19,4.0005e-26
+SW_30,,6.5857e-22,3.3277e-21,1.4952e-20,3.2755e-20,1.6040e-19,,3.1993e-15,3.7573e-13,1.2940e-21
+SW_60,,1.2763e-17,2.2212e-16,4.5970e-16,6.9983e-13,6.5783e-23,3.1993e-15,,5.2657e-04,9.9316e-17
+SW_120,,3.2191e-12,1.1077e-10,4.5222e-11,3.3590e-05,2.1739e-19,3.7573e-13,5.2657e-04,,9.3330e-11
+sFC,,4.0193e-05,8.5615e-01,3.6282e-02,8.7100e-12,4.0005e-26,1.2940e-21,9.9316e-17,9.3330e-11,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index 0ac3fbd2..4fd18eb7 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_joint,,0.0001,,0.0005,0.0000,0.0000,0.0000,0.0000,0.0000,0.9808
-DCC_bivariate_loop,,0.0000,0.0005,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0007
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0001,0.9808,0.0007,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,9.2966e-05,9.1480e-08,3.1248e-11,1.0954e-22,8.7297e-20,6.3390e-17,1.1005e-13,1.0636e-04
+DCC_joint,,9.2966e-05,,5.2238e-04,8.6235e-10,5.3136e-24,5.7031e-21,8.0191e-18,2.8662e-13,9.8075e-01
+DCC_bivariate_loop,,9.1480e-08,5.2238e-04,,2.1292e-07,1.7878e-24,2.4310e-21,5.9631e-18,2.8686e-12,7.3585e-04
+SW_cross_validated,,3.1248e-11,8.6235e-10,2.1292e-07,,1.0018e-24,2.4637e-21,2.6012e-17,3.7467e-09,1.6194e-09
+SW_15,,1.0954e-22,5.3136e-24,1.7878e-24,1.0018e-24,,5.9146e-18,7.6221e-23,1.2983e-22,9.2269e-24
+SW_30,,8.7297e-20,5.7031e-21,2.4310e-21,2.4637e-21,5.9146e-18,,5.8957e-17,4.6878e-18,1.0818e-20
+SW_60,,6.3390e-17,8.0191e-18,5.9631e-18,2.6012e-17,7.6221e-23,5.8957e-17,,4.4134e-11,1.7175e-17
+SW_120,,1.1005e-13,2.8662e-13,2.8686e-12,3.7467e-09,1.2983e-22,4.6878e-18,4.4134e-11,,4.9325e-13
+sFC,,1.0636e-04,9.8075e-01,7.3585e-04,1.6194e-09,9.2269e-24,1.0818e-20,1.7175e-17,4.9325e-13,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index 4e7472e4..29deebad 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.6623
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.6623,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.8977e-06,1.4295e-08,3.0952e-12,1.8877e-24,6.8554e-22,2.6620e-18,3.5739e-15,1.5838e-05
+DCC_joint,,8.8977e-06,,2.0601e-06,1.1527e-12,2.0450e-27,5.6549e-26,4.6242e-21,1.0569e-16,6.6228e-01
+DCC_bivariate_loop,,1.4295e-08,2.0601e-06,,7.5198e-07,1.1721e-24,8.2789e-22,4.7130e-17,2.3112e-12,1.5639e-06
+SW_cross_validated,,3.0952e-12,1.1527e-12,7.5198e-07,,2.4900e-24,4.2036e-21,2.8776e-15,1.3328e-08,1.2376e-12
+SW_15,,1.8877e-24,2.0450e-27,1.1721e-24,2.4900e-24,,5.2432e-19,3.3705e-22,2.8365e-23,2.8385e-27
+SW_30,,6.8554e-22,5.6549e-26,8.2789e-22,4.2036e-21,5.2432e-19,,2.5540e-16,3.7214e-19,9.9799e-26
+SW_60,,2.6620e-18,4.6242e-21,4.7130e-17,2.8776e-15,3.3705e-22,2.5540e-16,,4.3144e-11,6.5910e-21
+SW_120,,3.5739e-15,1.0569e-16,2.3112e-12,1.3328e-08,2.8365e-23,3.7214e-19,4.3144e-11,,1.2805e-16
+sFC,,1.5838e-05,6.6228e-01,1.5639e-06,1.2376e-12,2.8385e-27,9.9799e-26,6.5910e-21,1.2805e-16,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index ad14beb6..dd9a92b7 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.4171,0.0000,0.0000,0.0000,0.0056,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.4171,0.0000,,0.0000,0.0000,0.0000,0.0064,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0056,0.0000,0.0064,0.0000,0.0000,0.0000,,0.0006
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0006,
+SVWP_joint,,,3.0764e-14,7.2003e-08,7.7741e-12,1.7117e-23,7.0874e-21,1.9517e-17,1.0474e-13,4.2071e-17
+DCC_joint,,3.0764e-14,,1.1810e-10,4.1712e-01,4.9355e-23,2.6534e-19,3.6865e-12,5.6325e-03,3.9847e-10
+DCC_bivariate_loop,,7.2003e-08,1.1810e-10,,8.5571e-08,3.0593e-23,3.3756e-20,1.0766e-15,1.4899e-10,4.5164e-15
+SW_cross_validated,,7.7741e-12,4.1712e-01,8.5571e-08,,1.7004e-20,3.9561e-16,1.1946e-09,6.3974e-03,4.8036e-07
+SW_15,,1.7117e-23,4.9355e-23,3.0593e-23,1.7004e-20,,2.5766e-17,6.0166e-21,1.4153e-20,5.0527e-23
+SW_30,,7.0874e-21,2.6534e-19,3.3756e-20,3.9561e-16,2.5766e-17,,5.9575e-15,8.5068e-16,9.2204e-19
+SW_60,,1.9517e-17,3.6865e-12,1.0766e-15,1.1946e-09,6.0166e-21,5.9575e-15,,9.1206e-08,1.8709e-07
+SW_120,,1.0474e-13,5.6325e-03,1.4899e-10,6.3974e-03,1.4153e-20,8.5068e-16,9.1206e-08,,6.1273e-04
+sFC,,4.2071e-17,3.9847e-10,4.5164e-15,4.8036e-07,5.0527e-23,9.2204e-19,1.8709e-07,6.1273e-04,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 8ece79e6..447c42ea 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0001,0.0011
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.2287,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,0.2287,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0011,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.6736e-16,1.0398e-08,2.3115e-16,2.3982e-24,7.4977e-21,8.6229e-18,4.0657e-16,1.2004e-16
+DCC_joint,,8.6736e-16,,4.4315e-13,3.4142e-07,8.5685e-26,6.5396e-20,3.7680e-12,3.3515e-09,1.2635e-05
+DCC_bivariate_loop,,1.0398e-08,4.4315e-13,,3.3686e-14,9.7103e-25,1.7458e-20,2.5828e-16,4.0183e-14,1.5754e-14
+SW_cross_validated,,2.3115e-16,3.4142e-07,3.3686e-14,,8.5857e-23,5.1509e-16,4.5901e-05,1.4127e-04,1.0850e-03
+SW_15,,2.3982e-24,8.5685e-26,9.7103e-25,8.5857e-23,,1.2854e-19,4.1386e-23,3.0140e-19,1.4501e-25
+SW_30,,7.4977e-21,6.5396e-20,1.7458e-20,5.1509e-16,1.2854e-19,,2.7907e-15,3.1003e-11,3.2501e-19
+SW_60,,8.6229e-18,3.7680e-12,2.5828e-16,4.5901e-05,4.1386e-23,2.7907e-15,,2.2873e-01,7.5044e-10
+SW_120,,4.0657e-16,3.3515e-09,4.0183e-14,1.4127e-04,3.0140e-19,3.1003e-11,2.2873e-01,,2.4440e-07
+sFC,,1.2004e-16,1.2635e-05,1.5754e-14,1.0850e-03,1.4501e-25,3.2501e-19,7.5044e-10,2.4440e-07,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 6674625b..64554f0d 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0002
-DCC_joint,,0.0001,,0.0051,0.0000,0.0000,0.0000,0.0000,0.0000,0.9238
-DCC_bivariate_loop,,0.0000,0.0051,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0053
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0002,0.9238,0.0053,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.0592e-04,1.4309e-06,6.6282e-11,2.2132e-25,1.3829e-20,4.0102e-16,5.3936e-13,1.8640e-04
+DCC_joint,,1.0592e-04,,5.0576e-03,5.5479e-09,2.8714e-26,9.4157e-21,1.3039e-15,6.2001e-12,9.2382e-01
+DCC_bivariate_loop,,1.4309e-06,5.0576e-03,,1.5512e-05,6.5485e-24,8.4039e-19,1.1033e-13,5.9250e-10,5.2720e-03
+SW_cross_validated,,6.6282e-11,5.5479e-09,1.5512e-05,,1.0893e-23,6.7393e-18,1.0910e-11,6.8114e-07,8.3806e-09
+SW_15,,2.2132e-25,2.8714e-26,6.5485e-24,1.0893e-23,,1.2379e-17,7.0214e-20,8.0675e-20,7.8971e-26
+SW_30,,1.3829e-20,9.4157e-21,8.4039e-19,6.7393e-18,1.2379e-17,,1.0624e-11,1.9252e-13,1.7771e-20
+SW_60,,4.0102e-16,1.3039e-15,1.1033e-13,1.0910e-11,7.0214e-20,1.0624e-11,,3.5359e-05,1.9766e-15
+SW_120,,5.3936e-13,6.2001e-12,5.9250e-10,6.8114e-07,8.0675e-20,1.9252e-13,3.5359e-05,,8.0655e-12
+sFC,,1.8640e-04,9.2382e-01,5.2720e-03,8.3806e-09,7.8971e-26,1.7771e-20,1.9766e-15,8.0655e-12,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 35e3912b..f9996b28 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0010,0.0092,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0004,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0010,0.0000,0.0000,0.0000,0.0000,,0.0000,0.9062
-SW_120,,0.0000,0.0092,0.0000,0.0004,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.9062,0.0000,
+SVWP_joint,,,2.0346e-15,3.6727e-07,2.2232e-10,1.6309e-24,2.3434e-20,1.6080e-15,8.1184e-13,2.9015e-18
+DCC_joint,,2.0346e-15,,1.4997e-14,2.4653e-07,2.4169e-22,3.4800e-15,1.0418e-03,9.1966e-03,9.8152e-06
+DCC_bivariate_loop,,3.6727e-07,1.4997e-14,,3.1727e-07,4.8683e-26,5.9930e-21,1.3809e-14,6.7777e-11,3.0455e-19
+SW_cross_validated,,2.2232e-10,2.4653e-07,3.1727e-07,,3.3031e-21,7.1185e-16,4.9939e-09,3.6280e-04,8.4557e-11
+SW_15,,1.6309e-24,2.4169e-22,4.8683e-26,3.3031e-21,,1.8124e-18,5.9896e-20,1.6849e-20,3.1147e-25
+SW_30,,2.3434e-20,3.4800e-15,5.9930e-21,7.1185e-16,1.8124e-18,,4.0503e-12,2.5335e-14,3.8522e-16
+SW_60,,1.6080e-15,1.0418e-03,1.3809e-14,4.9939e-09,5.9896e-20,4.0503e-12,,1.5136e-05,9.0624e-01
+SW_120,,8.1184e-13,9.1966e-03,6.7777e-11,3.6280e-04,1.6849e-20,2.5335e-14,1.5136e-05,,5.2407e-07
+sFC,,2.9015e-18,9.8152e-06,3.0455e-19,8.4557e-11,3.1147e-25,3.8522e-16,9.0624e-01,5.2407e-07,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index cc7d5f7d..61f19526 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2727,0.0000,0.0048,0.0000,0.0000,0.0000,0.3413,0.0789
-DCC_joint,,0.2727,,0.0000,0.0009,0.0000,0.0000,0.0000,0.6540,0.0531
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0317,0.0004,0.0732,0.0000,0.0000
-SW_cross_validated,,0.0048,0.0009,0.0000,,0.0000,0.0000,0.0000,0.0003,0.0041
-SW_15,,0.0000,0.0000,0.0317,0.0000,,0.0000,0.0003,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0004,0.0000,0.0000,,0.0015,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0732,0.0000,0.0003,0.0015,,0.0000,0.0000
-SW_120,,0.3413,0.6540,0.0000,0.0003,0.0000,0.0000,0.0000,,0.0037
-sFC,,0.0789,0.0531,0.0000,0.0041,0.0000,0.0000,0.0000,0.0037,
+SVWP_joint,,,2.7275e-01,2.6771e-07,4.8451e-03,1.0118e-05,1.9001e-09,1.2903e-08,3.4128e-01,7.8924e-02
+DCC_joint,,2.7275e-01,,2.3367e-12,8.7618e-04,4.9320e-10,7.9035e-16,3.7657e-16,6.5400e-01,5.3141e-02
+DCC_bivariate_loop,,2.6771e-07,2.3367e-12,,1.5811e-12,3.1657e-02,3.6271e-04,7.3210e-02,1.1553e-12,7.1667e-14
+SW_cross_validated,,4.8451e-03,8.7618e-04,1.5811e-12,,9.5577e-11,4.5330e-15,6.3701e-15,2.5483e-04,4.0974e-03
+SW_15,,1.0118e-05,4.9320e-10,3.1657e-02,9.5577e-11,,3.8035e-06,2.8101e-04,3.3388e-10,2.3765e-11
+SW_30,,1.9001e-09,7.9035e-16,3.6271e-04,4.5330e-15,3.8035e-06,,1.5335e-03,1.9076e-16,5.2244e-18
+SW_60,,1.2903e-08,3.7657e-16,7.3210e-02,6.3701e-15,2.8101e-04,1.5335e-03,,3.9842e-17,1.4212e-19
+SW_120,,3.4128e-01,6.5400e-01,1.1553e-12,2.5483e-04,3.3388e-10,1.9076e-16,3.9842e-17,,3.6920e-03
+sFC,,7.8924e-02,5.3141e-02,7.1667e-14,4.0974e-03,2.3765e-11,5.2244e-18,1.4212e-19,3.6920e-03,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index 4853c5e6..007e39b5 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0758,0.2215,0.0000,0.0000,0.0000,0.0000,0.0000,0.0022
-DCC_joint,,0.0758,,0.6107,0.0000,0.0000,0.0000,0.0000,0.0000,0.0534
-DCC_bivariate_loop,,0.2215,0.6107,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0390
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0007,0.8012,0.5336,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0007,0.0001,,0.0071,0.0012,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.8012,0.0000,0.0071,,0.5069,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.5336,0.0000,0.0012,0.5069,,0.0000
-sFC,,0.0022,0.0534,0.0390,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.5833e-02,2.2145e-01,3.2720e-09,2.9611e-12,2.6702e-09,3.2589e-07,4.7224e-07,2.2091e-03
+DCC_joint,,7.5833e-02,,6.1067e-01,1.5453e-12,1.0517e-13,5.9922e-11,3.9503e-09,3.3569e-09,5.3405e-02
+DCC_bivariate_loop,,2.2145e-01,6.1067e-01,,8.0745e-11,5.0665e-13,3.1427e-10,2.5048e-08,2.7964e-08,3.8951e-02
+SW_cross_validated,,3.2720e-09,1.5453e-12,8.0745e-11,,3.7358e-09,6.9209e-04,8.0122e-01,5.3359e-01,2.8330e-15
+SW_15,,2.9611e-12,1.0517e-13,5.0665e-13,3.7358e-09,,9.6879e-05,1.7858e-07,2.9122e-08,1.2704e-14
+SW_30,,2.6702e-09,5.9922e-11,3.1427e-10,6.9209e-04,9.6879e-05,,7.1071e-03,1.1856e-03,5.2741e-12
+SW_60,,3.2589e-07,3.9503e-09,2.5048e-08,8.0122e-01,1.7858e-07,7.1071e-03,,5.0689e-01,2.1871e-10
+SW_120,,4.7224e-07,3.3569e-09,2.7964e-08,5.3359e-01,2.9122e-08,1.1856e-03,5.0689e-01,,1.2209e-10
+sFC,,2.2091e-03,5.3405e-02,3.8951e-02,2.8330e-15,1.2704e-14,5.2741e-12,2.1871e-10,1.2209e-10,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index 9241b3d3..890fa154 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0005,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,0.0006
-DCC_joint,,0.0005,,0.4183,0.0057,0.0000,0.0000,0.0000,0.0003,0.7558
-DCC_bivariate_loop,,0.0002,0.4183,,0.0785,0.0000,0.0000,0.0000,0.0034,0.2651
-SW_cross_validated,,0.0000,0.0057,0.0785,,0.0000,0.0000,0.0000,0.0410,0.0016
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0002,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0002,,0.0002,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0002,,0.0050,0.0000
-SW_120,,0.0000,0.0003,0.0034,0.0410,0.0000,0.0000,0.0050,,0.0001
-sFC,,0.0006,0.7558,0.2651,0.0016,0.0000,0.0000,0.0000,0.0001,
+SVWP_joint,,,5.2158e-04,1.8192e-04,5.5826e-08,5.5870e-15,6.2037e-12,1.2266e-10,5.4025e-08,6.2281e-04
+DCC_joint,,5.2158e-04,,4.1835e-01,5.7407e-03,4.7749e-13,9.7275e-10,2.2598e-07,2.8422e-04,7.5578e-01
+DCC_bivariate_loop,,1.8192e-04,4.1835e-01,,7.8487e-02,3.2284e-12,6.7448e-09,3.3611e-06,3.4054e-03,2.6514e-01
+SW_cross_validated,,5.5826e-08,5.7407e-03,7.8487e-02,,8.6964e-13,6.7165e-09,7.7904e-06,4.1012e-02,1.5577e-03
+SW_15,,5.5870e-15,4.7749e-13,3.2284e-12,8.6964e-13,,1.5055e-04,3.1637e-09,9.1665e-11,1.9704e-13
+SW_30,,6.2037e-12,9.7275e-10,6.7448e-09,6.7165e-09,1.5055e-04,,1.6193e-04,8.1982e-07,4.2178e-10
+SW_60,,1.2266e-10,2.2598e-07,3.3611e-06,7.7904e-06,3.1637e-09,1.6193e-04,,5.0232e-03,6.8928e-08
+SW_120,,5.4025e-08,2.8422e-04,3.4054e-03,4.1012e-02,9.1665e-11,8.1982e-07,5.0232e-03,,9.6975e-05
+sFC,,6.2281e-04,7.5578e-01,2.6514e-01,1.5577e-03,1.9704e-13,4.2178e-10,6.8928e-08,9.6975e-05,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index e0605271..2a5a08d1 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0041,0.2885,0.0000,0.0016,0.4996,0.2791,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0041,0.0000,,0.0049,0.0000,0.5557,0.0010,0.0049,0.0000
-SW_cross_validated,,0.2885,0.0000,0.0049,,0.0000,0.0013,0.5394,0.9790,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0016,0.0000,0.5557,0.0013,0.0000,,0.0003,0.0013,0.0000
-SW_60,,0.4996,0.0000,0.0010,0.5394,0.0000,0.0003,,0.5183,0.0000
-SW_120,,0.2791,0.0000,0.0049,0.9790,0.0000,0.0013,0.5183,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.6627e-11,4.0858e-03,2.8854e-01,1.9320e-07,1.6210e-03,4.9956e-01,2.7912e-01,6.9543e-18
+DCC_joint,,1.6627e-11,,8.3412e-12,4.1897e-13,5.8166e-08,1.5594e-11,1.9653e-13,3.8799e-13,8.5969e-14
+DCC_bivariate_loop,,4.0858e-03,8.3412e-12,,4.8584e-03,2.3340e-06,5.5572e-01,1.0499e-03,4.8546e-03,3.3584e-21
+SW_cross_validated,,2.8854e-01,4.1897e-13,4.8584e-03,,9.8912e-09,1.2888e-03,5.3935e-01,9.7902e-01,3.0633e-22
+SW_15,,1.9320e-07,5.8166e-08,2.3340e-06,9.8912e-09,,7.5628e-06,3.0441e-09,9.2113e-09,1.5057e-18
+SW_30,,1.6210e-03,1.5594e-11,5.5572e-01,1.2888e-03,7.5628e-06,,2.7183e-04,1.2744e-03,5.4240e-21
+SW_60,,4.9956e-01,1.9653e-13,1.0499e-03,5.3935e-01,3.0441e-09,2.7183e-04,,5.1833e-01,8.9702e-23
+SW_120,,2.7912e-01,3.8799e-13,4.8546e-03,9.7902e-01,9.2113e-09,1.2744e-03,5.1833e-01,,2.2796e-22
+sFC,,6.9543e-18,8.5969e-14,3.3584e-21,3.0633e-22,1.5057e-18,5.4240e-21,8.9702e-23,2.2796e-22,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index e12129f7..fd417d77 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0005,0.0001,0.0000,0.0863,0.0026,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.5199,0.0000
-DCC_bivariate_loop,,0.0005,0.0000,,0.0112,0.0170,0.0002,0.2268,0.0000,0.0000
-SW_cross_validated,,0.0001,0.0000,0.0112,,0.1136,0.0003,0.0049,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0170,0.1136,,0.0000,0.0041,0.0000,0.0000
-SW_30,,0.0863,0.0000,0.0002,0.0003,0.0000,,0.0078,0.0000,0.0000
-SW_60,,0.0026,0.0000,0.2268,0.0049,0.0041,0.0078,,0.0000,0.0000
-SW_120,,0.0000,0.5199,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.7448e-13,4.7690e-04,1.0375e-04,4.7830e-05,8.6257e-02,2.6140e-03,4.0937e-13,4.9518e-15
+DCC_joint,,2.7448e-13,,1.7590e-18,1.9092e-07,5.1836e-15,1.0379e-17,4.9245e-17,5.1988e-01,4.1318e-11
+DCC_bivariate_loop,,4.7690e-04,1.7590e-18,,1.1235e-02,1.7004e-02,1.7364e-04,2.2681e-01,6.3807e-18,4.3108e-23
+SW_cross_validated,,1.0375e-04,1.9092e-07,1.1235e-02,,1.1364e-01,2.9787e-04,4.9201e-03,2.9532e-07,1.1864e-09
+SW_15,,4.7830e-05,5.1836e-15,1.7004e-02,1.1364e-01,,1.1695e-05,4.1041e-03,1.2088e-14,3.7880e-18
+SW_30,,8.6257e-02,1.0379e-17,1.7364e-04,2.9787e-04,1.1695e-05,,7.8465e-03,2.4976e-17,9.2000e-21
+SW_60,,2.6140e-03,4.9245e-17,2.2681e-01,4.9201e-03,4.1041e-03,7.8465e-03,,1.2510e-16,2.5549e-20
+SW_120,,4.0937e-13,5.1988e-01,6.3807e-18,2.9532e-07,1.2088e-14,2.4976e-17,1.2510e-16,,6.8441e-11
+sFC,,4.9518e-15,4.1318e-11,4.3108e-23,1.1864e-09,3.7880e-18,9.2000e-21,2.5549e-20,6.8441e-11,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index 05576e7f..cf40a1f4 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0203,0.0109,0.0000,0.0000,0.0052,0.0187,0.0000,0.0136
-DCC_joint,,0.0203,,0.1719,0.0000,0.0000,0.0016,0.0031,0.0000,0.7506
-DCC_bivariate_loop,,0.0109,0.1719,,0.0000,0.0000,0.0008,0.0014,0.0000,0.2295
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.4082,0.4263,0.1350,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0015,0.0000,0.0002,0.0000
-SW_30,,0.0052,0.0016,0.0008,0.4082,0.0015,,0.2163,0.9464,0.0015
-SW_60,,0.0187,0.0031,0.0014,0.4263,0.0000,0.2163,,0.0631,0.0026
-SW_120,,0.0000,0.0000,0.0000,0.1350,0.0002,0.9464,0.0631,,0.0000
-sFC,,0.0136,0.7506,0.2295,0.0000,0.0000,0.0015,0.0026,0.0000,
+SVWP_joint,,,2.0300e-02,1.0855e-02,3.7819e-05,1.3365e-07,5.1837e-03,1.8668e-02,5.5611e-06,1.3567e-02
+DCC_joint,,2.0300e-02,,1.7188e-01,1.8120e-06,5.1497e-08,1.6159e-03,3.0938e-03,5.5103e-07,7.5055e-01
+DCC_bivariate_loop,,1.0855e-02,1.7188e-01,,2.7497e-06,4.1709e-08,8.4026e-04,1.3726e-03,6.5904e-07,2.2949e-01
+SW_cross_validated,,3.7819e-05,1.8120e-06,2.7497e-06,,1.8779e-05,4.0817e-01,4.2634e-01,1.3498e-01,1.5397e-06
+SW_15,,1.3365e-07,5.1497e-08,4.1709e-08,1.8779e-05,,1.4646e-03,1.9651e-05,1.8908e-04,4.8064e-08
+SW_30,,5.1837e-03,1.6159e-03,8.4026e-04,4.0817e-01,1.4646e-03,,2.1634e-01,9.4643e-01,1.4566e-03
+SW_60,,1.8668e-02,3.0938e-03,1.3726e-03,4.2634e-01,1.9651e-05,2.1634e-01,,6.3134e-02,2.6482e-03
+SW_120,,5.5611e-06,5.5103e-07,6.5904e-07,1.3498e-01,1.8908e-04,9.4643e-01,6.3134e-02,,4.8257e-07
+sFC,,1.3567e-02,7.5055e-01,2.2949e-01,1.5397e-06,4.8064e-08,1.4566e-03,2.6482e-03,4.8257e-07,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index 44d24370..0ecb2f25 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.7817,0.0084,0.0000,0.8146,0.1383,0.0649,0.0000
-DCC_joint,,0.0000,,0.0000,0.0001,0.0399,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.7817,0.0000,,0.0023,0.0000,0.9593,0.1059,0.0102,0.0000
-SW_cross_validated,,0.0084,0.0001,0.0023,,0.0234,0.0108,0.0004,0.1296,0.0000
-SW_15,,0.0000,0.0399,0.0000,0.0234,,0.0000,0.0000,0.0001,0.0000
-SW_30,,0.8146,0.0000,0.9593,0.0108,0.0000,,0.3215,0.0771,0.0000
-SW_60,,0.1383,0.0000,0.1059,0.0004,0.0000,0.3215,,0.0010,0.0000
-SW_120,,0.0649,0.0000,0.0102,0.1296,0.0001,0.0771,0.0010,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.8020e-09,7.8171e-01,8.4283e-03,7.0073e-06,8.1463e-01,1.3831e-01,6.4934e-02,2.0379e-22
+DCC_joint,,2.8020e-09,,1.2080e-11,1.1447e-04,3.9928e-02,4.6819e-08,3.0575e-11,1.3301e-08,2.1473e-23
+DCC_bivariate_loop,,7.8171e-01,1.2080e-11,,2.2561e-03,5.7884e-07,9.5933e-01,1.0588e-01,1.0176e-02,5.8891e-27
+SW_cross_validated,,8.4283e-03,1.1447e-04,2.2561e-03,,2.3436e-02,1.0815e-02,3.9363e-04,1.2957e-01,7.8034e-19
+SW_15,,7.0073e-06,3.9928e-02,5.7884e-07,2.3436e-02,,2.2599e-05,2.1866e-07,1.0567e-04,2.3785e-19
+SW_30,,8.1463e-01,4.6819e-08,9.5933e-01,1.0815e-02,2.2599e-05,,3.2154e-01,7.7112e-02,3.3220e-20
+SW_60,,1.3831e-01,3.0575e-11,1.0588e-01,3.9363e-04,2.1866e-07,3.2154e-01,,9.7284e-04,2.2033e-24
+SW_120,,6.4934e-02,1.3301e-08,1.0176e-02,1.2957e-01,1.0567e-04,7.7112e-02,9.7284e-04,,1.6178e-23
+sFC,,2.0379e-22,2.1473e-23,5.8891e-27,7.8034e-19,2.3785e-19,3.3220e-20,2.2033e-24,1.6178e-23,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index fc04c86d..8c35a2da 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0075,0.7813,0.0000,0.0000,0.0000,0.0000,0.0000,0.0038
-DCC_joint,,0.0075,,0.0552,0.0000,0.0000,0.0000,0.0000,0.0000,0.9328
-DCC_bivariate_loop,,0.7813,0.0552,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0407
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0007,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0054,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0007,0.0000,0.0000,0.0054,,0.0000
-sFC,,0.0038,0.9328,0.0407,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,7.5129e-03,7.8126e-01,3.7402e-17,1.0146e-27,3.7740e-24,4.6447e-19,4.5596e-12,3.7920e-03
+DCC_joint,,7.5129e-03,,5.5229e-02,2.8304e-14,7.9577e-26,4.0834e-22,3.7847e-17,4.9852e-11,9.3280e-01
+DCC_bivariate_loop,,7.8126e-01,5.5229e-02,,5.8109e-14,7.1911e-25,2.7416e-21,9.4324e-17,2.1940e-11,4.0680e-02
+SW_cross_validated,,3.7402e-17,2.8304e-14,5.8109e-14,,4.3851e-26,5.6834e-21,4.8247e-12,7.2011e-04,8.5312e-15
+SW_15,,1.0146e-27,7.9577e-26,7.1911e-25,4.3851e-26,,8.4961e-20,1.0346e-22,7.3904e-18,2.4812e-26
+SW_30,,3.7740e-24,4.0834e-22,2.7416e-21,5.6834e-21,8.4961e-20,,9.6330e-16,5.0700e-12,1.2895e-22
+SW_60,,4.6447e-19,3.7847e-17,9.4324e-17,4.8247e-12,1.0346e-22,9.6330e-16,,5.4112e-03,1.5536e-17
+SW_120,,4.5596e-12,4.9852e-11,2.1940e-11,7.2011e-04,7.3904e-18,5.0700e-12,5.4112e-03,,4.1110e-11
+sFC,,3.7920e-03,9.3280e-01,4.0680e-02,8.5312e-15,2.4812e-26,1.2895e-22,1.5536e-17,4.1110e-11,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index a0ba7267..53c35a14 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0026,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0088
-DCC_joint,,0.0026,,0.0011,0.0000,0.0000,0.0000,0.0000,0.0000,0.5961
-DCC_bivariate_loop,,0.0000,0.0011,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0004
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0088,0.5961,0.0004,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.6461e-03,1.0881e-06,1.4210e-14,6.5054e-23,7.1089e-21,4.2470e-18,1.5896e-15,8.7586e-03
+DCC_joint,,2.6461e-03,,1.1062e-03,5.2857e-14,3.7243e-23,4.0580e-21,4.1399e-18,4.1741e-15,5.9607e-01
+DCC_bivariate_loop,,1.0881e-06,1.1062e-03,,6.9642e-13,3.3395e-23,4.0454e-21,8.2000e-18,2.7944e-14,3.6347e-04
+SW_cross_validated,,1.4210e-14,5.2857e-14,6.9642e-13,,4.9146e-23,1.0867e-20,1.8132e-15,3.7960e-07,4.7497e-14
+SW_15,,6.5054e-23,3.7243e-23,3.3395e-23,4.9146e-23,,8.0199e-16,1.9718e-20,1.3272e-21,4.3270e-23
+SW_30,,7.1089e-21,4.0580e-21,4.0454e-21,1.0867e-20,8.0199e-16,,1.5135e-15,3.2932e-18,4.8459e-21
+SW_60,,4.2470e-18,4.1399e-18,8.2000e-18,1.8132e-15,1.9718e-20,1.5135e-15,,7.2661e-11,4.6040e-18
+SW_120,,1.5896e-15,4.1741e-15,2.7944e-14,3.7960e-07,1.3272e-21,3.2932e-18,7.2661e-11,,3.9073e-15
+sFC,,8.7586e-03,5.9607e-01,3.6347e-04,4.7497e-14,4.3270e-23,4.8459e-21,4.6040e-18,3.9073e-15,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index 82cb0d4f..22c8d4cb 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0019,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0092
-DCC_joint,,0.0019,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.2356
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0092,0.2356,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.9166e-03,3.1527e-07,1.9878e-15,9.0023e-25,8.1021e-23,5.1910e-19,2.8785e-15,9.2077e-03
+DCC_joint,,1.9166e-03,,2.7408e-06,1.4686e-18,3.8821e-27,1.5699e-26,1.8057e-21,2.3750e-16,2.3558e-01
+DCC_bivariate_loop,,3.1527e-07,2.7408e-06,,1.5422e-12,1.7078e-24,2.5935e-22,1.0242e-17,5.6584e-13,7.5188e-07
+SW_cross_validated,,1.9878e-15,1.4686e-18,1.5422e-12,,6.8584e-25,8.1318e-23,2.2490e-15,4.8536e-06,1.3377e-18
+SW_15,,9.0023e-25,3.8821e-27,1.7078e-24,6.8584e-25,,2.8168e-18,1.7217e-21,1.1138e-21,4.2546e-27
+SW_30,,8.1021e-23,1.5699e-26,2.5935e-22,8.1318e-23,2.8168e-18,,2.8923e-16,1.0320e-17,1.9749e-26
+SW_60,,5.1910e-19,1.8057e-21,1.0242e-17,2.2490e-15,1.7217e-21,2.8923e-16,,1.3646e-09,1.7707e-21
+SW_120,,2.8785e-15,2.3750e-16,5.6584e-13,4.8536e-06,1.1138e-21,1.0320e-17,1.3646e-09,,1.8189e-16
+sFC,,9.2077e-03,2.3558e-01,7.5188e-07,1.3377e-18,4.2546e-27,1.9749e-26,1.7707e-21,1.8189e-16,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index 6f02f35b..4303ce1e 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0061,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0320,0.0000,0.0000,0.0000,0.0002,0.0000
-DCC_bivariate_loop,,0.0061,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0320,0.0000,,0.0000,0.0000,0.0000,0.0165,0.0002
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0002,0.0000,0.0165,0.0000,0.0000,0.0000,,0.8843
-sFC,,0.0000,0.0000,0.0000,0.0002,0.0000,0.0000,0.0000,0.8843,
+SVWP_joint,,,4.2744e-11,6.0672e-03,4.4775e-11,1.1013e-22,1.1488e-19,4.0321e-16,5.9857e-11,1.5061e-14
+DCC_joint,,4.2744e-11,,1.2261e-09,3.2032e-02,5.2972e-23,4.2486e-19,3.4551e-13,2.2084e-04,4.0676e-09
+DCC_bivariate_loop,,6.0672e-03,1.2261e-09,,9.1808e-10,7.3507e-23,1.1439e-19,9.9471e-16,7.8358e-10,6.5084e-14
+SW_cross_validated,,4.4775e-11,3.2032e-02,9.1808e-10,,4.2986e-21,9.9925e-17,3.9791e-10,1.6509e-02,1.6346e-04
+SW_15,,1.1013e-22,5.2972e-23,7.3507e-23,4.2986e-21,,1.9849e-16,9.6634e-21,2.3362e-18,2.0892e-23
+SW_30,,1.1488e-19,4.2486e-19,1.1439e-19,9.9925e-17,1.9849e-16,,1.5395e-14,2.3019e-13,5.5466e-19
+SW_60,,4.0321e-16,3.4551e-13,9.9471e-16,3.9791e-10,9.6634e-21,1.5395e-14,,1.1245e-05,1.6019e-10
+SW_120,,5.9857e-11,2.2084e-04,7.8358e-10,1.6509e-02,2.3362e-18,2.3019e-13,1.1245e-05,,8.8425e-01
+sFC,,1.5061e-14,4.0676e-09,6.5084e-14,1.6346e-04,2.0892e-23,5.5466e-19,1.6019e-10,8.8425e-01,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 72f9280a..289473da 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.4037,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_bivariate_loop,,0.4037,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0001,0.0005,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,,0.1850,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0005,0.0000,0.0000,0.1850,,0.0000
-sFC,,0.0000,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.1831e-10,4.0373e-01,4.1113e-13,3.4849e-21,8.7484e-18,3.9217e-14,7.2783e-13,2.8619e-11
+DCC_joint,,4.1831e-10,,9.0342e-13,5.0154e-11,2.8783e-24,4.4408e-20,1.6301e-13,6.4810e-10,6.8561e-05
+DCC_bivariate_loop,,4.0373e-01,9.0342e-13,,9.7981e-16,6.8498e-24,1.2301e-20,7.7431e-17,3.7678e-14,3.3506e-14
+SW_cross_validated,,4.1113e-13,5.0154e-11,9.7981e-16,,4.5894e-22,2.6865e-16,1.4166e-04,5.3509e-04,5.9490e-09
+SW_15,,3.4849e-21,2.8783e-24,6.8498e-24,4.5894e-22,,1.4296e-17,1.7387e-21,1.6335e-17,3.6142e-24
+SW_30,,8.7484e-18,4.4408e-20,1.2301e-20,2.6865e-16,1.4296e-17,,6.6464e-15,2.9165e-10,1.0513e-19
+SW_60,,3.9217e-14,1.6301e-13,7.7431e-17,1.4166e-04,1.7387e-21,6.6464e-15,,1.8502e-01,4.0269e-12
+SW_120,,7.2783e-13,6.4810e-10,3.7678e-14,5.3509e-04,1.6335e-17,2.9165e-10,1.8502e-01,,1.2375e-08
+sFC,,2.8619e-11,6.8561e-05,3.3506e-14,5.9490e-09,3.6142e-24,1.0513e-19,4.0269e-12,1.2375e-08,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 86907885..2af9b5f8 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0062,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0260
-DCC_joint,,0.0062,,0.0042,0.0000,0.0000,0.0000,0.0000,0.0000,0.6434
-DCC_bivariate_loop,,0.0000,0.0042,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0026
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0260,0.6434,0.0026,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.2455e-03,2.1133e-05,2.1484e-15,8.9499e-26,7.1458e-21,4.1082e-17,3.2900e-15,2.6026e-02
+DCC_joint,,6.2455e-03,,4.1959e-03,1.1573e-14,8.0205e-26,1.1230e-20,1.0939e-16,1.2883e-14,6.4340e-01
+DCC_bivariate_loop,,2.1133e-05,4.1959e-03,,2.9576e-11,1.0155e-23,5.3783e-19,7.5814e-15,1.5238e-12,2.5535e-03
+SW_cross_validated,,2.1484e-15,1.1573e-14,2.9576e-11,,2.9300e-24,1.0052e-17,3.2617e-11,1.5808e-06,3.3826e-14
+SW_15,,8.9499e-26,8.0205e-26,1.0155e-23,2.9300e-24,,1.5323e-15,3.7008e-19,2.2225e-20,2.9001e-25
+SW_30,,7.1458e-21,1.1230e-20,5.3783e-19,1.0052e-17,1.5323e-15,,2.1886e-11,6.0380e-14,2.3109e-20
+SW_60,,4.1082e-17,1.0939e-16,7.5814e-15,3.2617e-11,3.7008e-19,2.1886e-11,,1.7981e-05,1.8651e-16
+SW_120,,3.2900e-15,1.2883e-14,1.5238e-12,1.5808e-06,2.2225e-20,6.0380e-14,1.7981e-05,,2.0352e-14
+sFC,,2.6026e-02,6.4340e-01,2.5535e-03,3.3826e-14,2.9001e-25,2.3109e-20,1.8651e-16,2.0352e-14,
diff --git a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index e508a089..7711fd23 100644
--- a/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/HCP_noise_snr_6/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0258,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0021,0.0000,0.0000,0.0000,0.2033,0.0000
-DCC_bivariate_loop,,0.0258,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0021,0.0000,,0.0000,0.0000,0.0000,0.0007,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0001
-SW_120,,0.0000,0.2033,0.0000,0.0007,0.0000,0.0000,0.0001,,0.0215
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001,0.0215,
+SVWP_joint,,,2.3701e-15,2.5780e-02,6.0446e-14,4.0637e-25,2.3458e-21,3.7902e-17,1.3626e-13,5.2006e-20
+DCC_joint,,2.3701e-15,,1.0502e-14,2.0708e-03,1.5866e-21,6.8387e-16,2.1422e-07,2.0328e-01,1.0537e-05
+DCC_bivariate_loop,,2.5780e-02,1.0502e-14,,3.5864e-13,6.0547e-25,4.4816e-21,1.0927e-16,5.3436e-13,1.7265e-19
+SW_cross_validated,,6.0446e-14,2.0708e-03,3.5864e-13,,5.4957e-22,8.1812e-17,1.2125e-09,6.6523e-04,2.7283e-09
+SW_15,,4.0637e-25,1.5866e-21,6.0547e-25,5.4957e-22,,4.5834e-16,1.5767e-19,2.9032e-19,3.2406e-23
+SW_30,,2.3458e-21,6.8387e-16,4.4816e-21,8.1812e-17,4.5834e-16,,2.2620e-12,1.5910e-13,1.2122e-16
+SW_60,,3.7902e-17,2.1422e-07,1.0927e-16,1.2125e-09,1.5767e-19,2.2620e-12,,6.1346e-05,9.4178e-05
+SW_120,,1.3626e-13,2.0328e-01,5.3436e-13,6.6523e-04,2.9032e-19,1.5910e-13,6.1346e-05,,2.1451e-02
+sFC,,5.2006e-20,1.0537e-05,1.7265e-19,2.7283e-09,3.2406e-23,1.2122e-16,9.4178e-05,2.1451e-02,
diff --git a/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_30.csv b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_30.csv
new file mode 100644
index 00000000..5531aac1
--- /dev/null
+++ b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_30.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf
+1,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf
+2,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf
+3,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf
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+8,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf
+9,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf
diff --git a/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_60.csv b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_60.csv
new file mode 100644
index 00000000..50586a32
--- /dev/null
+++ b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_SW_60.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-16.28,-16.00,-15.77,-14.96,-15.68,-15.86,-15.03,-14.04,-15.03,-15.72,-15.34
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+9,-15.62,-15.39,-14.42,-15.09,-14.33,-15.15,-14.41,-16.12,-15.86,-14.93,-15.10
diff --git a/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_sFC.csv b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_sFC.csv
new file mode 100644
index 00000000..e93b06c9
--- /dev/null
+++ b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_1_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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+9,-12.79,-12.71,-12.83,-12.76,-12.85,-12.86,-12.82,-12.77,-12.86,-12.70,-12.76
diff --git a/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_30.csv b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_30.csv
new file mode 100644
index 00000000..5531aac1
--- /dev/null
+++ b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_30.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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+9,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf
diff --git a/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_60.csv b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_60.csv
new file mode 100644
index 00000000..169628b7
--- /dev/null
+++ b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_SW_60.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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diff --git a/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_sFC.csv b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_sFC.csv
new file mode 100644
index 00000000..998e8bb0
--- /dev/null
+++ b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_2_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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diff --git a/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_30.csv b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_30.csv
new file mode 100644
index 00000000..5531aac1
--- /dev/null
+++ b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_30.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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diff --git a/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_60.csv b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_60.csv
new file mode 100644
index 00000000..f5736b11
--- /dev/null
+++ b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_SW_60.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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diff --git a/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_sFC.csv b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_sFC.csv
new file mode 100644
index 00000000..fdb929aa
--- /dev/null
+++ b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_HCP_noise_snr_6_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
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diff --git a/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_30.csv b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_30.csv
new file mode 100644
index 00000000..5531aac1
--- /dev/null
+++ b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_30.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf
+1,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf
+2,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf
+3,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf
+4,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf
+5,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf
+6,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf
+7,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf
+8,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf
+9,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf,-inf
diff --git a/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_60.csv b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_60.csv
new file mode 100644
index 00000000..756efabd
--- /dev/null
+++ b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_SW_60.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-14.61,-14.32,-14.24,-15.23,-14.09,-14.53,-15.43,-14.47,-14.24,-14.75,-14.84
+1,-15.26,-14.24,-14.80,-15.07,-13.46,-15.71,-14.23,-15.07,-16.16,-14.90,-15.15
+2,-14.89,-14.59,-14.71,-14.10,-14.98,-15.47,-15.89,-14.99,-16.75,-15.62,-14.60
+3,-16.35,-14.64,-14.80,-15.69,-16.35,-16.20,-15.38,-16.36,-12.51,-15.52,-14.87
+4,-15.86,-15.58,-14.98,-15.21,-14.60,-15.54,-15.24,-16.12,-14.12,-14.39,-15.49
+5,-15.83,-14.01,-14.74,-14.11,-14.80,-14.70,-14.69,-14.46,-13.95,-15.29,-15.46
+6,-14.61,-14.46,-14.12,-14.76,-14.61,-14.57,-14.86,-14.11,-14.13,-14.84,-14.43
+7,-15.27,-14.72,-13.80,-14.29,-15.53,-15.98,-14.83,-14.87,-13.28,-15.11,-15.18
+8,-15.02,-14.73,-14.01,-14.38,-14.05,-15.18,-14.49,-15.04,-13.63,-14.27,-14.84
+9,-15.23,-14.70,-14.24,-14.39,-14.69,-14.51,-15.55,-14.42,-13.34,-15.59,-14.58
diff --git a/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_sFC.csv b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_sFC.csv
new file mode 100644
index 00000000..5b04a0c0
--- /dev/null
+++ b/results/fmri/sim/d9s/N0400_T0010/imputation_benchmark/LEOO_no_noise_likelihoods_sFC.csv
@@ -0,0 +1,11 @@
+,null,constant,periodic_1,periodic_2,periodic_3,periodic_4,periodic_5,boxcar,stepwise,state_transition,change_point
+0,-12.85,-12.42,-12.91,-13.06,-12.71,-12.72,-13.07,-12.80,-12.79,-12.63,-12.73
+1,-12.94,-12.44,-13.19,-13.19,-12.57,-12.89,-12.66,-12.84,-12.79,-12.75,-12.77
+2,-12.84,-12.27,-12.98,-12.89,-12.96,-13.14,-13.09,-12.83,-13.02,-12.72,-12.74
+3,-13.26,-12.19,-12.86,-13.12,-12.91,-12.86,-13.00,-13.00,-12.60,-13.05,-12.89
+4,-12.75,-12.62,-12.69,-13.01,-12.94,-13.07,-12.99,-12.64,-13.07,-12.81,-12.91
+5,-12.96,-12.40,-13.10,-12.66,-12.95,-12.81,-12.95,-12.67,-12.77,-12.85,-12.91
+6,-13.00,-12.27,-12.90,-12.74,-12.97,-12.86,-12.98,-12.51,-12.96,-12.83,-12.73
+7,-12.84,-12.49,-12.89,-12.86,-12.92,-12.88,-12.89,-12.84,-12.97,-12.75,-12.52
+8,-12.88,-12.52,-12.87,-12.91,-12.74,-12.97,-12.70,-13.01,-13.09,-12.75,-12.93
+9,-12.90,-12.30,-12.86,-12.75,-12.86,-13.07,-13.04,-12.52,-12.86,-12.68,-12.75
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
index 8ff07540..b66b7426 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.9869,0.0000,0.0000,0.0000,0.0000,0.0000,0.1078,0.0229
-DCC_joint,,0.9869,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0468,0.0002
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0382,0.0000,0.0145,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0382,0.0000,,0.0355,0.7360,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0355,,0.0679,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0145,0.0000,0.7360,0.0679,,0.0000,0.0000
-SW_120,,0.1078,0.0468,0.0000,0.0000,0.0000,0.0000,0.0000,,0.9008
-sFC,,0.0229,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,0.9008,
+SVWP_joint,,,9.8692e-01,1.6293e-11,2.2034e-09,1.1919e-10,1.8891e-13,4.1937e-11,1.0782e-01,2.2927e-02
+DCC_joint,,9.8692e-01,,1.5531e-12,5.2926e-12,3.9126e-11,3.0715e-14,1.2583e-11,4.6796e-02,2.3210e-04
+DCC_bivariate_loop,,1.6293e-11,1.5531e-12,,2.6752e-15,3.8216e-02,3.3648e-05,1.4520e-02,4.5546e-12,1.6089e-13
+SW_cross_validated,,2.2034e-09,5.2926e-12,2.6752e-15,,1.5550e-13,2.9840e-16,5.7836e-14,7.8638e-08,2.1037e-11
+SW_15,,1.1919e-10,3.9126e-11,3.8216e-02,1.5550e-13,,3.5457e-02,7.3598e-01,3.9868e-11,8.0499e-12
+SW_30,,1.8891e-13,3.0715e-14,3.3648e-05,2.9840e-16,3.5457e-02,,6.7905e-02,7.8439e-14,6.1518e-15
+SW_60,,4.1937e-11,1.2583e-11,1.4520e-02,5.7836e-14,7.3598e-01,6.7905e-02,,1.4523e-11,2.6024e-12
+SW_120,,1.0782e-01,4.6796e-02,4.5546e-12,7.8638e-08,3.9868e-11,7.8439e-14,1.4523e-11,,9.0079e-01
+sFC,,2.2927e-02,2.3210e-04,1.6089e-13,2.1037e-11,8.0499e-12,6.1518e-15,2.6024e-12,9.0079e-01,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
index 2d114039..2c76fa43 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0200,0.8832,0.2104,0.0000,0.0000,0.0000,0.0066,0.0183
-DCC_joint,,0.0200,,0.0282,0.0006,0.0000,0.0000,0.0000,0.0002,0.9861
-DCC_bivariate_loop,,0.8832,0.0282,,0.1629,0.0000,0.0000,0.0000,0.0055,0.0260
-SW_cross_validated,,0.2104,0.0006,0.1629,,0.0000,0.0000,0.0001,0.0277,0.0005
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0002,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0002,,0.0014,0.0073,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0014,,0.5593,0.0000
-SW_120,,0.0066,0.0002,0.0055,0.0277,0.0000,0.0073,0.5593,,0.0002
-sFC,,0.0183,0.9861,0.0260,0.0005,0.0000,0.0000,0.0000,0.0002,
+SVWP_joint,,,1.9974e-02,8.8321e-01,2.1038e-01,4.5432e-11,2.0495e-08,1.0789e-05,6.6350e-03,1.8274e-02
+DCC_joint,,1.9974e-02,,2.8176e-02,5.7454e-04,1.9488e-12,3.1390e-10,4.7718e-08,2.2991e-04,9.8613e-01
+DCC_bivariate_loop,,8.8321e-01,2.8176e-02,,1.6288e-01,3.9940e-11,1.6892e-08,8.1932e-06,5.4901e-03,2.6038e-02
+SW_cross_validated,,2.1038e-01,5.7454e-04,1.6288e-01,,7.8116e-11,6.0973e-08,6.9975e-05,2.7705e-02,4.6622e-04
+SW_15,,4.5432e-11,1.9488e-12,3.9940e-11,7.8116e-11,,1.6997e-04,9.8952e-08,6.4292e-06,1.5249e-12
+SW_30,,2.0495e-08,3.1390e-10,1.6892e-08,6.0973e-08,1.6997e-04,,1.3564e-03,7.3275e-03,2.3924e-10
+SW_60,,1.0789e-05,4.7718e-08,8.1932e-06,6.9975e-05,9.8952e-08,1.3564e-03,,5.5932e-01,3.5684e-08
+SW_120,,6.6350e-03,2.2991e-04,5.4901e-03,2.7705e-02,6.4292e-06,7.3275e-03,5.5932e-01,,2.1830e-04
+sFC,,1.8274e-02,9.8613e-01,2.6038e-02,4.6622e-04,1.5249e-12,2.3924e-10,3.5684e-08,2.1830e-04,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
index 0509d99b..80841015 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0003,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000,0.0030
-DCC_joint,,0.0003,,0.9927,0.0030,0.0000,0.0000,0.0000,0.0001,0.6889
-DCC_bivariate_loop,,0.0003,0.9927,,0.0030,0.0000,0.0000,0.0000,0.0001,0.6822
-SW_cross_validated,,0.0000,0.0030,0.0030,,0.0000,0.0000,0.0000,0.0269,0.0020
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0166,0.0000
-SW_120,,0.0000,0.0001,0.0001,0.0269,0.0000,0.0000,0.0166,,0.0000
-sFC,,0.0030,0.6889,0.6822,0.0020,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.2098e-04,3.0121e-04,2.7943e-08,6.1371e-17,1.0704e-16,1.3087e-11,9.6141e-09,2.9501e-03
+DCC_joint,,3.2098e-04,,9.9271e-01,2.9898e-03,1.4656e-14,1.4643e-12,7.5051e-08,5.1548e-05,6.8895e-01
+DCC_bivariate_loop,,3.0121e-04,9.9271e-01,,3.0034e-03,1.4365e-14,1.4195e-12,7.4165e-08,5.1529e-05,6.8218e-01
+SW_cross_validated,,2.7943e-08,2.9898e-03,3.0034e-03,,1.1945e-13,5.1368e-11,2.2717e-05,2.6948e-02,1.9978e-03
+SW_15,,6.1371e-17,1.4656e-14,1.4365e-14,1.1945e-13,,2.7270e-08,6.2413e-11,8.8136e-12,2.6271e-14
+SW_30,,1.0704e-16,1.4643e-12,1.4195e-12,5.1368e-11,2.7270e-08,,4.2011e-06,5.1024e-08,3.4601e-12
+SW_60,,1.3087e-11,7.5051e-08,7.4165e-08,2.2717e-05,6.2413e-11,4.2011e-06,,1.6566e-02,9.1654e-08
+SW_120,,9.6141e-09,5.1548e-05,5.1529e-05,2.6948e-02,8.8136e-12,5.1024e-08,1.6566e-02,,4.2267e-05
+sFC,,2.9501e-03,6.8895e-01,6.8218e-01,1.9978e-03,2.6271e-14,3.4601e-12,9.1654e-08,4.2267e-05,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
index 41f44663..799eb81e 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0001,0.0023,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0835,0.0841,0.0000,0.0000,0.1353,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0835,,0.8470,0.0006,0.0000,0.7758,0.0000
-SW_15,,0.0000,0.0000,0.0841,0.8470,,0.0001,0.0000,0.9083,0.0000
-SW_30,,0.0001,0.0000,0.0000,0.0006,0.0001,,0.1084,0.0002,0.0000
-SW_60,,0.0023,0.0000,0.0000,0.0000,0.0000,0.1084,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.1353,0.7758,0.9083,0.0002,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.0678e-14,2.7170e-09,5.7227e-07,6.5237e-08,1.1782e-04,2.3407e-03,2.0483e-07,1.0683e-25
+DCC_joint,,5.0678e-14,,3.8265e-11,2.0267e-11,1.0989e-11,2.7298e-13,1.2440e-13,2.1081e-11,3.9649e-13
+DCC_bivariate_loop,,2.7170e-09,3.8265e-11,,8.3497e-02,8.4087e-02,9.8059e-07,6.4975e-08,1.3530e-01,2.8841e-23
+SW_cross_validated,,5.7227e-07,2.0267e-11,8.3497e-02,,8.4704e-01,5.7984e-04,3.9882e-05,7.7578e-01,5.5900e-22
+SW_15,,6.5237e-08,1.0989e-11,8.4087e-02,8.4704e-01,,8.0795e-05,3.9316e-06,9.0832e-01,1.9121e-23
+SW_30,,1.1782e-04,2.7298e-13,9.8059e-07,5.7984e-04,8.0795e-05,,1.0845e-01,1.8926e-04,9.5162e-27
+SW_60,,2.3407e-03,1.2440e-13,6.4975e-08,3.9882e-05,3.9316e-06,1.0845e-01,,1.2299e-05,2.0468e-27
+SW_120,,2.0483e-07,2.1081e-11,1.3530e-01,7.7578e-01,9.0832e-01,1.8926e-04,1.2299e-05,,2.8307e-22
+sFC,,1.0683e-25,3.9649e-13,2.8841e-23,5.5900e-22,1.9121e-23,9.5162e-27,2.0468e-27,2.8307e-22,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
index a45d2814..aa2b97e8 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0080,0.1824,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0951,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0099,0.0001,0.0000,0.2003,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0099,,0.0001,0.0000,0.0025,0.0000,0.0000
-SW_15,,0.0080,0.0000,0.0001,0.0001,,0.0259,0.0003,0.0000,0.0000
-SW_30,,0.1824,0.0000,0.0000,0.0000,0.0259,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.2003,0.0025,0.0003,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0951,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.8657e-15,2.4882e-06,2.8682e-06,7.9690e-03,1.8237e-01,5.8886e-06,2.1878e-15,5.9687e-17
+DCC_joint,,1.8657e-15,,6.6460e-17,1.2888e-07,1.5970e-17,1.6199e-19,3.9018e-19,9.5116e-02,8.4301e-13
+DCC_bivariate_loop,,2.4882e-06,6.6460e-17,,9.9020e-03,9.2090e-05,1.6380e-07,2.0034e-01,5.7283e-17,2.0126e-19
+SW_cross_validated,,2.8682e-06,1.2888e-07,9.9020e-03,,5.1432e-05,3.4596e-06,2.5332e-03,2.2368e-07,1.1741e-09
+SW_15,,7.9690e-03,1.5970e-17,9.2090e-05,5.1432e-05,,2.5889e-02,3.4801e-04,1.4562e-17,1.4573e-19
+SW_30,,1.8237e-01,1.6199e-19,1.6380e-07,3.4596e-06,2.5889e-02,,1.9888e-07,1.1154e-19,9.7080e-22
+SW_60,,5.8886e-06,3.9018e-19,2.0034e-01,2.5332e-03,3.4801e-04,1.9888e-07,,2.0243e-19,3.4974e-22
+SW_120,,2.1878e-15,9.5116e-02,5.7283e-17,2.2368e-07,1.4562e-17,1.1154e-19,2.0243e-19,,1.0856e-15
+sFC,,5.9687e-17,8.4301e-13,2.0126e-19,1.1741e-09,1.4573e-19,9.7080e-22,3.4974e-22,1.0856e-15,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
index 45e59efb..b2fe1615 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.5266,0.0007,0.2757,0.0000,0.0123,0.3464,0.0191,0.7302
-DCC_joint,,0.5266,,0.0036,0.1358,0.0000,0.0601,0.6600,0.0116,0.7758
-DCC_bivariate_loop,,0.0007,0.0036,,0.0002,0.0000,0.1565,0.0224,0.0001,0.0018
-SW_cross_validated,,0.2757,0.1358,0.0002,,0.0002,0.0025,0.1148,0.0848,0.1993
-SW_15,,0.0000,0.0000,0.0000,0.0002,,0.0000,0.0001,0.0089,0.0000
-SW_30,,0.0123,0.0601,0.1565,0.0025,0.0000,,0.2300,0.0005,0.0314
-SW_60,,0.3464,0.6600,0.0224,0.1148,0.0001,0.2300,,0.0123,0.5024
-SW_120,,0.0191,0.0116,0.0001,0.0848,0.0089,0.0005,0.0123,,0.0156
-sFC,,0.7302,0.7758,0.0018,0.1993,0.0000,0.0314,0.5024,0.0156,
+SVWP_joint,,,5.2656e-01,6.9959e-04,2.7570e-01,4.4606e-05,1.2337e-02,3.4639e-01,1.9108e-02,7.3017e-01
+DCC_joint,,5.2656e-01,,3.6058e-03,1.3580e-01,3.6589e-05,6.0062e-02,6.6003e-01,1.1551e-02,7.7582e-01
+DCC_bivariate_loop,,6.9959e-04,3.6058e-03,,1.8061e-04,1.0544e-06,1.5652e-01,2.2380e-02,5.9639e-05,1.8083e-03
+SW_cross_validated,,2.7570e-01,1.3580e-01,1.8061e-04,,1.5846e-04,2.4650e-03,1.1478e-01,8.4794e-02,1.9933e-01
+SW_15,,4.4606e-05,3.6589e-05,1.0544e-06,1.5846e-04,,4.2757e-06,5.6954e-05,8.9159e-03,4.3045e-05
+SW_30,,1.2337e-02,6.0062e-02,1.5652e-01,2.4650e-03,4.2757e-06,,2.2998e-01,4.9906e-04,3.1405e-02
+SW_60,,3.4639e-01,6.6003e-01,2.2380e-02,1.1478e-01,5.6954e-05,2.2998e-01,,1.2339e-02,5.0241e-01
+SW_120,,1.9108e-02,1.1551e-02,5.9639e-05,8.4794e-02,8.9159e-03,4.9906e-04,1.2339e-02,,1.5565e-02
+sFC,,7.3017e-01,7.7582e-01,1.8083e-03,1.9933e-01,4.3045e-05,3.1405e-02,5.0241e-01,1.5565e-02,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
index f3c1a417..c1a37572 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0004,0.0806,0.3542,0.0180,0.0003,0.0167,0.4830,0.0000
-DCC_joint,,0.0004,,0.0030,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0806,0.0030,,0.0009,0.0000,0.0000,0.0000,0.0315,0.0000
-SW_cross_validated,,0.3542,0.0000,0.0009,,0.0327,0.0001,0.0216,0.0075,0.0000
-SW_15,,0.0180,0.0000,0.0000,0.0327,,0.0278,0.6859,0.0000,0.0000
-SW_30,,0.0003,0.0000,0.0000,0.0001,0.0278,,0.0019,0.0000,0.0000
-SW_60,,0.0167,0.0000,0.0000,0.0216,0.6859,0.0019,,0.0000,0.0000
-SW_120,,0.4830,0.0000,0.0315,0.0075,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.3981e-04,8.0636e-02,3.5420e-01,1.7968e-02,2.9823e-04,1.6720e-02,4.8298e-01,6.4994e-20
+DCC_joint,,4.3981e-04,,3.0228e-03,1.7834e-06,6.5644e-08,7.8283e-10,6.6975e-09,8.2120e-06,1.5580e-21
+DCC_bivariate_loop,,8.0636e-02,3.0228e-03,,9.0394e-04,8.9375e-06,2.8072e-08,7.4927e-07,3.1487e-02,7.6927e-24
+SW_cross_validated,,3.5420e-01,1.7834e-06,9.0394e-04,,3.2742e-02,8.0398e-05,2.1551e-02,7.5176e-03,2.3656e-24
+SW_15,,1.7968e-02,6.5644e-08,8.9375e-06,3.2742e-02,,2.7818e-02,6.8594e-01,1.7096e-05,5.1318e-24
+SW_30,,2.9823e-04,7.8283e-10,2.8072e-08,8.0398e-05,2.7818e-02,,1.8803e-03,4.1734e-09,7.0428e-26
+SW_60,,1.6720e-02,6.6975e-09,7.4927e-07,2.1551e-02,6.8594e-01,1.8803e-03,,3.4658e-08,7.9583e-29
+SW_120,,4.8298e-01,8.2120e-06,3.1487e-02,7.5176e-03,1.7096e-05,4.1734e-09,3.4658e-08,,6.8960e-33
+sFC,,6.4994e-20,1.5580e-21,7.6927e-24,2.3656e-24,5.1318e-24,7.0428e-26,7.9583e-29,6.8960e-33,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 15191cb7..7cd44e5f 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0002,0.0053,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_joint,,0.0002,,0.4078,0.0000,0.0000,0.0000,0.0000,0.0000,0.8489
-DCC_bivariate_loop,,0.0053,0.4078,,0.0000,0.0000,0.0000,0.0000,0.0000,0.3176
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001,,0.0000
-sFC,,0.0001,0.8489,0.3176,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.6202e-04,5.3145e-03,1.9788e-13,4.5538e-28,3.5450e-23,9.0899e-19,1.4574e-13,8.2328e-05
+DCC_joint,,1.6202e-04,,4.0783e-01,1.3058e-10,1.1897e-26,1.1332e-21,7.0600e-17,6.7848e-12,8.4890e-01
+DCC_bivariate_loop,,5.3145e-03,4.0783e-01,,3.6594e-10,2.5419e-25,1.3561e-20,5.2850e-16,1.0870e-11,3.1765e-01
+SW_cross_validated,,1.9788e-13,1.3058e-10,3.6594e-10,,1.0379e-25,1.1981e-19,1.5185e-12,3.8610e-06,1.2375e-10
+SW_15,,4.5538e-28,1.1897e-26,2.5419e-25,1.0379e-25,,2.5816e-21,1.7973e-24,4.5710e-21,7.7932e-27
+SW_30,,3.5450e-23,1.1332e-21,1.3561e-20,1.1981e-19,2.5816e-21,,4.8101e-16,2.3369e-14,8.2182e-22
+SW_60,,9.0899e-19,7.0600e-17,5.2850e-16,1.5185e-12,1.7973e-24,4.8101e-16,,1.4848e-04,5.5756e-17
+SW_120,,1.4574e-13,6.7848e-12,1.0870e-11,3.8610e-06,4.5710e-21,2.3369e-14,1.4848e-04,,6.7716e-12
+sFC,,8.2328e-05,8.4890e-01,3.1765e-01,1.2375e-10,7.7932e-27,8.2182e-22,5.5756e-17,6.7716e-12,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
index 4c51a5d7..4afa66c5 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000,0.9968
-DCC_bivariate_loop,,0.0000,0.0003,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0003
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.9968,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.7117e-06,1.8741e-09,4.0562e-14,1.9254e-25,3.3478e-22,4.5688e-20,5.4212e-15,1.7844e-06
+DCC_joint,,1.7117e-06,,2.5675e-04,1.5626e-11,2.6565e-25,9.3068e-22,2.8000e-19,2.6015e-13,9.9684e-01
+DCC_bivariate_loop,,1.8741e-09,2.5675e-04,,1.4465e-08,9.0815e-25,5.4615e-21,5.0634e-18,1.1682e-11,2.6174e-04
+SW_cross_validated,,4.0562e-14,1.5626e-11,1.4465e-08,,2.2010e-24,4.8782e-20,4.7269e-16,1.6222e-07,1.6410e-11
+SW_15,,1.9254e-25,2.6565e-25,9.0815e-25,2.2010e-24,,4.2138e-17,3.4445e-22,2.4657e-21,2.7699e-25
+SW_30,,3.3478e-22,9.3068e-22,5.4615e-21,4.8782e-20,4.2138e-17,,3.2286e-15,4.4070e-16,9.7114e-22
+SW_60,,4.5688e-20,2.8000e-19,5.0634e-18,4.7269e-16,3.4445e-22,3.2286e-15,,4.6910e-09,2.9766e-19
+SW_120,,5.4212e-15,2.6015e-13,1.1682e-11,1.6222e-07,2.4657e-21,4.4070e-16,4.6910e-09,,2.6722e-13
+sFC,,1.7844e-06,9.9684e-01,2.6174e-04,1.6410e-11,2.7699e-25,9.7114e-22,2.9766e-19,2.6722e-13,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
index f25c67cd..a012e89d 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-DCC_joint,,0.0001,,0.0038,0.0000,0.0000,0.0000,0.0000,0.0000,0.9758
-DCC_bivariate_loop,,0.0000,0.0038,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0042
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0001,0.9758,0.0042,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.7368e-05,5.7228e-07,4.6015e-10,1.2573e-23,1.8294e-20,8.8606e-17,4.7181e-13,5.7623e-05
+DCC_joint,,5.7368e-05,,3.7809e-03,5.5730e-08,6.0255e-25,1.4597e-21,4.4967e-17,4.1621e-12,9.7578e-01
+DCC_bivariate_loop,,5.7228e-07,3.7809e-03,,4.9582e-05,2.6799e-23,1.3976e-19,7.6020e-15,8.7701e-10,4.1907e-03
+SW_cross_validated,,4.6015e-10,5.5730e-08,4.9582e-05,,9.6109e-22,2.0006e-17,1.1447e-11,2.1344e-05,6.2550e-08
+SW_15,,1.2573e-23,6.0255e-25,2.6799e-23,9.6109e-22,,1.8632e-18,1.1570e-21,3.6515e-21,7.1551e-25
+SW_30,,1.8294e-20,1.4597e-21,1.3976e-19,2.0006e-17,1.8632e-18,,7.5501e-15,5.1898e-16,1.7656e-21
+SW_60,,8.8606e-17,4.4967e-17,7.6020e-15,1.1447e-11,1.1570e-21,7.5501e-15,,4.8993e-08,5.3372e-17
+SW_120,,4.7181e-13,4.1621e-12,8.7701e-10,2.1344e-05,3.6515e-21,5.1898e-16,4.8993e-08,,4.6945e-12
+sFC,,5.7623e-05,9.7578e-01,4.1907e-03,6.2550e-08,7.1551e-25,1.7656e-21,5.3372e-17,4.6945e-12,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index e791d2eb..087c6d3d 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0198,0.0000,0.0000,0.0000,0.0118,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0198,0.0000,,0.0000,0.0000,0.0000,0.0008,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0118,0.0000,0.0008,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.7949e-18,1.1936e-09,4.6851e-14,2.3865e-26,1.0603e-22,1.9485e-20,1.9224e-15,4.0555e-20
+DCC_joint,,8.7949e-18,,5.0555e-13,1.9784e-02,2.2725e-26,1.7012e-20,4.6649e-15,1.1827e-02,1.0881e-13
+DCC_bivariate_loop,,1.1936e-09,5.0555e-13,,4.3182e-09,5.3426e-25,1.0119e-20,2.7162e-17,1.7439e-11,1.1824e-16
+SW_cross_validated,,4.6851e-14,1.9784e-02,4.3182e-09,,1.3713e-22,2.3620e-17,2.2168e-11,7.9772e-04,7.1550e-10
+SW_15,,2.3865e-26,2.2725e-26,5.3426e-25,1.3713e-22,,4.0588e-19,1.7470e-24,7.9745e-22,1.9853e-25
+SW_30,,1.0603e-22,1.7012e-20,1.0119e-20,2.3620e-17,4.0588e-19,,1.0193e-16,5.5656e-16,3.2098e-18
+SW_60,,1.9485e-20,4.6649e-15,2.7162e-17,2.2168e-11,1.7470e-24,1.0193e-16,,4.2324e-08,5.0158e-06
+SW_120,,1.9224e-15,1.1827e-02,1.7439e-11,7.9772e-04,7.9745e-22,5.5656e-16,4.2324e-08,,8.3532e-06
+sFC,,4.0555e-20,1.0881e-13,1.1824e-16,7.1550e-10,1.9853e-25,3.2098e-18,5.0158e-06,8.3532e-06,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index f31b9911..2e460be0 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0006,0.0000,0.1033
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0006,0.0000,0.0000,,0.0052,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0052,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.1033,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,5.4775e-17,9.3317e-10,1.3650e-16,3.7110e-24,1.7591e-20,7.7939e-18,1.3149e-17,9.2139e-18
+DCC_joint,,5.4775e-17,,6.9639e-14,1.7067e-05,8.1121e-25,3.2074e-18,1.8643e-10,8.1636e-11,4.6649e-08
+DCC_bivariate_loop,,9.3317e-10,6.9639e-14,,1.0882e-13,5.7162e-24,2.2546e-19,1.4657e-15,2.1347e-15,3.0510e-15
+SW_cross_validated,,1.3650e-16,1.7067e-05,1.0882e-13,,9.0173e-22,1.1446e-14,5.6275e-04,3.7469e-06,1.0331e-01
+SW_15,,3.7110e-24,8.1121e-25,5.7162e-24,9.0173e-22,,1.1058e-17,7.0192e-22,4.2364e-20,1.8412e-24
+SW_30,,1.7591e-20,3.2074e-18,2.2546e-19,1.1446e-14,1.1058e-17,,7.2476e-14,2.3899e-11,2.4381e-17
+SW_60,,7.7939e-18,1.8643e-10,1.4657e-15,5.6275e-04,7.0192e-22,7.2476e-14,,5.2297e-03,2.2107e-07
+SW_120,,1.3149e-17,8.1636e-11,2.1347e-15,3.7469e-06,4.2364e-20,2.3899e-11,5.2297e-03,,1.1160e-08
+sFC,,9.2139e-18,4.6649e-08,3.0510e-15,1.0331e-01,1.8412e-24,2.4381e-17,2.2107e-07,1.1160e-08,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 06970643..b0a88f7b 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0009,0.0000,0.0000,0.0000,0.0000,0.0000,0.9821
-DCC_bivariate_loop,,0.0000,0.0009,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0008
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.9821,0.0008,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.5686e-06,2.7790e-09,3.2469e-15,2.3080e-29,9.2673e-25,1.3566e-19,1.7642e-13,1.3146e-06
+DCC_joint,,1.5686e-06,,9.2179e-04,2.8982e-11,4.7991e-27,1.4170e-22,1.7893e-17,1.0686e-11,9.8205e-01
+DCC_bivariate_loop,,2.7790e-09,9.2179e-04,,3.8563e-08,7.2974e-26,2.6230e-21,5.0662e-16,2.8900e-10,8.0674e-04
+SW_cross_validated,,3.2469e-15,2.8982e-11,3.8563e-08,,6.2278e-26,1.2705e-20,6.3046e-14,7.9034e-07,2.3155e-11
+SW_15,,2.3080e-29,4.7991e-27,7.2974e-26,6.2278e-26,,1.0832e-19,5.0582e-22,2.4781e-19,3.6772e-27
+SW_30,,9.2673e-25,1.4170e-22,2.6230e-21,1.2705e-20,1.0832e-19,,3.0667e-14,1.9144e-13,1.1335e-22
+SW_60,,1.3566e-19,1.7893e-17,5.0662e-16,6.3046e-14,5.0582e-22,3.0667e-14,,4.0328e-05,1.5159e-17
+SW_120,,1.7642e-13,1.0686e-11,2.8900e-10,7.9034e-07,2.4781e-19,1.9144e-13,4.0328e-05,,9.9318e-12
+sFC,,1.3146e-06,9.8205e-01,8.0674e-04,2.3155e-11,3.6772e-27,1.1335e-22,1.5159e-17,9.9318e-12,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index d19b23e9..5b86c64a 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/correlation_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0001,0.0000,0.0009
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0004,0.5990,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0001,0.0000,0.0004,0.0000,0.0000,,0.0000,0.0172
-SW_120,,0.0000,0.0000,0.0000,0.5990,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0009,0.0000,0.0000,0.0000,0.0000,0.0172,0.0000,
+SVWP_joint,,,7.3445e-16,5.5990e-07,1.5462e-10,1.2592e-23,4.9154e-20,2.4970e-16,9.1809e-12,1.9873e-17
+DCC_joint,,7.3445e-16,,1.4891e-15,1.7914e-06,1.5225e-18,1.4832e-09,8.3871e-05,3.0195e-08,8.6622e-04
+DCC_bivariate_loop,,5.5990e-07,1.4891e-15,,2.2030e-08,5.5428e-26,6.5248e-22,4.9300e-17,7.5267e-10,2.1507e-19
+SW_cross_validated,,1.5462e-10,1.7914e-06,2.2030e-08,,1.3030e-17,8.2659e-12,4.0556e-04,5.9899e-01,3.2565e-05
+SW_15,,1.2592e-23,1.5225e-18,5.5428e-26,1.3030e-17,,2.2160e-19,9.1873e-23,5.8334e-20,2.3560e-24
+SW_30,,4.9154e-20,1.4832e-09,6.5248e-22,8.2659e-12,2.2160e-19,,1.8511e-15,3.0032e-14,1.1115e-16
+SW_60,,2.4970e-16,8.3871e-05,4.9300e-17,4.0556e-04,9.1873e-23,1.8511e-15,,3.6112e-06,1.7191e-02
+SW_120,,9.1809e-12,3.0195e-08,7.5267e-10,5.9899e-01,5.8334e-20,3.0032e-14,3.6112e-06,,1.2096e-07
+sFC,,1.9873e-17,8.6622e-04,2.1507e-19,3.2565e-05,2.3560e-24,1.1115e-16,1.7191e-02,1.2096e-07,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
index 7f09723d..16470dcb 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.9464,0.0000,0.0000,0.0000,0.0000,0.0000,0.6934,0.0480
-DCC_joint,,0.9464,,0.0000,0.0000,0.0000,0.0000,0.0000,0.5902,0.0019
-DCC_bivariate_loop,,0.0000,0.0000,,0.0000,0.0288,0.0738,0.1229,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0288,0.0000,,0.0020,0.0041,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0738,0.0000,0.0020,,0.8953,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.1229,0.0000,0.0041,0.8953,,0.0000,0.0000
-SW_120,,0.6934,0.5902,0.0000,0.0000,0.0000,0.0000,0.0000,,0.1650
-sFC,,0.0480,0.0019,0.0000,0.0000,0.0000,0.0000,0.0000,0.1650,
+SVWP_joint,,,9.4644e-01,8.2181e-11,4.5290e-07,1.0548e-06,1.1634e-09,5.3593e-09,6.9335e-01,4.8015e-02
+DCC_joint,,9.4644e-01,,1.5872e-11,4.8168e-09,5.4212e-07,5.7574e-10,3.0208e-09,5.9016e-01,1.9184e-03
+DCC_bivariate_loop,,8.2181e-11,1.5872e-11,,1.2875e-13,2.8785e-02,7.3783e-02,1.2287e-01,8.0871e-11,1.8583e-12
+SW_cross_validated,,4.5290e-07,4.8168e-09,1.2875e-13,,1.4787e-09,9.4195e-12,4.8456e-11,2.1839e-06,2.2818e-08
+SW_15,,1.0548e-06,5.4212e-07,2.8785e-02,1.4787e-09,,2.0320e-03,4.1037e-03,8.1345e-07,7.8674e-08
+SW_30,,1.1634e-09,5.7574e-10,7.3783e-02,9.4195e-12,2.0320e-03,,8.9534e-01,1.0243e-09,1.3912e-10
+SW_60,,5.3593e-09,3.0208e-09,1.2287e-01,4.8456e-11,4.1037e-03,8.9534e-01,,4.5981e-09,7.7539e-10
+SW_120,,6.9335e-01,5.9016e-01,8.0871e-11,2.1839e-06,8.1345e-07,1.0243e-09,4.5981e-09,,1.6499e-01
+sFC,,4.8015e-02,1.9184e-03,1.8583e-12,2.2818e-08,7.8674e-08,1.3912e-10,7.7539e-10,1.6499e-01,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
index b1a1870c..35af1411 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.2113,0.6057,0.0000,0.0000,0.0000,0.0000,0.0000,0.0007
-DCC_joint,,0.2113,,0.4927,0.0000,0.0000,0.0000,0.0000,0.0000,0.0830
-DCC_bivariate_loop,,0.6057,0.4927,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0132
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0001,0.6599,0.4400,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0001,0.0001,,0.0006,0.0001,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.6599,0.0000,0.0006,,0.2695,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.4400,0.0000,0.0001,0.2695,,0.0000
-sFC,,0.0007,0.0830,0.0132,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.1134e-01,6.0572e-01,1.8522e-08,6.3067e-13,1.8936e-10,3.0080e-08,4.1199e-07,7.4282e-04
+DCC_joint,,2.1134e-01,,4.9273e-01,9.3574e-09,6.6406e-13,1.3558e-10,1.3710e-08,1.3731e-07,8.2968e-02
+DCC_bivariate_loop,,6.0572e-01,4.9273e-01,,3.9112e-08,1.4610e-12,3.7851e-10,5.2624e-08,5.6349e-07,1.3198e-02
+SW_cross_validated,,1.8522e-08,9.3574e-09,3.9112e-08,,4.6587e-09,1.3976e-04,6.5994e-01,4.3995e-01,9.1914e-13
+SW_15,,6.3067e-13,6.6406e-13,1.4610e-12,4.6587e-09,,6.8267e-05,2.0203e-08,6.1662e-09,2.3166e-15
+SW_30,,1.8936e-10,1.3558e-10,3.7851e-10,1.3976e-04,6.8267e-05,,6.1520e-04,7.8834e-05,2.3472e-13
+SW_60,,3.0080e-08,1.3710e-08,5.2624e-08,6.5994e-01,2.0203e-08,6.1520e-04,,2.6952e-01,5.6808e-12
+SW_120,,4.1199e-07,1.3731e-07,5.6349e-07,4.3995e-01,6.1662e-09,7.8834e-05,2.6952e-01,,9.3427e-11
+sFC,,7.4282e-04,8.2968e-02,1.3198e-02,9.1914e-13,2.3166e-15,2.3472e-13,5.6808e-12,9.3427e-11,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
index 55fa5989..9970139b 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0004,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000,0.0030
-DCC_joint,,0.0004,,0.9926,0.0101,0.0000,0.0000,0.0000,0.0001,0.6933
-DCC_bivariate_loop,,0.0003,0.9926,,0.0102,0.0000,0.0000,0.0000,0.0001,0.6863
-SW_cross_validated,,0.0000,0.0101,0.0102,,0.0000,0.0000,0.0000,0.0172,0.0062
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0131,0.0000
-SW_120,,0.0000,0.0001,0.0001,0.0172,0.0000,0.0000,0.0131,,0.0001
-sFC,,0.0030,0.6933,0.6863,0.0062,0.0000,0.0000,0.0000,0.0001,
+SVWP_joint,,,3.5031e-04,3.2859e-04,2.2218e-08,3.0581e-16,6.6006e-17,3.2409e-11,8.3417e-09,2.9652e-03
+DCC_joint,,3.5031e-04,,9.9256e-01,1.0093e-02,1.2036e-13,3.0568e-12,2.8434e-07,1.2450e-04,6.9328e-01
+DCC_bivariate_loop,,3.2859e-04,9.9256e-01,,1.0163e-02,1.1795e-13,2.9550e-12,2.8140e-07,1.2452e-04,6.8635e-01
+SW_cross_validated,,2.2218e-08,1.0093e-02,1.0163e-02,,3.1177e-13,1.1852e-11,1.4205e-05,1.7164e-02,6.1728e-03
+SW_15,,3.0581e-16,1.2036e-13,1.1795e-13,3.1177e-13,,3.7226e-07,5.5901e-10,2.8916e-11,2.0364e-13
+SW_30,,6.6006e-17,3.0568e-12,2.9550e-12,1.1852e-11,3.7226e-07,,4.5521e-06,2.0224e-08,7.1629e-12
+SW_60,,3.2409e-11,2.8434e-07,2.8140e-07,1.4205e-05,5.5901e-10,4.5521e-06,,1.3082e-02,3.1550e-07
+SW_120,,8.3417e-09,1.2450e-04,1.2452e-04,1.7164e-02,2.8916e-11,2.0224e-08,1.3082e-02,,9.6966e-05
+sFC,,2.9652e-03,6.9328e-01,6.8635e-01,6.1728e-03,2.0364e-13,7.1629e-12,3.1550e-07,9.6966e-05,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
index 3962ce02..dc265136 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0011,0.1276,0.0000,0.0000,0.0344,0.1111,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0011,0.0000,,0.0139,0.0000,0.0426,0.0956,0.1385,0.0000
-SW_cross_validated,,0.1276,0.0000,0.0139,,0.0000,0.0002,0.4025,0.6758,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0426,0.0002,0.0000,,0.0018,0.0072,0.0000
-SW_60,,0.0344,0.0000,0.0956,0.4025,0.0000,0.0018,,0.8209,0.0000
-SW_120,,0.1111,0.0000,0.1385,0.6758,0.0000,0.0072,0.8209,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.2841e-11,1.1473e-03,1.2756e-01,3.4224e-09,4.3018e-05,3.4403e-02,1.1111e-01,5.4785e-20
+DCC_joint,,1.2841e-11,,3.9434e-11,8.3646e-12,1.8869e-06,4.8293e-10,1.9552e-11,2.1666e-10,3.0843e-13
+DCC_bivariate_loop,,1.1473e-03,3.9434e-11,,1.3901e-02,4.2928e-08,4.2620e-02,9.5604e-02,1.3850e-01,7.7415e-23
+SW_cross_validated,,1.2756e-01,8.3646e-12,1.3901e-02,,2.3365e-09,2.3496e-04,4.0247e-01,6.7579e-01,3.3949e-22
+SW_15,,3.4224e-09,1.8869e-06,4.2928e-08,2.3365e-09,,4.0784e-06,1.0097e-08,2.6206e-07,3.7022e-19
+SW_30,,4.3018e-05,4.8293e-10,4.2620e-02,2.3496e-04,4.0784e-06,,1.8445e-03,7.2314e-03,2.7428e-21
+SW_60,,3.4403e-02,1.9552e-11,9.5604e-02,4.0247e-01,1.0097e-08,1.8445e-03,,8.2094e-01,8.4468e-22
+SW_120,,1.1111e-01,2.1666e-10,1.3850e-01,6.7579e-01,2.6206e-07,7.2314e-03,8.2094e-01,,1.3715e-18
+sFC,,5.4785e-20,3.0843e-13,7.7415e-23,3.3949e-22,3.7022e-19,2.7428e-21,8.4468e-22,1.3715e-18,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
index 29c86c8b..264c882b 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.2931,0.0105,0.0278,0.9150,0.3844,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.2930,0.0000
-DCC_bivariate_loop,,0.2931,0.0000,,0.0112,0.0066,0.0114,0.6207,0.0000,0.0000
-SW_cross_validated,,0.0105,0.0000,0.0112,,0.1800,0.0007,0.0066,0.0000,0.0000
-SW_15,,0.0278,0.0000,0.0066,0.1800,,0.0000,0.0016,0.0000,0.0000
-SW_30,,0.9150,0.0000,0.0114,0.0007,0.0000,,0.0237,0.0000,0.0000
-SW_60,,0.3844,0.0000,0.6207,0.0066,0.0016,0.0237,,0.0000,0.0000
-SW_120,,0.0000,0.2930,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,1.3924e-09,2.9309e-01,1.0513e-02,2.7835e-02,9.1505e-01,3.8441e-01,1.7763e-09,4.0593e-11
+DCC_joint,,1.3924e-09,,9.3124e-17,2.4067e-07,3.0343e-15,1.7867e-17,1.4037e-17,2.9296e-01,1.8584e-12
+DCC_bivariate_loop,,2.9309e-01,9.3124e-17,,1.1176e-02,6.5962e-03,1.1364e-02,6.2067e-01,7.4999e-17,2.3689e-19
+SW_cross_validated,,1.0513e-02,2.4067e-07,1.1176e-02,,1.8002e-01,6.7959e-04,6.5751e-03,3.4209e-07,2.2009e-09
+SW_15,,2.7835e-02,3.0343e-15,6.5962e-03,1.8002e-01,,1.8512e-05,1.6063e-03,2.7603e-15,5.7431e-18
+SW_30,,9.1505e-01,1.7867e-17,1.1364e-02,6.7959e-04,1.8512e-05,,2.3722e-02,1.4157e-17,7.2982e-20
+SW_60,,3.8441e-01,1.4037e-17,6.2067e-01,6.5751e-03,1.6063e-03,2.3722e-02,,9.9679e-18,2.4641e-20
+SW_120,,1.7763e-09,2.9296e-01,7.4999e-17,3.4209e-07,2.7603e-15,1.4157e-17,9.9679e-18,,1.6820e-14
+sFC,,4.0593e-11,1.8584e-12,2.3689e-19,2.2009e-09,5.7431e-18,7.2982e-20,2.4641e-20,1.6820e-14,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
index a2bbbfa1..fd93438a 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.5111,0.0030,0.0002,0.0000,0.0671,0.4216,0.0001,0.4053
-DCC_joint,,0.5111,,0.0147,0.0001,0.0000,0.0366,0.2498,0.0000,0.9603
-DCC_bivariate_loop,,0.0030,0.0147,,0.0000,0.0000,0.0011,0.0077,0.0000,0.0089
-SW_cross_validated,,0.0002,0.0001,0.0000,,0.0000,0.8615,0.1439,0.0245,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0002,0.0000
-SW_30,,0.0671,0.0366,0.0011,0.8615,0.0000,,0.3571,0.1074,0.0281
-SW_60,,0.4216,0.2498,0.0077,0.1439,0.0000,0.3571,,0.0093,0.2156
-SW_120,,0.0001,0.0000,0.0000,0.0245,0.0002,0.1074,0.0093,,0.0000
-sFC,,0.4053,0.9603,0.0089,0.0000,0.0000,0.0281,0.2156,0.0000,
+SVWP_joint,,,5.1114e-01,3.0334e-03,1.9281e-04,5.5528e-07,6.7113e-02,4.2158e-01,6.3716e-05,4.0527e-01
+DCC_joint,,5.1114e-01,,1.4697e-02,1.3102e-04,4.2118e-07,3.6628e-02,2.4978e-01,3.9529e-05,9.6030e-01
+DCC_bivariate_loop,,3.0334e-03,1.4697e-02,,1.7791e-06,6.9184e-08,1.0859e-03,7.7387e-03,1.3369e-06,8.9150e-03
+SW_cross_validated,,1.9281e-04,1.3102e-04,1.7791e-06,,8.1856e-06,8.6149e-01,1.4392e-01,2.4460e-02,1.0673e-05
+SW_15,,5.5528e-07,4.2118e-07,6.9184e-08,8.1856e-06,,4.5155e-05,7.3283e-06,2.4880e-04,3.0182e-07
+SW_30,,6.7113e-02,3.6628e-02,1.0859e-03,8.6149e-01,4.5155e-05,,3.5708e-01,1.0742e-01,2.8108e-02
+SW_60,,4.2158e-01,2.4978e-01,7.7387e-03,1.4392e-01,7.3283e-06,3.5708e-01,,9.2775e-03,2.1563e-01
+SW_120,,6.3716e-05,3.9529e-05,1.3369e-06,2.4460e-02,2.4880e-04,1.0742e-01,9.2775e-03,,1.4558e-05
+sFC,,4.0527e-01,9.6030e-01,8.9150e-03,1.0673e-05,3.0182e-07,2.8108e-02,2.1563e-01,1.4558e-05,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
index 103208c2..69bb38f1 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0081,0.6171,0.1493,0.0000,0.3289,0.8771,0.0354,0.0000
-DCC_joint,,0.0081,,0.0028,0.0673,0.0016,0.0269,0.0012,0.1546,0.0000
-DCC_bivariate_loop,,0.6171,0.0028,,0.1654,0.0000,0.4741,0.6179,0.0118,0.0000
-SW_cross_validated,,0.1493,0.0673,0.1654,,0.0000,0.5667,0.0761,0.3920,0.0000
-SW_15,,0.0000,0.0016,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.3289,0.0269,0.4741,0.5667,0.0000,,0.2628,0.1514,0.0000
-SW_60,,0.8771,0.0012,0.6179,0.0761,0.0000,0.2628,,0.0041,0.0000
-SW_120,,0.0354,0.1546,0.0118,0.3920,0.0000,0.1514,0.0041,,0.0000
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,8.1426e-03,6.1713e-01,1.4933e-01,1.1985e-05,3.2895e-01,8.7707e-01,3.5378e-02,2.2589e-19
+DCC_joint,,8.1426e-03,,2.8153e-03,6.7304e-02,1.6175e-03,2.6903e-02,1.2128e-03,1.5458e-01,1.7104e-21
+DCC_bivariate_loop,,6.1713e-01,2.8153e-03,,1.6540e-01,4.7403e-07,4.7411e-01,6.1786e-01,1.1832e-02,4.8719e-24
+SW_cross_validated,,1.4933e-01,6.7304e-02,1.6540e-01,,1.6009e-05,5.6668e-01,7.6080e-02,3.9202e-01,1.5566e-22
+SW_15,,1.1985e-05,1.6175e-03,4.7403e-07,1.6009e-05,,9.2626e-06,2.7492e-07,9.1518e-06,7.6640e-21
+SW_30,,3.2895e-01,2.6903e-02,4.7411e-01,5.6668e-01,9.2626e-06,,2.6281e-01,1.5141e-01,8.2176e-22
+SW_60,,8.7707e-01,1.2128e-03,6.1786e-01,7.6080e-02,2.7492e-07,2.6281e-01,,4.0793e-03,9.8351e-24
+SW_120,,3.5378e-02,1.5458e-01,1.1832e-02,3.9202e-01,9.1518e-06,1.5141e-01,4.0793e-03,,2.7996e-26
+sFC,,2.2589e-19,1.7104e-21,4.8719e-24,1.5566e-22,7.6640e-21,8.2176e-22,9.8351e-24,2.7996e-26,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
index 76ae04b5..653ee470 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/boxcar_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0259,0.2390,0.0000,0.0000,0.0000,0.0000,0.0000,0.0548
-DCC_joint,,0.0259,,0.4078,0.0000,0.0000,0.0000,0.0000,0.0000,0.7054
-DCC_bivariate_loop,,0.2390,0.4078,,0.0000,0.0000,0.0000,0.0000,0.0000,0.6083
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0014,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0047,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0014,0.0000,0.0000,0.0047,,0.0000
-sFC,,0.0548,0.7054,0.6083,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,2.5914e-02,2.3905e-01,2.8432e-15,4.7577e-26,8.1920e-23,1.2552e-18,2.2753e-11,5.4763e-02
+DCC_joint,,2.5914e-02,,4.0782e-01,4.2545e-14,1.3103e-25,3.2079e-22,7.8909e-18,1.0764e-10,7.0540e-01
+DCC_bivariate_loop,,2.3905e-01,4.0782e-01,,3.6295e-13,1.6161e-24,4.5929e-21,7.8697e-17,1.1586e-10,6.0835e-01
+SW_cross_validated,,2.8432e-15,4.2545e-14,3.6295e-13,,1.0278e-24,4.7130e-20,3.3317e-12,1.3619e-03,2.4870e-14
+SW_15,,4.7577e-26,1.3103e-25,1.6161e-24,1.0278e-24,,6.6354e-19,1.1892e-22,1.3827e-17,1.0326e-25
+SW_30,,8.1920e-23,3.2079e-22,4.5929e-21,4.7130e-20,6.6354e-19,,5.0817e-16,9.1963e-12,2.3650e-22
+SW_60,,1.2552e-18,7.8909e-18,7.8697e-17,3.3317e-12,1.1892e-22,5.0817e-16,,4.6823e-03,5.3927e-18
+SW_120,,2.2753e-11,1.0764e-10,1.1586e-10,1.3619e-03,1.3827e-17,9.1963e-12,4.6823e-03,,8.1781e-11
+sFC,,5.4763e-02,7.0540e-01,6.0835e-01,2.4870e-14,1.0326e-25,2.3650e-22,5.3927e-18,8.1781e-11,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
index ff86e14e..9cdf25b6 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/constant_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0007
-DCC_joint,,0.0003,,0.0042,0.0000,0.0000,0.0000,0.0000,0.0000,0.2313
-DCC_bivariate_loop,,0.0000,0.0042,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0007,0.2313,0.0001,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.0565e-04,2.1063e-08,9.0788e-21,3.0757e-27,9.7719e-24,1.0359e-21,3.1796e-16,6.8232e-04
+DCC_joint,,3.0565e-04,,4.2491e-03,3.7956e-14,3.8007e-24,1.1664e-20,1.1888e-17,2.3611e-13,2.3128e-01
+DCC_bivariate_loop,,2.1063e-08,4.2491e-03,,2.1468e-13,2.1709e-24,1.1132e-20,1.9385e-17,1.5668e-12,5.5767e-05
+SW_cross_validated,,9.0788e-21,3.7956e-14,2.1468e-13,,3.9022e-25,3.9186e-20,5.2776e-15,4.2474e-05,5.3531e-17
+SW_15,,3.0757e-27,3.8007e-24,2.1709e-24,3.9022e-25,,1.4146e-16,1.4834e-21,7.4339e-21,9.7732e-26
+SW_30,,9.7719e-24,1.1664e-20,1.1132e-20,3.9186e-20,1.4146e-16,,1.5775e-14,1.4384e-15,3.2414e-22
+SW_60,,1.0359e-21,1.1888e-17,1.9385e-17,5.2776e-15,1.4834e-21,1.5775e-14,,5.0421e-08,1.3218e-19
+SW_120,,3.1796e-16,2.3611e-13,1.5668e-12,4.2474e-05,7.4339e-21,1.4384e-15,5.0421e-08,,1.0586e-14
+sFC,,6.8232e-04,2.3128e-01,5.5767e-05,5.3531e-17,9.7732e-26,3.2414e-22,1.3218e-19,1.0586e-14,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
index a95e6b45..7ff1099d 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/null_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0065,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0332
-DCC_joint,,0.0065,,0.0030,0.0000,0.0000,0.0000,0.0000,0.0000,0.4352
-DCC_bivariate_loop,,0.0000,0.0030,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0009
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0001,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,0.0000,,0.0000
-sFC,,0.0332,0.4352,0.0009,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,6.4798e-03,2.3196e-05,1.7422e-13,8.7230e-24,5.2046e-21,1.6694e-17,5.4388e-14,3.3225e-02
+DCC_joint,,6.4798e-03,,3.0217e-03,6.0273e-14,3.7891e-25,2.0533e-22,1.5710e-18,3.6695e-14,4.3520e-01
+DCC_bivariate_loop,,2.3196e-05,3.0217e-03,,9.4752e-11,1.9393e-23,2.5115e-20,3.6689e-16,7.3239e-12,9.0108e-04
+SW_cross_validated,,1.7422e-13,6.0273e-14,9.4752e-11,,7.1207e-24,5.1224e-20,2.1981e-13,6.2113e-05,9.0950e-14
+SW_15,,8.7230e-24,3.7891e-25,1.9393e-23,7.1207e-24,,1.4132e-17,1.5794e-21,2.4064e-21,9.1396e-25
+SW_30,,5.2046e-21,2.0533e-22,2.5115e-20,5.1224e-20,1.4132e-17,,2.0611e-15,1.1930e-16,5.2938e-22
+SW_60,,1.6694e-17,1.5710e-18,3.6689e-16,2.1981e-13,1.5794e-21,2.0611e-15,,1.6743e-08,3.2433e-18
+SW_120,,5.4388e-14,3.6695e-14,7.3239e-12,6.2113e-05,2.4064e-21,1.1930e-16,1.6743e-08,,4.3286e-14
+sFC,,3.3225e-02,4.3520e-01,9.0108e-04,9.0950e-14,9.1396e-25,5.2938e-22,3.2433e-18,4.3286e-14,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
index b0bc526d..04812f81 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_1_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.0002,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0022,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.0002,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0022,0.0000,,0.0000,0.0000,0.0000,0.0066,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0066,0.0000,0.0000,0.0000,,0.0935
-sFC,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0935,
+SVWP_joint,,,1.4796e-15,1.9698e-04,2.5550e-14,1.4739e-25,5.9624e-23,2.9948e-20,4.4834e-14,3.3117e-18
+DCC_joint,,1.4796e-15,,3.7945e-14,2.1561e-03,2.6948e-26,3.1260e-23,1.2314e-19,5.8531e-06,3.4907e-14
+DCC_bivariate_loop,,1.9698e-04,3.7945e-14,,6.2429e-13,1.5509e-25,8.8113e-23,8.2110e-20,7.2908e-13,1.9717e-17
+SW_cross_validated,,2.5550e-14,2.1561e-03,6.2429e-13,,3.9781e-23,5.6350e-19,1.0770e-12,6.6274e-03,1.0561e-06
+SW_15,,1.4739e-25,2.6948e-26,1.5509e-25,3.9781e-23,,1.0391e-18,4.6298e-24,5.7817e-21,4.8616e-25
+SW_30,,5.9624e-23,3.1260e-23,8.8113e-23,5.6350e-19,1.0391e-18,,1.0634e-18,3.5733e-16,6.0456e-21
+SW_60,,2.9948e-20,1.2314e-19,8.2110e-20,1.0770e-12,4.6298e-24,1.0634e-18,,2.7469e-08,1.7952e-13
+SW_120,,4.4834e-14,5.8531e-06,7.2908e-13,6.6274e-03,5.7817e-21,3.5733e-16,2.7469e-08,,9.3473e-02
+sFC,,3.3117e-18,3.4907e-14,1.9717e-17,1.0561e-06,4.8616e-25,6.0456e-21,1.7952e-13,9.3473e-02,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
index 0555bfa7..9b379fc4 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/periodic_3_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0312,0.2883,0.0006,0.0000,0.0000,0.0001,0.0000,0.0083
-DCC_joint,,0.0312,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_bivariate_loop,,0.2883,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0006,0.0000,0.0000,,0.0000,0.0000,0.0011,0.0001,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0001,0.0000,0.0000,0.0011,0.0000,0.0000,,0.0336,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0001,0.0000,0.0000,0.0336,,0.0000
-sFC,,0.0083,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,3.1175e-02,2.8833e-01,5.7350e-04,6.1710e-12,3.7837e-08,1.1591e-04,4.6515e-05,8.2729e-03
+DCC_joint,,3.1175e-02,,4.4283e-14,5.8442e-10,5.0303e-26,9.7941e-21,3.3137e-14,2.7869e-12,1.3383e-07
+DCC_bivariate_loop,,2.8833e-01,4.4283e-14,,2.1920e-15,7.0586e-25,5.3419e-21,2.6976e-17,3.5462e-16,2.0321e-15
+SW_cross_validated,,5.7350e-04,5.8442e-10,2.1920e-15,,3.6729e-22,1.3532e-15,1.1009e-03,6.8632e-05,2.5220e-07
+SW_15,,6.1710e-12,5.0303e-26,7.0586e-25,3.6729e-22,,1.5753e-18,6.8156e-23,2.0831e-20,9.3359e-26
+SW_30,,3.7837e-08,9.7941e-21,5.3419e-21,1.3532e-15,1.5753e-18,,1.2980e-15,1.2043e-12,4.3357e-20
+SW_60,,1.1591e-04,3.3137e-14,2.6976e-17,1.1009e-03,6.8156e-23,1.2980e-15,,3.3558e-02,2.9443e-12
+SW_120,,4.6515e-05,2.7869e-12,3.5462e-16,6.8632e-05,2.0831e-20,1.2043e-12,3.3558e-02,,1.1391e-10
+sFC,,8.2729e-03,1.3383e-07,2.0321e-15,2.5220e-07,9.3359e-26,4.3357e-20,2.9443e-12,1.1391e-10,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
index 27c1aa7d..f02596b6 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/state_transition_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0042,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0253
-DCC_joint,,0.0042,,0.0036,0.0000,0.0000,0.0000,0.0000,0.0000,0.3127
-DCC_bivariate_loop,,0.0000,0.0036,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0003
-SW_cross_validated,,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0001,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0001,,0.0000
-sFC,,0.0253,0.3127,0.0003,0.0000,0.0000,0.0000,0.0000,0.0000,
+SVWP_joint,,,4.1690e-03,2.6428e-06,1.8848e-16,3.8884e-26,4.1576e-24,2.8436e-20,3.9846e-14,2.5316e-02
+DCC_joint,,4.1690e-03,,3.5849e-03,3.5845e-14,5.6089e-25,1.5631e-22,1.3676e-18,4.8124e-13,3.1274e-01
+DCC_bivariate_loop,,2.6428e-06,3.5849e-03,,5.4926e-12,3.8675e-24,2.1838e-21,3.4771e-17,7.9107e-12,2.5001e-04
+SW_cross_validated,,1.8848e-16,3.5845e-14,5.4926e-12,,6.4910e-24,1.7915e-20,9.0051e-14,6.2731e-06,2.5427e-15
+SW_15,,3.8884e-26,5.6089e-25,3.8675e-24,6.4910e-24,,1.3650e-17,2.3462e-21,1.2762e-18,1.1641e-25
+SW_30,,4.1576e-24,1.5631e-22,2.1838e-21,1.7915e-20,1.3650e-17,,1.7179e-15,2.1087e-13,1.9462e-23
+SW_60,,2.8436e-20,1.3676e-18,3.4771e-17,9.0051e-14,2.3462e-21,1.7179e-15,,1.3712e-04,1.6831e-19
+SW_120,,3.9846e-14,4.8124e-13,7.9107e-12,6.2731e-06,1.2762e-18,2.1087e-13,1.3712e-04,,1.5757e-13
+sFC,,2.5316e-02,3.1274e-01,2.5001e-04,2.5427e-15,1.1641e-25,1.9462e-23,1.6831e-19,1.5757e-13,
diff --git a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
index 0445722b..6ab9e911 100644
--- a/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
+++ b/results/fmri/sim/d9s/N0400_T0010/no_noise/all/ttests/covariance_matrix_RMSE/stepwise_between_method_performance_pvals.csv
@@ -1,11 +1,11 @@
 ,VWP_joint,SVWP_joint,DCC_joint,DCC_bivariate_loop,SW_cross_validated,SW_15,SW_30,SW_60,SW_120,sFC
 VWP_joint,,,,,,,,,,
-SVWP_joint,,,0.0000,0.3332,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-DCC_joint,,0.0000,,0.0000,0.0014,0.0000,0.0000,0.5201,0.0000,0.0007
-DCC_bivariate_loop,,0.3332,0.0000,,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
-SW_cross_validated,,0.0000,0.0014,0.0000,,0.0000,0.0000,0.0015,0.2129,0.0950
-SW_15,,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000,0.0000
-SW_30,,0.0000,0.0000,0.0000,0.0000,0.0000,,0.0000,0.0000,0.0000
-SW_60,,0.0000,0.5201,0.0000,0.0015,0.0000,0.0000,,0.0000,0.0000
-SW_120,,0.0000,0.0000,0.0000,0.2129,0.0000,0.0000,0.0000,,0.0001
-sFC,,0.0000,0.0007,0.0000,0.0950,0.0000,0.0000,0.0000,0.0001,
+SVWP_joint,,,1.5140e-15,3.3316e-01,1.8851e-10,4.1487e-25,1.0405e-22,4.4151e-18,3.5665e-12,3.1104e-19
+DCC_joint,,1.5140e-15,,7.1359e-15,1.3903e-03,1.4012e-18,5.9434e-12,5.2010e-01,3.2349e-06,6.5628e-04
+DCC_bivariate_loop,,3.3316e-01,7.1359e-15,,5.5736e-10,3.0986e-24,1.6035e-21,5.6986e-17,1.8970e-11,1.5781e-17
+SW_cross_validated,,1.8851e-10,1.3903e-03,5.5736e-10,,7.3804e-17,1.8640e-11,1.5397e-03,2.1291e-01,9.5038e-02
+SW_15,,4.1487e-25,1.4012e-18,3.0986e-24,7.3804e-17,,1.0781e-17,4.7842e-21,8.7067e-20,2.9798e-23
+SW_30,,1.0405e-22,5.9434e-12,1.6035e-21,1.8640e-11,1.0781e-17,,4.7019e-15,6.6516e-15,9.3637e-19
+SW_60,,4.4151e-18,5.2010e-01,5.6986e-17,1.5397e-03,4.7842e-21,4.7019e-15,,8.2322e-07,4.1513e-05
+SW_120,,3.5665e-12,3.2349e-06,1.8970e-11,2.1291e-01,8.7067e-20,6.6516e-15,8.2322e-07,,1.1267e-04
+sFC,,3.1104e-19,6.5628e-04,1.5781e-17,9.5038e-02,2.9798e-23,9.3637e-19,4.1513e-05,1.1267e-04,
diff --git a/ruff.toml b/ruff.toml
new file mode 100644
index 00000000..7dbfd670
--- /dev/null
+++ b/ruff.toml
@@ -0,0 +1,77 @@
+# Exclude a variety of commonly ignored directories.
+exclude = [
+    ".bzr",
+    ".direnv",
+    ".eggs",
+    ".git",
+    ".git-rewrite",
+    ".hg",
+    ".ipynb_checkpoints",
+    ".mypy_cache",
+    ".nox",
+    ".pants.d",
+    ".pyenv",
+    ".pytest_cache",
+    ".pytype",
+    ".ruff_cache",
+    ".svn",
+    ".tox",
+    ".venv",
+    ".vscode",
+    "__pypackages__",
+    "_build",
+    "buck-out",
+    "build",
+    "dist",
+    "node_modules",
+    "site-packages",
+    "venv",
+]
+
+# Same as Black.
+line-length = 88
+indent-width = 4
+
+# Assume Python 3.10
+target-version = "py310"
+
+[lint]
+# Enable Pyflakes (`F`) and a subset of the pycodestyle (`E`)  codes by default.
+# Unlike Flake8, Ruff doesn't enable pycodestyle warnings (`W`) or
+# McCabe complexity (`C901`) by default.
+select = ["E4", "E7", "E9", "F"]
+ignore = []
+
+# Allow fix for all enabled rules (when `--fix`) is provided.
+fixable = ["ALL"]
+unfixable = []
+
+# Allow unused variables when underscore-prefixed.
+dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$"
+
+[format]
+# Like Black, use double quotes for strings.
+quote-style = "double"
+
+# Like Black, indent with spaces, rather than tabs.
+indent-style = "space"
+
+# Like Black, respect magic trailing commas.
+skip-magic-trailing-comma = false
+
+# Like Black, automatically detect the appropriate line ending.
+line-ending = "auto"
+
+# Enable auto-formatting of code examples in docstrings. Markdown,
+# reStructuredText code/literal blocks and doctests are all supported.
+#
+# This is currently disabled by default, but it is planned for this
+# to be opt-out in the future.
+docstring-code-format = false
+
+# Set the line length limit used when formatting code snippets in
+# docstrings.
+#
+# This only has an effect when the `docstring-code-format` setting is
+# enabled.
+docstring-code-line-length = "dynamic"
diff --git a/studies/impact_of_kernel_lengthscale_initialization.py b/studies/impact_of_kernel_lengthscale_initialization.py
index 8c1d93bb..57c3d2b2 100644
--- a/studies/impact_of_kernel_lengthscale_initialization.py
+++ b/studies/impact_of_kernel_lengthscale_initialization.py
@@ -66,7 +66,7 @@ def check_model_predictions(model, savepath: str = None, title: str = '') -> Non
 
     for cov_structure_type in cfg['all-covs-types']:
         cov_structure = get_d2_covariance_structure(
-            get_covariance_structure(cov_type=cov_structure_type, n_samples=N)
+            get_covariance_structure(cov_type=cov_structure_type, num_samples=N)
         )
         y = simulate_time_series(cov_structure)
         x = np.linspace(0, 1, N).reshape(-1, 1)
diff --git a/studies/wp_computational_cost.py b/studies/wp_computational_cost.py
index 11271e4e..cacc672b 100644
--- a/studies/wp_computational_cost.py
+++ b/studies/wp_computational_cost.py
@@ -109,7 +109,7 @@ def _plot_compute_times_heatmap(df, savepath: str = None) -> None:
             cov_structure = get_ground_truth_covariance_structure(
                 covs_type=cov_structure_type,
                 data_set_name=f'd{D:d}s',  # train on sparse covariance structure
-                n_samples=N,
+                num_samples=N,
                 signal_to_noise_ratio=None
             )
             y = simulate_time_series(cov_structure)