From ab2a8486cc6295438b94399975a4aa11a3f24df9 Mon Sep 17 00:00:00 2001
From: "onno.kampman@gmail.com" <onno.kampman@gmail.com>
Date: Wed, 8 May 2024 06:18:21 +0100
Subject: [PATCH] update d3d significance digits

---
 ...nstant_between_method_performance_pvals.csv | 18 +++++++++---------
 .../null_between_method_performance_pvals.csv  | 18 +++++++++---------
 ...odic_1_between_method_performance_pvals.csv | 18 +++++++++---------
 ...odic_3_between_method_performance_pvals.csv | 18 +++++++++---------
 ...sition_between_method_performance_pvals.csv | 18 +++++++++---------
 ...epwise_between_method_performance_pvals.csv | 18 +++++++++---------
 ...nstant_between_method_performance_pvals.csv | 18 +++++++++---------
 .../null_between_method_performance_pvals.csv  | 18 +++++++++---------
 ...odic_1_between_method_performance_pvals.csv | 18 +++++++++---------
 ...odic_3_between_method_performance_pvals.csv | 18 +++++++++---------
 ...sition_between_method_performance_pvals.csv | 18 +++++++++---------
 ...epwise_between_method_performance_pvals.csv | 18 +++++++++---------
 ...nstant_between_method_performance_pvals.csv | 18 +++++++++---------
 .../null_between_method_performance_pvals.csv  | 18 +++++++++---------
 ...odic_1_between_method_performance_pvals.csv | 18 +++++++++---------
 ...odic_3_between_method_performance_pvals.csv | 18 +++++++++---------
 ...sition_between_method_performance_pvals.csv | 18 +++++++++---------
 ...epwise_between_method_performance_pvals.csv | 18 +++++++++---------
 ...nstant_between_method_performance_pvals.csv | 18 +++++++++---------
 .../null_between_method_performance_pvals.csv  | 18 +++++++++---------
 ...odic_1_between_method_performance_pvals.csv | 18 +++++++++---------
 ...odic_3_between_method_performance_pvals.csv | 18 +++++++++---------
 ...sition_between_method_performance_pvals.csv | 18 +++++++++---------
 ...epwise_between_method_performance_pvals.csv | 18 +++++++++---------
 ...nstant_between_method_performance_pvals.csv | 18 +++++++++---------
 .../null_between_method_performance_pvals.csv  | 18 +++++++++---------
 ...odic_1_between_method_performance_pvals.csv | 18 +++++++++---------
 ...odic_3_between_method_performance_pvals.csv | 18 +++++++++---------
 ...sition_between_method_performance_pvals.csv | 18 +++++++++---------
 ...epwise_between_method_performance_pvals.csv | 18 +++++++++---------
 ...nstant_between_method_performance_pvals.csv | 18 +++++++++---------
 .../null_between_method_performance_pvals.csv  | 18 +++++++++---------
 ...odic_1_between_method_performance_pvals.csv | 18 +++++++++---------
 ...odic_3_between_method_performance_pvals.csv | 18 +++++++++---------
 ...sition_between_method_performance_pvals.csv | 18 +++++++++---------
 ...epwise_between_method_performance_pvals.csv | 18 +++++++++---------
 ...nstant_between_method_performance_pvals.csv | 18 +++++++++---------
 .../null_between_method_performance_pvals.csv  | 18 +++++++++---------
 ...odic_1_between_method_performance_pvals.csv | 18 +++++++++---------
 ...odic_3_between_method_performance_pvals.csv | 18 +++++++++---------
 ...sition_between_method_performance_pvals.csv | 18 +++++++++---------
 ...epwise_between_method_performance_pvals.csv | 18 +++++++++---------
 ...nstant_between_method_performance_pvals.csv | 18 +++++++++---------
 .../null_between_method_performance_pvals.csv  | 18 +++++++++---------
 ...odic_1_between_method_performance_pvals.csv | 18 +++++++++---------
 ...odic_3_between_method_performance_pvals.csv | 18 +++++++++---------
 ...sition_between_method_performance_pvals.csv | 18 +++++++++---------
 ...epwise_between_method_performance_pvals.csv | 18 +++++++++---------
 ...boxcar_between_method_performance_pvals.csv | 18 +++++++++---------
 ...nstant_between_method_performance_pvals.csv | 18 +++++++++---------
 .../null_between_method_performance_pvals.csv  | 18 +++++++++---------
 ...odic_1_between_method_performance_pvals.csv | 18 +++++++++---------
 ...odic_3_between_method_performance_pvals.csv | 18 +++++++++---------
 ...sition_between_method_performance_pvals.csv | 18 +++++++++---------
 ...epwise_between_method_performance_pvals.csv | 18 +++++++++---------
 ...boxcar_between_method_performance_pvals.csv | 18 +++++++++---------
 ...nstant_between_method_performance_pvals.csv | 18 +++++++++---------
 .../null_between_method_performance_pvals.csv  | 18 +++++++++---------
 ...odic_1_between_method_performance_pvals.csv | 18 +++++++++---------
 ...odic_3_between_method_performance_pvals.csv | 18 +++++++++---------
 ...sition_between_method_performance_pvals.csv | 18 +++++++++---------
 ...epwise_between_method_performance_pvals.csv | 18 +++++++++---------
 ...boxcar_between_method_performance_pvals.csv | 18 +++++++++---------
 ...nstant_between_method_performance_pvals.csv | 18 +++++++++---------
 .../null_between_method_performance_pvals.csv  | 18 +++++++++---------
 ...odic_1_between_method_performance_pvals.csv | 18 +++++++++---------
 ...odic_3_between_method_performance_pvals.csv | 18 +++++++++---------
 ...sition_between_method_performance_pvals.csv | 18 +++++++++---------
 ...epwise_between_method_performance_pvals.csv | 18 +++++++++---------
 ...boxcar_between_method_performance_pvals.csv | 18 +++++++++---------
 ...nstant_between_method_performance_pvals.csv | 18 +++++++++---------
 .../null_between_method_performance_pvals.csv  | 18 +++++++++---------
 ...odic_1_between_method_performance_pvals.csv | 18 +++++++++---------
 ...odic_3_between_method_performance_pvals.csv | 18 +++++++++---------
 ...sition_between_method_performance_pvals.csv | 18 +++++++++---------
 ...epwise_between_method_performance_pvals.csv | 18 +++++++++---------
 ...boxcar_between_method_performance_pvals.csv | 16 ++++++++--------
 ...nstant_between_method_performance_pvals.csv | 18 +++++++++---------
 .../null_between_method_performance_pvals.csv  | 18 +++++++++---------
 ...odic_1_between_method_performance_pvals.csv | 18 +++++++++---------
 ...odic_3_between_method_performance_pvals.csv | 18 +++++++++---------
 ...sition_between_method_performance_pvals.csv | 18 +++++++++---------
 ...epwise_between_method_performance_pvals.csv | 18 +++++++++---------
 ...boxcar_between_method_performance_pvals.csv | 16 ++++++++--------
 ...nstant_between_method_performance_pvals.csv | 18 +++++++++---------
 .../null_between_method_performance_pvals.csv  | 18 +++++++++---------
 ...odic_1_between_method_performance_pvals.csv | 18 +++++++++---------
 ...odic_3_between_method_performance_pvals.csv | 18 +++++++++---------
 ...sition_between_method_performance_pvals.csv | 18 +++++++++---------
 ...epwise_between_method_performance_pvals.csv | 18 +++++++++---------
 ...boxcar_between_method_performance_pvals.csv | 18 +++++++++---------
 ...nstant_between_method_performance_pvals.csv | 18 +++++++++---------
 .../null_between_method_performance_pvals.csv  | 18 +++++++++---------
 ...odic_1_between_method_performance_pvals.csv | 18 +++++++++---------
 ...odic_3_between_method_performance_pvals.csv | 18 +++++++++---------
 ...sition_between_method_performance_pvals.csv | 18 +++++++++---------
 ...epwise_between_method_performance_pvals.csv | 18 +++++++++---------
 ...boxcar_between_method_performance_pvals.csv | 18 +++++++++---------
 ...nstant_between_method_performance_pvals.csv | 18 +++++++++---------
 .../null_between_method_performance_pvals.csv  | 18 +++++++++---------
 ...odic_1_between_method_performance_pvals.csv | 18 +++++++++---------
 ...odic_3_between_method_performance_pvals.csv | 18 +++++++++---------
 ...sition_between_method_performance_pvals.csv | 18 +++++++++---------
 ...epwise_between_method_performance_pvals.csv | 18 +++++++++---------
 104 files changed, 934 insertions(+), 934 deletions(-)

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/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/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/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/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/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,