In [1]:
# Standard library imports
import random
import os
import sys
import re
# Related third party imports
import nose
import numpy as np
import matplotlib.pylab as plt
from numpy.testing import assert_almost_equal
from scipy import io
from pandas import DataFrame
# Local application/library specific imports
#reload(my_classif)
from manifold import random_spd
from connectivity import cov_to_corr, vec_to_sym
sys.path.append("/home/sb238920/CODE/servier2")
from conn_utilities import get_structurals, get_conditions, extract_rois
from compute_precision import plot_matrix
In [2]:
# Prepare the dataframe
conn_file = "/volatile/new/salma/subject1to40/" + \
"conn_servier2_1to40sub_RS1-Nback2-Nback3-RS2_Pl-D_1_1_1.mat"
if not os.path.isfile(conn_file):
raise IOError("file {0} not found".format(conn_file))
conn_class = io.loadmat(conn_file, struct_as_record=False,
squeeze_me=True)['CONN_x']
structurals = get_structurals(conn_class)
subjects = [re.findall("([A-Z]{2}[0-9]{6})", file_name)[0] for file_name in
structurals]
conditions = get_conditions(conn_class)
rois = ['IPL', 'LMFG_peak1', 'RCPL_peak1', 'LCPL_peak3', 'LT',
'vIPS_big', 'pIPS_big', 'MT_big', 'FEF_big', 'RTPJ', 'RDLPFC',
'AG_big', 'SFG_big', 'PCC', 'MPFC', 'FP']
conn_folder = os.path.splitext(conn_file)[0]
df_list = list()
for s, subject in enumerate(subjects):
for c, condition in enumerate(conditions):
file_name = "ROI_Subject%03d_Condition%03d.mat" % (s + 1, c + 1)
regions_signal = extract_rois(os.path.join(
conn_folder, "results/preprocessing", file_name), rois)
df_list.append({"condition": condition,
"subj_id": subject,
"region_signals": regions_signal})
df = DataFrame(df_list)
In [3]:
import autoreload
import classify_covs
#autoreload?
t_test = classify_covs.statistical_test(df, conditions, p_correction="fdr",
estimators={'kind': 'correlation',
'cov_estimator': None})
Nbac2_Placebo vs. ReSt1_Placebo: t_stat = [ nan 0.72491348 nan 0.37500071 -1.75502182 nan
2.3204736 -1.24399131 -0.32058331 nan 3.13187582 0.44861706
-0.70403633 1.34196158 nan -0.80632011 -1.15037061 0.58008232
5.082873 3.62733767 nan -0.3436191 -0.25426001 2.20746808
7.08428518 1.5802234 4.34867244 nan 1.9266775 1.56554441
2.29837386 7.18819487 3.74436081 1.43823805 5.90541748 nan
0.02558952 0.16965061 0.03102117 0.51909068 4.05130991 -5.12819298
-4.14569649 -2.77999433 nan -0.70633183 -0.60602796 -0.37624629
-2.38459686 -0.09671417 -0.6870634 -1.48395209 -1.98959199 1.52630344
nan 1.64716403 2.24207068 0.18044036 0.12368243 0.44502992
2.61443339 1.86682106 2.72275069 2.99422854 -2.54426442 nan
-1.71443409 -2.2124313 -0.33398023 -0.52041027 -0.71207068 -0.89401342
-3.34878914 0.20716344 0.48151467 -0.77775321 -0.96335757 nan
-1.1683983 -1.39977575 -2.78069023 -2.07243795 -1.35937949 -2.19407627
-2.87194849 -1.43102336 0.18467599 -0.24618868 -1.12041928 0.35818335
nan -1.94808058 -3.11271442 -1.26059173 -0.66309166 -1.65923634
0.104658 -3.63665208 -0.49352787 1.08820173 -1.34640889 -1.6956275
-2.39757948 0.23803905 nan -2.12637193 -2.82924922 -1.04424619
-0.91407451 -0.41182658 -2.48317046 -3.7483005 -3.54004879 -1.50390156
0.16538887 -0.73535985 -0.18831744 0.79816973 -1.01518158 nan
1.34833974 2.51002061 -0.14143337 0.57841658 0.86831606 -0.41004994
0.14323204 0.82356219 -0.43531729 -0.68120329 1.16887727 0.84716922
2.07621725 0.15553487 1.104098 nan], q-val = [ 0.00000000e+00 7.10623734e-01 0.00000000e+00 8.60232251e-01
2.48883375e-01 0.00000000e+00 1.06083015e-01 4.41855916e-01
8.74063309e-01 0.00000000e+00 2.59771000e-02 8.40924489e-01
7.10623734e-01 3.87661110e-01 0.00000000e+00 6.78324670e-01
4.89516687e-01 7.72238665e-01 2.31335288e-04 8.19424075e-03
0.00000000e+00 8.70804417e-01 9.20487218e-01 1.20844354e-01
9.85393505e-07 3.11829239e-01 1.90504011e-03 0.00000000e+00
1.83987551e-01 3.13835942e-01 1.07945746e-01 9.85393505e-07
6.99883566e-03 3.63143210e-01 2.80346364e-05 0.00000000e+00
9.79715232e-01 9.26875467e-01 9.79715232e-01 8.08841222e-01
3.52250145e-03 2.31335288e-04 3.02926416e-03 4.75670928e-02
0.00000000e+00 7.10623734e-01 7.64661555e-01 8.60232251e-01
9.45307229e-02 9.39100358e-01 7.13954246e-01 3.43198409e-01
1.69519298e-01 3.30622596e-01 0.00000000e+00 2.80590472e-01
1.18905403e-01 9.26875467e-01 9.33312381e-01 8.40924489e-01
6.59387489e-02 2.03290214e-01 5.25350720e-02 3.35930761e-02
7.51193415e-02 0.00000000e+00 2.63405305e-01 1.20844354e-01
8.70804417e-01 8.08841222e-01 7.10623734e-01 6.36843135e-01
1.55051668e-02 9.26875467e-01 8.25445686e-01 6.87907516e-01
5.93571636e-01 0.00000000e+00 4.83365739e-01 3.76633766e-01
4.75670928e-02 1.45560485e-01 3.87661110e-01 1.20895205e-01
4.37638844e-02 3.63143210e-01 9.26875467e-01 9.20487218e-01
5.05101536e-01 8.66565157e-01 0.00000000e+00 1.80394404e-01
2.59771000e-02 4.37178154e-01 7.21655044e-01 2.80240063e-01
9.39100358e-01 8.19424075e-03 8.23394611e-01 5.14882489e-01
3.87661110e-01 2.67073560e-01 9.45307229e-02 9.20487218e-01
0.00000000e+00 1.36648164e-01 4.63164897e-02 5.42330500e-01
6.27933534e-01 8.46201870e-01 8.04424097e-02 6.99883566e-03
9.72099644e-03 3.37589962e-01 9.26875467e-01 7.10623734e-01
9.26875467e-01 6.78324670e-01 5.58134455e-01 0.00000000e+00
3.87661110e-01 7.83928305e-02 9.26875467e-01 7.72238665e-01
6.50888998e-01 8.46201870e-01 9.26875467e-01 6.73291364e-01
8.40924489e-01 7.13954246e-01 4.83365739e-01 6.60936642e-01
1.45560485e-01 9.26875467e-01 5.10122625e-01 0.00000000e+00]
Nbac3_Placebo vs. ReSt1_Placebo: t_stat = [ nan 0.60794892 nan -0.40229532 -2.16526506 nan
1.86716367 -1.10857566 -0.52020572 nan 3.70327264 0.53536519
-1.70520848 1.98949086 nan 0.06970328 -0.08554214 1.03055675
5.06164077 3.30367738 nan 0.02806045 -0.16188723 2.15782472
6.45983834 2.64315048 3.78274734 nan 1.66400009 1.98309877
2.80325436 7.78488312 5.31017152 2.28663265 6.77438237 nan
1.97476817 1.49642346 1.6216415 1.08234393 3.75419871 -2.0723439
-0.83368368 -1.68135632 nan 0.45525019 0.08362169 1.33083956
-2.12763759 -1.29619497 0.07515741 -1.26891235 -0.82625354 1.4303342
nan 1.09042443 2.92982551 -0.505787 -0.40218281 0.8237438
2.3291517 1.09504473 2.56517628 2.82278499 -1.90955671 nan
-0.86965627 -1.29313192 0.33818585 -0.17365416 -0.49135602 -0.95232295
-2.98357986 -0.44875685 0.54408268 -0.27406092 -0.07437796 nan
-2.36002329 -2.30658012 -1.43415395 -1.6779674 -1.51819271 -2.26793508
-4.91256026 -2.65656781 0.17584608 -1.14546103 -1.08188132 -0.56316076
nan -1.490328 -2.68798489 0.84567008 0.91449841 -1.19842727
0.03172125 -3.94328586 -0.56270353 0.66484462 -1.24984754 -0.88143377
-2.94376436 0.66175957 nan -1.29543464 -2.58597828 1.00226362
-0.2756803 -0.85518708 -2.53469716 -4.02208051 -2.84288297 -1.69619173
0.09984197 -0.01272494 -0.23374945 1.2468906 -0.41245148 nan
0.50260734 2.15910521 0.26470206 0.22027704 0.85641283 -0.75180481
-0.54503124 -0.66591036 0.82576207 -0.35456006 1.29852735 0.93705897
1.52728634 0.80507448 0.82348273 nan], q-val = [ 0.00000000e+00 7.54131874e-01 0.00000000e+00 8.19499381e-01
1.39349196e-01 0.00000000e+00 2.13564514e-01 5.19908384e-01
7.80715976e-01 0.00000000e+00 7.17264898e-03 7.76657274e-01
2.82839637e-01 1.79690436e-01 0.00000000e+00 9.69011295e-01
9.69011295e-01 5.53607933e-01 2.47401703e-04 2.05131845e-02
0.00000000e+00 9.85973488e-01 9.42951858e-01 1.39349196e-01
4.76643424e-06 6.72370078e-02 6.80037449e-03 0.00000000e+00
2.83986665e-01 1.79690436e-01 5.22785496e-02 2.20516291e-07
1.40606710e-04 1.18839143e-01 2.62769299e-06 0.00000000e+00
1.79690436e-01 3.53098887e-01 3.01168316e-01 5.19908384e-01
6.80037449e-03 1.58436628e-01 6.15171799e-01 2.82839637e-01
0.00000000e+00 8.03376390e-01 9.69011295e-01 4.36228277e-01
1.44523591e-01 4.36228277e-01 9.69011295e-01 4.46302233e-01
6.15171799e-01 3.77846276e-01 0.00000000e+00 5.19908384e-01
4.51370605e-02 7.80715976e-01 8.19499381e-01 6.15171799e-01
1.15954734e-01 5.19908384e-01 7.44677472e-02 5.22785496e-02
2.00735307e-01 0.00000000e+00 6.15171799e-01 4.36228277e-01
8.58683853e-01 9.41493270e-01 7.82410793e-01 6.03127732e-01
4.51370605e-02 8.03376390e-01 7.76657274e-01 8.97320349e-01
9.69011295e-01 0.00000000e+00 1.12185143e-01 1.17679937e-01
3.77846276e-01 2.82839637e-01 3.49867323e-01 1.19791823e-01
3.29951206e-04 6.72370078e-02 9.41493270e-01 5.09505785e-01
5.19908384e-01 7.76657274e-01 0.00000000e+00 3.53098887e-01
6.64141253e-02 6.15171799e-01 6.15171799e-01 4.75965423e-01
9.85973488e-01 4.86508027e-03 7.76657274e-01 7.14441821e-01
4.47202048e-01 6.15171799e-01 4.51370605e-02 7.14441821e-01
0.00000000e+00 4.36228277e-01 7.39652997e-02 5.68931654e-01
8.97320349e-01 6.15171799e-01 7.68965304e-02 4.39450333e-03
5.22785496e-02 2.82839637e-01 9.69011295e-01 9.89912113e-01
9.15591220e-01 4.47202048e-01 8.19499381e-01 0.00000000e+00
7.80715976e-01 1.39349196e-01 8.97320349e-01 9.18671611e-01
6.15171799e-01 6.60262846e-01 7.76657274e-01 7.14441821e-01
6.15171799e-01 8.52740337e-01 4.36228277e-01 6.07705942e-01
3.49867323e-01 6.22913904e-01 6.15171799e-01 0.00000000e+00]
Nbac3_Placebo vs. Nbac2_Placebo: t_stat = [ nan 0.056964 nan -0.85651425 -0.39811565 nan
-0.45954073 0.12948578 -0.31185062 nan 0.34351161 0.16405651
-0.97591071 0.65895202 nan 1.09843152 1.00039788 0.47357037
1.50366075 -0.2254772 nan 0.51804478 0.05668073 -0.54440843
0.3089746 1.56769557 -1.15059156 nan -0.3277887 0.55930997
0.19233374 1.79136522 1.40812042 1.09588673 -0.6295082 nan
2.19958709 1.3758576 1.31409159 0.36111825 0.73737711 3.4081766
3.71464501 1.30338353 nan 1.61434111 0.69578244 1.58587767
0.38103203 -0.90637962 0.72546404 0.47512863 0.92073845 -0.02509652
nan -0.53981911 0.05315102 -0.7980588 -0.58489263 0.37776831
-0.47813187 -1.16769909 -0.72012806 0.24030067 1.35209954 nan
1.06154107 1.15163785 0.83172222 0.36184992 0.2595656 -0.05229118
0.62057232 -0.7679355 0.08859558 0.73242352 1.33934958 nan
-1.01497801 -1.0439837 1.89419464 0.59692333 -0.24384397 0.27015796
-1.63119444 -1.37796686 -0.02462886 -1.25012281 -0.03742312 -1.6115913
nan 0.62370659 0.25605151 2.88337433 1.91613295 0.43202376
-0.09787731 -0.35144448 -0.10628023 -0.4728137 0.30790434 1.3894672
-0.70684451 0.44804791 nan 1.41673025 -0.04993048 2.28702531
0.7409709 -0.51054797 -0.35199632 -0.29771363 0.84233942 -0.70418907
-0.08929954 0.9103868 -0.05187653 0.64728469 0.84528073 nan
-1.14363807 -1.27786304 0.51718245 -0.52947798 -0.07553593 -0.33205884
-0.77014688 -1.88825701 1.20301782 0.57253456 0.28108446 -0.03982249
-0.72556552 0.71270993 -0.23984626 nan], q-val = [ 0. 0.98047658 0. 0.96440272 0.96440272 0.
0.96440272 0.98047658 0.96440272 0. 0.96440272 0.98047658
0.96440272 0.96440272 0. 0.96440272 0.96440272 0.96440272
0.96440272 0.9679829 0. 0.96440272 0.98047658 0.96440272
0.96440272 0.96440272 0.96440272 0. 0.96440272 0.96440272
0.98047658 0.96440272 0.96440272 0.96440272 0.96440272 0.
0.81191957 0.96440272 0.96440272 0.96440272 0.96440272 0.09187609
0.07632875 0.96440272 0. 0.96440272 0.96440272 0.96440272
0.96440272 0.96440272 0.96440272 0.96440272 0.96440272 0.98047658
0. 0.96440272 0.98047658 0.96440272 0.96440272 0.96440272
0.96440272 0.96440272 0.96440272 0.96440272 0.96440272 0.
0.96440272 0.96440272 0.96440272 0.96440272 0.96440272 0.98047658
0.96440272 0.96440272 0.98047658 0.96440272 0.96440272 0.
0.96440272 0.96440272 0.96440272 0.96440272 0.96440272 0.96440272
0.96440272 0.96440272 0.98047658 0.96440272 0.98047658 0.96440272
0. 0.96440272 0.96440272 0.25487981 0.96440272 0.96440272
0.98047658 0.96440272 0.98047658 0.96440272 0.96440272 0.96440272
0.96440272 0.96440272 0. 0.96440272 0.98047658 0.81191957
0.96440272 0.96440272 0.96440272 0.96440272 0.96440272 0.96440272
0.98047658 0.96440272 0.98047658 0.96440272 0.96440272 0.
0.96440272 0.96440272 0.96440272 0.96440272 0.98047658 0.96440272
0.96440272 0.96440272 0.96440272 0.96440272 0.96440272 0.98047658
0.96440272 0.96440272 0.96440272 0. ]
ReSt2_Placebo vs. ReSt1_Placebo: t_stat = [ nan 0.46725148 nan -1.00924143 -0.97433635 nan
-1.71641159 -2.23888064 0.09129543 nan 0.80519637 0.74575121
-0.66043198 -0.45176757 nan -0.18724317 -1.51224295 -2.36079603
0.4601242 0.58021254 nan 0.03584088 -0.88736441 -0.39330749
0.01861421 0.87357658 -0.04441418 nan -0.33032259 -1.42271266
-1.9466741 1.27068353 1.376454 1.42191368 -0.04555366 nan
2.78719854 2.08334672 1.14672379 -0.08300185 1.86871566 1.08930645
2.14220501 0.53924828 nan -1.74671901 -0.23140241 0.80292165
-0.66120532 0.28111944 0.43338415 0.12256127 -0.86557354 0.3607019
nan -1.15636034 0.94033692 1.17403637 0.27749802 1.49332746
-0.22777128 -0.05846674 -1.49170245 0.4588371 0.40288919 nan
-2.28148969 0.37146317 0.96157001 0.25056633 -0.05247548 -1.31623262
-2.51702431 -0.91733795 -0.64013528 1.08230606 0.04397286 nan
-0.94072955 2.1339236 0.67028251 -0.47339594 -0.20310254 -2.06533969
-2.25791132 -1.40700258 -0.09529528 -0.84499802 -0.66268535 0.16059904
nan -1.63902682 -0.34677261 1.12900429 -0.33990259 -0.31895271
-2.12718732 -2.21200295 -1.5190255 -0.14681958 1.09767017 0.39504639
0.12865919 0.51075899 nan 0.80586604 1.45876011 1.20777426
-0.7134809 1.06499919 -1.42942805 -1.88060358 -1.84310356 -0.99188124
-0.73929309 -0.60185369 0.24868758 0.8794762 -0.05662971 nan
-0.33913476 1.5557818 1.78654751 0.67249219 0.63806816 -0.53931835
0.52904882 -0.1280406 -0.00380418 0.15950926 -0.12883584 -0.57217331
0.85779541 0.6268714 -0.42385066 nan], q-val = [ 0. 0.96879847 0. 0.87985347 0.87985347 0.
0.59381642 0.45582278 0.98805973 0. 0.88321313 0.92831154
0.92938477 0.96879847 0. 0.98805973 0.66938531 0.45582278
0.96879847 0.9508138 0. 0.98805973 0.87985347 0.96903156
0.99352314 0.87985347 0.98805973 0. 0.96903156 0.66938531
0.54279206 0.76861471 0.6833533 0.66938531 0.98805973 0.
0.45582278 0.45582278 0.83638027 0.98805973 0.54692757 0.83638027
0.45582278 0.95963207 0. 0.59038958 0.98805973 0.88321313
0.92938477 0.98805973 0.96903156 0.98805973 0.87985347 0.96903156
0. 0.83638027 0.87985347 0.83638027 0.98805973 0.66938531
0.98805973 0.98805973 0.66938531 0.96879847 0.96903156 0.
0.45582278 0.96903156 0.87985347 0.98805973 0.98805973 0.73417443
0.45582278 0.87985347 0.92938477 0.83638027 0.98805973 0.
0.87985347 0.45582278 0.92938477 0.96879847 0.98805973 0.45582278
0.45582278 0.66938531 0.98805973 0.87985347 0.92938477 0.98805973
0. 0.65550667 0.96903156 0.83638027 0.96903156 0.96963153
0.45582278 0.45582278 0.66938531 0.98805973 0.83638027 0.96903156
0.98805973 0.96694588 0. 0.88321313 0.66938531 0.8273207
0.92938477 0.83835911 0.66938531 0.54692757 0.54692757 0.87985347
0.92831154 0.94415071 0.98805973 0.87985347 0.98805973 0.
0.96903156 0.66938531 0.57731481 0.92938477 0.92938477 0.95963207
0.95963207 0.98805973 0.9969841 0.98805973 0.98805973 0.9508138
0.87985347 0.92938477 0.96903156 0. ]
ReSt2_Placebo vs. Nbac2_Placebo: t_stat = [ nan -0.22328888 nan -1.21715743 0.77200743 nan
-3.73903158 -1.32287941 0.37632439 nan -2.28785974 0.43809694
-0.02170858 -1.63667188 nan 0.82684744 -0.48739098 -2.45008719
-4.774966 -2.03545315 nan 0.37095334 -0.77236558 -2.69542145
-7.62935913 -0.33942877 -4.29548894 nan -2.32609035 -2.1857527
-3.49700461 -5.43602769 -1.52651918 -0.58440072 -6.1471504 nan
3.04107673 1.48250568 0.78739454 -0.65096438 -1.79741647 5.74575602
5.93584657 3.61262863 nan -0.7576002 0.29577625 1.21988895
1.72606243 0.35233027 0.97183552 2.06187836 0.86274981 -1.39872508
nan -3.0532295 -1.70740726 0.72241682 0.16515546 0.9938382
-2.87633428 -2.23805189 -4.5952428 -2.39506947 3.45919075 nan
-0.02897077 3.03418164 1.18935832 0.83879363 0.88833899 0.12262093
1.59662721 -1.05419192 -1.01815453 1.49212091 1.15365988 nan
0.30086672 2.91204206 3.98185844 1.35691604 1.43656422 0.23037535
1.7550348 -0.43510004 -0.31338593 -0.34815722 0.6893124 -0.21103781
nan 0.95985448 3.12585348 2.51360751 0.32948823 1.41422559
-1.40827302 2.43609422 -1.1604498 -1.10619565 2.16577014 2.61830717
2.55537453 0.20749908 nan 3.15045075 3.81369231 2.22962226
0.19968075 1.45831045 0.88932269 2.59321058 1.29455657 0.25789287
-0.78245119 0.39936146 0.44867263 -0.05781508 0.93293987 nan
-1.58947593 -0.97121547 1.70266892 0.06880682 -0.39102357 -0.05676082
0.33343063 -0.84876685 0.4035615 0.96185427 -1.4247581 -1.34796639
-1.4944098 0.45397743 -1.77682631 nan], q-val = [ 0.00000000e+00 8.94974641e-01 0.00000000e+00 4.46822757e-01
6.35375905e-01 0.00000000e+00 6.46242602e-03 3.93722178e-01
8.57942085e-01 0.00000000e+00 1.07034832e-01 8.50070062e-01
9.82791107e-01 2.99303661e-01 0.00000000e+00 6.20030979e-01
8.38279760e-01 8.36415803e-02 5.08185670e-04 1.57752906e-01
0.00000000e+00 8.57942085e-01 6.35375905e-01 5.62929262e-02
3.57249858e-07 8.57942085e-01 1.68124524e-03 0.00000000e+00
1.01214013e-01 1.23185175e-01 1.09914295e-02 7.53492178e-05
3.44554815e-01 7.58179290e-01 1.94088491e-05 0.00000000e+00
2.70208150e-02 3.50980737e-01 6.35375905e-01 7.07572835e-01
2.52681471e-01 3.50359539e-05 2.54344079e-05 8.54953963e-03
0.00000000e+00 6.39873628e-01 8.62396420e-01 4.46822757e-01
2.69550208e-01 8.57942085e-01 5.63904284e-01 1.53092112e-01
6.13323994e-01 3.63852678e-01 0.00000000e+00 2.70208150e-02
2.69550208e-01 6.61881119e-01 9.15447094e-01 5.63904284e-01
3.70858528e-02 1.14915500e-01 7.62955290e-04 8.90377379e-02
1.13634997e-02 0.00000000e+00 9.82791107e-01 2.70208150e-02
4.59980229e-01 6.17767781e-01 5.99691737e-01 9.42299475e-01
3.13116341e-01 5.34237343e-01 5.55669473e-01 3.50980737e-01
4.71989346e-01 0.00000000e+00 8.62396420e-01 3.54706971e-02
3.85481317e-03 3.83683722e-01 3.63852678e-01 8.94974641e-01
2.61320790e-01 8.50070062e-01 8.62396420e-01 8.57942085e-01
6.82355493e-01 8.94974641e-01 0.00000000e+00 5.63904284e-01
2.50689100e-02 7.47236181e-02 8.57942085e-01 3.63852678e-01
3.63852678e-01 8.36415803e-02 4.71989346e-01 5.00761619e-01
1.25159297e-01 6.53076111e-02 7.01786419e-02 8.94974641e-01
0.00000000e+00 2.50121185e-02 5.71125095e-03 1.14915500e-01
8.94974641e-01 3.59439680e-01 5.99691737e-01 6.66013768e-02
4.06171758e-01 8.86495134e-01 6.35375905e-01 8.57942085e-01
8.50070062e-01 9.71212412e-01 5.78256012e-01 0.00000000e+00
3.13116341e-01 5.63904284e-01 2.69550208e-01 9.71212412e-01
8.57942085e-01 9.71212412e-01 8.57942085e-01 6.17216731e-01
8.57942085e-01 5.63904284e-01 3.63852678e-01 3.83683722e-01
3.50980737e-01 8.50070062e-01 2.56608069e-01 0.00000000e+00]
ReSt2_Placebo vs. Nbac3_Placebo: t_stat = [ nan -2.35058525e-01 nan -5.08582094e-01
1.09555868e+00 nan -3.39328602e+00 -1.56051423e+00
6.08191657e-01 nan -2.39317803e+00 2.45262155e-01
8.18916696e-01 -2.35808609e+00 nan -2.56415971e-01
-1.20301263e+00 -3.27114824e+00 -5.30846480e+00 -2.09182663e+00
nan -3.36276684e-03 -7.53524387e-01 -2.37799527e+00
-7.19148534e+00 -1.42836208e+00 -4.03632677e+00 nan
-2.16857335e+00 -2.67593471e+00 -3.53720598e+00 -6.03623653e+00
-2.91257211e+00 -1.31771791e+00 -6.41240392e+00 nan
8.78405914e-01 4.22116476e-01 -2.76818013e-01 -9.61532184e-01
-1.95044684e+00 2.75762896e+00 3.17664702e+00 1.97398550e+00
nan -1.99531276e+00 -3.33256137e-01 -2.26174631e-01
1.55087675e+00 1.64501464e+00 2.89981316e-01 1.57078141e+00
7.57856182e-02 -1.29659200e+00 nan -2.21448626e+00
-2.09011372e+00 1.31750227e+00 8.51296065e-01 6.58398728e-01
-2.25007226e+00 -1.20678504e+00 -3.67409421e+00 -2.70734584e+00
2.36767614e+00 nan -8.93241441e-01 1.59662097e+00
6.53068488e-01 4.63180583e-01 5.02840661e-01 1.44256512e-01
1.05705880e+00 -3.37594897e-01 -1.12159225e+00 1.04300312e+00
1.28839476e-01 nan 1.07482085e+00 3.79236158e+00
2.27965216e+00 1.01494646e+00 1.41466240e+00 -5.09278728e-03
3.14159866e+00 4.67107584e-01 -3.22816762e-01 5.41603185e-01
6.87819183e-01 6.84116055e-01 nan 4.44255191e-01
2.38872781e+00 2.09929387e-01 -1.47316501e+00 9.77111397e-01
-1.36809015e+00 2.55897782e+00 -1.04164532e+00 -7.67232021e-01
2.03805925e+00 1.65038676e+00 3.00574415e+00 -1.72096396e-01
nan 2.36917507e+00 3.68776220e+00 3.56464735e-01
-5.49726815e-01 1.77461239e+00 1.16199885e+00 2.65854429e+00
4.92979384e-01 8.43150084e-01 -6.17431223e-01 -4.15936354e-01
5.03724333e-01 -4.64052445e-01 3.04259149e-01 nan
-8.11908576e-01 5.57398838e-02 1.41468480e+00 4.92093640e-01
-3.28027835e-01 2.59992371e-01 9.82175003e-01 6.04222106e-01
-8.59875215e-01 5.02625930e-01 -1.79776202e+00 -1.35607975e+00
-6.48005532e-01 -2.00471268e-01 -1.22721161e+00 nan], q-val = [ 0.00000000e+00 8.88915473e-01 0.00000000e+00 8.15754597e-01
5.69474332e-01 0.00000000e+00 1.91614913e-02 3.51843242e-01
7.84564342e-01 0.00000000e+00 1.08362286e-01 8.88915473e-01
6.83954885e-01 1.08362286e-01 0.00000000e+00 8.87752752e-01
5.06193996e-01 2.44905956e-02 1.41371933e-04 1.61910521e-01
0.00000000e+00 9.97334048e-01 7.19463341e-01 1.08362286e-01
1.40589589e-06 4.12755922e-01 5.89515547e-03 0.00000000e+00
1.45104634e-01 7.15092138e-02 1.41560699e-02 1.84483421e-05
4.72285938e-02 4.50826594e-01 8.31763029e-06 0.00000000e+00
6.69744979e-01 8.32330453e-01 8.86847258e-01 6.12910990e-01
1.94453202e-01 6.61051484e-02 2.91102937e-02 1.90274957e-01
0.00000000e+00 1.87159570e-01 8.72106908e-01 8.88915473e-01
3.51843242e-01 3.24013063e-01 8.83847752e-01 3.51843242e-01
9.64079070e-01 4.58244159e-01 0.00000000e+00 1.35342537e-01
1.61910521e-01 4.50826594e-01 6.73810283e-01 7.71523518e-01
1.29258821e-01 5.06193996e-01 1.07352590e-02 7.06895199e-02
1.08362286e-01 0.00000000e+00 6.65659232e-01 3.46602519e-01
7.71523518e-01 8.15759205e-01 8.15754597e-01 9.24564310e-01
5.79029756e-01 8.72106908e-01 5.56333098e-01 5.79029756e-01
9.29117397e-01 0.00000000e+00 5.78119696e-01 1.01346077e-02
1.25241405e-01 5.93225319e-01 4.12755922e-01 9.97334048e-01
2.95632295e-02 8.15759205e-01 8.72106908e-01 8.15754597e-01
7.66072420e-01 7.66072420e-01 0.00000000e+00 8.24141953e-01
1.08362286e-01 8.94322624e-01 3.96619503e-01 6.08247963e-01
4.38649066e-01 8.69513304e-02 5.79029756e-01 7.16101871e-01
1.75879480e-01 3.24013063e-01 3.95613446e-02 9.09738625e-01
0.00000000e+00 1.08362286e-01 1.07352590e-02 8.72106908e-01
8.15754597e-01 2.64531494e-01 5.31153558e-01 7.15092138e-02
8.15754597e-01 6.73810283e-01 7.84564342e-01 8.32330453e-01
8.15754597e-01 8.15759205e-01 8.79863142e-01 0.00000000e+00
6.83954885e-01 9.72034181e-01 4.12755922e-01 8.15754597e-01
8.72106908e-01 8.87752752e-01 6.08247963e-01 7.84564342e-01
6.73810283e-01 8.15754597e-01 2.59329883e-01 4.38897127e-01
7.71523518e-01 8.94322624e-01 5.04666024e-01 0.00000000e+00]
ReSt1_Drug vs. ReSt1_Placebo: t_stat = [ nan 0.98683905 nan -0.8592886 -1.59612182 nan
-1.0791484 -1.72126534 -1.56230958 nan 0.47477378 -0.10857261
-2.06838041 -0.98422502 nan 0.13923469 -1.76133443 0.70894852
0.53259369 0.42128425 nan -1.20045767 -0.24663569 0.75880039
0.50428132 0.36492765 0.59116211 nan -0.98332859 -1.62914618
0.11022429 1.10070981 0.4174233 -0.66375767 0.87271113 nan
0.23168511 0.42435263 0.85742104 -0.42518525 0.98664 -1.28740648
-0.3012804 -0.88844772 nan 0.14934964 0.69733512 1.02928528
-1.44432595 0.93442634 1.86025288 3.15010496 0.85027554 1.27348484
nan 0.39743156 1.31567449 -0.1262926 0.08910716 0.43017073
0.52628025 1.78454089 0.25821899 2.4221216 -0.36615437 nan
-0.39599871 1.30225651 0.62639945 -0.78278096 0.60177509 -0.5754336
0.93720958 0.0102282 0.13096452 2.14614082 1.28267231 nan
-0.27996183 0.38622557 -0.16304343 -1.83882307 -0.46182086 -0.28678586
0.78282075 -0.55262472 0.57394879 -0.72944206 -0.04244493 -0.23352467
nan -0.6997005 -1.35755217 0.27658695 -1.06416182 -0.39217576
0.22773861 0.63666015 0.24035428 -0.79317617 2.42306114 0.52554006
0.16295029 0.69763229 nan 1.14979198 -0.49357125 0.33399027
-0.83396476 0.18693031 0.36461204 1.46765532 -0.26289353 -2.24134162
-0.68394905 -0.67633007 -0.37710389 0.46555966 -0.10618844 nan
-0.24907136 0.98976104 -0.85750745 -1.46292206 0.56961209 -0.35704784
1.19479536 0.1707895 0.22001071 0.00955719 0.37697197 0.77176279
0.65587561 1.50832278 0.46949712 nan], q-val = [ 0. 0.94515475 0. 0.94515475 0.94515475 0.
0.94515475 0.94515475 0.94515475 0. 0.94515475 0.94756259
0.90561533 0.94515475 0. 0.94756259 0.94515475 0.94515475
0.94515475 0.94515475 0. 0.94515475 0.94515475 0.94515475
0.94515475 0.94515475 0.94515475 0. 0.94515475 0.94515475
0.94756259 0.94515475 0.94515475 0.94515475 0.94515475 0.
0.94515475 0.94515475 0.94515475 0.94515475 0.94515475 0.94515475
0.94515475 0.94515475 0. 0.94756259 0.94515475 0.94515475
0.94515475 0.94515475 0.94515475 0.37553493 0.94515475 0.94515475
0. 0.94515475 0.94515475 0.94756259 0.9532849 0.94515475
0.94515475 0.94515475 0.94515475 0.80712538 0.94515475 0.
0.94515475 0.94515475 0.94515475 0.94515475 0.94515475 0.94515475
0.94515475 0.9924233 0.94756259 0.90561533 0.94515475 0.
0.94515475 0.94515475 0.94756259 0.94515475 0.94515475 0.94515475
0.94515475 0.94515475 0.94515475 0.94515475 0.98273957 0.94515475
0. 0.94515475 0.94515475 0.94515475 0.94515475 0.94515475
0.94515475 0.94515475 0.94515475 0.94515475 0.80712538 0.94515475
0.94756259 0.94515475 0. 0.94515475 0.94515475 0.94515475
0.94515475 0.94756259 0.94515475 0.94515475 0.94515475 0.90561533
0.94515475 0.94515475 0.94515475 0.94515475 0.94756259 0.
0.94515475 0.94515475 0.94515475 0.94515475 0.94515475 0.94515475
0.94515475 0.94756259 0.94515475 0.9924233 0.94515475 0.94515475
0.94515475 0.94515475 0.94515475 0. ]
ReSt1_Drug vs. Nbac2_Placebo: t_stat = [ nan 0.32366053 nan -1.09187314 0.32701263 nan
-2.97191116 -0.53196338 -0.90841734 nan -2.15910922 -0.50909944
-1.15468575 -1.60896527 nan 1.01868683 -0.37988664 0.15053087
-4.96272918 -2.20771511 nan -0.51778954 -0.02938611 -1.76009158
-6.38874429 -1.04639268 -4.08823474 nan -2.50668425 -2.77948042
-2.49842624 -5.430289 -2.64847367 -2.13847267 -4.96770272 nan
0.20674809 0.2224346 0.7752867 -0.88111722 -2.38084373 4.49065585
3.69047419 2.10614509 nan 0.97710065 1.16873472 1.24320542
0.97957716 0.98446802 1.7701362 5.29417627 2.3491698 -0.30960734
nan -1.19878326 -1.42190788 -0.32001546 -0.0397604 -0.0732851
-2.07704796 -0.38655097 -2.6923254 -0.64332877 2.45063944 nan
1.40677818 3.41809862 0.88736435 -0.29306627 1.4917862 0.54460804
5.99325289 -0.2132282 -0.40406738 2.37531051 2.09936719 nan
0.79646576 1.82317034 3.32614931 0.84784983 1.00122988 2.10521661
3.627634 1.25558496 0.31985281 -0.40243511 1.13014019 -0.60520128
nan 1.41096494 2.40496963 1.61691126 -0.54957874 1.56968767
0.05360405 4.67015788 0.76549838 -1.76435385 3.80150836 2.43723393
2.8603483 0.40532925 nan 2.90981337 2.84746743 1.45398336
0.17281698 0.534902 2.13413078 5.81865246 3.00460263 -1.09694608
-0.9875125 0.39354908 -0.23577924 -0.48809712 1.06040589 nan
-1.48194727 -1.69499649 -0.77289523 -1.97451643 -0.35663926 0.10083586
0.96167817 -0.51030432 0.63030863 0.86539378 -0.78435744 -0.18798741
-1.85379162 1.28591422 -0.78665103 nan], q-val = [ 0.00000000e+00 8.49947748e-01 0.00000000e+00 5.27978130e-01
8.49947748e-01 0.00000000e+00 3.56414045e-02 7.83256583e-01
5.98763295e-01 0.00000000e+00 1.33599229e-01 7.83256583e-01
5.02122186e-01 2.89225398e-01 0.00000000e+00 5.57569385e-01
8.38919445e-01 9.19431306e-01 2.41480946e-04 1.24551046e-01
0.00000000e+00 7.83256583e-01 9.76706514e-01 2.29957514e-01
1.79398920e-05 5.48767264e-01 2.52190558e-03 0.00000000e+00
8.06290772e-02 4.76297471e-02 8.06290772e-02 9.59248886e-05
6.05796143e-02 1.33599229e-01 2.41480946e-04 0.00000000e+00
8.97088124e-01 8.97088124e-01 6.40832764e-01 6.05766998e-01
9.01837899e-02 8.20470301e-04 6.82431743e-03 1.33599229e-01
0.00000000e+00 5.57569385e-01 4.99209923e-01 4.57684556e-01
5.57569385e-01 5.57569385e-01 2.29957514e-01 1.18354280e-04
9.28055457e-02 8.50662975e-01 0.00000000e+00 4.83754211e-01
3.65263468e-01 8.49947748e-01 9.76625539e-01 9.66106495e-01
1.36710380e-01 8.38919445e-01 5.67339639e-02 7.39448177e-01
8.65034134e-02 0.00000000e+00 3.65263468e-01 1.27632390e-02
6.05766998e-01 8.56694736e-01 3.44446863e-01 7.83256583e-01
3.17512634e-05 8.97088124e-01 8.38919445e-01 9.01837899e-02
1.33599229e-01 0.00000000e+00 6.40832764e-01 2.16998550e-01
1.54155757e-02 6.17992637e-01 5.57569385e-01 1.33599229e-01
7.55744400e-03 4.56288908e-01 8.49947748e-01 8.38919445e-01
5.13522487e-01 7.56621984e-01 0.00000000e+00 3.65263468e-01
9.00782109e-02 2.89225398e-01 7.83256583e-01 3.05061218e-01
9.73753502e-01 5.28780749e-04 6.40832764e-01 2.29957514e-01
5.38142209e-03 8.65034134e-02 4.19739833e-02 8.38919445e-01
0.00000000e+00 3.96427639e-02 4.19739833e-02 3.55273275e-01
9.09146388e-01 7.83256583e-01 1.33599229e-01 3.70015675e-05
3.47215058e-02 5.27978130e-01 5.57569385e-01 8.38919445e-01
8.97069130e-01 7.93533617e-01 5.45507376e-01 0.00000000e+00
3.44446863e-01 2.55776442e-01 6.40832764e-01 1.66302683e-01
8.49947748e-01 9.51928319e-01 5.62415680e-01 7.83256583e-01
7.42561103e-01 6.11088411e-01 6.40832764e-01 9.04631406e-01
2.08811342e-01 4.41547900e-01 6.40832764e-01 0.00000000e+00]
ReSt1_Drug vs. Nbac3_Placebo: t_stat = [ nan 0.25632217 nan -0.45320654 0.66939817 nan
-2.68899188 -0.76164973 -0.65980341 nan -2.78753092 -0.65898617
-0.27536777 -2.47231721 nan 0.01513983 -1.08878022 -0.30920362
-5.20271179 -2.55077595 nan -0.92928396 -0.06430742 -1.62885667
-5.88487083 -2.43202862 -3.07489939 nan -2.3884723 -3.20635319
-2.92305372 -5.85111938 -4.94342251 -3.25296905 -4.97589503 nan
-1.58205357 -1.01774235 -0.70701673 -1.23466838 -2.51397071 1.09392975
0.63327127 0.89948763 nan -0.31368586 0.64968979 -0.20351899
0.86565312 2.12601249 1.51755064 4.77975413 1.69408436 -0.31032825
nan -0.75236283 -1.49891523 0.42396329 0.63309716 -0.42992874
-1.53063782 0.62216489 -1.85033897 -0.73145579 1.38409593 nan
0.57101366 2.6453123 0.32573055 -0.6302203 1.29992184 0.62910207
4.60262366 0.46878413 -0.45832613 2.09444251 1.22693284 nan
1.53199009 2.75394606 1.54443379 0.23809435 1.02208957 2.09576919
4.93922236 2.43264053 0.38304333 0.50022789 1.08437526 0.47023149
nan 1.01743438 1.76464894 -0.46447851 -2.20920206 0.82698333
0.16360652 4.66925512 0.83506544 -1.35492373 3.47909793 1.45232645
3.33113317 -0.00820374 nan 2.32096012 2.64625401 -0.51070101
-0.59005662 0.97405647 2.70877626 5.89430231 2.19406694 -0.2990846
-0.79377981 -0.44230249 -0.17933781 -0.94347521 0.28646485 nan
-0.65386065 -0.78817479 -1.11026839 -1.49315918 -0.27577646 0.42160727
1.84235183 0.82681328 -0.75653909 0.37195221 -1.03146065 -0.17044224
-0.99722721 0.89467608 -0.43316342 nan], q-val = [ 0.00000000e+00 8.56124334e-01 0.00000000e+00 8.02724628e-01
7.41316046e-01 0.00000000e+00 6.29336370e-02 7.30160169e-01
7.41316046e-01 0.00000000e+00 5.76351266e-02 7.41316046e-01
8.48094538e-01 8.58792152e-02 0.00000000e+00 9.93496257e-01
6.10407059e-01 8.48094538e-01 1.97814246e-04 7.71457566e-02
0.00000000e+00 6.72109416e-01 9.65139603e-01 3.42756214e-01
3.33521173e-05 8.75860513e-02 3.06853838e-02 0.00000000e+00
9.36687192e-02 2.30032899e-02 4.30756930e-02 3.33521173e-05
2.60045464e-04 2.17905981e-02 2.60045464e-04 0.00000000e+00
3.65143036e-01 6.30434683e-01 7.41316046e-01 5.24315341e-01
8.08791471e-02 6.10407059e-01 7.41316046e-01 6.84452401e-01
0.00000000e+00 8.48094538e-01 7.41316046e-01 8.83986963e-01
7.02043937e-01 1.49578106e-01 3.74162403e-01 3.75467927e-04
3.10175602e-01 8.48094538e-01 0.00000000e+00 7.30160169e-01
3.74197049e-01 8.02724628e-01 7.41316046e-01 8.02724628e-01
3.73760456e-01 7.41316046e-01 2.43453000e-01 7.40326198e-01
4.35497471e-01 0.00000000e+00 7.70246769e-01 6.38353269e-02
8.48094538e-01 7.41316046e-01 4.83020516e-01 7.41316046e-01
5.21962550e-04 8.02724628e-01 8.02724628e-01 1.50943583e-01
5.24315341e-01 0.00000000e+00 3.73760456e-01 5.93146042e-02
3.73760456e-01 8.63420659e-01 6.30434683e-01 1.50943583e-01
2.60045464e-04 8.75860513e-02 8.27961855e-01 8.02724628e-01
6.10407059e-01 8.02724628e-01 0.00000000e+00 6.30434683e-01
2.77147170e-01 8.02724628e-01 1.32407755e-01 7.08639636e-01
8.93216225e-01 4.71351697e-04 7.08639636e-01 4.48748014e-01
1.36684159e-02 3.94236542e-01 1.90035464e-02 9.93496257e-01
0.00000000e+00 1.05962937e-01 6.38353269e-02 8.02724628e-01
7.61667607e-01 6.50383904e-01 6.29336370e-02 3.33521173e-05
1.32597531e-01 8.48094538e-01 7.25598692e-01 8.02724628e-01
8.93216225e-01 6.69040501e-01 8.48094538e-01 0.00000000e+00
7.41316046e-01 7.25598692e-01 6.10407059e-01 3.74197049e-01
8.48094538e-01 8.02724628e-01 2.43453000e-01 7.08639636e-01
7.30160169e-01 8.29446837e-01 6.30434683e-01 8.93216225e-01
6.38954024e-01 6.84452401e-01 8.02724628e-01 0.00000000e+00]
ReSt1_Drug vs. ReSt2_Placebo: t_stat = [ nan 5.54376371e-01 nan 1.46224337e-01
-3.82950017e-01 nan 6.87326665e-01 7.19401430e-01
-1.44141187e+00 nan -3.70088577e-01 -9.04841894e-01
-1.18767561e+00 -3.48082243e-01 nan 4.60830859e-01
1.80571591e-01 3.67338445e+00 1.26853231e-01 -2.44065823e-01
nan -1.10316081e+00 6.36843578e-01 1.25520930e+00
4.90757198e-01 -7.12181214e-01 5.32108466e-01 nan
-8.33293108e-01 2.38454189e-02 2.18948011e+00 8.13512163e-02
-1.18231261e+00 -1.83197432e+00 7.90767919e-01 nan
-2.73768026e+00 -1.46908671e+00 -2.98564035e-01 -2.63661358e-01
-7.99919836e-01 -2.26389785e+00 -2.34304317e+00 -1.37612340e+00
nan 1.66456335e+00 9.45738994e-01 6.22614964e-02
-8.21394584e-01 8.02001004e-01 1.06474192e+00 3.75259719e+00
1.52005533e+00 7.76847029e-01 nan 1.47523642e+00
5.50093715e-01 -1.26046182e+00 -2.32606435e-01 -1.45093002e+00
6.58462497e-01 2.12575489e+00 1.67786520e+00 1.49557610e+00
-7.80351976e-01 nan 1.65015979e+00 9.15186553e-01
-2.46500953e-01 -1.07216918e+00 7.28795015e-01 5.34401498e-01
3.19864296e+00 7.93322936e-01 7.16841183e-01 1.11220410e+00
1.19649196e+00 nan 6.69739469e-01 -1.50859010e+00
-1.10235302e+00 -7.55245564e-01 -2.03942344e-01 2.11131770e+00
2.77124378e+00 1.25396288e+00 6.17692560e-01 -5.03276106e-02
6.45769521e-01 -4.03366358e-01 nan 7.68651434e-01
-8.26374552e-01 -8.45657172e-01 -7.72820155e-01 -6.96413714e-04
1.87764434e+00 2.78594377e+00 1.63355223e+00 -5.86538011e-01
1.72759454e+00 1.39001352e-01 1.61981299e-02 1.86785025e-01
nan 3.58370697e-01 -1.99661933e+00 -9.84467091e-01
-2.39578969e-02 -9.92770031e-01 1.84438934e+00 3.23145507e+00
2.18489954e+00 -1.23968197e+00 -3.78403751e-02 -3.55310564e-02
-6.11807176e-01 -4.73975964e-01 -6.06475382e-02 nan
8.25159112e-02 -6.93931508e-01 -3.13857542e+00 -1.96597561e+00
3.96129362e-03 1.94521728e-01 7.00535127e-01 3.32409819e-01
1.52245237e-01 -1.52984358e-01 5.49762146e-01 1.54114299e+00
-3.14306815e-01 1.07168571e+00 9.10820459e-01 nan], q-val = [ 0. 0.85381341 0. 0.9983152 0.94899264 0.
0.82657372 0.82657372 0.5904385 0. 0.95109173 0.82657372
0.73272036 0.95171779 0. 0.89307525 0.9983152 0.04302957
0.99944789 0.98995013 0. 0.76575825 0.8336012 0.72162465
0.88425644 0.82657372 0.85381341 0. 0.82657372 0.99944789
0.34969583 0.99944789 0.73272036 0.4711591 0.82657372 0.
0.13909952 0.5904385 0.96866245 0.98995013 0.82657372 0.34969583
0.32428298 0.64230708 0. 0.55200665 0.82657372 0.99944789
0.82657372 0.82657372 0.76575825 0.04302957 0.5904385 0.82657372
0. 0.5904385 0.85381341 0.72162465 0.99064659 0.5904385
0.8336012 0.35319442 0.55200665 0.5904385 0.82657372 0.
0.55200665 0.82657372 0.98995013 0.76575825 0.82657372 0.85381341
0.07749832 0.82657372 0.82657372 0.76575825 0.73272036 0.
0.83337544 0.5904385 0.76575825 0.82657372 0.9983152 0.35319442
0.13909952 0.72162465 0.83725496 0.99944789 0.8336012 0.93938423
0. 0.82657372 0.82657372 0.82657372 0.82657372 0.99944789
0.4711591 0.13909952 0.55200665 0.85199079 0.55184116 0.9983152
0.99944789 0.9983152 0. 0.95171779 0.4230438 0.82657372
0.99944789 0.82657372 0.4711591 0.07749832 0.34969583 0.72162465
0.99944789 0.99944789 0.83725496 0.89045572 0.99944789 0.
0.99944789 0.82657372 0.07749832 0.42336941 0.99944789 0.9983152
0.82657372 0.95659349 0.9983152 0.9983152 0.85381341 0.5904385
0.96378293 0.76575825 0.82657372 0. ]
Nbac2_Drug vs. ReSt1_Placebo: t_stat = [ nan 1.22619236 nan 1.34861895 -1.14415357 nan
2.98315812 -0.52533467 -1.1400377 nan 3.136984 0.59021682
-0.89646928 1.60791971 nan 0.38857022 1.36303017 1.12908789
4.31076577 2.22652114 nan -0.24224922 1.50714389 3.08572858
6.68595252 1.59321342 5.37377181 nan 2.31153989 2.19842555
2.29541564 5.73326077 3.92645062 1.52941935 6.24566841 nan
1.15568177 0.91445914 1.57296992 1.36886268 3.29502096 -2.7795807
-1.05840841 -1.63172852 nan 0.63586861 -0.06839318 0.17116266
-0.35625334 -0.19278408 -0.74754504 -0.09634886 -1.33725084 1.1150898
nan 1.96625353 1.55809239 0.22372046 -0.7434527 0.7222966
1.73010546 1.41007246 1.79720116 2.82729312 -1.5419567 nan
-0.9488596 -2.08374601 -0.59197274 -0.71164673 -0.76978525 -1.56202356
-2.60976469 -0.96173222 -0.08428374 -1.57894352 -0.03838937 nan
-0.80710053 -2.85874534 -2.75037016 -1.44171389 -0.97308872 -3.84603023
-2.88507276 -2.54549934 0.60313258 -0.16377888 -0.6931862 -0.29653963
nan -1.49503479 -3.72411377 -1.05551795 0.09934097 -1.58495986
-1.75203065 -3.23969937 -2.2143886 0.29878449 -1.27432698 -0.36445587
-2.72285222 -0.43080436 nan -1.41496874 -3.65670611 -0.12583466
0.42697157 -0.47393644 -2.86422303 -4.20495414 -2.8943502 -1.4328138
-0.24826925 -0.27252807 0.05865515 0.55161336 -0.8244736 nan
1.81814744 0.68633423 -0.78826064 -0.2652648 0.09932856 -1.55651597
0.28881119 -0.80424208 -0.38843307 0.20337299 1.23966756 0.46091929
0.89286197 0.51931551 0.76088181 nan], q-val = [ 0.00000000e+00 4.54957353e-01 0.00000000e+00 3.96941007e-01
4.97569271e-01 0.00000000e+00 3.92075610e-02 7.91055147e-01
4.97569271e-01 0.00000000e+00 2.99361550e-02 7.52966190e-01
6.20396021e-01 3.40437762e-01 0.00000000e+00 8.56907763e-01
3.94235488e-01 4.98296501e-01 2.56729942e-03 1.35372523e-01
0.00000000e+00 9.08250248e-01 3.49579997e-01 3.19323417e-02
6.95999128e-06 3.40437762e-01 1.14845701e-04 0.00000000e+00
1.20763826e-01 1.35675559e-01 1.20763826e-01 4.86184744e-05
5.84554954e-03 3.42719709e-01 1.41655884e-05 0.00000000e+00
4.97569271e-01 6.18752171e-01 3.40437762e-01 3.94235488e-01
2.29226002e-02 4.76175153e-02 5.33164673e-01 3.40437762e-01
0.00000000e+00 7.37548047e-01 9.61539125e-01 9.32947544e-01
8.68285137e-01 9.25231102e-01 6.83945450e-01 9.55589915e-01
3.97659627e-01 5.01482370e-01 0.00000000e+00 2.11559904e-01
3.40437762e-01 9.15714047e-01 6.83945450e-01 6.94274920e-01
3.05063240e-01 3.76854699e-01 2.82531373e-01 4.42236093e-02
3.42156675e-01 0.00000000e+00 5.97488641e-01 1.69485314e-01
7.52966190e-01 6.95304471e-01 6.83945450e-01 3.40437762e-01
6.39273976e-02 5.94972849e-01 9.57191806e-01 3.40437762e-01
9.69573081e-01 0.00000000e+00 6.72840932e-01 4.29087993e-02
4.89744068e-02 3.76185526e-01 5.93834659e-01 6.49025325e-03
4.29087993e-02 7.18969965e-02 7.52966190e-01 9.32947544e-01
7.01029916e-01 9.02045225e-01 0.00000000e+00 3.50090780e-01
8.25005350e-03 5.33164673e-01 9.55589915e-01 3.40437762e-01
3.00442223e-01 2.44863947e-02 1.35372523e-01 9.02045225e-01
4.34666327e-01 8.68285137e-01 5.02380097e-02 8.39685033e-01
0.00000000e+00 3.76854699e-01 9.03229724e-03 9.55589915e-01
8.39685033e-01 8.23468217e-01 4.29087993e-02 2.95331447e-03
4.29087993e-02 3.76185526e-01 9.08250248e-01 9.05374407e-01
9.61539125e-01 7.79147072e-01 6.72461715e-01 0.00000000e+00
2.79012837e-01 7.01029916e-01 6.78404574e-01 9.05374407e-01
9.55589915e-01 3.40437762e-01 9.02045225e-01 6.72840932e-01
8.56907763e-01 9.24661577e-01 4.52555002e-01 8.26489360e-01
6.20396021e-01 7.91055147e-01 6.83945450e-01 0.00000000e+00]
Nbac2_Drug vs. Nbac2_Placebo: t_stat = [ nan 0.48308199 nan 1.23556769 0.35577997 nan
0.18065009 0.5404321 -0.76063914 nan 0.28689891 0.36307461
-0.27392007 0.06181893 nan 1.857521 2.88775361 0.78759189
0.6713764 -0.83847248 nan 0.10248406 1.49039845 0.93875014
0.03298229 0.49867221 1.56564902 nan 1.18832905 0.87561611
0.18595368 0.61835248 0.77043388 -0.0403063 0.05970193 nan
1.55519429 0.85304146 1.32081038 0.89146936 -0.33015619 3.82804018
3.91866342 1.42552038 nan 1.79650762 0.41411636 0.53502582
1.7622346 -0.0755424 -0.16700579 1.74433233 0.16138592 -0.04459008
nan 0.35550168 -1.22001186 0.04804124 -0.87435108 0.27522911
-0.84500995 -0.53864278 -1.05740514 -0.32929658 1.07016351 nan
0.92052688 0.34879484 -0.3017453 -0.40317591 -0.13763786 -0.86591142
1.29654986 -2.06134258 -0.60312833 -1.19257041 1.3041548 nan
0.38987899 -1.9135756 0.15363002 0.48302727 0.54874522 -2.34250753
-0.29749888 -1.97823576 0.60023082 0.08450381 0.5121904 -0.82445666
nan 0.83007954 -0.55492292 0.22341129 0.92213926 -0.21551868
-2.69639954 1.12115705 -2.65762566 -0.73574274 0.10256927 2.16917172
-0.90870522 -0.81478171 nan 0.7326407 -0.24846434 0.98274268
1.25651489 -0.0676466 -0.98806732 0.1229522 0.24995309 -0.35602017
-0.49609327 0.71197646 0.29104016 -0.36216052 0.1252754 nan
0.61528023 -2.16864403 -0.7604687 -1.06901359 -0.89439604 -1.23323218
0.19357749 -2.08338212 0.10979119 1.19172317 0.1246009 -0.37284038
-1.04324722 0.66026617 -0.46733587 nan], q-val = [ 0. 0.97385694 0. 0.96756003 0.97385694 0.
0.97385694 0.97385694 0.96760239 0. 0.97385694 0.97385694
0.97385694 0.97385694 0. 0.65353416 0.2519836 0.96760239
0.97385694 0.96760239 0. 0.97385694 0.91050694 0.96760239
0.97385694 0.97385694 0.8531892 0. 0.96756003 0.96760239
0.97385694 0.97385694 0.96760239 0.97385694 0.97385694 0. 0.8531892
0.96760239 0.96756003 0.96760239 0.97385694 0.02737517 0.02737517
0.96756003 0. 0.66734062 0.97385694 0.97385694 0.66734062
0.97385694 0.97385694 0.66734062 0.97385694 0.97385694 0.
0.97385694 0.96756003 0.97385694 0.96760239 0.97385694 0.96760239
0.97385694 0.96760239 0.97385694 0.96760239 0. 0.96760239
0.97385694 0.97385694 0.97385694 0.97385694 0.96760239 0.96756003
0.55177555 0.97385694 0.96756003 0.96756003 0. 0.97385694
0.63034878 0.97385694 0.97385694 0.97385694 0.48703453 0.97385694
0.59996911 0.97385694 0.97385694 0.97385694 0.96760239 0.
0.96760239 0.97385694 0.97385694 0.96760239 0.97385694 0.27236062
0.96760239 0.27236062 0.96860331 0.97385694 0.54405615 0.96760239
0.96760239 0. 0.96860331 0.97385694 0.96760239 0.96756003
0.97385694 0.96760239 0.97385694 0.97385694 0.97385694 0.97385694
0.97385694 0.97385694 0.97385694 0.97385694 0. 0.97385694
0.54405615 0.96760239 0.96760239 0.96760239 0.96756003 0.97385694
0.55177555 0.97385694 0.96756003 0.97385694 0.97385694 0.96760239
0.97385694 0.97385694 0. ]
Nbac2_Drug vs. Nbac3_Placebo: t_stat = [ nan 0.37180213 nan 1.61276517 0.79426735 nan
0.65141641 0.52411987 -0.43130806 nan -0.16482058 0.13358818
0.64461251 -0.49747863 nan 0.42580434 1.4030808 0.26270295
-0.57520688 -0.80690227 nan -0.33724516 1.52214322 1.42941802
-0.2766993 -0.73223099 2.24167967 nan 1.26073183 0.4131563
0.00860143 -0.94484363 -0.60146869 -0.82188837 0.59151168 nan
-0.54448039 -0.38138882 0.13577877 0.56184691 -0.82211462 -0.50531321
-0.34897651 0.24610719 nan 0.42062771 -0.1462334 -0.97490708
1.99169258 1.09942759 -0.94612268 1.33092778 -0.81396321 -0.02893204
nan 0.93351688 -1.45123234 0.87020256 -0.36549411 -0.09041351
-0.36030281 0.51416369 -0.46414232 -0.48495326 0.13617834 nan
-0.02957602 -0.91294 -1.10829009 -0.73321278 -0.33905553 -0.6389975
0.44425072 -0.65592072 -0.76635014 -2.06218733 0.04683396 nan
1.40041827 -0.77143409 -1.67038154 -0.01389096 0.79108398 -2.24266225
1.20326072 -0.6999082 0.53442689 1.12083116 0.47840373 0.31613411
nan 0.18702773 -0.68178833 -2.08864717 -0.82392388 -0.65551745
-2.05340231 1.06889091 -1.79576425 -0.32406747 -0.21517902 0.61853295
-0.28190694 -1.24257057 nan -0.38095328 -0.16388067 -0.97897455
0.84489133 0.43946977 -0.41659896 0.33155701 -0.65089413 0.23533072
-0.41383533 -0.30100922 0.33609139 -0.89062902 -0.48714269 nan
1.67981405 -0.99928208 -0.96768074 -0.46338368 -0.90566042 -1.02043375
0.89943852 -0.25755601 -1.25377128 0.67783722 -0.18230212 -0.29471221
-0.49277901 -0.16992126 -0.17740988 nan], q-val = [ 0. 0.94148968 0. 0.94148968 0.94148968 0.
0.94148968 0.94148968 0.94148968 0. 0.94148968 0.94148968
0.94148968 0.94148968 0. 0.94148968 0.94148968 0.94148968
0.94148968 0.94148968 0. 0.94148968 0.94148968 0.94148968
0.94148968 0.94148968 0.94148968 0. 0.94148968 0.94148968
0.99318099 0.94148968 0.94148968 0.94148968 0.94148968 0.
0.94148968 0.94148968 0.94148968 0.94148968 0.94148968 0.94148968
0.94148968 0.94148968 0. 0.94148968 0.94148968 0.94148968
0.94148968 0.94148968 0.94148968 0.94148968 0.94148968 0.99318099
0. 0.94148968 0.94148968 0.94148968 0.94148968 0.96878754
0.94148968 0.94148968 0.94148968 0.94148968 0.94148968 0.
0.99318099 0.94148968 0.94148968 0.94148968 0.94148968 0.94148968
0.94148968 0.94148968 0.94148968 0.94148968 0.99318099 0.
0.94148968 0.94148968 0.94148968 0.99318099 0.94148968 0.94148968
0.94148968 0.94148968 0.94148968 0.94148968 0.94148968 0.94148968
0. 0.94148968 0.94148968 0.94148968 0.94148968 0.94148968
0.94148968 0.94148968 0.94148968 0.94148968 0.94148968 0.94148968
0.94148968 0.94148968 0. 0.94148968 0.94148968 0.94148968
0.94148968 0.94148968 0.94148968 0.94148968 0.94148968 0.94148968
0.94148968 0.94148968 0.94148968 0.94148968 0.94148968 0.
0.94148968 0.94148968 0.94148968 0.94148968 0.94148968 0.94148968
0.94148968 0.94148968 0.94148968 0.94148968 0.94148968 0.94148968
0.94148968 0.94148968 0.94148968 0. ]
Nbac2_Drug vs. ReSt2_Placebo: t_stat = [ nan 0.76746169 nan 2.141355 -0.34376612 nan
3.76725969 1.8335606 -1.19699043 nan 2.65935127 -0.11326298
-0.22182914 1.81444827 nan 0.64724502 2.88760203 3.56333455
6.16709415 1.51565108 nan -0.30751517 2.8133278 4.13639587
7.98881703 0.88504183 5.24405296 nan 2.93073677 3.48256332
3.64225306 6.1966064 2.52693309 0.58523224 6.20587813 nan
-1.31948696 -0.84751194 0.37460586 1.52940963 1.51655859 -3.49297893
-3.52591721 -1.88276992 nan 2.02554509 0.10075378 -0.6234125
0.25233793 -0.47512646 -1.15601913 -0.2215471 -0.67040109 1.02669336
nan 3.08080923 0.78296495 -0.70400702 -1.0512739 -0.7289682
1.92862097 1.61793663 3.24997674 1.9708259 -1.89330505 nan
0.90177763 -2.70044972 -1.4557488 -1.01516984 -0.88704974 -0.73988044
-0.73450607 -0.18142262 0.54332823 -2.27251701 -0.07262301 nan
0.04609132 -4.38405577 -3.84053469 -0.90232876 -0.93117104 -2.30553073
-1.94709846 -1.03230262 0.82138319 0.34266231 -0.2031307 -0.4502082
nan -0.2646818 -3.81738072 -2.31138885 0.42022759 -1.53587043
-0.52688592 -1.57564134 -0.80968772 0.43995295 -2.0217016 -0.8569103
-2.73917676 -0.87429886 nan -2.23669444 -4.94228568 -1.18991463
1.23940096 -1.71377487 -1.56529689 -2.17968442 -1.07324619 -0.61353591
0.31828605 0.2081237 -0.15672027 -0.25860028 -0.83596029 nan
2.05643791 -0.95580421 -2.58450079 -1.01942191 -0.48179384 -1.09840257
-0.22143733 -0.78128209 -0.29626767 0.05661063 1.88523741 0.93128469
0.15010268 0.03625166 1.16298535 nan], q-val = [ 0.00000000e+00 6.62857395e-01 0.00000000e+00 1.44565007e-01
8.80431089e-01 0.00000000e+00 5.95025811e-03 2.12455006e-01
5.17014460e-01 0.00000000e+00 5.64971956e-02 9.49985847e-01
9.08204316e-01 2.15739288e-01 0.00000000e+00 7.18986451e-01
3.78125003e-02 9.09378982e-03 9.10494175e-06 3.23933185e-01
0.00000000e+00 8.94220611e-01 4.36629782e-02 2.72617424e-03
1.17558271e-07 6.35930645e-01 1.38788452e-04 0.00000000e+00
3.55492435e-02 9.30497077e-03 7.84850048e-03 9.10494175e-06
7.23387026e-02 7.49016948e-01 9.10494175e-06 0.00000000e+00
4.40831202e-01 6.43009836e-01 8.69366841e-01 3.23933185e-01
3.23933185e-01 9.30497077e-03 9.30497077e-03 1.96701943e-01
0.00000000e+00 1.71794599e-01 9.51995287e-01 7.31785439e-01
9.08043461e-01 8.13634527e-01 5.26978314e-01 9.08204316e-01
7.06817946e-01 5.83904705e-01 0.00000000e+00 2.51675961e-02
6.59030670e-01 6.85568380e-01 5.83904705e-01 6.71966218e-01
1.92882886e-01 3.03298285e-01 1.68015789e-02 1.86236237e-01
1.96701943e-01 0.00000000e+00 6.35930645e-01 5.31667189e-02
3.54150927e-01 5.83904705e-01 6.35930645e-01 6.71966218e-01
6.71966218e-01 9.18188022e-01 7.78016868e-01 1.18536096e-01
9.66643384e-01 0.00000000e+00 9.71266613e-01 1.46492560e-03
5.64960109e-03 6.35930645e-01 6.30871390e-01 1.13753666e-01
1.90540018e-01 5.83904705e-01 6.48967938e-01 8.80431089e-01
9.08204316e-01 8.27435462e-01 0.00000000e+00 9.08043461e-01
5.64960109e-03 1.13753666e-01 8.37062549e-01 3.23933185e-01
7.84248411e-01 3.20661392e-01 6.50819248e-01 8.27999741e-01
1.71794599e-01 6.43009836e-01 5.03895936e-02 6.36670420e-01
0.00000000e+00 1.24385993e-01 3.00473148e-04 5.17014460e-01
4.94675098e-01 2.57752263e-01 3.20661392e-01 1.36963887e-01
5.79513457e-01 7.32248293e-01 8.93425163e-01 9.08204316e-01
9.27849708e-01 9.08043461e-01 6.44636727e-01 0.00000000e+00
1.69000308e-01 6.27379361e-01 6.53271669e-02 5.83904705e-01
8.13634527e-01 5.66977198e-01 9.08204316e-01 6.59030670e-01
8.95453575e-01 9.71266613e-01 1.96701943e-01 6.30871390e-01
9.27849708e-01 9.71266613e-01 5.26978314e-01 0.00000000e+00]
Nbac2_Drug vs. ReSt1_Drug: t_stat = [ nan 0.12086405 nan 2.0494941 0.06247218 nan
3.47399318 1.05027159 0.09387682 nan 2.4811851 0.70058446
0.85745105 2.15482259 nan 0.35382215 2.72909253 0.58979372
4.92911237 1.93336352 nan 0.67221764 2.05288014 2.83207045
5.94557934 1.78244587 4.64024443 nan 3.05223908 4.41244934
3.21844819 5.7625263 4.05193646 2.12648998 4.66752032 nan
1.09164389 0.64596804 0.92354865 1.94646758 2.4229008 -1.85037607
-0.94828909 -0.72471783 nan 0.65462355 -0.7094008 -0.67618743
1.19747245 -1.18695626 -2.18680272 -4.40632069 -2.43343533 0.2396483
nan 1.58815876 0.34074516 0.37759776 -0.86681014 0.40902928
1.30954836 -0.20891041 1.85156289 0.29510843 -1.42948763 nan
-0.75917985 -4.02247926 -1.23300855 -0.09244705 -1.4364805 -1.4216275
-4.79954679 -1.17372092 -0.18959615 -3.30974292 -1.12527201 nan
-0.56806145 -4.09825985 -2.99250754 -0.22611798 -0.50246685 -3.9545369
-5.41939311 -3.28997545 0.1055018 0.47574129 -0.78296555 -0.16979904
nan -1.03801964 -3.06465789 -1.33085366 1.45799539 -1.43699101
-1.83221367 -4.47133249 -2.80283887 1.06157482 -3.8782002 -0.910885
-3.31550337 -1.12978394 nan -2.54634867 -3.34077575 -0.38076781
1.19490403 -0.73125321 -2.96830492 -6.73821417 -2.836367 0.50262895
0.40947985 0.22681677 0.47393151 0.1951967 -0.92969532 nan
2.22905857 -0.28216629 0.12150148 1.40211592 -0.40086849 -1.41563447
-0.83309139 -1.19746777 -0.50573882 0.19420856 0.95526036 -0.15414963
0.40033767 -0.95551389 0.29812465 nan], q-val = [ 0.00000000e+00 9.34604489e-01 0.00000000e+00 1.41546279e-01
9.50505900e-01 0.00000000e+00 8.97340826e-03 5.37417387e-01
9.34604489e-01 0.00000000e+00 6.56735144e-02 7.05139163e-01
6.25948990e-01 1.21329607e-01 0.00000000e+00 8.61835126e-01
3.79110633e-02 7.61905548e-01 3.75840877e-04 1.72783297e-01
0.00000000e+00 7.13517705e-01 1.41546279e-01 3.12006874e-02
3.69820997e-05 2.15120640e-01 5.80416125e-04 0.00000000e+00
2.03818549e-02 8.70575404e-04 1.41604292e-02 4.42758196e-05
2.16361945e-03 1.25827207e-01 5.80416125e-04 0.00000000e+00
5.20039144e-01 7.20114635e-01 5.94082764e-01 1.72179812e-01
7.10848291e-02 1.95942355e-01 5.89557729e-01 7.00668098e-01
0.00000000e+00 7.20114635e-01 7.05139163e-01 7.13517705e-01
4.76901206e-01 4.76901206e-01 1.16066737e-01 8.70575404e-04
7.10848291e-02 9.11366725e-01 0.00000000e+00 3.07214825e-01
8.64852066e-01 8.49331987e-01 6.25948990e-01 8.46235613e-01
4.24309648e-01 9.11366725e-01 1.95942355e-01 8.87857412e-01
3.73175745e-01 0.00000000e+00 6.87052207e-01 2.19462884e-03
4.73585791e-01 9.34604489e-01 3.73175745e-01 3.73175745e-01
4.70527137e-04 4.79274155e-01 9.11366725e-01 1.21020903e-02
5.01283918e-01 0.00000000e+00 7.72920710e-01 2.03908120e-03
2.29479665e-02 9.11366725e-01 8.06301789e-01 2.50922895e-03
9.93138197e-05 1.21763787e-02 9.34604489e-01 8.14712364e-01
6.74424837e-01 9.19694789e-01 0.00000000e+00 5.39389554e-01
2.03818549e-02 4.16652878e-01 3.73175745e-01 3.73175745e-01
1.98836783e-01 8.70575404e-04 3.24834518e-02 5.36288385e-01
2.95084353e-03 5.96678654e-01 1.21020903e-02 5.01283918e-01
0.00000000e+00 5.78610544e-02 1.21020903e-02 8.49331987e-01
4.76901206e-01 7.00668098e-01 2.35274768e-02 5.89498726e-06
3.12006874e-02 8.06301789e-01 8.46235613e-01 9.11366725e-01
8.14712364e-01 9.11366725e-01 5.94082764e-01 0.00000000e+00
1.08488050e-01 8.90637760e-01 9.34604489e-01 3.75089499e-01
8.46235613e-01 3.73175745e-01 6.38752676e-01 4.76901206e-01
8.06301789e-01 9.11366725e-01 5.89557729e-01 9.24512317e-01
8.46235613e-01 5.89557729e-01 8.87857412e-01 0.00000000e+00]
Nbac3_Drug vs. ReSt1_Placebo: t_stat = [ nan 1.25822483e+00 nan 1.03395604e+00
1.20066779e-01 nan 1.65284629e+00 3.87469484e-01
-6.59086725e-01 nan 1.91598001e+00 -3.43037357e-02
-1.07193587e+00 2.36373772e+00 nan -7.19744562e-01
3.71671622e-01 -4.74061706e-02 4.94048514e+00 2.85706034e+00
nan 6.22895495e-02 6.98955131e-01 2.41540228e+00
6.82308291e+00 1.58281594e+00 2.99828052e+00 nan
1.40108839e+00 3.07138125e+00 2.03644459e+00 5.24816690e+00
3.93090474e+00 1.56195317e+00 5.29955145e+00 nan
4.46287805e-01 1.30435513e+00 1.87088962e+00 1.64879044e+00
2.53044028e+00 -1.93721271e+00 -6.02813451e-01 -1.66871021e+00
nan 4.90696466e-01 -6.85317452e-01 5.90641217e-01
-1.11870849e+00 3.91170131e-01 1.84563073e-02 1.71572468e-01
-1.60626244e+00 1.23080566e+00 nan 1.67782769e+00
2.03559171e+00 6.21632403e-01 9.33709308e-02 5.64021458e-01
1.74470168e+00 2.29559773e+00 1.80316485e+00 2.03155090e+00
-2.45372216e+00 nan -2.66542092e-01 -1.76701488e+00
4.65880288e-01 -1.38716244e-01 4.56241564e-01 -1.13233769e+00
-2.22391482e+00 -5.25112352e-01 7.88023829e-01 -9.13281362e-01
-1.66948207e+00 nan -1.08066935e+00 -2.55298330e+00
-2.21563063e+00 -1.29138519e+00 -3.14999607e-01 -3.31486658e+00
-3.82914207e+00 -2.89616628e+00 2.38701593e-01 -1.03623602e+00
-2.70901410e-01 -1.30414069e-01 nan -1.86406594e+00
-3.76451820e+00 -8.33837589e-01 -1.92330887e-01 -7.30888012e-01
-8.33666519e-01 -4.37055333e+00 -9.82423540e-01 -7.92694702e-04
-1.22500131e+00 -1.70133546e+00 -2.72084684e+00 2.78184597e-01
nan -2.64345417e+00 -4.52921190e+00 -1.36663993e+00
-8.49188482e-01 1.16490976e+00 -2.53315506e+00 -5.20110113e+00
-3.15533691e+00 -1.99186588e+00 -2.81361796e-01 -6.53681929e-01
6.53388778e-01 5.56469033e-01 2.31982448e-01 nan
-5.91348447e-02 7.95518354e-01 -8.11973476e-01 -8.60696792e-01
5.81557510e-01 -1.16353299e+00 -2.35124063e-01 -1.32806929e+00
2.30987879e-01 -6.01355718e-01 1.61045375e+00 -1.74547772e-01
1.67716813e+00 -4.72831017e-01 8.63142199e-01 nan], q-val = [ 0.00000000e+00 4.70817516e-01 0.00000000e+00 5.67740125e-01
9.61111500e-01 0.00000000e+00 2.85931213e-01 8.66616850e-01
7.57082274e-01 0.00000000e+00 2.28068497e-01 9.89298223e-01
5.53023836e-01 1.15843728e-01 0.00000000e+00 7.41777155e-01
8.72019322e-01 9.87109174e-01 3.62618518e-04 5.11776758e-02
0.00000000e+00 9.86013809e-01 7.51888755e-01 1.06975085e-01
4.50291487e-06 3.03850617e-01 4.03546632e-02 0.00000000e+00
4.05828304e-01 3.57428529e-02 1.96210847e-01 1.98827749e-04
5.04758635e-03 3.09497314e-01 1.98827749e-04 0.00000000e+00
8.30977953e-01 4.52282394e-01 2.39495272e-01 2.85931213e-01
8.87995035e-02 2.24949664e-01 7.77999213e-01 2.85931213e-01
0.00000000e+00 8.26009955e-01 7.55236094e-01 7.78222433e-01
5.31359825e-01 8.66616850e-01 9.93649346e-01 9.43266346e-01
2.96895266e-01 4.79836022e-01 0.00000000e+00 2.85931213e-01
1.96210847e-01 7.77543144e-01 9.74828332e-01 7.83464435e-01
2.80779773e-01 1.30369988e-01 2.63641954e-01 1.96210847e-01
1.02052331e-01 0.00000000e+00 9.17979541e-01 2.75840867e-01
8.30740779e-01 9.60974153e-01 8.30740779e-01 5.28813135e-01
1.44990981e-01 8.03303729e-01 6.96714350e-01 6.56787278e-01
2.85931213e-01 0.00000000e+00 5.53023836e-01 8.87995035e-02
1.44990981e-01 4.53715316e-01 9.14474198e-01 2.16923441e-02
6.06365607e-03 4.93012119e-02 9.17979541e-01 5.67740125e-01
9.17979541e-01 9.60974153e-01 0.00000000e+00 2.39495272e-01
6.59804802e-03 6.82576611e-01 9.42756700e-01 7.40867510e-01
6.82576611e-01 1.52692199e-03 6.03539728e-01 9.99371562e-01
4.79836022e-01 2.85931213e-01 6.83153577e-02 9.17979541e-01
0.00000000e+00 7.83837370e-02 1.09236928e-03 4.22507539e-01
6.82576611e-01 5.11897124e-01 8.87995035e-02 1.98827749e-04
3.08520920e-02 2.06790580e-01 9.17979541e-01 7.57082274e-01
7.57082274e-01 7.83464435e-01 9.17979541e-01 0.00000000e+00
9.86013809e-01 6.96714350e-01 6.93263642e-01 6.82576611e-01
7.78222433e-01 5.11897124e-01 9.17979541e-01 4.42789866e-01
9.17979541e-01 7.77999213e-01 2.96895266e-01 9.43266346e-01
2.85931213e-01 8.30740779e-01 6.82576611e-01 0.00000000e+00]
Nbac3_Drug vs. Nbac2_Placebo: t_stat = [ nan 0.52645335 nan 0.66237236 1.81324174 nan
-0.64343583 1.68100038 -0.32888789 nan -0.92719895 -0.40982816
-0.22440663 0.88040203 nan -0.02537634 1.60669944 -0.73602778
0.89901884 -0.28030349 nan 0.54232676 0.90552353 -0.1171591
0.33081363 0.15193356 -1.8660997 nan -0.39988694 1.09520443
-0.64259368 -0.48414194 0.33551078 0.18880896 -1.39522135 nan
0.59134164 1.24542867 1.79429931 1.29152299 -0.5116809 5.23189364
3.26638504 1.81998651 nan 1.64363058 -0.10340004 1.02605923
1.37636533 0.43673902 0.67944408 1.86476233 -0.10054126 -0.06590907
nan 0.1790392 -0.56613115 0.64070775 -0.03750155 -0.02646189
-0.55628682 0.53711352 -0.95471963 -0.54145424 0.08281605 nan
1.55665855 0.43285273 0.78305892 0.39587104 1.41157605 -0.27252248
1.28655251 -0.8732657 0.30688553 -0.3071256 -0.67983084 nan
-0.02620073 -1.50796623 0.74124273 0.87906296 1.27838269 -1.46551494
-0.46656252 -1.99736407 0.05260525 -1.46589891 0.9306934 -0.62213775
nan -0.18100059 -0.78643011 0.60072779 0.6713292 0.73286382
-1.14549571 -0.42487651 -0.70598851 -1.08900809 0.21103556 0.04483691
-0.24080628 0.05382105 nan -0.90632031 -1.04464397 -0.33985526
0.13105309 1.56211758 -0.93154851 -0.77578551 -0.29019797 -0.78686718
-0.72032778 0.37472808 1.07516059 -0.29277591 1.47629711 nan
-1.71445985 -1.89245186 -0.95328069 -2.10107883 -0.2506145 -0.77785104
-0.48205322 -2.30938706 0.60863342 0.08795178 0.34423487 -1.25554663
-0.25148336 -0.74804878 -0.18015415 nan], q-val = [ 0.00000000e+00 9.75494153e-01 0.00000000e+00 9.75494153e-01
8.61696417e-01 0.00000000e+00 9.75494153e-01 8.61696417e-01
9.79884183e-01 0.00000000e+00 9.75494153e-01 9.79884183e-01
9.79884183e-01 9.75494153e-01 0.00000000e+00 9.79884183e-01
8.61696417e-01 9.75494153e-01 9.75494153e-01 9.79884183e-01
0.00000000e+00 9.75494153e-01 9.75494153e-01 9.79884183e-01
9.79884183e-01 9.79884183e-01 8.61696417e-01 0.00000000e+00
9.79884183e-01 9.75494153e-01 9.75494153e-01 9.79884183e-01
9.79884183e-01 9.79884183e-01 8.82800785e-01 0.00000000e+00
9.75494153e-01 9.12021284e-01 8.61696417e-01 9.12021284e-01
9.78815315e-01 7.21260227e-04 1.36484861e-01 8.61696417e-01
0.00000000e+00 8.61696417e-01 9.79884183e-01 9.75494153e-01
8.82800785e-01 9.79884183e-01 9.75494153e-01 8.61696417e-01
9.79884183e-01 9.79884183e-01 0.00000000e+00 9.79884183e-01
9.75494153e-01 9.75494153e-01 9.79884183e-01 9.79884183e-01
9.75494153e-01 9.75494153e-01 9.75494153e-01 9.75494153e-01
9.79884183e-01 0.00000000e+00 8.61696417e-01 9.79884183e-01
9.75494153e-01 9.79884183e-01 8.82800785e-01 9.79884183e-01
9.12021284e-01 9.75494153e-01 9.79884183e-01 9.79884183e-01
9.75494153e-01 0.00000000e+00 9.79884183e-01 8.61696417e-01
9.75494153e-01 9.75494153e-01 9.12021284e-01 8.61696417e-01
9.79884183e-01 8.61696417e-01 9.79884183e-01 8.61696417e-01
9.75494153e-01 9.75494153e-01 0.00000000e+00 9.79884183e-01
9.75494153e-01 9.75494153e-01 9.75494153e-01 9.75494153e-01
9.75494153e-01 9.79884183e-01 9.75494153e-01 9.75494153e-01
9.79884183e-01 9.79884183e-01 9.79884183e-01 9.79884183e-01
0.00000000e+00 9.75494153e-01 9.75494153e-01 9.79884183e-01
9.79884183e-01 8.61696417e-01 9.75494153e-01 9.75494153e-01
9.79884183e-01 9.75494153e-01 9.75494153e-01 9.79884183e-01
9.75494153e-01 9.79884183e-01 8.61696417e-01 0.00000000e+00
8.61696417e-01 8.61696417e-01 9.75494153e-01 8.61696417e-01
9.79884183e-01 9.75494153e-01 9.79884183e-01 8.61696417e-01
9.75494153e-01 9.79884183e-01 9.79884183e-01 9.12021284e-01
9.79884183e-01 9.75494153e-01 9.79884183e-01 0.00000000e+00]
Nbac3_Drug vs. Nbac3_Placebo: t_stat = [ nan 0.40290692 nan 1.56125526 2.49697925 nan
-0.22283372 1.52591669 -0.05662083 nan -1.2682552 -0.55962128
0.73524565 0.21972744 nan -1.32503908 0.51230849 -1.35155871
-0.41342243 -0.05849435 nan 0.04232063 0.75471191 0.47846947
0.04597246 -1.44735817 -0.84371261 nan -0.08622386 0.59959574
-0.94571683 -2.29600767 -1.38610446 -0.76891784 -0.92419852 nan
-1.55893216 -0.23526084 0.47168862 0.97288007 -0.9385117 0.46914599
0.18824598 0.17086242 nan 0.15089886 -0.69053676 -0.42615659
1.19843001 1.82012598 -0.06166891 1.75523884 -1.2172089 -0.0571542
nan 0.6209738 -0.76339041 1.31779619 0.53922421 -0.47050616
-0.11396314 1.46431962 -0.47422398 -0.7289962 -0.7939511 nan
0.70745863 -0.75875072 0.18649473 0.05990021 1.44923884 -0.21043155
0.77204159 -0.05722053 0.34571217 -0.93698409 -1.8762905 nan
0.86530118 -0.90207738 -1.20463006 0.19362715 1.50837438 -1.91209927
0.95166395 -1.0636346 0.07485492 -0.06698675 0.8164463 0.56751723
nan -0.77454108 -0.89875026 -1.86295876 -1.55954802 0.4462271
-1.07898761 -0.04022225 -0.4707783 -0.72902498 -0.16893152 -1.06897365
0.48898265 -0.39771216 nan -2.19933508 -0.84731814 -2.49718675
-0.84768129 1.97582566 -0.41960491 -0.47465203 -1.12235405 -0.09316327
-0.48547382 -0.6845374 0.99980863 -0.71144655 0.62897583 nan
-0.57639432 -0.75650591 -1.46940112 -1.37252695 -0.1835275 -0.46022307
0.31298141 -0.78174606 -0.62526991 -0.42114324 0.09912968 -1.10211134
0.34816675 -1.39150324 0.05017117 nan], q-val = [ 0. 0.92401466 0. 0.92401466 0.92401466 0.
0.96812114 0.92401466 0.96812114 0. 0.92401466 0.92401466
0.92401466 0.96812114 0. 0.92401466 0.92401466 0.92401466
0.92401466 0.96812114 0. 0.96812114 0.92401466 0.92401466
0.96812114 0.92401466 0.92401466 0. 0.96812114 0.92401466
0.92401466 0.92401466 0.92401466 0.92401466 0.92401466 0.
0.92401466 0.96812114 0.92401466 0.92401466 0.92401466 0.92401466
0.96812114 0.96812114 0. 0.96812114 0.92401466 0.92401466
0.92401466 0.92401466 0.96812114 0.92401466 0.92401466 0.96812114
0. 0.92401466 0.92401466 0.92401466 0.92401466 0.92401466
0.96812114 0.92401466 0.92401466 0.92401466 0.92401466 0.
0.92401466 0.92401466 0.96812114 0.96812114 0.92401466 0.96812114
0.92401466 0.96812114 0.95402216 0.92401466 0.92401466 0.
0.92401466 0.92401466 0.92401466 0.96812114 0.92401466 0.92401466
0.92401466 0.92401466 0.96812114 0.96812114 0.92401466 0.92401466
0. 0.92401466 0.92401466 0.92401466 0.92401466 0.92401466
0.92401466 0.96812114 0.92401466 0.92401466 0.96812114 0.92401466
0.92401466 0.92401466 0. 0.92401466 0.92401466 0.92401466
0.92401466 0.92401466 0.92401466 0.92401466 0.92401466 0.96812114
0.92401466 0.92401466 0.92401466 0.92401466 0.92401466 0.
0.92401466 0.92401466 0.92401466 0.92401466 0.96812114 0.92401466
0.96812114 0.92401466 0.92401466 0.92401466 0.96812114 0.92401466
0.95402216 0.92401466 0.96812114 0. ]
Nbac3_Drug vs. ReSt2_Placebo: t_stat = [ nan 0.71198335 nan 2.00579139 0.88761204 nan
3.19921723 2.70329876 -0.67303707 nan 1.00655626 -0.69717648
-0.18357799 2.84603271 nan -0.74959263 1.82121192 2.25951205
5.62749343 1.8425549 nan 0.04026383 1.59605688 3.13104248
7.05641038 0.41302109 2.82911658 nan 1.79386998 3.65774983
3.18190059 4.68764229 1.90633947 0.72442366 5.14998057 nan
-2.33802644 -0.60422991 0.6436135 1.77393924 0.91501729 -2.73700066
-2.56793217 -2.08476104 nan 1.95591276 -0.37930462 -0.20117725
-0.44051258 0.14955327 -0.34726582 0.09285371 -0.82802547 1.10064137
nan 2.5545617 1.22399889 -0.18408408 -0.21940324 -1.07430111
2.05668218 2.23750658 3.1329779 1.58867637 -2.58109297 nan
1.39593044 -2.2858547 -0.51186142 -0.40096659 0.60988526 -0.35608879
-0.49722219 0.3147553 1.1914624 -1.59177576 -1.55104233 nan
-0.31140613 -4.65683799 -3.41835774 -0.76900417 -0.12879698 -1.54967284
-2.58241683 -1.1489592 0.37288 -0.59917024 0.18303288 -0.28463046
nan -0.88378241 -3.80051668 -2.34352686 0.22724446 -0.40678523
0.81005322 -2.9480999 0.48431719 0.10587974 -1.98749568 -2.58918234
-2.73760306 -0.16735064 nan -3.6406449 -4.71399633 -2.78981271
-0.1319164 -0.12692922 -1.4242529 -3.05786753 -1.46092265 -0.95338633
0.22274437 -0.1623082 0.44136074 -0.17185263 0.30111614 nan
0.20047818 -0.63779015 -2.71966148 -1.56986773 0.08291712 -0.66610803
-0.68404901 -1.2070745 0.15292155 -0.82613417 1.74403728 0.34518038
0.87348992 -1.18820556 1.3069252 nan], q-val = [ 0.00000000e+00 7.79534226e-01 0.00000000e+00 1.72836977e-01
6.94465043e-01 0.00000000e+00 2.82498022e-02 5.27856900e-02
7.83481925e-01 0.00000000e+00 6.20037313e-01 7.83481925e-01
9.30670966e-01 4.89063886e-02 0.00000000e+00 7.63330215e-01
2.23177868e-01 1.10681495e-01 1.02254554e-04 2.19016709e-01
0.00000000e+00 9.68088210e-01 3.06915776e-01 2.82498022e-02
2.15199531e-06 9.10725020e-01 4.89063886e-02 0.00000000e+00
2.30256870e-01 1.05134540e-02 2.82498022e-02 7.34918116e-04
1.96905448e-01 7.77747054e-01 3.11755420e-04 0.00000000e+00
9.84330638e-02 7.98830319e-01 7.91006166e-01 2.34087316e-01
6.85885529e-01 5.27856900e-02 6.27845068e-02 1.54187150e-01
0.00000000e+00 1.82102364e-01 9.14766996e-01 9.30670966e-01
9.02724547e-01 9.30670966e-01 9.14766996e-01 9.42193181e-01
7.19571408e-01 5.55599882e-01 0.00000000e+00 6.27845068e-02
4.98099957e-01 9.30670966e-01 9.30670966e-01 5.69094558e-01
1.59258456e-01 1.12868868e-01 2.82498022e-02 3.06915776e-01
6.27845068e-02 0.00000000e+00 3.86336395e-01 1.07531550e-01
8.73763405e-01 9.10725020e-01 7.98830319e-01 9.14766996e-01
8.77869292e-01 9.27123029e-01 5.00561539e-01 3.06915776e-01
3.10314749e-01 0.00000000e+00 9.27123029e-01 7.34918116e-04
1.78554829e-02 7.54687069e-01 9.30670966e-01 3.10314749e-01
6.27845068e-02 5.23872810e-01 9.14766996e-01 7.98830319e-01
9.30670966e-01 9.30670966e-01 0.00000000e+00 6.94465043e-01
8.48119912e-03 9.84330638e-02 9.30670966e-01 9.10725020e-01
7.24842746e-01 4.03280380e-02 8.80283211e-01 9.39713334e-01
1.74882079e-01 6.27845068e-02 5.27856900e-02 9.30670966e-01
0.00000000e+00 1.05134540e-02 7.34918116e-04 5.12672742e-02
9.30670966e-01 9.30670966e-01 3.74598611e-01 3.21223237e-02
3.57757818e-01 6.59555042e-01 9.30670966e-01 9.30670966e-01
9.02724547e-01 9.30670966e-01 9.27182491e-01 0.00000000e+00
9.30670966e-01 7.91006166e-01 5.27856900e-02 3.10314749e-01
9.42193181e-01 7.83481925e-01 7.83481925e-01 5.00561539e-01
9.30670966e-01 7.19571408e-01 2.42811339e-01 9.14766996e-01
6.94465043e-01 5.00561539e-01 4.41982410e-01 0.00000000e+00]
Nbac3_Drug vs. ReSt1_Drug: t_stat = [ nan 1.47013954e-01 nan 1.81978472e+00
1.35518619e+00 nan 2.65292945e+00 1.69359837e+00
5.65280024e-01 nan 1.33888070e+00 6.31264963e-02
9.35703088e-01 2.60360453e+00 nan -9.86692895e-01
1.81955786e+00 -8.57674510e-01 4.72797696e+00 2.46282125e+00
nan 1.09020181e+00 9.25244429e-01 2.09141199e+00
5.90953574e+00 1.24820636e+00 2.51621877e+00 nan
2.09754863e+00 3.81861128e+00 2.29424118e+00 4.39194490e+00
3.44268552e+00 2.25937775e+00 3.91660319e+00 nan
2.44545397e-01 8.91347401e-01 1.31003047e+00 2.08411877e+00
1.63412015e+00 -8.70994248e-01 -4.42405729e-01 -8.05133487e-01
nan 4.53988087e-01 -1.16014857e+00 -2.79311487e-01
3.89005121e-01 -4.46503770e-01 -1.51858101e+00 -2.89145105e+00
-3.18570095e+00 2.68634097e-01 nan 1.72228726e+00
8.92236303e-01 9.69845279e-01 -4.82999873e-03 4.93104162e-02
1.46506132e+00 9.59840856e-01 1.79039188e+00 1.36360612e-01
-2.59651817e+00 nan 3.63567891e-02 -2.86684862e+00
-2.01024724e-01 7.53118385e-01 -7.73892266e-02 -9.75789970e-01
-3.36486880e+00 -5.73719095e-01 6.86474706e-01 -2.64099002e+00
-2.73940549e+00 nan -7.58051339e-01 -3.13650712e+00
-2.60630156e+00 -1.01252427e-02 6.52271291e-02 -4.04295779e+00
-4.66826335e+00 -3.50396813e+00 -2.87329678e-01 -5.92366180e-01
-3.05101448e-01 3.38453671e-02 nan -1.38643303e+00
-3.04164462e+00 -1.13004077e+00 1.32049301e+00 -4.21687708e-01
-1.10687966e+00 -5.65813878e+00 -1.19894603e+00 6.20966567e-01
-3.84362660e+00 -2.50714935e+00 -2.85878802e+00 -3.49715559e-01
nan -3.48731045e+00 -4.20855512e+00 -1.80947134e+00
-1.14125144e-01 1.09496631e+00 -2.75780488e+00 -6.72038879e+00
-3.01673206e+00 2.25521670e-01 2.71175364e-01 -1.46417582e-01
1.23651257e+00 2.12810275e-01 3.88005963e-01 nan
1.35035582e-01 -7.51956151e-03 1.88668245e-02 3.62630682e-01
8.00326736e-02 -7.94710518e-01 -1.26183757e+00 -1.55315587e+00
3.43046325e-02 -6.40089614e-01 1.12655380e+00 -9.77522556e-01
1.24978941e+00 -1.94036367e+00 5.55351967e-01 nan], q-val = [ 0.00000000e+00 9.96170856e-01 0.00000000e+00 2.28556412e-01
4.39574067e-01 0.00000000e+00 5.46003911e-02 2.68132989e-01
8.11849857e-01 0.00000000e+00 4.43204179e-01 9.96170856e-01
6.08887206e-01 5.46695424e-02 0.00000000e+00 5.96606160e-01
2.28556412e-01 6.34099894e-01 8.51059588e-04 6.86442125e-02
0.00000000e+00 5.29339805e-01 6.09344530e-01 1.41885192e-01
4.15016159e-05 4.70137340e-01 6.36623272e-02 0.00000000e+00
1.41885192e-01 5.11743325e-03 9.90756109e-02 1.66816124e-03
1.19070886e-02 1.04202914e-01 4.68149700e-03 0.00000000e+00
9.69708629e-01 6.21713790e-01 4.47961328e-01 1.41885192e-01
2.94084128e-01 6.30952529e-01 8.90749953e-01 6.72038195e-01
0.00000000e+00 8.90749953e-01 5.14660366e-01 9.57123927e-01
9.13201922e-01 8.90749953e-01 3.49618128e-01 3.70534911e-02
2.12991247e-02 9.57123927e-01 0.00000000e+00 2.59368879e-01
6.21713790e-01 5.96606160e-01 9.96170856e-01 9.96170856e-01
3.77300007e-01 5.96606160e-01 2.31875171e-01 9.96170856e-01
5.46695424e-02 0.00000000e+00 9.96170856e-01 3.70534911e-02
9.80649322e-01 6.92508183e-01 9.96170856e-01 5.96606160e-01
1.38347484e-02 8.11849857e-01 7.44712898e-01 5.46003911e-02
4.61636086e-02 0.00000000e+00 6.92508183e-01 2.29220172e-02
5.46695424e-02 9.96170856e-01 9.96170856e-01 3.61191408e-03
8.51059588e-04 1.12987771e-02 9.57123927e-01 8.05336624e-01
9.57123927e-01 9.96170856e-01 0.00000000e+00 4.24873486e-01
2.79581712e-02 5.24882881e-01 4.47961328e-01 9.00757781e-01
5.29339805e-01 6.18119267e-05 4.91965340e-01 7.87659748e-01
5.11743325e-03 6.36623272e-02 3.70534911e-02 9.29915337e-01
0.00000000e+00 1.12987771e-02 2.50388370e-03 2.28556412e-01
9.96170856e-01 5.29339805e-01 4.59655563e-02 6.23844732e-06
2.83095274e-02 9.77526078e-01 9.57123927e-01 9.96170856e-01
4.70869726e-01 9.79509911e-01 9.13201922e-01 0.00000000e+00
9.96170856e-01 9.96170856e-01 9.96170856e-01 9.27533790e-01
9.96170856e-01 6.72610456e-01 4.70137340e-01 3.35124048e-01
9.96170856e-01 7.79047703e-01 5.24882881e-01 5.96606160e-01
4.70137340e-01 1.88178853e-01 8.11849857e-01 0.00000000e+00]
Nbac3_Drug vs. Nbac2_Drug: t_stat = [ nan 0.00821058 nan -0.5187786 1.47379926 nan
-0.86374386 0.8604434 0.56580787 nan -1.24531919 -0.60985627
0.0505392 0.67792753 nan -1.56233962 -0.78088765 -1.57315903
0.28847744 0.76839311 nan 0.42160954 -0.89412765 -1.23035323
0.31296456 -0.40460917 -3.45428951 nan -1.40308899 0.1270261
-0.73781592 -1.27576116 -0.54029012 0.2126123 -1.40282127 nan
-1.0495501 0.18437825 0.33685637 0.50321468 -0.2515738 1.19273741
0.46830697 -0.04372084 nan -0.22558081 -0.5247738 0.4551905
-0.73418764 0.88697822 0.94451147 0.33252831 -0.25127082 -0.01922424
nan -0.14018218 0.81291663 0.51999697 0.99162242 -0.34119654
0.2003038 1.25163267 -0.0605909 -0.23180007 -0.99694369 nan
0.71456991 0.16411014 1.23076369 0.831855 1.57605074 0.52363737
0.35285589 0.73061877 0.88964807 0.9284617 -1.90882427 nan
-0.42710868 -0.0457439 0.65840197 0.19909151 0.71917178 0.59683647
-0.23331641 -0.40470835 -0.4591276 -1.49228666 0.46416816 0.25561184
nan -0.92657372 -0.15995186 0.37453551 -0.31085986 0.99468632
1.61629649 -1.73547286 1.53801828 -0.3701248 0.04781315 -1.97450277
0.70319316 0.86398502 nan -1.68266415 -0.79893869 -1.32090278
-1.43679188 1.93576475 0.03978087 -1.07861049 -0.53255665 -0.34050366
-0.09688136 -0.50309629 0.76334432 0.05975051 1.46933211 nan
-2.61408225 0.28455066 -0.09830635 -0.88325783 0.51388321 0.50146172
-0.72636499 -0.79681157 0.66599718 -0.85805278 0.26657235 -0.80694596
1.01494691 -1.50864389 0.33348134 nan], q-val = [ 0. 0.99349084 0. 0.97295251 0.97295251 0.
0.97295251 0.97295251 0.97295251 0. 0.97295251 0.97295251
0.98488554 0.97295251 0. 0.97295251 0.97295251 0.97295251
0.97295251 0.97295251 0. 0.97295251 0.97295251 0.97295251
0.97295251 0.97295251 0.16131341 0. 0.97295251 0.98488554
0.97295251 0.97295251 0.97295251 0.97295251 0.97295251 0.
0.97295251 0.97676816 0.97295251 0.97295251 0.97295251 0.97295251
0.97295251 0.98488554 0. 0.97295251 0.97295251 0.97295251
0.97295251 0.97295251 0.97295251 0.97295251 0.97295251 0.99303553
0. 0.98488554 0.97295251 0.97295251 0.97295251 0.97295251
0.97295251 0.97295251 0.98488554 0.97295251 0.97295251 0.
0.97295251 0.97990045 0.97295251 0.97295251 0.97295251 0.97295251
0.97295251 0.97295251 0.97295251 0.97295251 0.97295251 0.
0.97295251 0.98488554 0.97295251 0.97295251 0.97295251 0.97295251
0.97295251 0.97295251 0.97295251 0.97295251 0.97295251 0.97295251
0. 0.97295251 0.97990045 0.97295251 0.97295251 0.97295251
0.97295251 0.97295251 0.97295251 0.97295251 0.98488554 0.97295251
0.97295251 0.97295251 0. 0.97295251 0.97295251 0.97295251
0.97295251 0.97295251 0.98488554 0.97295251 0.97295251 0.97295251
0.98488554 0.97295251 0.97295251 0.98488554 0.97295251 0. 0.7589567
0.97295251 0.98488554 0.97295251 0.97295251 0.97295251 0.97295251
0.97295251 0.97295251 0.97295251 0.97295251 0.97295251 0.97295251
0.97295251 0.97295251 0. ]
ReSt2_Drug vs. ReSt1_Placebo: t_stat = [ nan 0.02155377 nan -0.61479634 -0.45411593 nan
-1.05787541 -2.28584706 -0.89570145 nan 0.9103581 -0.53981269
-0.27795105 0.07550619 nan -0.33162949 -0.26238261 -0.46932783
1.30806301 0.51023937 nan -1.25370609 -0.51526538 1.11455588
1.58862381 0.20193801 0.88174374 nan -1.26565089 -1.46775723
-2.1990376 1.14843476 1.24863292 0.35294494 -0.03840386 nan
0.38639328 1.63434941 1.75854372 0.66816267 1.62204118 0.01677263
-0.33191061 -0.08066298 nan 0.58730654 1.53770291 1.79155735
-0.02899538 0.98276832 0.84764953 1.44382291 0.07416469 1.28815082
nan 0.42146655 0.60230735 0.33949472 -0.58688877 0.95326149
0.45697196 0.79981133 0.29177744 1.04743487 -0.14098648 nan
-0.07498594 0.05488995 1.45787459 0.78719839 -0.76638068 -0.28066072
-0.58163237 0.1225072 0.16056559 1.41789856 1.59904725 nan
0.54255314 0.57091243 1.41909601 0.62152622 0.42415049 -1.03306424
-0.89952778 -0.3244879 0.9900651 0.12312139 0.84885126 -0.11256644
nan -1.06800725 -2.05562305 2.04235842 0.86748979 -0.88022569
-0.07865763 -1.42151733 0.28932491 -0.83012457 0.9708047 1.90038578
-1.46098595 -0.60043517 nan 0.27318454 0.81202656 -0.22661168
-0.2668861 0.96579403 -0.2386942 -1.82640903 -1.16791116 -0.85415047
-0.59140714 1.33740171 -0.13611957 0.27003956 -0.9420432 nan
-0.61565918 0.63197953 1.00703338 0.64618651 1.07936572 -1.05395197
0.0800689 0.17618603 -0.19404888 -0.67592082 1.16838762 0.22513444
1.22106439 0.75854096 -0.45559717 nan], q-val = [ 0. 0.98670352 0. 0.93917967 0.96631507 0.
0.90974813 0.90974813 0.90974813 0. 0.90974813 0.94783256
0.98218272 0.98218272 0. 0.98218272 0.98218272 0.96631507
0.90974813 0.95495008 0. 0.90974813 0.95495008 0.90974813
0.90974813 0.98218272 0.90974813 0. 0.90974813 0.90974813
0.90974813 0.90974813 0.90974813 0.98218272 0.98670352 0.
0.98218272 0.90974813 0.90974813 0.93917967 0.90974813 0.98670352
0.98218272 0.98218272 0. 0.93917967 0.90974813 0.90974813
0.98670352 0.90974813 0.90974813 0.90974813 0.98218272 0.90974813
0. 0.97695676 0.93917967 0.98218272 0.93917967 0.90974813
0.96631507 0.9177342 0.98218272 0.90974813 0.98218272 0.
0.98218272 0.98670352 0.90974813 0.9177342 0.92071968 0.98218272
0.93917967 0.98218272 0.98218272 0.90974813 0.90974813 0.
0.94783256 0.93917967 0.90974813 0.93917967 0.97695676 0.90974813
0.90974813 0.98218272 0.90974813 0.98218272 0.90974813 0.98218272
0. 0.90974813 0.90974813 0.90974813 0.90974813 0.90974813
0.98218272 0.90974813 0.98218272 0.91449157 0.90974813 0.90974813
0.90974813 0.93917967 0. 0.98218272 0.9177342 0.98218272
0.98218272 0.90974813 0.98218272 0.90974813 0.90974813 0.90974813
0.93917967 0.90974813 0.98218272 0.98218272 0.90974813 0.
0.93917967 0.93917967 0.90974813 0.93917967 0.90974813 0.90974813
0.98218272 0.98218272 0.98218272 0.93917967 0.90974813 0.98218272
0.90974813 0.92071968 0.96631507 0. ]
ReSt2_Drug vs. Nbac2_Placebo: t_stat = [ nan -6.05953160e-01 nan -9.15692120e-01
1.12177518e+00 nan -2.86284806e+00 -1.12083640e+00
-5.27881030e-01 nan -2.08440788e+00 -1.13478616e+00
4.02432881e-01 -1.30207156e+00 nan 5.99633192e-01
7.79782213e-01 -9.64156223e-01 -4.25980339e+00 -2.95345197e+00
nan -6.48437093e-01 -2.58716425e-01 -1.71313467e+00
-6.20530179e+00 -1.50490154e+00 -3.56818147e+00 nan
-2.88729116e+00 -2.50614944e+00 -4.23349809e+00 -4.82440843e+00
-2.48201261e+00 -1.49804567e+00 -6.57563767e+00 nan
4.10376095e-01 1.55421141e+00 1.34327980e+00 1.03662041e-01
-2.25802924e+00 4.66375289e+00 3.47742991e+00 2.58227726e+00
nan 1.00869579e+00 1.74083416e+00 2.01015793e+00
2.22446580e+00 1.19615024e+00 1.43059991e+00 2.32375712e+00
1.79519484e+00 -3.28560841e-03 nan -1.25424629e+00
-1.88483862e+00 1.02009832e-01 -5.84682142e-01 5.38091662e-01
-1.75470787e+00 -1.02521912e+00 -1.99018635e+00 -1.57999860e+00
2.56742023e+00 nan 1.59751418e+00 2.16068001e+00
1.67723542e+00 1.27922837e+00 -1.35391749e-02 7.34024186e-01
3.12527789e+00 -5.70158135e-02 -2.86561817e-01 2.37340187e+00
2.44240642e+00 nan 1.52522763e+00 1.48142832e+00
5.43196868e+00 2.63435168e+00 2.12299805e+00 1.11730552e+00
1.73213615e+00 9.37237263e-01 7.88593318e-01 4.08015673e-01
1.70977178e+00 -4.66819931e-01 nan 9.58130917e-01
1.62236735e+00 3.22654659e+00 1.77607002e+00 7.92096278e-01
-2.01546131e-01 2.48539436e+00 9.34633975e-01 -1.70108745e+00
2.35877777e+00 3.60579381e+00 8.62029081e-01 -7.48641656e-01
nan 2.46761026e+00 3.67635959e+00 9.61163604e-01
7.35226218e-01 1.25289388e+00 1.73697884e+00 2.93916897e+00
2.15974059e+00 2.83386865e-01 -7.59635141e-01 1.48039478e+00
6.66032536e-02 -6.09353293e-01 1.20663128e-01 nan
-2.02337564e+00 -2.00520302e+00 1.16570068e+00 -4.50747869e-02
-6.30344792e-02 -5.78963572e-01 -7.63424987e-02 -4.33090734e-01
2.06099452e-01 -4.09085259e-02 -2.09516651e-01 -7.74140822e-01
-5.04810083e-01 6.95965646e-01 -1.49492973e+00 nan], q-val = [ 0.00000000e+00 7.12540367e-01 0.00000000e+00 5.55122883e-01
4.57520681e-01 0.00000000e+00 4.74483464e-02 4.57520681e-01
7.42976570e-01 0.00000000e+00 1.54306616e-01 4.57520681e-01
8.03374160e-01 3.88122366e-01 0.00000000e+00 7.12540367e-01
6.33593385e-01 5.42998548e-01 2.32107355e-03 4.40409379e-02
0.00000000e+00 6.94002990e-01 9.02507160e-01 2.42220092e-01
1.61162055e-05 2.98580034e-01 1.16586856e-02 0.00000000e+00
4.73039962e-02 9.04772560e-02 2.32107355e-03 6.52865112e-04
9.04772560e-02 2.98580034e-01 9.88659639e-06 0.00000000e+00
8.03374160e-01 2.90292349e-01 3.67763042e-01 9.83977154e-01
1.22547353e-01 8.63106244e-04 1.37333250e-02 8.51669259e-02
0.00000000e+00 5.24939402e-01 2.42220092e-01 1.68378162e-01
1.27899028e-01 4.34290355e-01 3.21017829e-01 1.09034792e-01
2.41125093e-01 9.97395218e-01 0.00000000e+00 4.01916247e-01
2.05905054e-01 9.83977154e-01 7.14875205e-01 7.41964473e-01
2.42220092e-01 5.19295066e-01 1.69304180e-01 2.81964544e-01
8.51669259e-02 0.00000000e+00 2.78171930e-01 1.38753392e-01
2.48558931e-01 3.96905839e-01 9.97395218e-01 6.37260331e-01
3.09022259e-02 9.83977154e-01 8.89576255e-01 1.04179497e-01
9.22748152e-02 0.00000000e+00 2.98580034e-01 2.98580034e-01
1.27217066e-04 8.01834541e-02 1.46017823e-01 4.57520681e-01
2.42220092e-01 5.47274081e-01 6.33593385e-01 8.03374160e-01
2.42220092e-01 7.79668098e-01 0.00000000e+00 5.42998548e-01
2.70677213e-01 2.53892505e-02 2.42220092e-01 6.33593385e-01
9.26222897e-01 9.04772560e-02 5.47274081e-01 2.42220092e-01
1.04179497e-01 1.16261867e-02 5.90911756e-01 6.37260331e-01
0.00000000e+00 9.04772560e-02 1.06649052e-02 5.42998548e-01
6.37260331e-01 4.01916247e-01 2.42220092e-01 4.40409379e-02
1.38753392e-01 8.89576255e-01 6.37260331e-01 2.98580034e-01
9.83977154e-01 7.12540367e-01 9.83977154e-01 0.00000000e+00
1.68378162e-01 1.68378162e-01 4.49221557e-01 9.83977154e-01
9.83977154e-01 7.14875205e-01 9.83977154e-01 8.00801722e-01
9.26222897e-01 9.83977154e-01 9.26222897e-01 6.33593385e-01
7.54938273e-01 6.61452555e-01 2.98580034e-01 0.00000000e+00]
ReSt2_Drug vs. Nbac3_Placebo: t_stat = [ nan -5.61733589e-01 nan -2.63763360e-01
1.72068403e+00 nan -2.85902480e+00 -1.32434520e+00
-1.68826278e-01 nan -2.49513484e+00 -1.00184747e+00
1.60888437e+00 -2.27205331e+00 nan -3.83444603e-01
-1.05739248e-01 -1.42970310e+00 -4.98470220e+00 -2.87930708e+00
nan -1.14333205e+00 -2.81577734e-01 -1.32751784e+00
-5.76694382e+00 -2.66006113e+00 -2.68191310e+00 nan
-2.65283031e+00 -2.92827530e+00 -4.42054208e+00 -5.94468029e+00
-4.02074197e+00 -2.57092930e+00 -6.13575329e+00 nan
-1.26186229e+00 1.79649329e-01 2.01612457e-01 -1.83390843e-01
-2.73557761e+00 2.15927645e+00 5.30237956e-01 1.71405173e+00
nan 3.36051287e-03 1.37944731e+00 4.48794373e-01
1.93948918e+00 2.14236914e+00 8.24271948e-01 2.66403037e+00
8.82585848e-01 1.73630947e-02 nan -8.29199101e-01
-2.11135824e+00 8.10813831e-01 -9.54005386e-02 1.20481312e-01
-1.69425569e+00 -2.63353953e-01 -1.66367270e+00 -1.60216682e+00
1.56826855e+00 nan 8.86369741e-01 1.37105051e+00
1.24926907e+00 8.84128016e-01 -2.67324601e-01 7.20388301e-01
2.70711569e+00 5.63623582e-01 -4.17671831e-01 1.65257598e+00
1.50884632e+00 nan 3.06126635e+00 2.43103186e+00
3.49218885e+00 2.52170731e+00 2.18932728e+00 8.57415405e-01
3.14921916e+00 1.72518236e+00 8.75259269e-01 1.38435126e+00
1.68335713e+00 5.27573243e-01 nan 5.09748599e-01
1.22841208e+00 8.68738240e-01 2.01438361e-01 3.64398374e-01
-1.26777706e-01 2.89621622e+00 9.15872547e-01 -1.54454080e+00
2.16740494e+00 2.61760470e+00 1.33077461e+00 -1.08238128e+00
nan 1.43902297e+00 3.56555983e+00 -1.12466142e+00
4.03828929e-02 1.83241915e+00 1.71335988e+00 2.88310268e+00
1.15163526e+00 9.45759176e-01 -6.39752613e-01 7.80232537e-01
1.15658423e-01 -1.07124470e+00 -4.34306140e-01 nan
-1.28244491e+00 -9.21815163e-01 5.65813465e-01 3.95543454e-01
1.72876437e-02 -2.70897586e-01 6.63905698e-01 7.18136089e-01
-9.46690196e-01 -5.64354190e-01 -4.83295263e-01 -7.50023078e-01
3.51167694e-02 1.12957987e-02 -1.45583616e+00 nan], q-val = [ 0.00000000e+00 7.78667463e-01 0.00000000e+00 9.15766425e-01
2.98693250e-01 0.00000000e+00 5.43117039e-02 4.13780376e-01
9.54281690e-01 0.00000000e+00 8.12744158e-02 5.86532786e-01
3.19605101e-01 1.27452465e-01 0.00000000e+00 8.61394891e-01
9.73095127e-01 3.85835274e-01 3.94304083e-04 5.43117039e-02
0.00000000e+00 5.02975404e-01 9.15766425e-01 4.13780376e-01
4.36548402e-05 6.56304671e-02 6.56304671e-02 0.00000000e+00
6.56304671e-02 5.43117039e-02 1.83328204e-03 3.70886117e-05
5.14751608e-03 7.34218799e-02 3.70886117e-05 0.00000000e+00
4.43778866e-01 9.53731152e-01 9.52531485e-01 9.53731152e-01
6.56304671e-02 1.48157360e-01 7.92243125e-01 2.98693250e-01
0.00000000e+00 9.97335835e-01 4.03466699e-01 8.37528357e-01
2.17090232e-01 1.48891794e-01 6.38150594e-01 6.56304671e-02
6.24488370e-01 9.97335835e-01 0.00000000e+00 6.38150594e-01
1.54508723e-01 6.41609862e-01 9.73142319e-01 9.73095127e-01
3.00886717e-01 9.15766425e-01 3.04133437e-01 3.19605101e-01
3.33059825e-01 0.00000000e+00 6.24488370e-01 4.03466699e-01
4.45449748e-01 6.24488370e-01 9.15766425e-01 6.89571527e-01
6.56304671e-02 7.78667463e-01 8.48097124e-01 3.04133437e-01
3.55908544e-01 0.00000000e+00 4.77459000e-02 9.11714844e-02
1.81075279e-02 7.93710269e-02 1.48157360e-01 6.25979700e-01
4.18267788e-02 2.98693250e-01 6.24488370e-01 4.03466699e-01
3.00886717e-01 7.92243125e-01 0.00000000e+00 7.99696013e-01
4.53307932e-01 6.24488370e-01 9.52531485e-01 8.69732067e-01
9.73095127e-01 5.43117039e-02 6.24488370e-01 3.40523502e-01
1.48157360e-01 6.83953592e-02 4.13780376e-01 5.35744244e-01
0.00000000e+00 3.85835274e-01 1.67810138e-02 5.09727626e-01
9.97335835e-01 2.63056092e-01 2.98693250e-01 5.43117039e-02
5.02975404e-01 6.17813854e-01 7.42692707e-01 6.59945917e-01
9.73095127e-01 5.36573901e-01 8.41843716e-01 0.00000000e+00
4.36330605e-01 6.24488370e-01 7.78667463e-01 8.59295658e-01
9.97335835e-01 9.15766425e-01 7.29509617e-01 6.89571527e-01
6.17813854e-01 7.78667463e-01 8.14952802e-01 6.78136033e-01
9.97335835e-01 9.97335835e-01 3.83603418e-01 0.00000000e+00]
ReSt2_Drug vs. ReSt2_Placebo: t_stat = [ nan -4.11193951e-01 nan 3.35303494e-01
4.45641824e-01 nan 7.79598750e-01 7.72653481e-02
-8.32795676e-01 nan -1.82892558e-02 -1.43456726e+00
4.30477271e-01 4.56246790e-01 nan -1.83675118e-01
1.52452750e+00 2.18782765e+00 8.43623380e-01 -1.95678213e-01
nan -1.15084701e+00 4.74878925e-01 1.69624049e+00
1.52084228e+00 -7.46108956e-01 8.82458020e-01 nan
-1.12864958e+00 1.76540868e-02 5.23966640e-02 -1.25411130e-03
-3.63652510e-01 -9.42202792e-01 3.10069226e-03 nan
-2.07011801e+00 -2.28958382e-01 5.00773025e-01 7.97298791e-01
-3.33244508e-01 -1.13697118e+00 -2.24806672e+00 -6.36340528e-01
nan 1.92630464e+00 1.45290732e+00 7.88080119e-01
6.77820090e-01 8.22075244e-01 6.20790177e-01 1.34641654e+00
9.40011229e-01 1.38487261e+00 nan 1.32308812e+00
-1.81273381e-01 -8.70074724e-01 -9.25230210e-01 -6.01998235e-01
6.31294662e-01 8.81540099e-01 1.46266949e+00 6.11159017e-01
-5.17214765e-01 nan 2.12228979e+00 -2.84397204e-01
5.61043998e-01 5.88208612e-01 -8.82538117e-01 7.22615392e-01
1.82829721e+00 1.14183486e+00 7.63344212e-01 5.62606873e-01
1.18559485e+00 nan 1.48354702e+00 -1.51123586e+00
7.22723828e-01 9.03936292e-01 7.17492072e-01 9.04068712e-01
6.87000288e-01 1.52058912e+00 1.14338923e+00 6.56787113e-01
1.40952888e+00 -2.29855247e-01 nan 2.79160772e-01
-1.28694521e+00 8.31318069e-01 1.50013066e+00 -5.70372927e-01
1.55749888e+00 7.59093437e-01 2.10620234e+00 -6.56104448e-01
1.14360608e-01 1.55955093e+00 -1.44844375e+00 -9.99090602e-01
nan -6.37006692e-01 -1.09579064e+00 -1.51316089e+00
6.81556640e-01 -2.05907096e-01 9.51292831e-01 3.40715336e-01
9.37177130e-01 5.77839213e-02 9.78410282e-02 1.77682593e+00
-4.19488423e-01 -7.29533600e-01 -9.56931873e-01 nan
-3.80596833e-01 -9.75932159e-01 -7.48963436e-01 -1.14111015e-01
3.62854764e-01 -5.89168690e-01 -4.69178752e-01 3.13430462e-01
-1.48340311e-01 -1.11233105e+00 1.51620102e+00 8.66045181e-01
5.84174268e-01 2.71648529e-01 -7.43137059e-02 nan], q-val = [ 0. 0.8911059 0. 0.9070221 0.88762265 0.
0.83562957 0.99067436 0.83562957 0. 0.99900576 0.83155407
0.8911059 0.88737712 0. 0.95232425 0.83155407 0.83155407
0.83562957 0.95232425 0. 0.83562957 0.88490247 0.83155407
0.83155407 0.83562957 0.83562957 0. 0.83562957 0.99900576
0.99153114 0.99900576 0.9070221 0.83562957 0.99900576 0.
0.83155407 0.94626657 0.87437008 0.83562957 0.9070221 0.83562957
0.83155407 0.83562957 0. 0.83155407 0.83155407 0.83562957
0.83562957 0.83562957 0.83562957 0.83562957 0.83562957 0.83502301
0. 0.83562957 0.95232425 0.83562957 0.83562957 0.83562957
0.83562957 0.83562957 0.83155407 0.83562957 0.86846777 0.
0.83155407 0.92626487 0.83562957 0.83562957 0.83562957 0.83562957
0.83155407 0.83562957 0.83562957 0.83562957 0.83562957 0.
0.83155407 0.83155407 0.83562957 0.83562957 0.83562957 0.83562957
0.83562957 0.83155407 0.83562957 0.83562957 0.83301813 0.94626657
0. 0.92626487 0.83562957 0.83562957 0.83155407 0.83562957
0.83155407 0.83562957 0.83155407 0.83562957 0.98349755 0.83155407
0.83155407 0.83562957 0. 0.83562957 0.83562957 0.83155407
0.83562957 0.95232425 0.83562957 0.9070221 0.83562957 0.99153114
0.98845677 0.83155407 0.8911059 0.83562957 0.83562957 0. 0.9070221
0.83562957 0.83562957 0.98349755 0.9070221 0.83562957 0.88490247
0.91590772 0.97193235 0.83562957 0.83155407 0.83562957 0.83562957
0.92626487 0.99067436 0. ]
ReSt2_Drug vs. ReSt1_Drug: t_stat = [ nan -0.98441333 nan 0.23937232 1.00627021 nan
0.03835012 -0.62885447 0.53752158 nan 0.36863635 -0.49070806
1.39045494 0.84201223 nan -0.58401348 1.37086175 -1.45435132
0.7070333 0.01387581 nan -0.16557332 -0.25401695 0.3879229
1.06577357 -0.21748054 0.40357832 nan -0.37025081 -0.00967165
-2.60290943 -0.09457836 0.87541248 1.09662811 -0.84772284 nan
0.18140856 1.39500894 0.9301724 1.04350849 0.50415346 1.24835168
-0.07415651 0.75921943 nan 0.28707224 0.77735186 0.83411483
1.72486379 0.19275663 -0.52170467 -1.84394922 -0.76205337 0.30053637
nan -0.01056149 -0.83000972 0.54033506 -0.70697538 0.6378548
-0.06769962 -1.03829029 0.06319468 -0.90687661 0.32270938 nan
0.27087314 -1.4335389 0.68641516 1.728605 -1.5847809 0.20028895
-1.75435831 0.11090855 0.07183991 -0.72695894 0.17296769 nan
0.83472461 0.26475336 1.93643227 2.27918917 0.79728634 -0.89665456
-1.81955399 0.17127335 0.42591999 0.90398479 1.18377759 0.11114477
nan -0.45785831 -0.57829764 1.72735666 2.44440671 -0.55168678
-0.30192263 -2.35543747 0.09467741 -0.14029421 -1.96416694 1.86555743
-1.59571995 -1.43087334 nan -1.01549717 1.45778616 -0.63070231
0.66137765 0.81569241 -0.59645106 -3.07243605 -0.8471209 1.13674991
0.13902109 2.16516259 0.29883889 -0.13032234 -0.84466949 nan
-0.4302615 -0.34119025 2.00497798 2.52911184 0.33795488 -0.86797226
-1.09183325 0.0160965 -0.36065245 -0.87997339 0.82531385 -0.60340226
0.86869733 -1.04380724 -1.15810806 nan], q-val = [ 0. 0.89920743 0. 0.99123576 0.89920743 0.
0.99233257 0.94078332 0.95033831 0. 0.99123576 0.96366578
0.82272078 0.89920743 0. 0.94397974 0.82272078 0.82272078
0.92149492 0.99233257 0. 0.99123576 0.99123576 0.99123576
0.89920743 0.99123576 0.99123576 0. 0.99123576 0.99233257
0.5641881 0.99123576 0.89920743 0.89920743 0.89920743 0.
0.99123576 0.82272078 0.89920743 0.89920743 0.96154283 0.89920743
0.99123576 0.90457194 0. 0.99123576 0.90457194 0.89920743
0.65272953 0.99123576 0.95498909 0.65272953 0.90457194 0.99123576
0. 0.99233257 0.89920743 0.95033831 0.92149492 0.94078332
0.99123576 0.89920743 0.99123576 0.89920743 0.99123576 0.
0.99123576 0.82272078 0.93096074 0.65272953 0.76479444 0.99123576
0.65272953 0.99123576 0.99123576 0.92149492 0.99123576 0.
0.89920743 0.99123576 0.65272953 0.5641881 0.90457194 0.89920743
0.65272953 0.99123576 0.99123576 0.89920743 0.89920743 0.99123576
0. 0.98672671 0.94397974 0.65272953 0.5641881 0.95033831
0.99123576 0.5641881 0.99123576 0.99123576 0.65272953 0.65272953
0.76479444 0.82272078 0. 0.89920743 0.82272078 0.94078332
0.94078332 0.89920743 0.94397974 0.46334089 0.89920743 0.89920743
0.99123576 0.62664884 0.99123576 0.99123576 0.89920743 0.
0.99123576 0.99123576 0.65272953 0.5641881 0.99123576 0.89920743
0.89920743 0.99233257 0.99123576 0.89920743 0.89920743 0.94397974
0.89920743 0.89920743 0.89920743 0. ]
ReSt2_Drug vs. Nbac2_Drug: t_stat = [ nan -1.0934691 nan -1.78420422 0.91279224 nan
-3.32837057 -1.79832964 0.37007517 nan -2.47414252 -1.32617922
0.62799342 -1.29775204 nan -0.8064079 -1.54390725 -2.01544157
-4.37558066 -2.08897584 nan -0.85770996 -2.15965096 -2.64452457
-5.79798208 -1.77427244 -4.54096269 nan -3.27832862 -3.71290655
-4.13503458 -4.92915332 -3.09036947 -1.33211657 -5.93311217 nan
-0.85388963 0.73734304 0.08179382 -0.7217901 -1.75822783 2.7365342
0.88997319 1.31237152 nan -0.26682486 1.43606616 1.2069931
0.35760682 1.50151352 1.68066953 1.40760839 1.58926862 0.03808388
nan -2.06386764 -1.23979287 0.0531698 0.23673958 0.22704893
-1.59927142 -0.73124378 -1.48677614 -1.37089223 1.56511747 nan
0.94312659 2.71568057 2.21103866 1.7772668 0.12595486 1.37684542
2.42577996 1.22732218 0.30418641 3.08350579 1.44578788 nan
1.39357228 3.27873299 4.49817914 2.13938216 1.54108831 2.77494795
2.70590041 2.49470635 0.34769293 0.35167125 1.51819158 0.26989575
nan 0.46242388 2.36303055 3.25372312 0.97613812 1.00673723
1.86160246 2.12085648 2.72068286 -1.23257884 2.49648456 2.06182478
1.50422186 -0.09013629 nan 1.70667191 4.8257763 -0.0755561
-0.85420723 1.65525459 2.41423706 2.74817488 2.03437117 0.60936169
-0.31508762 1.19791954 -0.21081024 -0.30516395 0.01612031 nan
-2.63475078 -0.03153179 1.82217262 0.98739847 0.93802114 0.51551079
-0.26585348 0.89156483 0.13734586 -1.19161954 -0.32578517 -0.3020819
0.4677409 0.18628621 -1.28107123 nan], q-val = [ 0.00000000e+00 4.49433742e-01 0.00000000e+00 2.28614583e-01
5.43644813e-01 0.00000000e+00 2.17452855e-02 2.28614583e-01
8.81763195e-01 0.00000000e+00 8.22137443e-02 3.55375408e-01
7.03738804e-01 3.61783956e-01 0.00000000e+00 5.86066199e-01
2.97443742e-01 1.60379666e-01 1.50354407e-03 1.52767631e-01
0.00000000e+00 5.55880090e-01 1.43258029e-01 6.26898951e-02
5.92952648e-05 2.28614583e-01 1.20242460e-03 0.00000000e+00
2.17452855e-02 8.52404122e-03 2.73740971e-03 6.26320710e-04
2.99825554e-02 3.55375408e-01 5.92952648e-05 0.00000000e+00
5.55880090e-01 6.32361244e-01 9.72577779e-01 6.32972111e-01
2.30813114e-01 5.74342360e-02 5.47861475e-01 3.58302551e-01
0.00000000e+00 8.87946694e-01 3.23301882e-01 3.90181137e-01
8.81763195e-01 3.02735721e-01 2.57414440e-01 3.34335985e-01
2.88179456e-01 9.83199592e-01 0.00000000e+00 1.53109994e-01
3.83761059e-01 9.82428763e-01 9.04482590e-01 9.04482590e-01
2.88179456e-01 6.32361244e-01 3.05504234e-01 3.39517606e-01
2.95610441e-01 0.00000000e+00 5.31010029e-01 5.74342360e-02
1.31857867e-01 2.28614583e-01 9.56192657e-01 3.39517606e-01
8.81163089e-02 3.83761059e-01 8.81763195e-01 2.99825554e-02
3.23225033e-01 0.00000000e+00 3.37058593e-01 2.17452855e-02
1.20242460e-03 1.45201203e-01 2.97443742e-01 5.74342360e-02
5.74342360e-02 8.13587756e-02 8.81763195e-01 8.81763195e-01
3.02735721e-01 8.87946694e-01 0.00000000e+00 8.16438356e-01
9.60302099e-02 2.17452855e-02 5.15403518e-01 5.05684297e-01
2.16024195e-01 1.46712126e-01 5.74342360e-02 3.83761059e-01
8.13587756e-02 1.53109994e-01 3.02735721e-01 9.72577779e-01
0.00000000e+00 2.50004081e-01 6.50069795e-04 9.72577779e-01
5.55880090e-01 2.64748403e-01 8.81163089e-02 5.74342360e-02
1.58122624e-01 7.11937232e-01 8.81763195e-01 3.90181137e-01
9.09963256e-01 8.81763195e-01 9.87220596e-01 0.00000000e+00
6.26898951e-02 9.83199592e-01 2.28311101e-01 5.13559381e-01
5.31010029e-01 7.85943526e-01 8.87946694e-01 5.47861475e-01
9.55140058e-01 3.90181137e-01 8.81763195e-01 8.81763195e-01
8.16438356e-01 9.22363175e-01 3.66589713e-01 0.00000000e+00]
ReSt2_Drug vs. Nbac3_Drug: t_stat = [ nan -1.19454063 nan -1.64794668 -0.56778505 nan
-2.62042503 -2.71730025 -0.12666156 nan -1.11895926 -0.49104
0.64982167 -2.03170694 nan 0.60617517 -0.57788711 -0.44672887
-4.68463942 -2.62034805 nan -1.25617243 -1.14224034 -1.76015315
-5.41363829 -1.51076691 -2.0494926 nan -2.43218181 -3.42582781
-4.24032938 -4.58974791 -2.7110294 -1.52828683 -4.99528404 nan
-0.0559937 0.5062313 -0.17304257 -1.0666446 -1.6414459 1.71251684
0.37099986 1.41059471 nan -0.09272176 1.95321363 1.0491887
1.22557903 0.77198809 0.85312392 1.14826668 1.82288369 0.06272315
nan -1.42524002 -1.61014064 -0.49011072 -0.70889193 0.59687979
-1.71167076 -1.77881247 -1.55921079 -1.20218042 2.36960981 nan
0.21096156 1.86873754 1.21279592 0.93708313 -1.32596721 1.11439105
2.19397076 0.69053838 -0.73799037 2.38316858 3.20574834 nan
1.47258835 3.32667854 4.71551553 2.03745243 0.6400616 2.19532815
2.57745689 2.37610432 0.9256744 1.42307516 1.48358726 0.05630195
nan 0.92363388 2.40488433 2.9861457 1.55630984 -0.09949765
0.91814491 3.7479449 1.20942309 -1.13649349 2.39424729 3.52451127
1.01933442 -0.74557437 nan 2.99370177 4.69353141 1.49707803
0.7763496 -0.12971153 2.43669995 3.89196351 2.29297955 1.04900144
-0.16717132 1.85272996 -0.89116104 -0.29927351 -1.07835445 nan
-0.53940364 -0.32007961 1.74457377 1.45122438 0.17607453 0.09992169
0.35315839 1.25778299 -0.34030697 -0.1151153 -0.629754 0.44183625
-0.3053314 1.44228329 -1.39436792 nan], q-val = [ 0.00000000e+00 4.35420093e-01 0.00000000e+00 2.96580016e-01
7.24339412e-01 0.00000000e+00 7.86567789e-02 7.00343015e-02
9.50358242e-01 0.00000000e+00 4.59603572e-01 7.59759432e-01
7.00607003e-01 1.78313342e-01 0.00000000e+00 7.14666123e-01
7.23398618e-01 7.85403638e-01 8.08698928e-04 7.86567789e-02
0.00000000e+00 4.25953717e-01 4.56844151e-01 2.65303037e-01
4.04606185e-04 3.40184434e-01 1.78313342e-01 0.00000000e+00
1.01559207e-01 1.58937459e-02 2.27332632e-03 9.05434256e-04
7.00343015e-02 3.36280483e-01 7.62716567e-04 0.00000000e+00
9.55632712e-01 7.59759432e-01 9.38485460e-01 4.81015773e-01
2.96580016e-01 2.71143669e-01 8.38406333e-01 3.50086438e-01
0.00000000e+00 9.50358242e-01 2.04691308e-01 4.81015773e-01
4.35420093e-01 6.35392076e-01 5.83609731e-01 4.56844151e-01
2.46466282e-01 9.55632712e-01 0.00000000e+00 3.48567897e-01
3.07820539e-01 7.59759432e-01 6.65666004e-01 7.14886623e-01
2.71143669e-01 2.62314468e-01 3.26076067e-01 4.35420093e-01
1.01559207e-01 0.00000000e+00 9.26684138e-01 2.37201070e-01
4.35420093e-01 5.46279912e-01 3.91656792e-01 4.59603572e-01
1.37047192e-01 6.73561608e-01 6.48750706e-01 1.01559207e-01
2.48139015e-02 0.00000000e+00 3.43585742e-01 1.92410640e-02
8.08698928e-04 1.78313342e-01 7.01166959e-01 1.37047192e-01
8.30892439e-02 1.01559207e-01 5.46279912e-01 3.48567897e-01
3.43425328e-01 9.55632712e-01 0.00000000e+00 5.46279912e-01
1.01559207e-01 3.88980530e-02 3.26076067e-01 9.50358242e-01
5.46279912e-01 7.69543713e-03 4.35420093e-01 4.56844151e-01
1.01559207e-01 1.32111177e-02 4.96304491e-01 6.48750706e-01
0.00000000e+00 3.88980530e-02 8.08698928e-04 3.41815497e-01
6.35392076e-01 9.50358242e-01 1.01559207e-01 5.66600299e-03
1.17108914e-01 4.81015773e-01 9.38485460e-01 2.38331615e-01
5.60456198e-01 8.59424831e-01 4.79167165e-01 0.00000000e+00
7.40843514e-01 8.57847500e-01 2.66808459e-01 3.48567897e-01
9.38485460e-01 9.50358242e-01 8.45675548e-01 4.25953717e-01
8.48598024e-01 9.50358242e-01 7.02234573e-01 7.85403638e-01
8.59424831e-01 3.48567897e-01 3.53999153e-01 0.00000000e+00]
In [4]:
t_test
Out[4]:
baseline
mean signif baseline
follow up
mean signif follow up
comparison
tstat
pval
mean signif comparison
0
Nbac2_Placebo
[1.0, 0.358014596444, 1.0, 0.193642782233, 0.2...
ReSt1_Placebo
[1.0, 0.341529802536, 1.0, 0.183964417435, 0.2...
Nbac2_Placebo vs. ReSt1_Placebo
[nan, 0.724913476708, nan, 0.375000707912, -1....
[0.0, 0.710623733874, 0.0, 0.860232250761, 0.2...
[5.55111512313e-18, -0, 1.66533453694e-17, -0,...
1
Nbac3_Placebo
[1.0, 0.359766132888, 1.0, 0.171816131772, 0.1...
ReSt1_Placebo
[1.0, 0.341529802536, 1.0, 0.183964417435, 0.2...
Nbac3_Placebo vs. ReSt1_Placebo
[nan, 0.607948922446, nan, -0.402295316394, -2...
[0.0, 0.754131874095, 0.0, 0.819499380847, 0.1...
[0.0, -0, 0.0, 0.0, 0.0, -1.66533453694e-17, -...
2
Nbac3_Placebo
[1.0, 0.359766132888, 1.0, 0.171816131772, 0.1...
Nbac2_Placebo
[1.0, 0.358014596444, 1.0, 0.193642782233, 0.2...
Nbac3_Placebo vs. Nbac2_Placebo
[nan, 0.0569639993448, nan, -0.856514246645, -...
[0.0, 0.980476584895, 0.0, 0.964402719625, 0.9...
[-5.55111512313e-18, -0, -1.66533453694e-17, 0...
3
ReSt2_Placebo
[1.0, 0.352876909682, 1.0, 0.150851026527, 0.2...
ReSt1_Placebo
[1.0, 0.341529802536, 1.0, 0.183964417435, 0.2...
ReSt2_Placebo vs. ReSt1_Placebo
[nan, 0.467251483847, nan, -1.00924142784, -0....
[0.0, 0.968798470272, 0.0, 0.879853470469, 0.8...
[-1.11022302463e-17, -0, 5.55111512313e-18, 0....
4
ReSt2_Placebo
[1.0, 0.352876909682, 1.0, 0.150851026527, 0.2...
Nbac2_Placebo
[1.0, 0.358014596444, 1.0, 0.193642782233, 0.2...
ReSt2_Placebo vs. Nbac2_Placebo
[nan, -0.22328887999, nan, -1.21715743353, 0.7...
[0.0, 0.894974640593, 0.0, 0.446822757414, 0.6...
[-1.66533453694e-17, 0.0, -1.11022302463e-17, ...
5
ReSt2_Placebo
[1.0, 0.352876909682, 1.0, 0.150851026527, 0.2...
Nbac3_Placebo
[1.0, 0.359766132888, 1.0, 0.171816131772, 0.1...
ReSt2_Placebo vs. Nbac3_Placebo
[nan, -0.235058524655, nan, -0.508582093855, 1...
[0.0, 0.888915473447, 0.0, 0.815754596818, 0.5...
[-1.11022302463e-17, 0.0, 5.55111512313e-18, 0...
6
ReSt1_Drug
[1.0, 0.366712888828, 1.0, 0.155728577947, 0.2...
ReSt1_Placebo
[1.0, 0.341529802536, 1.0, 0.183964417435, 0.2...
ReSt1_Drug vs. ReSt1_Placebo
[nan, 0.986839047401, nan, -0.859288602875, -1...
[0.0, 0.945154753999, 0.0, 0.945154753999, 0.9...
[0.0, -0, -5.55111512313e-18, 0.0, 0.0, 5.5511...
7
ReSt1_Drug
[1.0, 0.366712888828, 1.0, 0.155728577947, 0.2...
Nbac2_Placebo
[1.0, 0.358014596444, 1.0, 0.193642782233, 0.2...
ReSt1_Drug vs. Nbac2_Placebo
[nan, 0.323660534196, nan, -1.09187313608, 0.3...
[0.0, 0.849947747956, 0.0, 0.527978129862, 0.8...
[-5.55111512313e-18, -0, -2.22044604925e-17, 0...
8
ReSt1_Drug
[1.0, 0.366712888828, 1.0, 0.155728577947, 0.2...
Nbac3_Placebo
[1.0, 0.359766132888, 1.0, 0.171816131772, 0.1...
ReSt1_Drug vs. Nbac3_Placebo
[nan, 0.256322168765, nan, -0.45320653822, 0.6...
[0.0, 0.856124334293, 0.0, 0.802724627514, 0.7...
[0.0, -0, -5.55111512313e-18, 0.0, -0, 2.22044...
9
ReSt1_Drug
[1.0, 0.366712888828, 1.0, 0.155728577947, 0.2...
ReSt2_Placebo
[1.0, 0.352876909682, 1.0, 0.150851026527, 0.2...
ReSt1_Drug vs. ReSt2_Placebo
[nan, 0.554376370689, nan, 0.146224337262, -0....
[0.0, 0.853813409333, 0.0, 0.998315202224, 0.9...
[1.11022302463e-17, -0, -1.11022302463e-17, -0...
10
Nbac2_Drug
[1.0, 0.373400505022, 1.0, 0.223974271828, 0.2...
ReSt1_Placebo
[1.0, 0.341529802536, 1.0, 0.183964417435, 0.2...
Nbac2_Drug vs. ReSt1_Placebo
[nan, 1.22619235798, nan, 1.34861894669, -1.14...
[0.0, 0.45495735337, 0.0, 0.396941007259, 0.49...
[-1.66533453694e-17, -0, 1.11022302463e-17, -0...
11
Nbac2_Drug
[1.0, 0.373400505022, 1.0, 0.223974271828, 0.2...
Nbac2_Placebo
[1.0, 0.358014596444, 1.0, 0.193642782233, 0.2...
Nbac2_Drug vs. Nbac2_Placebo
[nan, 0.483081987742, nan, 1.2355676885, 0.355...
[0.0, 0.973856935286, 0.0, 0.967560027394, 0.9...
[-2.22044604925e-17, -0, -5.55111512313e-18, -...
12
Nbac2_Drug
[1.0, 0.373400505022, 1.0, 0.223974271828, 0.2...
Nbac3_Placebo
[1.0, 0.359766132888, 1.0, 0.171816131772, 0.1...
Nbac2_Drug vs. Nbac3_Placebo
[nan, 0.3718021332, nan, 1.61276516859, 0.7942...
[0.0, 0.941489680464, 0.0, 0.941489680464, 0.9...
[-1.66533453694e-17, -0, 1.11022302463e-17, -0...
13
Nbac2_Drug
[1.0, 0.373400505022, 1.0, 0.223974271828, 0.2...
ReSt2_Placebo
[1.0, 0.352876909682, 1.0, 0.150851026527, 0.2...
Nbac2_Drug vs. ReSt2_Placebo
[nan, 0.767461690927, nan, 2.14135499623, -0.3...
[0.0, 0.662857394953, 0.0, 0.144565006549, 0.8...
[-5.55111512313e-18, -0, 5.55111512313e-18, -0...
14
Nbac2_Drug
[1.0, 0.373400505022, 1.0, 0.223974271828, 0.2...
ReSt1_Drug
[1.0, 0.366712888828, 1.0, 0.155728577947, 0.2...
Nbac2_Drug vs. ReSt1_Drug
[nan, 0.120864050207, nan, 2.04949410472, 0.06...
[0.0, 0.934604489118, 0.0, 0.141546279034, 0.9...
[-1.66533453694e-17, -0, 1.66533453694e-17, -0...
15
Nbac3_Drug
[1.0, 0.372330129275, 1.0, 0.209240676292, 0.2...
ReSt1_Placebo
[1.0, 0.341529802536, 1.0, 0.183964417435, 0.2...
Nbac3_Drug vs. ReSt1_Placebo
[nan, 1.25822483079, nan, 1.03395603825, 0.120...
[0.0, 0.470817515739, 0.0, 0.567740125323, 0.9...
[-1.11022302463e-17, -0, -5.55111512313e-18, -...
16
Nbac3_Drug
[1.0, 0.372330129275, 1.0, 0.209240676292, 0.2...
Nbac2_Placebo
[1.0, 0.358014596444, 1.0, 0.193642782233, 0.2...
Nbac3_Drug vs. Nbac2_Placebo
[nan, 0.526453354635, nan, 0.6623723608, 1.813...
[0.0, 0.975494153286, 0.0, 0.975494153286, 0.8...
[-1.66533453694e-17, -0, -2.22044604925e-17, -...
17
Nbac3_Drug
[1.0, 0.372330129275, 1.0, 0.209240676292, 0.2...
Nbac3_Placebo
[1.0, 0.359766132888, 1.0, 0.171816131772, 0.1...
Nbac3_Drug vs. Nbac3_Placebo
[nan, 0.402906915161, nan, 1.56125526382, 2.49...
[0.0, 0.924014664919, 0.0, 0.924014664919, 0.9...
[-1.11022302463e-17, -0, -5.55111512313e-18, -...
18
Nbac3_Drug
[1.0, 0.372330129275, 1.0, 0.209240676292, 0.2...
ReSt2_Placebo
[1.0, 0.352876909682, 1.0, 0.150851026527, 0.2...
Nbac3_Drug vs. ReSt2_Placebo
[nan, 0.711983354304, nan, 2.00579139189, 0.88...
[0.0, 0.779534226431, 0.0, 0.172836976526, 0.6...
[0.0, -0, -1.11022302463e-17, -0, -0, 3.885780...
19
Nbac3_Drug
[1.0, 0.372330129275, 1.0, 0.209240676292, 0.2...
ReSt1_Drug
[1.0, 0.366712888828, 1.0, 0.155728577947, 0.2...
Nbac3_Drug vs. ReSt1_Drug
[nan, 0.147013953829, nan, 1.81978472463, 1.35...
[0.0, 0.996170855886, 0.0, 0.228556412249, 0.4...
[-1.11022302463e-17, -0, 0.0, -0, -0, 1.665334...
20
Nbac3_Drug
[1.0, 0.372330129275, 1.0, 0.209240676292, 0.2...
Nbac2_Drug
[1.0, 0.373400505022, 1.0, 0.223974271828, 0.2...
Nbac3_Drug vs. Nbac2_Drug
[nan, 0.0082105752436, nan, -0.51877860338, 1....
[0.0, 0.993490839084, 0.0, 0.972952508934, 0.9...
[5.55111512313e-18, 0.0, -1.66533453694e-17, 0...
21
ReSt2_Drug
[1.0, 0.340097787252, 1.0, 0.162255079588, 0.2...
ReSt1_Placebo
[1.0, 0.341529802536, 1.0, 0.183964417435, 0.2...
ReSt2_Drug vs. ReSt1_Placebo
[nan, 0.0215537745538, nan, -0.614796344093, -...
[0.0, 0.986703522806, 0.0, 0.939179669208, 0.9...
[0.0, 0.0, -1.11022302463e-17, 0.0, 0.0, -1.11...
22
ReSt2_Drug
[1.0, 0.340097787252, 1.0, 0.162255079588, 0.2...
Nbac2_Placebo
[1.0, 0.358014596444, 1.0, 0.193642782233, 0.2...
ReSt2_Drug vs. Nbac2_Placebo
[nan, -0.60595316043, nan, -0.915692120047, 1....
[0.0, 0.712540366647, 0.0, 0.555122883454, 0.4...
[-5.55111512313e-18, 0.0, -2.77555756156e-17, ...
23
ReSt2_Drug
[1.0, 0.340097787252, 1.0, 0.162255079588, 0.2...
Nbac3_Placebo
[1.0, 0.359766132888, 1.0, 0.171816131772, 0.1...
ReSt2_Drug vs. Nbac3_Placebo
[nan, -0.561733589486, nan, -0.263763359551, 1...
[0.0, 0.778667463208, 0.0, 0.915766424959, 0.2...
[0.0, 0.0, -1.11022302463e-17, 0.0, -0, 5.5511...
24
ReSt2_Drug
[1.0, 0.340097787252, 1.0, 0.162255079588, 0.2...
ReSt2_Placebo
[1.0, 0.352876909682, 1.0, 0.150851026527, 0.2...
ReSt2_Drug vs. ReSt2_Placebo
[nan, -0.411193950949, nan, 0.335303494049, 0....
[0.0, 0.891105899981, 0.0, 0.90702209845, 0.88...
[1.11022302463e-17, 0.0, -1.66533453694e-17, -...
25
ReSt2_Drug
[1.0, 0.340097787252, 1.0, 0.162255079588, 0.2...
ReSt1_Drug
[1.0, 0.366712888828, 1.0, 0.155728577947, 0.2...
ReSt2_Drug vs. ReSt1_Drug
[nan, -0.984413327138, nan, 0.239372320377, 1....
[0.0, 0.899207427433, 0.0, 0.991235758111, 0.8...
[0.0, 0.0, -5.55111512313e-18, -0, -0, -1.6653...
26
ReSt2_Drug
[1.0, 0.340097787252, 1.0, 0.162255079588, 0.2...
Nbac2_Drug
[1.0, 0.373400505022, 1.0, 0.223974271828, 0.2...
ReSt2_Drug vs. Nbac2_Drug
[nan, -1.09346909709, nan, -1.78420421937, 0.9...
[0.0, 0.449433741512, 0.0, 0.22861458291, 0.54...
[1.66533453694e-17, 0.0, -2.22044604925e-17, 0...
27
ReSt2_Drug
[1.0, 0.340097787252, 1.0, 0.162255079588, 0.2...
Nbac3_Drug
[1.0, 0.372330129275, 1.0, 0.209240676292, 0.2...
ReSt2_Drug vs. Nbac3_Drug
[nan, -1.19454063177, nan, -1.64794667868, -0....
[0.0, 0.435420093423, 0.0, 0.296580016444, 0.7...
[1.11022302463e-17, 0.0, -5.55111512313e-18, 0...
28 rows × 8 columns
In [5]:
b = t_test["baseline"][0]
f = t_test["follow up"][0]
comp = t_test["comparison"][0]
signif_b = t_test["mean signif baseline"][0]
signif_f = t_test["mean signif follow up"][0]
signif = t_test["mean signif comparison"][0]
In [6]:
fig = plt.figure(figsize=(10, 7))
matrices = [vec_to_sym(signif, isometry=False) for signif in [signif_f, signif_b, signif]]
In [ ]:
names = [f, b, comp]
for i, matr in enumerate(matrices):
plt.subplot(1, 3, 1 + i)
plot_matrix(matr, plt.gca(), title = names[i], ticks=[], tickLabels=[],
symmetric_cb=True, ylabel = "significative mean")
plt.draw()
plt.show()
Content source: rphlypo/parietalretreat
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