test_servier.ipynb

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  "name": "",
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  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Standard library imports\n",
      "import random\n",
      "import os\n",
      "import sys\n",
      "import re\n",
      "\n",
      "# Related third party imports\n",
      "import nose\n",
      "import numpy as np\n",
      "import matplotlib.pylab as plt\n",
      "from numpy.testing import assert_almost_equal\n",
      "from scipy import io\n",
      "from pandas import DataFrame\n",
      "\n",
      "# Local application/library specific imports\n",
      "#reload(my_classif)\n",
      "from manifold import random_spd\n",
      "from connectivity import cov_to_corr, vec_to_sym\n",
      "sys.path.append(\"/home/sb238920/CODE/servier2\")\n",
      "from conn_utilities import get_structurals, get_conditions, extract_rois\n",
      "from compute_precision import plot_matrix"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Prepare the dataframe\n",
      "conn_file = \"/volatile/new/salma/subject1to40/\" + \\\n",
      "\"conn_servier2_1to40sub_RS1-Nback2-Nback3-RS2_Pl-D_1_1_1.mat\"\n",
      "if not os.path.isfile(conn_file):\n",
      "    raise IOError(\"file {0} not found\".format(conn_file))\n",
      "\n",
      "conn_class = io.loadmat(conn_file, struct_as_record=False,\n",
      "                        squeeze_me=True)['CONN_x']\n",
      "structurals = get_structurals(conn_class)\n",
      "subjects = [re.findall(\"([A-Z]{2}[0-9]{6})\", file_name)[0] for file_name in\n",
      "    structurals]\n",
      "conditions = get_conditions(conn_class)\n",
      "rois = ['IPL', 'LMFG_peak1', 'RCPL_peak1', 'LCPL_peak3', 'LT',\n",
      "        'vIPS_big', 'pIPS_big', 'MT_big', 'FEF_big', 'RTPJ', 'RDLPFC',\n",
      "        'AG_big', 'SFG_big', 'PCC', 'MPFC', 'FP']\n",
      "conn_folder = os.path.splitext(conn_file)[0]\n",
      "df_list = list()\n",
      "for s, subject in enumerate(subjects):\n",
      "    for c, condition in enumerate(conditions):\n",
      "        file_name = \"ROI_Subject%03d_Condition%03d.mat\" % (s + 1, c + 1)\n",
      "        regions_signal = extract_rois(os.path.join(\n",
      "            conn_folder, \"results/preprocessing\", file_name), rois)\n",
      "        df_list.append({\"condition\": condition,\n",
      "                        \"subj_id\": subject,\n",
      "                        \"region_signals\": regions_signal})\n",
      "df = DataFrame(df_list)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import autoreload\n",
      "import classify_covs\n",
      "#autoreload?\n",
      "t_test = classify_covs.statistical_test(df, conditions, p_correction=\"fdr\",\n",
      "                                     estimators={'kind': 'correlation',\n",
      "                                                 'cov_estimator': None})"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Nbac2_Placebo vs. ReSt1_Placebo: t_stat = [        nan  0.72491348         nan  0.37500071 -1.75502182         nan\n",
        "  2.3204736  -1.24399131 -0.32058331         nan  3.13187582  0.44861706\n",
        " -0.70403633  1.34196158         nan -0.80632011 -1.15037061  0.58008232\n",
        "  5.082873    3.62733767         nan -0.3436191  -0.25426001  2.20746808\n",
        "  7.08428518  1.5802234   4.34867244         nan  1.9266775   1.56554441\n",
        "  2.29837386  7.18819487  3.74436081  1.43823805  5.90541748         nan\n",
        "  0.02558952  0.16965061  0.03102117  0.51909068  4.05130991 -5.12819298\n",
        " -4.14569649 -2.77999433         nan -0.70633183 -0.60602796 -0.37624629\n",
        " -2.38459686 -0.09671417 -0.6870634  -1.48395209 -1.98959199  1.52630344\n",
        "         nan  1.64716403  2.24207068  0.18044036  0.12368243  0.44502992\n",
        "  2.61443339  1.86682106  2.72275069  2.99422854 -2.54426442         nan\n",
        " -1.71443409 -2.2124313  -0.33398023 -0.52041027 -0.71207068 -0.89401342\n",
        " -3.34878914  0.20716344  0.48151467 -0.77775321 -0.96335757         nan\n",
        " -1.1683983  -1.39977575 -2.78069023 -2.07243795 -1.35937949 -2.19407627\n",
        " -2.87194849 -1.43102336  0.18467599 -0.24618868 -1.12041928  0.35818335\n",
        "         nan -1.94808058 -3.11271442 -1.26059173 -0.66309166 -1.65923634\n",
        "  0.104658   -3.63665208 -0.49352787  1.08820173 -1.34640889 -1.6956275\n",
        " -2.39757948  0.23803905         nan -2.12637193 -2.82924922 -1.04424619\n",
        " -0.91407451 -0.41182658 -2.48317046 -3.7483005  -3.54004879 -1.50390156\n",
        "  0.16538887 -0.73535985 -0.18831744  0.79816973 -1.01518158         nan\n",
        "  1.34833974  2.51002061 -0.14143337  0.57841658  0.86831606 -0.41004994\n",
        "  0.14323204  0.82356219 -0.43531729 -0.68120329  1.16887727  0.84716922\n",
        "  2.07621725  0.15553487  1.104098           nan], q-val = [  0.00000000e+00   7.10623734e-01   0.00000000e+00   8.60232251e-01\n",
        "   2.48883375e-01   0.00000000e+00   1.06083015e-01   4.41855916e-01\n",
        "   8.74063309e-01   0.00000000e+00   2.59771000e-02   8.40924489e-01\n",
        "   7.10623734e-01   3.87661110e-01   0.00000000e+00   6.78324670e-01\n",
        "   4.89516687e-01   7.72238665e-01   2.31335288e-04   8.19424075e-03\n",
        "   0.00000000e+00   8.70804417e-01   9.20487218e-01   1.20844354e-01\n",
        "   9.85393505e-07   3.11829239e-01   1.90504011e-03   0.00000000e+00\n",
        "   1.83987551e-01   3.13835942e-01   1.07945746e-01   9.85393505e-07\n",
        "   6.99883566e-03   3.63143210e-01   2.80346364e-05   0.00000000e+00\n",
        "   9.79715232e-01   9.26875467e-01   9.79715232e-01   8.08841222e-01\n",
        "   3.52250145e-03   2.31335288e-04   3.02926416e-03   4.75670928e-02\n",
        "   0.00000000e+00   7.10623734e-01   7.64661555e-01   8.60232251e-01\n",
        "   9.45307229e-02   9.39100358e-01   7.13954246e-01   3.43198409e-01\n",
        "   1.69519298e-01   3.30622596e-01   0.00000000e+00   2.80590472e-01\n",
        "   1.18905403e-01   9.26875467e-01   9.33312381e-01   8.40924489e-01\n",
        "   6.59387489e-02   2.03290214e-01   5.25350720e-02   3.35930761e-02\n",
        "   7.51193415e-02   0.00000000e+00   2.63405305e-01   1.20844354e-01\n",
        "   8.70804417e-01   8.08841222e-01   7.10623734e-01   6.36843135e-01\n",
        "   1.55051668e-02   9.26875467e-01   8.25445686e-01   6.87907516e-01\n",
        "   5.93571636e-01   0.00000000e+00   4.83365739e-01   3.76633766e-01\n",
        "   4.75670928e-02   1.45560485e-01   3.87661110e-01   1.20895205e-01\n",
        "   4.37638844e-02   3.63143210e-01   9.26875467e-01   9.20487218e-01\n",
        "   5.05101536e-01   8.66565157e-01   0.00000000e+00   1.80394404e-01\n",
        "   2.59771000e-02   4.37178154e-01   7.21655044e-01   2.80240063e-01\n",
        "   9.39100358e-01   8.19424075e-03   8.23394611e-01   5.14882489e-01\n",
        "   3.87661110e-01   2.67073560e-01   9.45307229e-02   9.20487218e-01\n",
        "   0.00000000e+00   1.36648164e-01   4.63164897e-02   5.42330500e-01\n",
        "   6.27933534e-01   8.46201870e-01   8.04424097e-02   6.99883566e-03\n",
        "   9.72099644e-03   3.37589962e-01   9.26875467e-01   7.10623734e-01\n",
        "   9.26875467e-01   6.78324670e-01   5.58134455e-01   0.00000000e+00\n",
        "   3.87661110e-01   7.83928305e-02   9.26875467e-01   7.72238665e-01\n",
        "   6.50888998e-01   8.46201870e-01   9.26875467e-01   6.73291364e-01\n",
        "   8.40924489e-01   7.13954246e-01   4.83365739e-01   6.60936642e-01\n",
        "   1.45560485e-01   9.26875467e-01   5.10122625e-01   0.00000000e+00]\n",
        "Nbac3_Placebo vs. ReSt1_Placebo: t_stat = [        nan  0.60794892         nan -0.40229532 -2.16526506         nan\n",
        "  1.86716367 -1.10857566 -0.52020572         nan  3.70327264  0.53536519\n",
        " -1.70520848  1.98949086         nan  0.06970328 -0.08554214  1.03055675\n",
        "  5.06164077  3.30367738         nan  0.02806045 -0.16188723  2.15782472\n",
        "  6.45983834  2.64315048  3.78274734         nan  1.66400009  1.98309877\n",
        "  2.80325436  7.78488312  5.31017152  2.28663265  6.77438237         nan\n",
        "  1.97476817  1.49642346  1.6216415   1.08234393  3.75419871 -2.0723439\n",
        " -0.83368368 -1.68135632         nan  0.45525019  0.08362169  1.33083956\n",
        " -2.12763759 -1.29619497  0.07515741 -1.26891235 -0.82625354  1.4303342\n",
        "         nan  1.09042443  2.92982551 -0.505787   -0.40218281  0.8237438\n",
        "  2.3291517   1.09504473  2.56517628  2.82278499 -1.90955671         nan\n",
        " -0.86965627 -1.29313192  0.33818585 -0.17365416 -0.49135602 -0.95232295\n",
        " -2.98357986 -0.44875685  0.54408268 -0.27406092 -0.07437796         nan\n",
        " -2.36002329 -2.30658012 -1.43415395 -1.6779674  -1.51819271 -2.26793508\n",
        " -4.91256026 -2.65656781  0.17584608 -1.14546103 -1.08188132 -0.56316076\n",
        "         nan -1.490328   -2.68798489  0.84567008  0.91449841 -1.19842727\n",
        "  0.03172125 -3.94328586 -0.56270353  0.66484462 -1.24984754 -0.88143377\n",
        " -2.94376436  0.66175957         nan -1.29543464 -2.58597828  1.00226362\n",
        " -0.2756803  -0.85518708 -2.53469716 -4.02208051 -2.84288297 -1.69619173\n",
        "  0.09984197 -0.01272494 -0.23374945  1.2468906  -0.41245148         nan\n",
        "  0.50260734  2.15910521  0.26470206  0.22027704  0.85641283 -0.75180481\n",
        " -0.54503124 -0.66591036  0.82576207 -0.35456006  1.29852735  0.93705897\n",
        "  1.52728634  0.80507448  0.82348273         nan], q-val = [  0.00000000e+00   7.54131874e-01   0.00000000e+00   8.19499381e-01\n",
        "   1.39349196e-01   0.00000000e+00   2.13564514e-01   5.19908384e-01\n",
        "   7.80715976e-01   0.00000000e+00   7.17264898e-03   7.76657274e-01\n",
        "   2.82839637e-01   1.79690436e-01   0.00000000e+00   9.69011295e-01\n",
        "   9.69011295e-01   5.53607933e-01   2.47401703e-04   2.05131845e-02\n",
        "   0.00000000e+00   9.85973488e-01   9.42951858e-01   1.39349196e-01\n",
        "   4.76643424e-06   6.72370078e-02   6.80037449e-03   0.00000000e+00\n",
        "   2.83986665e-01   1.79690436e-01   5.22785496e-02   2.20516291e-07\n",
        "   1.40606710e-04   1.18839143e-01   2.62769299e-06   0.00000000e+00\n",
        "   1.79690436e-01   3.53098887e-01   3.01168316e-01   5.19908384e-01\n",
        "   6.80037449e-03   1.58436628e-01   6.15171799e-01   2.82839637e-01\n",
        "   0.00000000e+00   8.03376390e-01   9.69011295e-01   4.36228277e-01\n",
        "   1.44523591e-01   4.36228277e-01   9.69011295e-01   4.46302233e-01\n",
        "   6.15171799e-01   3.77846276e-01   0.00000000e+00   5.19908384e-01\n",
        "   4.51370605e-02   7.80715976e-01   8.19499381e-01   6.15171799e-01\n",
        "   1.15954734e-01   5.19908384e-01   7.44677472e-02   5.22785496e-02\n",
        "   2.00735307e-01   0.00000000e+00   6.15171799e-01   4.36228277e-01\n",
        "   8.58683853e-01   9.41493270e-01   7.82410793e-01   6.03127732e-01\n",
        "   4.51370605e-02   8.03376390e-01   7.76657274e-01   8.97320349e-01\n",
        "   9.69011295e-01   0.00000000e+00   1.12185143e-01   1.17679937e-01\n",
        "   3.77846276e-01   2.82839637e-01   3.49867323e-01   1.19791823e-01\n",
        "   3.29951206e-04   6.72370078e-02   9.41493270e-01   5.09505785e-01\n",
        "   5.19908384e-01   7.76657274e-01   0.00000000e+00   3.53098887e-01\n",
        "   6.64141253e-02   6.15171799e-01   6.15171799e-01   4.75965423e-01\n",
        "   9.85973488e-01   4.86508027e-03   7.76657274e-01   7.14441821e-01\n",
        "   4.47202048e-01   6.15171799e-01   4.51370605e-02   7.14441821e-01\n",
        "   0.00000000e+00   4.36228277e-01   7.39652997e-02   5.68931654e-01\n",
        "   8.97320349e-01   6.15171799e-01   7.68965304e-02   4.39450333e-03\n",
        "   5.22785496e-02   2.82839637e-01   9.69011295e-01   9.89912113e-01\n",
        "   9.15591220e-01   4.47202048e-01   8.19499381e-01   0.00000000e+00\n",
        "   7.80715976e-01   1.39349196e-01   8.97320349e-01   9.18671611e-01\n",
        "   6.15171799e-01   6.60262846e-01   7.76657274e-01   7.14441821e-01\n",
        "   6.15171799e-01   8.52740337e-01   4.36228277e-01   6.07705942e-01\n",
        "   3.49867323e-01   6.22913904e-01   6.15171799e-01   0.00000000e+00]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Nbac3_Placebo vs. Nbac2_Placebo: t_stat = [        nan  0.056964           nan -0.85651425 -0.39811565         nan\n",
        " -0.45954073  0.12948578 -0.31185062         nan  0.34351161  0.16405651\n",
        " -0.97591071  0.65895202         nan  1.09843152  1.00039788  0.47357037\n",
        "  1.50366075 -0.2254772          nan  0.51804478  0.05668073 -0.54440843\n",
        "  0.3089746   1.56769557 -1.15059156         nan -0.3277887   0.55930997\n",
        "  0.19233374  1.79136522  1.40812042  1.09588673 -0.6295082          nan\n",
        "  2.19958709  1.3758576   1.31409159  0.36111825  0.73737711  3.4081766\n",
        "  3.71464501  1.30338353         nan  1.61434111  0.69578244  1.58587767\n",
        "  0.38103203 -0.90637962  0.72546404  0.47512863  0.92073845 -0.02509652\n",
        "         nan -0.53981911  0.05315102 -0.7980588  -0.58489263  0.37776831\n",
        " -0.47813187 -1.16769909 -0.72012806  0.24030067  1.35209954         nan\n",
        "  1.06154107  1.15163785  0.83172222  0.36184992  0.2595656  -0.05229118\n",
        "  0.62057232 -0.7679355   0.08859558  0.73242352  1.33934958         nan\n",
        " -1.01497801 -1.0439837   1.89419464  0.59692333 -0.24384397  0.27015796\n",
        " -1.63119444 -1.37796686 -0.02462886 -1.25012281 -0.03742312 -1.6115913\n",
        "         nan  0.62370659  0.25605151  2.88337433  1.91613295  0.43202376\n",
        " -0.09787731 -0.35144448 -0.10628023 -0.4728137   0.30790434  1.3894672\n",
        " -0.70684451  0.44804791         nan  1.41673025 -0.04993048  2.28702531\n",
        "  0.7409709  -0.51054797 -0.35199632 -0.29771363  0.84233942 -0.70418907\n",
        " -0.08929954  0.9103868  -0.05187653  0.64728469  0.84528073         nan\n",
        " -1.14363807 -1.27786304  0.51718245 -0.52947798 -0.07553593 -0.33205884\n",
        " -0.77014688 -1.88825701  1.20301782  0.57253456  0.28108446 -0.03982249\n",
        " -0.72556552  0.71270993 -0.23984626         nan], q-val = [ 0.          0.98047658  0.          0.96440272  0.96440272  0.\n",
        "  0.96440272  0.98047658  0.96440272  0.          0.96440272  0.98047658\n",
        "  0.96440272  0.96440272  0.          0.96440272  0.96440272  0.96440272\n",
        "  0.96440272  0.9679829   0.          0.96440272  0.98047658  0.96440272\n",
        "  0.96440272  0.96440272  0.96440272  0.          0.96440272  0.96440272\n",
        "  0.98047658  0.96440272  0.96440272  0.96440272  0.96440272  0.\n",
        "  0.81191957  0.96440272  0.96440272  0.96440272  0.96440272  0.09187609\n",
        "  0.07632875  0.96440272  0.          0.96440272  0.96440272  0.96440272\n",
        "  0.96440272  0.96440272  0.96440272  0.96440272  0.96440272  0.98047658\n",
        "  0.          0.96440272  0.98047658  0.96440272  0.96440272  0.96440272\n",
        "  0.96440272  0.96440272  0.96440272  0.96440272  0.96440272  0.\n",
        "  0.96440272  0.96440272  0.96440272  0.96440272  0.96440272  0.98047658\n",
        "  0.96440272  0.96440272  0.98047658  0.96440272  0.96440272  0.\n",
        "  0.96440272  0.96440272  0.96440272  0.96440272  0.96440272  0.96440272\n",
        "  0.96440272  0.96440272  0.98047658  0.96440272  0.98047658  0.96440272\n",
        "  0.          0.96440272  0.96440272  0.25487981  0.96440272  0.96440272\n",
        "  0.98047658  0.96440272  0.98047658  0.96440272  0.96440272  0.96440272\n",
        "  0.96440272  0.96440272  0.          0.96440272  0.98047658  0.81191957\n",
        "  0.96440272  0.96440272  0.96440272  0.96440272  0.96440272  0.96440272\n",
        "  0.98047658  0.96440272  0.98047658  0.96440272  0.96440272  0.\n",
        "  0.96440272  0.96440272  0.96440272  0.96440272  0.98047658  0.96440272\n",
        "  0.96440272  0.96440272  0.96440272  0.96440272  0.96440272  0.98047658\n",
        "  0.96440272  0.96440272  0.96440272  0.        ]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "ReSt2_Placebo vs. ReSt1_Placebo: t_stat = [        nan  0.46725148         nan -1.00924143 -0.97433635         nan\n",
        " -1.71641159 -2.23888064  0.09129543         nan  0.80519637  0.74575121\n",
        " -0.66043198 -0.45176757         nan -0.18724317 -1.51224295 -2.36079603\n",
        "  0.4601242   0.58021254         nan  0.03584088 -0.88736441 -0.39330749\n",
        "  0.01861421  0.87357658 -0.04441418         nan -0.33032259 -1.42271266\n",
        " -1.9466741   1.27068353  1.376454    1.42191368 -0.04555366         nan\n",
        "  2.78719854  2.08334672  1.14672379 -0.08300185  1.86871566  1.08930645\n",
        "  2.14220501  0.53924828         nan -1.74671901 -0.23140241  0.80292165\n",
        " -0.66120532  0.28111944  0.43338415  0.12256127 -0.86557354  0.3607019\n",
        "         nan -1.15636034  0.94033692  1.17403637  0.27749802  1.49332746\n",
        " -0.22777128 -0.05846674 -1.49170245  0.4588371   0.40288919         nan\n",
        " -2.28148969  0.37146317  0.96157001  0.25056633 -0.05247548 -1.31623262\n",
        " -2.51702431 -0.91733795 -0.64013528  1.08230606  0.04397286         nan\n",
        " -0.94072955  2.1339236   0.67028251 -0.47339594 -0.20310254 -2.06533969\n",
        " -2.25791132 -1.40700258 -0.09529528 -0.84499802 -0.66268535  0.16059904\n",
        "         nan -1.63902682 -0.34677261  1.12900429 -0.33990259 -0.31895271\n",
        " -2.12718732 -2.21200295 -1.5190255  -0.14681958  1.09767017  0.39504639\n",
        "  0.12865919  0.51075899         nan  0.80586604  1.45876011  1.20777426\n",
        " -0.7134809   1.06499919 -1.42942805 -1.88060358 -1.84310356 -0.99188124\n",
        " -0.73929309 -0.60185369  0.24868758  0.8794762  -0.05662971         nan\n",
        " -0.33913476  1.5557818   1.78654751  0.67249219  0.63806816 -0.53931835\n",
        "  0.52904882 -0.1280406  -0.00380418  0.15950926 -0.12883584 -0.57217331\n",
        "  0.85779541  0.6268714  -0.42385066         nan], q-val = [ 0.          0.96879847  0.          0.87985347  0.87985347  0.\n",
        "  0.59381642  0.45582278  0.98805973  0.          0.88321313  0.92831154\n",
        "  0.92938477  0.96879847  0.          0.98805973  0.66938531  0.45582278\n",
        "  0.96879847  0.9508138   0.          0.98805973  0.87985347  0.96903156\n",
        "  0.99352314  0.87985347  0.98805973  0.          0.96903156  0.66938531\n",
        "  0.54279206  0.76861471  0.6833533   0.66938531  0.98805973  0.\n",
        "  0.45582278  0.45582278  0.83638027  0.98805973  0.54692757  0.83638027\n",
        "  0.45582278  0.95963207  0.          0.59038958  0.98805973  0.88321313\n",
        "  0.92938477  0.98805973  0.96903156  0.98805973  0.87985347  0.96903156\n",
        "  0.          0.83638027  0.87985347  0.83638027  0.98805973  0.66938531\n",
        "  0.98805973  0.98805973  0.66938531  0.96879847  0.96903156  0.\n",
        "  0.45582278  0.96903156  0.87985347  0.98805973  0.98805973  0.73417443\n",
        "  0.45582278  0.87985347  0.92938477  0.83638027  0.98805973  0.\n",
        "  0.87985347  0.45582278  0.92938477  0.96879847  0.98805973  0.45582278\n",
        "  0.45582278  0.66938531  0.98805973  0.87985347  0.92938477  0.98805973\n",
        "  0.          0.65550667  0.96903156  0.83638027  0.96903156  0.96963153\n",
        "  0.45582278  0.45582278  0.66938531  0.98805973  0.83638027  0.96903156\n",
        "  0.98805973  0.96694588  0.          0.88321313  0.66938531  0.8273207\n",
        "  0.92938477  0.83835911  0.66938531  0.54692757  0.54692757  0.87985347\n",
        "  0.92831154  0.94415071  0.98805973  0.87985347  0.98805973  0.\n",
        "  0.96903156  0.66938531  0.57731481  0.92938477  0.92938477  0.95963207\n",
        "  0.95963207  0.98805973  0.9969841   0.98805973  0.98805973  0.9508138\n",
        "  0.87985347  0.92938477  0.96903156  0.        ]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "ReSt2_Placebo vs. Nbac2_Placebo: t_stat = [        nan -0.22328888         nan -1.21715743  0.77200743         nan\n",
        " -3.73903158 -1.32287941  0.37632439         nan -2.28785974  0.43809694\n",
        " -0.02170858 -1.63667188         nan  0.82684744 -0.48739098 -2.45008719\n",
        " -4.774966   -2.03545315         nan  0.37095334 -0.77236558 -2.69542145\n",
        " -7.62935913 -0.33942877 -4.29548894         nan -2.32609035 -2.1857527\n",
        " -3.49700461 -5.43602769 -1.52651918 -0.58440072 -6.1471504          nan\n",
        "  3.04107673  1.48250568  0.78739454 -0.65096438 -1.79741647  5.74575602\n",
        "  5.93584657  3.61262863         nan -0.7576002   0.29577625  1.21988895\n",
        "  1.72606243  0.35233027  0.97183552  2.06187836  0.86274981 -1.39872508\n",
        "         nan -3.0532295  -1.70740726  0.72241682  0.16515546  0.9938382\n",
        " -2.87633428 -2.23805189 -4.5952428  -2.39506947  3.45919075         nan\n",
        " -0.02897077  3.03418164  1.18935832  0.83879363  0.88833899  0.12262093\n",
        "  1.59662721 -1.05419192 -1.01815453  1.49212091  1.15365988         nan\n",
        "  0.30086672  2.91204206  3.98185844  1.35691604  1.43656422  0.23037535\n",
        "  1.7550348  -0.43510004 -0.31338593 -0.34815722  0.6893124  -0.21103781\n",
        "         nan  0.95985448  3.12585348  2.51360751  0.32948823  1.41422559\n",
        " -1.40827302  2.43609422 -1.1604498  -1.10619565  2.16577014  2.61830717\n",
        "  2.55537453  0.20749908         nan  3.15045075  3.81369231  2.22962226\n",
        "  0.19968075  1.45831045  0.88932269  2.59321058  1.29455657  0.25789287\n",
        " -0.78245119  0.39936146  0.44867263 -0.05781508  0.93293987         nan\n",
        " -1.58947593 -0.97121547  1.70266892  0.06880682 -0.39102357 -0.05676082\n",
        "  0.33343063 -0.84876685  0.4035615   0.96185427 -1.4247581  -1.34796639\n",
        " -1.4944098   0.45397743 -1.77682631         nan], q-val = [  0.00000000e+00   8.94974641e-01   0.00000000e+00   4.46822757e-01\n",
        "   6.35375905e-01   0.00000000e+00   6.46242602e-03   3.93722178e-01\n",
        "   8.57942085e-01   0.00000000e+00   1.07034832e-01   8.50070062e-01\n",
        "   9.82791107e-01   2.99303661e-01   0.00000000e+00   6.20030979e-01\n",
        "   8.38279760e-01   8.36415803e-02   5.08185670e-04   1.57752906e-01\n",
        "   0.00000000e+00   8.57942085e-01   6.35375905e-01   5.62929262e-02\n",
        "   3.57249858e-07   8.57942085e-01   1.68124524e-03   0.00000000e+00\n",
        "   1.01214013e-01   1.23185175e-01   1.09914295e-02   7.53492178e-05\n",
        "   3.44554815e-01   7.58179290e-01   1.94088491e-05   0.00000000e+00\n",
        "   2.70208150e-02   3.50980737e-01   6.35375905e-01   7.07572835e-01\n",
        "   2.52681471e-01   3.50359539e-05   2.54344079e-05   8.54953963e-03\n",
        "   0.00000000e+00   6.39873628e-01   8.62396420e-01   4.46822757e-01\n",
        "   2.69550208e-01   8.57942085e-01   5.63904284e-01   1.53092112e-01\n",
        "   6.13323994e-01   3.63852678e-01   0.00000000e+00   2.70208150e-02\n",
        "   2.69550208e-01   6.61881119e-01   9.15447094e-01   5.63904284e-01\n",
        "   3.70858528e-02   1.14915500e-01   7.62955290e-04   8.90377379e-02\n",
        "   1.13634997e-02   0.00000000e+00   9.82791107e-01   2.70208150e-02\n",
        "   4.59980229e-01   6.17767781e-01   5.99691737e-01   9.42299475e-01\n",
        "   3.13116341e-01   5.34237343e-01   5.55669473e-01   3.50980737e-01\n",
        "   4.71989346e-01   0.00000000e+00   8.62396420e-01   3.54706971e-02\n",
        "   3.85481317e-03   3.83683722e-01   3.63852678e-01   8.94974641e-01\n",
        "   2.61320790e-01   8.50070062e-01   8.62396420e-01   8.57942085e-01\n",
        "   6.82355493e-01   8.94974641e-01   0.00000000e+00   5.63904284e-01\n",
        "   2.50689100e-02   7.47236181e-02   8.57942085e-01   3.63852678e-01\n",
        "   3.63852678e-01   8.36415803e-02   4.71989346e-01   5.00761619e-01\n",
        "   1.25159297e-01   6.53076111e-02   7.01786419e-02   8.94974641e-01\n",
        "   0.00000000e+00   2.50121185e-02   5.71125095e-03   1.14915500e-01\n",
        "   8.94974641e-01   3.59439680e-01   5.99691737e-01   6.66013768e-02\n",
        "   4.06171758e-01   8.86495134e-01   6.35375905e-01   8.57942085e-01\n",
        "   8.50070062e-01   9.71212412e-01   5.78256012e-01   0.00000000e+00\n",
        "   3.13116341e-01   5.63904284e-01   2.69550208e-01   9.71212412e-01\n",
        "   8.57942085e-01   9.71212412e-01   8.57942085e-01   6.17216731e-01\n",
        "   8.57942085e-01   5.63904284e-01   3.63852678e-01   3.83683722e-01\n",
        "   3.50980737e-01   8.50070062e-01   2.56608069e-01   0.00000000e+00]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "ReSt2_Placebo vs. Nbac3_Placebo: t_stat = [             nan  -2.35058525e-01              nan  -5.08582094e-01\n",
        "   1.09555868e+00              nan  -3.39328602e+00  -1.56051423e+00\n",
        "   6.08191657e-01              nan  -2.39317803e+00   2.45262155e-01\n",
        "   8.18916696e-01  -2.35808609e+00              nan  -2.56415971e-01\n",
        "  -1.20301263e+00  -3.27114824e+00  -5.30846480e+00  -2.09182663e+00\n",
        "              nan  -3.36276684e-03  -7.53524387e-01  -2.37799527e+00\n",
        "  -7.19148534e+00  -1.42836208e+00  -4.03632677e+00              nan\n",
        "  -2.16857335e+00  -2.67593471e+00  -3.53720598e+00  -6.03623653e+00\n",
        "  -2.91257211e+00  -1.31771791e+00  -6.41240392e+00              nan\n",
        "   8.78405914e-01   4.22116476e-01  -2.76818013e-01  -9.61532184e-01\n",
        "  -1.95044684e+00   2.75762896e+00   3.17664702e+00   1.97398550e+00\n",
        "              nan  -1.99531276e+00  -3.33256137e-01  -2.26174631e-01\n",
        "   1.55087675e+00   1.64501464e+00   2.89981316e-01   1.57078141e+00\n",
        "   7.57856182e-02  -1.29659200e+00              nan  -2.21448626e+00\n",
        "  -2.09011372e+00   1.31750227e+00   8.51296065e-01   6.58398728e-01\n",
        "  -2.25007226e+00  -1.20678504e+00  -3.67409421e+00  -2.70734584e+00\n",
        "   2.36767614e+00              nan  -8.93241441e-01   1.59662097e+00\n",
        "   6.53068488e-01   4.63180583e-01   5.02840661e-01   1.44256512e-01\n",
        "   1.05705880e+00  -3.37594897e-01  -1.12159225e+00   1.04300312e+00\n",
        "   1.28839476e-01              nan   1.07482085e+00   3.79236158e+00\n",
        "   2.27965216e+00   1.01494646e+00   1.41466240e+00  -5.09278728e-03\n",
        "   3.14159866e+00   4.67107584e-01  -3.22816762e-01   5.41603185e-01\n",
        "   6.87819183e-01   6.84116055e-01              nan   4.44255191e-01\n",
        "   2.38872781e+00   2.09929387e-01  -1.47316501e+00   9.77111397e-01\n",
        "  -1.36809015e+00   2.55897782e+00  -1.04164532e+00  -7.67232021e-01\n",
        "   2.03805925e+00   1.65038676e+00   3.00574415e+00  -1.72096396e-01\n",
        "              nan   2.36917507e+00   3.68776220e+00   3.56464735e-01\n",
        "  -5.49726815e-01   1.77461239e+00   1.16199885e+00   2.65854429e+00\n",
        "   4.92979384e-01   8.43150084e-01  -6.17431223e-01  -4.15936354e-01\n",
        "   5.03724333e-01  -4.64052445e-01   3.04259149e-01              nan\n",
        "  -8.11908576e-01   5.57398838e-02   1.41468480e+00   4.92093640e-01\n",
        "  -3.28027835e-01   2.59992371e-01   9.82175003e-01   6.04222106e-01\n",
        "  -8.59875215e-01   5.02625930e-01  -1.79776202e+00  -1.35607975e+00\n",
        "  -6.48005532e-01  -2.00471268e-01  -1.22721161e+00              nan], q-val = [  0.00000000e+00   8.88915473e-01   0.00000000e+00   8.15754597e-01\n",
        "   5.69474332e-01   0.00000000e+00   1.91614913e-02   3.51843242e-01\n",
        "   7.84564342e-01   0.00000000e+00   1.08362286e-01   8.88915473e-01\n",
        "   6.83954885e-01   1.08362286e-01   0.00000000e+00   8.87752752e-01\n",
        "   5.06193996e-01   2.44905956e-02   1.41371933e-04   1.61910521e-01\n",
        "   0.00000000e+00   9.97334048e-01   7.19463341e-01   1.08362286e-01\n",
        "   1.40589589e-06   4.12755922e-01   5.89515547e-03   0.00000000e+00\n",
        "   1.45104634e-01   7.15092138e-02   1.41560699e-02   1.84483421e-05\n",
        "   4.72285938e-02   4.50826594e-01   8.31763029e-06   0.00000000e+00\n",
        "   6.69744979e-01   8.32330453e-01   8.86847258e-01   6.12910990e-01\n",
        "   1.94453202e-01   6.61051484e-02   2.91102937e-02   1.90274957e-01\n",
        "   0.00000000e+00   1.87159570e-01   8.72106908e-01   8.88915473e-01\n",
        "   3.51843242e-01   3.24013063e-01   8.83847752e-01   3.51843242e-01\n",
        "   9.64079070e-01   4.58244159e-01   0.00000000e+00   1.35342537e-01\n",
        "   1.61910521e-01   4.50826594e-01   6.73810283e-01   7.71523518e-01\n",
        "   1.29258821e-01   5.06193996e-01   1.07352590e-02   7.06895199e-02\n",
        "   1.08362286e-01   0.00000000e+00   6.65659232e-01   3.46602519e-01\n",
        "   7.71523518e-01   8.15759205e-01   8.15754597e-01   9.24564310e-01\n",
        "   5.79029756e-01   8.72106908e-01   5.56333098e-01   5.79029756e-01\n",
        "   9.29117397e-01   0.00000000e+00   5.78119696e-01   1.01346077e-02\n",
        "   1.25241405e-01   5.93225319e-01   4.12755922e-01   9.97334048e-01\n",
        "   2.95632295e-02   8.15759205e-01   8.72106908e-01   8.15754597e-01\n",
        "   7.66072420e-01   7.66072420e-01   0.00000000e+00   8.24141953e-01\n",
        "   1.08362286e-01   8.94322624e-01   3.96619503e-01   6.08247963e-01\n",
        "   4.38649066e-01   8.69513304e-02   5.79029756e-01   7.16101871e-01\n",
        "   1.75879480e-01   3.24013063e-01   3.95613446e-02   9.09738625e-01\n",
        "   0.00000000e+00   1.08362286e-01   1.07352590e-02   8.72106908e-01\n",
        "   8.15754597e-01   2.64531494e-01   5.31153558e-01   7.15092138e-02\n",
        "   8.15754597e-01   6.73810283e-01   7.84564342e-01   8.32330453e-01\n",
        "   8.15754597e-01   8.15759205e-01   8.79863142e-01   0.00000000e+00\n",
        "   6.83954885e-01   9.72034181e-01   4.12755922e-01   8.15754597e-01\n",
        "   8.72106908e-01   8.87752752e-01   6.08247963e-01   7.84564342e-01\n",
        "   6.73810283e-01   8.15754597e-01   2.59329883e-01   4.38897127e-01\n",
        "   7.71523518e-01   8.94322624e-01   5.04666024e-01   0.00000000e+00]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "ReSt1_Drug vs. ReSt1_Placebo: t_stat = [        nan  0.98683905         nan -0.8592886  -1.59612182         nan\n",
        " -1.0791484  -1.72126534 -1.56230958         nan  0.47477378 -0.10857261\n",
        " -2.06838041 -0.98422502         nan  0.13923469 -1.76133443  0.70894852\n",
        "  0.53259369  0.42128425         nan -1.20045767 -0.24663569  0.75880039\n",
        "  0.50428132  0.36492765  0.59116211         nan -0.98332859 -1.62914618\n",
        "  0.11022429  1.10070981  0.4174233  -0.66375767  0.87271113         nan\n",
        "  0.23168511  0.42435263  0.85742104 -0.42518525  0.98664    -1.28740648\n",
        " -0.3012804  -0.88844772         nan  0.14934964  0.69733512  1.02928528\n",
        " -1.44432595  0.93442634  1.86025288  3.15010496  0.85027554  1.27348484\n",
        "         nan  0.39743156  1.31567449 -0.1262926   0.08910716  0.43017073\n",
        "  0.52628025  1.78454089  0.25821899  2.4221216  -0.36615437         nan\n",
        " -0.39599871  1.30225651  0.62639945 -0.78278096  0.60177509 -0.5754336\n",
        "  0.93720958  0.0102282   0.13096452  2.14614082  1.28267231         nan\n",
        " -0.27996183  0.38622557 -0.16304343 -1.83882307 -0.46182086 -0.28678586\n",
        "  0.78282075 -0.55262472  0.57394879 -0.72944206 -0.04244493 -0.23352467\n",
        "         nan -0.6997005  -1.35755217  0.27658695 -1.06416182 -0.39217576\n",
        "  0.22773861  0.63666015  0.24035428 -0.79317617  2.42306114  0.52554006\n",
        "  0.16295029  0.69763229         nan  1.14979198 -0.49357125  0.33399027\n",
        " -0.83396476  0.18693031  0.36461204  1.46765532 -0.26289353 -2.24134162\n",
        " -0.68394905 -0.67633007 -0.37710389  0.46555966 -0.10618844         nan\n",
        " -0.24907136  0.98976104 -0.85750745 -1.46292206  0.56961209 -0.35704784\n",
        "  1.19479536  0.1707895   0.22001071  0.00955719  0.37697197  0.77176279\n",
        "  0.65587561  1.50832278  0.46949712         nan], q-val = [ 0.          0.94515475  0.          0.94515475  0.94515475  0.\n",
        "  0.94515475  0.94515475  0.94515475  0.          0.94515475  0.94756259\n",
        "  0.90561533  0.94515475  0.          0.94756259  0.94515475  0.94515475\n",
        "  0.94515475  0.94515475  0.          0.94515475  0.94515475  0.94515475\n",
        "  0.94515475  0.94515475  0.94515475  0.          0.94515475  0.94515475\n",
        "  0.94756259  0.94515475  0.94515475  0.94515475  0.94515475  0.\n",
        "  0.94515475  0.94515475  0.94515475  0.94515475  0.94515475  0.94515475\n",
        "  0.94515475  0.94515475  0.          0.94756259  0.94515475  0.94515475\n",
        "  0.94515475  0.94515475  0.94515475  0.37553493  0.94515475  0.94515475\n",
        "  0.          0.94515475  0.94515475  0.94756259  0.9532849   0.94515475\n",
        "  0.94515475  0.94515475  0.94515475  0.80712538  0.94515475  0.\n",
        "  0.94515475  0.94515475  0.94515475  0.94515475  0.94515475  0.94515475\n",
        "  0.94515475  0.9924233   0.94756259  0.90561533  0.94515475  0.\n",
        "  0.94515475  0.94515475  0.94756259  0.94515475  0.94515475  0.94515475\n",
        "  0.94515475  0.94515475  0.94515475  0.94515475  0.98273957  0.94515475\n",
        "  0.          0.94515475  0.94515475  0.94515475  0.94515475  0.94515475\n",
        "  0.94515475  0.94515475  0.94515475  0.94515475  0.80712538  0.94515475\n",
        "  0.94756259  0.94515475  0.          0.94515475  0.94515475  0.94515475\n",
        "  0.94515475  0.94756259  0.94515475  0.94515475  0.94515475  0.90561533\n",
        "  0.94515475  0.94515475  0.94515475  0.94515475  0.94756259  0.\n",
        "  0.94515475  0.94515475  0.94515475  0.94515475  0.94515475  0.94515475\n",
        "  0.94515475  0.94756259  0.94515475  0.9924233   0.94515475  0.94515475\n",
        "  0.94515475  0.94515475  0.94515475  0.        ]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "ReSt1_Drug vs. Nbac2_Placebo: t_stat = [        nan  0.32366053         nan -1.09187314  0.32701263         nan\n",
        " -2.97191116 -0.53196338 -0.90841734         nan -2.15910922 -0.50909944\n",
        " -1.15468575 -1.60896527         nan  1.01868683 -0.37988664  0.15053087\n",
        " -4.96272918 -2.20771511         nan -0.51778954 -0.02938611 -1.76009158\n",
        " -6.38874429 -1.04639268 -4.08823474         nan -2.50668425 -2.77948042\n",
        " -2.49842624 -5.430289   -2.64847367 -2.13847267 -4.96770272         nan\n",
        "  0.20674809  0.2224346   0.7752867  -0.88111722 -2.38084373  4.49065585\n",
        "  3.69047419  2.10614509         nan  0.97710065  1.16873472  1.24320542\n",
        "  0.97957716  0.98446802  1.7701362   5.29417627  2.3491698  -0.30960734\n",
        "         nan -1.19878326 -1.42190788 -0.32001546 -0.0397604  -0.0732851\n",
        " -2.07704796 -0.38655097 -2.6923254  -0.64332877  2.45063944         nan\n",
        "  1.40677818  3.41809862  0.88736435 -0.29306627  1.4917862   0.54460804\n",
        "  5.99325289 -0.2132282  -0.40406738  2.37531051  2.09936719         nan\n",
        "  0.79646576  1.82317034  3.32614931  0.84784983  1.00122988  2.10521661\n",
        "  3.627634    1.25558496  0.31985281 -0.40243511  1.13014019 -0.60520128\n",
        "         nan  1.41096494  2.40496963  1.61691126 -0.54957874  1.56968767\n",
        "  0.05360405  4.67015788  0.76549838 -1.76435385  3.80150836  2.43723393\n",
        "  2.8603483   0.40532925         nan  2.90981337  2.84746743  1.45398336\n",
        "  0.17281698  0.534902    2.13413078  5.81865246  3.00460263 -1.09694608\n",
        " -0.9875125   0.39354908 -0.23577924 -0.48809712  1.06040589         nan\n",
        " -1.48194727 -1.69499649 -0.77289523 -1.97451643 -0.35663926  0.10083586\n",
        "  0.96167817 -0.51030432  0.63030863  0.86539378 -0.78435744 -0.18798741\n",
        " -1.85379162  1.28591422 -0.78665103         nan], q-val = [  0.00000000e+00   8.49947748e-01   0.00000000e+00   5.27978130e-01\n",
        "   8.49947748e-01   0.00000000e+00   3.56414045e-02   7.83256583e-01\n",
        "   5.98763295e-01   0.00000000e+00   1.33599229e-01   7.83256583e-01\n",
        "   5.02122186e-01   2.89225398e-01   0.00000000e+00   5.57569385e-01\n",
        "   8.38919445e-01   9.19431306e-01   2.41480946e-04   1.24551046e-01\n",
        "   0.00000000e+00   7.83256583e-01   9.76706514e-01   2.29957514e-01\n",
        "   1.79398920e-05   5.48767264e-01   2.52190558e-03   0.00000000e+00\n",
        "   8.06290772e-02   4.76297471e-02   8.06290772e-02   9.59248886e-05\n",
        "   6.05796143e-02   1.33599229e-01   2.41480946e-04   0.00000000e+00\n",
        "   8.97088124e-01   8.97088124e-01   6.40832764e-01   6.05766998e-01\n",
        "   9.01837899e-02   8.20470301e-04   6.82431743e-03   1.33599229e-01\n",
        "   0.00000000e+00   5.57569385e-01   4.99209923e-01   4.57684556e-01\n",
        "   5.57569385e-01   5.57569385e-01   2.29957514e-01   1.18354280e-04\n",
        "   9.28055457e-02   8.50662975e-01   0.00000000e+00   4.83754211e-01\n",
        "   3.65263468e-01   8.49947748e-01   9.76625539e-01   9.66106495e-01\n",
        "   1.36710380e-01   8.38919445e-01   5.67339639e-02   7.39448177e-01\n",
        "   8.65034134e-02   0.00000000e+00   3.65263468e-01   1.27632390e-02\n",
        "   6.05766998e-01   8.56694736e-01   3.44446863e-01   7.83256583e-01\n",
        "   3.17512634e-05   8.97088124e-01   8.38919445e-01   9.01837899e-02\n",
        "   1.33599229e-01   0.00000000e+00   6.40832764e-01   2.16998550e-01\n",
        "   1.54155757e-02   6.17992637e-01   5.57569385e-01   1.33599229e-01\n",
        "   7.55744400e-03   4.56288908e-01   8.49947748e-01   8.38919445e-01\n",
        "   5.13522487e-01   7.56621984e-01   0.00000000e+00   3.65263468e-01\n",
        "   9.00782109e-02   2.89225398e-01   7.83256583e-01   3.05061218e-01\n",
        "   9.73753502e-01   5.28780749e-04   6.40832764e-01   2.29957514e-01\n",
        "   5.38142209e-03   8.65034134e-02   4.19739833e-02   8.38919445e-01\n",
        "   0.00000000e+00   3.96427639e-02   4.19739833e-02   3.55273275e-01\n",
        "   9.09146388e-01   7.83256583e-01   1.33599229e-01   3.70015675e-05\n",
        "   3.47215058e-02   5.27978130e-01   5.57569385e-01   8.38919445e-01\n",
        "   8.97069130e-01   7.93533617e-01   5.45507376e-01   0.00000000e+00\n",
        "   3.44446863e-01   2.55776442e-01   6.40832764e-01   1.66302683e-01\n",
        "   8.49947748e-01   9.51928319e-01   5.62415680e-01   7.83256583e-01\n",
        "   7.42561103e-01   6.11088411e-01   6.40832764e-01   9.04631406e-01\n",
        "   2.08811342e-01   4.41547900e-01   6.40832764e-01   0.00000000e+00]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "ReSt1_Drug vs. Nbac3_Placebo: t_stat = [        nan  0.25632217         nan -0.45320654  0.66939817         nan\n",
        " -2.68899188 -0.76164973 -0.65980341         nan -2.78753092 -0.65898617\n",
        " -0.27536777 -2.47231721         nan  0.01513983 -1.08878022 -0.30920362\n",
        " -5.20271179 -2.55077595         nan -0.92928396 -0.06430742 -1.62885667\n",
        " -5.88487083 -2.43202862 -3.07489939         nan -2.3884723  -3.20635319\n",
        " -2.92305372 -5.85111938 -4.94342251 -3.25296905 -4.97589503         nan\n",
        " -1.58205357 -1.01774235 -0.70701673 -1.23466838 -2.51397071  1.09392975\n",
        "  0.63327127  0.89948763         nan -0.31368586  0.64968979 -0.20351899\n",
        "  0.86565312  2.12601249  1.51755064  4.77975413  1.69408436 -0.31032825\n",
        "         nan -0.75236283 -1.49891523  0.42396329  0.63309716 -0.42992874\n",
        " -1.53063782  0.62216489 -1.85033897 -0.73145579  1.38409593         nan\n",
        "  0.57101366  2.6453123   0.32573055 -0.6302203   1.29992184  0.62910207\n",
        "  4.60262366  0.46878413 -0.45832613  2.09444251  1.22693284         nan\n",
        "  1.53199009  2.75394606  1.54443379  0.23809435  1.02208957  2.09576919\n",
        "  4.93922236  2.43264053  0.38304333  0.50022789  1.08437526  0.47023149\n",
        "         nan  1.01743438  1.76464894 -0.46447851 -2.20920206  0.82698333\n",
        "  0.16360652  4.66925512  0.83506544 -1.35492373  3.47909793  1.45232645\n",
        "  3.33113317 -0.00820374         nan  2.32096012  2.64625401 -0.51070101\n",
        " -0.59005662  0.97405647  2.70877626  5.89430231  2.19406694 -0.2990846\n",
        " -0.79377981 -0.44230249 -0.17933781 -0.94347521  0.28646485         nan\n",
        " -0.65386065 -0.78817479 -1.11026839 -1.49315918 -0.27577646  0.42160727\n",
        "  1.84235183  0.82681328 -0.75653909  0.37195221 -1.03146065 -0.17044224\n",
        " -0.99722721  0.89467608 -0.43316342         nan], q-val = [  0.00000000e+00   8.56124334e-01   0.00000000e+00   8.02724628e-01\n",
        "   7.41316046e-01   0.00000000e+00   6.29336370e-02   7.30160169e-01\n",
        "   7.41316046e-01   0.00000000e+00   5.76351266e-02   7.41316046e-01\n",
        "   8.48094538e-01   8.58792152e-02   0.00000000e+00   9.93496257e-01\n",
        "   6.10407059e-01   8.48094538e-01   1.97814246e-04   7.71457566e-02\n",
        "   0.00000000e+00   6.72109416e-01   9.65139603e-01   3.42756214e-01\n",
        "   3.33521173e-05   8.75860513e-02   3.06853838e-02   0.00000000e+00\n",
        "   9.36687192e-02   2.30032899e-02   4.30756930e-02   3.33521173e-05\n",
        "   2.60045464e-04   2.17905981e-02   2.60045464e-04   0.00000000e+00\n",
        "   3.65143036e-01   6.30434683e-01   7.41316046e-01   5.24315341e-01\n",
        "   8.08791471e-02   6.10407059e-01   7.41316046e-01   6.84452401e-01\n",
        "   0.00000000e+00   8.48094538e-01   7.41316046e-01   8.83986963e-01\n",
        "   7.02043937e-01   1.49578106e-01   3.74162403e-01   3.75467927e-04\n",
        "   3.10175602e-01   8.48094538e-01   0.00000000e+00   7.30160169e-01\n",
        "   3.74197049e-01   8.02724628e-01   7.41316046e-01   8.02724628e-01\n",
        "   3.73760456e-01   7.41316046e-01   2.43453000e-01   7.40326198e-01\n",
        "   4.35497471e-01   0.00000000e+00   7.70246769e-01   6.38353269e-02\n",
        "   8.48094538e-01   7.41316046e-01   4.83020516e-01   7.41316046e-01\n",
        "   5.21962550e-04   8.02724628e-01   8.02724628e-01   1.50943583e-01\n",
        "   5.24315341e-01   0.00000000e+00   3.73760456e-01   5.93146042e-02\n",
        "   3.73760456e-01   8.63420659e-01   6.30434683e-01   1.50943583e-01\n",
        "   2.60045464e-04   8.75860513e-02   8.27961855e-01   8.02724628e-01\n",
        "   6.10407059e-01   8.02724628e-01   0.00000000e+00   6.30434683e-01\n",
        "   2.77147170e-01   8.02724628e-01   1.32407755e-01   7.08639636e-01\n",
        "   8.93216225e-01   4.71351697e-04   7.08639636e-01   4.48748014e-01\n",
        "   1.36684159e-02   3.94236542e-01   1.90035464e-02   9.93496257e-01\n",
        "   0.00000000e+00   1.05962937e-01   6.38353269e-02   8.02724628e-01\n",
        "   7.61667607e-01   6.50383904e-01   6.29336370e-02   3.33521173e-05\n",
        "   1.32597531e-01   8.48094538e-01   7.25598692e-01   8.02724628e-01\n",
        "   8.93216225e-01   6.69040501e-01   8.48094538e-01   0.00000000e+00\n",
        "   7.41316046e-01   7.25598692e-01   6.10407059e-01   3.74197049e-01\n",
        "   8.48094538e-01   8.02724628e-01   2.43453000e-01   7.08639636e-01\n",
        "   7.30160169e-01   8.29446837e-01   6.30434683e-01   8.93216225e-01\n",
        "   6.38954024e-01   6.84452401e-01   8.02724628e-01   0.00000000e+00]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "ReSt1_Drug vs. ReSt2_Placebo: t_stat = [             nan   5.54376371e-01              nan   1.46224337e-01\n",
        "  -3.82950017e-01              nan   6.87326665e-01   7.19401430e-01\n",
        "  -1.44141187e+00              nan  -3.70088577e-01  -9.04841894e-01\n",
        "  -1.18767561e+00  -3.48082243e-01              nan   4.60830859e-01\n",
        "   1.80571591e-01   3.67338445e+00   1.26853231e-01  -2.44065823e-01\n",
        "              nan  -1.10316081e+00   6.36843578e-01   1.25520930e+00\n",
        "   4.90757198e-01  -7.12181214e-01   5.32108466e-01              nan\n",
        "  -8.33293108e-01   2.38454189e-02   2.18948011e+00   8.13512163e-02\n",
        "  -1.18231261e+00  -1.83197432e+00   7.90767919e-01              nan\n",
        "  -2.73768026e+00  -1.46908671e+00  -2.98564035e-01  -2.63661358e-01\n",
        "  -7.99919836e-01  -2.26389785e+00  -2.34304317e+00  -1.37612340e+00\n",
        "              nan   1.66456335e+00   9.45738994e-01   6.22614964e-02\n",
        "  -8.21394584e-01   8.02001004e-01   1.06474192e+00   3.75259719e+00\n",
        "   1.52005533e+00   7.76847029e-01              nan   1.47523642e+00\n",
        "   5.50093715e-01  -1.26046182e+00  -2.32606435e-01  -1.45093002e+00\n",
        "   6.58462497e-01   2.12575489e+00   1.67786520e+00   1.49557610e+00\n",
        "  -7.80351976e-01              nan   1.65015979e+00   9.15186553e-01\n",
        "  -2.46500953e-01  -1.07216918e+00   7.28795015e-01   5.34401498e-01\n",
        "   3.19864296e+00   7.93322936e-01   7.16841183e-01   1.11220410e+00\n",
        "   1.19649196e+00              nan   6.69739469e-01  -1.50859010e+00\n",
        "  -1.10235302e+00  -7.55245564e-01  -2.03942344e-01   2.11131770e+00\n",
        "   2.77124378e+00   1.25396288e+00   6.17692560e-01  -5.03276106e-02\n",
        "   6.45769521e-01  -4.03366358e-01              nan   7.68651434e-01\n",
        "  -8.26374552e-01  -8.45657172e-01  -7.72820155e-01  -6.96413714e-04\n",
        "   1.87764434e+00   2.78594377e+00   1.63355223e+00  -5.86538011e-01\n",
        "   1.72759454e+00   1.39001352e-01   1.61981299e-02   1.86785025e-01\n",
        "              nan   3.58370697e-01  -1.99661933e+00  -9.84467091e-01\n",
        "  -2.39578969e-02  -9.92770031e-01   1.84438934e+00   3.23145507e+00\n",
        "   2.18489954e+00  -1.23968197e+00  -3.78403751e-02  -3.55310564e-02\n",
        "  -6.11807176e-01  -4.73975964e-01  -6.06475382e-02              nan\n",
        "   8.25159112e-02  -6.93931508e-01  -3.13857542e+00  -1.96597561e+00\n",
        "   3.96129362e-03   1.94521728e-01   7.00535127e-01   3.32409819e-01\n",
        "   1.52245237e-01  -1.52984358e-01   5.49762146e-01   1.54114299e+00\n",
        "  -3.14306815e-01   1.07168571e+00   9.10820459e-01              nan], q-val = [ 0.          0.85381341  0.          0.9983152   0.94899264  0.\n",
        "  0.82657372  0.82657372  0.5904385   0.          0.95109173  0.82657372\n",
        "  0.73272036  0.95171779  0.          0.89307525  0.9983152   0.04302957\n",
        "  0.99944789  0.98995013  0.          0.76575825  0.8336012   0.72162465\n",
        "  0.88425644  0.82657372  0.85381341  0.          0.82657372  0.99944789\n",
        "  0.34969583  0.99944789  0.73272036  0.4711591   0.82657372  0.\n",
        "  0.13909952  0.5904385   0.96866245  0.98995013  0.82657372  0.34969583\n",
        "  0.32428298  0.64230708  0.          0.55200665  0.82657372  0.99944789\n",
        "  0.82657372  0.82657372  0.76575825  0.04302957  0.5904385   0.82657372\n",
        "  0.          0.5904385   0.85381341  0.72162465  0.99064659  0.5904385\n",
        "  0.8336012   0.35319442  0.55200665  0.5904385   0.82657372  0.\n",
        "  0.55200665  0.82657372  0.98995013  0.76575825  0.82657372  0.85381341\n",
        "  0.07749832  0.82657372  0.82657372  0.76575825  0.73272036  0.\n",
        "  0.83337544  0.5904385   0.76575825  0.82657372  0.9983152   0.35319442\n",
        "  0.13909952  0.72162465  0.83725496  0.99944789  0.8336012   0.93938423\n",
        "  0.          0.82657372  0.82657372  0.82657372  0.82657372  0.99944789\n",
        "  0.4711591   0.13909952  0.55200665  0.85199079  0.55184116  0.9983152\n",
        "  0.99944789  0.9983152   0.          0.95171779  0.4230438   0.82657372\n",
        "  0.99944789  0.82657372  0.4711591   0.07749832  0.34969583  0.72162465\n",
        "  0.99944789  0.99944789  0.83725496  0.89045572  0.99944789  0.\n",
        "  0.99944789  0.82657372  0.07749832  0.42336941  0.99944789  0.9983152\n",
        "  0.82657372  0.95659349  0.9983152   0.9983152   0.85381341  0.5904385\n",
        "  0.96378293  0.76575825  0.82657372  0.        ]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Nbac2_Drug vs. ReSt1_Placebo: t_stat = [        nan  1.22619236         nan  1.34861895 -1.14415357         nan\n",
        "  2.98315812 -0.52533467 -1.1400377          nan  3.136984    0.59021682\n",
        " -0.89646928  1.60791971         nan  0.38857022  1.36303017  1.12908789\n",
        "  4.31076577  2.22652114         nan -0.24224922  1.50714389  3.08572858\n",
        "  6.68595252  1.59321342  5.37377181         nan  2.31153989  2.19842555\n",
        "  2.29541564  5.73326077  3.92645062  1.52941935  6.24566841         nan\n",
        "  1.15568177  0.91445914  1.57296992  1.36886268  3.29502096 -2.7795807\n",
        " -1.05840841 -1.63172852         nan  0.63586861 -0.06839318  0.17116266\n",
        " -0.35625334 -0.19278408 -0.74754504 -0.09634886 -1.33725084  1.1150898\n",
        "         nan  1.96625353  1.55809239  0.22372046 -0.7434527   0.7222966\n",
        "  1.73010546  1.41007246  1.79720116  2.82729312 -1.5419567          nan\n",
        " -0.9488596  -2.08374601 -0.59197274 -0.71164673 -0.76978525 -1.56202356\n",
        " -2.60976469 -0.96173222 -0.08428374 -1.57894352 -0.03838937         nan\n",
        " -0.80710053 -2.85874534 -2.75037016 -1.44171389 -0.97308872 -3.84603023\n",
        " -2.88507276 -2.54549934  0.60313258 -0.16377888 -0.6931862  -0.29653963\n",
        "         nan -1.49503479 -3.72411377 -1.05551795  0.09934097 -1.58495986\n",
        " -1.75203065 -3.23969937 -2.2143886   0.29878449 -1.27432698 -0.36445587\n",
        " -2.72285222 -0.43080436         nan -1.41496874 -3.65670611 -0.12583466\n",
        "  0.42697157 -0.47393644 -2.86422303 -4.20495414 -2.8943502  -1.4328138\n",
        " -0.24826925 -0.27252807  0.05865515  0.55161336 -0.8244736          nan\n",
        "  1.81814744  0.68633423 -0.78826064 -0.2652648   0.09932856 -1.55651597\n",
        "  0.28881119 -0.80424208 -0.38843307  0.20337299  1.23966756  0.46091929\n",
        "  0.89286197  0.51931551  0.76088181         nan], q-val = [  0.00000000e+00   4.54957353e-01   0.00000000e+00   3.96941007e-01\n",
        "   4.97569271e-01   0.00000000e+00   3.92075610e-02   7.91055147e-01\n",
        "   4.97569271e-01   0.00000000e+00   2.99361550e-02   7.52966190e-01\n",
        "   6.20396021e-01   3.40437762e-01   0.00000000e+00   8.56907763e-01\n",
        "   3.94235488e-01   4.98296501e-01   2.56729942e-03   1.35372523e-01\n",
        "   0.00000000e+00   9.08250248e-01   3.49579997e-01   3.19323417e-02\n",
        "   6.95999128e-06   3.40437762e-01   1.14845701e-04   0.00000000e+00\n",
        "   1.20763826e-01   1.35675559e-01   1.20763826e-01   4.86184744e-05\n",
        "   5.84554954e-03   3.42719709e-01   1.41655884e-05   0.00000000e+00\n",
        "   4.97569271e-01   6.18752171e-01   3.40437762e-01   3.94235488e-01\n",
        "   2.29226002e-02   4.76175153e-02   5.33164673e-01   3.40437762e-01\n",
        "   0.00000000e+00   7.37548047e-01   9.61539125e-01   9.32947544e-01\n",
        "   8.68285137e-01   9.25231102e-01   6.83945450e-01   9.55589915e-01\n",
        "   3.97659627e-01   5.01482370e-01   0.00000000e+00   2.11559904e-01\n",
        "   3.40437762e-01   9.15714047e-01   6.83945450e-01   6.94274920e-01\n",
        "   3.05063240e-01   3.76854699e-01   2.82531373e-01   4.42236093e-02\n",
        "   3.42156675e-01   0.00000000e+00   5.97488641e-01   1.69485314e-01\n",
        "   7.52966190e-01   6.95304471e-01   6.83945450e-01   3.40437762e-01\n",
        "   6.39273976e-02   5.94972849e-01   9.57191806e-01   3.40437762e-01\n",
        "   9.69573081e-01   0.00000000e+00   6.72840932e-01   4.29087993e-02\n",
        "   4.89744068e-02   3.76185526e-01   5.93834659e-01   6.49025325e-03\n",
        "   4.29087993e-02   7.18969965e-02   7.52966190e-01   9.32947544e-01\n",
        "   7.01029916e-01   9.02045225e-01   0.00000000e+00   3.50090780e-01\n",
        "   8.25005350e-03   5.33164673e-01   9.55589915e-01   3.40437762e-01\n",
        "   3.00442223e-01   2.44863947e-02   1.35372523e-01   9.02045225e-01\n",
        "   4.34666327e-01   8.68285137e-01   5.02380097e-02   8.39685033e-01\n",
        "   0.00000000e+00   3.76854699e-01   9.03229724e-03   9.55589915e-01\n",
        "   8.39685033e-01   8.23468217e-01   4.29087993e-02   2.95331447e-03\n",
        "   4.29087993e-02   3.76185526e-01   9.08250248e-01   9.05374407e-01\n",
        "   9.61539125e-01   7.79147072e-01   6.72461715e-01   0.00000000e+00\n",
        "   2.79012837e-01   7.01029916e-01   6.78404574e-01   9.05374407e-01\n",
        "   9.55589915e-01   3.40437762e-01   9.02045225e-01   6.72840932e-01\n",
        "   8.56907763e-01   9.24661577e-01   4.52555002e-01   8.26489360e-01\n",
        "   6.20396021e-01   7.91055147e-01   6.83945450e-01   0.00000000e+00]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Nbac2_Drug vs. Nbac2_Placebo: t_stat = [        nan  0.48308199         nan  1.23556769  0.35577997         nan\n",
        "  0.18065009  0.5404321  -0.76063914         nan  0.28689891  0.36307461\n",
        " -0.27392007  0.06181893         nan  1.857521    2.88775361  0.78759189\n",
        "  0.6713764  -0.83847248         nan  0.10248406  1.49039845  0.93875014\n",
        "  0.03298229  0.49867221  1.56564902         nan  1.18832905  0.87561611\n",
        "  0.18595368  0.61835248  0.77043388 -0.0403063   0.05970193         nan\n",
        "  1.55519429  0.85304146  1.32081038  0.89146936 -0.33015619  3.82804018\n",
        "  3.91866342  1.42552038         nan  1.79650762  0.41411636  0.53502582\n",
        "  1.7622346  -0.0755424  -0.16700579  1.74433233  0.16138592 -0.04459008\n",
        "         nan  0.35550168 -1.22001186  0.04804124 -0.87435108  0.27522911\n",
        " -0.84500995 -0.53864278 -1.05740514 -0.32929658  1.07016351         nan\n",
        "  0.92052688  0.34879484 -0.3017453  -0.40317591 -0.13763786 -0.86591142\n",
        "  1.29654986 -2.06134258 -0.60312833 -1.19257041  1.3041548          nan\n",
        "  0.38987899 -1.9135756   0.15363002  0.48302727  0.54874522 -2.34250753\n",
        " -0.29749888 -1.97823576  0.60023082  0.08450381  0.5121904  -0.82445666\n",
        "         nan  0.83007954 -0.55492292  0.22341129  0.92213926 -0.21551868\n",
        " -2.69639954  1.12115705 -2.65762566 -0.73574274  0.10256927  2.16917172\n",
        " -0.90870522 -0.81478171         nan  0.7326407  -0.24846434  0.98274268\n",
        "  1.25651489 -0.0676466  -0.98806732  0.1229522   0.24995309 -0.35602017\n",
        " -0.49609327  0.71197646  0.29104016 -0.36216052  0.1252754          nan\n",
        "  0.61528023 -2.16864403 -0.7604687  -1.06901359 -0.89439604 -1.23323218\n",
        "  0.19357749 -2.08338212  0.10979119  1.19172317  0.1246009  -0.37284038\n",
        " -1.04324722  0.66026617 -0.46733587         nan], q-val = [ 0.          0.97385694  0.          0.96756003  0.97385694  0.\n",
        "  0.97385694  0.97385694  0.96760239  0.          0.97385694  0.97385694\n",
        "  0.97385694  0.97385694  0.          0.65353416  0.2519836   0.96760239\n",
        "  0.97385694  0.96760239  0.          0.97385694  0.91050694  0.96760239\n",
        "  0.97385694  0.97385694  0.8531892   0.          0.96756003  0.96760239\n",
        "  0.97385694  0.97385694  0.96760239  0.97385694  0.97385694  0.          0.8531892\n",
        "  0.96760239  0.96756003  0.96760239  0.97385694  0.02737517  0.02737517\n",
        "  0.96756003  0.          0.66734062  0.97385694  0.97385694  0.66734062\n",
        "  0.97385694  0.97385694  0.66734062  0.97385694  0.97385694  0.\n",
        "  0.97385694  0.96756003  0.97385694  0.96760239  0.97385694  0.96760239\n",
        "  0.97385694  0.96760239  0.97385694  0.96760239  0.          0.96760239\n",
        "  0.97385694  0.97385694  0.97385694  0.97385694  0.96760239  0.96756003\n",
        "  0.55177555  0.97385694  0.96756003  0.96756003  0.          0.97385694\n",
        "  0.63034878  0.97385694  0.97385694  0.97385694  0.48703453  0.97385694\n",
        "  0.59996911  0.97385694  0.97385694  0.97385694  0.96760239  0.\n",
        "  0.96760239  0.97385694  0.97385694  0.96760239  0.97385694  0.27236062\n",
        "  0.96760239  0.27236062  0.96860331  0.97385694  0.54405615  0.96760239\n",
        "  0.96760239  0.          0.96860331  0.97385694  0.96760239  0.96756003\n",
        "  0.97385694  0.96760239  0.97385694  0.97385694  0.97385694  0.97385694\n",
        "  0.97385694  0.97385694  0.97385694  0.97385694  0.          0.97385694\n",
        "  0.54405615  0.96760239  0.96760239  0.96760239  0.96756003  0.97385694\n",
        "  0.55177555  0.97385694  0.96756003  0.97385694  0.97385694  0.96760239\n",
        "  0.97385694  0.97385694  0.        ]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Nbac2_Drug vs. Nbac3_Placebo: t_stat = [        nan  0.37180213         nan  1.61276517  0.79426735         nan\n",
        "  0.65141641  0.52411987 -0.43130806         nan -0.16482058  0.13358818\n",
        "  0.64461251 -0.49747863         nan  0.42580434  1.4030808   0.26270295\n",
        " -0.57520688 -0.80690227         nan -0.33724516  1.52214322  1.42941802\n",
        " -0.2766993  -0.73223099  2.24167967         nan  1.26073183  0.4131563\n",
        "  0.00860143 -0.94484363 -0.60146869 -0.82188837  0.59151168         nan\n",
        " -0.54448039 -0.38138882  0.13577877  0.56184691 -0.82211462 -0.50531321\n",
        " -0.34897651  0.24610719         nan  0.42062771 -0.1462334  -0.97490708\n",
        "  1.99169258  1.09942759 -0.94612268  1.33092778 -0.81396321 -0.02893204\n",
        "         nan  0.93351688 -1.45123234  0.87020256 -0.36549411 -0.09041351\n",
        " -0.36030281  0.51416369 -0.46414232 -0.48495326  0.13617834         nan\n",
        " -0.02957602 -0.91294    -1.10829009 -0.73321278 -0.33905553 -0.6389975\n",
        "  0.44425072 -0.65592072 -0.76635014 -2.06218733  0.04683396         nan\n",
        "  1.40041827 -0.77143409 -1.67038154 -0.01389096  0.79108398 -2.24266225\n",
        "  1.20326072 -0.6999082   0.53442689  1.12083116  0.47840373  0.31613411\n",
        "         nan  0.18702773 -0.68178833 -2.08864717 -0.82392388 -0.65551745\n",
        " -2.05340231  1.06889091 -1.79576425 -0.32406747 -0.21517902  0.61853295\n",
        " -0.28190694 -1.24257057         nan -0.38095328 -0.16388067 -0.97897455\n",
        "  0.84489133  0.43946977 -0.41659896  0.33155701 -0.65089413  0.23533072\n",
        " -0.41383533 -0.30100922  0.33609139 -0.89062902 -0.48714269         nan\n",
        "  1.67981405 -0.99928208 -0.96768074 -0.46338368 -0.90566042 -1.02043375\n",
        "  0.89943852 -0.25755601 -1.25377128  0.67783722 -0.18230212 -0.29471221\n",
        " -0.49277901 -0.16992126 -0.17740988         nan], q-val = [ 0.          0.94148968  0.          0.94148968  0.94148968  0.\n",
        "  0.94148968  0.94148968  0.94148968  0.          0.94148968  0.94148968\n",
        "  0.94148968  0.94148968  0.          0.94148968  0.94148968  0.94148968\n",
        "  0.94148968  0.94148968  0.          0.94148968  0.94148968  0.94148968\n",
        "  0.94148968  0.94148968  0.94148968  0.          0.94148968  0.94148968\n",
        "  0.99318099  0.94148968  0.94148968  0.94148968  0.94148968  0.\n",
        "  0.94148968  0.94148968  0.94148968  0.94148968  0.94148968  0.94148968\n",
        "  0.94148968  0.94148968  0.          0.94148968  0.94148968  0.94148968\n",
        "  0.94148968  0.94148968  0.94148968  0.94148968  0.94148968  0.99318099\n",
        "  0.          0.94148968  0.94148968  0.94148968  0.94148968  0.96878754\n",
        "  0.94148968  0.94148968  0.94148968  0.94148968  0.94148968  0.\n",
        "  0.99318099  0.94148968  0.94148968  0.94148968  0.94148968  0.94148968\n",
        "  0.94148968  0.94148968  0.94148968  0.94148968  0.99318099  0.\n",
        "  0.94148968  0.94148968  0.94148968  0.99318099  0.94148968  0.94148968\n",
        "  0.94148968  0.94148968  0.94148968  0.94148968  0.94148968  0.94148968\n",
        "  0.          0.94148968  0.94148968  0.94148968  0.94148968  0.94148968\n",
        "  0.94148968  0.94148968  0.94148968  0.94148968  0.94148968  0.94148968\n",
        "  0.94148968  0.94148968  0.          0.94148968  0.94148968  0.94148968\n",
        "  0.94148968  0.94148968  0.94148968  0.94148968  0.94148968  0.94148968\n",
        "  0.94148968  0.94148968  0.94148968  0.94148968  0.94148968  0.\n",
        "  0.94148968  0.94148968  0.94148968  0.94148968  0.94148968  0.94148968\n",
        "  0.94148968  0.94148968  0.94148968  0.94148968  0.94148968  0.94148968\n",
        "  0.94148968  0.94148968  0.94148968  0.        ]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Nbac2_Drug vs. ReSt2_Placebo: t_stat = [        nan  0.76746169         nan  2.141355   -0.34376612         nan\n",
        "  3.76725969  1.8335606  -1.19699043         nan  2.65935127 -0.11326298\n",
        " -0.22182914  1.81444827         nan  0.64724502  2.88760203  3.56333455\n",
        "  6.16709415  1.51565108         nan -0.30751517  2.8133278   4.13639587\n",
        "  7.98881703  0.88504183  5.24405296         nan  2.93073677  3.48256332\n",
        "  3.64225306  6.1966064   2.52693309  0.58523224  6.20587813         nan\n",
        " -1.31948696 -0.84751194  0.37460586  1.52940963  1.51655859 -3.49297893\n",
        " -3.52591721 -1.88276992         nan  2.02554509  0.10075378 -0.6234125\n",
        "  0.25233793 -0.47512646 -1.15601913 -0.2215471  -0.67040109  1.02669336\n",
        "         nan  3.08080923  0.78296495 -0.70400702 -1.0512739  -0.7289682\n",
        "  1.92862097  1.61793663  3.24997674  1.9708259  -1.89330505         nan\n",
        "  0.90177763 -2.70044972 -1.4557488  -1.01516984 -0.88704974 -0.73988044\n",
        " -0.73450607 -0.18142262  0.54332823 -2.27251701 -0.07262301         nan\n",
        "  0.04609132 -4.38405577 -3.84053469 -0.90232876 -0.93117104 -2.30553073\n",
        " -1.94709846 -1.03230262  0.82138319  0.34266231 -0.2031307  -0.4502082\n",
        "         nan -0.2646818  -3.81738072 -2.31138885  0.42022759 -1.53587043\n",
        " -0.52688592 -1.57564134 -0.80968772  0.43995295 -2.0217016  -0.8569103\n",
        " -2.73917676 -0.87429886         nan -2.23669444 -4.94228568 -1.18991463\n",
        "  1.23940096 -1.71377487 -1.56529689 -2.17968442 -1.07324619 -0.61353591\n",
        "  0.31828605  0.2081237  -0.15672027 -0.25860028 -0.83596029         nan\n",
        "  2.05643791 -0.95580421 -2.58450079 -1.01942191 -0.48179384 -1.09840257\n",
        " -0.22143733 -0.78128209 -0.29626767  0.05661063  1.88523741  0.93128469\n",
        "  0.15010268  0.03625166  1.16298535         nan], q-val = [  0.00000000e+00   6.62857395e-01   0.00000000e+00   1.44565007e-01\n",
        "   8.80431089e-01   0.00000000e+00   5.95025811e-03   2.12455006e-01\n",
        "   5.17014460e-01   0.00000000e+00   5.64971956e-02   9.49985847e-01\n",
        "   9.08204316e-01   2.15739288e-01   0.00000000e+00   7.18986451e-01\n",
        "   3.78125003e-02   9.09378982e-03   9.10494175e-06   3.23933185e-01\n",
        "   0.00000000e+00   8.94220611e-01   4.36629782e-02   2.72617424e-03\n",
        "   1.17558271e-07   6.35930645e-01   1.38788452e-04   0.00000000e+00\n",
        "   3.55492435e-02   9.30497077e-03   7.84850048e-03   9.10494175e-06\n",
        "   7.23387026e-02   7.49016948e-01   9.10494175e-06   0.00000000e+00\n",
        "   4.40831202e-01   6.43009836e-01   8.69366841e-01   3.23933185e-01\n",
        "   3.23933185e-01   9.30497077e-03   9.30497077e-03   1.96701943e-01\n",
        "   0.00000000e+00   1.71794599e-01   9.51995287e-01   7.31785439e-01\n",
        "   9.08043461e-01   8.13634527e-01   5.26978314e-01   9.08204316e-01\n",
        "   7.06817946e-01   5.83904705e-01   0.00000000e+00   2.51675961e-02\n",
        "   6.59030670e-01   6.85568380e-01   5.83904705e-01   6.71966218e-01\n",
        "   1.92882886e-01   3.03298285e-01   1.68015789e-02   1.86236237e-01\n",
        "   1.96701943e-01   0.00000000e+00   6.35930645e-01   5.31667189e-02\n",
        "   3.54150927e-01   5.83904705e-01   6.35930645e-01   6.71966218e-01\n",
        "   6.71966218e-01   9.18188022e-01   7.78016868e-01   1.18536096e-01\n",
        "   9.66643384e-01   0.00000000e+00   9.71266613e-01   1.46492560e-03\n",
        "   5.64960109e-03   6.35930645e-01   6.30871390e-01   1.13753666e-01\n",
        "   1.90540018e-01   5.83904705e-01   6.48967938e-01   8.80431089e-01\n",
        "   9.08204316e-01   8.27435462e-01   0.00000000e+00   9.08043461e-01\n",
        "   5.64960109e-03   1.13753666e-01   8.37062549e-01   3.23933185e-01\n",
        "   7.84248411e-01   3.20661392e-01   6.50819248e-01   8.27999741e-01\n",
        "   1.71794599e-01   6.43009836e-01   5.03895936e-02   6.36670420e-01\n",
        "   0.00000000e+00   1.24385993e-01   3.00473148e-04   5.17014460e-01\n",
        "   4.94675098e-01   2.57752263e-01   3.20661392e-01   1.36963887e-01\n",
        "   5.79513457e-01   7.32248293e-01   8.93425163e-01   9.08204316e-01\n",
        "   9.27849708e-01   9.08043461e-01   6.44636727e-01   0.00000000e+00\n",
        "   1.69000308e-01   6.27379361e-01   6.53271669e-02   5.83904705e-01\n",
        "   8.13634527e-01   5.66977198e-01   9.08204316e-01   6.59030670e-01\n",
        "   8.95453575e-01   9.71266613e-01   1.96701943e-01   6.30871390e-01\n",
        "   9.27849708e-01   9.71266613e-01   5.26978314e-01   0.00000000e+00]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Nbac2_Drug vs. ReSt1_Drug: t_stat = [        nan  0.12086405         nan  2.0494941   0.06247218         nan\n",
        "  3.47399318  1.05027159  0.09387682         nan  2.4811851   0.70058446\n",
        "  0.85745105  2.15482259         nan  0.35382215  2.72909253  0.58979372\n",
        "  4.92911237  1.93336352         nan  0.67221764  2.05288014  2.83207045\n",
        "  5.94557934  1.78244587  4.64024443         nan  3.05223908  4.41244934\n",
        "  3.21844819  5.7625263   4.05193646  2.12648998  4.66752032         nan\n",
        "  1.09164389  0.64596804  0.92354865  1.94646758  2.4229008  -1.85037607\n",
        " -0.94828909 -0.72471783         nan  0.65462355 -0.7094008  -0.67618743\n",
        "  1.19747245 -1.18695626 -2.18680272 -4.40632069 -2.43343533  0.2396483\n",
        "         nan  1.58815876  0.34074516  0.37759776 -0.86681014  0.40902928\n",
        "  1.30954836 -0.20891041  1.85156289  0.29510843 -1.42948763         nan\n",
        " -0.75917985 -4.02247926 -1.23300855 -0.09244705 -1.4364805  -1.4216275\n",
        " -4.79954679 -1.17372092 -0.18959615 -3.30974292 -1.12527201         nan\n",
        " -0.56806145 -4.09825985 -2.99250754 -0.22611798 -0.50246685 -3.9545369\n",
        " -5.41939311 -3.28997545  0.1055018   0.47574129 -0.78296555 -0.16979904\n",
        "         nan -1.03801964 -3.06465789 -1.33085366  1.45799539 -1.43699101\n",
        " -1.83221367 -4.47133249 -2.80283887  1.06157482 -3.8782002  -0.910885\n",
        " -3.31550337 -1.12978394         nan -2.54634867 -3.34077575 -0.38076781\n",
        "  1.19490403 -0.73125321 -2.96830492 -6.73821417 -2.836367    0.50262895\n",
        "  0.40947985  0.22681677  0.47393151  0.1951967  -0.92969532         nan\n",
        "  2.22905857 -0.28216629  0.12150148  1.40211592 -0.40086849 -1.41563447\n",
        " -0.83309139 -1.19746777 -0.50573882  0.19420856  0.95526036 -0.15414963\n",
        "  0.40033767 -0.95551389  0.29812465         nan], q-val = [  0.00000000e+00   9.34604489e-01   0.00000000e+00   1.41546279e-01\n",
        "   9.50505900e-01   0.00000000e+00   8.97340826e-03   5.37417387e-01\n",
        "   9.34604489e-01   0.00000000e+00   6.56735144e-02   7.05139163e-01\n",
        "   6.25948990e-01   1.21329607e-01   0.00000000e+00   8.61835126e-01\n",
        "   3.79110633e-02   7.61905548e-01   3.75840877e-04   1.72783297e-01\n",
        "   0.00000000e+00   7.13517705e-01   1.41546279e-01   3.12006874e-02\n",
        "   3.69820997e-05   2.15120640e-01   5.80416125e-04   0.00000000e+00\n",
        "   2.03818549e-02   8.70575404e-04   1.41604292e-02   4.42758196e-05\n",
        "   2.16361945e-03   1.25827207e-01   5.80416125e-04   0.00000000e+00\n",
        "   5.20039144e-01   7.20114635e-01   5.94082764e-01   1.72179812e-01\n",
        "   7.10848291e-02   1.95942355e-01   5.89557729e-01   7.00668098e-01\n",
        "   0.00000000e+00   7.20114635e-01   7.05139163e-01   7.13517705e-01\n",
        "   4.76901206e-01   4.76901206e-01   1.16066737e-01   8.70575404e-04\n",
        "   7.10848291e-02   9.11366725e-01   0.00000000e+00   3.07214825e-01\n",
        "   8.64852066e-01   8.49331987e-01   6.25948990e-01   8.46235613e-01\n",
        "   4.24309648e-01   9.11366725e-01   1.95942355e-01   8.87857412e-01\n",
        "   3.73175745e-01   0.00000000e+00   6.87052207e-01   2.19462884e-03\n",
        "   4.73585791e-01   9.34604489e-01   3.73175745e-01   3.73175745e-01\n",
        "   4.70527137e-04   4.79274155e-01   9.11366725e-01   1.21020903e-02\n",
        "   5.01283918e-01   0.00000000e+00   7.72920710e-01   2.03908120e-03\n",
        "   2.29479665e-02   9.11366725e-01   8.06301789e-01   2.50922895e-03\n",
        "   9.93138197e-05   1.21763787e-02   9.34604489e-01   8.14712364e-01\n",
        "   6.74424837e-01   9.19694789e-01   0.00000000e+00   5.39389554e-01\n",
        "   2.03818549e-02   4.16652878e-01   3.73175745e-01   3.73175745e-01\n",
        "   1.98836783e-01   8.70575404e-04   3.24834518e-02   5.36288385e-01\n",
        "   2.95084353e-03   5.96678654e-01   1.21020903e-02   5.01283918e-01\n",
        "   0.00000000e+00   5.78610544e-02   1.21020903e-02   8.49331987e-01\n",
        "   4.76901206e-01   7.00668098e-01   2.35274768e-02   5.89498726e-06\n",
        "   3.12006874e-02   8.06301789e-01   8.46235613e-01   9.11366725e-01\n",
        "   8.14712364e-01   9.11366725e-01   5.94082764e-01   0.00000000e+00\n",
        "   1.08488050e-01   8.90637760e-01   9.34604489e-01   3.75089499e-01\n",
        "   8.46235613e-01   3.73175745e-01   6.38752676e-01   4.76901206e-01\n",
        "   8.06301789e-01   9.11366725e-01   5.89557729e-01   9.24512317e-01\n",
        "   8.46235613e-01   5.89557729e-01   8.87857412e-01   0.00000000e+00]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Nbac3_Drug vs. ReSt1_Placebo: t_stat = [             nan   1.25822483e+00              nan   1.03395604e+00\n",
        "   1.20066779e-01              nan   1.65284629e+00   3.87469484e-01\n",
        "  -6.59086725e-01              nan   1.91598001e+00  -3.43037357e-02\n",
        "  -1.07193587e+00   2.36373772e+00              nan  -7.19744562e-01\n",
        "   3.71671622e-01  -4.74061706e-02   4.94048514e+00   2.85706034e+00\n",
        "              nan   6.22895495e-02   6.98955131e-01   2.41540228e+00\n",
        "   6.82308291e+00   1.58281594e+00   2.99828052e+00              nan\n",
        "   1.40108839e+00   3.07138125e+00   2.03644459e+00   5.24816690e+00\n",
        "   3.93090474e+00   1.56195317e+00   5.29955145e+00              nan\n",
        "   4.46287805e-01   1.30435513e+00   1.87088962e+00   1.64879044e+00\n",
        "   2.53044028e+00  -1.93721271e+00  -6.02813451e-01  -1.66871021e+00\n",
        "              nan   4.90696466e-01  -6.85317452e-01   5.90641217e-01\n",
        "  -1.11870849e+00   3.91170131e-01   1.84563073e-02   1.71572468e-01\n",
        "  -1.60626244e+00   1.23080566e+00              nan   1.67782769e+00\n",
        "   2.03559171e+00   6.21632403e-01   9.33709308e-02   5.64021458e-01\n",
        "   1.74470168e+00   2.29559773e+00   1.80316485e+00   2.03155090e+00\n",
        "  -2.45372216e+00              nan  -2.66542092e-01  -1.76701488e+00\n",
        "   4.65880288e-01  -1.38716244e-01   4.56241564e-01  -1.13233769e+00\n",
        "  -2.22391482e+00  -5.25112352e-01   7.88023829e-01  -9.13281362e-01\n",
        "  -1.66948207e+00              nan  -1.08066935e+00  -2.55298330e+00\n",
        "  -2.21563063e+00  -1.29138519e+00  -3.14999607e-01  -3.31486658e+00\n",
        "  -3.82914207e+00  -2.89616628e+00   2.38701593e-01  -1.03623602e+00\n",
        "  -2.70901410e-01  -1.30414069e-01              nan  -1.86406594e+00\n",
        "  -3.76451820e+00  -8.33837589e-01  -1.92330887e-01  -7.30888012e-01\n",
        "  -8.33666519e-01  -4.37055333e+00  -9.82423540e-01  -7.92694702e-04\n",
        "  -1.22500131e+00  -1.70133546e+00  -2.72084684e+00   2.78184597e-01\n",
        "              nan  -2.64345417e+00  -4.52921190e+00  -1.36663993e+00\n",
        "  -8.49188482e-01   1.16490976e+00  -2.53315506e+00  -5.20110113e+00\n",
        "  -3.15533691e+00  -1.99186588e+00  -2.81361796e-01  -6.53681929e-01\n",
        "   6.53388778e-01   5.56469033e-01   2.31982448e-01              nan\n",
        "  -5.91348447e-02   7.95518354e-01  -8.11973476e-01  -8.60696792e-01\n",
        "   5.81557510e-01  -1.16353299e+00  -2.35124063e-01  -1.32806929e+00\n",
        "   2.30987879e-01  -6.01355718e-01   1.61045375e+00  -1.74547772e-01\n",
        "   1.67716813e+00  -4.72831017e-01   8.63142199e-01              nan], q-val = [  0.00000000e+00   4.70817516e-01   0.00000000e+00   5.67740125e-01\n",
        "   9.61111500e-01   0.00000000e+00   2.85931213e-01   8.66616850e-01\n",
        "   7.57082274e-01   0.00000000e+00   2.28068497e-01   9.89298223e-01\n",
        "   5.53023836e-01   1.15843728e-01   0.00000000e+00   7.41777155e-01\n",
        "   8.72019322e-01   9.87109174e-01   3.62618518e-04   5.11776758e-02\n",
        "   0.00000000e+00   9.86013809e-01   7.51888755e-01   1.06975085e-01\n",
        "   4.50291487e-06   3.03850617e-01   4.03546632e-02   0.00000000e+00\n",
        "   4.05828304e-01   3.57428529e-02   1.96210847e-01   1.98827749e-04\n",
        "   5.04758635e-03   3.09497314e-01   1.98827749e-04   0.00000000e+00\n",
        "   8.30977953e-01   4.52282394e-01   2.39495272e-01   2.85931213e-01\n",
        "   8.87995035e-02   2.24949664e-01   7.77999213e-01   2.85931213e-01\n",
        "   0.00000000e+00   8.26009955e-01   7.55236094e-01   7.78222433e-01\n",
        "   5.31359825e-01   8.66616850e-01   9.93649346e-01   9.43266346e-01\n",
        "   2.96895266e-01   4.79836022e-01   0.00000000e+00   2.85931213e-01\n",
        "   1.96210847e-01   7.77543144e-01   9.74828332e-01   7.83464435e-01\n",
        "   2.80779773e-01   1.30369988e-01   2.63641954e-01   1.96210847e-01\n",
        "   1.02052331e-01   0.00000000e+00   9.17979541e-01   2.75840867e-01\n",
        "   8.30740779e-01   9.60974153e-01   8.30740779e-01   5.28813135e-01\n",
        "   1.44990981e-01   8.03303729e-01   6.96714350e-01   6.56787278e-01\n",
        "   2.85931213e-01   0.00000000e+00   5.53023836e-01   8.87995035e-02\n",
        "   1.44990981e-01   4.53715316e-01   9.14474198e-01   2.16923441e-02\n",
        "   6.06365607e-03   4.93012119e-02   9.17979541e-01   5.67740125e-01\n",
        "   9.17979541e-01   9.60974153e-01   0.00000000e+00   2.39495272e-01\n",
        "   6.59804802e-03   6.82576611e-01   9.42756700e-01   7.40867510e-01\n",
        "   6.82576611e-01   1.52692199e-03   6.03539728e-01   9.99371562e-01\n",
        "   4.79836022e-01   2.85931213e-01   6.83153577e-02   9.17979541e-01\n",
        "   0.00000000e+00   7.83837370e-02   1.09236928e-03   4.22507539e-01\n",
        "   6.82576611e-01   5.11897124e-01   8.87995035e-02   1.98827749e-04\n",
        "   3.08520920e-02   2.06790580e-01   9.17979541e-01   7.57082274e-01\n",
        "   7.57082274e-01   7.83464435e-01   9.17979541e-01   0.00000000e+00\n",
        "   9.86013809e-01   6.96714350e-01   6.93263642e-01   6.82576611e-01\n",
        "   7.78222433e-01   5.11897124e-01   9.17979541e-01   4.42789866e-01\n",
        "   9.17979541e-01   7.77999213e-01   2.96895266e-01   9.43266346e-01\n",
        "   2.85931213e-01   8.30740779e-01   6.82576611e-01   0.00000000e+00]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Nbac3_Drug vs. Nbac2_Placebo: t_stat = [        nan  0.52645335         nan  0.66237236  1.81324174         nan\n",
        " -0.64343583  1.68100038 -0.32888789         nan -0.92719895 -0.40982816\n",
        " -0.22440663  0.88040203         nan -0.02537634  1.60669944 -0.73602778\n",
        "  0.89901884 -0.28030349         nan  0.54232676  0.90552353 -0.1171591\n",
        "  0.33081363  0.15193356 -1.8660997          nan -0.39988694  1.09520443\n",
        " -0.64259368 -0.48414194  0.33551078  0.18880896 -1.39522135         nan\n",
        "  0.59134164  1.24542867  1.79429931  1.29152299 -0.5116809   5.23189364\n",
        "  3.26638504  1.81998651         nan  1.64363058 -0.10340004  1.02605923\n",
        "  1.37636533  0.43673902  0.67944408  1.86476233 -0.10054126 -0.06590907\n",
        "         nan  0.1790392  -0.56613115  0.64070775 -0.03750155 -0.02646189\n",
        " -0.55628682  0.53711352 -0.95471963 -0.54145424  0.08281605         nan\n",
        "  1.55665855  0.43285273  0.78305892  0.39587104  1.41157605 -0.27252248\n",
        "  1.28655251 -0.8732657   0.30688553 -0.3071256  -0.67983084         nan\n",
        " -0.02620073 -1.50796623  0.74124273  0.87906296  1.27838269 -1.46551494\n",
        " -0.46656252 -1.99736407  0.05260525 -1.46589891  0.9306934  -0.62213775\n",
        "         nan -0.18100059 -0.78643011  0.60072779  0.6713292   0.73286382\n",
        " -1.14549571 -0.42487651 -0.70598851 -1.08900809  0.21103556  0.04483691\n",
        " -0.24080628  0.05382105         nan -0.90632031 -1.04464397 -0.33985526\n",
        "  0.13105309  1.56211758 -0.93154851 -0.77578551 -0.29019797 -0.78686718\n",
        " -0.72032778  0.37472808  1.07516059 -0.29277591  1.47629711         nan\n",
        " -1.71445985 -1.89245186 -0.95328069 -2.10107883 -0.2506145  -0.77785104\n",
        " -0.48205322 -2.30938706  0.60863342  0.08795178  0.34423487 -1.25554663\n",
        " -0.25148336 -0.74804878 -0.18015415         nan], q-val = [  0.00000000e+00   9.75494153e-01   0.00000000e+00   9.75494153e-01\n",
        "   8.61696417e-01   0.00000000e+00   9.75494153e-01   8.61696417e-01\n",
        "   9.79884183e-01   0.00000000e+00   9.75494153e-01   9.79884183e-01\n",
        "   9.79884183e-01   9.75494153e-01   0.00000000e+00   9.79884183e-01\n",
        "   8.61696417e-01   9.75494153e-01   9.75494153e-01   9.79884183e-01\n",
        "   0.00000000e+00   9.75494153e-01   9.75494153e-01   9.79884183e-01\n",
        "   9.79884183e-01   9.79884183e-01   8.61696417e-01   0.00000000e+00\n",
        "   9.79884183e-01   9.75494153e-01   9.75494153e-01   9.79884183e-01\n",
        "   9.79884183e-01   9.79884183e-01   8.82800785e-01   0.00000000e+00\n",
        "   9.75494153e-01   9.12021284e-01   8.61696417e-01   9.12021284e-01\n",
        "   9.78815315e-01   7.21260227e-04   1.36484861e-01   8.61696417e-01\n",
        "   0.00000000e+00   8.61696417e-01   9.79884183e-01   9.75494153e-01\n",
        "   8.82800785e-01   9.79884183e-01   9.75494153e-01   8.61696417e-01\n",
        "   9.79884183e-01   9.79884183e-01   0.00000000e+00   9.79884183e-01\n",
        "   9.75494153e-01   9.75494153e-01   9.79884183e-01   9.79884183e-01\n",
        "   9.75494153e-01   9.75494153e-01   9.75494153e-01   9.75494153e-01\n",
        "   9.79884183e-01   0.00000000e+00   8.61696417e-01   9.79884183e-01\n",
        "   9.75494153e-01   9.79884183e-01   8.82800785e-01   9.79884183e-01\n",
        "   9.12021284e-01   9.75494153e-01   9.79884183e-01   9.79884183e-01\n",
        "   9.75494153e-01   0.00000000e+00   9.79884183e-01   8.61696417e-01\n",
        "   9.75494153e-01   9.75494153e-01   9.12021284e-01   8.61696417e-01\n",
        "   9.79884183e-01   8.61696417e-01   9.79884183e-01   8.61696417e-01\n",
        "   9.75494153e-01   9.75494153e-01   0.00000000e+00   9.79884183e-01\n",
        "   9.75494153e-01   9.75494153e-01   9.75494153e-01   9.75494153e-01\n",
        "   9.75494153e-01   9.79884183e-01   9.75494153e-01   9.75494153e-01\n",
        "   9.79884183e-01   9.79884183e-01   9.79884183e-01   9.79884183e-01\n",
        "   0.00000000e+00   9.75494153e-01   9.75494153e-01   9.79884183e-01\n",
        "   9.79884183e-01   8.61696417e-01   9.75494153e-01   9.75494153e-01\n",
        "   9.79884183e-01   9.75494153e-01   9.75494153e-01   9.79884183e-01\n",
        "   9.75494153e-01   9.79884183e-01   8.61696417e-01   0.00000000e+00\n",
        "   8.61696417e-01   8.61696417e-01   9.75494153e-01   8.61696417e-01\n",
        "   9.79884183e-01   9.75494153e-01   9.79884183e-01   8.61696417e-01\n",
        "   9.75494153e-01   9.79884183e-01   9.79884183e-01   9.12021284e-01\n",
        "   9.79884183e-01   9.75494153e-01   9.79884183e-01   0.00000000e+00]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Nbac3_Drug vs. Nbac3_Placebo: t_stat = [        nan  0.40290692         nan  1.56125526  2.49697925         nan\n",
        " -0.22283372  1.52591669 -0.05662083         nan -1.2682552  -0.55962128\n",
        "  0.73524565  0.21972744         nan -1.32503908  0.51230849 -1.35155871\n",
        " -0.41342243 -0.05849435         nan  0.04232063  0.75471191  0.47846947\n",
        "  0.04597246 -1.44735817 -0.84371261         nan -0.08622386  0.59959574\n",
        " -0.94571683 -2.29600767 -1.38610446 -0.76891784 -0.92419852         nan\n",
        " -1.55893216 -0.23526084  0.47168862  0.97288007 -0.9385117   0.46914599\n",
        "  0.18824598  0.17086242         nan  0.15089886 -0.69053676 -0.42615659\n",
        "  1.19843001  1.82012598 -0.06166891  1.75523884 -1.2172089  -0.0571542\n",
        "         nan  0.6209738  -0.76339041  1.31779619  0.53922421 -0.47050616\n",
        " -0.11396314  1.46431962 -0.47422398 -0.7289962  -0.7939511          nan\n",
        "  0.70745863 -0.75875072  0.18649473  0.05990021  1.44923884 -0.21043155\n",
        "  0.77204159 -0.05722053  0.34571217 -0.93698409 -1.8762905          nan\n",
        "  0.86530118 -0.90207738 -1.20463006  0.19362715  1.50837438 -1.91209927\n",
        "  0.95166395 -1.0636346   0.07485492 -0.06698675  0.8164463   0.56751723\n",
        "         nan -0.77454108 -0.89875026 -1.86295876 -1.55954802  0.4462271\n",
        " -1.07898761 -0.04022225 -0.4707783  -0.72902498 -0.16893152 -1.06897365\n",
        "  0.48898265 -0.39771216         nan -2.19933508 -0.84731814 -2.49718675\n",
        " -0.84768129  1.97582566 -0.41960491 -0.47465203 -1.12235405 -0.09316327\n",
        " -0.48547382 -0.6845374   0.99980863 -0.71144655  0.62897583         nan\n",
        " -0.57639432 -0.75650591 -1.46940112 -1.37252695 -0.1835275  -0.46022307\n",
        "  0.31298141 -0.78174606 -0.62526991 -0.42114324  0.09912968 -1.10211134\n",
        "  0.34816675 -1.39150324  0.05017117         nan], q-val = [ 0.          0.92401466  0.          0.92401466  0.92401466  0.\n",
        "  0.96812114  0.92401466  0.96812114  0.          0.92401466  0.92401466\n",
        "  0.92401466  0.96812114  0.          0.92401466  0.92401466  0.92401466\n",
        "  0.92401466  0.96812114  0.          0.96812114  0.92401466  0.92401466\n",
        "  0.96812114  0.92401466  0.92401466  0.          0.96812114  0.92401466\n",
        "  0.92401466  0.92401466  0.92401466  0.92401466  0.92401466  0.\n",
        "  0.92401466  0.96812114  0.92401466  0.92401466  0.92401466  0.92401466\n",
        "  0.96812114  0.96812114  0.          0.96812114  0.92401466  0.92401466\n",
        "  0.92401466  0.92401466  0.96812114  0.92401466  0.92401466  0.96812114\n",
        "  0.          0.92401466  0.92401466  0.92401466  0.92401466  0.92401466\n",
        "  0.96812114  0.92401466  0.92401466  0.92401466  0.92401466  0.\n",
        "  0.92401466  0.92401466  0.96812114  0.96812114  0.92401466  0.96812114\n",
        "  0.92401466  0.96812114  0.95402216  0.92401466  0.92401466  0.\n",
        "  0.92401466  0.92401466  0.92401466  0.96812114  0.92401466  0.92401466\n",
        "  0.92401466  0.92401466  0.96812114  0.96812114  0.92401466  0.92401466\n",
        "  0.          0.92401466  0.92401466  0.92401466  0.92401466  0.92401466\n",
        "  0.92401466  0.96812114  0.92401466  0.92401466  0.96812114  0.92401466\n",
        "  0.92401466  0.92401466  0.          0.92401466  0.92401466  0.92401466\n",
        "  0.92401466  0.92401466  0.92401466  0.92401466  0.92401466  0.96812114\n",
        "  0.92401466  0.92401466  0.92401466  0.92401466  0.92401466  0.\n",
        "  0.92401466  0.92401466  0.92401466  0.92401466  0.96812114  0.92401466\n",
        "  0.96812114  0.92401466  0.92401466  0.92401466  0.96812114  0.92401466\n",
        "  0.95402216  0.92401466  0.96812114  0.        ]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Nbac3_Drug vs. ReSt2_Placebo: t_stat = [        nan  0.71198335         nan  2.00579139  0.88761204         nan\n",
        "  3.19921723  2.70329876 -0.67303707         nan  1.00655626 -0.69717648\n",
        " -0.18357799  2.84603271         nan -0.74959263  1.82121192  2.25951205\n",
        "  5.62749343  1.8425549          nan  0.04026383  1.59605688  3.13104248\n",
        "  7.05641038  0.41302109  2.82911658         nan  1.79386998  3.65774983\n",
        "  3.18190059  4.68764229  1.90633947  0.72442366  5.14998057         nan\n",
        " -2.33802644 -0.60422991  0.6436135   1.77393924  0.91501729 -2.73700066\n",
        " -2.56793217 -2.08476104         nan  1.95591276 -0.37930462 -0.20117725\n",
        " -0.44051258  0.14955327 -0.34726582  0.09285371 -0.82802547  1.10064137\n",
        "         nan  2.5545617   1.22399889 -0.18408408 -0.21940324 -1.07430111\n",
        "  2.05668218  2.23750658  3.1329779   1.58867637 -2.58109297         nan\n",
        "  1.39593044 -2.2858547  -0.51186142 -0.40096659  0.60988526 -0.35608879\n",
        " -0.49722219  0.3147553   1.1914624  -1.59177576 -1.55104233         nan\n",
        " -0.31140613 -4.65683799 -3.41835774 -0.76900417 -0.12879698 -1.54967284\n",
        " -2.58241683 -1.1489592   0.37288    -0.59917024  0.18303288 -0.28463046\n",
        "         nan -0.88378241 -3.80051668 -2.34352686  0.22724446 -0.40678523\n",
        "  0.81005322 -2.9480999   0.48431719  0.10587974 -1.98749568 -2.58918234\n",
        " -2.73760306 -0.16735064         nan -3.6406449  -4.71399633 -2.78981271\n",
        " -0.1319164  -0.12692922 -1.4242529  -3.05786753 -1.46092265 -0.95338633\n",
        "  0.22274437 -0.1623082   0.44136074 -0.17185263  0.30111614         nan\n",
        "  0.20047818 -0.63779015 -2.71966148 -1.56986773  0.08291712 -0.66610803\n",
        " -0.68404901 -1.2070745   0.15292155 -0.82613417  1.74403728  0.34518038\n",
        "  0.87348992 -1.18820556  1.3069252          nan], q-val = [  0.00000000e+00   7.79534226e-01   0.00000000e+00   1.72836977e-01\n",
        "   6.94465043e-01   0.00000000e+00   2.82498022e-02   5.27856900e-02\n",
        "   7.83481925e-01   0.00000000e+00   6.20037313e-01   7.83481925e-01\n",
        "   9.30670966e-01   4.89063886e-02   0.00000000e+00   7.63330215e-01\n",
        "   2.23177868e-01   1.10681495e-01   1.02254554e-04   2.19016709e-01\n",
        "   0.00000000e+00   9.68088210e-01   3.06915776e-01   2.82498022e-02\n",
        "   2.15199531e-06   9.10725020e-01   4.89063886e-02   0.00000000e+00\n",
        "   2.30256870e-01   1.05134540e-02   2.82498022e-02   7.34918116e-04\n",
        "   1.96905448e-01   7.77747054e-01   3.11755420e-04   0.00000000e+00\n",
        "   9.84330638e-02   7.98830319e-01   7.91006166e-01   2.34087316e-01\n",
        "   6.85885529e-01   5.27856900e-02   6.27845068e-02   1.54187150e-01\n",
        "   0.00000000e+00   1.82102364e-01   9.14766996e-01   9.30670966e-01\n",
        "   9.02724547e-01   9.30670966e-01   9.14766996e-01   9.42193181e-01\n",
        "   7.19571408e-01   5.55599882e-01   0.00000000e+00   6.27845068e-02\n",
        "   4.98099957e-01   9.30670966e-01   9.30670966e-01   5.69094558e-01\n",
        "   1.59258456e-01   1.12868868e-01   2.82498022e-02   3.06915776e-01\n",
        "   6.27845068e-02   0.00000000e+00   3.86336395e-01   1.07531550e-01\n",
        "   8.73763405e-01   9.10725020e-01   7.98830319e-01   9.14766996e-01\n",
        "   8.77869292e-01   9.27123029e-01   5.00561539e-01   3.06915776e-01\n",
        "   3.10314749e-01   0.00000000e+00   9.27123029e-01   7.34918116e-04\n",
        "   1.78554829e-02   7.54687069e-01   9.30670966e-01   3.10314749e-01\n",
        "   6.27845068e-02   5.23872810e-01   9.14766996e-01   7.98830319e-01\n",
        "   9.30670966e-01   9.30670966e-01   0.00000000e+00   6.94465043e-01\n",
        "   8.48119912e-03   9.84330638e-02   9.30670966e-01   9.10725020e-01\n",
        "   7.24842746e-01   4.03280380e-02   8.80283211e-01   9.39713334e-01\n",
        "   1.74882079e-01   6.27845068e-02   5.27856900e-02   9.30670966e-01\n",
        "   0.00000000e+00   1.05134540e-02   7.34918116e-04   5.12672742e-02\n",
        "   9.30670966e-01   9.30670966e-01   3.74598611e-01   3.21223237e-02\n",
        "   3.57757818e-01   6.59555042e-01   9.30670966e-01   9.30670966e-01\n",
        "   9.02724547e-01   9.30670966e-01   9.27182491e-01   0.00000000e+00\n",
        "   9.30670966e-01   7.91006166e-01   5.27856900e-02   3.10314749e-01\n",
        "   9.42193181e-01   7.83481925e-01   7.83481925e-01   5.00561539e-01\n",
        "   9.30670966e-01   7.19571408e-01   2.42811339e-01   9.14766996e-01\n",
        "   6.94465043e-01   5.00561539e-01   4.41982410e-01   0.00000000e+00]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Nbac3_Drug vs. ReSt1_Drug: t_stat = [             nan   1.47013954e-01              nan   1.81978472e+00\n",
        "   1.35518619e+00              nan   2.65292945e+00   1.69359837e+00\n",
        "   5.65280024e-01              nan   1.33888070e+00   6.31264963e-02\n",
        "   9.35703088e-01   2.60360453e+00              nan  -9.86692895e-01\n",
        "   1.81955786e+00  -8.57674510e-01   4.72797696e+00   2.46282125e+00\n",
        "              nan   1.09020181e+00   9.25244429e-01   2.09141199e+00\n",
        "   5.90953574e+00   1.24820636e+00   2.51621877e+00              nan\n",
        "   2.09754863e+00   3.81861128e+00   2.29424118e+00   4.39194490e+00\n",
        "   3.44268552e+00   2.25937775e+00   3.91660319e+00              nan\n",
        "   2.44545397e-01   8.91347401e-01   1.31003047e+00   2.08411877e+00\n",
        "   1.63412015e+00  -8.70994248e-01  -4.42405729e-01  -8.05133487e-01\n",
        "              nan   4.53988087e-01  -1.16014857e+00  -2.79311487e-01\n",
        "   3.89005121e-01  -4.46503770e-01  -1.51858101e+00  -2.89145105e+00\n",
        "  -3.18570095e+00   2.68634097e-01              nan   1.72228726e+00\n",
        "   8.92236303e-01   9.69845279e-01  -4.82999873e-03   4.93104162e-02\n",
        "   1.46506132e+00   9.59840856e-01   1.79039188e+00   1.36360612e-01\n",
        "  -2.59651817e+00              nan   3.63567891e-02  -2.86684862e+00\n",
        "  -2.01024724e-01   7.53118385e-01  -7.73892266e-02  -9.75789970e-01\n",
        "  -3.36486880e+00  -5.73719095e-01   6.86474706e-01  -2.64099002e+00\n",
        "  -2.73940549e+00              nan  -7.58051339e-01  -3.13650712e+00\n",
        "  -2.60630156e+00  -1.01252427e-02   6.52271291e-02  -4.04295779e+00\n",
        "  -4.66826335e+00  -3.50396813e+00  -2.87329678e-01  -5.92366180e-01\n",
        "  -3.05101448e-01   3.38453671e-02              nan  -1.38643303e+00\n",
        "  -3.04164462e+00  -1.13004077e+00   1.32049301e+00  -4.21687708e-01\n",
        "  -1.10687966e+00  -5.65813878e+00  -1.19894603e+00   6.20966567e-01\n",
        "  -3.84362660e+00  -2.50714935e+00  -2.85878802e+00  -3.49715559e-01\n",
        "              nan  -3.48731045e+00  -4.20855512e+00  -1.80947134e+00\n",
        "  -1.14125144e-01   1.09496631e+00  -2.75780488e+00  -6.72038879e+00\n",
        "  -3.01673206e+00   2.25521670e-01   2.71175364e-01  -1.46417582e-01\n",
        "   1.23651257e+00   2.12810275e-01   3.88005963e-01              nan\n",
        "   1.35035582e-01  -7.51956151e-03   1.88668245e-02   3.62630682e-01\n",
        "   8.00326736e-02  -7.94710518e-01  -1.26183757e+00  -1.55315587e+00\n",
        "   3.43046325e-02  -6.40089614e-01   1.12655380e+00  -9.77522556e-01\n",
        "   1.24978941e+00  -1.94036367e+00   5.55351967e-01              nan], q-val = [  0.00000000e+00   9.96170856e-01   0.00000000e+00   2.28556412e-01\n",
        "   4.39574067e-01   0.00000000e+00   5.46003911e-02   2.68132989e-01\n",
        "   8.11849857e-01   0.00000000e+00   4.43204179e-01   9.96170856e-01\n",
        "   6.08887206e-01   5.46695424e-02   0.00000000e+00   5.96606160e-01\n",
        "   2.28556412e-01   6.34099894e-01   8.51059588e-04   6.86442125e-02\n",
        "   0.00000000e+00   5.29339805e-01   6.09344530e-01   1.41885192e-01\n",
        "   4.15016159e-05   4.70137340e-01   6.36623272e-02   0.00000000e+00\n",
        "   1.41885192e-01   5.11743325e-03   9.90756109e-02   1.66816124e-03\n",
        "   1.19070886e-02   1.04202914e-01   4.68149700e-03   0.00000000e+00\n",
        "   9.69708629e-01   6.21713790e-01   4.47961328e-01   1.41885192e-01\n",
        "   2.94084128e-01   6.30952529e-01   8.90749953e-01   6.72038195e-01\n",
        "   0.00000000e+00   8.90749953e-01   5.14660366e-01   9.57123927e-01\n",
        "   9.13201922e-01   8.90749953e-01   3.49618128e-01   3.70534911e-02\n",
        "   2.12991247e-02   9.57123927e-01   0.00000000e+00   2.59368879e-01\n",
        "   6.21713790e-01   5.96606160e-01   9.96170856e-01   9.96170856e-01\n",
        "   3.77300007e-01   5.96606160e-01   2.31875171e-01   9.96170856e-01\n",
        "   5.46695424e-02   0.00000000e+00   9.96170856e-01   3.70534911e-02\n",
        "   9.80649322e-01   6.92508183e-01   9.96170856e-01   5.96606160e-01\n",
        "   1.38347484e-02   8.11849857e-01   7.44712898e-01   5.46003911e-02\n",
        "   4.61636086e-02   0.00000000e+00   6.92508183e-01   2.29220172e-02\n",
        "   5.46695424e-02   9.96170856e-01   9.96170856e-01   3.61191408e-03\n",
        "   8.51059588e-04   1.12987771e-02   9.57123927e-01   8.05336624e-01\n",
        "   9.57123927e-01   9.96170856e-01   0.00000000e+00   4.24873486e-01\n",
        "   2.79581712e-02   5.24882881e-01   4.47961328e-01   9.00757781e-01\n",
        "   5.29339805e-01   6.18119267e-05   4.91965340e-01   7.87659748e-01\n",
        "   5.11743325e-03   6.36623272e-02   3.70534911e-02   9.29915337e-01\n",
        "   0.00000000e+00   1.12987771e-02   2.50388370e-03   2.28556412e-01\n",
        "   9.96170856e-01   5.29339805e-01   4.59655563e-02   6.23844732e-06\n",
        "   2.83095274e-02   9.77526078e-01   9.57123927e-01   9.96170856e-01\n",
        "   4.70869726e-01   9.79509911e-01   9.13201922e-01   0.00000000e+00\n",
        "   9.96170856e-01   9.96170856e-01   9.96170856e-01   9.27533790e-01\n",
        "   9.96170856e-01   6.72610456e-01   4.70137340e-01   3.35124048e-01\n",
        "   9.96170856e-01   7.79047703e-01   5.24882881e-01   5.96606160e-01\n",
        "   4.70137340e-01   1.88178853e-01   8.11849857e-01   0.00000000e+00]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Nbac3_Drug vs. Nbac2_Drug: t_stat = [        nan  0.00821058         nan -0.5187786   1.47379926         nan\n",
        " -0.86374386  0.8604434   0.56580787         nan -1.24531919 -0.60985627\n",
        "  0.0505392   0.67792753         nan -1.56233962 -0.78088765 -1.57315903\n",
        "  0.28847744  0.76839311         nan  0.42160954 -0.89412765 -1.23035323\n",
        "  0.31296456 -0.40460917 -3.45428951         nan -1.40308899  0.1270261\n",
        " -0.73781592 -1.27576116 -0.54029012  0.2126123  -1.40282127         nan\n",
        " -1.0495501   0.18437825  0.33685637  0.50321468 -0.2515738   1.19273741\n",
        "  0.46830697 -0.04372084         nan -0.22558081 -0.5247738   0.4551905\n",
        " -0.73418764  0.88697822  0.94451147  0.33252831 -0.25127082 -0.01922424\n",
        "         nan -0.14018218  0.81291663  0.51999697  0.99162242 -0.34119654\n",
        "  0.2003038   1.25163267 -0.0605909  -0.23180007 -0.99694369         nan\n",
        "  0.71456991  0.16411014  1.23076369  0.831855    1.57605074  0.52363737\n",
        "  0.35285589  0.73061877  0.88964807  0.9284617  -1.90882427         nan\n",
        " -0.42710868 -0.0457439   0.65840197  0.19909151  0.71917178  0.59683647\n",
        " -0.23331641 -0.40470835 -0.4591276  -1.49228666  0.46416816  0.25561184\n",
        "         nan -0.92657372 -0.15995186  0.37453551 -0.31085986  0.99468632\n",
        "  1.61629649 -1.73547286  1.53801828 -0.3701248   0.04781315 -1.97450277\n",
        "  0.70319316  0.86398502         nan -1.68266415 -0.79893869 -1.32090278\n",
        " -1.43679188  1.93576475  0.03978087 -1.07861049 -0.53255665 -0.34050366\n",
        " -0.09688136 -0.50309629  0.76334432  0.05975051  1.46933211         nan\n",
        " -2.61408225  0.28455066 -0.09830635 -0.88325783  0.51388321  0.50146172\n",
        " -0.72636499 -0.79681157  0.66599718 -0.85805278  0.26657235 -0.80694596\n",
        "  1.01494691 -1.50864389  0.33348134         nan], q-val = [ 0.          0.99349084  0.          0.97295251  0.97295251  0.\n",
        "  0.97295251  0.97295251  0.97295251  0.          0.97295251  0.97295251\n",
        "  0.98488554  0.97295251  0.          0.97295251  0.97295251  0.97295251\n",
        "  0.97295251  0.97295251  0.          0.97295251  0.97295251  0.97295251\n",
        "  0.97295251  0.97295251  0.16131341  0.          0.97295251  0.98488554\n",
        "  0.97295251  0.97295251  0.97295251  0.97295251  0.97295251  0.\n",
        "  0.97295251  0.97676816  0.97295251  0.97295251  0.97295251  0.97295251\n",
        "  0.97295251  0.98488554  0.          0.97295251  0.97295251  0.97295251\n",
        "  0.97295251  0.97295251  0.97295251  0.97295251  0.97295251  0.99303553\n",
        "  0.          0.98488554  0.97295251  0.97295251  0.97295251  0.97295251\n",
        "  0.97295251  0.97295251  0.98488554  0.97295251  0.97295251  0.\n",
        "  0.97295251  0.97990045  0.97295251  0.97295251  0.97295251  0.97295251\n",
        "  0.97295251  0.97295251  0.97295251  0.97295251  0.97295251  0.\n",
        "  0.97295251  0.98488554  0.97295251  0.97295251  0.97295251  0.97295251\n",
        "  0.97295251  0.97295251  0.97295251  0.97295251  0.97295251  0.97295251\n",
        "  0.          0.97295251  0.97990045  0.97295251  0.97295251  0.97295251\n",
        "  0.97295251  0.97295251  0.97295251  0.97295251  0.98488554  0.97295251\n",
        "  0.97295251  0.97295251  0.          0.97295251  0.97295251  0.97295251\n",
        "  0.97295251  0.97295251  0.98488554  0.97295251  0.97295251  0.97295251\n",
        "  0.98488554  0.97295251  0.97295251  0.98488554  0.97295251  0.          0.7589567\n",
        "  0.97295251  0.98488554  0.97295251  0.97295251  0.97295251  0.97295251\n",
        "  0.97295251  0.97295251  0.97295251  0.97295251  0.97295251  0.97295251\n",
        "  0.97295251  0.97295251  0.        ]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "ReSt2_Drug vs. ReSt1_Placebo: t_stat = [        nan  0.02155377         nan -0.61479634 -0.45411593         nan\n",
        " -1.05787541 -2.28584706 -0.89570145         nan  0.9103581  -0.53981269\n",
        " -0.27795105  0.07550619         nan -0.33162949 -0.26238261 -0.46932783\n",
        "  1.30806301  0.51023937         nan -1.25370609 -0.51526538  1.11455588\n",
        "  1.58862381  0.20193801  0.88174374         nan -1.26565089 -1.46775723\n",
        " -2.1990376   1.14843476  1.24863292  0.35294494 -0.03840386         nan\n",
        "  0.38639328  1.63434941  1.75854372  0.66816267  1.62204118  0.01677263\n",
        " -0.33191061 -0.08066298         nan  0.58730654  1.53770291  1.79155735\n",
        " -0.02899538  0.98276832  0.84764953  1.44382291  0.07416469  1.28815082\n",
        "         nan  0.42146655  0.60230735  0.33949472 -0.58688877  0.95326149\n",
        "  0.45697196  0.79981133  0.29177744  1.04743487 -0.14098648         nan\n",
        " -0.07498594  0.05488995  1.45787459  0.78719839 -0.76638068 -0.28066072\n",
        " -0.58163237  0.1225072   0.16056559  1.41789856  1.59904725         nan\n",
        "  0.54255314  0.57091243  1.41909601  0.62152622  0.42415049 -1.03306424\n",
        " -0.89952778 -0.3244879   0.9900651   0.12312139  0.84885126 -0.11256644\n",
        "         nan -1.06800725 -2.05562305  2.04235842  0.86748979 -0.88022569\n",
        " -0.07865763 -1.42151733  0.28932491 -0.83012457  0.9708047   1.90038578\n",
        " -1.46098595 -0.60043517         nan  0.27318454  0.81202656 -0.22661168\n",
        " -0.2668861   0.96579403 -0.2386942  -1.82640903 -1.16791116 -0.85415047\n",
        " -0.59140714  1.33740171 -0.13611957  0.27003956 -0.9420432          nan\n",
        " -0.61565918  0.63197953  1.00703338  0.64618651  1.07936572 -1.05395197\n",
        "  0.0800689   0.17618603 -0.19404888 -0.67592082  1.16838762  0.22513444\n",
        "  1.22106439  0.75854096 -0.45559717         nan], q-val = [ 0.          0.98670352  0.          0.93917967  0.96631507  0.\n",
        "  0.90974813  0.90974813  0.90974813  0.          0.90974813  0.94783256\n",
        "  0.98218272  0.98218272  0.          0.98218272  0.98218272  0.96631507\n",
        "  0.90974813  0.95495008  0.          0.90974813  0.95495008  0.90974813\n",
        "  0.90974813  0.98218272  0.90974813  0.          0.90974813  0.90974813\n",
        "  0.90974813  0.90974813  0.90974813  0.98218272  0.98670352  0.\n",
        "  0.98218272  0.90974813  0.90974813  0.93917967  0.90974813  0.98670352\n",
        "  0.98218272  0.98218272  0.          0.93917967  0.90974813  0.90974813\n",
        "  0.98670352  0.90974813  0.90974813  0.90974813  0.98218272  0.90974813\n",
        "  0.          0.97695676  0.93917967  0.98218272  0.93917967  0.90974813\n",
        "  0.96631507  0.9177342   0.98218272  0.90974813  0.98218272  0.\n",
        "  0.98218272  0.98670352  0.90974813  0.9177342   0.92071968  0.98218272\n",
        "  0.93917967  0.98218272  0.98218272  0.90974813  0.90974813  0.\n",
        "  0.94783256  0.93917967  0.90974813  0.93917967  0.97695676  0.90974813\n",
        "  0.90974813  0.98218272  0.90974813  0.98218272  0.90974813  0.98218272\n",
        "  0.          0.90974813  0.90974813  0.90974813  0.90974813  0.90974813\n",
        "  0.98218272  0.90974813  0.98218272  0.91449157  0.90974813  0.90974813\n",
        "  0.90974813  0.93917967  0.          0.98218272  0.9177342   0.98218272\n",
        "  0.98218272  0.90974813  0.98218272  0.90974813  0.90974813  0.90974813\n",
        "  0.93917967  0.90974813  0.98218272  0.98218272  0.90974813  0.\n",
        "  0.93917967  0.93917967  0.90974813  0.93917967  0.90974813  0.90974813\n",
        "  0.98218272  0.98218272  0.98218272  0.93917967  0.90974813  0.98218272\n",
        "  0.90974813  0.92071968  0.96631507  0.        ]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "ReSt2_Drug vs. Nbac2_Placebo: t_stat = [             nan  -6.05953160e-01              nan  -9.15692120e-01\n",
        "   1.12177518e+00              nan  -2.86284806e+00  -1.12083640e+00\n",
        "  -5.27881030e-01              nan  -2.08440788e+00  -1.13478616e+00\n",
        "   4.02432881e-01  -1.30207156e+00              nan   5.99633192e-01\n",
        "   7.79782213e-01  -9.64156223e-01  -4.25980339e+00  -2.95345197e+00\n",
        "              nan  -6.48437093e-01  -2.58716425e-01  -1.71313467e+00\n",
        "  -6.20530179e+00  -1.50490154e+00  -3.56818147e+00              nan\n",
        "  -2.88729116e+00  -2.50614944e+00  -4.23349809e+00  -4.82440843e+00\n",
        "  -2.48201261e+00  -1.49804567e+00  -6.57563767e+00              nan\n",
        "   4.10376095e-01   1.55421141e+00   1.34327980e+00   1.03662041e-01\n",
        "  -2.25802924e+00   4.66375289e+00   3.47742991e+00   2.58227726e+00\n",
        "              nan   1.00869579e+00   1.74083416e+00   2.01015793e+00\n",
        "   2.22446580e+00   1.19615024e+00   1.43059991e+00   2.32375712e+00\n",
        "   1.79519484e+00  -3.28560841e-03              nan  -1.25424629e+00\n",
        "  -1.88483862e+00   1.02009832e-01  -5.84682142e-01   5.38091662e-01\n",
        "  -1.75470787e+00  -1.02521912e+00  -1.99018635e+00  -1.57999860e+00\n",
        "   2.56742023e+00              nan   1.59751418e+00   2.16068001e+00\n",
        "   1.67723542e+00   1.27922837e+00  -1.35391749e-02   7.34024186e-01\n",
        "   3.12527789e+00  -5.70158135e-02  -2.86561817e-01   2.37340187e+00\n",
        "   2.44240642e+00              nan   1.52522763e+00   1.48142832e+00\n",
        "   5.43196868e+00   2.63435168e+00   2.12299805e+00   1.11730552e+00\n",
        "   1.73213615e+00   9.37237263e-01   7.88593318e-01   4.08015673e-01\n",
        "   1.70977178e+00  -4.66819931e-01              nan   9.58130917e-01\n",
        "   1.62236735e+00   3.22654659e+00   1.77607002e+00   7.92096278e-01\n",
        "  -2.01546131e-01   2.48539436e+00   9.34633975e-01  -1.70108745e+00\n",
        "   2.35877777e+00   3.60579381e+00   8.62029081e-01  -7.48641656e-01\n",
        "              nan   2.46761026e+00   3.67635959e+00   9.61163604e-01\n",
        "   7.35226218e-01   1.25289388e+00   1.73697884e+00   2.93916897e+00\n",
        "   2.15974059e+00   2.83386865e-01  -7.59635141e-01   1.48039478e+00\n",
        "   6.66032536e-02  -6.09353293e-01   1.20663128e-01              nan\n",
        "  -2.02337564e+00  -2.00520302e+00   1.16570068e+00  -4.50747869e-02\n",
        "  -6.30344792e-02  -5.78963572e-01  -7.63424987e-02  -4.33090734e-01\n",
        "   2.06099452e-01  -4.09085259e-02  -2.09516651e-01  -7.74140822e-01\n",
        "  -5.04810083e-01   6.95965646e-01  -1.49492973e+00              nan], q-val = [  0.00000000e+00   7.12540367e-01   0.00000000e+00   5.55122883e-01\n",
        "   4.57520681e-01   0.00000000e+00   4.74483464e-02   4.57520681e-01\n",
        "   7.42976570e-01   0.00000000e+00   1.54306616e-01   4.57520681e-01\n",
        "   8.03374160e-01   3.88122366e-01   0.00000000e+00   7.12540367e-01\n",
        "   6.33593385e-01   5.42998548e-01   2.32107355e-03   4.40409379e-02\n",
        "   0.00000000e+00   6.94002990e-01   9.02507160e-01   2.42220092e-01\n",
        "   1.61162055e-05   2.98580034e-01   1.16586856e-02   0.00000000e+00\n",
        "   4.73039962e-02   9.04772560e-02   2.32107355e-03   6.52865112e-04\n",
        "   9.04772560e-02   2.98580034e-01   9.88659639e-06   0.00000000e+00\n",
        "   8.03374160e-01   2.90292349e-01   3.67763042e-01   9.83977154e-01\n",
        "   1.22547353e-01   8.63106244e-04   1.37333250e-02   8.51669259e-02\n",
        "   0.00000000e+00   5.24939402e-01   2.42220092e-01   1.68378162e-01\n",
        "   1.27899028e-01   4.34290355e-01   3.21017829e-01   1.09034792e-01\n",
        "   2.41125093e-01   9.97395218e-01   0.00000000e+00   4.01916247e-01\n",
        "   2.05905054e-01   9.83977154e-01   7.14875205e-01   7.41964473e-01\n",
        "   2.42220092e-01   5.19295066e-01   1.69304180e-01   2.81964544e-01\n",
        "   8.51669259e-02   0.00000000e+00   2.78171930e-01   1.38753392e-01\n",
        "   2.48558931e-01   3.96905839e-01   9.97395218e-01   6.37260331e-01\n",
        "   3.09022259e-02   9.83977154e-01   8.89576255e-01   1.04179497e-01\n",
        "   9.22748152e-02   0.00000000e+00   2.98580034e-01   2.98580034e-01\n",
        "   1.27217066e-04   8.01834541e-02   1.46017823e-01   4.57520681e-01\n",
        "   2.42220092e-01   5.47274081e-01   6.33593385e-01   8.03374160e-01\n",
        "   2.42220092e-01   7.79668098e-01   0.00000000e+00   5.42998548e-01\n",
        "   2.70677213e-01   2.53892505e-02   2.42220092e-01   6.33593385e-01\n",
        "   9.26222897e-01   9.04772560e-02   5.47274081e-01   2.42220092e-01\n",
        "   1.04179497e-01   1.16261867e-02   5.90911756e-01   6.37260331e-01\n",
        "   0.00000000e+00   9.04772560e-02   1.06649052e-02   5.42998548e-01\n",
        "   6.37260331e-01   4.01916247e-01   2.42220092e-01   4.40409379e-02\n",
        "   1.38753392e-01   8.89576255e-01   6.37260331e-01   2.98580034e-01\n",
        "   9.83977154e-01   7.12540367e-01   9.83977154e-01   0.00000000e+00\n",
        "   1.68378162e-01   1.68378162e-01   4.49221557e-01   9.83977154e-01\n",
        "   9.83977154e-01   7.14875205e-01   9.83977154e-01   8.00801722e-01\n",
        "   9.26222897e-01   9.83977154e-01   9.26222897e-01   6.33593385e-01\n",
        "   7.54938273e-01   6.61452555e-01   2.98580034e-01   0.00000000e+00]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "ReSt2_Drug vs. Nbac3_Placebo: t_stat = [             nan  -5.61733589e-01              nan  -2.63763360e-01\n",
        "   1.72068403e+00              nan  -2.85902480e+00  -1.32434520e+00\n",
        "  -1.68826278e-01              nan  -2.49513484e+00  -1.00184747e+00\n",
        "   1.60888437e+00  -2.27205331e+00              nan  -3.83444603e-01\n",
        "  -1.05739248e-01  -1.42970310e+00  -4.98470220e+00  -2.87930708e+00\n",
        "              nan  -1.14333205e+00  -2.81577734e-01  -1.32751784e+00\n",
        "  -5.76694382e+00  -2.66006113e+00  -2.68191310e+00              nan\n",
        "  -2.65283031e+00  -2.92827530e+00  -4.42054208e+00  -5.94468029e+00\n",
        "  -4.02074197e+00  -2.57092930e+00  -6.13575329e+00              nan\n",
        "  -1.26186229e+00   1.79649329e-01   2.01612457e-01  -1.83390843e-01\n",
        "  -2.73557761e+00   2.15927645e+00   5.30237956e-01   1.71405173e+00\n",
        "              nan   3.36051287e-03   1.37944731e+00   4.48794373e-01\n",
        "   1.93948918e+00   2.14236914e+00   8.24271948e-01   2.66403037e+00\n",
        "   8.82585848e-01   1.73630947e-02              nan  -8.29199101e-01\n",
        "  -2.11135824e+00   8.10813831e-01  -9.54005386e-02   1.20481312e-01\n",
        "  -1.69425569e+00  -2.63353953e-01  -1.66367270e+00  -1.60216682e+00\n",
        "   1.56826855e+00              nan   8.86369741e-01   1.37105051e+00\n",
        "   1.24926907e+00   8.84128016e-01  -2.67324601e-01   7.20388301e-01\n",
        "   2.70711569e+00   5.63623582e-01  -4.17671831e-01   1.65257598e+00\n",
        "   1.50884632e+00              nan   3.06126635e+00   2.43103186e+00\n",
        "   3.49218885e+00   2.52170731e+00   2.18932728e+00   8.57415405e-01\n",
        "   3.14921916e+00   1.72518236e+00   8.75259269e-01   1.38435126e+00\n",
        "   1.68335713e+00   5.27573243e-01              nan   5.09748599e-01\n",
        "   1.22841208e+00   8.68738240e-01   2.01438361e-01   3.64398374e-01\n",
        "  -1.26777706e-01   2.89621622e+00   9.15872547e-01  -1.54454080e+00\n",
        "   2.16740494e+00   2.61760470e+00   1.33077461e+00  -1.08238128e+00\n",
        "              nan   1.43902297e+00   3.56555983e+00  -1.12466142e+00\n",
        "   4.03828929e-02   1.83241915e+00   1.71335988e+00   2.88310268e+00\n",
        "   1.15163526e+00   9.45759176e-01  -6.39752613e-01   7.80232537e-01\n",
        "   1.15658423e-01  -1.07124470e+00  -4.34306140e-01              nan\n",
        "  -1.28244491e+00  -9.21815163e-01   5.65813465e-01   3.95543454e-01\n",
        "   1.72876437e-02  -2.70897586e-01   6.63905698e-01   7.18136089e-01\n",
        "  -9.46690196e-01  -5.64354190e-01  -4.83295263e-01  -7.50023078e-01\n",
        "   3.51167694e-02   1.12957987e-02  -1.45583616e+00              nan], q-val = [  0.00000000e+00   7.78667463e-01   0.00000000e+00   9.15766425e-01\n",
        "   2.98693250e-01   0.00000000e+00   5.43117039e-02   4.13780376e-01\n",
        "   9.54281690e-01   0.00000000e+00   8.12744158e-02   5.86532786e-01\n",
        "   3.19605101e-01   1.27452465e-01   0.00000000e+00   8.61394891e-01\n",
        "   9.73095127e-01   3.85835274e-01   3.94304083e-04   5.43117039e-02\n",
        "   0.00000000e+00   5.02975404e-01   9.15766425e-01   4.13780376e-01\n",
        "   4.36548402e-05   6.56304671e-02   6.56304671e-02   0.00000000e+00\n",
        "   6.56304671e-02   5.43117039e-02   1.83328204e-03   3.70886117e-05\n",
        "   5.14751608e-03   7.34218799e-02   3.70886117e-05   0.00000000e+00\n",
        "   4.43778866e-01   9.53731152e-01   9.52531485e-01   9.53731152e-01\n",
        "   6.56304671e-02   1.48157360e-01   7.92243125e-01   2.98693250e-01\n",
        "   0.00000000e+00   9.97335835e-01   4.03466699e-01   8.37528357e-01\n",
        "   2.17090232e-01   1.48891794e-01   6.38150594e-01   6.56304671e-02\n",
        "   6.24488370e-01   9.97335835e-01   0.00000000e+00   6.38150594e-01\n",
        "   1.54508723e-01   6.41609862e-01   9.73142319e-01   9.73095127e-01\n",
        "   3.00886717e-01   9.15766425e-01   3.04133437e-01   3.19605101e-01\n",
        "   3.33059825e-01   0.00000000e+00   6.24488370e-01   4.03466699e-01\n",
        "   4.45449748e-01   6.24488370e-01   9.15766425e-01   6.89571527e-01\n",
        "   6.56304671e-02   7.78667463e-01   8.48097124e-01   3.04133437e-01\n",
        "   3.55908544e-01   0.00000000e+00   4.77459000e-02   9.11714844e-02\n",
        "   1.81075279e-02   7.93710269e-02   1.48157360e-01   6.25979700e-01\n",
        "   4.18267788e-02   2.98693250e-01   6.24488370e-01   4.03466699e-01\n",
        "   3.00886717e-01   7.92243125e-01   0.00000000e+00   7.99696013e-01\n",
        "   4.53307932e-01   6.24488370e-01   9.52531485e-01   8.69732067e-01\n",
        "   9.73095127e-01   5.43117039e-02   6.24488370e-01   3.40523502e-01\n",
        "   1.48157360e-01   6.83953592e-02   4.13780376e-01   5.35744244e-01\n",
        "   0.00000000e+00   3.85835274e-01   1.67810138e-02   5.09727626e-01\n",
        "   9.97335835e-01   2.63056092e-01   2.98693250e-01   5.43117039e-02\n",
        "   5.02975404e-01   6.17813854e-01   7.42692707e-01   6.59945917e-01\n",
        "   9.73095127e-01   5.36573901e-01   8.41843716e-01   0.00000000e+00\n",
        "   4.36330605e-01   6.24488370e-01   7.78667463e-01   8.59295658e-01\n",
        "   9.97335835e-01   9.15766425e-01   7.29509617e-01   6.89571527e-01\n",
        "   6.17813854e-01   7.78667463e-01   8.14952802e-01   6.78136033e-01\n",
        "   9.97335835e-01   9.97335835e-01   3.83603418e-01   0.00000000e+00]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "ReSt2_Drug vs. ReSt2_Placebo: t_stat = [             nan  -4.11193951e-01              nan   3.35303494e-01\n",
        "   4.45641824e-01              nan   7.79598750e-01   7.72653481e-02\n",
        "  -8.32795676e-01              nan  -1.82892558e-02  -1.43456726e+00\n",
        "   4.30477271e-01   4.56246790e-01              nan  -1.83675118e-01\n",
        "   1.52452750e+00   2.18782765e+00   8.43623380e-01  -1.95678213e-01\n",
        "              nan  -1.15084701e+00   4.74878925e-01   1.69624049e+00\n",
        "   1.52084228e+00  -7.46108956e-01   8.82458020e-01              nan\n",
        "  -1.12864958e+00   1.76540868e-02   5.23966640e-02  -1.25411130e-03\n",
        "  -3.63652510e-01  -9.42202792e-01   3.10069226e-03              nan\n",
        "  -2.07011801e+00  -2.28958382e-01   5.00773025e-01   7.97298791e-01\n",
        "  -3.33244508e-01  -1.13697118e+00  -2.24806672e+00  -6.36340528e-01\n",
        "              nan   1.92630464e+00   1.45290732e+00   7.88080119e-01\n",
        "   6.77820090e-01   8.22075244e-01   6.20790177e-01   1.34641654e+00\n",
        "   9.40011229e-01   1.38487261e+00              nan   1.32308812e+00\n",
        "  -1.81273381e-01  -8.70074724e-01  -9.25230210e-01  -6.01998235e-01\n",
        "   6.31294662e-01   8.81540099e-01   1.46266949e+00   6.11159017e-01\n",
        "  -5.17214765e-01              nan   2.12228979e+00  -2.84397204e-01\n",
        "   5.61043998e-01   5.88208612e-01  -8.82538117e-01   7.22615392e-01\n",
        "   1.82829721e+00   1.14183486e+00   7.63344212e-01   5.62606873e-01\n",
        "   1.18559485e+00              nan   1.48354702e+00  -1.51123586e+00\n",
        "   7.22723828e-01   9.03936292e-01   7.17492072e-01   9.04068712e-01\n",
        "   6.87000288e-01   1.52058912e+00   1.14338923e+00   6.56787113e-01\n",
        "   1.40952888e+00  -2.29855247e-01              nan   2.79160772e-01\n",
        "  -1.28694521e+00   8.31318069e-01   1.50013066e+00  -5.70372927e-01\n",
        "   1.55749888e+00   7.59093437e-01   2.10620234e+00  -6.56104448e-01\n",
        "   1.14360608e-01   1.55955093e+00  -1.44844375e+00  -9.99090602e-01\n",
        "              nan  -6.37006692e-01  -1.09579064e+00  -1.51316089e+00\n",
        "   6.81556640e-01  -2.05907096e-01   9.51292831e-01   3.40715336e-01\n",
        "   9.37177130e-01   5.77839213e-02   9.78410282e-02   1.77682593e+00\n",
        "  -4.19488423e-01  -7.29533600e-01  -9.56931873e-01              nan\n",
        "  -3.80596833e-01  -9.75932159e-01  -7.48963436e-01  -1.14111015e-01\n",
        "   3.62854764e-01  -5.89168690e-01  -4.69178752e-01   3.13430462e-01\n",
        "  -1.48340311e-01  -1.11233105e+00   1.51620102e+00   8.66045181e-01\n",
        "   5.84174268e-01   2.71648529e-01  -7.43137059e-02              nan], q-val = [ 0.          0.8911059   0.          0.9070221   0.88762265  0.\n",
        "  0.83562957  0.99067436  0.83562957  0.          0.99900576  0.83155407\n",
        "  0.8911059   0.88737712  0.          0.95232425  0.83155407  0.83155407\n",
        "  0.83562957  0.95232425  0.          0.83562957  0.88490247  0.83155407\n",
        "  0.83155407  0.83562957  0.83562957  0.          0.83562957  0.99900576\n",
        "  0.99153114  0.99900576  0.9070221   0.83562957  0.99900576  0.\n",
        "  0.83155407  0.94626657  0.87437008  0.83562957  0.9070221   0.83562957\n",
        "  0.83155407  0.83562957  0.          0.83155407  0.83155407  0.83562957\n",
        "  0.83562957  0.83562957  0.83562957  0.83562957  0.83562957  0.83502301\n",
        "  0.          0.83562957  0.95232425  0.83562957  0.83562957  0.83562957\n",
        "  0.83562957  0.83562957  0.83155407  0.83562957  0.86846777  0.\n",
        "  0.83155407  0.92626487  0.83562957  0.83562957  0.83562957  0.83562957\n",
        "  0.83155407  0.83562957  0.83562957  0.83562957  0.83562957  0.\n",
        "  0.83155407  0.83155407  0.83562957  0.83562957  0.83562957  0.83562957\n",
        "  0.83562957  0.83155407  0.83562957  0.83562957  0.83301813  0.94626657\n",
        "  0.          0.92626487  0.83562957  0.83562957  0.83155407  0.83562957\n",
        "  0.83155407  0.83562957  0.83155407  0.83562957  0.98349755  0.83155407\n",
        "  0.83155407  0.83562957  0.          0.83562957  0.83562957  0.83155407\n",
        "  0.83562957  0.95232425  0.83562957  0.9070221   0.83562957  0.99153114\n",
        "  0.98845677  0.83155407  0.8911059   0.83562957  0.83562957  0.          0.9070221\n",
        "  0.83562957  0.83562957  0.98349755  0.9070221   0.83562957  0.88490247\n",
        "  0.91590772  0.97193235  0.83562957  0.83155407  0.83562957  0.83562957\n",
        "  0.92626487  0.99067436  0.        ]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "ReSt2_Drug vs. ReSt1_Drug: t_stat = [        nan -0.98441333         nan  0.23937232  1.00627021         nan\n",
        "  0.03835012 -0.62885447  0.53752158         nan  0.36863635 -0.49070806\n",
        "  1.39045494  0.84201223         nan -0.58401348  1.37086175 -1.45435132\n",
        "  0.7070333   0.01387581         nan -0.16557332 -0.25401695  0.3879229\n",
        "  1.06577357 -0.21748054  0.40357832         nan -0.37025081 -0.00967165\n",
        " -2.60290943 -0.09457836  0.87541248  1.09662811 -0.84772284         nan\n",
        "  0.18140856  1.39500894  0.9301724   1.04350849  0.50415346  1.24835168\n",
        " -0.07415651  0.75921943         nan  0.28707224  0.77735186  0.83411483\n",
        "  1.72486379  0.19275663 -0.52170467 -1.84394922 -0.76205337  0.30053637\n",
        "         nan -0.01056149 -0.83000972  0.54033506 -0.70697538  0.6378548\n",
        " -0.06769962 -1.03829029  0.06319468 -0.90687661  0.32270938         nan\n",
        "  0.27087314 -1.4335389   0.68641516  1.728605   -1.5847809   0.20028895\n",
        " -1.75435831  0.11090855  0.07183991 -0.72695894  0.17296769         nan\n",
        "  0.83472461  0.26475336  1.93643227  2.27918917  0.79728634 -0.89665456\n",
        " -1.81955399  0.17127335  0.42591999  0.90398479  1.18377759  0.11114477\n",
        "         nan -0.45785831 -0.57829764  1.72735666  2.44440671 -0.55168678\n",
        " -0.30192263 -2.35543747  0.09467741 -0.14029421 -1.96416694  1.86555743\n",
        " -1.59571995 -1.43087334         nan -1.01549717  1.45778616 -0.63070231\n",
        "  0.66137765  0.81569241 -0.59645106 -3.07243605 -0.8471209   1.13674991\n",
        "  0.13902109  2.16516259  0.29883889 -0.13032234 -0.84466949         nan\n",
        " -0.4302615  -0.34119025  2.00497798  2.52911184  0.33795488 -0.86797226\n",
        " -1.09183325  0.0160965  -0.36065245 -0.87997339  0.82531385 -0.60340226\n",
        "  0.86869733 -1.04380724 -1.15810806         nan], q-val = [ 0.          0.89920743  0.          0.99123576  0.89920743  0.\n",
        "  0.99233257  0.94078332  0.95033831  0.          0.99123576  0.96366578\n",
        "  0.82272078  0.89920743  0.          0.94397974  0.82272078  0.82272078\n",
        "  0.92149492  0.99233257  0.          0.99123576  0.99123576  0.99123576\n",
        "  0.89920743  0.99123576  0.99123576  0.          0.99123576  0.99233257\n",
        "  0.5641881   0.99123576  0.89920743  0.89920743  0.89920743  0.\n",
        "  0.99123576  0.82272078  0.89920743  0.89920743  0.96154283  0.89920743\n",
        "  0.99123576  0.90457194  0.          0.99123576  0.90457194  0.89920743\n",
        "  0.65272953  0.99123576  0.95498909  0.65272953  0.90457194  0.99123576\n",
        "  0.          0.99233257  0.89920743  0.95033831  0.92149492  0.94078332\n",
        "  0.99123576  0.89920743  0.99123576  0.89920743  0.99123576  0.\n",
        "  0.99123576  0.82272078  0.93096074  0.65272953  0.76479444  0.99123576\n",
        "  0.65272953  0.99123576  0.99123576  0.92149492  0.99123576  0.\n",
        "  0.89920743  0.99123576  0.65272953  0.5641881   0.90457194  0.89920743\n",
        "  0.65272953  0.99123576  0.99123576  0.89920743  0.89920743  0.99123576\n",
        "  0.          0.98672671  0.94397974  0.65272953  0.5641881   0.95033831\n",
        "  0.99123576  0.5641881   0.99123576  0.99123576  0.65272953  0.65272953\n",
        "  0.76479444  0.82272078  0.          0.89920743  0.82272078  0.94078332\n",
        "  0.94078332  0.89920743  0.94397974  0.46334089  0.89920743  0.89920743\n",
        "  0.99123576  0.62664884  0.99123576  0.99123576  0.89920743  0.\n",
        "  0.99123576  0.99123576  0.65272953  0.5641881   0.99123576  0.89920743\n",
        "  0.89920743  0.99233257  0.99123576  0.89920743  0.89920743  0.94397974\n",
        "  0.89920743  0.89920743  0.89920743  0.        ]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "ReSt2_Drug vs. Nbac2_Drug: t_stat = [        nan -1.0934691          nan -1.78420422  0.91279224         nan\n",
        " -3.32837057 -1.79832964  0.37007517         nan -2.47414252 -1.32617922\n",
        "  0.62799342 -1.29775204         nan -0.8064079  -1.54390725 -2.01544157\n",
        " -4.37558066 -2.08897584         nan -0.85770996 -2.15965096 -2.64452457\n",
        " -5.79798208 -1.77427244 -4.54096269         nan -3.27832862 -3.71290655\n",
        " -4.13503458 -4.92915332 -3.09036947 -1.33211657 -5.93311217         nan\n",
        " -0.85388963  0.73734304  0.08179382 -0.7217901  -1.75822783  2.7365342\n",
        "  0.88997319  1.31237152         nan -0.26682486  1.43606616  1.2069931\n",
        "  0.35760682  1.50151352  1.68066953  1.40760839  1.58926862  0.03808388\n",
        "         nan -2.06386764 -1.23979287  0.0531698   0.23673958  0.22704893\n",
        " -1.59927142 -0.73124378 -1.48677614 -1.37089223  1.56511747         nan\n",
        "  0.94312659  2.71568057  2.21103866  1.7772668   0.12595486  1.37684542\n",
        "  2.42577996  1.22732218  0.30418641  3.08350579  1.44578788         nan\n",
        "  1.39357228  3.27873299  4.49817914  2.13938216  1.54108831  2.77494795\n",
        "  2.70590041  2.49470635  0.34769293  0.35167125  1.51819158  0.26989575\n",
        "         nan  0.46242388  2.36303055  3.25372312  0.97613812  1.00673723\n",
        "  1.86160246  2.12085648  2.72068286 -1.23257884  2.49648456  2.06182478\n",
        "  1.50422186 -0.09013629         nan  1.70667191  4.8257763  -0.0755561\n",
        " -0.85420723  1.65525459  2.41423706  2.74817488  2.03437117  0.60936169\n",
        " -0.31508762  1.19791954 -0.21081024 -0.30516395  0.01612031         nan\n",
        " -2.63475078 -0.03153179  1.82217262  0.98739847  0.93802114  0.51551079\n",
        " -0.26585348  0.89156483  0.13734586 -1.19161954 -0.32578517 -0.3020819\n",
        "  0.4677409   0.18628621 -1.28107123         nan], q-val = [  0.00000000e+00   4.49433742e-01   0.00000000e+00   2.28614583e-01\n",
        "   5.43644813e-01   0.00000000e+00   2.17452855e-02   2.28614583e-01\n",
        "   8.81763195e-01   0.00000000e+00   8.22137443e-02   3.55375408e-01\n",
        "   7.03738804e-01   3.61783956e-01   0.00000000e+00   5.86066199e-01\n",
        "   2.97443742e-01   1.60379666e-01   1.50354407e-03   1.52767631e-01\n",
        "   0.00000000e+00   5.55880090e-01   1.43258029e-01   6.26898951e-02\n",
        "   5.92952648e-05   2.28614583e-01   1.20242460e-03   0.00000000e+00\n",
        "   2.17452855e-02   8.52404122e-03   2.73740971e-03   6.26320710e-04\n",
        "   2.99825554e-02   3.55375408e-01   5.92952648e-05   0.00000000e+00\n",
        "   5.55880090e-01   6.32361244e-01   9.72577779e-01   6.32972111e-01\n",
        "   2.30813114e-01   5.74342360e-02   5.47861475e-01   3.58302551e-01\n",
        "   0.00000000e+00   8.87946694e-01   3.23301882e-01   3.90181137e-01\n",
        "   8.81763195e-01   3.02735721e-01   2.57414440e-01   3.34335985e-01\n",
        "   2.88179456e-01   9.83199592e-01   0.00000000e+00   1.53109994e-01\n",
        "   3.83761059e-01   9.82428763e-01   9.04482590e-01   9.04482590e-01\n",
        "   2.88179456e-01   6.32361244e-01   3.05504234e-01   3.39517606e-01\n",
        "   2.95610441e-01   0.00000000e+00   5.31010029e-01   5.74342360e-02\n",
        "   1.31857867e-01   2.28614583e-01   9.56192657e-01   3.39517606e-01\n",
        "   8.81163089e-02   3.83761059e-01   8.81763195e-01   2.99825554e-02\n",
        "   3.23225033e-01   0.00000000e+00   3.37058593e-01   2.17452855e-02\n",
        "   1.20242460e-03   1.45201203e-01   2.97443742e-01   5.74342360e-02\n",
        "   5.74342360e-02   8.13587756e-02   8.81763195e-01   8.81763195e-01\n",
        "   3.02735721e-01   8.87946694e-01   0.00000000e+00   8.16438356e-01\n",
        "   9.60302099e-02   2.17452855e-02   5.15403518e-01   5.05684297e-01\n",
        "   2.16024195e-01   1.46712126e-01   5.74342360e-02   3.83761059e-01\n",
        "   8.13587756e-02   1.53109994e-01   3.02735721e-01   9.72577779e-01\n",
        "   0.00000000e+00   2.50004081e-01   6.50069795e-04   9.72577779e-01\n",
        "   5.55880090e-01   2.64748403e-01   8.81163089e-02   5.74342360e-02\n",
        "   1.58122624e-01   7.11937232e-01   8.81763195e-01   3.90181137e-01\n",
        "   9.09963256e-01   8.81763195e-01   9.87220596e-01   0.00000000e+00\n",
        "   6.26898951e-02   9.83199592e-01   2.28311101e-01   5.13559381e-01\n",
        "   5.31010029e-01   7.85943526e-01   8.87946694e-01   5.47861475e-01\n",
        "   9.55140058e-01   3.90181137e-01   8.81763195e-01   8.81763195e-01\n",
        "   8.16438356e-01   9.22363175e-01   3.66589713e-01   0.00000000e+00]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "ReSt2_Drug vs. Nbac3_Drug: t_stat = [        nan -1.19454063         nan -1.64794668 -0.56778505         nan\n",
        " -2.62042503 -2.71730025 -0.12666156         nan -1.11895926 -0.49104\n",
        "  0.64982167 -2.03170694         nan  0.60617517 -0.57788711 -0.44672887\n",
        " -4.68463942 -2.62034805         nan -1.25617243 -1.14224034 -1.76015315\n",
        " -5.41363829 -1.51076691 -2.0494926          nan -2.43218181 -3.42582781\n",
        " -4.24032938 -4.58974791 -2.7110294  -1.52828683 -4.99528404         nan\n",
        " -0.0559937   0.5062313  -0.17304257 -1.0666446  -1.6414459   1.71251684\n",
        "  0.37099986  1.41059471         nan -0.09272176  1.95321363  1.0491887\n",
        "  1.22557903  0.77198809  0.85312392  1.14826668  1.82288369  0.06272315\n",
        "         nan -1.42524002 -1.61014064 -0.49011072 -0.70889193  0.59687979\n",
        " -1.71167076 -1.77881247 -1.55921079 -1.20218042  2.36960981         nan\n",
        "  0.21096156  1.86873754  1.21279592  0.93708313 -1.32596721  1.11439105\n",
        "  2.19397076  0.69053838 -0.73799037  2.38316858  3.20574834         nan\n",
        "  1.47258835  3.32667854  4.71551553  2.03745243  0.6400616   2.19532815\n",
        "  2.57745689  2.37610432  0.9256744   1.42307516  1.48358726  0.05630195\n",
        "         nan  0.92363388  2.40488433  2.9861457   1.55630984 -0.09949765\n",
        "  0.91814491  3.7479449   1.20942309 -1.13649349  2.39424729  3.52451127\n",
        "  1.01933442 -0.74557437         nan  2.99370177  4.69353141  1.49707803\n",
        "  0.7763496  -0.12971153  2.43669995  3.89196351  2.29297955  1.04900144\n",
        " -0.16717132  1.85272996 -0.89116104 -0.29927351 -1.07835445         nan\n",
        " -0.53940364 -0.32007961  1.74457377  1.45122438  0.17607453  0.09992169\n",
        "  0.35315839  1.25778299 -0.34030697 -0.1151153  -0.629754    0.44183625\n",
        " -0.3053314   1.44228329 -1.39436792         nan], q-val = [  0.00000000e+00   4.35420093e-01   0.00000000e+00   2.96580016e-01\n",
        "   7.24339412e-01   0.00000000e+00   7.86567789e-02   7.00343015e-02\n",
        "   9.50358242e-01   0.00000000e+00   4.59603572e-01   7.59759432e-01\n",
        "   7.00607003e-01   1.78313342e-01   0.00000000e+00   7.14666123e-01\n",
        "   7.23398618e-01   7.85403638e-01   8.08698928e-04   7.86567789e-02\n",
        "   0.00000000e+00   4.25953717e-01   4.56844151e-01   2.65303037e-01\n",
        "   4.04606185e-04   3.40184434e-01   1.78313342e-01   0.00000000e+00\n",
        "   1.01559207e-01   1.58937459e-02   2.27332632e-03   9.05434256e-04\n",
        "   7.00343015e-02   3.36280483e-01   7.62716567e-04   0.00000000e+00\n",
        "   9.55632712e-01   7.59759432e-01   9.38485460e-01   4.81015773e-01\n",
        "   2.96580016e-01   2.71143669e-01   8.38406333e-01   3.50086438e-01\n",
        "   0.00000000e+00   9.50358242e-01   2.04691308e-01   4.81015773e-01\n",
        "   4.35420093e-01   6.35392076e-01   5.83609731e-01   4.56844151e-01\n",
        "   2.46466282e-01   9.55632712e-01   0.00000000e+00   3.48567897e-01\n",
        "   3.07820539e-01   7.59759432e-01   6.65666004e-01   7.14886623e-01\n",
        "   2.71143669e-01   2.62314468e-01   3.26076067e-01   4.35420093e-01\n",
        "   1.01559207e-01   0.00000000e+00   9.26684138e-01   2.37201070e-01\n",
        "   4.35420093e-01   5.46279912e-01   3.91656792e-01   4.59603572e-01\n",
        "   1.37047192e-01   6.73561608e-01   6.48750706e-01   1.01559207e-01\n",
        "   2.48139015e-02   0.00000000e+00   3.43585742e-01   1.92410640e-02\n",
        "   8.08698928e-04   1.78313342e-01   7.01166959e-01   1.37047192e-01\n",
        "   8.30892439e-02   1.01559207e-01   5.46279912e-01   3.48567897e-01\n",
        "   3.43425328e-01   9.55632712e-01   0.00000000e+00   5.46279912e-01\n",
        "   1.01559207e-01   3.88980530e-02   3.26076067e-01   9.50358242e-01\n",
        "   5.46279912e-01   7.69543713e-03   4.35420093e-01   4.56844151e-01\n",
        "   1.01559207e-01   1.32111177e-02   4.96304491e-01   6.48750706e-01\n",
        "   0.00000000e+00   3.88980530e-02   8.08698928e-04   3.41815497e-01\n",
        "   6.35392076e-01   9.50358242e-01   1.01559207e-01   5.66600299e-03\n",
        "   1.17108914e-01   4.81015773e-01   9.38485460e-01   2.38331615e-01\n",
        "   5.60456198e-01   8.59424831e-01   4.79167165e-01   0.00000000e+00\n",
        "   7.40843514e-01   8.57847500e-01   2.66808459e-01   3.48567897e-01\n",
        "   9.38485460e-01   9.50358242e-01   8.45675548e-01   4.25953717e-01\n",
        "   8.48598024e-01   9.50358242e-01   7.02234573e-01   7.85403638e-01\n",
        "   8.59424831e-01   3.48567897e-01   3.53999153e-01   0.00000000e+00]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "t_test"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>baseline</th>\n",
        "      <th>mean signif baseline</th>\n",
        "      <th>follow up</th>\n",
        "      <th>mean signif follow up</th>\n",
        "      <th>comparison</th>\n",
        "      <th>tstat</th>\n",
        "      <th>pval</th>\n",
        "      <th>mean signif comparison</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td> Nbac2_Placebo</td>\n",
        "      <td> [1.0, 0.358014596444, 1.0, 0.193642782233, 0.2...</td>\n",
        "      <td> ReSt1_Placebo</td>\n",
        "      <td> [1.0, 0.341529802536, 1.0, 0.183964417435, 0.2...</td>\n",
        "      <td> Nbac2_Placebo vs. ReSt1_Placebo</td>\n",
        "      <td> [nan, 0.724913476708, nan, 0.375000707912, -1....</td>\n",
        "      <td> [0.0, 0.710623733874, 0.0, 0.860232250761, 0.2...</td>\n",
        "      <td> [5.55111512313e-18, -0, 1.66533453694e-17, -0,...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td> Nbac3_Placebo</td>\n",
        "      <td> [1.0, 0.359766132888, 1.0, 0.171816131772, 0.1...</td>\n",
        "      <td> ReSt1_Placebo</td>\n",
        "      <td> [1.0, 0.341529802536, 1.0, 0.183964417435, 0.2...</td>\n",
        "      <td> Nbac3_Placebo vs. ReSt1_Placebo</td>\n",
        "      <td> [nan, 0.607948922446, nan, -0.402295316394, -2...</td>\n",
        "      <td> [0.0, 0.754131874095, 0.0, 0.819499380847, 0.1...</td>\n",
        "      <td> [0.0, -0, 0.0, 0.0, 0.0, -1.66533453694e-17, -...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td> Nbac3_Placebo</td>\n",
        "      <td> [1.0, 0.359766132888, 1.0, 0.171816131772, 0.1...</td>\n",
        "      <td> Nbac2_Placebo</td>\n",
        "      <td> [1.0, 0.358014596444, 1.0, 0.193642782233, 0.2...</td>\n",
        "      <td> Nbac3_Placebo vs. Nbac2_Placebo</td>\n",
        "      <td> [nan, 0.0569639993448, nan, -0.856514246645, -...</td>\n",
        "      <td> [0.0, 0.980476584895, 0.0, 0.964402719625, 0.9...</td>\n",
        "      <td> [-5.55111512313e-18, -0, -1.66533453694e-17, 0...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td> ReSt2_Placebo</td>\n",
        "      <td> [1.0, 0.352876909682, 1.0, 0.150851026527, 0.2...</td>\n",
        "      <td> ReSt1_Placebo</td>\n",
        "      <td> [1.0, 0.341529802536, 1.0, 0.183964417435, 0.2...</td>\n",
        "      <td> ReSt2_Placebo vs. ReSt1_Placebo</td>\n",
        "      <td> [nan, 0.467251483847, nan, -1.00924142784, -0....</td>\n",
        "      <td> [0.0, 0.968798470272, 0.0, 0.879853470469, 0.8...</td>\n",
        "      <td> [-1.11022302463e-17, -0, 5.55111512313e-18, 0....</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td> ReSt2_Placebo</td>\n",
        "      <td> [1.0, 0.352876909682, 1.0, 0.150851026527, 0.2...</td>\n",
        "      <td> Nbac2_Placebo</td>\n",
        "      <td> [1.0, 0.358014596444, 1.0, 0.193642782233, 0.2...</td>\n",
        "      <td> ReSt2_Placebo vs. Nbac2_Placebo</td>\n",
        "      <td> [nan, -0.22328887999, nan, -1.21715743353, 0.7...</td>\n",
        "      <td> [0.0, 0.894974640593, 0.0, 0.446822757414, 0.6...</td>\n",
        "      <td> [-1.66533453694e-17, 0.0, -1.11022302463e-17, ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td> ReSt2_Placebo</td>\n",
        "      <td> [1.0, 0.352876909682, 1.0, 0.150851026527, 0.2...</td>\n",
        "      <td> Nbac3_Placebo</td>\n",
        "      <td> [1.0, 0.359766132888, 1.0, 0.171816131772, 0.1...</td>\n",
        "      <td> ReSt2_Placebo vs. Nbac3_Placebo</td>\n",
        "      <td> [nan, -0.235058524655, nan, -0.508582093855, 1...</td>\n",
        "      <td> [0.0, 0.888915473447, 0.0, 0.815754596818, 0.5...</td>\n",
        "      <td> [-1.11022302463e-17, 0.0, 5.55111512313e-18, 0...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td>    ReSt1_Drug</td>\n",
        "      <td> [1.0, 0.366712888828, 1.0, 0.155728577947, 0.2...</td>\n",
        "      <td> ReSt1_Placebo</td>\n",
        "      <td> [1.0, 0.341529802536, 1.0, 0.183964417435, 0.2...</td>\n",
        "      <td>    ReSt1_Drug vs. ReSt1_Placebo</td>\n",
        "      <td> [nan, 0.986839047401, nan, -0.859288602875, -1...</td>\n",
        "      <td> [0.0, 0.945154753999, 0.0, 0.945154753999, 0.9...</td>\n",
        "      <td> [0.0, -0, -5.55111512313e-18, 0.0, 0.0, 5.5511...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td>    ReSt1_Drug</td>\n",
        "      <td> [1.0, 0.366712888828, 1.0, 0.155728577947, 0.2...</td>\n",
        "      <td> Nbac2_Placebo</td>\n",
        "      <td> [1.0, 0.358014596444, 1.0, 0.193642782233, 0.2...</td>\n",
        "      <td>    ReSt1_Drug vs. Nbac2_Placebo</td>\n",
        "      <td> [nan, 0.323660534196, nan, -1.09187313608, 0.3...</td>\n",
        "      <td> [0.0, 0.849947747956, 0.0, 0.527978129862, 0.8...</td>\n",
        "      <td> [-5.55111512313e-18, -0, -2.22044604925e-17, 0...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td>    ReSt1_Drug</td>\n",
        "      <td> [1.0, 0.366712888828, 1.0, 0.155728577947, 0.2...</td>\n",
        "      <td> Nbac3_Placebo</td>\n",
        "      <td> [1.0, 0.359766132888, 1.0, 0.171816131772, 0.1...</td>\n",
        "      <td>    ReSt1_Drug vs. Nbac3_Placebo</td>\n",
        "      <td> [nan, 0.256322168765, nan, -0.45320653822, 0.6...</td>\n",
        "      <td> [0.0, 0.856124334293, 0.0, 0.802724627514, 0.7...</td>\n",
        "      <td> [0.0, -0, -5.55111512313e-18, 0.0, -0, 2.22044...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td>    ReSt1_Drug</td>\n",
        "      <td> [1.0, 0.366712888828, 1.0, 0.155728577947, 0.2...</td>\n",
        "      <td> ReSt2_Placebo</td>\n",
        "      <td> [1.0, 0.352876909682, 1.0, 0.150851026527, 0.2...</td>\n",
        "      <td>    ReSt1_Drug vs. ReSt2_Placebo</td>\n",
        "      <td> [nan, 0.554376370689, nan, 0.146224337262, -0....</td>\n",
        "      <td> [0.0, 0.853813409333, 0.0, 0.998315202224, 0.9...</td>\n",
        "      <td> [1.11022302463e-17, -0, -1.11022302463e-17, -0...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>    Nbac2_Drug</td>\n",
        "      <td> [1.0, 0.373400505022, 1.0, 0.223974271828, 0.2...</td>\n",
        "      <td> ReSt1_Placebo</td>\n",
        "      <td> [1.0, 0.341529802536, 1.0, 0.183964417435, 0.2...</td>\n",
        "      <td>    Nbac2_Drug vs. ReSt1_Placebo</td>\n",
        "      <td> [nan, 1.22619235798, nan, 1.34861894669, -1.14...</td>\n",
        "      <td> [0.0, 0.45495735337, 0.0, 0.396941007259, 0.49...</td>\n",
        "      <td> [-1.66533453694e-17, -0, 1.11022302463e-17, -0...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>    Nbac2_Drug</td>\n",
        "      <td> [1.0, 0.373400505022, 1.0, 0.223974271828, 0.2...</td>\n",
        "      <td> Nbac2_Placebo</td>\n",
        "      <td> [1.0, 0.358014596444, 1.0, 0.193642782233, 0.2...</td>\n",
        "      <td>    Nbac2_Drug vs. Nbac2_Placebo</td>\n",
        "      <td> [nan, 0.483081987742, nan, 1.2355676885, 0.355...</td>\n",
        "      <td> [0.0, 0.973856935286, 0.0, 0.967560027394, 0.9...</td>\n",
        "      <td> [-2.22044604925e-17, -0, -5.55111512313e-18, -...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>    Nbac2_Drug</td>\n",
        "      <td> [1.0, 0.373400505022, 1.0, 0.223974271828, 0.2...</td>\n",
        "      <td> Nbac3_Placebo</td>\n",
        "      <td> [1.0, 0.359766132888, 1.0, 0.171816131772, 0.1...</td>\n",
        "      <td>    Nbac2_Drug vs. Nbac3_Placebo</td>\n",
        "      <td> [nan, 0.3718021332, nan, 1.61276516859, 0.7942...</td>\n",
        "      <td> [0.0, 0.941489680464, 0.0, 0.941489680464, 0.9...</td>\n",
        "      <td> [-1.66533453694e-17, -0, 1.11022302463e-17, -0...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>    Nbac2_Drug</td>\n",
        "      <td> [1.0, 0.373400505022, 1.0, 0.223974271828, 0.2...</td>\n",
        "      <td> ReSt2_Placebo</td>\n",
        "      <td> [1.0, 0.352876909682, 1.0, 0.150851026527, 0.2...</td>\n",
        "      <td>    Nbac2_Drug vs. ReSt2_Placebo</td>\n",
        "      <td> [nan, 0.767461690927, nan, 2.14135499623, -0.3...</td>\n",
        "      <td> [0.0, 0.662857394953, 0.0, 0.144565006549, 0.8...</td>\n",
        "      <td> [-5.55111512313e-18, -0, 5.55111512313e-18, -0...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>    Nbac2_Drug</td>\n",
        "      <td> [1.0, 0.373400505022, 1.0, 0.223974271828, 0.2...</td>\n",
        "      <td>    ReSt1_Drug</td>\n",
        "      <td> [1.0, 0.366712888828, 1.0, 0.155728577947, 0.2...</td>\n",
        "      <td>       Nbac2_Drug vs. ReSt1_Drug</td>\n",
        "      <td> [nan, 0.120864050207, nan, 2.04949410472, 0.06...</td>\n",
        "      <td> [0.0, 0.934604489118, 0.0, 0.141546279034, 0.9...</td>\n",
        "      <td> [-1.66533453694e-17, -0, 1.66533453694e-17, -0...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>    Nbac3_Drug</td>\n",
        "      <td> [1.0, 0.372330129275, 1.0, 0.209240676292, 0.2...</td>\n",
        "      <td> ReSt1_Placebo</td>\n",
        "      <td> [1.0, 0.341529802536, 1.0, 0.183964417435, 0.2...</td>\n",
        "      <td>    Nbac3_Drug vs. ReSt1_Placebo</td>\n",
        "      <td> [nan, 1.25822483079, nan, 1.03395603825, 0.120...</td>\n",
        "      <td> [0.0, 0.470817515739, 0.0, 0.567740125323, 0.9...</td>\n",
        "      <td> [-1.11022302463e-17, -0, -5.55111512313e-18, -...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>    Nbac3_Drug</td>\n",
        "      <td> [1.0, 0.372330129275, 1.0, 0.209240676292, 0.2...</td>\n",
        "      <td> Nbac2_Placebo</td>\n",
        "      <td> [1.0, 0.358014596444, 1.0, 0.193642782233, 0.2...</td>\n",
        "      <td>    Nbac3_Drug vs. Nbac2_Placebo</td>\n",
        "      <td> [nan, 0.526453354635, nan, 0.6623723608, 1.813...</td>\n",
        "      <td> [0.0, 0.975494153286, 0.0, 0.975494153286, 0.8...</td>\n",
        "      <td> [-1.66533453694e-17, -0, -2.22044604925e-17, -...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>    Nbac3_Drug</td>\n",
        "      <td> [1.0, 0.372330129275, 1.0, 0.209240676292, 0.2...</td>\n",
        "      <td> Nbac3_Placebo</td>\n",
        "      <td> [1.0, 0.359766132888, 1.0, 0.171816131772, 0.1...</td>\n",
        "      <td>    Nbac3_Drug vs. Nbac3_Placebo</td>\n",
        "      <td> [nan, 0.402906915161, nan, 1.56125526382, 2.49...</td>\n",
        "      <td> [0.0, 0.924014664919, 0.0, 0.924014664919, 0.9...</td>\n",
        "      <td> [-1.11022302463e-17, -0, -5.55111512313e-18, -...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>    Nbac3_Drug</td>\n",
        "      <td> [1.0, 0.372330129275, 1.0, 0.209240676292, 0.2...</td>\n",
        "      <td> ReSt2_Placebo</td>\n",
        "      <td> [1.0, 0.352876909682, 1.0, 0.150851026527, 0.2...</td>\n",
        "      <td>    Nbac3_Drug vs. ReSt2_Placebo</td>\n",
        "      <td> [nan, 0.711983354304, nan, 2.00579139189, 0.88...</td>\n",
        "      <td> [0.0, 0.779534226431, 0.0, 0.172836976526, 0.6...</td>\n",
        "      <td> [0.0, -0, -1.11022302463e-17, -0, -0, 3.885780...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>    Nbac3_Drug</td>\n",
        "      <td> [1.0, 0.372330129275, 1.0, 0.209240676292, 0.2...</td>\n",
        "      <td>    ReSt1_Drug</td>\n",
        "      <td> [1.0, 0.366712888828, 1.0, 0.155728577947, 0.2...</td>\n",
        "      <td>       Nbac3_Drug vs. ReSt1_Drug</td>\n",
        "      <td> [nan, 0.147013953829, nan, 1.81978472463, 1.35...</td>\n",
        "      <td> [0.0, 0.996170855886, 0.0, 0.228556412249, 0.4...</td>\n",
        "      <td> [-1.11022302463e-17, -0, 0.0, -0, -0, 1.665334...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>    Nbac3_Drug</td>\n",
        "      <td> [1.0, 0.372330129275, 1.0, 0.209240676292, 0.2...</td>\n",
        "      <td>    Nbac2_Drug</td>\n",
        "      <td> [1.0, 0.373400505022, 1.0, 0.223974271828, 0.2...</td>\n",
        "      <td>       Nbac3_Drug vs. Nbac2_Drug</td>\n",
        "      <td> [nan, 0.0082105752436, nan, -0.51877860338, 1....</td>\n",
        "      <td> [0.0, 0.993490839084, 0.0, 0.972952508934, 0.9...</td>\n",
        "      <td> [5.55111512313e-18, 0.0, -1.66533453694e-17, 0...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>    ReSt2_Drug</td>\n",
        "      <td> [1.0, 0.340097787252, 1.0, 0.162255079588, 0.2...</td>\n",
        "      <td> ReSt1_Placebo</td>\n",
        "      <td> [1.0, 0.341529802536, 1.0, 0.183964417435, 0.2...</td>\n",
        "      <td>    ReSt2_Drug vs. ReSt1_Placebo</td>\n",
        "      <td> [nan, 0.0215537745538, nan, -0.614796344093, -...</td>\n",
        "      <td> [0.0, 0.986703522806, 0.0, 0.939179669208, 0.9...</td>\n",
        "      <td> [0.0, 0.0, -1.11022302463e-17, 0.0, 0.0, -1.11...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>    ReSt2_Drug</td>\n",
        "      <td> [1.0, 0.340097787252, 1.0, 0.162255079588, 0.2...</td>\n",
        "      <td> Nbac2_Placebo</td>\n",
        "      <td> [1.0, 0.358014596444, 1.0, 0.193642782233, 0.2...</td>\n",
        "      <td>    ReSt2_Drug vs. Nbac2_Placebo</td>\n",
        "      <td> [nan, -0.60595316043, nan, -0.915692120047, 1....</td>\n",
        "      <td> [0.0, 0.712540366647, 0.0, 0.555122883454, 0.4...</td>\n",
        "      <td> [-5.55111512313e-18, 0.0, -2.77555756156e-17, ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>    ReSt2_Drug</td>\n",
        "      <td> [1.0, 0.340097787252, 1.0, 0.162255079588, 0.2...</td>\n",
        "      <td> Nbac3_Placebo</td>\n",
        "      <td> [1.0, 0.359766132888, 1.0, 0.171816131772, 0.1...</td>\n",
        "      <td>    ReSt2_Drug vs. Nbac3_Placebo</td>\n",
        "      <td> [nan, -0.561733589486, nan, -0.263763359551, 1...</td>\n",
        "      <td> [0.0, 0.778667463208, 0.0, 0.915766424959, 0.2...</td>\n",
        "      <td> [0.0, 0.0, -1.11022302463e-17, 0.0, -0, 5.5511...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>    ReSt2_Drug</td>\n",
        "      <td> [1.0, 0.340097787252, 1.0, 0.162255079588, 0.2...</td>\n",
        "      <td> ReSt2_Placebo</td>\n",
        "      <td> [1.0, 0.352876909682, 1.0, 0.150851026527, 0.2...</td>\n",
        "      <td>    ReSt2_Drug vs. ReSt2_Placebo</td>\n",
        "      <td> [nan, -0.411193950949, nan, 0.335303494049, 0....</td>\n",
        "      <td> [0.0, 0.891105899981, 0.0, 0.90702209845, 0.88...</td>\n",
        "      <td> [1.11022302463e-17, 0.0, -1.66533453694e-17, -...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>    ReSt2_Drug</td>\n",
        "      <td> [1.0, 0.340097787252, 1.0, 0.162255079588, 0.2...</td>\n",
        "      <td>    ReSt1_Drug</td>\n",
        "      <td> [1.0, 0.366712888828, 1.0, 0.155728577947, 0.2...</td>\n",
        "      <td>       ReSt2_Drug vs. ReSt1_Drug</td>\n",
        "      <td> [nan, -0.984413327138, nan, 0.239372320377, 1....</td>\n",
        "      <td> [0.0, 0.899207427433, 0.0, 0.991235758111, 0.8...</td>\n",
        "      <td> [0.0, 0.0, -5.55111512313e-18, -0, -0, -1.6653...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>    ReSt2_Drug</td>\n",
        "      <td> [1.0, 0.340097787252, 1.0, 0.162255079588, 0.2...</td>\n",
        "      <td>    Nbac2_Drug</td>\n",
        "      <td> [1.0, 0.373400505022, 1.0, 0.223974271828, 0.2...</td>\n",
        "      <td>       ReSt2_Drug vs. Nbac2_Drug</td>\n",
        "      <td> [nan, -1.09346909709, nan, -1.78420421937, 0.9...</td>\n",
        "      <td> [0.0, 0.449433741512, 0.0, 0.22861458291, 0.54...</td>\n",
        "      <td> [1.66533453694e-17, 0.0, -2.22044604925e-17, 0...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>    ReSt2_Drug</td>\n",
        "      <td> [1.0, 0.340097787252, 1.0, 0.162255079588, 0.2...</td>\n",
        "      <td>    Nbac3_Drug</td>\n",
        "      <td> [1.0, 0.372330129275, 1.0, 0.209240676292, 0.2...</td>\n",
        "      <td>       ReSt2_Drug vs. Nbac3_Drug</td>\n",
        "      <td> [nan, -1.19454063177, nan, -1.64794667868, -0....</td>\n",
        "      <td> [0.0, 0.435420093423, 0.0, 0.296580016444, 0.7...</td>\n",
        "      <td> [1.11022302463e-17, 0.0, -5.55111512313e-18, 0...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>28 rows \u00d7 8 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "         baseline                               mean signif baseline  \\\n",
        "0   Nbac2_Placebo  [1.0, 0.358014596444, 1.0, 0.193642782233, 0.2...   \n",
        "1   Nbac3_Placebo  [1.0, 0.359766132888, 1.0, 0.171816131772, 0.1...   \n",
        "2   Nbac3_Placebo  [1.0, 0.359766132888, 1.0, 0.171816131772, 0.1...   \n",
        "3   ReSt2_Placebo  [1.0, 0.352876909682, 1.0, 0.150851026527, 0.2...   \n",
        "4   ReSt2_Placebo  [1.0, 0.352876909682, 1.0, 0.150851026527, 0.2...   \n",
        "5   ReSt2_Placebo  [1.0, 0.352876909682, 1.0, 0.150851026527, 0.2...   \n",
        "6      ReSt1_Drug  [1.0, 0.366712888828, 1.0, 0.155728577947, 0.2...   \n",
        "7      ReSt1_Drug  [1.0, 0.366712888828, 1.0, 0.155728577947, 0.2...   \n",
        "8      ReSt1_Drug  [1.0, 0.366712888828, 1.0, 0.155728577947, 0.2...   \n",
        "9      ReSt1_Drug  [1.0, 0.366712888828, 1.0, 0.155728577947, 0.2...   \n",
        "10     Nbac2_Drug  [1.0, 0.373400505022, 1.0, 0.223974271828, 0.2...   \n",
        "11     Nbac2_Drug  [1.0, 0.373400505022, 1.0, 0.223974271828, 0.2...   \n",
        "12     Nbac2_Drug  [1.0, 0.373400505022, 1.0, 0.223974271828, 0.2...   \n",
        "13     Nbac2_Drug  [1.0, 0.373400505022, 1.0, 0.223974271828, 0.2...   \n",
        "14     Nbac2_Drug  [1.0, 0.373400505022, 1.0, 0.223974271828, 0.2...   \n",
        "15     Nbac3_Drug  [1.0, 0.372330129275, 1.0, 0.209240676292, 0.2...   \n",
        "16     Nbac3_Drug  [1.0, 0.372330129275, 1.0, 0.209240676292, 0.2...   \n",
        "17     Nbac3_Drug  [1.0, 0.372330129275, 1.0, 0.209240676292, 0.2...   \n",
        "18     Nbac3_Drug  [1.0, 0.372330129275, 1.0, 0.209240676292, 0.2...   \n",
        "19     Nbac3_Drug  [1.0, 0.372330129275, 1.0, 0.209240676292, 0.2...   \n",
        "20     Nbac3_Drug  [1.0, 0.372330129275, 1.0, 0.209240676292, 0.2...   \n",
        "21     ReSt2_Drug  [1.0, 0.340097787252, 1.0, 0.162255079588, 0.2...   \n",
        "22     ReSt2_Drug  [1.0, 0.340097787252, 1.0, 0.162255079588, 0.2...   \n",
        "23     ReSt2_Drug  [1.0, 0.340097787252, 1.0, 0.162255079588, 0.2...   \n",
        "24     ReSt2_Drug  [1.0, 0.340097787252, 1.0, 0.162255079588, 0.2...   \n",
        "25     ReSt2_Drug  [1.0, 0.340097787252, 1.0, 0.162255079588, 0.2...   \n",
        "26     ReSt2_Drug  [1.0, 0.340097787252, 1.0, 0.162255079588, 0.2...   \n",
        "27     ReSt2_Drug  [1.0, 0.340097787252, 1.0, 0.162255079588, 0.2...   \n",
        "\n",
        "        follow up                              mean signif follow up  \\\n",
        "0   ReSt1_Placebo  [1.0, 0.341529802536, 1.0, 0.183964417435, 0.2...   \n",
        "1   ReSt1_Placebo  [1.0, 0.341529802536, 1.0, 0.183964417435, 0.2...   \n",
        "2   Nbac2_Placebo  [1.0, 0.358014596444, 1.0, 0.193642782233, 0.2...   \n",
        "3   ReSt1_Placebo  [1.0, 0.341529802536, 1.0, 0.183964417435, 0.2...   \n",
        "4   Nbac2_Placebo  [1.0, 0.358014596444, 1.0, 0.193642782233, 0.2...   \n",
        "5   Nbac3_Placebo  [1.0, 0.359766132888, 1.0, 0.171816131772, 0.1...   \n",
        "6   ReSt1_Placebo  [1.0, 0.341529802536, 1.0, 0.183964417435, 0.2...   \n",
        "7   Nbac2_Placebo  [1.0, 0.358014596444, 1.0, 0.193642782233, 0.2...   \n",
        "8   Nbac3_Placebo  [1.0, 0.359766132888, 1.0, 0.171816131772, 0.1...   \n",
        "9   ReSt2_Placebo  [1.0, 0.352876909682, 1.0, 0.150851026527, 0.2...   \n",
        "10  ReSt1_Placebo  [1.0, 0.341529802536, 1.0, 0.183964417435, 0.2...   \n",
        "11  Nbac2_Placebo  [1.0, 0.358014596444, 1.0, 0.193642782233, 0.2...   \n",
        "12  Nbac3_Placebo  [1.0, 0.359766132888, 1.0, 0.171816131772, 0.1...   \n",
        "13  ReSt2_Placebo  [1.0, 0.352876909682, 1.0, 0.150851026527, 0.2...   \n",
        "14     ReSt1_Drug  [1.0, 0.366712888828, 1.0, 0.155728577947, 0.2...   \n",
        "15  ReSt1_Placebo  [1.0, 0.341529802536, 1.0, 0.183964417435, 0.2...   \n",
        "16  Nbac2_Placebo  [1.0, 0.358014596444, 1.0, 0.193642782233, 0.2...   \n",
        "17  Nbac3_Placebo  [1.0, 0.359766132888, 1.0, 0.171816131772, 0.1...   \n",
        "18  ReSt2_Placebo  [1.0, 0.352876909682, 1.0, 0.150851026527, 0.2...   \n",
        "19     ReSt1_Drug  [1.0, 0.366712888828, 1.0, 0.155728577947, 0.2...   \n",
        "20     Nbac2_Drug  [1.0, 0.373400505022, 1.0, 0.223974271828, 0.2...   \n",
        "21  ReSt1_Placebo  [1.0, 0.341529802536, 1.0, 0.183964417435, 0.2...   \n",
        "22  Nbac2_Placebo  [1.0, 0.358014596444, 1.0, 0.193642782233, 0.2...   \n",
        "23  Nbac3_Placebo  [1.0, 0.359766132888, 1.0, 0.171816131772, 0.1...   \n",
        "24  ReSt2_Placebo  [1.0, 0.352876909682, 1.0, 0.150851026527, 0.2...   \n",
        "25     ReSt1_Drug  [1.0, 0.366712888828, 1.0, 0.155728577947, 0.2...   \n",
        "26     Nbac2_Drug  [1.0, 0.373400505022, 1.0, 0.223974271828, 0.2...   \n",
        "27     Nbac3_Drug  [1.0, 0.372330129275, 1.0, 0.209240676292, 0.2...   \n",
        "\n",
        "                         comparison  \\\n",
        "0   Nbac2_Placebo vs. ReSt1_Placebo   \n",
        "1   Nbac3_Placebo vs. ReSt1_Placebo   \n",
        "2   Nbac3_Placebo vs. Nbac2_Placebo   \n",
        "3   ReSt2_Placebo vs. ReSt1_Placebo   \n",
        "4   ReSt2_Placebo vs. Nbac2_Placebo   \n",
        "5   ReSt2_Placebo vs. Nbac3_Placebo   \n",
        "6      ReSt1_Drug vs. ReSt1_Placebo   \n",
        "7      ReSt1_Drug vs. Nbac2_Placebo   \n",
        "8      ReSt1_Drug vs. Nbac3_Placebo   \n",
        "9      ReSt1_Drug vs. ReSt2_Placebo   \n",
        "10     Nbac2_Drug vs. ReSt1_Placebo   \n",
        "11     Nbac2_Drug vs. Nbac2_Placebo   \n",
        "12     Nbac2_Drug vs. Nbac3_Placebo   \n",
        "13     Nbac2_Drug vs. ReSt2_Placebo   \n",
        "14        Nbac2_Drug vs. ReSt1_Drug   \n",
        "15     Nbac3_Drug vs. ReSt1_Placebo   \n",
        "16     Nbac3_Drug vs. Nbac2_Placebo   \n",
        "17     Nbac3_Drug vs. Nbac3_Placebo   \n",
        "18     Nbac3_Drug vs. ReSt2_Placebo   \n",
        "19        Nbac3_Drug vs. ReSt1_Drug   \n",
        "20        Nbac3_Drug vs. Nbac2_Drug   \n",
        "21     ReSt2_Drug vs. ReSt1_Placebo   \n",
        "22     ReSt2_Drug vs. Nbac2_Placebo   \n",
        "23     ReSt2_Drug vs. Nbac3_Placebo   \n",
        "24     ReSt2_Drug vs. ReSt2_Placebo   \n",
        "25        ReSt2_Drug vs. ReSt1_Drug   \n",
        "26        ReSt2_Drug vs. Nbac2_Drug   \n",
        "27        ReSt2_Drug vs. Nbac3_Drug   \n",
        "\n",
        "                                                tstat  \\\n",
        "0   [nan, 0.724913476708, nan, 0.375000707912, -1....   \n",
        "1   [nan, 0.607948922446, nan, -0.402295316394, -2...   \n",
        "2   [nan, 0.0569639993448, nan, -0.856514246645, -...   \n",
        "3   [nan, 0.467251483847, nan, -1.00924142784, -0....   \n",
        "4   [nan, -0.22328887999, nan, -1.21715743353, 0.7...   \n",
        "5   [nan, -0.235058524655, nan, -0.508582093855, 1...   \n",
        "6   [nan, 0.986839047401, nan, -0.859288602875, -1...   \n",
        "7   [nan, 0.323660534196, nan, -1.09187313608, 0.3...   \n",
        "8   [nan, 0.256322168765, nan, -0.45320653822, 0.6...   \n",
        "9   [nan, 0.554376370689, nan, 0.146224337262, -0....   \n",
        "10  [nan, 1.22619235798, nan, 1.34861894669, -1.14...   \n",
        "11  [nan, 0.483081987742, nan, 1.2355676885, 0.355...   \n",
        "12  [nan, 0.3718021332, nan, 1.61276516859, 0.7942...   \n",
        "13  [nan, 0.767461690927, nan, 2.14135499623, -0.3...   \n",
        "14  [nan, 0.120864050207, nan, 2.04949410472, 0.06...   \n",
        "15  [nan, 1.25822483079, nan, 1.03395603825, 0.120...   \n",
        "16  [nan, 0.526453354635, nan, 0.6623723608, 1.813...   \n",
        "17  [nan, 0.402906915161, nan, 1.56125526382, 2.49...   \n",
        "18  [nan, 0.711983354304, nan, 2.00579139189, 0.88...   \n",
        "19  [nan, 0.147013953829, nan, 1.81978472463, 1.35...   \n",
        "20  [nan, 0.0082105752436, nan, -0.51877860338, 1....   \n",
        "21  [nan, 0.0215537745538, nan, -0.614796344093, -...   \n",
        "22  [nan, -0.60595316043, nan, -0.915692120047, 1....   \n",
        "23  [nan, -0.561733589486, nan, -0.263763359551, 1...   \n",
        "24  [nan, -0.411193950949, nan, 0.335303494049, 0....   \n",
        "25  [nan, -0.984413327138, nan, 0.239372320377, 1....   \n",
        "26  [nan, -1.09346909709, nan, -1.78420421937, 0.9...   \n",
        "27  [nan, -1.19454063177, nan, -1.64794667868, -0....   \n",
        "\n",
        "                                                 pval  \\\n",
        "0   [0.0, 0.710623733874, 0.0, 0.860232250761, 0.2...   \n",
        "1   [0.0, 0.754131874095, 0.0, 0.819499380847, 0.1...   \n",
        "2   [0.0, 0.980476584895, 0.0, 0.964402719625, 0.9...   \n",
        "3   [0.0, 0.968798470272, 0.0, 0.879853470469, 0.8...   \n",
        "4   [0.0, 0.894974640593, 0.0, 0.446822757414, 0.6...   \n",
        "5   [0.0, 0.888915473447, 0.0, 0.815754596818, 0.5...   \n",
        "6   [0.0, 0.945154753999, 0.0, 0.945154753999, 0.9...   \n",
        "7   [0.0, 0.849947747956, 0.0, 0.527978129862, 0.8...   \n",
        "8   [0.0, 0.856124334293, 0.0, 0.802724627514, 0.7...   \n",
        "9   [0.0, 0.853813409333, 0.0, 0.998315202224, 0.9...   \n",
        "10  [0.0, 0.45495735337, 0.0, 0.396941007259, 0.49...   \n",
        "11  [0.0, 0.973856935286, 0.0, 0.967560027394, 0.9...   \n",
        "12  [0.0, 0.941489680464, 0.0, 0.941489680464, 0.9...   \n",
        "13  [0.0, 0.662857394953, 0.0, 0.144565006549, 0.8...   \n",
        "14  [0.0, 0.934604489118, 0.0, 0.141546279034, 0.9...   \n",
        "15  [0.0, 0.470817515739, 0.0, 0.567740125323, 0.9...   \n",
        "16  [0.0, 0.975494153286, 0.0, 0.975494153286, 0.8...   \n",
        "17  [0.0, 0.924014664919, 0.0, 0.924014664919, 0.9...   \n",
        "18  [0.0, 0.779534226431, 0.0, 0.172836976526, 0.6...   \n",
        "19  [0.0, 0.996170855886, 0.0, 0.228556412249, 0.4...   \n",
        "20  [0.0, 0.993490839084, 0.0, 0.972952508934, 0.9...   \n",
        "21  [0.0, 0.986703522806, 0.0, 0.939179669208, 0.9...   \n",
        "22  [0.0, 0.712540366647, 0.0, 0.555122883454, 0.4...   \n",
        "23  [0.0, 0.778667463208, 0.0, 0.915766424959, 0.2...   \n",
        "24  [0.0, 0.891105899981, 0.0, 0.90702209845, 0.88...   \n",
        "25  [0.0, 0.899207427433, 0.0, 0.991235758111, 0.8...   \n",
        "26  [0.0, 0.449433741512, 0.0, 0.22861458291, 0.54...   \n",
        "27  [0.0, 0.435420093423, 0.0, 0.296580016444, 0.7...   \n",
        "\n",
        "                               mean signif comparison  \n",
        "0   [5.55111512313e-18, -0, 1.66533453694e-17, -0,...  \n",
        "1   [0.0, -0, 0.0, 0.0, 0.0, -1.66533453694e-17, -...  \n",
        "2   [-5.55111512313e-18, -0, -1.66533453694e-17, 0...  \n",
        "3   [-1.11022302463e-17, -0, 5.55111512313e-18, 0....  \n",
        "4   [-1.66533453694e-17, 0.0, -1.11022302463e-17, ...  \n",
        "5   [-1.11022302463e-17, 0.0, 5.55111512313e-18, 0...  \n",
        "6   [0.0, -0, -5.55111512313e-18, 0.0, 0.0, 5.5511...  \n",
        "7   [-5.55111512313e-18, -0, -2.22044604925e-17, 0...  \n",
        "8   [0.0, -0, -5.55111512313e-18, 0.0, -0, 2.22044...  \n",
        "9   [1.11022302463e-17, -0, -1.11022302463e-17, -0...  \n",
        "10  [-1.66533453694e-17, -0, 1.11022302463e-17, -0...  \n",
        "11  [-2.22044604925e-17, -0, -5.55111512313e-18, -...  \n",
        "12  [-1.66533453694e-17, -0, 1.11022302463e-17, -0...  \n",
        "13  [-5.55111512313e-18, -0, 5.55111512313e-18, -0...  \n",
        "14  [-1.66533453694e-17, -0, 1.66533453694e-17, -0...  \n",
        "15  [-1.11022302463e-17, -0, -5.55111512313e-18, -...  \n",
        "16  [-1.66533453694e-17, -0, -2.22044604925e-17, -...  \n",
        "17  [-1.11022302463e-17, -0, -5.55111512313e-18, -...  \n",
        "18  [0.0, -0, -1.11022302463e-17, -0, -0, 3.885780...  \n",
        "19  [-1.11022302463e-17, -0, 0.0, -0, -0, 1.665334...  \n",
        "20  [5.55111512313e-18, 0.0, -1.66533453694e-17, 0...  \n",
        "21  [0.0, 0.0, -1.11022302463e-17, 0.0, 0.0, -1.11...  \n",
        "22  [-5.55111512313e-18, 0.0, -2.77555756156e-17, ...  \n",
        "23  [0.0, 0.0, -1.11022302463e-17, 0.0, -0, 5.5511...  \n",
        "24  [1.11022302463e-17, 0.0, -1.66533453694e-17, -...  \n",
        "25  [0.0, 0.0, -5.55111512313e-18, -0, -0, -1.6653...  \n",
        "26  [1.66533453694e-17, 0.0, -2.22044604925e-17, 0...  \n",
        "27  [1.11022302463e-17, 0.0, -5.55111512313e-18, 0...  \n",
        "\n",
        "[28 rows x 8 columns]"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "b = t_test[\"baseline\"][0]\n",
      "f = t_test[\"follow up\"][0]\n",
      "comp = t_test[\"comparison\"][0]\n",
      "signif_b = t_test[\"mean signif baseline\"][0]\n",
      "signif_f = t_test[\"mean signif follow up\"][0]\n",
      "signif = t_test[\"mean signif comparison\"][0]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize=(10, 7))\n",
      "matrices = [vec_to_sym(signif, isometry=False) for signif in [signif_f, signif_b, signif]]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "names = [f, b, comp]\n",
      "for i, matr in enumerate(matrices):\n",
      "    plt.subplot(1, 3, 1 + i)\n",
      "    plot_matrix(matr, plt.gca(), title = names[i], ticks=[], tickLabels=[],\n",
      "                symmetric_cb=True, ylabel = \"significative mean\")\n",
      "    plt.draw()\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}