singletask_v2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Single task network to compare with Vlado\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import torch\n",
    "import scipy as sp\n",
    "\n",
    "# from bayes_opt import BayesianOptimization\n",
    "from torch.autograd import Variable\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn import preprocessing\n",
    "from sklearn.model_selection import train_test_split\n",
    "from math import sqrt\n",
    "import random\n",
    "import itertools\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Load some of the data\n",
    "exp_data = pd.read_csv('../exp.tab', sep='\\t', index_col=0)\n",
    "cnv_data = pd.read_csv('../cnv.tab', sep='\\t', index_col=0)\n",
    "ydat = pd.read_csv('../labels.tab', sep='\\t', index_col=0)\n",
    "train_activity_data = pd.read_csv('../train_activity.tab', sep='\\t')\n",
    "test_activity_data = pd.read_csv('../test_activity.tab', sep ='\\t')\n",
    "\n",
    "#labels\n",
    "traininglabels = train_activity_data.columns[1:]\n",
    "testinglabels = test_activity_data.columns[1:]\n",
    "\n",
    "#concatenate two data frames\n",
    "frames = [exp_data, cnv_data]\n",
    "\n",
    "xdatw = pd.concat(frames)\n",
    "# traininglabels\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Deep Learning Net Class\n",
    "\n",
    "class EssentialityNet:\n",
    "\n",
    "    def __init__(self):\n",
    "        self.inputnum = xdatw.shape[0]\n",
    "        self.trainscores = []\n",
    "        self.testscoreslist = []\n",
    "        self.learning_rate = 0.00009\n",
    "        self.H = 100\n",
    "        self.n_iter = 300 #training iterations\n",
    "        self.minimum = 100000\n",
    "        self.stopcounter = 3\n",
    "        self.layernum = 1\n",
    "        self.layers = []\n",
    "                \n",
    "        #model\n",
    "        self.model = torch.nn.Sequential(\n",
    "        torch.nn.Linear(self.inputnum, self.H),\n",
    "        torch.nn.ReLU(),\n",
    "        torch.nn.Linear(self.H, 1),\n",
    "        )\n",
    "        \n",
    "        #set loss function and optimizer\n",
    "        self.loss = torch.nn.MSELoss()\n",
    "        self.optimizer = torch.optim.Adam(self.model.parameters(), lr=self.learning_rate)\n",
    "    \n",
    "    #plot scores\n",
    "    def plot(self, trainscores, testscores):\n",
    "        x = np.arange(self.n_iter)\n",
    "        plt.plot(x, self.trainscores, label='Train')\n",
    "        plt.title('Training vs Test Accuracy')\n",
    "        plt.xlabel('NN Training Iterations')\n",
    "        plt.ylabel('Accuracy')\n",
    "    \n",
    "        plt.plot(np.asarray(x), np.asarray(testscores), label='Test') #plot\n",
    "        plt.legend()\n",
    "        \n",
    "    #sets the proper method\n",
    "    def setModel(self, Layernum, Neuronnum):  \n",
    "        \n",
    "        self.layernum = int(round(Layernum))\n",
    "        self.H = int(round(Neuronnum))\n",
    "        \n",
    "        #initial input layer\n",
    "        self.layers.append(torch.nn.Linear(self.inputnum, self.H))\n",
    "        \n",
    "        for n in range(self.layernum):\n",
    "            if n != 0:\n",
    "                self.layers.append(torch.nn.Linear(self.H, self.H))\n",
    "            self.layers.append(torch.nn.ReLU())\n",
    "            \n",
    "        self.layers.append(torch.nn.Linear(self.H, 1))\n",
    "        \n",
    "        #set the method to whatever layers were chosen\n",
    "        self.model = torch.nn.Sequential(*self.layers)\n",
    "    \n",
    "    def setRegularization(self, L2Reg):\n",
    "        self.optimizer = torch.optim.Adam(self.model.parameters(), lr=self.learning_rate, weight_decay= L2Reg)\n",
    "\n",
    "    def fit(self, xtrain, ytrain, xtest, ytest):\n",
    "      \n",
    "        #convert to variables\n",
    "        xtrain_var = Variable(torch.FloatTensor(xtrain))\n",
    "        xtest_var = Variable(torch.FloatTensor(xtest))\n",
    "        ytrain_var = Variable(torch.FloatTensor(ytrain))\n",
    "        ytest_var = Variable(torch.FloatTensor(ytest))\n",
    "        \n",
    "        for t in range(self.n_iter):\n",
    "        \n",
    "            #calculate loss\n",
    "            ypred = self.model(xtrain_var)\n",
    "\n",
    "            diff = self.loss(ypred, ytrain_var)\n",
    "            self.trainscores.append(diff.data[0])\n",
    "            \n",
    "            #test performance\n",
    "            ypredtest = self.model(xtest_var)\n",
    "            difftest = self.loss(ypredtest, ytest_var)\n",
    "            \n",
    "            #find the best point\n",
    "            if t > 10 and self.minimum < difftest.data[0]:\n",
    "                self.stopcounter -= 1\n",
    "\n",
    "                if self.stopcounter == 0:\n",
    "                    self.n_iter = t\n",
    "                    self.trainscores.pop()\n",
    "                    break\n",
    "            elif t > 10 and self.stopcounter < 3:\n",
    "                self.stopcounter += 1\n",
    "            \n",
    "            self.minimum = difftest.data[0]\n",
    "            \n",
    "            self.testscoreslist.append(difftest.data[0])\n",
    "            \n",
    "            #zero gradients\n",
    "            self.optimizer.zero_grad()\n",
    "            #backpropagate\n",
    "            diff.backward() \n",
    "            #update weights\n",
    "            self.optimizer.step() \n",
    "\n",
    "    # predict with the test data\n",
    "    def predict(self, X):\n",
    "        \n",
    "        X_var = Variable(torch.FloatTensor(X))\n",
    "        predicts = self.model(X_var)\n",
    "        return predicts.data.numpy()\n",
    "    \n",
    "#other functions for running the nn\n",
    "\n",
    "def figureoutnetwork(layernum, neuronnum, l2reg):\n",
    "    n = EssentialityNet()\n",
    "    n.setModel(layernum, neuronnum)\n",
    "    n.setRegularization(l2reg)\n",
    "            \n",
    "    n.fit(xtrain_val, ytrain_val, xtest_val, ytest_val)\n",
    "    predictions = n.predict(xtest)\n",
    "    \n",
    "    rmse = calculateRMSE_single(predictions, ytest)\n",
    "    cor = calculateCor_single(predictions, ytest)\n",
    "    \n",
    "    return([rmse, cor])\n",
    " \n",
    "#calculate RMSE function\n",
    "def calculateRMSE_single(predicts, actuals):\n",
    "    \n",
    "    #unpack list\n",
    "    predicts2 = [val for sublist in predicts for val in sublist]\n",
    "\n",
    "    return sqrt(((predicts2 - actuals)**2).mean())\n",
    "\n",
    "#calculate RMSE function for multitask\n",
    "def calculateRMSE(predicts, actuals):\n",
    "    mses = []  \n",
    "    multitaskrmses = []\n",
    "    preds = predicts.data.numpy()\n",
    "\n",
    "    for i in range(preds.shape[1]):\n",
    "        mses.append(((preds[:,i] - actuals[:,i])**2).mean())\n",
    "        multitaskrmses.append(sqrt(mses[i]))\n",
    "\n",
    "    print(len(multitaskrmses))       \n",
    "    return(np.mean(multitaskrmses))\n",
    "\n",
    "def calculateCor_single(predicts, actuals):\n",
    "    \n",
    "    predicts2 = [val for sublist in predicts for val in sublist]\n",
    "\n",
    "    cor = str(sp.stats.spearmanr(actuals, predicts2))\n",
    "    cor = float(cor[28:37])\n",
    "\n",
    "    return(cor)\n",
    "\n",
    "    \n",
    "    \n",
    "def saveRMSE(predicts, actuals):\n",
    "    mses = []  \n",
    "    multitaskrmses = []\n",
    "    preds = predicts.data.numpy()\n",
    "\n",
    "    for i in range(preds.shape[1]):\n",
    "        mses.append(((preds[:,i] - actuals[:,i])**2).mean())\n",
    "        multitaskrmses.append(sqrt(mses[i]))\n",
    "    \n",
    "    #open a file for saving rmses\n",
    "    rmses_file = open('rmses_single_' + str(fileno) + \".tab\", 'w')\n",
    "    \n",
    "    for item in multitaskrmses:\n",
    "          rmses_file.write(\"%s\\n\" % item)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1138,)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>22RV1_PROSTATE</th>\n",
       "      <th>697_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE</th>\n",
       "      <th>786O_KIDNEY</th>\n",
       "      <th>A1207_CENTRAL_NERVOUS_SYSTEM</th>\n",
       "      <th>A172_CENTRAL_NERVOUS_SYSTEM</th>\n",
       "      <th>A204_SOFT_TISSUE</th>\n",
       "      <th>A2058_SKIN</th>\n",
       "      <th>A549_LUNG</th>\n",
       "      <th>A673_BONE</th>\n",
       "      <th>ACHN_KIDNEY</th>\n",
       "      <th>...</th>\n",
       "      <th>TT_OESOPHAGUS</th>\n",
       "      <th>TYKNU_OVARY</th>\n",
       "      <th>U178_CENTRAL_NERVOUS_SYSTEM</th>\n",
       "      <th>U251MG_CENTRAL_NERVOUS_SYSTEM</th>\n",
       "      <th>U343_CENTRAL_NERVOUS_SYSTEM</th>\n",
       "      <th>U87MG_CENTRAL_NERVOUS_SYSTEM</th>\n",
       "      <th>UOK101_KIDNEY</th>\n",
       "      <th>VCAP_PROSTATE</th>\n",
       "      <th>YKG1_CENTRAL_NERVOUS_SYSTEM</th>\n",
       "      <th>ZR7530_BREAST</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AADAT_1_11010</th>\n",
       "      <td>-1.233717</td>\n",
       "      <td>1.630825</td>\n",
       "      <td>-0.609781</td>\n",
       "      <td>0.220788</td>\n",
       "      <td>0.520919</td>\n",
       "      <td>1.625103</td>\n",
       "      <td>0.744893</td>\n",
       "      <td>0.270954</td>\n",
       "      <td>0.195283</td>\n",
       "      <td>-0.272367</td>\n",
       "      <td>...</td>\n",
       "      <td>0.624118</td>\n",
       "      <td>-0.073269</td>\n",
       "      <td>-0.682420</td>\n",
       "      <td>-1.471325</td>\n",
       "      <td>0.474586</td>\n",
       "      <td>-0.102329</td>\n",
       "      <td>0.020837</td>\n",
       "      <td>0.699519</td>\n",
       "      <td>-0.047015</td>\n",
       "      <td>0.501435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AASDHPPT_1_10110</th>\n",
       "      <td>-0.835507</td>\n",
       "      <td>-1.841625</td>\n",
       "      <td>-1.041909</td>\n",
       "      <td>0.811463</td>\n",
       "      <td>-1.411331</td>\n",
       "      <td>-0.816945</td>\n",
       "      <td>0.704509</td>\n",
       "      <td>-0.099023</td>\n",
       "      <td>-0.475277</td>\n",
       "      <td>-0.056040</td>\n",
       "      <td>...</td>\n",
       "      <td>0.590706</td>\n",
       "      <td>1.004681</td>\n",
       "      <td>-0.192678</td>\n",
       "      <td>-1.153011</td>\n",
       "      <td>-0.715164</td>\n",
       "      <td>-0.447077</td>\n",
       "      <td>0.877866</td>\n",
       "      <td>-1.726210</td>\n",
       "      <td>-0.523734</td>\n",
       "      <td>1.534973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABCB1_1_11100</th>\n",
       "      <td>-0.077366</td>\n",
       "      <td>-0.192850</td>\n",
       "      <td>-0.534267</td>\n",
       "      <td>-1.739908</td>\n",
       "      <td>-0.266028</td>\n",
       "      <td>-1.287434</td>\n",
       "      <td>0.636443</td>\n",
       "      <td>-0.222219</td>\n",
       "      <td>-0.414539</td>\n",
       "      <td>-1.004412</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.440657</td>\n",
       "      <td>-0.490540</td>\n",
       "      <td>-1.532204</td>\n",
       "      <td>-0.036978</td>\n",
       "      <td>-2.164719</td>\n",
       "      <td>-0.754494</td>\n",
       "      <td>-0.053760</td>\n",
       "      <td>0.292978</td>\n",
       "      <td>0.800539</td>\n",
       "      <td>1.019134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABCB5_1_01010</th>\n",
       "      <td>-0.350602</td>\n",
       "      <td>-0.001090</td>\n",
       "      <td>0.885487</td>\n",
       "      <td>-1.330497</td>\n",
       "      <td>-1.576496</td>\n",
       "      <td>0.007458</td>\n",
       "      <td>-0.320978</td>\n",
       "      <td>0.268817</td>\n",
       "      <td>-1.284329</td>\n",
       "      <td>-0.794162</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.319307</td>\n",
       "      <td>-0.576655</td>\n",
       "      <td>-1.315208</td>\n",
       "      <td>0.174838</td>\n",
       "      <td>-0.285739</td>\n",
       "      <td>-2.067271</td>\n",
       "      <td>-1.392602</td>\n",
       "      <td>0.854448</td>\n",
       "      <td>-0.866509</td>\n",
       "      <td>1.195604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABCB7_1_10111</th>\n",
       "      <td>-0.540359</td>\n",
       "      <td>0.677912</td>\n",
       "      <td>-0.196409</td>\n",
       "      <td>2.752970</td>\n",
       "      <td>-0.362563</td>\n",
       "      <td>1.428641</td>\n",
       "      <td>-0.349743</td>\n",
       "      <td>-0.920291</td>\n",
       "      <td>-1.576565</td>\n",
       "      <td>1.981206</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.085135</td>\n",
       "      <td>1.494078</td>\n",
       "      <td>0.830243</td>\n",
       "      <td>0.628817</td>\n",
       "      <td>0.806812</td>\n",
       "      <td>1.016900</td>\n",
       "      <td>-0.112952</td>\n",
       "      <td>0.229912</td>\n",
       "      <td>0.286890</td>\n",
       "      <td>-1.220823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABCC3_1_0011</th>\n",
       "      <td>-1.493482</td>\n",
       "      <td>-0.556698</td>\n",
       "      <td>-1.184588</td>\n",
       "      <td>1.005566</td>\n",
       "      <td>0.938299</td>\n",
       "      <td>0.995693</td>\n",
       "      <td>-1.058201</td>\n",
       "      <td>1.758713</td>\n",
       "      <td>-1.218867</td>\n",
       "      <td>-0.771106</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.080481</td>\n",
       "      <td>2.289804</td>\n",
       "      <td>-0.403979</td>\n",
       "      <td>-1.160949</td>\n",
       "      <td>2.247304</td>\n",
       "      <td>0.888143</td>\n",
       "      <td>-0.199145</td>\n",
       "      <td>0.315864</td>\n",
       "      <td>2.000316</td>\n",
       "      <td>-0.906171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ABLIM3_1_01111</th>\n",
       "      <td>0.656319</td>\n",
       "      <td>1.238755</td>\n",
       "      <td>-0.583299</td>\n",
       "      <td>-0.422763</td>\n",
       "      <td>0.403560</td>\n",
       "      <td>0.388922</td>\n",
       "      <td>-0.698032</td>\n",
       "      <td>-0.872150</td>\n",
       "      <td>2.355338</td>\n",
       "      <td>0.009699</td>\n",
       "      <td>...</td>\n",
       "      <td>1.700019</td>\n",
       "      <td>-1.262018</td>\n",
       "      <td>0.083041</td>\n",
       "      <td>-1.060057</td>\n",
       "      <td>0.182273</td>\n",
       "      <td>-1.022443</td>\n",
       "      <td>-0.948695</td>\n",
       "      <td>0.989110</td>\n",
       "      <td>-0.792063</td>\n",
       "      <td>0.562011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACADL_1_10011</th>\n",
       "      <td>0.811633</td>\n",
       "      <td>-0.603420</td>\n",
       "      <td>-0.771375</td>\n",
       "      <td>1.260552</td>\n",
       "      <td>-2.119105</td>\n",
       "      <td>-1.282944</td>\n",
       "      <td>-0.234332</td>\n",
       "      <td>-0.845653</td>\n",
       "      <td>-1.007366</td>\n",
       "      <td>-0.727710</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.411534</td>\n",
       "      <td>0.281601</td>\n",
       "      <td>0.624200</td>\n",
       "      <td>-0.080234</td>\n",
       "      <td>1.767618</td>\n",
       "      <td>1.192108</td>\n",
       "      <td>0.689886</td>\n",
       "      <td>-0.561078</td>\n",
       "      <td>0.697050</td>\n",
       "      <td>1.550448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACCS_1_01010</th>\n",
       "      <td>0.845706</td>\n",
       "      <td>0.336642</td>\n",
       "      <td>-1.489349</td>\n",
       "      <td>-1.187804</td>\n",
       "      <td>-0.336668</td>\n",
       "      <td>-0.980081</td>\n",
       "      <td>0.177349</td>\n",
       "      <td>-0.903707</td>\n",
       "      <td>0.426053</td>\n",
       "      <td>-0.140524</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.461968</td>\n",
       "      <td>-0.020557</td>\n",
       "      <td>0.493230</td>\n",
       "      <td>-1.216529</td>\n",
       "      <td>-0.377021</td>\n",
       "      <td>-0.795705</td>\n",
       "      <td>-0.266741</td>\n",
       "      <td>-0.510991</td>\n",
       "      <td>-0.327985</td>\n",
       "      <td>1.618282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACO2_1_11100</th>\n",
       "      <td>-0.382307</td>\n",
       "      <td>0.037527</td>\n",
       "      <td>1.706037</td>\n",
       "      <td>-0.245209</td>\n",
       "      <td>0.209129</td>\n",
       "      <td>2.055322</td>\n",
       "      <td>0.870108</td>\n",
       "      <td>1.495599</td>\n",
       "      <td>0.602444</td>\n",
       "      <td>0.572388</td>\n",
       "      <td>...</td>\n",
       "      <td>0.067507</td>\n",
       "      <td>2.843544</td>\n",
       "      <td>0.486514</td>\n",
       "      <td>0.152967</td>\n",
       "      <td>1.560172</td>\n",
       "      <td>1.479600</td>\n",
       "      <td>0.625171</td>\n",
       "      <td>-0.535656</td>\n",
       "      <td>2.959886</td>\n",
       "      <td>-2.142282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACOT12_1_10111</th>\n",
       "      <td>-1.212482</td>\n",
       "      <td>-2.359211</td>\n",
       "      <td>0.501922</td>\n",
       "      <td>0.513790</td>\n",
       "      <td>-0.449438</td>\n",
       "      <td>-0.694688</td>\n",
       "      <td>-0.831478</td>\n",
       "      <td>-0.372470</td>\n",
       "      <td>-1.128114</td>\n",
       "      <td>-0.250479</td>\n",
       "      <td>...</td>\n",
       "      <td>1.262335</td>\n",
       "      <td>-1.247400</td>\n",
       "      <td>-0.513222</td>\n",
       "      <td>1.078802</td>\n",
       "      <td>-1.788267</td>\n",
       "      <td>-0.161377</td>\n",
       "      <td>-0.322944</td>\n",
       "      <td>-0.819559</td>\n",
       "      <td>-0.203953</td>\n",
       "      <td>1.173153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACTB_1_1110</th>\n",
       "      <td>0.607057</td>\n",
       "      <td>1.335360</td>\n",
       "      <td>1.041543</td>\n",
       "      <td>-0.165454</td>\n",
       "      <td>0.684410</td>\n",
       "      <td>1.259408</td>\n",
       "      <td>-0.437967</td>\n",
       "      <td>-0.126381</td>\n",
       "      <td>-0.023472</td>\n",
       "      <td>0.641525</td>\n",
       "      <td>...</td>\n",
       "      <td>0.482720</td>\n",
       "      <td>0.871285</td>\n",
       "      <td>1.774740</td>\n",
       "      <td>-0.030940</td>\n",
       "      <td>1.899741</td>\n",
       "      <td>1.874684</td>\n",
       "      <td>0.490657</td>\n",
       "      <td>1.435991</td>\n",
       "      <td>-0.135793</td>\n",
       "      <td>-1.443088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACTC1_1_0101</th>\n",
       "      <td>0.345926</td>\n",
       "      <td>-1.279192</td>\n",
       "      <td>-0.459080</td>\n",
       "      <td>-1.085237</td>\n",
       "      <td>0.217322</td>\n",
       "      <td>-0.444648</td>\n",
       "      <td>0.294380</td>\n",
       "      <td>0.021506</td>\n",
       "      <td>1.693148</td>\n",
       "      <td>0.144715</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.266983</td>\n",
       "      <td>0.541490</td>\n",
       "      <td>0.989608</td>\n",
       "      <td>-0.697907</td>\n",
       "      <td>0.054398</td>\n",
       "      <td>0.197459</td>\n",
       "      <td>0.680276</td>\n",
       "      <td>-1.384397</td>\n",
       "      <td>0.133260</td>\n",
       "      <td>1.184772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACTL6A_1_00101</th>\n",
       "      <td>0.339972</td>\n",
       "      <td>-1.016751</td>\n",
       "      <td>0.158141</td>\n",
       "      <td>1.146676</td>\n",
       "      <td>-0.305116</td>\n",
       "      <td>1.304411</td>\n",
       "      <td>-1.430376</td>\n",
       "      <td>0.019938</td>\n",
       "      <td>-0.561790</td>\n",
       "      <td>0.892879</td>\n",
       "      <td>...</td>\n",
       "      <td>1.728307</td>\n",
       "      <td>2.862411</td>\n",
       "      <td>-0.088457</td>\n",
       "      <td>0.873991</td>\n",
       "      <td>1.541833</td>\n",
       "      <td>-1.064792</td>\n",
       "      <td>1.485676</td>\n",
       "      <td>-0.934615</td>\n",
       "      <td>-0.758341</td>\n",
       "      <td>-0.848055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACTR2_1_10100</th>\n",
       "      <td>0.661621</td>\n",
       "      <td>0.896507</td>\n",
       "      <td>-1.180149</td>\n",
       "      <td>-0.860469</td>\n",
       "      <td>-1.316924</td>\n",
       "      <td>1.043512</td>\n",
       "      <td>0.163151</td>\n",
       "      <td>0.466462</td>\n",
       "      <td>1.058938</td>\n",
       "      <td>0.498308</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.507855</td>\n",
       "      <td>0.553837</td>\n",
       "      <td>1.275452</td>\n",
       "      <td>-0.225534</td>\n",
       "      <td>0.942271</td>\n",
       "      <td>-0.229942</td>\n",
       "      <td>-1.241374</td>\n",
       "      <td>0.560417</td>\n",
       "      <td>-0.786896</td>\n",
       "      <td>-0.832601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACTR6_1_10010</th>\n",
       "      <td>1.657472</td>\n",
       "      <td>-0.530169</td>\n",
       "      <td>1.203372</td>\n",
       "      <td>2.157847</td>\n",
       "      <td>-0.898518</td>\n",
       "      <td>0.407974</td>\n",
       "      <td>-0.686890</td>\n",
       "      <td>1.874196</td>\n",
       "      <td>0.017937</td>\n",
       "      <td>1.452063</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.456598</td>\n",
       "      <td>-0.187390</td>\n",
       "      <td>-0.419383</td>\n",
       "      <td>0.162728</td>\n",
       "      <td>0.720489</td>\n",
       "      <td>-0.257414</td>\n",
       "      <td>2.577649</td>\n",
       "      <td>0.599059</td>\n",
       "      <td>-0.360795</td>\n",
       "      <td>0.104075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADAMTS1_1_01100</th>\n",
       "      <td>-0.687865</td>\n",
       "      <td>-0.671419</td>\n",
       "      <td>-0.117688</td>\n",
       "      <td>-0.921216</td>\n",
       "      <td>-1.101878</td>\n",
       "      <td>-0.822637</td>\n",
       "      <td>0.470267</td>\n",
       "      <td>-0.711622</td>\n",
       "      <td>-0.154305</td>\n",
       "      <td>-0.370170</td>\n",
       "      <td>...</td>\n",
       "      <td>1.260983</td>\n",
       "      <td>0.072891</td>\n",
       "      <td>-1.678199</td>\n",
       "      <td>0.176564</td>\n",
       "      <td>-0.328657</td>\n",
       "      <td>-0.884532</td>\n",
       "      <td>-0.973659</td>\n",
       "      <td>-0.654652</td>\n",
       "      <td>0.151918</td>\n",
       "      <td>1.059156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADAR_1_00011</th>\n",
       "      <td>-0.193679</td>\n",
       "      <td>0.763124</td>\n",
       "      <td>0.823673</td>\n",
       "      <td>1.390947</td>\n",
       "      <td>-0.426727</td>\n",
       "      <td>-0.473480</td>\n",
       "      <td>0.631042</td>\n",
       "      <td>2.817253</td>\n",
       "      <td>-1.100230</td>\n",
       "      <td>1.631175</td>\n",
       "      <td>...</td>\n",
       "      <td>0.112150</td>\n",
       "      <td>-0.577812</td>\n",
       "      <td>-0.661375</td>\n",
       "      <td>0.042282</td>\n",
       "      <td>1.111845</td>\n",
       "      <td>0.954935</td>\n",
       "      <td>2.327458</td>\n",
       "      <td>1.015866</td>\n",
       "      <td>-1.057329</td>\n",
       "      <td>-0.135410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADI1_1_10101</th>\n",
       "      <td>-1.361617</td>\n",
       "      <td>0.910730</td>\n",
       "      <td>1.189532</td>\n",
       "      <td>-0.570383</td>\n",
       "      <td>-0.159741</td>\n",
       "      <td>-1.189977</td>\n",
       "      <td>0.255749</td>\n",
       "      <td>1.575199</td>\n",
       "      <td>-0.871538</td>\n",
       "      <td>-1.082233</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.264064</td>\n",
       "      <td>-0.562576</td>\n",
       "      <td>-2.070920</td>\n",
       "      <td>-0.087884</td>\n",
       "      <td>0.825136</td>\n",
       "      <td>-0.623691</td>\n",
       "      <td>0.292447</td>\n",
       "      <td>2.789421</td>\n",
       "      <td>0.935612</td>\n",
       "      <td>0.413377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADK_1_11011</th>\n",
       "      <td>-1.463895</td>\n",
       "      <td>-1.297838</td>\n",
       "      <td>0.051349</td>\n",
       "      <td>0.605531</td>\n",
       "      <td>0.167228</td>\n",
       "      <td>0.069916</td>\n",
       "      <td>-0.100420</td>\n",
       "      <td>0.602558</td>\n",
       "      <td>-0.510160</td>\n",
       "      <td>0.939749</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.206954</td>\n",
       "      <td>0.419564</td>\n",
       "      <td>1.183389</td>\n",
       "      <td>-0.734681</td>\n",
       "      <td>1.152913</td>\n",
       "      <td>0.416395</td>\n",
       "      <td>0.811793</td>\n",
       "      <td>0.245589</td>\n",
       "      <td>0.931770</td>\n",
       "      <td>0.412064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADORA1_1_10001</th>\n",
       "      <td>-0.563375</td>\n",
       "      <td>-0.130326</td>\n",
       "      <td>0.076026</td>\n",
       "      <td>0.854385</td>\n",
       "      <td>-0.823695</td>\n",
       "      <td>-0.806872</td>\n",
       "      <td>0.078203</td>\n",
       "      <td>-0.581534</td>\n",
       "      <td>2.004842</td>\n",
       "      <td>-0.313110</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.463330</td>\n",
       "      <td>-0.935221</td>\n",
       "      <td>1.366537</td>\n",
       "      <td>-1.531967</td>\n",
       "      <td>0.200397</td>\n",
       "      <td>-0.853506</td>\n",
       "      <td>1.335075</td>\n",
       "      <td>-1.842481</td>\n",
       "      <td>0.014843</td>\n",
       "      <td>0.356344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADSL_1_0110</th>\n",
       "      <td>-2.732360</td>\n",
       "      <td>-0.006026</td>\n",
       "      <td>0.469213</td>\n",
       "      <td>1.149780</td>\n",
       "      <td>1.188797</td>\n",
       "      <td>1.194407</td>\n",
       "      <td>-0.497306</td>\n",
       "      <td>-0.549017</td>\n",
       "      <td>0.862624</td>\n",
       "      <td>1.841305</td>\n",
       "      <td>...</td>\n",
       "      <td>0.569824</td>\n",
       "      <td>-0.223678</td>\n",
       "      <td>-0.489946</td>\n",
       "      <td>-0.292755</td>\n",
       "      <td>1.196243</td>\n",
       "      <td>0.708087</td>\n",
       "      <td>1.367874</td>\n",
       "      <td>0.605119</td>\n",
       "      <td>0.911436</td>\n",
       "      <td>-3.106167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AFF1_1_10100</th>\n",
       "      <td>-1.170209</td>\n",
       "      <td>-1.989288</td>\n",
       "      <td>1.151280</td>\n",
       "      <td>1.679059</td>\n",
       "      <td>-0.260435</td>\n",
       "      <td>0.614840</td>\n",
       "      <td>-0.685768</td>\n",
       "      <td>-0.924942</td>\n",
       "      <td>-0.039699</td>\n",
       "      <td>-0.880819</td>\n",
       "      <td>...</td>\n",
       "      <td>0.495719</td>\n",
       "      <td>-0.048319</td>\n",
       "      <td>-0.643056</td>\n",
       "      <td>-0.240057</td>\n",
       "      <td>-0.317844</td>\n",
       "      <td>-0.075926</td>\n",
       "      <td>0.320111</td>\n",
       "      <td>0.785740</td>\n",
       "      <td>0.582589</td>\n",
       "      <td>-0.522305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGAP3_1_00101</th>\n",
       "      <td>1.097360</td>\n",
       "      <td>0.310893</td>\n",
       "      <td>0.910630</td>\n",
       "      <td>-1.672859</td>\n",
       "      <td>-0.753677</td>\n",
       "      <td>0.514196</td>\n",
       "      <td>0.280675</td>\n",
       "      <td>0.951153</td>\n",
       "      <td>-0.011919</td>\n",
       "      <td>-1.687051</td>\n",
       "      <td>...</td>\n",
       "      <td>0.792161</td>\n",
       "      <td>-0.569110</td>\n",
       "      <td>0.260842</td>\n",
       "      <td>0.606085</td>\n",
       "      <td>-1.340382</td>\n",
       "      <td>-0.402210</td>\n",
       "      <td>0.206857</td>\n",
       "      <td>-1.245065</td>\n",
       "      <td>0.452849</td>\n",
       "      <td>-0.590662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGAP6_1_10011</th>\n",
       "      <td>0.091096</td>\n",
       "      <td>0.526705</td>\n",
       "      <td>-0.871477</td>\n",
       "      <td>0.258399</td>\n",
       "      <td>-0.124210</td>\n",
       "      <td>-1.269522</td>\n",
       "      <td>-0.181056</td>\n",
       "      <td>-1.115614</td>\n",
       "      <td>-0.902105</td>\n",
       "      <td>-1.493646</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.133651</td>\n",
       "      <td>-1.801064</td>\n",
       "      <td>0.069636</td>\n",
       "      <td>1.100282</td>\n",
       "      <td>-0.212139</td>\n",
       "      <td>0.569559</td>\n",
       "      <td>0.302220</td>\n",
       "      <td>-0.736396</td>\n",
       "      <td>-0.045398</td>\n",
       "      <td>1.977817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AHCYL1_1_00111</th>\n",
       "      <td>-1.277590</td>\n",
       "      <td>0.642487</td>\n",
       "      <td>-1.131278</td>\n",
       "      <td>-0.396653</td>\n",
       "      <td>-0.539307</td>\n",
       "      <td>-0.052269</td>\n",
       "      <td>1.240247</td>\n",
       "      <td>1.017706</td>\n",
       "      <td>0.427541</td>\n",
       "      <td>-0.008817</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.012348</td>\n",
       "      <td>0.482205</td>\n",
       "      <td>1.882100</td>\n",
       "      <td>-0.626491</td>\n",
       "      <td>2.076836</td>\n",
       "      <td>2.061452</td>\n",
       "      <td>2.226302</td>\n",
       "      <td>-0.670003</td>\n",
       "      <td>1.478998</td>\n",
       "      <td>0.617387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AIRE_1_01100</th>\n",
       "      <td>-2.096023</td>\n",
       "      <td>-1.966783</td>\n",
       "      <td>0.660656</td>\n",
       "      <td>0.493788</td>\n",
       "      <td>0.698819</td>\n",
       "      <td>-1.232590</td>\n",
       "      <td>-1.615108</td>\n",
       "      <td>1.649295</td>\n",
       "      <td>-0.665137</td>\n",
       "      <td>1.986629</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.690927</td>\n",
       "      <td>-0.662777</td>\n",
       "      <td>0.634820</td>\n",
       "      <td>-0.184566</td>\n",
       "      <td>1.683834</td>\n",
       "      <td>0.958206</td>\n",
       "      <td>1.175470</td>\n",
       "      <td>0.090211</td>\n",
       "      <td>0.819881</td>\n",
       "      <td>-0.911702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AKNA_1_10100</th>\n",
       "      <td>1.923724</td>\n",
       "      <td>-0.904938</td>\n",
       "      <td>-1.195246</td>\n",
       "      <td>-0.924762</td>\n",
       "      <td>-1.769607</td>\n",
       "      <td>-0.694071</td>\n",
       "      <td>0.247720</td>\n",
       "      <td>-1.052161</td>\n",
       "      <td>-0.608995</td>\n",
       "      <td>-1.281266</td>\n",
       "      <td>...</td>\n",
       "      <td>0.570824</td>\n",
       "      <td>0.819187</td>\n",
       "      <td>-0.798219</td>\n",
       "      <td>0.601224</td>\n",
       "      <td>-0.989215</td>\n",
       "      <td>-0.861397</td>\n",
       "      <td>-0.326568</td>\n",
       "      <td>1.845424</td>\n",
       "      <td>-0.679230</td>\n",
       "      <td>-0.532229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AKR1B10_1_0110000</th>\n",
       "      <td>-0.713335</td>\n",
       "      <td>1.595781</td>\n",
       "      <td>0.213367</td>\n",
       "      <td>0.798964</td>\n",
       "      <td>-0.525887</td>\n",
       "      <td>-0.194835</td>\n",
       "      <td>-1.264622</td>\n",
       "      <td>-0.153005</td>\n",
       "      <td>0.439244</td>\n",
       "      <td>0.981529</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.076539</td>\n",
       "      <td>1.224137</td>\n",
       "      <td>-0.169591</td>\n",
       "      <td>-0.075620</td>\n",
       "      <td>1.597936</td>\n",
       "      <td>0.073215</td>\n",
       "      <td>0.260724</td>\n",
       "      <td>0.175960</td>\n",
       "      <td>-0.071891</td>\n",
       "      <td>-0.428565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ALDH1B1_1_111</th>\n",
       "      <td>3.030178</td>\n",
       "      <td>-0.974115</td>\n",
       "      <td>1.227231</td>\n",
       "      <td>0.045085</td>\n",
       "      <td>-0.288363</td>\n",
       "      <td>1.306692</td>\n",
       "      <td>-0.658810</td>\n",
       "      <td>0.065798</td>\n",
       "      <td>0.060878</td>\n",
       "      <td>2.815437</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.002656</td>\n",
       "      <td>-1.619564</td>\n",
       "      <td>-0.068816</td>\n",
       "      <td>1.107914</td>\n",
       "      <td>0.262016</td>\n",
       "      <td>0.109241</td>\n",
       "      <td>-1.096093</td>\n",
       "      <td>2.964393</td>\n",
       "      <td>1.346103</td>\n",
       "      <td>1.447490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF136_1_1100000</th>\n",
       "      <td>-0.713335</td>\n",
       "      <td>1.595781</td>\n",
       "      <td>0.213367</td>\n",
       "      <td>0.798964</td>\n",
       "      <td>-0.525887</td>\n",
       "      <td>-0.194835</td>\n",
       "      <td>-1.264622</td>\n",
       "      <td>-0.153005</td>\n",
       "      <td>0.439244</td>\n",
       "      <td>0.981529</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.076539</td>\n",
       "      <td>1.224137</td>\n",
       "      <td>-0.169591</td>\n",
       "      <td>-0.075620</td>\n",
       "      <td>1.597936</td>\n",
       "      <td>0.073215</td>\n",
       "      <td>0.260724</td>\n",
       "      <td>0.175960</td>\n",
       "      <td>-0.071891</td>\n",
       "      <td>-0.428565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF137P_1_1100000</th>\n",
       "      <td>-0.713335</td>\n",
       "      <td>1.595781</td>\n",
       "      <td>0.213367</td>\n",
       "      <td>0.798964</td>\n",
       "      <td>-0.525887</td>\n",
       "      <td>-0.194835</td>\n",
       "      <td>-1.264622</td>\n",
       "      <td>-0.153005</td>\n",
       "      <td>0.439244</td>\n",
       "      <td>0.981529</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.076539</td>\n",
       "      <td>1.224137</td>\n",
       "      <td>-0.169591</td>\n",
       "      <td>-0.075620</td>\n",
       "      <td>1.597936</td>\n",
       "      <td>0.073215</td>\n",
       "      <td>0.260724</td>\n",
       "      <td>0.175960</td>\n",
       "      <td>-0.071891</td>\n",
       "      <td>-0.428565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF160_1_11000000</th>\n",
       "      <td>-0.713335</td>\n",
       "      <td>1.595781</td>\n",
       "      <td>0.213367</td>\n",
       "      <td>0.798964</td>\n",
       "      <td>-0.525887</td>\n",
       "      <td>-0.194835</td>\n",
       "      <td>-1.264622</td>\n",
       "      <td>-0.153005</td>\n",
       "      <td>0.439244</td>\n",
       "      <td>0.981529</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.076539</td>\n",
       "      <td>1.224137</td>\n",
       "      <td>-0.169591</td>\n",
       "      <td>-0.075620</td>\n",
       "      <td>1.597936</td>\n",
       "      <td>0.073215</td>\n",
       "      <td>0.260724</td>\n",
       "      <td>0.175960</td>\n",
       "      <td>-0.071891</td>\n",
       "      <td>-0.428565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF20_1_0011</th>\n",
       "      <td>-1.555345</td>\n",
       "      <td>-0.651521</td>\n",
       "      <td>0.169987</td>\n",
       "      <td>0.705310</td>\n",
       "      <td>-0.801346</td>\n",
       "      <td>0.078881</td>\n",
       "      <td>0.385058</td>\n",
       "      <td>1.172690</td>\n",
       "      <td>-0.199898</td>\n",
       "      <td>-1.616797</td>\n",
       "      <td>...</td>\n",
       "      <td>0.715053</td>\n",
       "      <td>-0.009233</td>\n",
       "      <td>1.082624</td>\n",
       "      <td>0.816605</td>\n",
       "      <td>0.647243</td>\n",
       "      <td>-1.143113</td>\n",
       "      <td>1.329383</td>\n",
       "      <td>-0.293641</td>\n",
       "      <td>-1.709769</td>\n",
       "      <td>0.891529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF204P_1_11000</th>\n",
       "      <td>-0.713335</td>\n",
       "      <td>1.595781</td>\n",
       "      <td>0.213367</td>\n",
       "      <td>0.798964</td>\n",
       "      <td>-0.525887</td>\n",
       "      <td>-0.194835</td>\n",
       "      <td>-1.264622</td>\n",
       "      <td>-0.153005</td>\n",
       "      <td>0.439244</td>\n",
       "      <td>0.981529</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.076539</td>\n",
       "      <td>1.224137</td>\n",
       "      <td>-0.169591</td>\n",
       "      <td>-0.075620</td>\n",
       "      <td>1.597936</td>\n",
       "      <td>0.073215</td>\n",
       "      <td>0.260724</td>\n",
       "      <td>0.175960</td>\n",
       "      <td>-0.071891</td>\n",
       "      <td>-0.428565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF222_1_000101</th>\n",
       "      <td>-0.965358</td>\n",
       "      <td>-0.355876</td>\n",
       "      <td>1.822241</td>\n",
       "      <td>-0.813756</td>\n",
       "      <td>0.739188</td>\n",
       "      <td>-0.584259</td>\n",
       "      <td>-0.035161</td>\n",
       "      <td>0.992850</td>\n",
       "      <td>-0.431687</td>\n",
       "      <td>-0.403752</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.975922</td>\n",
       "      <td>-1.105824</td>\n",
       "      <td>-1.531410</td>\n",
       "      <td>0.244581</td>\n",
       "      <td>1.631784</td>\n",
       "      <td>-0.200918</td>\n",
       "      <td>-0.087777</td>\n",
       "      <td>1.231072</td>\n",
       "      <td>-0.510881</td>\n",
       "      <td>0.880001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF227_1_010100</th>\n",
       "      <td>-0.986168</td>\n",
       "      <td>-0.802293</td>\n",
       "      <td>-0.111595</td>\n",
       "      <td>0.440746</td>\n",
       "      <td>-0.209136</td>\n",
       "      <td>-1.082402</td>\n",
       "      <td>-0.953501</td>\n",
       "      <td>1.470083</td>\n",
       "      <td>-0.609820</td>\n",
       "      <td>0.208148</td>\n",
       "      <td>...</td>\n",
       "      <td>1.207061</td>\n",
       "      <td>0.266993</td>\n",
       "      <td>1.170930</td>\n",
       "      <td>0.254539</td>\n",
       "      <td>-0.151029</td>\n",
       "      <td>-0.624351</td>\n",
       "      <td>2.750212</td>\n",
       "      <td>-1.095654</td>\n",
       "      <td>-0.986481</td>\n",
       "      <td>0.093097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF234_1_00111</th>\n",
       "      <td>-0.290829</td>\n",
       "      <td>-3.535088</td>\n",
       "      <td>1.257514</td>\n",
       "      <td>-0.848249</td>\n",
       "      <td>1.133795</td>\n",
       "      <td>-1.002678</td>\n",
       "      <td>-0.621623</td>\n",
       "      <td>-0.047273</td>\n",
       "      <td>-2.322866</td>\n",
       "      <td>1.267497</td>\n",
       "      <td>...</td>\n",
       "      <td>0.561577</td>\n",
       "      <td>0.285096</td>\n",
       "      <td>-0.208364</td>\n",
       "      <td>0.551078</td>\n",
       "      <td>0.185643</td>\n",
       "      <td>-0.061417</td>\n",
       "      <td>-0.175681</td>\n",
       "      <td>0.482754</td>\n",
       "      <td>0.959663</td>\n",
       "      <td>1.901748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF250_1_10100001</th>\n",
       "      <td>-0.937369</td>\n",
       "      <td>0.887753</td>\n",
       "      <td>0.573670</td>\n",
       "      <td>0.041406</td>\n",
       "      <td>-0.454207</td>\n",
       "      <td>-1.312575</td>\n",
       "      <td>0.329937</td>\n",
       "      <td>-0.533007</td>\n",
       "      <td>-0.296015</td>\n",
       "      <td>0.532680</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.756894</td>\n",
       "      <td>0.540953</td>\n",
       "      <td>-0.018925</td>\n",
       "      <td>0.591335</td>\n",
       "      <td>0.763701</td>\n",
       "      <td>-0.909513</td>\n",
       "      <td>-0.344136</td>\n",
       "      <td>-0.879575</td>\n",
       "      <td>0.661184</td>\n",
       "      <td>-1.328691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF252_1_1100</th>\n",
       "      <td>-0.713335</td>\n",
       "      <td>1.595781</td>\n",
       "      <td>0.213367</td>\n",
       "      <td>0.798964</td>\n",
       "      <td>-0.525887</td>\n",
       "      <td>-0.194835</td>\n",
       "      <td>-1.264622</td>\n",
       "      <td>-0.153005</td>\n",
       "      <td>0.439244</td>\n",
       "      <td>0.981529</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.076539</td>\n",
       "      <td>1.224137</td>\n",
       "      <td>-0.169591</td>\n",
       "      <td>-0.075620</td>\n",
       "      <td>1.597936</td>\n",
       "      <td>0.073215</td>\n",
       "      <td>0.260724</td>\n",
       "      <td>0.175960</td>\n",
       "      <td>-0.071891</td>\n",
       "      <td>-0.428565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF254_1_0000000010100</th>\n",
       "      <td>0.719845</td>\n",
       "      <td>0.116520</td>\n",
       "      <td>-2.107612</td>\n",
       "      <td>-0.086651</td>\n",
       "      <td>0.565268</td>\n",
       "      <td>1.487655</td>\n",
       "      <td>1.391337</td>\n",
       "      <td>0.816452</td>\n",
       "      <td>-1.865812</td>\n",
       "      <td>-0.272003</td>\n",
       "      <td>...</td>\n",
       "      <td>0.373820</td>\n",
       "      <td>0.465524</td>\n",
       "      <td>-0.456883</td>\n",
       "      <td>1.076774</td>\n",
       "      <td>-1.435404</td>\n",
       "      <td>0.106869</td>\n",
       "      <td>-0.969967</td>\n",
       "      <td>-0.412817</td>\n",
       "      <td>0.973554</td>\n",
       "      <td>0.138217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF420_1_1111</th>\n",
       "      <td>0.460511</td>\n",
       "      <td>1.641594</td>\n",
       "      <td>-0.735231</td>\n",
       "      <td>-1.256821</td>\n",
       "      <td>0.764179</td>\n",
       "      <td>-0.268808</td>\n",
       "      <td>0.691558</td>\n",
       "      <td>2.701379</td>\n",
       "      <td>-0.465932</td>\n",
       "      <td>-0.585778</td>\n",
       "      <td>...</td>\n",
       "      <td>0.510191</td>\n",
       "      <td>2.134477</td>\n",
       "      <td>-0.913871</td>\n",
       "      <td>0.444337</td>\n",
       "      <td>1.339600</td>\n",
       "      <td>-0.528430</td>\n",
       "      <td>-0.323286</td>\n",
       "      <td>1.516272</td>\n",
       "      <td>-1.048463</td>\n",
       "      <td>-0.932172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF430_1_11000000</th>\n",
       "      <td>-0.713335</td>\n",
       "      <td>1.595781</td>\n",
       "      <td>0.213367</td>\n",
       "      <td>0.798964</td>\n",
       "      <td>-0.525887</td>\n",
       "      <td>-0.194835</td>\n",
       "      <td>-1.264622</td>\n",
       "      <td>-0.153005</td>\n",
       "      <td>0.439244</td>\n",
       "      <td>0.981529</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.076539</td>\n",
       "      <td>1.224137</td>\n",
       "      <td>-0.169591</td>\n",
       "      <td>-0.075620</td>\n",
       "      <td>1.597936</td>\n",
       "      <td>0.073215</td>\n",
       "      <td>0.260724</td>\n",
       "      <td>0.175960</td>\n",
       "      <td>-0.071891</td>\n",
       "      <td>-0.428565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF433_1_001001</th>\n",
       "      <td>-0.407938</td>\n",
       "      <td>-0.985943</td>\n",
       "      <td>-0.461563</td>\n",
       "      <td>1.821244</td>\n",
       "      <td>0.964965</td>\n",
       "      <td>1.895733</td>\n",
       "      <td>-0.346517</td>\n",
       "      <td>1.621490</td>\n",
       "      <td>-0.554088</td>\n",
       "      <td>2.501544</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.241139</td>\n",
       "      <td>3.419267</td>\n",
       "      <td>-0.160950</td>\n",
       "      <td>1.787961</td>\n",
       "      <td>1.351038</td>\n",
       "      <td>1.430461</td>\n",
       "      <td>1.801233</td>\n",
       "      <td>-0.962492</td>\n",
       "      <td>0.824513</td>\n",
       "      <td>-0.622829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF44_1_110000</th>\n",
       "      <td>-0.713335</td>\n",
       "      <td>1.595781</td>\n",
       "      <td>0.213367</td>\n",
       "      <td>0.798964</td>\n",
       "      <td>-0.525887</td>\n",
       "      <td>-0.194835</td>\n",
       "      <td>-1.264622</td>\n",
       "      <td>-0.153005</td>\n",
       "      <td>0.439244</td>\n",
       "      <td>0.981529</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.076539</td>\n",
       "      <td>1.224137</td>\n",
       "      <td>-0.169591</td>\n",
       "      <td>-0.075620</td>\n",
       "      <td>1.597936</td>\n",
       "      <td>0.073215</td>\n",
       "      <td>0.260724</td>\n",
       "      <td>0.175960</td>\n",
       "      <td>-0.071891</td>\n",
       "      <td>-0.428565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF497_1_11100</th>\n",
       "      <td>-0.484354</td>\n",
       "      <td>-0.725108</td>\n",
       "      <td>-0.932143</td>\n",
       "      <td>0.585291</td>\n",
       "      <td>0.394346</td>\n",
       "      <td>-0.426982</td>\n",
       "      <td>-0.639790</td>\n",
       "      <td>-0.534257</td>\n",
       "      <td>-1.119690</td>\n",
       "      <td>-0.840353</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.438851</td>\n",
       "      <td>-1.750285</td>\n",
       "      <td>0.506448</td>\n",
       "      <td>1.592825</td>\n",
       "      <td>0.770741</td>\n",
       "      <td>1.574862</td>\n",
       "      <td>0.305918</td>\n",
       "      <td>-1.453183</td>\n",
       "      <td>-0.060042</td>\n",
       "      <td>-1.320643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF521_1_11100</th>\n",
       "      <td>-0.183692</td>\n",
       "      <td>-1.292779</td>\n",
       "      <td>-0.077465</td>\n",
       "      <td>-0.685468</td>\n",
       "      <td>-0.493738</td>\n",
       "      <td>0.087422</td>\n",
       "      <td>1.579706</td>\n",
       "      <td>1.159461</td>\n",
       "      <td>-1.311158</td>\n",
       "      <td>0.234582</td>\n",
       "      <td>...</td>\n",
       "      <td>0.727116</td>\n",
       "      <td>-0.911274</td>\n",
       "      <td>-2.173798</td>\n",
       "      <td>0.610421</td>\n",
       "      <td>-1.675924</td>\n",
       "      <td>-1.219244</td>\n",
       "      <td>0.493594</td>\n",
       "      <td>-0.480777</td>\n",
       "      <td>-0.956829</td>\n",
       "      <td>0.640307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF560_1_110101</th>\n",
       "      <td>-0.870552</td>\n",
       "      <td>-0.340018</td>\n",
       "      <td>1.162525</td>\n",
       "      <td>1.715219</td>\n",
       "      <td>0.261583</td>\n",
       "      <td>-0.466831</td>\n",
       "      <td>-2.205491</td>\n",
       "      <td>-0.898869</td>\n",
       "      <td>-1.096348</td>\n",
       "      <td>1.145183</td>\n",
       "      <td>...</td>\n",
       "      <td>1.351134</td>\n",
       "      <td>1.367639</td>\n",
       "      <td>-0.340952</td>\n",
       "      <td>-0.579492</td>\n",
       "      <td>-0.303164</td>\n",
       "      <td>1.928140</td>\n",
       "      <td>-0.651113</td>\n",
       "      <td>-0.061902</td>\n",
       "      <td>0.205033</td>\n",
       "      <td>0.620520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF561_1_011000</th>\n",
       "      <td>-0.713335</td>\n",
       "      <td>1.595781</td>\n",
       "      <td>0.213367</td>\n",
       "      <td>0.798964</td>\n",
       "      <td>-0.525887</td>\n",
       "      <td>-0.194835</td>\n",
       "      <td>-1.264622</td>\n",
       "      <td>-0.153005</td>\n",
       "      <td>0.439244</td>\n",
       "      <td>0.981529</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.076539</td>\n",
       "      <td>1.224137</td>\n",
       "      <td>-0.169591</td>\n",
       "      <td>-0.075620</td>\n",
       "      <td>1.597936</td>\n",
       "      <td>0.073215</td>\n",
       "      <td>0.260724</td>\n",
       "      <td>0.175960</td>\n",
       "      <td>-0.071891</td>\n",
       "      <td>-0.428565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF568_1_001100</th>\n",
       "      <td>-0.816210</td>\n",
       "      <td>-0.732630</td>\n",
       "      <td>0.952955</td>\n",
       "      <td>0.716213</td>\n",
       "      <td>-0.475126</td>\n",
       "      <td>0.351111</td>\n",
       "      <td>-0.817417</td>\n",
       "      <td>1.796556</td>\n",
       "      <td>0.079340</td>\n",
       "      <td>1.477622</td>\n",
       "      <td>...</td>\n",
       "      <td>1.003603</td>\n",
       "      <td>1.896951</td>\n",
       "      <td>0.295975</td>\n",
       "      <td>-0.894308</td>\n",
       "      <td>0.439123</td>\n",
       "      <td>1.255073</td>\n",
       "      <td>-0.443936</td>\n",
       "      <td>-0.664058</td>\n",
       "      <td>-1.034318</td>\n",
       "      <td>-0.883886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF573_1_1010</th>\n",
       "      <td>-0.625081</td>\n",
       "      <td>-0.734421</td>\n",
       "      <td>-0.319116</td>\n",
       "      <td>1.772504</td>\n",
       "      <td>0.208062</td>\n",
       "      <td>-0.722942</td>\n",
       "      <td>0.783716</td>\n",
       "      <td>0.234903</td>\n",
       "      <td>-0.943610</td>\n",
       "      <td>-0.166122</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.678761</td>\n",
       "      <td>0.355001</td>\n",
       "      <td>-0.111155</td>\n",
       "      <td>0.014009</td>\n",
       "      <td>0.078004</td>\n",
       "      <td>-0.356139</td>\n",
       "      <td>0.037357</td>\n",
       "      <td>0.881235</td>\n",
       "      <td>0.859583</td>\n",
       "      <td>-0.649173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF625-ZNF20_1_0011</th>\n",
       "      <td>-1.555345</td>\n",
       "      <td>-0.651521</td>\n",
       "      <td>0.169987</td>\n",
       "      <td>0.705310</td>\n",
       "      <td>-0.801346</td>\n",
       "      <td>0.078881</td>\n",
       "      <td>0.385058</td>\n",
       "      <td>1.172690</td>\n",
       "      <td>-0.199898</td>\n",
       "      <td>-1.616797</td>\n",
       "      <td>...</td>\n",
       "      <td>0.715053</td>\n",
       "      <td>-0.009233</td>\n",
       "      <td>1.082624</td>\n",
       "      <td>0.816605</td>\n",
       "      <td>0.647243</td>\n",
       "      <td>-1.143113</td>\n",
       "      <td>1.329383</td>\n",
       "      <td>-0.293641</td>\n",
       "      <td>-1.709769</td>\n",
       "      <td>0.891529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF645_1_00110</th>\n",
       "      <td>-0.963843</td>\n",
       "      <td>-2.993932</td>\n",
       "      <td>0.988115</td>\n",
       "      <td>0.092468</td>\n",
       "      <td>-0.676930</td>\n",
       "      <td>-0.902745</td>\n",
       "      <td>1.449591</td>\n",
       "      <td>-0.526375</td>\n",
       "      <td>0.266265</td>\n",
       "      <td>-0.498406</td>\n",
       "      <td>...</td>\n",
       "      <td>1.155679</td>\n",
       "      <td>0.038507</td>\n",
       "      <td>-0.067352</td>\n",
       "      <td>-0.281329</td>\n",
       "      <td>-1.015946</td>\n",
       "      <td>1.896402</td>\n",
       "      <td>0.028276</td>\n",
       "      <td>-1.864735</td>\n",
       "      <td>2.899972</td>\n",
       "      <td>0.362483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF696_3_00010100</th>\n",
       "      <td>0.817043</td>\n",
       "      <td>2.467706</td>\n",
       "      <td>-1.986375</td>\n",
       "      <td>-0.718381</td>\n",
       "      <td>1.097253</td>\n",
       "      <td>-1.054479</td>\n",
       "      <td>1.903489</td>\n",
       "      <td>-1.256190</td>\n",
       "      <td>0.441376</td>\n",
       "      <td>-0.847959</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.432469</td>\n",
       "      <td>-0.067472</td>\n",
       "      <td>1.287405</td>\n",
       "      <td>-1.114013</td>\n",
       "      <td>-0.039827</td>\n",
       "      <td>0.067939</td>\n",
       "      <td>-1.968491</td>\n",
       "      <td>-0.070927</td>\n",
       "      <td>-0.366886</td>\n",
       "      <td>-0.207451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF780B_1_101000</th>\n",
       "      <td>0.682729</td>\n",
       "      <td>-0.923019</td>\n",
       "      <td>-1.048579</td>\n",
       "      <td>0.127406</td>\n",
       "      <td>0.117675</td>\n",
       "      <td>0.758898</td>\n",
       "      <td>-0.224757</td>\n",
       "      <td>0.236262</td>\n",
       "      <td>0.775396</td>\n",
       "      <td>0.442829</td>\n",
       "      <td>...</td>\n",
       "      <td>0.710089</td>\n",
       "      <td>-0.026069</td>\n",
       "      <td>-1.185849</td>\n",
       "      <td>-1.024367</td>\n",
       "      <td>-1.439514</td>\n",
       "      <td>-0.091189</td>\n",
       "      <td>1.452019</td>\n",
       "      <td>-0.839780</td>\n",
       "      <td>-0.137843</td>\n",
       "      <td>0.889978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF79_1_1011</th>\n",
       "      <td>-0.892819</td>\n",
       "      <td>0.661962</td>\n",
       "      <td>-0.711874</td>\n",
       "      <td>-1.672636</td>\n",
       "      <td>-1.118215</td>\n",
       "      <td>0.030175</td>\n",
       "      <td>2.224738</td>\n",
       "      <td>-0.163509</td>\n",
       "      <td>-0.690827</td>\n",
       "      <td>-0.184521</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005732</td>\n",
       "      <td>-4.268045</td>\n",
       "      <td>-1.429530</td>\n",
       "      <td>-0.095150</td>\n",
       "      <td>-2.509975</td>\n",
       "      <td>-1.869933</td>\n",
       "      <td>-1.709071</td>\n",
       "      <td>-1.176924</td>\n",
       "      <td>-1.836382</td>\n",
       "      <td>1.532086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF813_1_110000000</th>\n",
       "      <td>-0.713335</td>\n",
       "      <td>1.595781</td>\n",
       "      <td>0.213367</td>\n",
       "      <td>0.798964</td>\n",
       "      <td>-0.525887</td>\n",
       "      <td>-0.194835</td>\n",
       "      <td>-1.264622</td>\n",
       "      <td>-0.153005</td>\n",
       "      <td>0.439244</td>\n",
       "      <td>0.981529</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.076539</td>\n",
       "      <td>1.224137</td>\n",
       "      <td>-0.169591</td>\n",
       "      <td>-0.075620</td>\n",
       "      <td>1.597936</td>\n",
       "      <td>0.073215</td>\n",
       "      <td>0.260724</td>\n",
       "      <td>0.175960</td>\n",
       "      <td>-0.071891</td>\n",
       "      <td>-0.428565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF829_1_11</th>\n",
       "      <td>-0.713335</td>\n",
       "      <td>1.595781</td>\n",
       "      <td>0.213367</td>\n",
       "      <td>0.798964</td>\n",
       "      <td>-0.525887</td>\n",
       "      <td>-0.194835</td>\n",
       "      <td>-1.264622</td>\n",
       "      <td>-0.153005</td>\n",
       "      <td>0.439244</td>\n",
       "      <td>0.981529</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.076539</td>\n",
       "      <td>1.224137</td>\n",
       "      <td>-0.169591</td>\n",
       "      <td>-0.075620</td>\n",
       "      <td>1.597936</td>\n",
       "      <td>0.073215</td>\n",
       "      <td>0.260724</td>\n",
       "      <td>0.175960</td>\n",
       "      <td>-0.071891</td>\n",
       "      <td>-0.428565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZNF91_1_0100001</th>\n",
       "      <td>1.453857</td>\n",
       "      <td>0.246640</td>\n",
       "      <td>0.321726</td>\n",
       "      <td>-0.271060</td>\n",
       "      <td>-0.460673</td>\n",
       "      <td>1.099211</td>\n",
       "      <td>-0.775525</td>\n",
       "      <td>-1.435537</td>\n",
       "      <td>-0.819901</td>\n",
       "      <td>-0.505341</td>\n",
       "      <td>...</td>\n",
       "      <td>0.988173</td>\n",
       "      <td>0.538319</td>\n",
       "      <td>-0.082990</td>\n",
       "      <td>-1.186918</td>\n",
       "      <td>-2.312487</td>\n",
       "      <td>0.059862</td>\n",
       "      <td>0.175704</td>\n",
       "      <td>0.440540</td>\n",
       "      <td>-0.376569</td>\n",
       "      <td>-0.896968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZP2_1_11001</th>\n",
       "      <td>1.159713</td>\n",
       "      <td>-0.991337</td>\n",
       "      <td>-0.861632</td>\n",
       "      <td>-0.207409</td>\n",
       "      <td>-0.424115</td>\n",
       "      <td>1.928372</td>\n",
       "      <td>0.419098</td>\n",
       "      <td>-1.017383</td>\n",
       "      <td>0.556967</td>\n",
       "      <td>-2.317917</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.624324</td>\n",
       "      <td>-0.840069</td>\n",
       "      <td>-0.904768</td>\n",
       "      <td>0.176191</td>\n",
       "      <td>-0.257400</td>\n",
       "      <td>-0.032534</td>\n",
       "      <td>-0.558949</td>\n",
       "      <td>1.422277</td>\n",
       "      <td>0.767622</td>\n",
       "      <td>0.081433</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1138 rows × 206 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        22RV1_PROSTATE  \\\n",
       "Name                                     \n",
       "AADAT_1_11010                -1.233717   \n",
       "AASDHPPT_1_10110             -0.835507   \n",
       "ABCB1_1_11100                -0.077366   \n",
       "ABCB5_1_01010                -0.350602   \n",
       "ABCB7_1_10111                -0.540359   \n",
       "ABCC3_1_0011                 -1.493482   \n",
       "ABLIM3_1_01111                0.656319   \n",
       "ACADL_1_10011                 0.811633   \n",
       "ACCS_1_01010                  0.845706   \n",
       "ACO2_1_11100                 -0.382307   \n",
       "ACOT12_1_10111               -1.212482   \n",
       "ACTB_1_1110                   0.607057   \n",
       "ACTC1_1_0101                  0.345926   \n",
       "ACTL6A_1_00101                0.339972   \n",
       "ACTR2_1_10100                 0.661621   \n",
       "ACTR6_1_10010                 1.657472   \n",
       "ADAMTS1_1_01100              -0.687865   \n",
       "ADAR_1_00011                 -0.193679   \n",
       "ADI1_1_10101                 -1.361617   \n",
       "ADK_1_11011                  -1.463895   \n",
       "ADORA1_1_10001               -0.563375   \n",
       "ADSL_1_0110                  -2.732360   \n",
       "AFF1_1_10100                 -1.170209   \n",
       "AGAP3_1_00101                 1.097360   \n",
       "AGAP6_1_10011                 0.091096   \n",
       "AHCYL1_1_00111               -1.277590   \n",
       "AIRE_1_01100                 -2.096023   \n",
       "AKNA_1_10100                  1.923724   \n",
       "AKR1B10_1_0110000            -0.713335   \n",
       "ALDH1B1_1_111                 3.030178   \n",
       "...                                ...   \n",
       "ZNF136_1_1100000             -0.713335   \n",
       "ZNF137P_1_1100000            -0.713335   \n",
       "ZNF160_1_11000000            -0.713335   \n",
       "ZNF20_1_0011                 -1.555345   \n",
       "ZNF204P_1_11000              -0.713335   \n",
       "ZNF222_1_000101              -0.965358   \n",
       "ZNF227_1_010100              -0.986168   \n",
       "ZNF234_1_00111               -0.290829   \n",
       "ZNF250_1_10100001            -0.937369   \n",
       "ZNF252_1_1100                -0.713335   \n",
       "ZNF254_1_0000000010100        0.719845   \n",
       "ZNF420_1_1111                 0.460511   \n",
       "ZNF430_1_11000000            -0.713335   \n",
       "ZNF433_1_001001              -0.407938   \n",
       "ZNF44_1_110000               -0.713335   \n",
       "ZNF497_1_11100               -0.484354   \n",
       "ZNF521_1_11100               -0.183692   \n",
       "ZNF560_1_110101              -0.870552   \n",
       "ZNF561_1_011000              -0.713335   \n",
       "ZNF568_1_001100              -0.816210   \n",
       "ZNF573_1_1010                -0.625081   \n",
       "ZNF625-ZNF20_1_0011          -1.555345   \n",
       "ZNF645_1_00110               -0.963843   \n",
       "ZNF696_3_00010100             0.817043   \n",
       "ZNF780B_1_101000              0.682729   \n",
       "ZNF79_1_1011                 -0.892819   \n",
       "ZNF813_1_110000000           -0.713335   \n",
       "ZNF829_1_11                  -0.713335   \n",
       "ZNF91_1_0100001               1.453857   \n",
       "ZP2_1_11001                   1.159713   \n",
       "\n",
       "                        697_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE  786O_KIDNEY  \\\n",
       "Name                                                                          \n",
       "AADAT_1_11010                                         1.630825    -0.609781   \n",
       "AASDHPPT_1_10110                                     -1.841625    -1.041909   \n",
       "ABCB1_1_11100                                        -0.192850    -0.534267   \n",
       "ABCB5_1_01010                                        -0.001090     0.885487   \n",
       "ABCB7_1_10111                                         0.677912    -0.196409   \n",
       "ABCC3_1_0011                                         -0.556698    -1.184588   \n",
       "ABLIM3_1_01111                                        1.238755    -0.583299   \n",
       "ACADL_1_10011                                        -0.603420    -0.771375   \n",
       "ACCS_1_01010                                          0.336642    -1.489349   \n",
       "ACO2_1_11100                                          0.037527     1.706037   \n",
       "ACOT12_1_10111                                       -2.359211     0.501922   \n",
       "ACTB_1_1110                                           1.335360     1.041543   \n",
       "ACTC1_1_0101                                         -1.279192    -0.459080   \n",
       "ACTL6A_1_00101                                       -1.016751     0.158141   \n",
       "ACTR2_1_10100                                         0.896507    -1.180149   \n",
       "ACTR6_1_10010                                        -0.530169     1.203372   \n",
       "ADAMTS1_1_01100                                      -0.671419    -0.117688   \n",
       "ADAR_1_00011                                          0.763124     0.823673   \n",
       "ADI1_1_10101                                          0.910730     1.189532   \n",
       "ADK_1_11011                                          -1.297838     0.051349   \n",
       "ADORA1_1_10001                                       -0.130326     0.076026   \n",
       "ADSL_1_0110                                          -0.006026     0.469213   \n",
       "AFF1_1_10100                                         -1.989288     1.151280   \n",
       "AGAP3_1_00101                                         0.310893     0.910630   \n",
       "AGAP6_1_10011                                         0.526705    -0.871477   \n",
       "AHCYL1_1_00111                                        0.642487    -1.131278   \n",
       "AIRE_1_01100                                         -1.966783     0.660656   \n",
       "AKNA_1_10100                                         -0.904938    -1.195246   \n",
       "AKR1B10_1_0110000                                     1.595781     0.213367   \n",
       "ALDH1B1_1_111                                        -0.974115     1.227231   \n",
       "...                                                        ...          ...   \n",
       "ZNF136_1_1100000                                      1.595781     0.213367   \n",
       "ZNF137P_1_1100000                                     1.595781     0.213367   \n",
       "ZNF160_1_11000000                                     1.595781     0.213367   \n",
       "ZNF20_1_0011                                         -0.651521     0.169987   \n",
       "ZNF204P_1_11000                                       1.595781     0.213367   \n",
       "ZNF222_1_000101                                      -0.355876     1.822241   \n",
       "ZNF227_1_010100                                      -0.802293    -0.111595   \n",
       "ZNF234_1_00111                                       -3.535088     1.257514   \n",
       "ZNF250_1_10100001                                     0.887753     0.573670   \n",
       "ZNF252_1_1100                                         1.595781     0.213367   \n",
       "ZNF254_1_0000000010100                                0.116520    -2.107612   \n",
       "ZNF420_1_1111                                         1.641594    -0.735231   \n",
       "ZNF430_1_11000000                                     1.595781     0.213367   \n",
       "ZNF433_1_001001                                      -0.985943    -0.461563   \n",
       "ZNF44_1_110000                                        1.595781     0.213367   \n",
       "ZNF497_1_11100                                       -0.725108    -0.932143   \n",
       "ZNF521_1_11100                                       -1.292779    -0.077465   \n",
       "ZNF560_1_110101                                      -0.340018     1.162525   \n",
       "ZNF561_1_011000                                       1.595781     0.213367   \n",
       "ZNF568_1_001100                                      -0.732630     0.952955   \n",
       "ZNF573_1_1010                                        -0.734421    -0.319116   \n",
       "ZNF625-ZNF20_1_0011                                  -0.651521     0.169987   \n",
       "ZNF645_1_00110                                       -2.993932     0.988115   \n",
       "ZNF696_3_00010100                                     2.467706    -1.986375   \n",
       "ZNF780B_1_101000                                     -0.923019    -1.048579   \n",
       "ZNF79_1_1011                                          0.661962    -0.711874   \n",
       "ZNF813_1_110000000                                    1.595781     0.213367   \n",
       "ZNF829_1_11                                           1.595781     0.213367   \n",
       "ZNF91_1_0100001                                       0.246640     0.321726   \n",
       "ZP2_1_11001                                          -0.991337    -0.861632   \n",
       "\n",
       "                        A1207_CENTRAL_NERVOUS_SYSTEM  \\\n",
       "Name                                                   \n",
       "AADAT_1_11010                               0.220788   \n",
       "AASDHPPT_1_10110                            0.811463   \n",
       "ABCB1_1_11100                              -1.739908   \n",
       "ABCB5_1_01010                              -1.330497   \n",
       "ABCB7_1_10111                               2.752970   \n",
       "ABCC3_1_0011                                1.005566   \n",
       "ABLIM3_1_01111                             -0.422763   \n",
       "ACADL_1_10011                               1.260552   \n",
       "ACCS_1_01010                               -1.187804   \n",
       "ACO2_1_11100                               -0.245209   \n",
       "ACOT12_1_10111                              0.513790   \n",
       "ACTB_1_1110                                -0.165454   \n",
       "ACTC1_1_0101                               -1.085237   \n",
       "ACTL6A_1_00101                              1.146676   \n",
       "ACTR2_1_10100                              -0.860469   \n",
       "ACTR6_1_10010                               2.157847   \n",
       "ADAMTS1_1_01100                            -0.921216   \n",
       "ADAR_1_00011                                1.390947   \n",
       "ADI1_1_10101                               -0.570383   \n",
       "ADK_1_11011                                 0.605531   \n",
       "ADORA1_1_10001                              0.854385   \n",
       "ADSL_1_0110                                 1.149780   \n",
       "AFF1_1_10100                                1.679059   \n",
       "AGAP3_1_00101                              -1.672859   \n",
       "AGAP6_1_10011                               0.258399   \n",
       "AHCYL1_1_00111                             -0.396653   \n",
       "AIRE_1_01100                                0.493788   \n",
       "AKNA_1_10100                               -0.924762   \n",
       "AKR1B10_1_0110000                           0.798964   \n",
       "ALDH1B1_1_111                               0.045085   \n",
       "...                                              ...   \n",
       "ZNF136_1_1100000                            0.798964   \n",
       "ZNF137P_1_1100000                           0.798964   \n",
       "ZNF160_1_11000000                           0.798964   \n",
       "ZNF20_1_0011                                0.705310   \n",
       "ZNF204P_1_11000                             0.798964   \n",
       "ZNF222_1_000101                            -0.813756   \n",
       "ZNF227_1_010100                             0.440746   \n",
       "ZNF234_1_00111                             -0.848249   \n",
       "ZNF250_1_10100001                           0.041406   \n",
       "ZNF252_1_1100                               0.798964   \n",
       "ZNF254_1_0000000010100                     -0.086651   \n",
       "ZNF420_1_1111                              -1.256821   \n",
       "ZNF430_1_11000000                           0.798964   \n",
       "ZNF433_1_001001                             1.821244   \n",
       "ZNF44_1_110000                              0.798964   \n",
       "ZNF497_1_11100                              0.585291   \n",
       "ZNF521_1_11100                             -0.685468   \n",
       "ZNF560_1_110101                             1.715219   \n",
       "ZNF561_1_011000                             0.798964   \n",
       "ZNF568_1_001100                             0.716213   \n",
       "ZNF573_1_1010                               1.772504   \n",
       "ZNF625-ZNF20_1_0011                         0.705310   \n",
       "ZNF645_1_00110                              0.092468   \n",
       "ZNF696_3_00010100                          -0.718381   \n",
       "ZNF780B_1_101000                            0.127406   \n",
       "ZNF79_1_1011                               -1.672636   \n",
       "ZNF813_1_110000000                          0.798964   \n",
       "ZNF829_1_11                                 0.798964   \n",
       "ZNF91_1_0100001                            -0.271060   \n",
       "ZP2_1_11001                                -0.207409   \n",
       "\n",
       "                        A172_CENTRAL_NERVOUS_SYSTEM  A204_SOFT_TISSUE  \\\n",
       "Name                                                                    \n",
       "AADAT_1_11010                              0.520919          1.625103   \n",
       "AASDHPPT_1_10110                          -1.411331         -0.816945   \n",
       "ABCB1_1_11100                             -0.266028         -1.287434   \n",
       "ABCB5_1_01010                             -1.576496          0.007458   \n",
       "ABCB7_1_10111                             -0.362563          1.428641   \n",
       "ABCC3_1_0011                               0.938299          0.995693   \n",
       "ABLIM3_1_01111                             0.403560          0.388922   \n",
       "ACADL_1_10011                             -2.119105         -1.282944   \n",
       "ACCS_1_01010                              -0.336668         -0.980081   \n",
       "ACO2_1_11100                               0.209129          2.055322   \n",
       "ACOT12_1_10111                            -0.449438         -0.694688   \n",
       "ACTB_1_1110                                0.684410          1.259408   \n",
       "ACTC1_1_0101                               0.217322         -0.444648   \n",
       "ACTL6A_1_00101                            -0.305116          1.304411   \n",
       "ACTR2_1_10100                             -1.316924          1.043512   \n",
       "ACTR6_1_10010                             -0.898518          0.407974   \n",
       "ADAMTS1_1_01100                           -1.101878         -0.822637   \n",
       "ADAR_1_00011                              -0.426727         -0.473480   \n",
       "ADI1_1_10101                              -0.159741         -1.189977   \n",
       "ADK_1_11011                                0.167228          0.069916   \n",
       "ADORA1_1_10001                            -0.823695         -0.806872   \n",
       "ADSL_1_0110                                1.188797          1.194407   \n",
       "AFF1_1_10100                              -0.260435          0.614840   \n",
       "AGAP3_1_00101                             -0.753677          0.514196   \n",
       "AGAP6_1_10011                             -0.124210         -1.269522   \n",
       "AHCYL1_1_00111                            -0.539307         -0.052269   \n",
       "AIRE_1_01100                               0.698819         -1.232590   \n",
       "AKNA_1_10100                              -1.769607         -0.694071   \n",
       "AKR1B10_1_0110000                         -0.525887         -0.194835   \n",
       "ALDH1B1_1_111                             -0.288363          1.306692   \n",
       "...                                             ...               ...   \n",
       "ZNF136_1_1100000                          -0.525887         -0.194835   \n",
       "ZNF137P_1_1100000                         -0.525887         -0.194835   \n",
       "ZNF160_1_11000000                         -0.525887         -0.194835   \n",
       "ZNF20_1_0011                              -0.801346          0.078881   \n",
       "ZNF204P_1_11000                           -0.525887         -0.194835   \n",
       "ZNF222_1_000101                            0.739188         -0.584259   \n",
       "ZNF227_1_010100                           -0.209136         -1.082402   \n",
       "ZNF234_1_00111                             1.133795         -1.002678   \n",
       "ZNF250_1_10100001                         -0.454207         -1.312575   \n",
       "ZNF252_1_1100                             -0.525887         -0.194835   \n",
       "ZNF254_1_0000000010100                     0.565268          1.487655   \n",
       "ZNF420_1_1111                              0.764179         -0.268808   \n",
       "ZNF430_1_11000000                         -0.525887         -0.194835   \n",
       "ZNF433_1_001001                            0.964965          1.895733   \n",
       "ZNF44_1_110000                            -0.525887         -0.194835   \n",
       "ZNF497_1_11100                             0.394346         -0.426982   \n",
       "ZNF521_1_11100                            -0.493738          0.087422   \n",
       "ZNF560_1_110101                            0.261583         -0.466831   \n",
       "ZNF561_1_011000                           -0.525887         -0.194835   \n",
       "ZNF568_1_001100                           -0.475126          0.351111   \n",
       "ZNF573_1_1010                              0.208062         -0.722942   \n",
       "ZNF625-ZNF20_1_0011                       -0.801346          0.078881   \n",
       "ZNF645_1_00110                            -0.676930         -0.902745   \n",
       "ZNF696_3_00010100                          1.097253         -1.054479   \n",
       "ZNF780B_1_101000                           0.117675          0.758898   \n",
       "ZNF79_1_1011                              -1.118215          0.030175   \n",
       "ZNF813_1_110000000                        -0.525887         -0.194835   \n",
       "ZNF829_1_11                               -0.525887         -0.194835   \n",
       "ZNF91_1_0100001                           -0.460673          1.099211   \n",
       "ZP2_1_11001                               -0.424115          1.928372   \n",
       "\n",
       "                        A2058_SKIN  A549_LUNG  A673_BONE  ACHN_KIDNEY  \\\n",
       "Name                                                                    \n",
       "AADAT_1_11010             0.744893   0.270954   0.195283    -0.272367   \n",
       "AASDHPPT_1_10110          0.704509  -0.099023  -0.475277    -0.056040   \n",
       "ABCB1_1_11100             0.636443  -0.222219  -0.414539    -1.004412   \n",
       "ABCB5_1_01010            -0.320978   0.268817  -1.284329    -0.794162   \n",
       "ABCB7_1_10111            -0.349743  -0.920291  -1.576565     1.981206   \n",
       "ABCC3_1_0011             -1.058201   1.758713  -1.218867    -0.771106   \n",
       "ABLIM3_1_01111           -0.698032  -0.872150   2.355338     0.009699   \n",
       "ACADL_1_10011            -0.234332  -0.845653  -1.007366    -0.727710   \n",
       "ACCS_1_01010              0.177349  -0.903707   0.426053    -0.140524   \n",
       "ACO2_1_11100              0.870108   1.495599   0.602444     0.572388   \n",
       "ACOT12_1_10111           -0.831478  -0.372470  -1.128114    -0.250479   \n",
       "ACTB_1_1110              -0.437967  -0.126381  -0.023472     0.641525   \n",
       "ACTC1_1_0101              0.294380   0.021506   1.693148     0.144715   \n",
       "ACTL6A_1_00101           -1.430376   0.019938  -0.561790     0.892879   \n",
       "ACTR2_1_10100             0.163151   0.466462   1.058938     0.498308   \n",
       "ACTR6_1_10010            -0.686890   1.874196   0.017937     1.452063   \n",
       "ADAMTS1_1_01100           0.470267  -0.711622  -0.154305    -0.370170   \n",
       "ADAR_1_00011              0.631042   2.817253  -1.100230     1.631175   \n",
       "ADI1_1_10101              0.255749   1.575199  -0.871538    -1.082233   \n",
       "ADK_1_11011              -0.100420   0.602558  -0.510160     0.939749   \n",
       "ADORA1_1_10001            0.078203  -0.581534   2.004842    -0.313110   \n",
       "ADSL_1_0110              -0.497306  -0.549017   0.862624     1.841305   \n",
       "AFF1_1_10100             -0.685768  -0.924942  -0.039699    -0.880819   \n",
       "AGAP3_1_00101             0.280675   0.951153  -0.011919    -1.687051   \n",
       "AGAP6_1_10011            -0.181056  -1.115614  -0.902105    -1.493646   \n",
       "AHCYL1_1_00111            1.240247   1.017706   0.427541    -0.008817   \n",
       "AIRE_1_01100             -1.615108   1.649295  -0.665137     1.986629   \n",
       "AKNA_1_10100              0.247720  -1.052161  -0.608995    -1.281266   \n",
       "AKR1B10_1_0110000        -1.264622  -0.153005   0.439244     0.981529   \n",
       "ALDH1B1_1_111            -0.658810   0.065798   0.060878     2.815437   \n",
       "...                            ...        ...        ...          ...   \n",
       "ZNF136_1_1100000         -1.264622  -0.153005   0.439244     0.981529   \n",
       "ZNF137P_1_1100000        -1.264622  -0.153005   0.439244     0.981529   \n",
       "ZNF160_1_11000000        -1.264622  -0.153005   0.439244     0.981529   \n",
       "ZNF20_1_0011              0.385058   1.172690  -0.199898    -1.616797   \n",
       "ZNF204P_1_11000          -1.264622  -0.153005   0.439244     0.981529   \n",
       "ZNF222_1_000101          -0.035161   0.992850  -0.431687    -0.403752   \n",
       "ZNF227_1_010100          -0.953501   1.470083  -0.609820     0.208148   \n",
       "ZNF234_1_00111           -0.621623  -0.047273  -2.322866     1.267497   \n",
       "ZNF250_1_10100001         0.329937  -0.533007  -0.296015     0.532680   \n",
       "ZNF252_1_1100            -1.264622  -0.153005   0.439244     0.981529   \n",
       "ZNF254_1_0000000010100    1.391337   0.816452  -1.865812    -0.272003   \n",
       "ZNF420_1_1111             0.691558   2.701379  -0.465932    -0.585778   \n",
       "ZNF430_1_11000000        -1.264622  -0.153005   0.439244     0.981529   \n",
       "ZNF433_1_001001          -0.346517   1.621490  -0.554088     2.501544   \n",
       "ZNF44_1_110000           -1.264622  -0.153005   0.439244     0.981529   \n",
       "ZNF497_1_11100           -0.639790  -0.534257  -1.119690    -0.840353   \n",
       "ZNF521_1_11100            1.579706   1.159461  -1.311158     0.234582   \n",
       "ZNF560_1_110101          -2.205491  -0.898869  -1.096348     1.145183   \n",
       "ZNF561_1_011000          -1.264622  -0.153005   0.439244     0.981529   \n",
       "ZNF568_1_001100          -0.817417   1.796556   0.079340     1.477622   \n",
       "ZNF573_1_1010             0.783716   0.234903  -0.943610    -0.166122   \n",
       "ZNF625-ZNF20_1_0011       0.385058   1.172690  -0.199898    -1.616797   \n",
       "ZNF645_1_00110            1.449591  -0.526375   0.266265    -0.498406   \n",
       "ZNF696_3_00010100         1.903489  -1.256190   0.441376    -0.847959   \n",
       "ZNF780B_1_101000         -0.224757   0.236262   0.775396     0.442829   \n",
       "ZNF79_1_1011              2.224738  -0.163509  -0.690827    -0.184521   \n",
       "ZNF813_1_110000000       -1.264622  -0.153005   0.439244     0.981529   \n",
       "ZNF829_1_11              -1.264622  -0.153005   0.439244     0.981529   \n",
       "ZNF91_1_0100001          -0.775525  -1.435537  -0.819901    -0.505341   \n",
       "ZP2_1_11001               0.419098  -1.017383   0.556967    -2.317917   \n",
       "\n",
       "                            ...        TT_OESOPHAGUS  TYKNU_OVARY  \\\n",
       "Name                        ...                                     \n",
       "AADAT_1_11010               ...             0.624118    -0.073269   \n",
       "AASDHPPT_1_10110            ...             0.590706     1.004681   \n",
       "ABCB1_1_11100               ...            -0.440657    -0.490540   \n",
       "ABCB5_1_01010               ...            -0.319307    -0.576655   \n",
       "ABCB7_1_10111               ...            -0.085135     1.494078   \n",
       "ABCC3_1_0011                ...            -0.080481     2.289804   \n",
       "ABLIM3_1_01111              ...             1.700019    -1.262018   \n",
       "ACADL_1_10011               ...            -1.411534     0.281601   \n",
       "ACCS_1_01010                ...            -0.461968    -0.020557   \n",
       "ACO2_1_11100                ...             0.067507     2.843544   \n",
       "ACOT12_1_10111              ...             1.262335    -1.247400   \n",
       "ACTB_1_1110                 ...             0.482720     0.871285   \n",
       "ACTC1_1_0101                ...            -0.266983     0.541490   \n",
       "ACTL6A_1_00101              ...             1.728307     2.862411   \n",
       "ACTR2_1_10100               ...            -0.507855     0.553837   \n",
       "ACTR6_1_10010               ...            -0.456598    -0.187390   \n",
       "ADAMTS1_1_01100             ...             1.260983     0.072891   \n",
       "ADAR_1_00011                ...             0.112150    -0.577812   \n",
       "ADI1_1_10101                ...            -0.264064    -0.562576   \n",
       "ADK_1_11011                 ...            -0.206954     0.419564   \n",
       "ADORA1_1_10001              ...            -0.463330    -0.935221   \n",
       "ADSL_1_0110                 ...             0.569824    -0.223678   \n",
       "AFF1_1_10100                ...             0.495719    -0.048319   \n",
       "AGAP3_1_00101               ...             0.792161    -0.569110   \n",
       "AGAP6_1_10011               ...            -0.133651    -1.801064   \n",
       "AHCYL1_1_00111              ...            -0.012348     0.482205   \n",
       "AIRE_1_01100                ...            -0.690927    -0.662777   \n",
       "AKNA_1_10100                ...             0.570824     0.819187   \n",
       "AKR1B10_1_0110000           ...            -1.076539     1.224137   \n",
       "ALDH1B1_1_111               ...            -1.002656    -1.619564   \n",
       "...                         ...                  ...          ...   \n",
       "ZNF136_1_1100000            ...            -1.076539     1.224137   \n",
       "ZNF137P_1_1100000           ...            -1.076539     1.224137   \n",
       "ZNF160_1_11000000           ...            -1.076539     1.224137   \n",
       "ZNF20_1_0011                ...             0.715053    -0.009233   \n",
       "ZNF204P_1_11000             ...            -1.076539     1.224137   \n",
       "ZNF222_1_000101             ...            -0.975922    -1.105824   \n",
       "ZNF227_1_010100             ...             1.207061     0.266993   \n",
       "ZNF234_1_00111              ...             0.561577     0.285096   \n",
       "ZNF250_1_10100001           ...            -0.756894     0.540953   \n",
       "ZNF252_1_1100               ...            -1.076539     1.224137   \n",
       "ZNF254_1_0000000010100      ...             0.373820     0.465524   \n",
       "ZNF420_1_1111               ...             0.510191     2.134477   \n",
       "ZNF430_1_11000000           ...            -1.076539     1.224137   \n",
       "ZNF433_1_001001             ...            -0.241139     3.419267   \n",
       "ZNF44_1_110000              ...            -1.076539     1.224137   \n",
       "ZNF497_1_11100              ...            -0.438851    -1.750285   \n",
       "ZNF521_1_11100              ...             0.727116    -0.911274   \n",
       "ZNF560_1_110101             ...             1.351134     1.367639   \n",
       "ZNF561_1_011000             ...            -1.076539     1.224137   \n",
       "ZNF568_1_001100             ...             1.003603     1.896951   \n",
       "ZNF573_1_1010               ...            -0.678761     0.355001   \n",
       "ZNF625-ZNF20_1_0011         ...             0.715053    -0.009233   \n",
       "ZNF645_1_00110              ...             1.155679     0.038507   \n",
       "ZNF696_3_00010100           ...            -0.432469    -0.067472   \n",
       "ZNF780B_1_101000            ...             0.710089    -0.026069   \n",
       "ZNF79_1_1011                ...             0.005732    -4.268045   \n",
       "ZNF813_1_110000000          ...            -1.076539     1.224137   \n",
       "ZNF829_1_11                 ...            -1.076539     1.224137   \n",
       "ZNF91_1_0100001             ...             0.988173     0.538319   \n",
       "ZP2_1_11001                 ...            -0.624324    -0.840069   \n",
       "\n",
       "                        U178_CENTRAL_NERVOUS_SYSTEM  \\\n",
       "Name                                                  \n",
       "AADAT_1_11010                             -0.682420   \n",
       "AASDHPPT_1_10110                          -0.192678   \n",
       "ABCB1_1_11100                             -1.532204   \n",
       "ABCB5_1_01010                             -1.315208   \n",
       "ABCB7_1_10111                              0.830243   \n",
       "ABCC3_1_0011                              -0.403979   \n",
       "ABLIM3_1_01111                             0.083041   \n",
       "ACADL_1_10011                              0.624200   \n",
       "ACCS_1_01010                               0.493230   \n",
       "ACO2_1_11100                               0.486514   \n",
       "ACOT12_1_10111                            -0.513222   \n",
       "ACTB_1_1110                                1.774740   \n",
       "ACTC1_1_0101                               0.989608   \n",
       "ACTL6A_1_00101                            -0.088457   \n",
       "ACTR2_1_10100                              1.275452   \n",
       "ACTR6_1_10010                             -0.419383   \n",
       "ADAMTS1_1_01100                           -1.678199   \n",
       "ADAR_1_00011                              -0.661375   \n",
       "ADI1_1_10101                              -2.070920   \n",
       "ADK_1_11011                                1.183389   \n",
       "ADORA1_1_10001                             1.366537   \n",
       "ADSL_1_0110                               -0.489946   \n",
       "AFF1_1_10100                              -0.643056   \n",
       "AGAP3_1_00101                              0.260842   \n",
       "AGAP6_1_10011                              0.069636   \n",
       "AHCYL1_1_00111                             1.882100   \n",
       "AIRE_1_01100                               0.634820   \n",
       "AKNA_1_10100                              -0.798219   \n",
       "AKR1B10_1_0110000                         -0.169591   \n",
       "ALDH1B1_1_111                             -0.068816   \n",
       "...                                             ...   \n",
       "ZNF136_1_1100000                          -0.169591   \n",
       "ZNF137P_1_1100000                         -0.169591   \n",
       "ZNF160_1_11000000                         -0.169591   \n",
       "ZNF20_1_0011                               1.082624   \n",
       "ZNF204P_1_11000                           -0.169591   \n",
       "ZNF222_1_000101                           -1.531410   \n",
       "ZNF227_1_010100                            1.170930   \n",
       "ZNF234_1_00111                            -0.208364   \n",
       "ZNF250_1_10100001                         -0.018925   \n",
       "ZNF252_1_1100                             -0.169591   \n",
       "ZNF254_1_0000000010100                    -0.456883   \n",
       "ZNF420_1_1111                             -0.913871   \n",
       "ZNF430_1_11000000                         -0.169591   \n",
       "ZNF433_1_001001                           -0.160950   \n",
       "ZNF44_1_110000                            -0.169591   \n",
       "ZNF497_1_11100                             0.506448   \n",
       "ZNF521_1_11100                            -2.173798   \n",
       "ZNF560_1_110101                           -0.340952   \n",
       "ZNF561_1_011000                           -0.169591   \n",
       "ZNF568_1_001100                            0.295975   \n",
       "ZNF573_1_1010                             -0.111155   \n",
       "ZNF625-ZNF20_1_0011                        1.082624   \n",
       "ZNF645_1_00110                            -0.067352   \n",
       "ZNF696_3_00010100                          1.287405   \n",
       "ZNF780B_1_101000                          -1.185849   \n",
       "ZNF79_1_1011                              -1.429530   \n",
       "ZNF813_1_110000000                        -0.169591   \n",
       "ZNF829_1_11                               -0.169591   \n",
       "ZNF91_1_0100001                           -0.082990   \n",
       "ZP2_1_11001                               -0.904768   \n",
       "\n",
       "                        U251MG_CENTRAL_NERVOUS_SYSTEM  \\\n",
       "Name                                                    \n",
       "AADAT_1_11010                               -1.471325   \n",
       "AASDHPPT_1_10110                            -1.153011   \n",
       "ABCB1_1_11100                               -0.036978   \n",
       "ABCB5_1_01010                                0.174838   \n",
       "ABCB7_1_10111                                0.628817   \n",
       "ABCC3_1_0011                                -1.160949   \n",
       "ABLIM3_1_01111                              -1.060057   \n",
       "ACADL_1_10011                               -0.080234   \n",
       "ACCS_1_01010                                -1.216529   \n",
       "ACO2_1_11100                                 0.152967   \n",
       "ACOT12_1_10111                               1.078802   \n",
       "ACTB_1_1110                                 -0.030940   \n",
       "ACTC1_1_0101                                -0.697907   \n",
       "ACTL6A_1_00101                               0.873991   \n",
       "ACTR2_1_10100                               -0.225534   \n",
       "ACTR6_1_10010                                0.162728   \n",
       "ADAMTS1_1_01100                              0.176564   \n",
       "ADAR_1_00011                                 0.042282   \n",
       "ADI1_1_10101                                -0.087884   \n",
       "ADK_1_11011                                 -0.734681   \n",
       "ADORA1_1_10001                              -1.531967   \n",
       "ADSL_1_0110                                 -0.292755   \n",
       "AFF1_1_10100                                -0.240057   \n",
       "AGAP3_1_00101                                0.606085   \n",
       "AGAP6_1_10011                                1.100282   \n",
       "AHCYL1_1_00111                              -0.626491   \n",
       "AIRE_1_01100                                -0.184566   \n",
       "AKNA_1_10100                                 0.601224   \n",
       "AKR1B10_1_0110000                           -0.075620   \n",
       "ALDH1B1_1_111                                1.107914   \n",
       "...                                               ...   \n",
       "ZNF136_1_1100000                            -0.075620   \n",
       "ZNF137P_1_1100000                           -0.075620   \n",
       "ZNF160_1_11000000                           -0.075620   \n",
       "ZNF20_1_0011                                 0.816605   \n",
       "ZNF204P_1_11000                             -0.075620   \n",
       "ZNF222_1_000101                              0.244581   \n",
       "ZNF227_1_010100                              0.254539   \n",
       "ZNF234_1_00111                               0.551078   \n",
       "ZNF250_1_10100001                            0.591335   \n",
       "ZNF252_1_1100                               -0.075620   \n",
       "ZNF254_1_0000000010100                       1.076774   \n",
       "ZNF420_1_1111                                0.444337   \n",
       "ZNF430_1_11000000                           -0.075620   \n",
       "ZNF433_1_001001                              1.787961   \n",
       "ZNF44_1_110000                              -0.075620   \n",
       "ZNF497_1_11100                               1.592825   \n",
       "ZNF521_1_11100                               0.610421   \n",
       "ZNF560_1_110101                             -0.579492   \n",
       "ZNF561_1_011000                             -0.075620   \n",
       "ZNF568_1_001100                             -0.894308   \n",
       "ZNF573_1_1010                                0.014009   \n",
       "ZNF625-ZNF20_1_0011                          0.816605   \n",
       "ZNF645_1_00110                              -0.281329   \n",
       "ZNF696_3_00010100                           -1.114013   \n",
       "ZNF780B_1_101000                            -1.024367   \n",
       "ZNF79_1_1011                                -0.095150   \n",
       "ZNF813_1_110000000                          -0.075620   \n",
       "ZNF829_1_11                                 -0.075620   \n",
       "ZNF91_1_0100001                             -1.186918   \n",
       "ZP2_1_11001                                  0.176191   \n",
       "\n",
       "                        U343_CENTRAL_NERVOUS_SYSTEM  \\\n",
       "Name                                                  \n",
       "AADAT_1_11010                              0.474586   \n",
       "AASDHPPT_1_10110                          -0.715164   \n",
       "ABCB1_1_11100                             -2.164719   \n",
       "ABCB5_1_01010                             -0.285739   \n",
       "ABCB7_1_10111                              0.806812   \n",
       "ABCC3_1_0011                               2.247304   \n",
       "ABLIM3_1_01111                             0.182273   \n",
       "ACADL_1_10011                              1.767618   \n",
       "ACCS_1_01010                              -0.377021   \n",
       "ACO2_1_11100                               1.560172   \n",
       "ACOT12_1_10111                            -1.788267   \n",
       "ACTB_1_1110                                1.899741   \n",
       "ACTC1_1_0101                               0.054398   \n",
       "ACTL6A_1_00101                             1.541833   \n",
       "ACTR2_1_10100                              0.942271   \n",
       "ACTR6_1_10010                              0.720489   \n",
       "ADAMTS1_1_01100                           -0.328657   \n",
       "ADAR_1_00011                               1.111845   \n",
       "ADI1_1_10101                               0.825136   \n",
       "ADK_1_11011                                1.152913   \n",
       "ADORA1_1_10001                             0.200397   \n",
       "ADSL_1_0110                                1.196243   \n",
       "AFF1_1_10100                              -0.317844   \n",
       "AGAP3_1_00101                             -1.340382   \n",
       "AGAP6_1_10011                             -0.212139   \n",
       "AHCYL1_1_00111                             2.076836   \n",
       "AIRE_1_01100                               1.683834   \n",
       "AKNA_1_10100                              -0.989215   \n",
       "AKR1B10_1_0110000                          1.597936   \n",
       "ALDH1B1_1_111                              0.262016   \n",
       "...                                             ...   \n",
       "ZNF136_1_1100000                           1.597936   \n",
       "ZNF137P_1_1100000                          1.597936   \n",
       "ZNF160_1_11000000                          1.597936   \n",
       "ZNF20_1_0011                               0.647243   \n",
       "ZNF204P_1_11000                            1.597936   \n",
       "ZNF222_1_000101                            1.631784   \n",
       "ZNF227_1_010100                           -0.151029   \n",
       "ZNF234_1_00111                             0.185643   \n",
       "ZNF250_1_10100001                          0.763701   \n",
       "ZNF252_1_1100                              1.597936   \n",
       "ZNF254_1_0000000010100                    -1.435404   \n",
       "ZNF420_1_1111                              1.339600   \n",
       "ZNF430_1_11000000                          1.597936   \n",
       "ZNF433_1_001001                            1.351038   \n",
       "ZNF44_1_110000                             1.597936   \n",
       "ZNF497_1_11100                             0.770741   \n",
       "ZNF521_1_11100                            -1.675924   \n",
       "ZNF560_1_110101                           -0.303164   \n",
       "ZNF561_1_011000                            1.597936   \n",
       "ZNF568_1_001100                            0.439123   \n",
       "ZNF573_1_1010                              0.078004   \n",
       "ZNF625-ZNF20_1_0011                        0.647243   \n",
       "ZNF645_1_00110                            -1.015946   \n",
       "ZNF696_3_00010100                         -0.039827   \n",
       "ZNF780B_1_101000                          -1.439514   \n",
       "ZNF79_1_1011                              -2.509975   \n",
       "ZNF813_1_110000000                         1.597936   \n",
       "ZNF829_1_11                                1.597936   \n",
       "ZNF91_1_0100001                           -2.312487   \n",
       "ZP2_1_11001                               -0.257400   \n",
       "\n",
       "                        U87MG_CENTRAL_NERVOUS_SYSTEM  UOK101_KIDNEY  \\\n",
       "Name                                                                  \n",
       "AADAT_1_11010                              -0.102329       0.020837   \n",
       "AASDHPPT_1_10110                           -0.447077       0.877866   \n",
       "ABCB1_1_11100                              -0.754494      -0.053760   \n",
       "ABCB5_1_01010                              -2.067271      -1.392602   \n",
       "ABCB7_1_10111                               1.016900      -0.112952   \n",
       "ABCC3_1_0011                                0.888143      -0.199145   \n",
       "ABLIM3_1_01111                             -1.022443      -0.948695   \n",
       "ACADL_1_10011                               1.192108       0.689886   \n",
       "ACCS_1_01010                               -0.795705      -0.266741   \n",
       "ACO2_1_11100                                1.479600       0.625171   \n",
       "ACOT12_1_10111                             -0.161377      -0.322944   \n",
       "ACTB_1_1110                                 1.874684       0.490657   \n",
       "ACTC1_1_0101                                0.197459       0.680276   \n",
       "ACTL6A_1_00101                             -1.064792       1.485676   \n",
       "ACTR2_1_10100                              -0.229942      -1.241374   \n",
       "ACTR6_1_10010                              -0.257414       2.577649   \n",
       "ADAMTS1_1_01100                            -0.884532      -0.973659   \n",
       "ADAR_1_00011                                0.954935       2.327458   \n",
       "ADI1_1_10101                               -0.623691       0.292447   \n",
       "ADK_1_11011                                 0.416395       0.811793   \n",
       "ADORA1_1_10001                             -0.853506       1.335075   \n",
       "ADSL_1_0110                                 0.708087       1.367874   \n",
       "AFF1_1_10100                               -0.075926       0.320111   \n",
       "AGAP3_1_00101                              -0.402210       0.206857   \n",
       "AGAP6_1_10011                               0.569559       0.302220   \n",
       "AHCYL1_1_00111                              2.061452       2.226302   \n",
       "AIRE_1_01100                                0.958206       1.175470   \n",
       "AKNA_1_10100                               -0.861397      -0.326568   \n",
       "AKR1B10_1_0110000                           0.073215       0.260724   \n",
       "ALDH1B1_1_111                               0.109241      -1.096093   \n",
       "...                                              ...            ...   \n",
       "ZNF136_1_1100000                            0.073215       0.260724   \n",
       "ZNF137P_1_1100000                           0.073215       0.260724   \n",
       "ZNF160_1_11000000                           0.073215       0.260724   \n",
       "ZNF20_1_0011                               -1.143113       1.329383   \n",
       "ZNF204P_1_11000                             0.073215       0.260724   \n",
       "ZNF222_1_000101                            -0.200918      -0.087777   \n",
       "ZNF227_1_010100                            -0.624351       2.750212   \n",
       "ZNF234_1_00111                             -0.061417      -0.175681   \n",
       "ZNF250_1_10100001                          -0.909513      -0.344136   \n",
       "ZNF252_1_1100                               0.073215       0.260724   \n",
       "ZNF254_1_0000000010100                      0.106869      -0.969967   \n",
       "ZNF420_1_1111                              -0.528430      -0.323286   \n",
       "ZNF430_1_11000000                           0.073215       0.260724   \n",
       "ZNF433_1_001001                             1.430461       1.801233   \n",
       "ZNF44_1_110000                              0.073215       0.260724   \n",
       "ZNF497_1_11100                              1.574862       0.305918   \n",
       "ZNF521_1_11100                             -1.219244       0.493594   \n",
       "ZNF560_1_110101                             1.928140      -0.651113   \n",
       "ZNF561_1_011000                             0.073215       0.260724   \n",
       "ZNF568_1_001100                             1.255073      -0.443936   \n",
       "ZNF573_1_1010                              -0.356139       0.037357   \n",
       "ZNF625-ZNF20_1_0011                        -1.143113       1.329383   \n",
       "ZNF645_1_00110                              1.896402       0.028276   \n",
       "ZNF696_3_00010100                           0.067939      -1.968491   \n",
       "ZNF780B_1_101000                           -0.091189       1.452019   \n",
       "ZNF79_1_1011                               -1.869933      -1.709071   \n",
       "ZNF813_1_110000000                          0.073215       0.260724   \n",
       "ZNF829_1_11                                 0.073215       0.260724   \n",
       "ZNF91_1_0100001                             0.059862       0.175704   \n",
       "ZP2_1_11001                                -0.032534      -0.558949   \n",
       "\n",
       "                        VCAP_PROSTATE  YKG1_CENTRAL_NERVOUS_SYSTEM  \\\n",
       "Name                                                                 \n",
       "AADAT_1_11010                0.699519                    -0.047015   \n",
       "AASDHPPT_1_10110            -1.726210                    -0.523734   \n",
       "ABCB1_1_11100                0.292978                     0.800539   \n",
       "ABCB5_1_01010                0.854448                    -0.866509   \n",
       "ABCB7_1_10111                0.229912                     0.286890   \n",
       "ABCC3_1_0011                 0.315864                     2.000316   \n",
       "ABLIM3_1_01111               0.989110                    -0.792063   \n",
       "ACADL_1_10011               -0.561078                     0.697050   \n",
       "ACCS_1_01010                -0.510991                    -0.327985   \n",
       "ACO2_1_11100                -0.535656                     2.959886   \n",
       "ACOT12_1_10111              -0.819559                    -0.203953   \n",
       "ACTB_1_1110                  1.435991                    -0.135793   \n",
       "ACTC1_1_0101                -1.384397                     0.133260   \n",
       "ACTL6A_1_00101              -0.934615                    -0.758341   \n",
       "ACTR2_1_10100                0.560417                    -0.786896   \n",
       "ACTR6_1_10010                0.599059                    -0.360795   \n",
       "ADAMTS1_1_01100             -0.654652                     0.151918   \n",
       "ADAR_1_00011                 1.015866                    -1.057329   \n",
       "ADI1_1_10101                 2.789421                     0.935612   \n",
       "ADK_1_11011                  0.245589                     0.931770   \n",
       "ADORA1_1_10001              -1.842481                     0.014843   \n",
       "ADSL_1_0110                  0.605119                     0.911436   \n",
       "AFF1_1_10100                 0.785740                     0.582589   \n",
       "AGAP3_1_00101               -1.245065                     0.452849   \n",
       "AGAP6_1_10011               -0.736396                    -0.045398   \n",
       "AHCYL1_1_00111              -0.670003                     1.478998   \n",
       "AIRE_1_01100                 0.090211                     0.819881   \n",
       "AKNA_1_10100                 1.845424                    -0.679230   \n",
       "AKR1B10_1_0110000            0.175960                    -0.071891   \n",
       "ALDH1B1_1_111                2.964393                     1.346103   \n",
       "...                               ...                          ...   \n",
       "ZNF136_1_1100000             0.175960                    -0.071891   \n",
       "ZNF137P_1_1100000            0.175960                    -0.071891   \n",
       "ZNF160_1_11000000            0.175960                    -0.071891   \n",
       "ZNF20_1_0011                -0.293641                    -1.709769   \n",
       "ZNF204P_1_11000              0.175960                    -0.071891   \n",
       "ZNF222_1_000101              1.231072                    -0.510881   \n",
       "ZNF227_1_010100             -1.095654                    -0.986481   \n",
       "ZNF234_1_00111               0.482754                     0.959663   \n",
       "ZNF250_1_10100001           -0.879575                     0.661184   \n",
       "ZNF252_1_1100                0.175960                    -0.071891   \n",
       "ZNF254_1_0000000010100      -0.412817                     0.973554   \n",
       "ZNF420_1_1111                1.516272                    -1.048463   \n",
       "ZNF430_1_11000000            0.175960                    -0.071891   \n",
       "ZNF433_1_001001             -0.962492                     0.824513   \n",
       "ZNF44_1_110000               0.175960                    -0.071891   \n",
       "ZNF497_1_11100              -1.453183                    -0.060042   \n",
       "ZNF521_1_11100              -0.480777                    -0.956829   \n",
       "ZNF560_1_110101             -0.061902                     0.205033   \n",
       "ZNF561_1_011000              0.175960                    -0.071891   \n",
       "ZNF568_1_001100             -0.664058                    -1.034318   \n",
       "ZNF573_1_1010                0.881235                     0.859583   \n",
       "ZNF625-ZNF20_1_0011         -0.293641                    -1.709769   \n",
       "ZNF645_1_00110              -1.864735                     2.899972   \n",
       "ZNF696_3_00010100           -0.070927                    -0.366886   \n",
       "ZNF780B_1_101000            -0.839780                    -0.137843   \n",
       "ZNF79_1_1011                -1.176924                    -1.836382   \n",
       "ZNF813_1_110000000           0.175960                    -0.071891   \n",
       "ZNF829_1_11                  0.175960                    -0.071891   \n",
       "ZNF91_1_0100001              0.440540                    -0.376569   \n",
       "ZP2_1_11001                  1.422277                     0.767622   \n",
       "\n",
       "                        ZR7530_BREAST  \n",
       "Name                                   \n",
       "AADAT_1_11010                0.501435  \n",
       "AASDHPPT_1_10110             1.534973  \n",
       "ABCB1_1_11100                1.019134  \n",
       "ABCB5_1_01010                1.195604  \n",
       "ABCB7_1_10111               -1.220823  \n",
       "ABCC3_1_0011                -0.906171  \n",
       "ABLIM3_1_01111               0.562011  \n",
       "ACADL_1_10011                1.550448  \n",
       "ACCS_1_01010                 1.618282  \n",
       "ACO2_1_11100                -2.142282  \n",
       "ACOT12_1_10111               1.173153  \n",
       "ACTB_1_1110                 -1.443088  \n",
       "ACTC1_1_0101                 1.184772  \n",
       "ACTL6A_1_00101              -0.848055  \n",
       "ACTR2_1_10100               -0.832601  \n",
       "ACTR6_1_10010                0.104075  \n",
       "ADAMTS1_1_01100              1.059156  \n",
       "ADAR_1_00011                -0.135410  \n",
       "ADI1_1_10101                 0.413377  \n",
       "ADK_1_11011                  0.412064  \n",
       "ADORA1_1_10001               0.356344  \n",
       "ADSL_1_0110                 -3.106167  \n",
       "AFF1_1_10100                -0.522305  \n",
       "AGAP3_1_00101               -0.590662  \n",
       "AGAP6_1_10011                1.977817  \n",
       "AHCYL1_1_00111               0.617387  \n",
       "AIRE_1_01100                -0.911702  \n",
       "AKNA_1_10100                -0.532229  \n",
       "AKR1B10_1_0110000           -0.428565  \n",
       "ALDH1B1_1_111                1.447490  \n",
       "...                               ...  \n",
       "ZNF136_1_1100000            -0.428565  \n",
       "ZNF137P_1_1100000           -0.428565  \n",
       "ZNF160_1_11000000           -0.428565  \n",
       "ZNF20_1_0011                 0.891529  \n",
       "ZNF204P_1_11000             -0.428565  \n",
       "ZNF222_1_000101              0.880001  \n",
       "ZNF227_1_010100              0.093097  \n",
       "ZNF234_1_00111               1.901748  \n",
       "ZNF250_1_10100001           -1.328691  \n",
       "ZNF252_1_1100               -0.428565  \n",
       "ZNF254_1_0000000010100       0.138217  \n",
       "ZNF420_1_1111               -0.932172  \n",
       "ZNF430_1_11000000           -0.428565  \n",
       "ZNF433_1_001001             -0.622829  \n",
       "ZNF44_1_110000              -0.428565  \n",
       "ZNF497_1_11100              -1.320643  \n",
       "ZNF521_1_11100               0.640307  \n",
       "ZNF560_1_110101              0.620520  \n",
       "ZNF561_1_011000             -0.428565  \n",
       "ZNF568_1_001100             -0.883886  \n",
       "ZNF573_1_1010               -0.649173  \n",
       "ZNF625-ZNF20_1_0011          0.891529  \n",
       "ZNF645_1_00110               0.362483  \n",
       "ZNF696_3_00010100           -0.207451  \n",
       "ZNF780B_1_101000             0.889978  \n",
       "ZNF79_1_1011                 1.532086  \n",
       "ZNF813_1_110000000          -0.428565  \n",
       "ZNF829_1_11                 -0.428565  \n",
       "ZNF91_1_0100001             -0.896968  \n",
       "ZP2_1_11001                  0.081433  \n",
       "\n",
       "[1138 rows x 206 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#run for first 5 genes\n",
    "mselist = {}\n",
    "\n",
    "#best tasks that vlado tested with\n",
    "topTasks = pd.read_csv(\"../combined_stats.tab\", sep='\\t')\n",
    "tasks = topTasks.iloc[:,0].values\n",
    "\n",
    "#keep the tasks we want\n",
    "goodydat = ydat.transpose()[tasks]\n",
    "goodydat = goodydat.transpose()\n",
    "\n",
    "goodydat\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "13\n",
      "14\n",
      "15\n",
      "16\n",
      "17\n",
      "18\n",
      "19\n",
      "20\n",
      "21\n",
      "22\n",
      "23\n",
      "24\n",
      "25\n",
      "26\n",
      "27\n",
      "28\n",
      "29\n",
      "30\n",
      "31\n",
      "32\n",
      "33\n",
      "34\n",
      "35\n",
      "36\n",
      "37\n",
      "38\n",
      "39\n",
      "40\n",
      "41\n",
      "42\n",
      "43\n",
      "44\n",
      "45\n",
      "46\n",
      "47\n",
      "48\n",
      "49\n",
      "50\n",
      "51\n",
      "52\n",
      "53\n",
      "54\n",
      "55\n",
      "56\n",
      "57\n",
      "58\n",
      "59\n",
      "60\n",
      "61\n",
      "62\n",
      "63\n",
      "64\n",
      "65\n",
      "66\n",
      "67\n",
      "68\n",
      "69\n",
      "70\n",
      "71\n",
      "72\n",
      "73\n",
      "74\n",
      "75\n",
      "76\n",
      "77\n",
      "78\n",
      "79\n",
      "80\n",
      "81\n",
      "82\n",
      "83\n",
      "84\n",
      "85\n",
      "86\n",
      "87\n",
      "88\n",
      "89\n",
      "90\n",
      "91\n",
      "92\n",
      "93\n",
      "94\n",
      "95\n",
      "96\n",
      "97\n",
      "98\n",
      "99\n",
      "100\n",
      "101\n",
      "102\n",
      "103\n",
      "104\n",
      "105\n",
      "106\n",
      "107\n",
      "108\n",
      "109\n",
      "110\n",
      "111\n",
      "112\n",
      "113\n",
      "114\n",
      "115\n",
      "116\n",
      "117\n",
      "118\n",
      "119\n",
      "120\n",
      "121\n",
      "122\n",
      "123\n",
      "124\n",
      "125\n",
      "126\n",
      "127\n",
      "128\n",
      "129\n",
      "130\n",
      "131\n",
      "132\n",
      "133\n",
      "134\n",
      "135\n",
      "136\n",
      "137\n",
      "138\n",
      "139\n",
      "140\n",
      "141\n",
      "142\n",
      "143\n",
      "144\n",
      "145\n",
      "146\n",
      "147\n",
      "148\n",
      "149\n",
      "150\n",
      "151\n",
      "152\n",
      "153\n",
      "154\n",
      "155\n",
      "156\n",
      "157\n",
      "158\n",
      "159\n",
      "160\n",
      "161\n",
      "162\n",
      "163\n",
      "164\n",
      "165\n",
      "166\n",
      "167\n",
      "168\n",
      "169\n",
      "170\n",
      "171\n",
      "172\n",
      "173\n",
      "174\n",
      "175\n",
      "176\n",
      "177\n",
      "178\n",
      "179\n",
      "180\n",
      "181\n",
      "182\n",
      "183\n",
      "184\n",
      "185\n",
      "186\n",
      "187\n",
      "188\n",
      "189\n",
      "190\n",
      "191\n",
      "192\n",
      "193\n",
      "194\n",
      "195\n",
      "196\n",
      "197\n",
      "198\n",
      "199\n",
      "200\n",
      "201\n",
      "202\n",
      "203\n",
      "204\n",
      "205\n",
      "206\n",
      "207\n",
      "208\n",
      "209\n",
      "210\n",
      "211\n",
      "212\n",
      "213\n",
      "214\n",
      "215\n",
      "216\n",
      "217\n",
      "218\n",
      "219\n",
      "220\n",
      "221\n",
      "222\n",
      "223\n",
      "224\n",
      "225\n",
      "226\n",
      "227\n",
      "228\n",
      "229\n",
      "230\n",
      "231\n",
      "232\n",
      "233\n",
      "234\n",
      "235\n",
      "236\n",
      "237\n",
      "238\n",
      "239\n",
      "240\n",
      "241\n",
      "242\n",
      "243\n",
      "244\n",
      "245\n",
      "246\n",
      "247\n",
      "248\n",
      "249\n",
      "250\n",
      "251\n",
      "252\n",
      "253\n",
      "254\n",
      "255\n",
      "256\n",
      "257\n",
      "258\n",
      "259\n",
      "260\n",
      "261\n",
      "262\n",
      "263\n",
      "264\n",
      "265\n",
      "266\n",
      "267\n",
      "268\n",
      "269\n",
      "270\n",
      "271\n",
      "272\n",
      "273\n",
      "274\n",
      "275\n",
      "276\n",
      "277\n",
      "278\n",
      "279\n",
      "280\n",
      "281\n",
      "282\n",
      "283\n",
      "284\n",
      "285\n",
      "286\n",
      "287\n",
      "288\n",
      "289\n",
      "290\n",
      "291\n",
      "292\n",
      "293\n",
      "294\n",
      "295\n",
      "296\n",
      "297\n",
      "298\n",
      "299\n",
      "300\n",
      "301\n",
      "302\n",
      "303\n",
      "304\n",
      "305\n",
      "306\n",
      "307\n",
      "308\n",
      "309\n",
      "310\n",
      "311\n",
      "312\n",
      "313\n",
      "314\n",
      "315\n",
      "316\n",
      "317\n",
      "318\n",
      "319\n",
      "320\n",
      "321\n",
      "322\n",
      "323\n",
      "324\n",
      "325\n",
      "326\n",
      "327\n",
      "328\n",
      "329\n",
      "330\n",
      "331\n",
      "332\n",
      "333\n",
      "334\n",
      "335\n",
      "336\n",
      "337\n",
      "338\n",
      "339\n",
      "340\n",
      "341\n",
      "342\n",
      "343\n",
      "344\n",
      "345\n",
      "346\n",
      "347\n",
      "348\n",
      "349\n",
      "350\n",
      "351\n",
      "352\n",
      "353\n",
      "354\n",
      "355\n",
      "356\n",
      "357\n",
      "358\n",
      "359\n",
      "360\n",
      "361\n",
      "362\n",
      "363\n",
      "364\n",
      "365\n",
      "366\n",
      "367\n",
      "368\n",
      "369\n",
      "370\n",
      "371\n",
      "372\n",
      "373\n",
      "374\n",
      "375\n",
      "376\n",
      "377\n",
      "378\n",
      "379\n",
      "380\n",
      "381\n",
      "382\n",
      "383\n",
      "384\n",
      "385\n",
      "386\n",
      "387\n",
      "388\n",
      "389\n",
      "390\n",
      "391\n",
      "392\n",
      "393\n",
      "394\n",
      "395\n",
      "396\n",
      "397\n",
      "398\n",
      "399\n",
      "400\n",
      "401\n",
      "402\n",
      "403\n",
      "404\n",
      "405\n",
      "406\n",
      "407\n",
      "408\n",
      "409\n",
      "410\n",
      "411\n",
      "412\n",
      "413\n",
      "414\n",
      "415\n",
      "416\n",
      "417\n",
      "418\n",
      "419\n",
      "420\n",
      "421\n",
      "422\n",
      "423\n",
      "424\n",
      "425\n",
      "426\n",
      "427\n",
      "428\n",
      "429\n",
      "430\n",
      "431\n",
      "432\n",
      "433\n",
      "434\n",
      "435\n",
      "436\n",
      "437\n",
      "438\n",
      "439\n",
      "440\n",
      "441\n",
      "442\n",
      "443\n",
      "444\n",
      "445\n",
      "446\n",
      "447\n",
      "448\n",
      "449\n",
      "450\n",
      "451\n",
      "452\n",
      "453\n",
      "454\n",
      "455\n",
      "456\n",
      "457\n",
      "458\n",
      "459\n",
      "460\n",
      "461\n",
      "462\n",
      "463\n",
      "464\n",
      "465\n",
      "466\n",
      "467\n",
      "468\n",
      "469\n",
      "470\n",
      "471\n",
      "472\n",
      "473\n",
      "474\n",
      "475\n",
      "476\n",
      "477\n",
      "478\n",
      "479\n",
      "480\n",
      "481\n",
      "482\n",
      "483\n",
      "484\n",
      "485\n",
      "486\n",
      "487\n",
      "488\n",
      "489\n",
      "490\n",
      "491\n",
      "492\n",
      "493\n",
      "494\n",
      "495\n",
      "496\n",
      "497\n",
      "498\n",
      "499\n",
      "500\n",
      "501\n",
      "502\n",
      "503\n",
      "504\n",
      "505\n",
      "506\n",
      "507\n",
      "508\n",
      "509\n",
      "510\n",
      "511\n",
      "512\n",
      "513\n",
      "514\n",
      "515\n",
      "516\n",
      "517\n",
      "518\n",
      "519\n",
      "520\n",
      "521\n",
      "522\n",
      "523\n",
      "524\n",
      "525\n",
      "526\n",
      "527\n",
      "528\n",
      "529\n",
      "530\n",
      "531\n",
      "532\n",
      "533\n",
      "534\n",
      "535\n",
      "536\n",
      "537\n",
      "538\n",
      "539\n",
      "540\n",
      "541\n",
      "542\n",
      "543\n",
      "544\n",
      "545\n",
      "546\n",
      "547\n",
      "548\n",
      "549\n",
      "550\n",
      "551\n",
      "552\n",
      "553\n",
      "554\n",
      "555\n",
      "556\n",
      "557\n",
      "558\n",
      "559\n",
      "560\n",
      "561\n",
      "562\n",
      "563\n",
      "564\n",
      "565\n",
      "566\n",
      "567\n",
      "568\n",
      "569\n",
      "570\n",
      "571\n",
      "572\n",
      "573\n",
      "574\n",
      "575\n",
      "576\n",
      "577\n",
      "578\n",
      "579\n",
      "580\n",
      "581\n",
      "582\n",
      "583\n",
      "584\n",
      "585\n",
      "586\n",
      "587\n",
      "588\n",
      "589\n",
      "590\n",
      "591\n",
      "592\n",
      "593\n",
      "594\n",
      "595\n",
      "596\n",
      "597\n",
      "598\n",
      "599\n",
      "600\n",
      "601\n",
      "602\n",
      "603\n",
      "604\n",
      "605\n",
      "606\n",
      "607\n",
      "608\n",
      "609\n",
      "610\n",
      "611\n",
      "612\n",
      "613\n",
      "614\n",
      "615\n",
      "616\n",
      "617\n",
      "618\n",
      "619\n",
      "620\n",
      "621\n",
      "622\n",
      "623\n",
      "624\n",
      "625\n",
      "626\n",
      "627\n",
      "628\n",
      "629\n",
      "630\n",
      "631\n",
      "632\n",
      "633\n",
      "634\n",
      "635\n",
      "636\n",
      "637\n",
      "638\n",
      "639\n",
      "640\n",
      "641\n",
      "642\n",
      "643\n",
      "644\n",
      "645\n",
      "646\n",
      "647\n",
      "648\n",
      "649\n",
      "650\n",
      "651\n",
      "652\n",
      "653\n",
      "654\n",
      "655\n",
      "656\n",
      "657\n",
      "658\n",
      "659\n",
      "660\n",
      "661\n",
      "662\n",
      "663\n",
      "664\n",
      "665\n",
      "666\n",
      "667\n",
      "668\n",
      "669\n",
      "670\n",
      "671\n",
      "672\n",
      "673\n",
      "674\n",
      "675\n",
      "676\n",
      "677\n",
      "678\n",
      "679\n",
      "680\n",
      "681\n",
      "682\n",
      "683\n",
      "684\n",
      "685\n",
      "686\n",
      "687\n",
      "688\n",
      "689\n",
      "690\n",
      "691\n",
      "692\n",
      "693\n",
      "694\n",
      "695\n",
      "696\n",
      "697\n",
      "698\n",
      "699\n",
      "700\n",
      "701\n",
      "702\n",
      "703\n",
      "704\n",
      "705\n",
      "706\n",
      "707\n",
      "708\n",
      "709\n",
      "710\n",
      "711\n",
      "712\n",
      "713\n",
      "714\n",
      "715\n",
      "716\n",
      "717\n",
      "718\n",
      "719\n",
      "720\n",
      "721\n",
      "722\n",
      "723\n",
      "724\n",
      "725\n",
      "726\n",
      "727\n",
      "728\n",
      "729\n",
      "730\n",
      "731\n",
      "732\n",
      "733\n",
      "734\n",
      "735\n",
      "736\n",
      "737\n",
      "738\n",
      "739\n",
      "740\n",
      "741\n",
      "742\n",
      "743\n",
      "744\n",
      "745\n",
      "746\n",
      "747\n",
      "748\n",
      "749\n",
      "750\n",
      "751\n",
      "752\n",
      "753\n",
      "754\n",
      "755\n",
      "756\n",
      "757\n",
      "758\n",
      "759\n",
      "760\n",
      "761\n",
      "762\n",
      "763\n",
      "764\n",
      "765\n",
      "766\n",
      "767\n",
      "768\n",
      "769\n",
      "770\n",
      "771\n",
      "772\n",
      "773\n",
      "774\n",
      "775\n",
      "776\n",
      "777\n",
      "778\n",
      "779\n",
      "780\n",
      "781\n",
      "782\n",
      "783\n",
      "784\n",
      "785\n",
      "786\n",
      "787\n",
      "788\n",
      "789\n",
      "790\n",
      "791\n",
      "792\n",
      "793\n",
      "794\n",
      "795\n",
      "796\n",
      "797\n",
      "798\n",
      "799\n",
      "800\n",
      "801\n",
      "802\n",
      "803\n",
      "804\n",
      "805\n",
      "806\n",
      "807\n",
      "808\n",
      "809\n",
      "810\n",
      "811\n",
      "812\n",
      "813\n",
      "814\n",
      "815\n",
      "816\n",
      "817\n",
      "818\n",
      "819\n",
      "820\n",
      "821\n",
      "822\n",
      "823\n",
      "824\n",
      "825\n",
      "826\n",
      "827\n",
      "828\n",
      "829\n",
      "830\n",
      "831\n",
      "832\n",
      "833\n",
      "834\n",
      "835\n",
      "836\n",
      "837\n",
      "838\n",
      "839\n",
      "840\n",
      "841\n",
      "842\n",
      "843\n",
      "844\n",
      "845\n",
      "846\n",
      "847\n",
      "848\n",
      "849\n",
      "850\n",
      "851\n",
      "852\n",
      "853\n",
      "854\n",
      "855\n",
      "856\n",
      "857\n",
      "858\n",
      "859\n",
      "860\n",
      "861\n",
      "862\n",
      "863\n",
      "864\n",
      "865\n",
      "866\n",
      "867\n",
      "868\n",
      "869\n",
      "870\n",
      "871\n",
      "872\n",
      "873\n",
      "874\n",
      "875\n",
      "876\n",
      "877\n",
      "878\n",
      "879\n",
      "880\n",
      "881\n",
      "882\n",
      "883\n",
      "884\n",
      "885\n",
      "886\n",
      "887\n",
      "888\n",
      "889\n",
      "890\n",
      "891\n",
      "892\n",
      "893\n",
      "894\n",
      "895\n",
      "896\n",
      "897\n",
      "898\n",
      "899\n",
      "900\n",
      "901\n",
      "902\n",
      "903\n",
      "904\n",
      "905\n",
      "906\n",
      "907\n",
      "908\n",
      "909\n",
      "910\n",
      "911\n",
      "912\n",
      "913\n",
      "914\n",
      "915\n",
      "916\n",
      "917\n",
      "918\n",
      "919\n",
      "920\n",
      "921\n",
      "922\n",
      "923\n",
      "924\n",
      "925\n",
      "926\n",
      "927\n",
      "928\n",
      "929\n",
      "930\n",
      "931\n",
      "932\n",
      "933\n",
      "934\n",
      "935\n",
      "936\n",
      "937\n",
      "938\n",
      "939\n",
      "940\n",
      "941\n",
      "942\n",
      "943\n",
      "944\n",
      "945\n",
      "946\n",
      "947\n",
      "948\n",
      "949\n",
      "950\n",
      "951\n",
      "952\n",
      "953\n",
      "954\n",
      "955\n",
      "956\n",
      "957\n",
      "958\n",
      "959\n",
      "960\n",
      "961\n",
      "962\n",
      "963\n",
      "964\n",
      "965\n",
      "966\n",
      "967\n",
      "968\n",
      "969\n",
      "970\n",
      "971\n",
      "972\n",
      "973\n",
      "974\n",
      "975\n",
      "976\n",
      "977\n",
      "978\n",
      "979\n",
      "980\n",
      "981\n",
      "982\n",
      "983\n",
      "984\n",
      "985\n",
      "986\n",
      "987\n",
      "988\n",
      "989\n",
      "990\n",
      "991\n",
      "992\n",
      "993\n",
      "994\n",
      "995\n",
      "996\n",
      "997\n",
      "998\n",
      "999\n",
      "1000\n",
      "1001\n",
      "1002\n",
      "1003\n",
      "1004\n",
      "1005\n",
      "1006\n",
      "1007\n",
      "1008\n",
      "1009\n",
      "1010\n",
      "1011\n",
      "1012\n",
      "1013\n",
      "1014\n",
      "1015\n",
      "1016\n",
      "1017\n",
      "1018\n",
      "1019\n",
      "1020\n",
      "1021\n",
      "1022\n",
      "1023\n",
      "1024\n",
      "1025\n",
      "1026\n",
      "1027\n",
      "1028\n",
      "1029\n",
      "1030\n",
      "1031\n",
      "1032\n",
      "1033\n",
      "1034\n",
      "1035\n",
      "1036\n",
      "1037\n",
      "1038\n",
      "1039\n",
      "1040\n",
      "1041\n",
      "1042\n",
      "1043\n",
      "1044\n",
      "1045\n",
      "1046\n",
      "1047\n",
      "1048\n",
      "1049\n",
      "1050\n",
      "1051\n",
      "1052\n",
      "1053\n",
      "1054\n",
      "1055\n",
      "1056\n",
      "1057\n",
      "1058\n",
      "1059\n",
      "1060\n",
      "1061\n",
      "1062\n",
      "1063\n",
      "1064\n",
      "1065\n",
      "1066\n",
      "1067\n",
      "1068\n",
      "1069\n",
      "1070\n",
      "1071\n",
      "1072\n",
      "1073\n",
      "1074\n",
      "1075\n",
      "1076\n",
      "1077\n",
      "1078\n",
      "1079\n",
      "1080\n",
      "1081\n",
      "1082\n",
      "1083\n",
      "1084\n",
      "1085\n",
      "1086\n",
      "1087\n",
      "1088\n",
      "1089\n",
      "1090\n",
      "1091\n",
      "1092\n",
      "1093\n",
      "1094\n",
      "1095\n",
      "1096\n",
      "1097\n",
      "1098\n",
      "1099\n",
      "1100\n",
      "1101\n",
      "1102\n",
      "1103\n",
      "1104\n",
      "1105\n",
      "1106\n",
      "1107\n",
      "1108\n",
      "1109\n",
      "1110\n",
      "1111\n",
      "1112\n",
      "1113\n",
      "1114\n",
      "1115\n",
      "1116\n",
      "1117\n",
      "1118\n",
      "1119\n",
      "1120\n",
      "1121\n",
      "1122\n",
      "1123\n",
      "1124\n",
      "1125\n",
      "1126\n",
      "1127\n",
      "1128\n",
      "1129\n",
      "1130\n",
      "1131\n",
      "1132\n",
      "1133\n",
      "1134\n",
      "1135\n",
      "1136\n",
      "1137\n"
     ]
    }
   ],
   "source": [
    "\n",
    "#open file to save the rmses and correlations\n",
    "rmses_file = open('rmses_singles.tab', 'w')  \n",
    "\n",
    "for i in range(1138):\n",
    "    \n",
    "    #initialize\n",
    "    n = EssentialityNet()\n",
    "          \n",
    "    #get name\n",
    "    name = goodydat.index[i]\n",
    "    \n",
    "    #get training and testing labels that vlado used\n",
    "    traininglabelsdat = pd.read_csv('../train_test_splits/train_test_splits/' + name + '_train_idx', header = None)\n",
    "    testinglabelsdat = pd.read_csv('../train_test_splits/train_test_splits/' + name + '_test_idx', header = None)\n",
    "    \n",
    "    #convert them to lists\n",
    "    traininglabels = traininglabelsdat.iloc[:,0].values\n",
    "    testinglabels = testinglabelsdat.iloc[:,0].values\n",
    "\n",
    "    #index the data \n",
    "    xtraindat = xdatw[traininglabels].transpose()\n",
    "    xtestdat = xdatw[testinglabels].transpose()\n",
    "    ytraindat = goodydat[traininglabels].transpose()\n",
    "    ytestdat = goodydat[testinglabels].transpose()\n",
    "    \n",
    "    #normalize inputs\n",
    "    xtrain = preprocessing.scale(xtraindat)\n",
    "    xtest = preprocessing.scale(xtestdat)\n",
    "\n",
    "    #get column (task)\n",
    "    ytrain = np.array(ytraindat.iloc[:,i])  \n",
    "    ytest = np.array(ytestdat.iloc[:,i]) \n",
    "    \n",
    "    \n",
    "    #split for validation\n",
    "    xtrain_val, xtest_val, ytrain_val, ytest_val = train_test_split(xtrain, ytrain, test_size=0.2, random_state=434)\n",
    "    \n",
    "    print(i)\n",
    "\n",
    "    #fit and predict\n",
    "    rmse, cor = figureoutnetwork(3, 100, 0.012)\n",
    "\n",
    "    rmses_file.write(name + '\\t' + str(rmse) + '\\t' + str(cor) + '\\n')\n",
    "\n",
    "#close the file\n",
    "rmses_file.close() \n",
    "   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "rmses_file.close() \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WNK1_1_1101\n",
      "0.046456113673984056\n",
      "XCL2_1_001100010\n",
      "-0.005767808501719651\n",
      "PRRG4_1_010001\n",
      "-0.014177578990969497\n",
      "EIF4G1_1_0101\n",
      "-0.061999411677636784\n",
      "OR51V1_1_11000\n",
      "0.025279173199407867\n",
      "CD47_1_00011\n",
      "0.04411266838812433\n",
      "MXD4_1_00101\n",
      "0.07114159918875473\n",
      "CDK6_1_100111111100\n",
      "0.03245727181920233\n",
      "IL26_1_01101\n",
      "0.04482142779439535\n",
      "GRHL2_1_10001\n",
      "0.011060282600278692\n"
     ]
    }
   ],
   "source": [
    "#run different architectures for random tasks (type of grid search)\n",
    "for i in range(10):\n",
    "    \n",
    "    i = random.randint(0,1137)\n",
    "    \n",
    "    #initialize\n",
    "    n = EssentialityNet()\n",
    "          \n",
    "    #best tasks\n",
    "    topTasks = pd.read_csv(\"../combined_stats.tab\", sep='\\t')\n",
    "    tasks = topTasks.iloc[:,0].values\n",
    "    \n",
    "    goodydat = ydat.transpose()[tasks]\n",
    "    goodydat = goodydat.transpose()\n",
    "    \n",
    "    #get name\n",
    "    name = goodydat.index[i]\n",
    "    \n",
    "    #get training and testing labels that vlado used\n",
    "    traininglabelsdat = pd.read_csv('../train_test_splits/train_test_splits/' + name + '_train_idx', header = None)\n",
    "    testinglabelsdat = pd.read_csv('../train_test_splits/train_test_splits/' + name + '_test_idx', header = None)\n",
    "    \n",
    "    #convert them to lists\n",
    "    traininglabels = traininglabelsdat.iloc[:,0].values\n",
    "    testinglabels = testinglabelsdat.iloc[:,0].values\n",
    "\n",
    "    #index the data \n",
    "    xtraindat = xdatw[traininglabels].transpose()\n",
    "    xtestdat = xdatw[testinglabels].transpose()\n",
    "    ytraindat = goodydat[traininglabels].transpose()\n",
    "    ytestdat = goodydat[testinglabels].transpose()\n",
    "    \n",
    "    #normalize inputs\n",
    "    xtrain = preprocessing.scale(xtraindat)\n",
    "    xtest = preprocessing.scale(xtestdat)\n",
    "\n",
    "    #get column (task)\n",
    "    ytrain = np.array(ytraindat.iloc[:,i])  \n",
    "    ytest = np.array(ytestdat.iloc[:,i]) \n",
    "    \n",
    "#     print(xtrain)\n",
    "#     print(ytrain)\n",
    "#     print(xtrain_val)\n",
    "    \n",
    "    #split for validation\n",
    "    xtrain_val, xtest_val, ytrain_val, ytest_val = train_test_split(xtrain, ytrain, test_size=0.2, random_state=434)\n",
    "    \n",
    "#     print(i)\n",
    "    print(name)\n",
    "\n",
    "    #fit and predict\n",
    "#     print(\"RMSE: \")\n",
    "#     print(figureoutnetwork(1, 100, 0.012))\n",
    "#     print(figureoutnetwork(1, 356, 0.012))\n",
    "#     print(figureoutnetwork(2, 100, 0.012))\n",
    "#     print(figureoutnetwork(2, 356, 0.012))\n",
    "    r1,c1 = figureoutnetwork(3, 100, 0.012)\n",
    "#     print(figureoutnetwork(3, 356, 0.012))\n",
    "    r2,c2 = figureoutnetwork(4, 100, 0.012)\n",
    "#     print(figureoutnetwork(4, 356, 0.012))\n",
    "    print(r1 - r2)\n",
    "    #3 356\n",
    "#     torch.save(n, \"/home/user/Documents/stuart_research/data/data/exp_cnv_activity/single_models/\" + name + \".txt\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}