shapiro-wilk.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import seaborn as sb\n",
    "import pandas as pd\n",
    "import scipy.stats as st"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "NS = 1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = random.randn(NS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8f06a79350>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAekAAAFXCAYAAACGDraSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl03Od93/v3bwYzGMyCjRhs3NeHm0Sb1GrLkmjLsiMn\n",
       "tas6VdpbV3bcW8dNk/bktj1qT096Ex2nuU3j2+aepm7jNqldJ0rsxEoUS7Lk2JIlWRIlUhJJUHy4\n",
       "E8RK7JgZDDCY5f4xIA2SAAYgAfxm+bzOwRF+8/s9nO8jzMx3nuf3LE4ul0NERESKj8ftAERERGRu\n",
       "StIiIiJFSklaRESkSClJi4iIFCklaRERkSKlJC0iIlKkqgpdYIx5EjgIBIAvWWsPz3HNvwfusdYe\n",
       "XGwZERERWdiCLWljzEHggLX2PuBx4KtzXLMb+AiQW2wZERERKaxQd/dB4GkAa20H0G6MCVx3ze8A\n",
       "/wZwllBGRERECiiUpFuBwVnHA0DLlQNjzOeBHwIXF1tGREREFqfQPenUdccOP+3WbgT+D+CTwPrF\n",
       "lBEREZHFK5Ske4HmWcdRoH/m94NAG/AqUA1sNcZ8tUCZOeVyuZzjOAtdIiIiUk4WlfQKJenngK8A\n",
       "XzPG7AfOWmunAKy1fw78OYAxZiPwR9baX5u5bs4y80bqOAwMxBYTb1GLRiMlX49yqAOURz3KoQ6g\n",
       "ehSTcqgDlEc9otHIoq5b8J60tfYI8J4x5jDw+8CvGWMeN8Z85rpLr3Zpz1VmibGLiIgI4BTJVpW5\n",
       "Uv9WBOXz7a7U6wDlUY9SqEM2myUeXzjGpqYIg4M3XhMOR/B4Smc9pVL4exRSDnWA8qhHNBpZlu5u\n",
       "EZF5xeMxXnzzDDXB0LzXhEPDxBPX3vFKTiT4+N3bqK2tW+kQRUqakrSI3JKaYIhgaP77a6FwgCyT\n",
       "qxiRSPkonb4mERGRCqMkLSIiUqSUpEVERIqUkrSIiEiRUpIWEREpUkrSIiIiRUpJWkREpEgpSYuI\n",
       "iBQpJWkREZEipSQtIiJSpJSkRUREipSStIiISJFSkhYRESlSStIiIiJFSklaRESkSClJi4iIFCkl\n",
       "aRERkSKlJC0iIlKklKRFRESKVJXbAYhIacvlciQmpxmNpRiJTzGdzhIKVBEK+IgEfUTCAbdDFClZ\n",
       "StIiclOm0xlePX6Z5966zMRUZt7rmhtq2NJWy6b2CP4q7ypGKFL6lKRFZEky2Sw/eLuL59/sZCyR\n",
       "wutx2NASpiFSTX24Gr/Pw8RkmsRkmsHRJN0DCS6PJHnbXmbP5kb2blnjdhVESoaStIgsWmJymq89\n",
       "fZyOCyME/F4+9sFWavw5Ghvq5y3jeL0cPXWZk50jvHdmiIt9MfZvq13FqEVKl5K0iCxK71CC3/vO\n",
       "UfpHkty+dQ3/6Gd3k52e4NVjvQuWC9f4uG3rGsyGeo6cGuDUpTF++O4gVVU+HvtYLY7jrFINREqP\n",
       "krSIFHS6a5T/9O33SE5leOSejTx6/xY8Hofx6cX/G36fl3v2tLKprZbXjvbwwtu9jCezfOFnduGr\n",
       "0kQTkbkoSYuUkWw2Szweu6my4XAEj+fGZDkwmuT/+/NjpKaz/J8/t5t797TeUoytjUE+uq+Joxfi\n",
       "vNHRz2hsin/66G0EA75b+ndFypGStEgZicdjvPjmGWqCoSWVS04k+Pjd26itrbv28ak0v/fnR4kn\n",
       "p/ncJ8wtJ+grqv1efvlv7eCpl7s4cmqA3/7WEf7V399PuEaJWmQ2JWmRMlMTDBEMRW7538nmcnz9\n",
       "r0/QPZDgo/vXcvCDa5chup/y+zz8k8/s5X+/eIqX3unmP337Pf7FL3yAgF8fSyJXFHw3GGOeBA4C\n",
       "AeBL1trDs879Y+ALQA44aq39JWPMg8C3geMzlx2z1v7qcgcuIivrr1+7wDunB9m1sYFf+Nj2FXkO\n",
       "j8fhHzy8g6lUhtc7+vgvf3GMX/3sPt2jFpmxYJI2xhwEDlhr7zPG7AF+H3hg5lwQeAy4z1qbMcb8\n",
       "jTHmXvIJ+yVr7c+vcOwiskJ6hxI885MLNNZW8+XP7KXKu3JJ0+M4fOGRnSSn0rx7ZpD//kwHX/70\n",
       "XjwejfoWKfTOOwg8DWCt7QDajTGBmeMJa+3HZhJ0EIgAvYDeWSIlLJfL8ccvniKTzfH3PrZjVe4T\n",
       "V3k9fPkze9i5oZ7DdoDvvnJuxZ9TpBQUStKtwOCs4wGgZfYFxpgngHPAU9baCzMP7zbGPGuMecUY\n",
       "89ByBSsiK++wHaDjwgh7tzSyf0fTqj2vr8rLLz96G80NNXzv9Yscer9/1Z5bpFgVuieduu7YId+d\n",
       "fZW19reNMf8Z+J4x5i3gFPCktfYpY8wm4CVjzHZr7YIzKqPRWx/oUgzKoR7lUAcoj3ostQ5+f5Zw\n",
       "aJjQEje18JCiqSmCP1DDn/3oDFVeD7/ydz9IczS8LM93/SYbV56vru7a+kWBX/9H9/Avf+/H/OFz\n",
       "J9m9Lcrm9mtHnLupEl9Txapc6lFIoSTdCzTPOo4C/QDGmAZgn7X2JWtt0hjzLHCPtfYV4CkAa+0F\n",
       "Y0wf0A5cXOiJBgZubm5nMYlGIyVfj3KoA5RHPW6mDuPjMeKJKbJMLqlcPJbk/PluXjo+zuDYJA8f\n",
       "aCU5PsrZ8dEFy8Vi48Rik2Txz3tNJBwgFr82nonEFIODMVKpGzvzgl6HX3xkN//lu8f4za+/wa9/\n",
       "/s6imJpVqa+pYlQO9Vjsl4xCSfo54CvA14wx+4Gz1tqpmXNe4OvGmNuttRPA3cA3jDGPATuttb9h\n",
       "jGki3z3efTOVEJHVMZmc4IU3h3ntdIpgtZdgNQWX+wQYHuwnGKolFFnetbgPmCg/96FNPPOTC/zh\n",
       "s+/zTx+9TcuHSkVaMElba48YY94zxhwGpoEvGmMeB8astU8bY34D+JExJg28a619xhgTAh4zxrxK\n",
       "/p73l6216ZWuiIjcmp5xD9kc3L616YZFTeYzkYivWDyfvm8zp7tGeef0IC+9083B/etW7LlEilXB\n",
       "edLW2ieAJ2Y91DHr3DeBb153fQJ4dLkCFJGVN53JcXFgioDfy9a1K79DVTabJRYbL3jdLzy4nv/w\n",
       "pzGe+pvTtDdW0dZYM+/ypSLlSEv7iAiXBlOkMzlu29KAdwXnRF8xmZzg5SMj1DcW3lt635ZaXn9/\n",
       "hK/91SnuNUE+ee/2Rbf0RUqdkrRIhctks5y/nMLrgR0b5t8XerkFaoKLWr50eyjCUDzLqUtjnOnP\n",
       "rEJkIsVDfUYiFe5czzhT0zk2Rqup9nndDmdOd+xspjbk50xPgnO9K3cfXKTYKEmLVLBcLkfH+REc\n",
       "Bza3LG1u9Wqq8nr40N78Dlx/8sMLTE2rRS2VQUlapIL1Dk0wnkjR3uCjxl/cHwfNDTVsXxtiYGyK\n",
       "p7VsqFSI4n5XisiKOtM9BsCGJvcXC1mMPRsjNNVV88Jblzg7E7tIOVOSFqlQqekMl/rj1Ib81IeK\n",
       "81709aq8Hv7ewY3kcvA/n32fdCbrdkgiK0qju0Uq1IXeGJlsjq1ra3Gc65fpL15b2yMc/OBafvRO\n",
       "N98/1Mmn7t1UsEw2myUev7llJDUvW9ykJC1Soc50j+EAW9trmRgfLHh9Mfk7D2zh8KkB/uq1C9y1\n",
       "q4Vofc2C18fjMV588ww1wdCSnic5keDjd2/TvGxxjb4eilSg0fgUg2OTtDWFCAZK4370bMGAj1/4\n",
       "6Dam01m+9eIpcrlcwTI1wRDBUGRJP0tN6iLLTUlapAKd7c4vybltFZYAXSl3725h18YGjp4d4sip\n",
       "AbfDEVkRStIiFSabzXGuZwx/lYf1zQvvF13MHMfhHzy8gyqvwx//4DSTKe3jI+VHSVqkwvQOJUhO\n",
       "ZdjUVrsq63SvpLY1IT5590ZGYlM8+8aCW9aLlKTSfoeKyJJd6MuPct7aXrpd3bN96p6NNESqef7N\n",
       "SwyMJt0OR2RZKUmLVJBsNsely3Fqqqtoqi/eZUCXotrv5ecf3Eo6k+XPfnTG7XBElpWStEgF6Rue\n",
       "IDWdZUNLGMdx3A5n2dy9u4Vt6+o4bAd4/+KI2+GILBslaZEK0tmf7+re2FJ4i8hS4jgOf/+h7TjA\n",
       "n/zgNJmsViKT8qAkLVIhsrkcnf1xqn1emhsWXvyjFG1qreXDt7fRNRDnlaO9bocjsiyUpEUqxMBo\n",
       "kslUhvUtYTye8unqnu3R+7fg93n4y1fOM5XSdpZS+pSkRSpEZ18cgI0tpTs3upD6cDWfvGsDY4kU\n",
       "33+r0+1wRG6ZkrRIBcjlcnT2x/BVeWhdU95LXX7irg3UBn0892YnY4nS2ThEZC5K0iIVYHh8isRk\n",
       "mnXREN4y7eq+oqa6ik/ft5mpVIa/eu282+GI3BIlaZEKcHVUd2t5jeqez0f2tdPSGOTld3roG55w\n",
       "OxyRm6YkLVIBLl2O4/U4tDeVd1f3FVVeD599YCvZXI6/+PE5t8MRuWlK0iJlLp6cZjSeorUxSFWJ\n",
       "r9W9FPt3NLG5rZa3T16ma0CtaSlNlfOOFalQ3QMJANZGK6MVfYXjODx6/xYAnjvU43I0Ijenyu0A\n",
       "RGRldQ/kp16VQ5LOZrPEYuOLvn5do4et7WE6Lo4RratiQ6gy7slL+VCSFiljmUyW3qEJ6kJ+IkG/\n",
       "2+HcssnkBC8fGaG+cc2iy6xrquZsT5zj58fY0N60gtGJLD8laZEy1jecJJPNlUUr+opATZDgElrE\n",
       "G0MRmi6MMjiepm9ogtY1wRWMTmR5FUzSxpgngYNAAPiStfbwrHP/GPgCkAOOWmt/qVAZEVk9XTNd\n",
       "3eui5bvK2GLsaAswOJ7gndMDfLJxQ1ntACblbcGBY8aYg8ABa+19wOPAV2edCwKPAfdZaz8EbDfG\n",
       "3LtQGRFZPblcju6BBL4qT1luqLEU9SEvLfU+BkYnNW9aSkqh0d0HgacBrLUdQLsxJjBzPGGt/Zi1\n",
       "NjOTsCNA30JlRGT1jCdSxJPTtK8Jlu2GGkuxvS3/MXT0zJDLkYgsXqEk3QoMzjoeAFpmX2CMeQI4\n",
       "BzxlrT2/mDIisvK6rk69quyu7ivqQ1WsbQrRP5KkX61pKRGFkvT1q9M75O8/X2Wt/W1gM/CzxpiP\n",
       "LKaMiKy8Sp0fvZDbt+ZHhR89q9a0lIZCA8d6geZZx1GgH8AY0wDss9a+ZK1NGmOeBe5ZqMxCotHy\n",
       "mL9YDvUohzpAedRjqXXw+7OEQ8P4qn1cHkkSbaiheU3hlnQy4cfj8REJL+3O1GLLXX9+pZ9vvnJN\n",
       "0QbWnR+m63KcxFSm4I5gHlI0NUWoq8v/HSrxNVWsyqUehRRK0s8BXwG+ZozZD5y11k7NnPMCXzfG\n",
       "3G6tnQDuBr4BdC9QZl4DA7GbrUPRiEYjJV+PcqgDlEc9bqYO4+Mx4okphi6nyOZytDbUEItPFiyX\n",
       "SKTweDJU1xS+dqnlIuHADTGs5PMVKrdnUwNdl+O8cayXj92xbsFyE4kpBgdjpFKein1NFaNyqMdi\n",
       "v2QsmKSttUeMMe8ZYw4D08AXjTGPA2PW2qeNMb8B/MgYkwbetdY+A3B9mVupiIgsXc9gvqu7UjbU\n",
       "WIqWxiAtDTV0DyYYGptkTZ3GtUrxKjhP2lr7BPDErIc6Zp37JvDNRZQRkVV0ZepVtL6yp17NZ++W\n",
       "NfQf7qLj/DD3f6Dd7XBE5qUNNkTKTDyZJp6cpk1Tr+bV3hSkIVLNxb4YsYnrx7qKFA8laZEy0zeS\n",
       "HwLSXmBQVCVzHIe9WxrJAR3nR9wOR2ReStIiZaZ/JD+oSvejF7axJUK4xsfZ7jGSU2m3wxGZk5K0\n",
       "SBlJZ7JcHk1RG/ITDvrcDqeoeTwOuzc3kMnmOHlRrWkpTkrSImXkXG88v+uVWtGLsm1tHQG/F9s5\n",
       "ynQ663Y4IjdQkhYpIycvjQP5gVFSWJXXw86NDaTSWU53jbodjsgNlKRFysjJznE8Tn4usCzOjvV1\n",
       "eD0OJy+Oks1pBWMpLkrSImViND5Fz1CSprpqqrx6ay9WwF/F1rW1xJPTXOqPux2OyDX0ThYpEx3n\n",
       "hwFobah2OZLSs2tjAwAnLmgAmRQXJWmRMnHsXH5npxYl6SWrC1ezNhpiYDTJ4GjS7XBErlKSFikD\n",
       "2WyOExdGqAv5qA0WXO1X5rB7k1rTUnyUpEXKwIW+GPHkNLs21OI4Wgr0ZrQ2ziwV2p//fylSDJSk\n",
       "RcrA8fP5ru6d6+tcjqR0OY7Dro0N5HJgO9WaluKgJC1SBo6fH8ZxYMe6xe1RK3Pb3B4h4PdyumuM\n",
       "dEaLm4j7lKRFStzE5DTnusfZ0l5LMKD70bfC6/GwfV0dqeks53vH3Q5HRElapNSduDBCNpdj7+Y1\n",
       "bodSFnZsqMdx4OTFUXJa3ERcpiQtUuKu3I/eu6XR5UjKQyjgY0NzmJHYFIPj2mta3KUkLVLCcrkc\n",
       "x88PEwpUsbm11u1wysbOmcVNzvYkXI5EKp2StEgJ6xmaYHh8it2bGvF4NPVquTQ31NAQqaZ7cJLR\n",
       "uFrT4h4laZESduysurpXguM4mA315ICfdAy4HY5UMCVpkRJ29OwgALdv0aCx5balvRZflcNPTgxq\n",
       "Opa4RklapERNTKY53TXGptYIdWGt173cqrweNjYHiSfTHDml1rS4Q0lapESduDBMJpvj9q1qRa+U\n",
       "rW0hAF56p9vlSKRSKUmLlKj3zuS7uvdta3I5kvIVCVaxfW2Ek52jXOqPuR2OVCAlaZESlM3lOHZu\n",
       "iNqQn42tWgp0JX14bxSA51+/4GocUpmUpEVK0IXeGOMT09y+ZQ0e7Xq1om7bVE9dyM/fvH2JqemM\n",
       "2+FIhVGSFilBV0d16370ivN6HT6yr51EcppD7/e7HY5UGCVpkRL03tkhvB6HPZs1P3o1PLCvHY+j\n",
       "AWSy+pSkRUrMaHyKi30xdqyvp6Zau16thjV1Ae7Y1cr53hidGkAmq6jgO9wY8yRwEAgAX7LWHp51\n",
       "7gHgt4AccAb4AvAA8G3g+Mxlx6y1v7rMcYtUrKMzq4ztU1f3qvrEPRs5dKKPl9/r4XMPG7fDkQqx\n",
       "YEvaGHMQOGCtvQ94HPjqdZf8N+CzM+drgEfIJ+yXrLUHZ36UoEWW0ZWpV7dr6tWqOrCzmfqwnzc6\n",
       "+jWATFZNoe7ug8DTANbaDqDdGBOYdf4ua23vzO+DgOaCiKygyVSa4+eHWdsUorUx6HY4FcXr9XDf\n",
       "7e0kp9K8ffKy2+FIhSiUpFvJJ98rBoCWKwfW2nEAY0wb8BDwfcABdhtjnjXGvGKMeWh5QxapXMfP\n",
       "DTOdzrJ/R9TtUCrS/be34QAvv9fjdihSIQol6ev3aHPId2dfZYxpBp4BfsVaOwKcAp601j4CfA74\n",
       "ujHGt0zxilS0wzNrSB8wStJuaKqvYffmRs50jdE9qL2mZeUVGjjWCzTPOo4CVycKGmNqgeeAf2ut\n",
       "fQHAWtsDPDXz+wVjTB/QDlxc6Imi0fLoKS+HepRDHaA86jG7DtPpDEfPDtHSGGT/njacORYx8fuz\n",
       "hEPDhMKBG84tJJnw4/H4iKxQuevPr/TzLVc5DymamiLU1eX/DtFohJ/9yBY6zg/z9qlBPrCrdUn/\n",
       "XjEoh/cFlE89CimUpJ8DvgJ8zRizHzhrrZ2adf53gd+z1j535QFjzGPATmvtbxhjmsh3jxecXDgw\n",
       "UPrTGqLRSMnXoxzqAOVRj+vrcPTsIMmpNPfva2NwMD5nmfHxGPHEFFkml/RciUQKjydDdc3yl4uE\n",
       "A8Ti155fyedbznITiSkGB2OkUp6rf4+tLWEiQR9/81Ynj9y1Hl9V6cxkLYf3BZRHPRb7JWPBJG2t\n",
       "PWKMec8YcxiYBr5ojHkcGCN///lzwDZjzOdninwL+BPgMWPMq+S7079srU3fVC1E5KrDdqare0dz\n",
       "gStlJVV5PXx4bxvPH+rkndMD3LWrpXAhkZtUcJ60tfYJ4IlZD3XM+n2+vqNHbyUoEblWJpvlndOD\n",
       "1IX8bFlb63Y4Fe++2/NJ+tVjvUrSsqK0XJFIkcpms4yPjwFwujtGPDnNh/dEicfG5y0Ti42Ty+bm\n",
       "PS/Lo70pxJb2WjrODzMSm6IhUu12SFKmlKRFilQsFuPFN89QEwzx7tl8svY4WV491jtvmeHBfoKh\n",
       "WkIRtbZX2n23tXGuZ5yfHO/lU/ducjscKVOlM+JBpALVBEMEgmG6h6bw+zxsbF9DMBSZ9ydQE3I7\n",
       "5Ipx165mfFUeXj3aSy6n3gtZGUrSIkWuf3iC5FSajS0RPB7tHV0sggEf+3dE6R9JcqZ7zO1wpEwp\n",
       "SYsUuXM9+XvQW9rVhV1s7rutDYBXj85/C0LkVihJixSxTCZHZ1+cUKCK5oYat8OR6+za2EBjbTWH\n",
       "Tl5mKqVNN2T5KUmLFLHe4UmmM1k2t9XOucKYuMvjcfjQ3jamUhnettp0Q5afkrRIEbt4OQmoq7uY\n",
       "ffi2/NKgb3T0uRyJlCMlaZEiFZuYpm9kkoZINfWah1u0WhqCbG2v5cTFEUZiU4ULiCyBkrRIkTp0\n",
       "4jK5nFrRpeCePa3kcnDo/f7CF4ssgZK0SJF67Vj+HufmtsrY7aeU3bWrGa/H4XV1ecsy04pjIkWo\n",
       "f2SCU5fGiNb5CQa0HbtbstkssZllWP3+LOPj8++8tHNDLR0XxrAX+ti+oRmPR20guXVK0iJF6Mfv\n",
       "9gCwuTXociSVbTI5wctHRqhvXEM4NEw8Mf8953Agn5S/89JZfuXRGmpr61YrTCljStIiRSadya/P\n",
       "Ha6pYm2T5ka7LVATJBiKEAoHFtyne2sgxJHTY/SMpMlqmVBZJuqPESkyR04NEJuY5iP7WvFqGdCS\n",
       "UeX1sKE1THIqw7meuNvhSJlQkhYpMi/PdHUf3N/uciSyVFdG4r99atjlSKRcqLtbpIj0D0/w/sUR\n",
       "dm6op71J96NLTWtjkIDfw3tnhxkeGaHKu7R2UDgc0YAzuYaStEgRudKKfuADa12ORG6G4zi01lVx\n",
       "YSDFd1+9SFtjYNFlkxMJPn73Ng04k2soSYsUien0lQFj+S0QpTS1NeSTdN9Imq3rNcddbo36VUSK\n",
       "xNsnLxNPTnPfbW34qvTWLFX1IS8Bv0Pn5TiZbNbtcKTE6ZNApAjkcjleeOsSjgMH96uru5Q5jkN7\n",
       "g5/pdJaewQm3w5ESpyQtUgROXRrlYn+MAzuiROs1N7rUtTX4AbjYN/8KZSKLoSQtUgS+f+gSAA/f\n",
       "ucHlSGQ51Ie8hGt8XOqPk8moy1tunpK0iMv6hid478wgW9pr2bpWO16VA8dx2NgaYTqTpXsw4XY4\n",
       "UsKUpEVc9uLbl8gBD9+5HsfRCmPlYlNrfmT3hV51ecvNU5IWcVE8Oc1rx3pZU1vNAaNpV+Wksbaa\n",
       "SNBH10CctLq85SYpSYu46KV3uklNZ/nYgfV4tdJUWXEchw0tYdKZHL1DGuUtN0efCiIumUpleOGt\n",
       "S9RUV3H/Pq3TXY42NOe7vDv71eUtN0dJWsQlL7/XQzw5zUMH1hEMaPG/ctRUH6Cm2kvX5QTZrLav\n",
       "lKVTkhZxwXQ6y/NvXqTa5+Xjd653OxxZIY7jsL45zNR0hsujSbfDkRJU8Ou7MeZJ4CAQAL5krT08\n",
       "69wDwG8BOeAM8AVrbW6hMiICrx3rZTSe4pN3bSBc43M7HFlB65sjnLo0xqX+OK2N2tlMlmbBlrQx\n",
       "5iBwwFp7H/A48NXrLvlvwGdnztcAjyyijEhFS2eyPPvGRaq8Hj5xl1rR5a51TRBflYfO/hi5nLq8\n",
       "ZWkKdXcfBJ4GsNZ2AO3GmNl7r91lre2d+X0QqAUeLFBGpKK9eaKfwbFJ7t/XRl242u1wZIV5PQ7r\n",
       "oiESk2mGY1NuhyMlplCSbiWffK8YAFquHFhrxwGMMW3AQ8D3gbaFyohUsmw2x/dev4jX4/Azd290\n",
       "OxxZJetb8qO8L/XHXY5ESk2he9Kp644d8vefrzLGNAPPAL9irR02xhQsM5dotDz2XS2HepRDHaA4\n",
       "6/HKu930DU/w8bs2sHPbwouXjI2NEQ5VEwovviMqmfDj8fiILKHMapS7/nyxxlmo3GLKz/VcZpOP\n",
       "14720j2Y4CMfXDdnOQ8pmpoi1NWt7Ou2GN8XN6Nc6lFIoSTdCzTPOo4C/VcOjDG1wHPAv7XWvrCY\n",
       "MvMZGCj9eYTRaKTk61EOdYDirEcul+OPnz+J48BHP9heMD6/H+KJKbJMLvo5EokUHk+G6prFl1np\n",
       "cpFwgFj82vPFGGehcnPVYynP1bYmSNdAgp7L40SC/hvKTSSmGByMkUqt3KSbYnxf3IxyqMdiv2QU\n",
       "ejU8B3wawBizHzhrrZ19U+V3gd+z1j63hDIiFSWbzTI+PsbrxzrpGoizf1sjNd5pxsfHFvwZGxsj\n",
       "p7m1ZWNdcxiArsvacEMWb8GWtLX2iDHmPWPMYWAa+KIx5nFgjPz9588B24wxn58p8i1r7devL7Ny\n",
       "4YsUv3g8xgtvnOb10/l5so0RL68e6y1QCiYnRsGpJhTRzljlYF00BEDXQJxdmxpcjkZKRcF50tba\n",
       "J4AnZj3UMev3OW/QzFFGpKLFUj5GYuNsaAnT1ty4qDIOKZLJzApHJqslGPDRWFtN/3CS6XQWX5XW\n",
       "kpLC9CoRWQXvX8rfP7ttyxqXIxE3rY2GyeZy9A6py1sWR0laZIWd640zOJZibVOINXVaMqCS/bTL\n",
       "W0laFkdJWmSFvXA4f//5tq2L6+aW8rWmLkDA76V7IK7Vx2RRlKRFVtD53nFOdo4TrfPT3KB1myud\n",
       "x3FobwqRnMowPK5JL1KYkrTICvrrn1wAYOf6ylh4QQqbPcpbpBAlaZEV0jUQ553Tg2xsCdFcf+Pi\n",
       "FVKZ2ptCOI7uS8viKEmLrJDvvX4RgIcPtOI4jsvRSLHw+7w0N9QwNDZJcirtdjhS5JSkRVZA/8gE\n",
       "h97vZ31zmN0b69wOR4rMumh+9bFutaalACVpkRXw/Jud5HLwqXs3qhUtN1g7c1+6Z1BJWhamJC2y\n",
       "zMbiU7x2rI/m+hruMM2FC0jFqQv5CQaq6BlKkNVULFmAkrTIMnvx7S7SmSyfuHsDHo9a0XIjZ2Yq\n",
       "Vmo6y/DY0nbmksqiJC2yjJJTaX70Tje1QR8f3tvqdjhSxNqb1OUthSlJiyyjl97tJjmV5qE71uP3\n",
       "ed0OR4pY25ogDtCtJC0LKLgLlojkZbNZ4vH5N5pPZ7K8cKiTap+HO7ZFGB8fAyAWG9e+0HKDap+X\n",
       "pvoAg2MfkE49AAAgAElEQVSTpKa125nMTUlaZJHi8RgvvnmGmmBozvMX+iYYS0yzfW2II6cHrj4+\n",
       "PNhPMFSrfaHlBu1NIQZGJ+kdmiCqRelkDkrSIktQEwwRDN34aZrL5TjTO4jjwO3bWwgGfFfPTSS0\n",
       "/KPMrb0pxHtnhugZTBCNzP3lTyqb7kmLLIPeoQlG4yk2tkYIzUrQIgtZUxfA7/PQM5jQrlgyJyVp\n",
       "kWXw/sURAHZvanA5EiklHsehbU2IxGSaWFJLhMqNlKRFbtFYfIrugQTR+hqa6mrcDkdKzJWpWP0j\n",
       "2rpSbqQkLXKL1IqWW7G2Kb/PuJK0zEVJWuQWTKYynO0eJ1zjY31L2O1wpAQFAz7qQn4GxlKkM1m3\n",
       "w5EioyQtcgtOXxolk82xc0M9Hm2kITeprSlIJpvjQp8WNpFrKUmL3KRsNoe9NEqV12HbOm1HKTev\n",
       "bU3+vvSprnGXI5FioyQtcpMuXY4zMZlm69o6LQEqt6S1Mb9EqO2af0U7qUxK0iI3yXaOAmDW17sc\n",
       "iZQ6X5WHxlo/nZcTTExOux2OFBElaZGbMBqfom94gpbGGuoj1W6HI2Wgpb6aXA7evzjqdihSRJSk\n",
       "RW7ClVb0zg2adiXLo7neD8CJi8MuRyLFRElaZImm01nOdY8TrK5ifbOmXcnyaIz4qfZ5OHFeSVp+\n",
       "SklaZInO9owxncmyY30dHo+mXcny8Hgctq2N0D+SZHAs6XY4UiQK7oJljHkSOAgEgC9Zaw/POhcA\n",
       "/juwy1p758xjDwLfBo7PXHbMWvuryxy3iCtyuRynOkfxOLBdA8ZkmZl1tXRcGOPEhRHu36clZqVA\n",
       "kjbGHAQOWGvvM8bsAX4feGDWJf8BOATsuq7oj6y1f3dZIxUpAkPjKUbjKTa1Rqip1k6vsrx2rMtv\n",
       "g3riwjD372t3ORopBoW6uw8CTwNYazuA9pnW8xX/GnhmjnLqA5SydK5vAoAdakXLCmhpCNAQqebE\n",
       "hRGy2rpSKJykW4HBWccDQMuVA2ttghsTcg7YbYx51hjzijHmoWWJVMRlick0XQNJIkEfLY3qipTl\n",
       "5zgOuzc2EE9Oc6k/7nY4UgQKJenUdccO+SS8kNPAk9baR4DPAV83xvhuMj6RovH2qWGyufy9aEfr\n",
       "dMsK2b25EdBULMkrdFOtF2iedRwF+q+75pqkba3tAZ6a+f2CMaYPaAcuLvRE0WhkMfEWvXKoRznU\n",
       "AZa3HrlcjkN2CI8DH9jRvKT70cmEH4/HRyQcKHzxNeUgFAosqdzNP9fKlrv+fLHGWajcYsrf7HN5\n",
       "SNHUFOEj0Sb+4JkTnO4e5x+uwHtR7+/SUuiT5jngK8DXjDH7gbPW2us3Pb2mSWGMeQzYaa39DWNM\n",
       "E/nu8e5CgQwMlP6atdFopOTrUQ51gOWvx+muUboHJljXFCA9nSY2nV502UQihceTobpmcsnPm0hM\n",
       "LqnczT7XSpaLhAPE4teeL8Y4C5Wbqx7L+VwTiSkGB2PU1npYFw3RcW6Int5RfFXLty683t/FY7Ff\n",
       "MhZM0tbaI8aY94wxh4Fp4IvGmMeBMWvt08aYHwDrgA3GmGPAV4E/Ax4zxrxKvjv9y9baxX+iiRSh\n",
       "l97pAWBLW8jlSKQS7N7USNfAJU53jbF7U6Pb4YiLCvbZWWufAJ6Y9VDHrHPzDQp79BbjEikaiclp\n",
       "3raXaaqrJlrndzscqQC7NzXywluXOHFhREm6wmnFMZEC3jzRz3Q6yz27mjRgTFaFWV+P1+PQcUGD\n",
       "xyqdkrRIAa8e7cXjONxp1rgdilSIar+XbWvr6OyLEU9q68pKpiQtsoCugTgX+mLs3dJIXUgzCWX1\n",
       "7N7cSA54/+KI26GIi5SkRRbw6tFeAO67rc3lSKTS7N6U3wb1hLq8K5qStMg80pksb3T0EQpUsW9b\n",
       "k9vhSIXZ3FpLTXUVHdq6sqIpSYvM49i5IcYnprlnTyu+Kr1VZHV5PA67NjYwODbJ5VFtXVmp9Mkj\n",
       "Mg91dYvb9lzp8lZrumIpSYvMYTyR4ujZIdY3h9nYWhnLD0rxuTJHWvelK5eStMgc3ujoI5PNqRUt\n",
       "rmpuqGFNbYD3L46QzWrrykqkJC1ynVwux6vHevF6HO7e01K4gMgKcRyH3ZsaSEymudhf2mtVy81R\n",
       "kha5Tmd/nK6BBPu2NVEb1DKg4q49m9XlXcmUpEWuowFjUkx2bswPHtNUrMqkJC0yy3Q6yxsn+qgN\n",
       "+bltqzY2EPfVBv1saAlzpnuMqemM2+HIKlOSFpnl3TODJCbTfGhPK16P3h5SHHZvaiSdyXH60qjb\n",
       "ocgqK7hVpUi5yWazxONzD8J5+UgnAB/YEmZ8fOyac7HYODmNsBUX7NnUyPNvdnLiwgh7t2ijl0qi\n",
       "JC0VJx6P8eKbZ6gJhq55PDmV4UTnOA0RH2e6RznTfW2rZXiwn2CollCkdjXDFWH7ujqqvB5tXVmB\n",
       "lKSlItUEQwRD1y5Scq5/CIAd6xtuOAcwkYivSmwi1/P7vGxfV8f7F0cYT6SoDWnWQaXQTTcR8nOj\n",
       "z/aM4/E4bGpTS1mKz9VdsS6qNV1JlKRFgJHYFGPxFOuiIap9XrfDEbnB3s35e9Ed55SkK4mStAhw\n",
       "rmccgC3takVLcVrfEqY25OfY+WGyOQ1grBRK0lLxsrkc53vH8fs8rI2GChcQcYHHcdi7uZHxRIqu\n",
       "yxofUSmUpKXi9Q9PkJzKsLElornRUtT2bskvsHPs3JDLkchq0SeSVDx1dUup2LOpEQc4rvvSFUNJ\n",
       "WipaOpOlsy9OKFBFc0ON2+GILCgS9LOprZYz3WMkp9JuhyOrQElaKlrX5TjTmSxb2mtxHMftcEQK\n",
       "um1LI5lsjvcvjrgdiqwCJWmpaFe6ujerq1tKxJVlQY/rvnRFUJKWijWZStM9mKCxtpr6cLXb4Ygs\n",
       "yua2CKFAFcfODZPTVKyypyQtFetCX4xcDrZohTEpIV6Ph92bGhkan6RveMLtcGSFKUlLxTrfM44D\n",
       "WgZUSs5Pp2JplHe5K7jBhjHmSeAgEAC+ZK09POtcAPjvwC5r7Z2LKSNSDOLJNAOjk7StCRIMaJ8Z\n",
       "KS1Xlgg9enaQh+9c73I0spIWbEkbYw4CB6y19wGPA1+97pL/ABxaYhkR13UOJAHNjZbS1BCpZmNL\n",
       "BNs5qqlYZa5Qd/dB4GkAa20H0D7Ter7iXwPPLLGMiKtyuRydlyfwehzWt4TdDkfkpuzbtoZMNkfH\n",
       "eXV5l7NCSboVGJx1PAC0XDmw1iaA6yeXLlhGxG2XBiaIJzOsbw7jr9KOV1Ka9m1rAuDdM4MFrpRS\n",
       "VihJp647doBCY/5vpozIqnn7VL7loa5uKWUbWyPUhf0cPTtENquP2HJVaMRML9A86zgK9F93zfWv\n",
       "jsWUuUE0Gil0SUkoh3qUQx1g7npkMlnePTtCtc/Djk1r8HoWv8pYMuHH4/ERCS/t7s3Nl4NQKLCk\n",
       "cqsf4+LKXX++WOMsVG4x5W/2uTykaGqKUFe3+PffPXvb+P4bFxmeSLNrc+OiypTz+7scFUrSzwFf\n",
       "Ab5mjNkPnLXWTl13zfWfcospc4OBgdgiQy5e0Wik5OtRDnWA+etx/NwQ44lptrYFmZgo+LK8RiKR\n",
       "wuPJUF0zuSrl8mUnl1RutWNcTLlIOEAsfu35YoyzULm56rGczzWRmGJwMEYqtfiZsWZtHd8HXnq7\n",
       "k6awr+D15f7+LiWL/ZKxYJK21h4xxrxnjDkMTANfNMY8DoxZa582xvwAWAdsMMYcA75qrf3D68vc\n",
       "Uk1EltHrHX0AbGgOuhyJyLWy2Syx2PiSyqxr9OLzOrx7ZoDPPrh1hSITNxWcIGqtfQJ4YtZDHbPO\n",
       "PbTIMiKum0ylOXxqgDW1fhojhVsdIqtpMjnBy0dGqG9cs6RyDWEvPYMTDIwmidZrJ7dyo1UcpGK8\n",
       "c3qQ1HSWO/at0Y5XUpQCNUGCoaXda10XTXB5bIz3zgzy0B1a2KTcaFlQqRhvdOTHLx7YsbgBNiKl\n",
       "oK0xP0DtPU3FKktK0lIRxhIpOs4Ps7ktQnO91taR8lFT7WV9NMjJzlESk9NuhyPLTElaKsKh9/vJ\n",
       "5nLcs6fV7VBElt3tW+rJZHO8e1qt6XKjJC0V4Y2OPjyOw127tPidlJ99WxsAOGwHXI5ElpuStJS9\n",
       "vuEJzvfG2LO5kbqQ3+1wRJZdc32AddEQx88PacONMqMkLWXv9eP5udH37FErWsrXHaaZdCbHe2fV\n",
       "5V1OlKSlrOVyOV7v6KPa52X/9qjb4YismAMm//o+fFJd3uVESVrK2pnuMQbHJjlgolT7teOVlK/2\n",
       "phCtjUGOnRtiKpVxOxxZJkrSUtaudHXfq1HdUuYcx+GOnVFS6SzHzg25HY4sEyVpKVvT6SxvnbxM\n",
       "fdjPro0NbocjsuIO7MhvQPi2vexyJLJctCyolKxsNks8PvdOOH5/ljeOdZKYTHPwAy3E4z/duCAW\n",
       "Gyen/XelDG1oCdNUF+C9s0OkpjP4fbrFU+qUpKVkxeMxXnzzDDXB0A3nwqFhXni7FwCvJ8urx3qv\n",
       "nhse7CcYqiUUqV21WEVWg+M43Lmrmefe6OTo2SHu2Nnsdkhyi9TdLSWtJhgiGIrc8OP1B+kbnqQh\n",
       "Uk17c+M15wI1NyZ1kXJxZfzFlW1ZpbQpSUtZOnNplGwONrertSyVZV00zPrmMEfPDhFPai3vUqck\n",
       "LWXJdo4AsKVtadv+iZSDe/e0ksnmeOukBpCVOiVpKTuxiRR9QxO0rQkSDPjcDkdk1d29uwUHdXmX\n",
       "Aw0ck7Jzric/knuLurqlAmSzWWKx8Wse8wLb10U41TXGuUuXaaqrBvKzHsbHfzojIhyO4PGorVbM\n",
       "lKSlrORyOc71jFPl9bChRV3dUv4mkxO8fGSE+sY11zxeG8xPv/ruqxfZtSH/XgiHhoknpgBITiT4\n",
       "+N3bqK2tW92AZUmUpKWsDI5NEpuYZseGenxVaiFIZQjUBAmGrv1Sum1DkHfOjHFpcIr9O9twHIdQ\n",
       "OECWSZeilJuhTzEpK1e6unds0ApjUtn8VV7WN4cZT6QYGlNiLlVK0lI2Mtkc53vHCfi9rG9WV7fI\n",
       "1rX5cRmnu8ZcjkRulpK0lI3ugTip6Syb22rxeBy3wxFxXVtTiFCgivO946TS2hmrFClJS9m4Oqp7\n",
       "rUZ1iwB4HIft6+tJZ3Kc75l7nXspbkrSUhYmU2m6LsepD/tpjFS7HY5I0di2tg7HgVOXRsnltLFM\n",
       "qVGSlrJwrmecbA62ravDcdTVLXJFMFDF+uYwI7EpLo8k3Q5HlkhJWkpeLpfjTNcYHkcLmIjMZfu6\n",
       "egA6zg25HIkslZK0lLyhsUlG4ynWN4cJ+DX1X+R67U1BwjU+Tl8aJTWtAWSlRElaSt6V6SXbZloL\n",
       "InItx3HYvq6OdCZ7dYCllAYlaSlp6UyWC70xgoEq2pqCbocjUrS2ravD43F4/+IIWQ0gKxkF+waN\n",
       "MU8CB4EA8CVr7eFZ5+4F/uPMub+w1n7FGPMg8G3g+Mxlx6y1v7rcgYsAdA1OMp3JsmtTAx4NGBOZ\n",
       "V011FTs3NnDi/DCX+uNEtd5PSVgwSRtjDgIHrLX3GWP2AL8PPDDrkj8CPgr0AK8bY/5k5vGXrLU/\n",
       "vwLxilzjfN8E8NOVlURkfh/YHuXE+WE6zg/zwG1aOrcUFOruPgg8DWCt7QDajTEBAGPMFmDYWttt\n",
       "rc0Bfw08DKgfRVZF33CSofEUrWuCRIJ+t8MRKXoNtQHWN4cZHJtkcDzldjiyCIWSdCswOOt4AGiZ\n",
       "+b1t5viKyzPXA+w2xjxrjHnFGPPQskQqcp1Xj+dffma9BoyJLNaezfkW9KmuuMuRyGIUuid9/Vct\n",
       "h5+2lOc7dxp40lr7lDFmE/CSMWa7tXZ6oSeKlskNknKoRynUYWJymrdPDRMMeNm9pWnOtboj4cCc\n",
       "ZZMJPx6Pb97z81n9chAKBZZUrljrdv35Yo2zULnFlHc7xkK2rm+k9fQQvcMTTOU8JfF+n0upxr1U\n",
       "hZJ0L9A86zgK9M9zrg3ostb2AE8BWGsvGGP6gHbg4kJPNDBQ+uvKRqORkq9HqdThbw53MZnKsGdj\n",
       "hMTE1A3nI+EAsfjc2/MlEik8ngzVNUvbvm+1y+XLTi6pXDHWba6/RTHGWajcQq+pYomxkCt12Lmx\n",
       "nr7hCf7iR+eI1pVesiuVz6mFLPZLRqHu7ueATwMYY/YDZ621UwDW2i7AZ4xZb4zxAp8CnjPGPGaM\n",
       "+XczZZrId49331QtROaQy+X44ZEuvB6Hza2adiWyVOuaw0RqqnjLDtE/POF2OLKABZO0tfYI8J4x\n",
       "5jD5kd2/Zox53BjzmZlL/jnwl8Ah4FvW2m7yA8j2GWNeBf4K+LK1Nr1iNZCKc/LiCL1DE3xgawMB\n",
       "v9ftcERKjsdx2LMpQjYH333lnNvhyAIKzpO21j4BPDHroY5Z514B9l93fQJ4dLkCFLneD4/kO2bu\n",
       "uy1Kd4l3eYm4Ze2aAOujQQ69f5mfuTvGxtbS6/auBFpxTErK8Pgk75weZENLmE0tIbfDESlZjuPw\n",
       "s/esBeDPXz7rcjQyHyVpKSkvvn2JbC7Hx/av05aUIrfIrK9l18YGjp8f5uTFEbfDkTkoSUvJiCen\n",
       "eendHurDfu7Z01q4gIgU9NkHtwLwnZfPktOa3kVHSVpKxg+PdDGVyvCJuzbgq9JLV2Q5bG6r5Q4T\n",
       "5VzPOK8e7XU7HLmOPumkJEylMvzg7S5CgSru39fudjgiZeUXPradar+XP/vRGcYTWi60mChJS0l4\n",
       "5WgP8eQ0H92/jprqgpMSRGQJGmsDPHr/FhKTaZ764Wm3w5FZlKSl6KUzWb5/qBN/lYeP3bHO7XBE\n",
       "ytLH9q9jU2uENzr66Tg/7HY4MkNJWoremyf6GRqf4v597dRqtyuRFeHxODz+yZ14HIdvfP8kU9MZ\n",
       "t0MSlKSlyE2ns/zlq+ep8jp84q4NbocjUtY2tkZ4+M71DIxO8scvnnI7HEFJWorcj450MTg2yUf3\n",
       "r2NN3dJ2BxKRpfvb929mQ0uYV4728toxjfZ2m5K0FK2JyWme+ckFaqqr+NkPbXI7HJGK4Kvy8k8+\n",
       "s5ea6iq++X1L14D2nXaTkrQUre+9cZHEZJpP3buRcI3P7XBEKkZzQ5BffGQXqXSW//r0cSZT2iPJ\n",
       "LUrSUpSGxyf5wdtdNESqeeiARnSLrLYDJsrDd66nd2iCr/1lB+lM1u2QKpKStBSlv/jxOabTWf72\n",
       "R7bg92k7ShE3fPbBrezd3MjRs0P8j++9T1bLhq46JWkpOh3nh/nJ8T42NIf50F6t0S3iliqvh1/+\n",
       "27exbW0db57o51svntL63qtMSVqKSnIqzR89dxKP4/CFR3bh8WinKxE3Vfu9/LOfv5110TA/OtLN\n",
       "t3+kjThWk5K0FJU/f/ksQ+OTPHLvBm1CL1IkQgEf/9dj+2hpDPL8oU7+4JkTTKd1j3o1KElL0bCd\n",
       "I/zwSDdta4L83Ic2ux2OiMxSF67m3/yD/WxdW8sbJ/r53T99l3hy2u2wyp6StBSFick0f/jsSRwH\n",
       "fvFTu7QVpUgRigT9/Mtf+CB3mCinLo3ylW+8zYW+cbfDKmv6JBTXZbM5vvZXx7k8muRn7t7I1vY6\n",
       "t0MSkXn4fV5+6TN7+Zl7NtA/kuQr3zjMs29cJJvVfeqVoCQtrvvOS2c5fm6YvVsaefT+LW6HIyIF\n",
       "eByHn39wG7/22D7CQR/feeksv/Mn79A7lHA7tLKjJC2ueu1YL88f6qS1Mcgv/a09Gs0tUkL2bl7D\n",
       "b/7iXXxwexP20ii//j8O8Wc/PENySiuULZcqtwOQynX83BD/6/mT1FR7+cVPbiadmmA8tfjysdg4\n",
       "OXWxiayqbDZLPB675rF/+NAGPri1jqdfu8Tzhzr5yfEeHr6jjXt2NVHl/WlbMByO4PGobbgUStLi\n",
       "ikPv9/MHz5zA43H4/MNbeM92URMMLenfGB7sJxiqJRSpXaEoReR68XiMF988M+f79YHb1nCqO87J\n",
       "S3G+8+NLfO+Nbsz6CJtbg6QmJ/j43duordWYk6VQkpZV9/K73XzjeZtfJOGzt9NW72FgNEEwtLR5\n",
       "0RMJ7c4j4oaaYGje9+uB2lp2b0nTcX6YU5dGeffsGCcvxdncUsNYYppafadeEiVpWTXT6Qzf/fF5\n",
       "nj/USbjGx689to9NrbWMj4+5HZpIxclms8RiS58+tZjbTDXVVdyxs5k9mxs5cWGE012jvH8pzm9+\n",
       "8yj7tjZwz64mtq2N4HEKj0Gp9C5yJWlZFRf7Ynz9r0/QPZigub6Gf/bzt9O2Zmnd2yKyfCaTE7x8\n",
       "ZIT6xjVLKreU20w11VUcMFFu37qGo/YSFy5PceT0CEdOjxCs9rKxpYYN0SCR4NypKDmRqPguciVp\n",
       "WVHjiRTfP9TJC29dIpPNcXD/Wv7ug9uo9mtnKxG3BWqCq3KbyVflYWPUz6bmAJmqCGe6xrnQN877\n",
       "nXHe74zTEKlmU2uEdc1h6sN+nEW0sCuFkrSsiOHxSZ4/1MmP3+0hlc7SEKnmC4/sZO/mpX1rF5Hy\n",
       "4TgOzQ1BmhuC3LmrmUuXY1zojdEzmOCd01O8c3qQYKCKtU0h1kZD1AW0PnjBJG2MeRI4CASAL1lr\n",
       "D886dy/wH2fO/YW19iuFykj5Go1PcdgO8NbJy5y+NEoOaKyt5mfu3shHbm/TvtAicpWvysOW9jq2\n",
       "tNcxNZ2h63Kc7oEEPUMJTneNcbprDMeBE50JbtsaZWt7LZvaaqmprqy25YK1NcYcBA5Ya+8zxuwB\n",
       "fh94YNYlfwR8FOgBXjfG/AmwsUCZipdMJm9qq7dAILBqAyjmmgs528RUmv6RSXqGklzoS3ChL87A\n",
       "2BQADrB9XR0fvq2Ne/e2XjNPUkTketU+L1vX1rF1bR3ZbI7BsUm6BxN09Y9zujvG6e78Z5EDrI2G\n",
       "2L2lifbGGra01dLSGCzrtf4LfSU5CDwNYK3tMMa0G2MC1tpJY8wWYNha2w1gjPlr4GGgbb4yK1eN\n",
       "4pLN5UhNZ5hKZZiazpCazpKdScq5HPzw9XfxBfL3gRwHvB7n6o/HAa/XuWHU43Rqinv3rqOlpXlF\n",
       "Y89kc8ST0/QNDPPDty+QdXwkU1mSUxmSqQzJqQwTkxkmp6/thvJ5HVoaqlkTdnjso9tZ3xZd0ThF\n",
       "pDx5PA7NDTU0N9Rg2qvZt7WJvrEs53rGOduTv5fd9ebFq9c7DkTramhdE6SlIUjrmiCtjUGa6gLU\n",
       "hfwl34NXKEm3Au/OOh4AWoCL5JPxwKxzl4H2mcffm6fMqphOZ4gn0+RyObLZHNlcjmyOWcczv+dy\n",
       "ZLM//X06nSWVzpKazuR/n85cPc7/N0sqnU+8VxLwlf9OpjKkMzkmpqZJTS/mPsrwgmcdB6q8Hqq8\n",
       "Dl6PB68Hjpw/SzjYhd/nxe/zUl3lwe/3Ul3lxe/zLPhtcjqdnalTvg5X6jU1nSExmSaRnCYxmS64\n",
       "nJ/j5PeWXVtXQ13YT13YT3Tmd8dxmEjEqAv5F1F/EZHCIkEfa1vrOGDyDZRMNstEGt7u6OVC7zh9\n",
       "wxP0DU9w9OwQMHRD+ZpqL7WhauqCPmrD1dQGfdRUV1Ht81Lt9xK48l+/F5/Xg8eT/8z1XGk4zW5E\n",
       "zfwX8vfXPQ7UhlZ2oFuhJH39Io0OkCtwbqEyKy6by/HEf3uDkdjUqjyf1+Nc/WOHgz7qwv6rf/Rq\n",
       "X/7H7/PgOA4OgAPnO3vweH1AvmWdyebIZPP/zV49zpHJQDqbI5NJM5XKt3Azg8llr4O/ykOw2ktD\n",
       "2Mem1jA+D1R5sownpoiEAtRUe6nxe6ip9lI9U5drpUhO5P/syYnEkudexmLjJCeWvjD/ZDKBx1PF\n",
       "ROLGbnkPKSYSc78GFip3s8+3IuUmJpiczCypXDHWba6/RTHGWajcQq+pYomxkNl1KOY4r5jrc8Hr\n",
       "8bBlbYSI3wMfXHv18cTkdD5hD+WT9khsirFEirF4ivHEFJeHJ1YkEX3irvU89tHtK/Av5xVK0r3A\n",
       "7P7VKNA/z7k2oBtIL1BmPk40urRpAAv5xv/9yWX7t1bGAbcDKDof+MBut0MQkRJyfc6IApvWN7oT\n",
       "zAoqdLf9OeDTAMaY/cBZa+0UgLW2C/AZY9YbY7zAp4BnFyojIiIii+cUGmVsjPlt4OPANPBF4A5g\n",
       "zFr7tDHmI8B/Jt+d/U1r7X+aq4y1tmPlqiAiIlKeCiZpERERcUf5Ti4TEREpcUrSIiIiRUpJWkRE\n",
       "pEgVxSKoxpjPA78JnJ156EVr7W+5F9HNM8a0ACeBT1trf+x2PEtljGkGvgFUAzXAP7fWvuFuVEs3\n",
       "M+PgD4Bt5OvyL0v07/Eg8KfAL1prv+dyOEtWDuv4G2NuB74LfNVa+1/cjudmGWN+C3gQ8AH/j7X2\n",
       "O+5GtDTGmCD5paibgRDwm9baZ1wN6hYYY2qA4+Tr8b/mu65YWtI54Clr7cGZn5JM0DN+BzjjdhC3\n",
       "4HPAH1lrDwL/CvgNl+O5WX8fmLDW3g98Hvhdd8NZOmPMVuBXgZL7cgHXrv0PPA581eWQlmwmMfwu\n",
       "8H23Y7kVxpj7gduttR8iv3zz/+tySDfj54BD1toHgb9DfnOnUvZvyS+RtuDo7aJoSc8o+Q1EjTEf\n",
       "BcbIfzsqyfpYa2cns/XAJbdiuUVPAVdaCkNA4R3qi083+Q+j/+l2IDdp3rX/XY5rKaaAnwWecDuQ\n",
       "W/Qa8NjM7+NAya3da63901mHpfzZhDFmJ7AT+B4FckWxJGkHeMAY8wLgBf6FtfYdl2NaEmOMn/w3\n",
       "o08Dv8cqLoW63IwxreRfPAHyu5yVHGvtNPl5+gD/HPiWi+HclCvJzBjjdig3a6G1/0uCtTYDZEr4\n",
       "bwBcrceVNTa/SP79XZKMMW+Sfx094nYst+B3gF8GvlDowlVP0saYLwL/6LqH/xh40lr7jDHmTvL3\n",
       "RG9b7dgWa546PAf8V2ttbOYNXfQt6Xnq8e+stS8AB4wxjwD/m/zCNEVrnnr8urX2RWPMLwP7ybeG\n",
       "itZCdXAjnmXi6jr+ciNjzKfJv84ecjuWm2WtvdsY80HyvWW3ux3PUhlj/iHwY2ttpzGmYJ4oysVM\n",
       "jJhUL9QAAAHrSURBVDE9wFprbfEFNw9jzKvkewEAtpJvNXzWWvu+e1EtnTHmAf7/9u7fpcoojuP4\n",
       "uz8gbHLJIafPIE4RhCDepZwSwsGWWoSixhodavEvcDEQLoJD6JxuDe0KRcsXhAa3ixE0Szicc1Uu\n",
       "Bl3B7vnG5zXdA89wuJfzfJ77PT8e+BoRP2u7FxHX+37Ma1KDbwl4lPloWkldYCcidkfdl2FIWgF+\n",
       "RMR6bR8CUxl/C0lvgePkC8fmgVXgQX98ZyLpLtCLiKPa/gZ0IuJ4tD0bjqQPwCTwG5igTKk8j4hP\n",
       "l13fRLlb0mvgV0Rs1Fp9L1NAA9TFMcDZTbWbLaCrBcrT6ZqkaZLO+9T3nb8CZjOGwoAbJKjMXGKP\n",
       "Egrr/8E5/hm//zOSxigL9zoZA7qaAe4Ab+oumpvZAhogIp70P9eHv+9/CmhoJKQp5e4tSU8pg2Gw\n",
       "7Gf/ziqwKWmRsrjk5Yj7c1XLwBjw8cJ84sM6V52CpMeUrYm3gY6kdxFxb8Td+msRcSDpi6R9zs/+\n",
       "T0XSfcpWvnHgRNILYC5h0C0Bt4DtC+PhWf9faRLvga6kz5RtlVnvTUNpstxtZmZm7eyTNjMzswEO\n",
       "aTMzs0Y5pM3MzBrlkDYzM2uUQ9rMzKxRDmkzM7NGOaTNzMwa5ZA2MzNr1CmZugxcRFzFpwAAAABJ\n",
       "RU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f06a69e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sb.distplot(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test statistic: 0.995384395123\n",
      "P-value: 0.00407176883891\n"
     ]
    }
   ],
   "source": [
    "w, p = st.shapiro(data)\n",
    "print(\"Test statistic: {w}\\nP-value: {p}\".format(w=w, p=p))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "tests = pd.DataFrame( \n",
    "    array([st.shapiro(data[:i]) for i in xrange(3, NS + 1)]),\n",
    "    columns=[\"Test statistic\", \"P-value\"],\n",
    "    index=arange(3, NS + 1),\n",
    ")\n",
    "tests.index.name = \"Number of samples\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Test statistic</th>\n",
       "      <th>P-value</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Number of samples</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.874009</td>\n",
       "      <td>0.306983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.906745</td>\n",
       "      <td>0.465330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.953175</td>\n",
       "      <td>0.759839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.990965</td>\n",
       "      <td>0.991395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.982496</td>\n",
       "      <td>0.970762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.988839</td>\n",
       "      <td>0.993080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.979334</td>\n",
       "      <td>0.960762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.978723</td>\n",
       "      <td>0.957969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.990245</td>\n",
       "      <td>0.997718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.988010</td>\n",
       "      <td>0.999134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.981177</td>\n",
       "      <td>0.984720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.980176</td>\n",
       "      <td>0.975812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.980610</td>\n",
       "      <td>0.973495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.973354</td>\n",
       "      <td>0.889562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.969429</td>\n",
       "      <td>0.808359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.979298</td>\n",
       "      <td>0.942484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.985756</td>\n",
       "      <td>0.987979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.989322</td>\n",
       "      <td>0.997212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.990342</td>\n",
       "      <td>0.998213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.991859</td>\n",
       "      <td>0.999316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.993393</td>\n",
       "      <td>0.999821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.991788</td>\n",
       "      <td>0.998941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.991929</td>\n",
       "      <td>0.998879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.987586</td>\n",
       "      <td>0.983099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.990275</td>\n",
       "      <td>0.994946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.988472</td>\n",
       "      <td>0.985089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.984913</td>\n",
       "      <td>0.941618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0.986482</td>\n",
       "      <td>0.959656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>0.985221</td>\n",
       "      <td>0.935069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>0.984891</td>\n",
       "      <td>0.922547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>0.998412</td>\n",
       "      <td>0.524920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>0.998422</td>\n",
       "      <td>0.530492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>0.998440</td>\n",
       "      <td>0.540700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>0.998423</td>\n",
       "      <td>0.529199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>0.998437</td>\n",
       "      <td>0.536995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>0.998405</td>\n",
       "      <td>0.516238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>0.998412</td>\n",
       "      <td>0.519264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>0.998401</td>\n",
       "      <td>0.511663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>0.998398</td>\n",
       "      <td>0.508920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>0.998388</td>\n",
       "      <td>0.501643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>0.998402</td>\n",
       "      <td>0.509417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>0.998395</td>\n",
       "      <td>0.504170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>0.998389</td>\n",
       "      <td>0.500010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>0.998378</td>\n",
       "      <td>0.492246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>0.998376</td>\n",
       "      <td>0.490070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>0.998339</td>\n",
       "      <td>0.467053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>0.998328</td>\n",
       "      <td>0.459690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>0.998320</td>\n",
       "      <td>0.453759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>0.998328</td>\n",
       "      <td>0.457874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>0.998336</td>\n",
       "      <td>0.461257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>0.998321</td>\n",
       "      <td>0.451501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>0.998320</td>\n",
       "      <td>0.450019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>0.998330</td>\n",
       "      <td>0.454996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>0.998316</td>\n",
       "      <td>0.445879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>0.998283</td>\n",
       "      <td>0.426284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>0.998292</td>\n",
       "      <td>0.430655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>0.998277</td>\n",
       "      <td>0.420858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>0.998291</td>\n",
       "      <td>0.427900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>0.998307</td>\n",
       "      <td>0.436221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>0.998290</td>\n",
       "      <td>0.425738</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>998 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Test statistic   P-value\n",
       "Number of samples                          \n",
       "3                        0.874009  0.306983\n",
       "4                        0.906745  0.465330\n",
       "5                        0.953175  0.759839\n",
       "6                        0.990965  0.991395\n",
       "7                        0.982496  0.970762\n",
       "8                        0.988839  0.993080\n",
       "9                        0.979334  0.960762\n",
       "10                       0.978723  0.957969\n",
       "11                       0.990245  0.997718\n",
       "12                       0.988010  0.999134\n",
       "13                       0.981177  0.984720\n",
       "14                       0.980176  0.975812\n",
       "15                       0.980610  0.973495\n",
       "16                       0.973354  0.889562\n",
       "17                       0.969429  0.808359\n",
       "18                       0.979298  0.942484\n",
       "19                       0.985756  0.987979\n",
       "20                       0.989322  0.997212\n",
       "21                       0.990342  0.998213\n",
       "22                       0.991859  0.999316\n",
       "23                       0.993393  0.999821\n",
       "24                       0.991788  0.998941\n",
       "25                       0.991929  0.998879\n",
       "26                       0.987586  0.983099\n",
       "27                       0.990275  0.994946\n",
       "28                       0.988472  0.985089\n",
       "29                       0.984913  0.941618\n",
       "30                       0.986482  0.959656\n",
       "31                       0.985221  0.935069\n",
       "32                       0.984891  0.922547\n",
       "...                           ...       ...\n",
       "971                      0.998412  0.524920\n",
       "972                      0.998422  0.530492\n",
       "973                      0.998440  0.540700\n",
       "974                      0.998423  0.529199\n",
       "975                      0.998437  0.536995\n",
       "976                      0.998405  0.516238\n",
       "977                      0.998412  0.519264\n",
       "978                      0.998401  0.511663\n",
       "979                      0.998398  0.508920\n",
       "980                      0.998388  0.501643\n",
       "981                      0.998402  0.509417\n",
       "982                      0.998395  0.504170\n",
       "983                      0.998389  0.500010\n",
       "984                      0.998378  0.492246\n",
       "985                      0.998376  0.490070\n",
       "986                      0.998339  0.467053\n",
       "987                      0.998328  0.459690\n",
       "988                      0.998320  0.453759\n",
       "989                      0.998328  0.457874\n",
       "990                      0.998336  0.461257\n",
       "991                      0.998321  0.451501\n",
       "992                      0.998320  0.450019\n",
       "993                      0.998330  0.454996\n",
       "994                      0.998316  0.445879\n",
       "995                      0.998283  0.426284\n",
       "996                      0.998292  0.430655\n",
       "997                      0.998277  0.420858\n",
       "998                      0.998291  0.427900\n",
       "999                      0.998307  0.436221\n",
       "1000                     0.998290  0.425738\n",
       "\n",
       "[998 rows x 2 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tests"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can see that the test statistic converges $\\to$ 1 as it gets closer to a normal distribution. After ~200 samples, it's probably good enough."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8f0602af10>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAfEAAAFmCAYAAAB9UaOGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt83NV95//XXHUdSbYlW75hg4GPDSx3QgCHYAKEQGiS\n",
       "JrttYQPsz21ounSbdmnLr2nIJjzS3TYNybaBZRvalLa/H23Sjd0GAiUhQLiGYO4GDmCMje+SZcu6\n",
       "zn3/+H5nNJIljb62LH3Hfj8fDz8038vMnDm29Z5zvud7TqRYLCIiIiK1JzrbBRAREZFDoxAXERGp\n",
       "UQpxERGRGqUQFxERqVEKcRERkRqlEBcREalR8amcZGanA+uAO5xzd445dgHw50A98APn3Nf8/bcD\n",
       "a/z9NznnNkxnwUVERI51VUPczBqBbwD/NsEpfwtcCuwAnjGz+4BlwDnOudVmdipwF/DhaSmxiIiI\n",
       "AFPrTk8DHwd2jz1gZicAPc657c65InA/cAVwCbAewDm3EVhkZvXTVWgRERGZQog75/LOufQEhxcC\n",
       "XRXbe4BOf393xf4uYMGhFlJEREQOdrgD28aGewQoApkJ9ouIiMg0mdLAtknsAuZXbC8EtgO5Mfs7\n",
       "GKc7viSXyxfj8dhhFkVERKSmRA73BYKE+EFv5pzbZmYJM1uKN7DtauCTeF3nXwPuNrOzgU2TdMmz\n",
       "b99gsFJLIB0dKbq6+ma7GEc91fORpzqeGarnmdHRkTrs15jK6PQPAt/Ba1nnzOw3ge8C7zrn1gNf\n",
       "AP4Fr7v8751z24HtZvaymW0AssDawy6piEjIDaVz7O0dZn9/mn19afb1p0ln8uQLxfKfbC5PNleg\n",
       "WPSvMRaL/k9vu7SyZLEIw5kcPX3ea6QaEzQ3JACY11pPIhYlFo0yt7WOukTMe/18kULRe59CoUi+\n",
       "UBh5nC+SL5b2F8nlC6QzeQqFIoWi976FYpFiEWLxKJlMnmgE6pNx6utixKIRCoUi0UiEeDxKPBYl\n",
       "HosQj0UpFvGORSPUJaLUJWJEohHyee+zRCOlzwZFvPco+u9VBIqFIplcgYxfN9FIhEgE0llvOx6L\n",
       "Eongv6d3Fbj0+cA7t3RefTLm/4mTiEdprI+TzuQZzuTJZPMj9VMsUpeI0VSfIB6LUPA/Q6EwUg+l\n",
       "OgHKdUSRkeP+Z4lEIOKXIxqNkIzHSMSjJOJRkvEoibhXf9EoJOMxYjHvnOkI8UgYliLt6uqb/UIc\n",
       "xfStemaono+89vZm3t68l3yhwNxUPZGIF5z7+tIk4lGG0nkG0zmifgD0DWbpG8xyYDDDUDrHCQtb\n",
       "SCS8EGhvbSj/0h7OeL/cC4UifYMZsvmRX+a5vBcqubwXEv1DWQaGsiQSMQaGsqSzefqHsuzZN0T/\n",
       "UHbaP3NLY4L6ZJy+oQxD6fy0v77Mnh9+4xMz2p0uIjUuk80znM3z1tb9pBoTdLQ1MLelnmKxSHfv\n",
       "MLl8gc65jUQikXLwzWupL7d+JtK9f4gX3u5my64+DgxmiEUjXHBqJ+efsoBisch7u/roG8xQl4jR\n",
       "ObeRPfuH6No/RO9Ahv6hLEs6mjkwkKFQKNI/lGVXzyC7egbp6UuTiHktms65jezsGWR/n3dlrtT6\n",
       "KQRoiDz+0o7Dqr+JxKIR2lvrWb4wRXtrA3Oak7Q11zEnVUd9XZxYNOL9iUVJxCIkEzHv+mQk4v/0\n",
       "rldGIt7v9Ii/nUzERtV9Lu+14HfvGyQaiZDNFeg5MEw2X/BbehFi0WjF48iox5X7YtEodUm/hRgZ\n",
       "aUVGIrBgfgvd3f3kC4VyKzZXKBKLRMpfbLK5Arn8yJecaDTinZ/Nk84UKBaLXit9nNZqJFL6ObKv\n",
       "1HpNJqIUCt5zkskYiViUfL5AAcj77wsQi3mfs9QQTcSiZPMFhv3yDmdypLN5htP5kZZ5Ikrcr4dI\n",
       "JEI6m2dgKEs+XyQShVg06n2WCESi3k/wt/2/lCiV5R/J4FLPQr5QJOuXM5PNe4+zhXLrP5P1emYS\n",
       "8emZMFUt8WOAWogzIyz13N07xAtvdbOvb5gtu/roHcgwnMkzMJwlky0cdH4iHiUajZDOeK28uqQX\n",
       "MMOZkVZfQ12Mhro4zfUJOuc10tZcx6btvSzuaOblTd309o+9IcXT3JA45NZpY12cuS115W7QA4NZ\n",
       "2tsaWNrRBMCBgQyRSITG+jhtzUly+SKNdXEa6+MUilCXiJJqTJJqTJBqTJLO5NnW1U8i7oXEnv1D\n",
       "xGPe45amJHH/F3uqMUEyESsHUywW8bt4AbzjjfVxBodztDXXkUxEaUjGiUYPu1EVGmH5t3y06+hI\n",
       "qSUuMhXFotdl2lBXW//kh9I5du4dZCidI9WYIBKJsHFzD9FohMa6ODv3DpCIR+naP0wiHmXn3gHe\n",
       "3tZbfn4EaGpIkMnlSTUkSaSitDYlOWFRC0OZPN37h9h7YJhYNMKi9iby+SLv7jxAPl9gyfxmUg0J\n",
       "BoayDKbzDKVzbN3Tz9Y9/eXX37TjAACnHT+XExe3ctLSNpYtSLH3wDDrfvYuO7oH6B/KsvK4NlYu\n",
       "m8O2rgGKhSLz5zTQ0dZAa3OS+mScTdt7mZOqIxaLMDdVT+fcxvLnBe/vL53Ns3TxnMMKl1OPn3vI\n",
       "zxUJo9r6jSZHnXzB6/5qqk9Met7e3mG2d/dzyvK5xGNRhtI5Xtm0lze29LC8s4WF8xrJF7wBQlt2\n",
       "9RGLRti04wBN9XFam5Lc//QWGupifOnG82isi5PLF0g1JohFp96ltb8/zZ59Qxy/MMXmnX28t/MA\n",
       "Jy1t46lXdzInVcdnrz6VXL7All197OtLE4l4g3zyhSJbd/d5g5HiMeKxCCcvbfMHCnlBPa+1vnzN\n",
       "dduefl58u4tXN/eweccB8oVgHVW2tI0PnLKAhXMbWb4wRX1y+v6b5/IFdu0dpM+/LjyUyXHi4lYW\n",
       "zmsadV5jfTP/5TOnA7CvL01rc5JoZOJGx6plcyZ930gkMq2fQ+Rooe70Y8BMdo31DWbYsquPX7y5\n",
       "B/f+fk5c3Mrl5y5lyfwmYtEob72/nx8+/R4rj2ujo62BHzz+Lnv2D7FwXiNnntTOwrlNvLl1H3v2\n",
       "DZGIR5mbqiMajfDUq7soFIssmNPAwnlNvL6lZ9yu4aCuuXA5V1+wjGRiZJ6Cvb3DvPB2F9u7Bnj9\n",
       "vR76hrKkM/mqMxbVJ73XqOyGribqX2OsT8a894iMXOONRGB5ZwvLO1M0NyQYGPbKsXLZHBLxKO/v\n",
       "6Wd71wAnLGrhjBPby93Cc1J1h1IVNUHdvDND9TwzpqM7XSF+DDjS/yHf39PPvQ+9yZxUHW7r/nGv\n",
       "gaYaE8xN1bNl96GVIxaN0FAXL792U32cj5yzhP6hLM0NCQbTORqScTK5PIPDOZbOb2bV8rns7B6g\n",
       "bzDD8YtaeOntbt7cup/6ZIxXNu0tv3YEOG/VfBLxKFt397Otq5/Sf4tkPErGH0hz3IJm5qbq6e4d\n",
       "YnlnC69t3suBgSxXXXAcb27Zz9bdfaQak94XlDkN1CfjZHN5MllvsNjufYMk4lF2dA/w2uYe+gaz\n",
       "pBoTLG5vonfAGwy2rWuAjrZ6rr5gOWec2E5rU/KQ6utopXCZGarnmaFr4hIKz7+5h3f9a6MR4OSl\n",
       "bXz4zEWcax08+uIOnt24yx+dnGVZZ4pPX3wCL73TzVA6x9UXLKdzbiOvv9fDS+90U5eM8YGVC8qt\n",
       "ya27++gbynL8whY62urZs2+IpoYEjXXxqiOmARa3j3TzLu9sGXVsX1+af37sHX7++h6ee2NPef+y\n",
       "BSkuOWsRJyxqpXNuA0OZPO9s6+WME+eN6n4vFIoMpnPle3eD/uLLZPOjegDA+0I0t6Wu6uUFERFQ\n",
       "SzyUcvkCr767l1OXzz3ol/yhCBouhWKR1zf38PhLO7xgTcQ46+R2kokYm7b1kkzEuOzcJXTObWRg\n",
       "OMcTL+/g2dd3s/K4Nj77UTvo+mixWOS5N/aQiEc566T2UbdlhMFQOsfzbg/z2xpY3tlCMhE9pDKq\n",
       "9XLkqY5nhup5ZqglfhTK5Qv8r/Wv8eLb3XzwlAV87pdODfT8QrE46QCial7ZtJcfPr2ZTdsPlPcN\n",
       "pnM89equUee9s7131HYsGuGWXz1r3NtsIpEI558S3kXsGurifOj0RbNdDBGRwGoixLd39dM7kOGU\n",
       "5Uf37SHPvbGbu/9lI+CF4rOv7+a8VfM566SOqs9NZ/L8+T++yKYdBzjrpHY+/8nTiEYjbNvTT31T\n",
       "9YFOxWKRnzy/jX985G2KeLcMrVo+h1g0yomLW/nFm7vpH8rSWJfg5U3d7Nk3NOr5xy9qOarukxUR\n",
       "qQU1EeJf+uvnAPjft1wybbPchEXfYIZdPYM89uIOntnotXaXzm/mxo+t5L//wwb+7t8ctrSNxirX\n",
       "SF/e1F2+Z/fFt7v53NcfG3U8EoFPrj6eD52xiL97yLFicQtXX7C8fPzVd/dy3yNv01Qf5wv/4QxW\n",
       "LGod9fwTFo1cT/61y04qPx4czrJj7yDHzW8+lI8vIiKHoSZCvKTnwDAL5jbOdjEOSb5QmtR/pLU6\n",
       "OJzj9nufp7t3uLzvE6uP5yPnLKG5IcHHL1zO+ic288On36OlMUnX/iGSiRgfPHXBQYO0ege8GbMu\n",
       "PXsx/UPZUQO1wFt4YN0Tm1n3xGYAXnqnmwee2cJl5y4llyvw4ttdAHzh3x8c4JNprE9w4uKpny8i\n",
       "ItMn9CE+nMmVH7+1bX9NhnguX+Ar3/0F27sHsKVtnHFiO4+/tJ3dFV3S9ckYX137AdpbG8r7Pnre\n",
       "cTz+0g7+7bn3R73eE6/s4MLTFtLSmOCKDxxHXSJG36AX4uetnM/JS9u49OwlHBjIcNKSVorxGLt2\n",
       "9/GvT23m3Z0HOG/lfJ56dRfDmTz3P/1e+XWvvmAZKxTIIiI1I/Qh3rV/pJX63R+9WXMDkArFIvfc\n",
       "/zrbuwcAcO/vx72/f9Q53/zt1RQKxYMm6ahLxviNj5/CHd97qby8XUdbPZt39vHIhm2A17o+9fi5\n",
       "NNV7f5WpxiSRiDcjWElHR4q2+jgrl82hWCwSiUT47BXGV+99nh1+uS49ezGf/vCKI1YPIiIy/UIT\n",
       "4qVJO8bq2j80ztnh9uzGXezrS/PTF7bRO5All/cmC2lpSnJgYGShiHNXzufjFyybdEKPlcvm8M3f\n",
       "Xk1jXbzcFf/Qz7fyvUffKZ+zcXNP+XFLlclBSq+RTMS49bqzGRzOMn9O7fVuiIhISEL8mY27+M4P\n",
       "X+fGj63k4jNGt7QrR0FHI5FySzKsnn5tJ/fc/8ZB+y8/d2l5QFixPK3m1D7H2Ik/rjz/OK48/zj2\n",
       "7Bvk2Y27Wf/k5vKxxvqp/5U2NyTG/eIkIiK1IRwh/po3Kvvxl7YzOJzj1OPnstQf7dzV64V4qRX7\n",
       "wlvdnGPVb7maDYVike8/umnUvvNPWcDK49r48JmLy/um60vI/DmN/NLq4znzpHZ+/Iv3OXfl/MO6\n",
       "R1xERGpLKEK8NH3mll39bN7ZB4/C39x6KQDbuwaI4N12tXFzD3eue7V8LGze3X6A3oEMq09fyP9z\n",
       "1aoZ6zU4bkGKtR8/5Yi/j4iIhEsoQjzmTxJSGDMFbKFYZMvuPjrnNZKYwjzZs6FQKPLa5h7mttTx\n",
       "J/+wAYCzT/Z6CsLc7S8iIrUvFCE+0Uxfvf0Z0pk8SzqaGUyP3Go2lM7RUBeKovN/Ht/Egz/fOmrf\n",
       "qcsnXxtZRERkOoSieRuLjR/ig8P+spMNCXK5kbWjew4Mj3v+TMvmCgcF+G03nksifviLloiIiFQT\n",
       "jhAfpyWeyxcYSucBaKiLlW/TAkbdpjWbNu8cWSRkbksda69eddBMaiIiIkdKKPqkK9doLhlM5xjy\n",
       "Z2trSMbJVoT4UCY/I+XqHcjQ3BAft3xAeZa0X/vISVx+3tIZKZOIiEhJOFri43Sn53IFhvzr4A11\n",
       "cT57hZWPlfanM3ky2SMT6Jt3HuB3//JJfvTMlgnPGRz2yhHk3mwREZHpEo4QH6c7PZsvlAezNdbF\n",
       "WbG4ld/65GkAvOVPW/r5Ox7nD+9+5oiU6eFfePOVlxYMGc+AQlxERGZRKEI8Pk53dXZMS7zy5xOv\n",
       "7CzP+d17BK6Pb9rRyy8qVgHbM8HUr4Npb+BdY0hGyouIyLElFCE+bnf6mIFt3s+RsHxrzCIi02Fw\n",
       "OEuxWOT/PLaJQrHI6SvmAfBzf51v8OZ4v//p9xhK58rd6WOnRRUREZkJoWhCjtudniuQ9gew1SVL\n",
       "IT5y69a7O0ZGhqcz+fI5h2rbnn5u+5vnuPC0Tt7cup+Vx7Wx9upV/M5fPMmbW/dzzUXwyqa9fOv7\n",
       "LwMwlMnpmriIiMyqUKTPRCFeGpFeuu+6LjES1E++urP8uG8oQ12ygUM1MJzltr95DoCn/XncLzlr\n",
       "ManGJEvnN/P2tl527xssBzjAg89u9csWJdWolriIiMy8kHSnH1yMXL5ANue1xBNx73hbqo6LTus8\n",
       "6Bp0/1C26nsUi8Xy6mFjVd7vDV6LvzR16srj5pDLF/ixP9BtrDVnLdbkLiIiMivCEeITtcT9WdqS\n",
       "fohHIxHWfvwUfv/Xzhp1bv/gxCG+vz/N4y9t55773+CL3/k5hcLBQb6je3DUdlN9orwoy8plbQD8\n",
       "9IXt5bJ+6YZzmd/mtfxLYS8iIjLTQtGdPt6kq5UhXmqJl7Q1J0dtV86rPtZd61/jnW295e1dPYMs\n",
       "am8adc72rn4ATl7axlvv76dzbmP5mC1tIxKBUiP+jpsvItWY5A+vO5tN23s5eWlb1c8nIiJyJISi\n",
       "JT5O43j0NfEx3e2pxqmH+OYdo7vKt+zuO+ic7d0DxKIRfuuTp3HJmYv4T1etKh9rrE/wwVM6AVix\n",
       "uKX83nNSdZy7cv4kn0pEROTICkVLfDy5fKG86El8TEt87KpnQxOEeC5fID/mG8LW3X1ccGpnebtY\n",
       "LLK9e4DOeY20NCW5/sqVB73O9VcaKxa3cPIStbpFRCQ8QhHiRQ5uipe60+OxCNFx1uWe39ZQnoSl\n",
       "dKvXWM+8NnJ/9zdvvojf+/ZTPPnKTnoHMsxN1fP2tv3c9Eunks7kWVjRhT5WXSLGpWcvCfqxRERE\n",
       "jqiqIW5mtwNrgHrgJufchopj1wBfBHLAfc65O80sBfw90Oo/5yvOuYcmfZPxutPzXoiPvR5ecvuv\n",
       "n8+2rn5uv/f5CbvTd/V4A9Y+fOYiWpvr6JzXyM69gzy7cXf5nOf8mdna2w79FjUREZHZMOk1cTNb\n",
       "A5zjnFsN3ADcUXEsBnwbuAq4GLjWzBYDNwJvOOfWAJ8GvlWtEIVxbv0qXRMfez28JBGP0trkXZ+e\n",
       "qDt9X38agKsvWAbAacfPO+icp/z7zdtb66sVU0REJFSqDWxbA6wHcM5tBBaZWSnt2oEDzrke51wB\n",
       "eBK4DNgNlEZ8zQP2cAge/PlW+oeyE7bEYWSmtIGh8UN8f58X4m3NdQBcft4STlk+Z9Q52/052Ntb\n",
       "1RIXEZHaUq07vRN4qWK7y9/3nv84ZWYrgG14rfFu59zXzWytmb0JtAHXVCvEeHOwlK6Jd1a5Vl2X\n",
       "jLHfb3GP1dOXpqUpWb7nu721gVt+9Sw2uC465zXyv9a/Vl5IpaNNLXEREakt1VriY5cIiwAFAL/1\n",
       "vRa4F/g+sBHImNn1wBbn3ErgCrwu90mNP4+aZ7KWeCQSYW6qjn19B4d4sVhkf1+aOX4rvNI51sHi\n",
       "9iaWLWgu75vXohAXEZHaUq0lvpORrnGADrzucgCcc48AjwCY2V3AVuBy4CH/+CtmttTMon7oj6t+\n",
       "zDSqn7rkRNY99g7g3afd0ZGasIAL5jWxc28XqdYG6pMjr9M3mCGTK9DZ3jTh81ce384z/iC3xYuO\n",
       "7tvHJqtDmT6q5yNPdTwzVM+1oVqIPwh8DbjbzM4GNjnnys1eM3sAb8BbBrgUuAU4ATgX+IE/0K1v\n",
       "sgAHGBoz93mi4o6yYrFIV9fBE7SUNPtfAP7l0bdH3Qa2bY83C1tjXWzC569c0sLJS9s4ZdmcSd+j\n",
       "1nV0pI7qzxcWqucjT3U8M1TPM2M6vihNGuLOuRfM7GUz2wBkgbVmdgPQ65xbD9wDPIzXLX+bc27Q\n",
       "zO4G7jWzx4AkcFO1QoztTm9qGCnWePOqV5rb4nWX/8PDb/GBVQtobvBWFOvxu9jH604v6Whr4Nbr\n",
       "zq5WPBERkVCqep+4c+5W4NaKXRsrjq0D1o05fwD4TJBClFYXu/mX/x3JeHTUtKrxCW4xK5mTGgnp\n",
       "/f3pcoiXBrtVHhcRETmahGLu9NLo9Kb6OKedMG/UNKvVWuJtFS3t3v6RcXg9B4YBhbiIiBy9whHi\n",
       "Y7YTsZHgjsUmD/HmxkT5ceWtZmqJi4jI0S4UIV6K8Yg/R3plF3q17vQTFrZw+gpvJrbeAa8lvnFz\n",
       "Dz972ZuJTSEuIiJHq1CEeKk7vbTOSZDu9Egkwic/dDww0vr+xj+NzE9TeduZiIjI0SRcIY4X2JXz\n",
       "pVcLcYDWJq+1Xbom3uRPx/qpi0+YzmKKiIiESjhCnHKKA6O70GNVutMBWpoSRIBevyVemn2ttPCJ\n",
       "iIjI0SgUIT4mw4lXDGaLT6ElHotGSTUleWtbLy+/081gOsecVN2465CLiIgcLUIR4qXR6aWBbZHI\n",
       "1Eenl8zzJ335qx++zlA6R2OdroWLiMjRLRwhXiyNTj/4WCw6tSLe+LFVgLe2+MBwjgaFuIiIHOVC\n",
       "EuITH5vKwDaApfObWXncyCImO/cOHG6xREREQi0UIV4yXks8PsXudO/ckY/T0pSc5EwREZHaF4oQ\n",
       "H3uLWaWpjE4vGUznyo9v/uV/d9jlEhERCbOQhPhk18Sn3hIfGPZC/BzrYOG8pmkpm4iISFiFI8Qn\n",
       "OzbZwTFOWtwKwMlL26qcKSIiUvvCMYS7PO3qwa3ubC4/5Ze57vKTOX3FPM6xjukqmYiISGiFIsRL\n",
       "M7ZVRngk4rXCs/nClF+nLhnj3JXzp7l0IiIi4RSq7vTKhnjCXwQlm5t6iIuIiBxLwhHi46R4aREU\n",
       "hbiIiMj4QhHipRSv7E5vbkz6+zT/uYiIyHhCEeLjdaff/KnTOOukdj5+oVYiExERGU84BraNMzp9\n",
       "cUczv/3p02epRCIiIuEXjpb4ON3pIiIiMrlwhHjpgVJcRERkykIR4uXJXma3FCIiIjUlFCFenuxl\n",
       "vMnTRUREZFzhCHG1xEVERAILVYgrxUVERKYuFCFOee50pbiIiMhUhSLEx5vsRURERCYXjhCfZClS\n",
       "ERERGV9IQrxY/SQREREZJRQhXqKGuIiIyNSFIsTVnS4iIhJcSEJcc6eLiIgEFY4QLz1QiouIiExZ\n",
       "1aVIzex2YA1QD9zknNtQcewa4ItADrjPOXenv/9a4A+ALPBl59yPJn0TzdgmIiIS2KQtcTNbA5zj\n",
       "nFsN3ADcUXEsBnwbuAq4GLjWzBabWTPwZWA1cA3wyWqFGLlPXDEuIiIyVdVa4muA9QDOuY1mtsjM\n",
       "6p1zw0A7cMA51wNgZk8ClwF9wE+cc/1AP/C5aoUoXxNXhouIiExZtRDvBF6q2O7y973nP06Z2Qpg\n",
       "G15rfC/QBjSa2Q/9x192zv10sjfRAigiIiLBVQvxzJjtCFAAcM4VzGwtcC/QA2wE0kAdcDxeq/w4\n",
       "4FFg2dSKoxgXERGZqmohvhOYX7HdAewubTjnHgEeATCzu4CtQAp43jmXA941swNm1u6c656wEAnv\n",
       "0nxHRzON9YlD+RxSRUdHaraLcExQPR95quOZoXquDdVC/EHga8DdZnY2sMk5ly4dNLMH8Aa8ZYBL\n",
       "gVvwutD/sz/wbQ6QmizAATKZPAB79/YzkKw6YF4C6uhI0dXVN9vFOOqpno881fHMUD3PjOn4ojRp\n",
       "YjrnXjCzl81sA97tYmvN7Aag1zm3HrgHeBhvlPttzrlBYNDM7gEew+tav7laIUauias7XUREZKqq\n",
       "Nnudc7cCt1bs2lhxbB2wbpznfAf4zlQLUdSN4iIiIoGFYsY2ZbiIiEhwoQhxTfYiIiISXDhCXJO9\n",
       "iIiIBBaSEJ/tEoiIiNSeUIR4iVriIiIiUxeKEB/pTleKi4iITFVIQtz7qQgXERGZunCEuP9TLXER\n",
       "EZGpC0WIa2SbiIhIcKEI8SIa1CYiIhJUOEK8qHnTRUREggpHiFNUS1xERCSgUIQ4uiQuIiISWChC\n",
       "3Lsmrqa4iIhIEOEI8aK600VERIIKSYhrohcREZGgwhHioBQXEREJKBQhjm4xExERCSwUIa5r4iIi\n",
       "IsGFI8TRjG0iIiJBhSPEdVFcREQksFCEOBQV4SIiIgGFIsSLRXWni4iIBBWOEEcztomIiAQVjhDX\n",
       "euIiIiKBhSLEQd3pIiIiQYUixAtFdaeLiIgEFYoQp6jR6SIiIkGFIsR1m7iIiEhwoQhxtIqZiIhI\n",
       "YKEI8SJFXRMXEREJKBwhrsleREREAgtPiM92IURERGpMKELcn7NttgshIiJSU0IR4lqKVEREJLh4\n",
       "tRPM7HZgDVAP3OSc21Bx7Brgi0AOuM85d2fFsQbgNeCrzrl7J3uPYhEiofg6ISIiUjsmjU4zWwOc\n",
       "45xbDdwA3FFxLAZ8G7gKuBi41swWVzz9j4G9+LeBT6ZYLBJRd7qIiEgg1dq/a4D1AM65jcAiM6v3\n",
       "j7UDB5xzPc65AvAkcBmAma0EVgIPMIWL3ZrsRUREJLhqId4JdFdsd/n7So9TZrbCzOrwWuPz/WNf\n",
       "B353yqXQ3OkiIiKBVbsmnhmzHQEKAM65gpmtBe4FeoCNQMbMrgd+5pzbamZTS+YIxGNROjpSgQov\n",
       "U6e6nRmq5yNPdTwzVM+1oVqI72SkdQ3QAewubTjnHgEeATCzu4CtwK8Ax5vZLwNLgLSZve+c++lE\n",
       "b1IoFCkUCnR19R3ap5BJdXSkVLczQPV85KmOZ4bqeWZMxxelaiH+IPA14G4zOxvY5JxLlw6a2QN4\n",
       "A94ywKXALc65dRXHvwxsnizAwRudLiIiIsFMGuLOuRfM7GUz2wBkgbVmdgPQ65xbD9wDPIx3bf02\n",
       "59zgoRYkqmviIiIigVS9T9w5dytwa8WujRXH1gHrDnrSyPGvTKUQRc27KiIiElgoplhRhouIiAQX\n",
       "jhAHFOMiIiLBhCLEoai500VERAIKRYgXtJ64iIhIYKEIcYpo7nQREZGAQhHiRTSyTUREJKhQhLgy\n",
       "XEREJLg3ibwsAAATCklEQVRQhHhBC6CIiIgEFooQ1+h0ERGR4EIR4prsRUREJLhQhDigFBcREQko\n",
       "FCFe1DVxERGRwEIS4kU1xEVERAIKR4ij3nQREZGgQhHigOZdFRERCSg0IR5VhouIiAQSmhAXERGR\n",
       "YEIT4hqdLiIiEkxoQlxERESCCU2I65q4iIhIMKEJcY1OFxERCSY0Ia4IFxERCSY0Ia4UFxERCSY0\n",
       "IR5Vd7qIiEggoQlxERERCSY0Ia52uIiISDDhCXF1p4uIiAQSmhAXERGRYEIT4mqIi4iIBBOiEFeK\n",
       "i4iIBBGeEJ/tAoiIiNSY0IS4UlxERCSY0IS4utNFRESCCU+Iz3YBREREakx4QlwpLiIiEki82glm\n",
       "djuwBqgHbnLObag4dg3wRSAH3Oecu9Pf/yfAJUAC+FPn3D9Pf9FFRESObZO2xM1sDXCOc241cANw\n",
       "R8WxGPBt4CrgYuBaM1tsZhcDpzvnLgSuAL45pYKoKS4iIhJIte70NcB6AOfcRmCRmdX7x9qBA865\n",
       "HudcAXgSuAx4CvgV/5wDQHJKJVGGi4iIBFKtO70TeKliu8vf957/OGVmK4BteK3xbudcHhjwz18L\n",
       "PDCVgijDRUREgqkW4pkx2xGgAOCcK5jZWuBeoAfYWHm+mX0C+HW81nlV9fUJOjpSUyy2BKW6nRmq\n",
       "5yNPdTwzVM+1oVqI7wTmV2x3ALtLG865R4BHAMzsLmCL//ijwJeAy51zB6ZSkEw6R1dX39RLLlPW\n",
       "0ZFS3c4A1fORpzqeGarnmTEdX5SqXRN/EPgEgJmdDWxyzqVLB83sATNrN7MW4FLgYTNrxRsA9zHn\n",
       "3L4pl0T96SIiIoFM2hJ3zr1gZi+b2QYgC6w1sxuAXufceuAe4GG8LwO3OecGzexzQBvwPTMrvdT1\n",
       "zrn3J3uviFJcREQkkKr3iTvnbgVurdi1seLYOmDdmPP/CvirwCVRhouIiAQSmhnbogpxERGRQEIT\n",
       "4mqKi4iIBBOaENeEbSIiIsGEJ8RnuwAiIiI1Jjwhrqa4iIhIIKEJcTXFRUREgglNiCvDRUREgglR\n",
       "iCvGRUREgghNiCvDRUREgglNiGtcm4iISDDhCXE1xUVERAIJT4grw0VERAIJTYiLiIhIMKEJ8aia\n",
       "4iIiIoGEJsR1SVxERCSY0IS4MlxERCSY0IS4UlxERCSY0IS4romLiIgEE5oQFxERkWBCE+JqiIuI\n",
       "iAQTmhDXRXEREZFgQhPiUWW4iIhIIKEJcREREQkmNCEe0UVxERGRQMIT4rNdABERkRoTnhBXiouI\n",
       "iAQSohBXiouIiAQRohCf7RKIiIjUlhCFuFJcREQkiBCF+GyXQEREpLaEJ8Q1Pl1ERCSQ8IS4MlxE\n",
       "RCSQ8IT4bBdARESkxoQnxNUUFxERCSRe7QQzux1YA9QDNznnNlQcuwb4IpAD7nPO3VntORNRhouI\n",
       "iAQzaUvczNYA5zjnVgM3AHdUHIsB3wauAi4GrjWzxZM9ZzJqiYuIiARTrTt9DbAewDm3EVhkZvX+\n",
       "sXbggHOuxzlXAJ4ELgMumeQ5E1KGi4iIBFMtxDuB7ortLn9f6XHKzFaYWR1ea3wBsHCc5yyoVhBl\n",
       "uIiISDDVQjwzZjsCFAD81vda4F7g+8BGID3Bc4rVCqLudBERkWCqDWzbCcyv2O4Adpc2nHOPAI8A\n",
       "mNldwFagebLnTKSlpZ6OjtTUSi2BqW5nhur5yFMdzwzVc22oFuIPAl8D7jazs4FNzrl06aCZPYA3\n",
       "eC0DXArcAmyZ7DkT6e9P09XVd2ifQibV0ZFS3c4A1fORpzqeGarnmTEdX5QmDXHn3Atm9rKZbQCy\n",
       "wFozuwHodc6tB+4BHsbrlr/NOTcIHPScqRREnekiIiLBVL1P3Dl3K3Brxa6NFcfWAeum8JzqlOIi\n",
       "IiKBhGbGtqgGtomIiAQSmhBXhouIiAQTnhBXf7qIiEgg4QlxZbiIiEggoQlxNcRFRESCCU2Ia2Cb\n",
       "iIhIMKEJcU27KiIiEkx4Qny2CyAiIlJjwhPiSnEREZFAQhPiaouLiIgEE5oQjyrDRUREAglNiGtg\n",
       "m4iISDChCXH1pouIiAQTmhBXd7qIiEgwoQlxNcVFRESCCU2IqyUuIiISTGhCXAPbREREgglNiKs3\n",
       "XUREJJjQhHhoCiIiIlIjwpOd6k4XEREJJDQhroFtIiIiwYQmxDWwTUREJJjQhLiIiIgEE5oQj6ol\n",
       "LiIiEkhoQly3mImIiAQTmhBXQ1xERCSY0IS4utNFRESCCU2Ii4iISDChCXG1xEVERIIJTYiLiIhI\n",
       "MKEJcTXERUREgglNiKs7XUREJJjQhLjuExcREQkmNCGuudNFRESCCU2IaxUzERGRYOLVTjCz24E1\n",
       "QD1wk3NuQ8Wxm4HrgDywwTn3O2aWAv4eaPWf8xXn3ENHovAiIiLHsklb4ma2BjjHObcauAG4o+JY\n",
       "C/D7wEX+8VVm9kHgRuAN59wa4NPAt6ZUEHWni4iIBFKtO30NsB7AObcRWGRm9f6xtP+n1cziQBPQ\n",
       "DewG5vvnzAP2TKkkynAREZFAqoV4J14wl3QBCwCcc2ngq4AD3gGedM6945z7HrDEzN4Efgz816kU\n",
       "RAPbREREgql2TTwzZjsCFKHcnf5HwCqgD/ixmZ0OnAlscc591N/+DnB+tYKEZoSdiIhIjagW4jsZ\n",
       "6RoH6MDrLgcvvN9xzu0FMLOngHP9Pw8BOOdeMbOlZhZ1zhUme6N585rpmNt4CB9BpqKjIzXbRTgm\n",
       "qJ6PPNXxzFA914ZqIf4g8DXgbjM7G9jkd6MDbAFWmlnSOZfBa4H/CJiDF+Q/MLPFQF+1AAfYt2+A\n",
       "SD5/qJ9DJtHRkaKrq2+2i3HUUz0fearjmaF6nhnT8UVp0hB3zr1gZi+b2QYgC6w1sxuAXufcejO7\n",
       "A3jCzHJ418SfNLMXgXvN7DEgCdx02KUUERGRg1S9T9w5dytwa8WujRXH7gbuHnP+APCZoAXRwDYR\n",
       "EZFgQjOeTDO2iYiIBBOaENdapCIiIsGEJsSV4SIiIsGEJ8RnuwAiIiI1Jjwhrqa4iIhIIKEJcQ1s\n",
       "ExERCSY0Ia4OdRERkWBCE+LqTRcREQlGIS4iIlKjQhHiKxa3kEzEZrsYIiIiNaXqtKsz4YufPXe2\n",
       "iyAiIlJzQtESFxERkeAU4iIiIjVKIS4iIlKjFOIiIiI1SiEuIiJSoxTiIiIiNUohLiIiUqMU4iIi\n",
       "IjVKIS4iIlKjFOIiIiI1SiEuIiJSoxTiIiIiNUohLiIiUqMU4iIiIjVKIS4iIlKjFOIiIiI1SiEu\n",
       "IiJSoxTiIiIiNUohLiIiUqMU4iIiIjVKIS4iIlKjFOIiIiI1SiEuIiJSoxTiIiIiNSpe7QQzux1Y\n",
       "A9QDNznnNlQcuxm4DsgDG5xzv+Pvvxb4AyALfNk596MjUHYREZFj2qQtcTNbA5zjnFsN3ADcUXGs\n",
       "Bfh94CL/+CozO9/MmoEvA6uBa4BPHqnCi4iIHMuqdaevAdYDOOc2AovMrN4/lvb/tJpZHGgC9gIf\n",
       "BX7inOt3zu1yzn3uyBRdRETk2FYtxDuB7ortLmABgHMuDXwVcMA7wBPOuXeApUCjmf3QzJ4ws0un\n",
       "v9giIiJS7Zp4Zsx2BChCuTv9j4BVQB/wYzM7HagDjgcuA44DHgWWTWOZRUREhOohvhOYX7HdAez2\n",
       "H68C3nHO7QUws6eAc/3nPO+cywHvmtkBM2t3zlW26Efp6EhFDvUDyNR0dKRmuwjHBNXzkac6nhmq\n",
       "59pQrTv9QeATAGZ2NrDJ70YH2AKsNLOkv30m8BbwE+BDZhYzs3YgNVmAi4iIyKGJFIvFSU8ws/8B\n",
       "XI53u9havNZ2r3NuvZn9JvCfgBzwpHPuD/3n/AZwPV7X+ledc/cfuY8gIiJybKoa4iIiIhJOmrFN\n",
       "RESkRinERUREapRCXEREpEZVnTtdaoOZ/QlwCZAA/hT4GfB3QCuwDbjOOZcxs0/hTZdbD/ylc+67\n",
       "s1Pi2mVmDcBreJMdPYjqedqNXX8BeB7V87QxsxTw93j1WQ98BXgB1fG08OdMWQfc4Zy708zmM8W6\n",
       "NbMYcBdwKt7cLNc5596b6L3UEj8KmNnFwOnOuQuBK4BvAX8G/LVz7gLgPeA6/z/un+FNjXsR8Adm\n",
       "1jQ7pa5pf8zITIZfR/U8rSZYf0H/nqfXjcAbzrk1wKeB/4nqeFqYWSPwDeDf8CdHI9jvieuBnL8m\n",
       "yZ/gfcGakEL86PAU8Cv+4wNAEm/e+3/19/0L3j+Uc/Em4ulzzg35z/vQDJe1ppnZSmAl8IC/68Oo\n",
       "nqfbeOsvXILqeTrtZmQir3nAHlTH0yUNfJyRidEg2O+JS/xzAB72tyekED8KOOfyzrkBf3MtXsA0\n",
       "V0zM04U3D/5C/3HJHn+/TN3Xgd/F6+YCbzIj1fP0WsLo9Rc+gup5WjnnvgcsMbM38YLiv6I6nhb+\n",
       "7+P0mN1B6nYhfk+fcy4LxMxswllNFeJHETP7BF6If4HR896X5ryfcC58qc7Mrgd+5pzb6u+KoHo+\n",
       "Eurx1l/4FN4SyN/FuzZeono+TP6/5S3OuZV4rcJv47UgS1TH0yvI74mx+yelED9KmNlHgS8BVzrn\n",
       "eoG+imVjO4EdHDwXfiewfUYLWtuuAj5jZs8Av453bXzQH+gGqufpUl5/wTn3Lt4logHV87T6IPAQ\n",
       "gHPuFbzVJ4dUx0fMVH8fj9rvT2uedc5N+MVJo9OPAmbWCtwBXOKc2+fvfghvQNA/Ar8M3A88B5zu\n",
       "r0BXAM4HfnPmS1ybnHO/WnpsZl/GG6ByDt76Aqrn6fMT4D/7o3TnAM141whVz9NnE9412R+Y2WK8\n",
       "L0oPoTqeThFGLrsF+X2c8s99CO/a+sOTvommXa19ZvY5vNG8b/m7inijT+8FmoA3gRudcwUz+wxe\n",
       "C7IA/Klz7p9mvsS1zw/xzXj/we5D9Tytxq6/gHeLmep5mvijoO8F2vEGwv4RXr2qjg+TmX0Q+A5e\n",
       "azoH7AWuBP4/plC3ZhYF/gbvFrMB4Frn3I6J3k8hLiIiUqN0TVxERKRGKcRFRERqlEJcRESkRinE\n",
       "RUREapRCXEREpEYpxEVERGqUQlzkMJnZcjMr+MtnVu5/b5pev+DfO3rEmNmnzWyzmd14JN+nShke\n",
       "8+dJF5EpUoiLHL4i3kQ7t/nLaFbuny4TLoAwkYDBfxXwP5xzfxv0faZREc3LLRKIpl0VOXwRvPmO\n",
       "H8Kbv/4PKw/6rduPOOc+628/BtzuH74VeB84D3gWeA1vysV24Arn3E7/vD82szV4UzJe75zbaGZn\n",
       "4a2qFsH7v3yLc+4X/uu/CJxnZhc75woVZbnaL+MwMIQ3B/wFeCF+kZkVnHPfqTj/vwD/ERjEW4Tk\n",
       "OufcHjO7CzgDiAE/d879jpmtwFtu8SG85RP34M1SdT2wDPiMc+5VM3sfb0aqS4E24Gbn3ONj6uz3\n",
       "/HooANuA3/Df6/8HWoEG4CHn3G0T/7WIHP3UEheZPt8Erjazk6ucV2px5vHmr/49/+e1QLdzbg1e\n",
       "CH+q4jmvOucuwVtt6r/5++4F1jrnPgL8FvDXFa/f75xbPSbAG4F78ML0EuBHwNecc/+MF7x/Vhng\n",
       "vq8CV/vnfwtv+co24B3n3EV4XwA+aman+J/nZOAu59w5/uNlzrkrgH8CPuu/Zg7ocs59CG/FvT+v\n",
       "fEMzOw/4mHPuYv99dwCfBy4D4s65D+Mt4NFnZonJKlrkaKcQF5kmzrkM8PvAXwR42pvOuf3+WsM9\n",
       "wDP+/u14Lc6Sn/g/nwVO9Re9WQn8rZk9ihfu9WZW6l17epz3OhnY6Zzb5m//FO/LQ8l4Xfb3AT82\n",
       "sz8GNjvnXsCbz/k4M3vCf41OvJ4D8L6EbPIf76j4PDvwWt0lj1aU89QxZbgIONnMHvU/24eBxf5n\n",
       "P9HMvoe3ROn/9tdbFjlmqTtdZBo55x40s8+bWWUreux13sr/d7kxxyq3K0O11KKOMtKSH/Zb7aOY\n",
       "GYxeG3oikYrXHZdz7vNmdgJwNfCvZvb/Ao3AmcAa51zOzF6coPzjbZdEK36OLUMB+Ffn3G+PfZKZ\n",
       "rQJW46229WUzO8NfelfkmKSWuMj0+wLw3/FW4AKvhV1aH7gZWDWF1xjbKr7M/7kaeMU5dwB4z8yu\n",
       "9F93hZl9pcprvgUsMLMl/vaVjLSUD2JmbWZ2m3PuXefcXwLfBS4E5gKv+wH+QeAEoH6i15ngM5VG\n",
       "oV8IvFKxvwg8BVzpr7SFmf2mma02s8vxutkfd879HpDBu9YucsxSS1xkepRb2865d83s+3jLO4LX\n",
       "FX6Lmf0TsAt4Ae8LdJ6JR2MXoTzCPA+cYmafxwvQ/+ifcz3wF37ruA64ZbICOucGzezXgX82szTQ\n",
       "C6wd7zP45+83s0Yz+zleF3rRPz8D3G9mP8VbIvTrwDfwrnlP9nkqjy0ys0fwuuE/P+Z9N5jZncBj\n",
       "fjl3Av+Ad3nhXjO7BW/5zAecc5VfAESOOVqKVERmlJltxhut/+5sl0Wk1qk7XUREpEapJS4iIlKj\n",
       "1BIXERGpUQpxERGRGqUQFxERqVEKcRERkRqlEBcREalRCnEREZEa9X8BBYtVr4bsuzwAAAAASUVO\n",
       "RK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f05ecbf90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tests['Test statistic'].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8f05ea5b50>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAesAAAFmCAYAAABN3bKnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXm8HFWZ939V1evdb27ukpXsBQQCBAQCAYwLg+K+64zD\n",
       "KG7zzihuo4zzjuOML446iivIuCCKC4IKirJEEWQNgRCSEJLKQpKb3Nzcfb+9d71/VJ3qU9VVvW/V\n",
       "/Xw/n3zSXVXddapu9XnOswuqqoIgCIIgiNpFrPYACIIgCILIDAlrgiAIgqhxSFgTBEEQRI1Dwpog\n",
       "CIIgahwS1gRBEARR45CwJgiCIIgax5PLQbIsbwBwN4AbFUW5ybJvE4CvAQgA+K2iKDeUfJQEQRAE\n",
       "0cBk1axlWW4C8HUADzocchuAdwC4AMDrZVleVbLREQRBEASRkxk8AuB1AIasO3TBPK4oyoCiKCqA\n",
       "PwC4srRDJAiCIIjGJqsZXFGUBICELMt2uxcBGOHeDwNYXJqhEQRBEAQBFB9gFrG8FwBQ/VKCIAiC\n",
       "KCE5BZhl4BSAHu79IgAnMn0gHk+oHo+E677+CF46OYV3vmod/u41Z+CXWxX84sH9xnH/9aFNOE/u\n",
       "yfBNBEEQBOEKhGK/IB9hnXYyRVFOyLLslWV5GYCTAK4G8KZMXzIxMY/+oRm8dHIKADA+GcLIyAye\n",
       "2DUAjyTiVecvxQPb+/H57z+Fb31sM1qbfHkMkejubsXIyEy1h1HX0D2uDHSfyw/d48rQ3d1a9Hdk\n",
       "FdayLF8M4AfQNOi4LMsfAfBjAC8pinIPgI8D+B008/ftiqIMZPq+X/3lIB7cftx4PxuKAQDGpsJY\n",
       "2B7AqsVtxr69R8Zx8fq+fK+JIAiCIOqKXALMtgE4O8P+xwBszPWEvKAGgJlQFKFIHLOhGFb0taIl\n",
       "6DX2xeLJXL+WIAiCIOqWqlcwm5mPYWJGi1Nb0BZAMyesJ2et8WsEQRAE0XjUgLCOGhq03yuZNOvx\n",
       "GRLWBEEQBFF1YT05E0UklgAAeDyCSVhH9e0EQRAE0chUXVgnVRXDEyEAgEcU4fWI+ML7XgYAiCUo\n",
       "ZZsgCIIgqi6sAWBwbA4A4PFow+lqDwAA4hRgRhAEQRC1Iayf2nsKAOCRBP1/bVjxBAlrgiAIgqiq\n",
       "sF6/ohNej4jJ2SiAlJD2krAmCIIgCIOqCmufVzK0aSAlpEVRgCgIiJPPmiAIgiCqK6yZUGZInOD2\n",
       "eATESLMmCIIgiCr7rFVNYDOYZs1ekxmcIAiCIKosrBNJ1SSsPZywliQRAyNzRu1wgiAIgmhUqiqs\n",
       "R6dCJjM4L6yn57Sgs2//ZnfFx0UQBEEQtURVhPXKRW1Yt6wDb3v5GkgmzTq95eehE1OVHBpBEARB\n",
       "1Bz59LMuGW1NXlz39nMAwFGzZvDCnCAIgiAakapo1gInoJ181nb7CYIgCKIRqZKwTr02mcE96YKZ\n",
       "NGuCIAii0al6uVEhixlcIFlNEARBNDhVN4NLWczgKhUxIwiCIBqc6ghrfgCiveBet7QdABD0exCL\n",
       "J43OXARBEATRaFTHDM5Ja5EbAW/y/sx7NqIl6AUA3Hz3HvzbD57G0VPTFRogQRAEQdQOVdesJT4y\n",
       "3BIl3tnqRygSx67DYwCA40OzlRoiQRAEQdQMVdKs7VO3BEs0WUvQi3A0wX2u7CMjCIIgiJqjKsJa\n",
       "NJnBeWFtPq6jxWd6L5C0JgiCIBqQqqdu8cJatEjr9ha/6T2lcREEQRCNSNVTt3gBnaZZN1s0axLW\n",
       "BEEQRANS/QCzDD7rNM2azOAEQRBEA1IDqVu8lm0+LM1nTbKaIAiCaECqrlmbzeCZNWtSrAmCIIhG\n",
       "pEoBZvZVy9ICzCw+a4IgCIJoRKredStT6lbQ74HfKxnv1WS5R0YQBEEQtYcn2wGyLH8RwBYAAQAf\n",
       "VhRlB7fv9QD+DUAcwC8VRbkpl5OahHUGMzgABP0SIjGtMEoiSV09CIIgiMYjo2Yty/IWAOcrirIZ\n",
       "wDUAbuT2SQC+C+C1AC4H8B5ZlpfkclI+qtsUYGYzGonbmKQWXARBEEQDks0MvgXAPQCgKMpeAItl\n",
       "WQ7o+xYCmFYUZVxRlCSAxwG8KqezOprB0zVrSUptSyTIDk4QBEE0HtnM4H0Anufej+jbjuqvW2VZ\n",
       "Xg3gBDTtejSXkzo18rAL9uYD0MgMThAEQTQi2YR11PJeAJAEAEVRkrIsXwvgJwDGAey1Od6WYNCH\n",
       "7u5WAEAzl0vd09OWdqzflxpisMlvfI5whu5R+aF7XBnoPpcfusfuIJuwHgTQw73vBjDE3iiK8hCA\n",
       "hwBAluWbARzL5aThcAwjIzMAgEg4Zmxn23hUTpuengnZHkOk6O5upXtUZugeVwa6z+WH7nFlKMWC\n",
       "KJvP+n4AbwQAWZY3AjisKEqE7ZRl+Y+yLC+UZbkNwCsAbM3lpE6pW3aYfdZkBicIgiAaj4yataIo\n",
       "z8myvEuW5R0AYgCulWX5GgBTiqLcA+CH0AS0CODziqLM53JSPpBMyiKseWGeJJ81QRAE0YBkzbNW\n",
       "FOV6ANdzm/Zy++4GcHe+J3UqN2qHhwLMCIIgiAanphp52EHR4ARBEESjU1ONPLJBZnCCIAiiEamS\n",
       "sM7dZ83LZ9KsCYIgiEak5s3gvDZNmjVBEATRiNS8GTzB1QNPJKncKEEQBNF41LxmzRdFITM4QRAE\n",
       "0YhURViLeeRZ8522yAxOEARBNCLV0az5AWT1Wadek2ZNEARBNCLV8VnzZvBsPms+wIz6WRMEQRAN\n",
       "SNVTt8QsI1A5AU2ymiAIgmhEaj7AzOSzJmlNEARBNCBVT92SsqjWvBmcZDVBEATRiFRfs85SbZSK\n",
       "ohAEQRCNTtVTt7LmWZMZnCAIgmhwqp66lS3PmszgBEEQRKNT86lbG1Z3Ga9JsyYIgiAakSpp1rmb\n",
       "wf/21evwiXecA8BsEicIgiCIRqHq0eDZNGuvR8L6FQsAUIAZQRD1SyyewO0PKjg5OlftoRA1SPXN\n",
       "4NnCwbnjSbEmCKJeeWjHAB7eOYBv3Pl8tYdC1CA1H2AGAIKg1TwjnzVBEPXKxEwEADA1F6vySIha\n",
       "pEqade4+a/44ktUEQdQrkVgcABDwSVUeCVGLVN8MnsVnzX+GNGuCIOqVqdkoAMDvJWFNpFP1ALNc\n",
       "zOCAJtQpGpwgiHpldDoMAIgnklmOJBqRKpUbFexeZvmIYOptTRAEUS+oqorRKU1YT81FMTIZqvKI\n",
       "iFqj6pq1kKO0FkUygxMEUZ/MheOIRBPG+71Hx6s4GqIWqbrPOmfNGmQGJwiiPhmd0jTpRV1NAICZ\n",
       "eYoIJ8xUPXUrV0RRANVEIQiiHhnTTeCn9bYCAOZCJKwJM9VP3crVDC5QuVGCINzL7sOjmAvbC2Hm\n",
       "r15OwppwoOpmcOQVYEbCmiAI96H0T+Cbd+3GN+7cZbt/eEIzg5/WpwvrcLxiYyPcgSfbAbIsfxHA\n",
       "FgABAB9WFGUHt++fAfwtgASAHYqiXJfLSQVOQucoq6koCkEQruLRXSdxfHgW737VWgyOzwMAXjo5\n",
       "bXvswROT8HpErFnSBlEQMOuggRONS0ZhLcvyFgDnK4qyWZbl9QBuBnCFvq8NwL8AWKkoSlKW5a2y\n",
       "LF+sKMq2fAbQEvQBANpbfBmPo6IoBEG4idvu3w8A2HdswtScI5FMQhJTRs1ILIETI3OQl3XA65HQ\n",
       "FPBQgBmRRjYz+BYA9wCAoih7ASyWZTmg74vo/9plWfYAaAYwmstJeTN4U8CDGz54EW74wMWZB0pF\n",
       "UQiCcCHWLlqHTkyZ3k/NaZXLutq1qbV3QRCjkyHE4lRYgkiRTVj3wSyARwD0AoCiKBEA/wVAAXAI\n",
       "wGOKohzK5aRW0/eirmY0BTJb5DXNOpdvJwiCqC6hSLrPecvGJQCAH9+332QlnNaFdVuzZl1c1tOK\n",
       "RFLFD//wIg4PTKV9D9GYZBPWUct7AYAKGGbwzwE4A8A6AJtkWd6Q01lzTa7mEAWBzOAEQbiCyVmt\n",
       "g9b6lQvQHPDgZaf34N2vXAsAGJ4MYdfBlA5kCOsmXVh3NwMAntk/jBtu30HlRwkA2QPMBgH0cO+7\n",
       "AQzpr88AcEhRlDEAkGX5CQAXANid7aStLX50d7fmN1CPBCGWzPtzjQjdo/JD97gyuPU+7zk2AQC4\n",
       "cH0fvvDBTfB6JUiigFdfuBx/2t6PcFI1ri15aAwAsHRRG7q7W3H2ul5g6wHju3xBH7rag2Ubq1vv\n",
       "caORTVjfD+AGALfIsrwRwGHd/A0AxwCcLsuyT1GUKIBzAdyXy0nn5iIYGZnJa6CqqiKeSOb9uVrn\n",
       "S7fvwML2AD70hvUl+b7u7ta6u0e1Bt3jyuDm+/zkrpMAgNV9rZiZTtX5Pm91F/60vR+Dw7P40d27\n",
       "sVHuxslTWoS4oM9vzV6z5fHU8AyS0fKkcrn5HruJUiyIMgprRVGek2V5lyzLOwDEAFwry/I1AKYU\n",
       "RblHluUbATwmy3IcwOOKojyey0lzrQfOU69FUQ4NTOHQwFTJhDVBEJUlmVRxx0MHcebKBTh3zUIA\n",
       "WkUyURDQp5cPZbQ0eQEA218cwvBkCPc8fgTtuq+a+ayDfg9OX96B/f2TAIA4BZoRyCHPWlGU6wFc\n",
       "z23ay+27BcAtZRhXGkId+qzr7XoIohEZHJvDn3ecwJ93nMDH3rYB565ZiMnZCNpbfGkVGluDmrAe\n",
       "mUpp21OWADMA+OQ7z8W37tqFvUcnyGdNAKiFCmY5ogWYlX4s1SQWox8hQbideS7y+9u/3o2h8XlM\n",
       "zkYNjZmnWRfWdut0JsgBwCOJRunRGAlrAjXQIjPnzwiAWmfSOhJPZD+IIIiaxpqmddcjhxFPJNHR\n",
       "4k871iOJaG3ypm0HtCqN1mMBMoMTGtXpulWIz7oOu25FoySsCcLtzFuE9XMHRgAAZ67otD2eacw8\n",
       "TDCbtnm0baRZE0AOPutyULBmXWc+3gitmAnC9YQi2qL7TZtX4p7HjwAAXnfJCrzy/KW2x6/oa8Xe\n",
       "I+MAgG9fdxkSiSQkG2HtNTTr+pr3iMKoirAuRFrXY1GUaCylWVvrBRME4Q6YGbx3QSry+9UXLHXM\n",
       "ejmN06xbgvYmcQDw6po1BZgRQJXM4Ln2sOYRBK3rVj1p1xHODE6rZ4JwJ0xYL2hL+agzCWHWBjMb\n",
       "HkmbJ6lGOAFUS7MuABZ7oaqFRZPXIlEuwCyWSMIPqYqjIQiiEJjPOuj34OL1vfB7pYy1JLo7gviH\n",
       "15yOZT0tGb+X+bHJZ00ArvJZa59KqirEgr6h9ohwqVu0eiYId8LaWbYGvfjQ63MrbnT5OYuzHsPM\n",
       "4MMToSxHEo1AlaLB8/8IS2uoVzM4rZ4Jwp1Mz0YgCEBrU3pedTEwzfq+bcfwpdt3YHw6XNLvJ9xF\n",
       "lfKsC+u6BdRXm8zZUKrBPGnWBOFOpuaiaG3ypeVJFwufznVoYAoPbO8v6fczkqqKZD1NrHWKayqY\n",
       "sc/U00M1PZ/qQEqFDwjCnUzN2VcrKx7zXFdqzZ3xg3tfxAe++rApO4WoPVyTK8Q06zqygmNmLiWs\n",
       "yQxOEO4jHI0jHE2URVhbi60USzyRxJdu34Gtzxw3bX/6Ra3r8X3bjiFGVRVrlqoEmBWWuqX9X0+5\n",
       "1lOkWROEq/n1I4cBAAvbAyX/7o1ru03vQ+HChHcoEsevHzmMc9cuNLr8zYZi+JsLl6E5nHLF/f6J\n",
       "owhHE3jXK9cWNW6iPLinKEodBpjNzHE+a9KsCcJVqKqKvzw3AEBLxyo1Pq+ELRuX4GH9HIVq2vdt\n",
       "O4aHdw7g4Z0DxrY/PHkUf3jyKHwes3H1+PBs4QMmyoqLGnnoAWZ15LOe41a1pFkThLsIc9kcPm95\n",
       "aiSs4AqoFCqspzl3m5WoZd5pzlDMhagurkndksT6iwaf58xapFkThLuY4bI5Nq3vK8s5Np+9CNe9\n",
       "bQOA9O5euZJJWFtpDrimTlbD4b7UrTqR1klVNf34KHWLINzFrF4M5aoLl6OpTEJOEAScs2YhfB4R\n",
       "M/O5C12esRzys89dsxAAkEjUx/xaj7gmdYtp1ok68VmHI3FTYgZp1gThLmZDmvBscehPXUp6Opsw\n",
       "NB4qKMB2YiaCRV1NeOPmlbb7N63vwz+85nQAWnQ7UZu4J3VLH2m9aNbMBO7zUoN5gnAjfJnRcrOo\n",
       "qwmRWAKTMxEAWpe+4UlzGdJYPIlRy7ZoLIG5cBwdLX68cfNK+H3pvnW/V0TQr20PRSl1q1apkmZd\n",
       "gBlcl9Z1I6x1EzjLzyTNmiDcBRPWldGstWjz0SnNpH3vE0dx/S1PGX2xAeAH9+7FZ255CidH54xt\n",
       "k7OacO9s1TqC/eMbz8K6pe2m717a0wKPJEISBdKsaxjXNPKQ6sxnzTTrtmYfRibD5LMmCJcxo5vB\n",
       "y1VZjKfJr03VLM6FpYw9sWcQ61cuwL6j43hWGQEADIzOYefBERwZnDG6FfbpvbY3rO7ChtVdeHTX\n",
       "SYxPh7FiSQc2rOyEIAgI+CSEI6RZ1yrVEdaFlBvVbQCJOhDWM/NRfPWXOwEArUHth04N5gnCXcxW\n",
       "0AweYMI6muqdPRuKGZrzjXfuMo79w5NH0/KlN6zuMr1nXb+6u1sxMjIDAGgOeDHLpZMStUWVfNb5\n",
       "S+tU6pb7hfULnOmKRZGSZk0Q7sLwWVfADB7Ufc1M82XtdVn6GK/EWAX12qXtWXtnA0Brsxez87G6\n",
       "mGPrEddEg7MKZvVgBuevgZm34nH3XxdBNBKzoRhEQUDQX34DJa9ZHz01jaHxeQDA+HQ4q1VuzdL2\n",
       "nOKE2pp8SCRVU/0HonZwTQUzlmddD2Zw/hoMzTpBviKCcBPjM2G0t/gKCpjNF16z3nN4zNgeiiRw\n",
       "x0MHAaSCyNI/m9tiok0Pds2niApROVxXwaweaoPzmnVzQDOhxUizJgjXMDMfxfh0JCfzcikIcpr1\n",
       "yTFNqz5r1QIAqWCzRV1Ntp91EuJW2ppIWNcyVYoGLyR1q340a95sldKsyWdNEG7h2CktKGt5b2uW\n",
       "I0tDgNOsB8fm4POIWLu0Ay+8lIp/Wbe0A01+Dy48oxcTMxEMT4bQ5PfkXAq1S+8c9vsnjuCh507g\n",
       "I29cD0l0TSmOusc10eBSHfms+QYATFhTURSCcA9HdWHNN9ooJ026BW5mPoqxqTC62gNY2GZuy7lo\n",
       "YTPe4FClLBdO0xce+/snAQCnxkNYsrC54O8jSot7AszqyGdtEtZ+0qwJwm0cG6qssG4JetHR4sOu\n",
       "w2OYC8fR2eo3VSN7+8tX4/x13Rm+ITuLFzab5ubDA1NFfR9RWnLSrGVZ/iKALQACAD6sKMoOffti\n",
       "AD/nDl0F4LOKotyR+RsLN4PXQ1pBiKsSFPSTZk0QbmN0KgyvR8zZH1wKlve2YnJWCy7rbPVj3bIO\n",
       "eCQBb9y8Eq+5+LSiv9/rEdHW5MOU7rO+7f792LS+F15Pedp/EvmRVbOWZXkLgPMVRdkM4BoAN7J9\n",
       "iqKcVBRli6IoWwC8EkA/gN9n+85GT93iqwT5vRI8kuhazTqZVPGTB/bjxaPj2Q8miDphcjaCjgpF\n",
       "gjOu3pQSyJ2tfrQEvfj+v2zB1ZtWlOwcfktf7uPDcw5HEpUmFzP4FgD3AICiKHsBLJZlOWBz3PsA\n",
       "3KMoyny2L2z01K1oPCWsvR4RXo/o2qIoB09M4q/Pn8TX7ni+2kMhiIqQTKqYnouivaVyWjUArFmS\n",
       "qund02Ef+V0ssyFzBbNjp6bLch4if3IR1n0ARrn3IwB6bY77IID/zemsxQSY1YEZPBJLCWufV4JX\n",
       "ElxbbrQeLB0EkQ8z81GoKtBRYWHNa/HlShljDYYYQxMhhyOJSpOLsLYm3QmAqRUzZFm+FEC/oiiz\n",
       "yIFiUrfqQThEYynB7JEEV2vW7hw1QRQO8+myjnmVZHmvJqQXlylK+6NvORt9C5rQrGepDJOwrhly\n",
       "CTAbBNDDve8GMGQ55rXIwVfN6OgIors7vyjK9jatRVxzsz/vz9YaTMBdc/WZWLakE36fB+FovGTX\n",
       "Vcn749dTWCp93mrTSNdaTWrxPp+c1NpU9nY1V3x8X7vuCkSiCXSUMLCNv4Yru1tx5aWroKoq3v1/\n",
       "78PYTLgm/waNSC7C+n4ANwC4RZbljQAOK4oSsRxzIYC7cj3p9FTI6PSSK/Nz2imnpsN5f7bWmJuP\n",
       "oiXoxRVn92FkRGtjF4kmSnJdfBedSjA0kjKmuP3vkiuVvseNSq3e55PMj5tMVm18I+HSVBnLdI/7\n",
       "FjTh6KkZnBycgtdDxVGKoRQLnqx/AUVRngOwS5blHQBuBvBJWZavkWX5TdxhiwCczPmsBURQ1ksF\n",
       "s+GJeQyOzUOSUvfAzdHgfM44QTQCrI1kcwVaY1aT5b2tSCRVDIzm5N0kykxOedaKolwP4Hpu017L\n",
       "/rPyOWlB0eAu8VkfOjGFR3edxN9fJcMjpa+FvqH3nZ2aTa2M3eyzDnEBKUlVNaL2CaJemdMjplld\n",
       "/3pl5aI2PLxzAPuPTWJFX1u1h9PwUAWzEvOln+3A43sG8dyBEdv90/Pp5iuPJEJVgUTSfQKbL/AS\n",
       "jlBrPaL+mdNbSLIgrHplw5ouCALwxJ5BV85N9YZrHBFuqw3u1BPWbjXO/EFu1K5D3HVSmgfRCLBc\n",
       "5Ho3g7c1+XDhGb0YGJ3DkcHaix1oNKqkWdd/udGoRfBGogncvlXBXDiWdiwT1vGEO66NZ2Y+dT0n\n",
       "hsm3RVSXUCSOb921C4dPlq+u9eDYHCRRQFdbZfOsqwErxHJ4YMroNEZUB9do1qxTW62bwRmxuDnw\n",
       "6t4nj+Lh5wYQ0kuNLulO5Ul6Jfdq1jOcWX94kjRrorrcfM8L2HV4DDf8dEdZvj+ZVHF8eBaLupob\n",
       "omZ2R4uWS/6rvxzCf972DCIUUFo1qiKsCwlCkvTPqC4R1nzhE8Ds2wWAz75no/HaY5jB3fdDmOHK\n",
       "E7q1ChtRHxw6MYW9R8pbo34mFEM0lkTfgmBZz1MrWEuqHh8h61m1qI5mXUQjj1rXrJ38zx5LE3fW\n",
       "GhPgNGuXm8HdaMYn6gdrXetyENVLBVsbXtQrTLNmPPh0PwbH5vDEnsEqjahxqUo4Y1GpWzXus/bp\n",
       "aVgRi5bMAuQArcSoKJrzrAH3tclMJlXMhWJoCXoxG4ohkUGzTqoqdh0axenLO422oARRSioxN7BY\n",
       "FG+DCOv2ZrNmvePACHbomS69nU1Ys7Td7mNEGXCdZl3r0eBM8Fp9O+EY32lLsnxGuza3mZHD0ThU\n",
       "AG16jeRMmvXjuwfxnd/swW3376/Q6IhGw5qBoZZBeDNXla9BKnplqlw2MWstZEmUk+pEgxcgrSWX\n",
       "mMHZ6KzjnOeiwK0/dEOzdp2w1iauFj2FJZ4hF/OoHkm679hE+QdGNCTWTItyzBUsFqURy29aZ+3x\n",
       "6XBVxtGouK4oSq1r1tBX81bBy6/6fV6LsHZh6paqqoYANoR1hvEzE38jTnJEZaiEsGaxKI2iWfN8\n",
       "+l3n4q1XrDLej06SsK4krnnijACzGvdZG5q1RXDxNbR9FjN4KsDMPZr1I8+fxHd/uwdASlhn8lmz\n",
       "xQvvuyeIUjI2ZRYe5VjYswCzRkjbYlx0Zi8AYHF3C6582XK86bKVAICRKUrVrCTuSd0S3ZG6xdYS\n",
       "zx8axb6jqTQSPjrcql2yph6ZhF2tsUMZNl47adbDE/M4NT6v7yPNmigfU7MRPLN/BM0BD5bqNQzK\n",
       "YgbXf8d+b+M8x9defQa++/HL0d7sg9cj4g2XrkRzwIOREtdV2HtkHBMz5Ad3wjVPnFtSt/iglv+5\n",
       "43njNa818x23AHdq1jwpYW0e//X/uw2f+/42fZ92X+yamxBEsTy1dwjxRBJvuXwVFnXpwroMvydW\n",
       "Ga2RNGuPJKLJUge9uyOI0alw1gj8kckQhibms55jaGIeX//V8/iPW7cXNdZ6hnzWJcbp4Y1y0eDW\n",
       "cqup1K3avjYnmoPaDzkXM7hHIjM4UXrGZzQT+KrF7SlLVYnnClVV8ednTwBIjztpNDpb/YjFk449\n",
       "EBifveUp/Ov/bsv6fRPTmkZdiVx5t+KaJ05ySZ51zEHg8lqz1Q3gxtQt/gqCPg88koC4w+SYTKqc\n",
       "sHbNI0e4CKNtZdBjVDsstbDm404a3Z3DijqFMnTai3AKirVvQDKp4rb79+PWP+5DUlUxOZcyf//T\n",
       "Nx6lrBEbXNfIo5bN4KqqOgpcvuCJNcbKralbjGDAA0kSTePnLSDhaMJYrJCwJsrBbEgTGi1Br6FZ\n",
       "l9oKx2t91nLCjUZQN4vf9fAhR+364PFJ4/Xnb91u3L+DJybxf77xVzy66yQe3zOI//7ZDnz/9y8a\n",
       "x4Yicdx2/74yjt6dVCnPOn/cYAbPtJDgA8zSzOAuSt266+FD2HVo1OTLaG/2wSMKpgh4flUdisSN\n",
       "a7P66wmiFMyGYvBIAvxeCZJe2tfJ0lPMORh+X+P4rO1gmvWzygh++mB6oaPhyRBuvHOXaduhE5q/\n",
       "/5t37TItdg4PTKd9nhb16bivgpnD7y8aS+CG25/F9n1DRQysOJy6ZqmqamqZaTUsuCXAbGY+ivuf\n",
       "7se3fr3btL2jxQ+PRbPmTYahaNzYZ01pI8pHKBLHp29+Avc+ebTaQyk7c6EYmoNeCIJQlmqHsXgC\n",
       "P9t6AADQ2xnEOau7SvbdboQvGbzfxmSt9KdvG9YDzVjnQSt9C5qM1yKleKbhGs1ayvID3HtkHIcH\n",
       "pnHL7/YWMbL84QWUowncIqDSA8zckbrF50jzUe/NAd1n7aBZhyMJI8Cu1hck9cTwRAjj0xHc/ehL\n",
       "1R5KWUkkk5iaj6JVz0pIVTss3bN2z2NHcGRQ0wCvfNmyglx59QQvrKfnY/i3H2zD1JzWLvfU+DwO\n",
       "6lr0ykVt+NhbNwAAhrKkel22YZHxmm8QRGi4x2edLWikCr+drdv78aH/ecQInnAyY1s1buvle1yi\n",
       "WfNXF7FEt0uSaCo3ytdGn4/EDU270AVJrlpSLJ7EIzsH0qpZNSJ8MGY4mjlq180c6J9EJJrA2qUd\n",
       "ADhhXUIrzghXcKVZXxQ0MtY5bXBsHl/75U7EE0l87vvb8PhurSvXdW/fAHm59ncZmQhhZj5qfObV\n",
       "FywzXrcEvab0sOm5qGmOSZ03gV/++SCGS5zj7Qbck7plaNa1I9Du+MshAMBzehcaJ2Fr7VOdHg3u\n",
       "jtQtPhCMxr/vAAAgAElEQVSfCeN3bFkDQLsGfnLkhUM4GjdMX07R8pmIxZP4wFcfxg/ufTHrsQ9u\n",
       "78dPH1Rw6x8pQIVPFyxHQJSqqjVRH/rhnQMAgAvP6AGAsqRu8YvMFhLW6Gz1p20bGJ0zVZHzSCLa\n",
       "mnwI+j1oa/JieCKEwTHNFP6ai5bj3a9ai826Nr2wPYDmgPm+jk6lP1uP7DyJPz17HDdyNSwaBdd4\n",
       "8aUsPutCmoOUikg8gaHxeccWl8w8xLCO1I2pW5FYAp2tflx10XIAgEcUTMKB91nPh1M+60KucVLv\n",
       "7vPU3lNZjx3SK6b1D81mObL+4bWfcjxbf95xAp+++Uk8u384+8Fl5MjgDNpbfFi3jGnW2rRWCmEd\n",
       "iyfQPzRjspqRsAbOW7sQH33r2Wl9vQfHUwVQeE25p7MJY9NhvKhXdVza0wIAeMvlq7BhdRc+8qaz\n",
       "sFHuxju2rMHLz1sCAHhizyDueOigyUI0r6eKkWZdIQoxg7OP7Ds2YUQV1gr3b+vHv35/m1HdiGcu\n",
       "HMMXfvyMaZtzNHhtC2tVNadjBbiI2I5WP6LxJF44MgbAbCbnFyu5XOMP7n0RDzzdb7zPZ9Jlhza4\n",
       "SxEATEGNTsGPxfCIrtFWMqjzuQMjaYUz5sIxtDX5jN9VKQPMvnHnLnzhx8+gf2jG2EbCWpvDzlvb\n",
       "jVeev9S0/c/PHgcA+L0S3nvlOmN7b2cQiaSKe584Cp9HxLlrFgLQglM//vZz0NMRhCgIuOqi5ZD1\n",
       "RdcDT/dj6zPH8e1f78adfzmEwwNTWYuw1DOuCTDjBdwP/2hjDq2ByfnH96WnMHz0m4+lbbMWVPC6\n",
       "JM+an/pm52PwcavqzWdr5qxjeicuXrOe4vrejk6F09wCPKFIHE/tPYU7Hz5kbMvvvtS2K6GSRLn7\n",
       "XA5hzUya5brjv9yq4N9/+LTx9997ZBzf/e0e3Pir5zEyGcJvHz2M48OzCEcTJgHq0YX1xEzEZO0p\n",
       "hP39Wq4wv+Akn3WKN1++El+89kK89uLTAAAvHp1AV1sA3/n4ZThf7jGOk5d3AtCelWW9LaYANSsL\n",
       "OwKm97sPj+GB7f244fYdGOWah5QygNANuCZ1i8euc1MNyOqsnLtmIdav6MTbt6w2bZeMALPaFjS8\n",
       "z1oFEOCEdVe79gNjUZwmYW1xA+w8OOp4DjsfaD7+VjZE0qyBGHffSh28+EwFTN+/eHA/BkbnjOYO\n",
       "Y/qzcfTUDB7ddRJ/ePKYUUu6mTO5Ms361vv24RPffaLgRbDTAsdq+m1kJFHEku4WU9rV2mXtaXnS\n",
       "6/QgMwBYrNdud6K7Pei4j/djT81GHY+rR1yjWfO4NQfvtL5WfOpd52Gh5WH0uiR1C5ZSr3xhiNYm\n",
       "Tdtg0Z4RLsBsUv9RsUXWXAZT1piNsLaLCnUeo/ZfNWMYaoVymsH5rmvl5ok9WmQx//uwlrnkNWt+\n",
       "MR+KxI2Uq3yZmqMOULnS15US1ksWpgvjBVxA2mKb/TxsLrHjOFe2tNE6dLnGZ80j2Xy+1muGA871\n",
       "hN2YugXA5LNubfIB0HIuASBs8llrP6oVi1oBALc/qDgKYLsI0HyENWnWKWJlFNamNMUy//R+/8RR\n",
       "AGYLTdRyPc0OwhrQ8s1zYWImgmkutciquXW0+PD/PnBRTt/VaPCa9ZKFLWn7eU07m7C2yoe2Ji/W\n",
       "r+hMO67RhLWz46CMlEOzdkNlLK9DCb1U6laNC2vLLeZ91n6vBL9XwksnpxFPJE151mzSa29Ora4f\n",
       "2TmAv7lwedo5+EAeRj5+RyMIjqS1yWf920dfwvqVC0r23aaFQBkWmda8cFVVMc0Ja2ugUXuzz3gt\n",
       "WX5nufZd/tRNTwAAzlndhc0bFqftX724PaugaVR4y8aS7sz3aBGnhWfj6k2n4TUXnYbx6TA+r7s8\n",
       "Olp8mJyN4ndPHMFGuTstFbZeqRufdaU1azXD+a7edBp6OtP9Ll6HtnqiKEAUBFfUBucJWHx3fQua\n",
       "EIrE8eLRcZPPmkVzt3ETKr+f56geoMZPvhGHYzPRGD9fZ3776Et4cPtx4/2RwemSBjDyQYOZOi8V\n",
       "/P2WOIdYPGlYbaznB8zaWiGaNS/8dx0ew01378FNd+8xH1OG66wnuvXAMBa/YuV9rz0dl21YhK42\n",
       "+/087JjujiCaAh4j1QuAkaI3MDJnFF9pBKrksy5uKs2mWd9w+7NGvm25mMwQ3OCVRJNZiN/uhMcj\n",
       "1H40eAafNQBcdGYvACASS9oKWF4AO/W1ZgFq/LmsJs9MUOqWxh+ePJomREtpNuRjC0ohxJKqakq1\n",
       "mguZvzOWSGKeq0pnFea8nzTgMxsMc8nJ5aOMnXjby1dnPaaR+cL7LsS3PrbZUdO9bMNivO+1Z+Tk\n",
       "Bv30u87F1ZtOwyVn9aXtW9HXZryuhaI8lSKrsJZl+YuyLD8uy/Kzsiyfb9m3VJblx2RZ3ibL8vdy\n",
       "PWmxE6mdZs3n4h4emMYvHzpY3EmyMDDiXHQjnlRtH9hMPXC9lkYYtYjVmGCNimU+7EQiafJZM8zC\n",
       "2v5esCAi/u+ZX4CZu6wT5cDJymQXD1AI8+E45sJxbFjdhYXtgZLkvv586wF84KsPGznU85ZysdFY\n",
       "0nQe62KZt9qc1mf2mTpp1nc8dBBbt2v5/LmYylcuast6TCMT9HuM2JVi6V3QhLdesdp2nuCtKI1U\n",
       "oz2jsJZleQuA8xVF2QzgGgA3Wg65AcCNiqJcDCAhy3K6E7IM2Atrs6Djq+eUg0wTXyKRtF2QZBLW\n",
       "kiTWfuoWMmvWfJnHSDQBSRRMx7TZCOtILIEdyrChSTMhzbsErI3rM49Ro5F+xFacgsly0R5zgWkz\n",
       "XW0BNAU8JdGsWclQJjStGQOxRNK0jV/YXnpWn+nvzZtZJVHAbCiWZmXoH5rB1meO446/HMLETATj\n",
       "DRas5Eb+/ZoLcPWm03DWqgXG39hqYalnsmnWWwDcAwCKouwFsFiWZd7h8EoAv9P3/7OiKP3pX5FO\n",
       "sROpKKYP21qtqK1EKzwnMmnBkiRgSXd6RKTP45yf6ZUEF6Rumd9afdYeMVXcJRyNw++V4OMWKKYg\n",
       "IH3Bddv9+3HT3S/gkedPap9NMqGt3QtVVbFDr72eabFjHWPjimrngDymjb50chrv//JfjJr2+cKs\n",
       "JgG/hCa/B5FooqgCFbzLg/2OmWbN8qdjsQTmI+nNWb71sc1432vPMG0TBAFf+cgmfPD1Z+J8uVsb\n",
       "s8UtoxyfNF6fHJ0zBa8RtcnKRW146xWrIQoC/uN9LwOQHrtQz2Sb/foA8BUsRvRtkGW5A8AcgG/q\n",
       "ZvL/Ls8Q07HTrK2N5jPl6pWCTMFgV75sOd5w6Yq07ZmEjUcSXZe6lUmzDkcT8PskkxmLF9aJpIpY\n",
       "PIGnX9RKVbIo8IRRQ1yFqqqYCcUMTdGpfOQDT/fjkecHTGNsYMXa0W0wrQvrrc9oa+o7/3LI9rhs\n",
       "sL+RJIpo0psvOPUozgXel87GzrTojha/vj1pe47WJp9tDEt3RxCb1vcZrpqopWreHFeyNBSJk7B2\n",
       "Gc0BDyRRaCjNOput2HonBABMovgBrATwPQAKgD/Isvw6RVH+kO2k3Qtb0JlDRKATwaAX3d2tpm1N\n",
       "Fk26udmfdkwpCTiUHHzNJSuwcrmWItPTGTT5yxZ2NTuOye/XzImlGHO5rjsumBcbPQtbTOdaoEdy\n",
       "B4I+xBJJtDb5NLO2PhmvPC2VOhQIevHHp1PRyoGA9jflfdVdXS2YPZVK5UokVXR1tZgm58MnJo3S\n",
       "pG9/9enw6QsIj0cq69+/nN9dKFufPoZ7H3vJVMpRFIC1yzqh9E8gFE+gu7s19VsRhYKu4+SEZgZv\n",
       "aw0grFdJCzT50V1gWtOx0VQw6NfueB7//v6LkNRXW90LmjAwOgfBwSqVbfztrdo8E1MF/Om5Abz5\n",
       "5WsQ9HuM7wcAr9+LUJYqecv7Wmvyb14K3HpdnW0BzIRirh1/vmQT1oMAerj33QBY1f5RAOOKouwD\n",
       "AFmWHwJwBoCswnpsfA5xG5NWrsRiCYyMmPNxt79g7sg0PRNOO6aUTOl+u/UrF2DvkfHU2KJx47xW\n",
       "s/bUVMhxTIKqBdEUO+bu7tayXffYhDnCPhKKms41q5ukpqZDCIXjWNDqN0yckihgejL1+cmpEA72\n",
       "Txjv5+ejGBqaNsWHDQ5N4zB3DAD8/L4XjU5fj+06aYodGB6eRkT3Tcbjxd9LJ8p5j4vhO3emtw3s\n",
       "bA3gX959Lj701UcwPDaP4eFpPLLjBAD731EujE3MAQAi4ShE3ZZx/OQkPGphlqEXD5vN8T/6/QtY\n",
       "tVgL5mrWF19HT2jPwYVn9KCjxY+tz2gLvWzjj+sa9X//5BmEInEMjsziPa9aa3qWf/3QAUcNLej3\n",
       "4HPvPR8LWv01+Tcvllp9lnOhNejF8eEZDA9P13yMSikWFNmE9f3QgshukWV5I4DDiqJEAEBRlIQs\n",
       "y8/Jsnyeoig7AbwMwM9zOWmxt9VqBg9F4tjz0phpWyk67mSC+ejS/LYZ0rMykU/qVjSWQP/wLFYv\n",
       "bqvsQ2qNBvdZr10bSyyeRDSehN8rGcI36PeYxjofjmPfsZQgVpEeJJhIqEZ7TMadDx/CVRctx7FT\n",
       "M/jx/ebGKXc9fNg4n0sr0pYcr0eEKAhoafJiJhQz+akLrU3A0iQlUYRPrx1QTIU0qwl6RV+rEfnd\n",
       "oZepHJvWnoOF7UG87eWrcdGZvTkFkbKYCRZg9sjOAczMR03jHRjVFh8tQa+po9fmDYvwuktWoKfD\n",
       "uVY1UT06Wnw4MqhiLhxviE5oGSWLoijPAdgly/IOADcD+KQsy9fIsvwm/ZCPAviaLMuPA5hUFOXe\n",
       "nM5a5ERqTYuya6FYysbzdjCftS9NWDtfnC9L6lYiqeY0gd563z586fYdps5UlSDNZ225dtZHmE20\n",
       "AZ/HaP/J0ro++57zAADbXjS3VUwk1LQ4gHgyidl5ewvMTChdE3pgez9XwSzLxTQILE7CK4mIWwqL\n",
       "qAX+RtiiStKL+QDFLY6tkdo+j2gEmLEMgvu2HdPe67EoKxe1obczeyUsuziRHcqIqcY0o7XJi//5\n",
       "x0uM9xfI3SSoa5h2PZ6hUYLMsi5NFUW5HsD13Ka93L7D0CLC86L4edQ8MdhFUZe7/CjTggNW7ZKL\n",
       "VGcjWNTVhEvO6stYqpCVSEwkkhAzRI0DwPZ9WhOFB7cfx6VnL8JSm8jzcpBWFCVNWOuNOnTtJOCT\n",
       "jIAhdixb3Fg133A0nrbASiTUtN7FgDa5O61pdh3WLCzUyEODLRC9HhHzkbhpwVjogpZ9TpIE42+e\n",
       "KCK/fd4SOBaJJTEbiqMp4El7xlqb88vycMrAsCsQ0+T3oKs9gNOXd2B//yTlVdc4bOE2PR/DkgzH\n",
       "HRqYwuKu5rKn85YbVzXy+OK1FwJIValiVEOzZosBp4honlWL2nD1phUZrzvV0zq/cVeymL11Pk5b\n",
       "qOjXwCJ5+Whwdl/Y5D5ryaOdC9sJ66QpapcxH3YW1gYkqwGknk+PJKaZqgv9ibC/kygKRrBfKTXr\n",
       "qJ6m1RL0GmZ2RqYqgHZYP58J9jxf97Zz8PV/urRkBT6I8sD+PjPzzhHhRwan8aXbd+A7v9ldqWGV\n",
       "jerUBi8Q5pewTgzWtC2g/I3JDc3awRQMAO+9UoYkCnj1y5Zl/T7D31vD6VtZU7f0ifvgCS2HtSng\n",
       "QTKZSvMBUmZJaznS+XA8zUKSSKY0a75f8b9870kox82BZ1YazWftVKueaaZej6jnv6fue6H3KOWz\n",
       "TgnrYhbHVmEdiSU0P2STD2cs7zQtCpf35mdFylTbwLrYjOgR4X6fhE6upSNRmzAXSaa0u2N6Siif\n",
       "V+9WqiKsC50knFbx/CT/gddpBRIq5bN2CrICgHPWLMQPPrMFy3uzRwIW2nmrojLJIhAkS3Eadu1M\n",
       "s77w9F5DOLCJ0doR6VPvPBddbQGcGJnFD+590bQvnkhiNhyDKAj4r2svwnKumP/TFp93Oo0lrZ3y\n",
       "nNl993o0zdrazYpx6337cMvvXsjpXGwh7BFFo11tof7vI4PTeOmk1m+adQULReKIRBNoCXrR3uLH\n",
       "F95/Ib7ykU349nWXoScHP7WJDI+Bzyvhmx/djLNWaeedCxeeoUJUHmYGn3GIawHgGPPiRqqkWRc2\n",
       "kRrC2iI0eMHMhGjZzeD6hHXWqi6TqS3X3rlWDGGdr2ZdvWDwNKyCuKczaJSiZJqxx7JSC/gkw5dk\n",
       "Xf0mkirmw5rvsrPVjwv1RiFAujbW5He3P6pYntlvv3hhTS28loUUYG6Q8vjuQSMWIhu8z7pYzfoX\n",
       "fz5gvP7UO8+F3ythQg8YatEn456OILo7ggVF/NpFqbMWjeuWtqOt2WcUXrGWOCVqG2YGn5qLYNve\n",
       "U4jF0xesQxPlbehUSarksy7sc06Rp3ww2QLdfFXuADP2/e3NPtzyqZfjn99yNgDggtN7Mn3MERY1\n",
       "na/PuszWfjNZhmZNqfN6RCMynAlkjyU6N+D3mEzcPPGEikgskdIOucWAVZNsDpq/o5HM4OPTYfzk\n",
       "AcV2H6sa59XNwbNc8F8snoSqqkb1t1zhzeCSwwI6V6zC1OcVMaGnabUEi/cZ21Vz++K1F+F9rznd\n",
       "KFO6YVUXAC36m3APzFXx6K5BfP/eF3EHV5FvLhzDbCiGkclUHYZab5SUDVepI6JD5Clb1a9d2m7U\n",
       "5K6Uz5pNVhvXdeOHn9liW/owF5jGme8DVckHMNuEzOeYS6IAjyQa2kqTX9OKPBbTedAnmSpu8cQT\n",
       "SURjScM3lan7llb2kmuu0kDC+o96WhPP5rMXAQJw5YVavARzUTCzYGuTF+FoAvFEEj/lBH1Ste8Y\n",
       "x2No1qJYtGbNFg9f0Gs9+70SZqBtK0Xu7IbVXfjlnw/iNRctx/1Pa2VWRVHAZecsNo654PQe/Ps1\n",
       "F1Qsq4IoDUF9oc/mGOZOAYCPfvMxBCxzy1woZqR7uRFXatZW/xgTWOuWdRhRx+UuisKC2ngfdaGC\n",
       "GkhpnPkGmNXSapHXrJlrYEWf5q9f0q2lrVnzXrUfnP2kHIsnEY0ljHQjp9QLv0+CP5cmH3WK3f1b\n",
       "s7Qd73/tGSkzuH5/mHBkWqu1V3gsS9lN/jskqfg861AkjmU9LUZcB5+q1VKC+v69nU34wWdejjdd\n",
       "tjLjcSsXteXWKIaoKRZyefBsDjg1rpm+w9GEKVtmxiazxE1UR1gX7LPW/ndK3eLNcuVP3TJHOReL\n",
       "x8izzm/cxVSOypdslk4+bY2ZXf/5rWfj2qvPMJrIe7gJvq3Ji6Dfk6ZBsUkzGksgGk8audlXnLsY\n",
       "b758lSH4GfKyjjTzelYHex3BIsE/+Y5zjG1W1wJ7vg4NTAFImRCjFuEcsfH78UzPR40CJVKRqVtJ\n",
       "VUU4kjBpP3yEdkuJUqckUSy4siBR2/QtSAUcsnnipZNTtse6PdisOk9wkZp1Wj4uSw+SxIoJ63hC\n",
       "MxcWo03zeAtM3apWqpddwQjexM204bYmHy49e5GRYy4IgmFZYS4La5oMm7CZeYtp6ZIo4vWXrMBl\n",
       "GxabjpeXd5gmY48kFOxDdSMsDY7vF95k0bZ5F0JQb20JIC0ox6m9JuPUWCpgx7Q4LuB+hyMJqDAH\n",
       "B/KCu5QlJAVBwOf+7nz894cvLtl3EtXnvLULjdfsCTw1bg7yZR0Y7QosuYkqadYFfk6f6NOiwXVt\n",
       "1CMKhqZbiWjwTKVF86XQ1K18jy8GVf85yMs68Ol3nZu2n9esrZWneNjfprdTM2G1WapSBXXTLUul\n",
       "8VtyZV+xcQn+7b3nG+97OoKm4DNJEisbeFdlWH9pPo3QqlnzxWVam3yG9cKa9mLVtK3wlhzeZ51N\n",
       "s955YAQ/fVAx/XZZRH/Qnxp3oEzCGtBcA7mUKCXcwwWn9+Dvr5IBpITxsCUCnCkWZAYvgGKaT4iC\n",
       "kOazNpnBWU/lMmuc8YSalqpUDIWmbuUbPV4MbJ5dsajVNiiM91nn4v9r1idjqy+aadbsx2etQuWR\n",
       "RKxe0m68X9AWMMzgoqCZ2cu9WKslopaSrkC6H5uvGNcS9Bp/n8lZc0EJa99nK3wusqncaJb7/Z3f\n",
       "7sEjOwcwNJ6aSFPCmtOsfaX1WRP1jSgIePm5S9DZ6jcWpKfGzcKaxc2QZl0AxTSKksR0E2cq71Pr\n",
       "MCSgEmbwEmvWBaZuldIMvvPACPqHnNvlpXpk2F+3IAjGosPa4MQOZv60mtSZdsXM4F6HKlQfesOZ\n",
       "2LS+F6f1thp/Cy3oybmiVz3CzOC8sLYupnjNWhBSC6Cb7t5jOi6bZs1PeLzPOteiKHy1qXk7Yc29\n",
       "pnKfRK74vRKisQRUVcWQpdYFi/KvZHxPOXBd1IUgpmtNCUsalSQJ5W+RmVDT8oqLodDUrVI9gPFE\n",
       "Et/57R584cfPOB7DzOCZ/BjMbZ2pwxiDTcwtQS8++c704CgnzZpx8Zl9+ODr10MUBcMMzgRIQ/ms\n",
       "Oc362qvPwOXnLDaZlgEYPcAB4PTlnY41trP5rHmzOd91K1ef9Vd+sdN4zYR1k1OAWQO0PSRKg88r\n",
       "Yj6SwJMvnEIkmsC6pWbLG5Aen+E2qpJnXYxmLQpCmj+SaaOpZhGibb3wUhJPJksaYVrt1K35SA7V\n",
       "m/LoPpmLZs3fP5ZiBKR6GD+7X6uolcn/zRDYQk0X1o1kBo/EElrfalHApWcvwqVnL0o7Zst5S7Bh\n",
       "dReOD83inLULsXX7cdP+oN+jlfnMolnzGjof0JnP4jiZVCGKAmZ0LZvXoHnB3RTwIjTXGO0PieLw\n",
       "eyXEE0n86I/7AACrl7TjwAktKpwpDm7XrKsjrIuoWCGJQpqJk69VDGj5zuVvkammaS/F4M0jdUsQ\n",
       "UibpUgSYJZJJ7NifvdSkMbIc/nz+HLod8QFprZwW1WEpXJCLls4qdc2F4+hs9ZfdslJLhKOJrAsa\n",
       "QRCwsD2Ihe1aUJ+1iUVbsw+hSNy2TzhPiKstznfdymdxFI0nEPB5MK13S+IDDHkzeKkyLYj6x/r8\n",
       "93U14aNvORstTan4DGtNAbfhqtQtQCsjmZ66ZdWs8zOD7j0ybmhxuZIosc+ajX1iJoKHdpzIvApU\n",
       "UybCUvisH9x+HLdvPZD9QP2WZqpwxRYbrGJZJng3Aj9hd7SYfZXWNCQ7Nuva5KsvWKYFITaQGTwc\n",
       "TaQJ32wELAvNVYu0IJz+U84xC+xcjEQimVWzHp8O4+d/Mj9b0/Mx7Ds6jilds27n/vZrOPMlQeSK\n",
       "VVj3dARx3rpurF3aYQjruF5e161USbMu4rN2AWZcrWJAE3z5RIN//VfPAwBuvf4VOX8mnlTTSmcW\n",
       "A9OsWcGJWDxp8jPyqNA0o9lQLGMJzlzZfyxzu0lGLgsgtnCyCgOei9f3YtveIVNgGS9sOi2aNUvx\n",
       "ysSCtgBu+sTl8Hsl7Do0iojLV9G5cnx4FhMzkbxbRwZ95p/+ikVt2L5vGC8NTmNiJuLYIpIX1i1B\n",
       "rxFX4PRsfPs3u9E/NGva9j+/2Imx6bCxQOMXaou6mnHx+l5qUUnkhTWuZdHCVOEkJqy3vTiEbS8O\n",
       "4Z/efDZuunsPrr36DFuXUa3iutQtSUwPHuNrFbNjKlHBrBx51ozJ2cy+OibcrH2hCyHfe5XLn88p\n",
       "gAkAPvC6M/Gtj21GN1cqkH8mrHnXvQtyy40N+j0QRQEej1h2N0it8B+3bgdg9vnngjVaPOjzoDno\n",
       "Rf/QLD510xMYnbTvHsdabH75I5vQ2uRzLFTEGJ9Of47HprUa7tOGz9psOfnQ69fj7S9fk8fVEI0O\n",
       "S6MN+j345sc2o42Lg7D2NGcZED95YH/e51FVFXc9cgjP5GmJLQUVF9bFijdRsEvdYhXMUmbwcgpr\n",
       "VVW1POtSRoNb/LJOecrMjMMm52I169HJEPblqFmnTEjZr1vKsJARBSFjWg6L3gS0hUEX9z4XPKJQ\n",
       "9kYutUa+12sV1l6PaMpxPj4ya/0IAE2zbvJ70KMvtKxFUebDcTy04wReODKm7c/yqDQHPFQKlCga\n",
       "FvjY2eo3CWrAeS6NJ9Q0ZSeZVPH9e/di295Ttp+ZDcVw/7Z+fO+eFzBf4f7nlTeDFynfREFIi4BO\n",
       "M4OLIiKx8vWm5fO6S4VVS3cKqmLi0qMXpChWs358z2Den8nlT1hIzfTPvfd8TM1G0BL04ssf2YSW\n",
       "gAc+r5R3oJEkiYjFG0OzZuQb6Rq0+Li9HtEkwJ0WgVot79RnrUVRvn/vXuw+rAnq6/92o8li0tMR\n",
       "xLBFY7daUQiiEFINatLjW0S9LK6dAvePN/4VH3z9mdi0vg9jU2HcfM8eHBmcwba9Q7jwzF5TfI7S\n",
       "P4Hv/CZVl+DGO3fh//79BWW4GnuqoFkXJ621HFrzNr6CGfs/V581L/hzDUozypuWoYIZwzH1iRti\n",
       "wCcZpSYLJZ9APKMoSg5/wkyatRNrlrTjfFnrB97TEURTwFvQPfbqMQtuDibJl7yFdcBGs+aE9eSM\n",
       "fVR4OBo3mdxTRVG090r/pLHvwPFJ00KrryvdnWHVggiiEJiwbnXIzc/ker3rYa0P9k8fVHBkMBVg\n",
       "OcwVV4knkvjKL3aaUlz5lpyVoPLCuljN2sZnzQQO77POVQjxGkSufs44SxUroc/a6uN1ElKsMIkg\n",
       "CPD7pKI163ysp0z4ZXrw1y3rAAAsXtjseEy5kSQRKvJbiLgR/neQr9vHGj3ulSzC2iZmQlXVtMhz\n",
       "ayMP3uQ4Nh02mcFP09tg8pBmTZSCa646HS1BL958+Srb/ZnqUfi9Ek4Mz2LPS2Om7XzcxnMHRkoz\n",
       "0CKoSjR4MYhCepoIm6gEfZ7QosFzFNacsMuWm7tt7yksaAsYbdlKaQa3aqJOgobf7PdKaY0Y8sXu\n",
       "mhPJpK0ZOxeP9cfeejYOn5zG+hULihpXMaSaoqiQ6lgW8DnPH37D+rw+K4kiLj9nMR7ddRIAjKIq\n",
       "DJYDzRNPJJFIqiZhnepnrU2GPq8I6HNcPJ40LezaW9L/GCSsiVKwblkHvn3dZXl/zu+TMDETwd2P\n",
       "vZS2b2QqbLzetneoqPGVAndq1hZBlrSYwfOpYGXKG82gZqqqiu/f+yK+/PPnjFVaOTXr55QRjHEP\n",
       "i0sBhTsAACAASURBVBVB0LSjYgPM7CqXOdUnz6UoSlPAi7NXdRU1pmJhf5d4nQeZhfTa6Zec1Wfb\n",
       "sjQb//Ca043XHknE4Oic8d6u6UFI/63YmcHZ742v455Iqsbi8nWXrLAN9CFhTVSDf3rzWfjfT1+B\n",
       "lX2tiMaT2Hlw1Nj3mXefBwAY4TTrwbG5tE52uWaplIqKa9bFpG0BrNyovbBmq3xJFPWJQs16Pl7Y\n",
       "ZSpRyle/YdpsKfOsrdHgyvFJ/Mv3nkzL/U4109A061g8aZRvLIQZBw3KtiJWHuVGq0mqg1l9m8Ht\n",
       "GmEUw+olbRjQBfasjcUmbAjrdDM4+w3ygZHxpIq5cAxLu5vxlstXYfu+dO2knYQ1UQGu3nQaRqfC\n",
       "eNcr1uClwWmcu2YhBEFAiyVm4rsfvxzzEe3Zn5yNYOszx9HW5MXoVBgrFrWiJeCFzyuhf2jG6BpX\n",
       "KSovrIv8vJ1mnVDNmrUxgagqpGzCOpqbz5o/7j9v05tdlFBqOQl+64KD9xuzkp6RWKKgCVtVVRy1\n",
       "qVjlVMKU95fXMoX2BncbdsKzUJKqine+Yi1edkYvbv3jPlvNOqxPTnaaNVvn8kF9c6EYwtEEOlu1\n",
       "1DtbzZoCzIgK8NYrVhuvz1vbbbzuaLZWS/QYz+nJkTmT+bunowkffP2ZAIAv3LodQxOhjAWESk3l\n",
       "ExxLEmBm3mZo1hZhnYvfmo+mzmQGD0fTV1GlKEjC8Hjsb4zVJ82bov36JB0ucBwTMxFMzETSTJFO\n",
       "JUzziQavJo1iBmcdsooR1h9543psWN2F5b0tCPo9WL9iAVq5ymQ8xuKAS92ymsHD0YRhLmRmRDaZ\n",
       "WYtTAGQGJ6rLVRctx6rFmguJpX15PSJagl70D5trDfDZDGzfrfftq9BI3Zi6pRdF4VfwCSdhnYPf\n",
       "2qRZZzjeTiAWKiTtcMpLTkvJ4XpKG1XMCvRbswn5Zaf3mLY7+qxdYlVuFDM4e/5y6XDmxIVn9OLj\n",
       "bz/H9Py1NHkRjibSFqOsUAS/ODBau+rPaSgSR7M+6Y3qMRcL2nRhbdPcpa2Z2mAS1WNBWwD/+ncb\n",
       "cfWm0/Cvf7fR2G4XDLmI81Ev69HK+w6Nz5d/kDru06z1z/OCgzW+ZyZvFqWdk7DOMXXLTjCHbLTt\n",
       "UmNNOUiZogG/V69iFk0UlFPsZEb93Pe3OfQ1JjN4LcH3sS4lSxZqE9GxIbOL5JHntchx3gzOFgqx\n",
       "eMJI7bIWpligm8HtNOt8q9MRRKmRRBFvvWI1FnWl0k2tnf8AYBGnWX/qXedWZGw8WYW1LMtflGX5\n",
       "cVmWn5Vl+XzLvqOyLD8qy/LD+r/F2b6vFD5rwJzaxHzWFdesI+VvZm41SZtSt3QhG4rE8c/ffCxv\n",
       "k0wmnyfriGR37toW1WQGLxZmFjw6aF/0gV/gevSe1pFY0kjtCvo9pspPzHxo1az/7sp1Nb/wIxoT\n",
       "qy8bAHo6U8K6rcmHs1YtwOhUGJ//0dO2qY6lJqOwlmV5C4DzFUXZDOAaADdaDlEBXKUoyhb938ls\n",
       "JyxF6hZgFqxOPutcehoX47O221ZqnJL5BaQm6cm5CEKROB7fnV/p0EgslYpz4RlmU/hvH30JX/3F\n",
       "c5iYSRXHyKefdTVhlpXnD47ioR0n8PvHj1R5ROWBPbvFmMHtYD7mGRu/NWBXbU9ENJZASF+8Bn2S\n",
       "qW4Aq0vAB5h9+l3n4hUbl5Z03ARRKtotmrVHEtICJC9Z3wcAODEyZ1RBKyfZNOstAO4BAEVR9gJY\n",
       "LMuy1W6V59RdvM8aMAti5wAze0F3aGAKSr/WvCLXaHA7zboS+cRWv2sqyEswzJ/Hh+ybLmSDRff6\n",
       "vRI+8saz8LG3bTD2Pf3iEPb3T5qKBRiR6DUurb26oPjjU8fw8z8dwD2PH3Ew67sb9uyW2gzOvs8p\n",
       "gPIVG5eY3vs8EiLxpLF4Dfg8xm8w6PcYZnF+UVGqdDOCqAR2Ed+n9aUq8g2MzKXtLzXZhHUfgFHu\n",
       "/Yi+jecHsiw/Jsvyl3M6YQkaeQCwDTDj+1nz26186fYd+MovdgLI3QxuF8T1rleuzWfoBZHud02N\n",
       "kU2q9z/dX9B3hy1m1CabCVTl74lrosHTH+tyt0ytBtGY9myUWlg7BS56PSJWLmrNqlkH/JLxW+QL\n",
       "SfA52E0BEtZE7eK3uJbsKjLyLX5HJkNlL2+cTVhbDfECAF56/DuATwC4AoAsy/LbSzg2W+z80dai\n",
       "KKKYe4BZmOvOlan5h51m5tR6rZSkB5hpsApmxWBNxVnRl167mS+2knuDzOpi7ewE1KewZost68RS\n",
       "LOz7Hts9aG50k1Rtsxb8XgnRWMLQrIO+VNtLUzCahzRrwh1c+bJleNX5S/Hxt2/ApWf14W02/dU9\n",
       "kojLNiwCAMyF4zg5Wl7tOtsvZhAA78zsBmBkiSuK8jP2WpblBwGsB3BXpi8URQHd3elCIVcCukmt\n",
       "c0GzUWxB0jWLnp5WBHwetOjBAW3twYzn6u5uxVw4JYRb2pyP9/rSU0yKuY5caWr2m84T0AMZ/H4P\n",
       "erpbbD+T67hEfULt624zPvOuV8u440+KcUwLd/42vYBKS2ugItdeKBvP6MVfnzeHT7R3NJn6ZBdL\n",
       "LVy/oC+kFve2obuEpQ+bW1P3aeuOAVxz9ZlQVRWJpAq/35N27c1BH4YmQvAFtd/dwgVNxkK2vdVv\n",
       "e6+WL+nMabFbC/e53qF7bM9179HiqV958UrHYz5zzYWQHz2MH/7uBcxGk2W9l9mE9f0AbgBwiyzL\n",
       "GwEcVhQlAgCyLLcCuBfAaxRFCQHYDODubCdUVWBkJL1qVq7E9NX7yMgs4nrz74j+/8T4HDySiKju\n",
       "ix0dm0WLJQKVL6956OgYnj+Y6qYyPj7nOLbJ6XRtrZjrsOOz7zkPo1Nh/OiPqaju8Yl503lYbnQ0\n",
       "mkDYJgLx5w/sx5XnL0nbbse4roGG5iPGOWJRc1BRNBI39k1NacfPzUZKfu2lZP3yDvz3hy/GzgOj\n",
       "uFMP/BgankYiUppm8d3drTVx/dN68N/sTAhConQ+eT4e5FD/BEZGZoxtyUQy7doFqIjFkxgc0qLH\n",
       "E7GEYUKXBPvfyeREdi2kVu5zPUP3uHhadEvUwaNjOH2JfY3+UgjxjEtbRVGeA7BLluUdAG4G8ElZ\n",
       "lq+RZflNiqLMALgTwOOyLD8GYExRlN9kO2Gx/k67SO98iqJ8/NuPG69PjZknjEym0lis/GlA8vJO\n",
       "XHRmr/m8FjN40ig3am8G57XibAxNaAn9fK6r1R/JR/W6pYKZKAjo7WxCkKu0lWsXNjcRKVPqFu/6\n",
       "8HlF3PHQQSMg064GPQscY9X2NLO49tzaxUEQRD3BUhMPl7m/ddZfkqIo1wO4ntu0l9t3MzQhnjNF\n",
       "51mzaHDV2WdtBJjZTND8FpZL3LegCafG5zMK62i8MtHEkijoATvaZJcWYMY38ihiklZVFceHZ7Gw\n",
       "PWAK9rGaJm191rUurXX4hUemfrZuJRxLQBCce5+Xgv6hWWzfN4ytzxwHkFoI8zBhzRobSJJgxHhY\n",
       "fdOvu2RF0UGmBFFLdLcHsKKvFbsPj2FmPorWMtW7r0IFs+J+qYJDURR+EpFyDDCbnNWENSuHmCnA\n",
       "LK3sZ5kQBAE3f/IKoz+xU4AZuNStQpiei2JmPmaUzWNYJ37RpomIW+AftXosPRqNJuD3SmVdPFkj\n",
       "XEWbc7HOWfv7J41j2Kf4OuIA8JbLV+FNl60q/UAJokoIgoDlvZqZ266mfqlwXT9rOzN4MmnWAMUc\n",
       "i6JMzGi1i1kOXaYJPVrB0pWiIBhCM2Ydk5HrXFzKzvERLTfbKqytmrWdRuoSxdqUD16P1cwisUTJ\n",
       "07asWBepdpo1i4g9cHwy7Rhr6VGCqEcCRTZVyoUqNPIoDqeiKLywNspNZjF9supczGebaUKvlBmc\n",
       "4TFM+c6pW8VM1CeGNX/9UktEudeiWW995rjRPckt5UYZS7mFSD36rMOxRMnTthjvf+0ZAID5sLlK\n",
       "n53PutcSic4f02lTY5kg6o36FNZFqmUpn3VqWyKpmsxzqa5LmYU1m4iYjyGTqbsSAWY8Hg/TrJ1r\n",
       "g9tNnLkyp0fQ23WXsbLnpTHt3C5p5MFY1tNidBTL5OJwK9EyatZrlrYDSC+MYqdZ+72SSYPmgxLb\n",
       "qQUm0QCwegLlLEFdeZ91kdiZuJMWn7VXshd0VljXLBZglalLUyXN4EDqGhxrgxcpMMMOpSrtKrUx\n",
       "07ixUHCHrAYALO/VtOt4nRVFUVUVkWiybMLaamFhOC0Q+XKMEvdslivYhiBqiTrVrIv7PCugZI0G\n",
       "N5vBdWGdRcCy8ojNAU0ryCTcYxU2gzMBab0GlfNZF4NT2k/GSm0uM4MDqWeB+VPrhXgiiaSqls0M\n",
       "7lSwxElYt3EatCgKWK3nm3a1UwtMov6pT2Fd5OedfNa8Zu3xMJ91Zm0qFImb8pUzCfdKa9asjnLU\n",
       "yfxe5I10agKxblkHAGDT+lQJeKZluc0MDqSE9R+fOlblkZSWSJnqgjOchLWdGRww1/2WRBGfefd5\n",
       "+PZ1l1FZUaIhqFMzeJE+a5uCJ5rPOnWMYULOqlnH4fNKjlosT6UDlFjuqtUsbQ3y+q/3X1jQ90cc\n",
       "6kov6W7Bdz9+Of721euMbexeuyxzC4DZf1os03NRPLTjRMXS+DKRWmyV5yecr2bNHy+KArweiSLB\n",
       "iYbB0Kwj9aRZl6HrVlK1N4NnCzALRxPwe0Rjosl0vIrKSiqmMVnN0qqlncaS7ua0z+5QRtK2WWHm\n",
       "GrteyE0BD7ye1P20LlRcpFg7aoKFcPPde/DzPx3An7ZXX0tPNfEoj+YqifaNUCWHPz7fpKOU95wg\n",
       "3ECzvjCdsSkBXSrqI8AsqRqdtgDO35tDBLDPK6UC0jJoTFat8ry1C3MecyH4dI0pErOPBmfzoZ1J\n",
       "+qa792T9/kgsAZ9XtC1yAQASF2AUSyShqmqq1KmLvNbZrCvZUFUVf3jyKAZGZnHgxBQAYFJP+asm\n",
       "bBFXLs1aEARb7dpRs/byZnD3PB8EUQr6FgQhCgJOjMzh2KmZshSQqriwLibdiP98wtLPWsohwMzu\n",
       "Bno5zTqTcLd+9h/fdFaeI88Pn6NmrZPlNmazKkSiCQQy+Dt5IX7b/ftx7VcexrP7NY3dTZp1mLt/\n",
       "2Yrk2PHi0Qn89tGX8B+3PmNsK3Ut7kJwijkoJXbCOhefdbG/cYJwG16PhN4FQRwamMJ/3vYMns3B\n",
       "upkvLsyz1v7n65ckrT5rTyqo6O5HXzK225Uf9XklI6c5kxZmlfPlrMcMaMLS6xHTU6lstFuvR0zz\n",
       "PdtFdfNEciio8a5XrjW9Z/nWbiLCRWcWUh+cmbX47INymZ7zwYg5KKOw5mvGM5x91mQGJxqbJVyB\n",
       "qUO6Fa6UVF6zLjp1y742uJ3PGgDuffKo8dpusvZ7xNzM4AA69AIiWzbm1oKyWPxeKS0K3U6zvukT\n",
       "l+Omj1+OFX2pNmxW87mVcDQBvzez0OntDNpud5NmzUcjFyKs7RZ4nhIGrRWKU4BgKWEpjTy5RYNX\n",
       "//4QRKXhq/X96dnj+OvzAyX9ftdp1pJN6lYioRrNOwDnydRu4vXy0eBZzOBBvwe3Xv8KvPdKuaCx\n",
       "54vPK5o0Q20g2n/8FXokEaIomO5JphQCVVW16le+zH9+J+uBm1K3tpyXWljl2sxDVVXsPTKOWDxp\n",
       "+8zUVjR4+YS1XTS3k2ZNZnCi0WFpr4yfPJB7u+JccF00uOAQYGZXwcyK3WTt84hG5Gs2M3ilhZSm\n",
       "Wdv7rO2GEuHG75ifDe0+JJJqRp814LzocdNU7PNKuHi91iM8V836qb2n8PVfPY/bH1RqV1hXwAxu\n",
       "J6ydtGYvadZEg7Nx3UL823vPL9v3V6EoSnE/ZCZgWOoRi1I2F0Wxvyy7+tABnweCIMDjEbNq1pWe\n",
       "gnweySbP2rnmJ++ntisbat2Xzffq6Jd32Vzs0a0uuZYc7R/SOpI9vW/I9pmpprA+cHwSkViiMmbw\n",
       "PDRr3mdNmjXRiAiCgNVL2vHZ95xnbCvlXOE6nzWbQFgjCqb58MUvnISMnZYU1PvteiUx642ttPXX\n",
       "7xURjSXxiz8dyGks7J4Amcve5WpCdTSDu0xaO3Uwc4Ldl1g8aWuNqZSwfnz3IG69b58Rn7H36Di+\n",
       "/PPn8L17XqieZu2UZ02pWwQBAJCXd+KSs7QKkBOzpUvzdJ3PulmPUJ3TO2axgh28z9rZDG6vWQPa\n",
       "hG4nzBnarspOQix96887ThjbMrWpvOrC5cbrTNHg4Ry1MkczuMvmYskokpN/6pZda9RK1Ym/9b59\n",
       "eHz3IEYmtBalw+PzAIDdh8cwG9Ke/3KW89y0vtdU8xvIrYIZ/1skiEaEBWeGwqUrP1r5X1WxmnXA\n",
       "qllrAtjks+ZW+bxgMbRw7limWUuSmMWnqRZtFcgXO60pFQ2ePpg3XbYKH33HuQBy06yz+6zrY9LN\n",
       "tb85g+/hbOdOqIRmneByE48NzWB4MmSqoXdqTOtH3uMQsV8KejqbcOM/XWra5qQ1888SmcGJRofJ\n",
       "lfmIi4V1qczgbEKN25jBRUHAqsVa1582rkUf08J5kx2vWWfSvJIqKu6r5cdp+KqzdN1imlYklsD0\n",
       "fNQ23y+iR4pn9Xc6nMSp6lmtwhYd2eq7M3Mz705Ii8ZHZYT16FTYeH18eBbX3/IUfrY15Q4ZHJ9H\n",
       "V1ugrGZwIF3wBm1yrwGgiUvzIjM40eg06fPwyGQItz9Ymqhw15nBWaGGuZCuWSfStWUAhpN/QVuq\n",
       "RV9c11b4etisGpUkihl9mqqqVjwanBeK9z/dr49De+80FCaso7EEPv+j7fjSz3ZgfDpsOqbcHZtq\n",
       "DfZsZKz9rqr4wFcexjfv2mW4WABgcja91m8lhDWv3Q/rZnCeqdloWbVqJ+xyrwGzEHfZWo4gSg6b\n",
       "h2+7fz8e3lmafGvXpW75PCJ8HhHTemWplBncfClejwS/TzKZE5lg93t4YZ2bZg21eKtAvvCj+fUj\n",
       "h03bnIK8/Fxf1ek57R7NWfwm4VhumnVPRxCLuprStrttMjYauySdhez0vLb42314zNCsBQHoH5pJ\n",
       "O7ZcwjqZVPHorpMIReKmmAPrYovR7KDllhMnYd3k54W1yx4Qgigx5YglcZ1mLQgCutoDGNPNhHbR\n",
       "4AyPpVAI05xNZnDOZ11rAWZ2teDVTBFmAIK+lBmcYV1ksKCHYBZhLQgC3m0pOZrx5DWKJ4cAsxt+\n",
       "+qzxmlltVNVsjmbEEuUJMPvr8wO47f79+N/f7zX9/UZsxgDYlwMtN04LBOajIwiiPL/NyvusS/Ad\n",
       "3R1BzIXjmA/HDG3ZY6P2iqKQ1vcaMJt/mZatada1FWCGDG05nYbCtGV+srcKqQndtNvBlcdzwlru\n",
       "FHCfZi3lkLrFC2WrJcJKpoIzxTA2raV57D48ZioXyywkVvi2lJXCaRKiCHCCSFGOuA3XadYA0N2u\n",
       "+epGp8KGALaLQJVEAYmEapgUWTAa77P26H2bPaKmWTu1NlOrEGBmN5IMNVEApMz6vLC2mm0n9dy/\n",
       "jtbswtquU5XbhLXRha2AaHAg/YdXbNtNO6bmorhvW6pPtl1gm5VkGdrwZaMa2jxBuA0W4FxKXOez\n",
       "BlKm6/lwHI/oxdLtVvaSKGJ4MoSPfP2veGzXyZQZnMsJZdWtDO3LwRRejXKjGRRrR581M0fyk701\n",
       "L5gJ63ZLDq0d561biJefZ25c4raiKKzncyhiLwB5i0rAJ6UJQWuucSbfd6EcOD5pep+pAh2jkJaf\n",
       "xZJJg+5qC5S1ohpBuAWvR8JVF2l1L0rV+MeVmjWLkv7LzgE8/JwurG1uCK8RbX3muCGIec2afS7l\n",
       "17SfiKtRbtRWs9a3Ot1GVkI0xOX3WTXKqdko/D4ppyAISRTx938jo5PXwt0lq9G7QAuSOzU2b7uf\n",
       "z0m3y09vbTIHVWVLASsEv9f8Uxya0MZq9zda2K5lOAgV9st85SObsu7/znWXVWg0BFHbvPqCZVjS\n",
       "3YxPvfPcknyfKzVrZvIenkhNvnY+Al6AC4Jgm2fNqp2l0nscNGtUXrN+w6Ur0seRRU549cYkU5yf\n",
       "02oGj8aTeadt8ffXZbIai7uaAQAnR2dt94ezFC5otZTdLKTVZjasi4Rjp7Qo9GXdzabtfp+Ej71t\n",
       "A9av6MQbL11Z8nHY8Yl3nIOrLlpuLBKcEEWhbgrpEESxdLb68cVrL4K8vLMk3+dSzZr9n/qubA59\n",
       "UUhNsn6TZq3dAqNwho1pUc1SiKRcLOpqxrc+tlk7t+XkmW6j3ysZpm4gXVgnEsm8TTO8NcJtPuug\n",
       "34PmgMc2ZxoAQjbaNO8q8VoCuTJp1o/9//bOPV6usrz337nsa/Ytl00uBIFA8kCAQAK0XKIkgkDl\n",
       "nOIFqxIBPVgVq9YCKscP9VI/VSuVg7bS049a8NjTVm2rB7ShPRaoN7QSWm7Ky5EkQkjInexc9nVm\n",
       "zh9rrZk11zWzM3vPTOb3/WfPrFmz1jvvzF6/9Vze53l8O09t3lvzGEcLbhhe8kuLLgk1tAfPTb90\n",
       "uI9b3rK6yD0/U5y1bD6/s/5ULckSooFEirWZfcrMfmRmj5pZyf5fZvYZM3uomhPW07IOJ5UlStzR\n",
       "7wi5PWOhzPC8BLOsG7x8xnCltpQzTX9vJ8uWDGRjhbmVW+UH09WZyIvPFol1QUvRaujKE+vWu2gn\n",
       "E/GSXbemUmm+fP8viraHE0SKEszKxKzTmQz3bHyGO7/5eM3jC76vi/0GAAf9dd9DffmC3B3RKU0I\n",
       "cWxSUazNbD1wrnNuLXADcGeJfVYCr6RiOlTohHWMWYfFutTSrcL3TJVKMAvc4BVi1lnLukEilYzH\n",
       "SKXSZDKZbMy6kplf6OIujFmnUumal9p0hxKHWk+q/aV5JbK4f/7LXWzbXeweXzCYqw5WmA8RWNaZ\n",
       "TIY7v/Gf2a5oUe70Soz5JWDDFfcA5hYsr+tWApcQbUnUFXs98B0A59zTwBIzKwxc3QF8lCqv4fW4\n",
       "0AeiWasbPLvOujNsWftu8Aox66gSnzNNIhEng2e5VTOWIrEuEKmpVKZmN3ieSLSgWicS8ZIWcabM\n",
       "PWalLlJBVbzJqTRPbdnH9zdt4/mdBzk0Osl0CSzreQP54rxgKL+kaFQhGyHEsUmUWC8C9oSe7wYW\n",
       "Bk/M7O3Ag8CvqZK6xKx9YU1EuMELz5t1gyeLs8ErW9a5YzSCvApcVbrBw5R2gx+NZd16ap1MxEvG\n",
       "msPhglcszMWHR31Lt6+nI8+y7kjGszd09/9ka3b7J+75eTbOPB2C880PWdZdnYmi5Da5wYVoT6Ku\n",
       "2IUZOTF8uTCzecAG4C5qsLXqErOO5f+F2hLMwtnggXWerLDOulEJZgHheHrU0i2ItqxT6doTzPJE\n",
       "ovW0mmS8dIW6g36N+ZMW9bNoXq4OelAYZXBOZ16IpTOZa/jyvUfy71Efdbuzj2vNGN+x9zDxWIxF\n",
       "oVrs/T0dRW7vbpX1FKItibpN3wEcF3o+DOz0H68HFgM/ArqAU8zs8865WyodsKsryfBw/zSH6zEw\n",
       "4LkGO0ICMjjYU/G4nV1JuvwmBMPzchZU8J6Bfs+i6e8vPk4QT6zH2KdDr9/mc3BoDocmM9lt5cYy\n",
       "UBDn7OjMjTuTyTCVytDd3VHTZ5kbiuHOHeptyDwcDT3dHUyljhSNe8q/N7t5w7l8++FfZbcP+b+H\n",
       "ZUuH6AtlXfd0JRmfTDN/fn6WNsBTm/dlH/cN9NDfW1229sRkil+/dJBlSwdZfvKC7PZ5g90sWTyY\n",
       "t+9gf3fLzf3R0E6ftVFojluDKLHeCPwx8D/NbA3wnHNuHMA59w/APwCY2YnAvVFCDTA1mWL37uJO\n",
       "RrVw5LC3LGks1Hf4yOHxisdNTaU5eNB/32jOYRC8Z9w/1p69h9jdl+96DMR6sg5jnw4pvwLZluf3\n",
       "ZZuZj45OlBzL8HA/ZAqKoBwcy+4bxFvTqXRNnyUdal5x4MBoQ+bhaMik00yl0uzaNZIXzti59zAA\n",
       "qfHJ7DwDvPFVJ9OZjPG6tcu478dbstsT8RipdJoXXtxfdI7wcrltL75cFG8ux54Do0ylMgwPdLF/\n",
       "3+Hs9p6OBIcP5jfxqMf/T6swPNzfNp+1UWiOZ4d63BBVdIM75x4DHjezTcDdwM1mdoOZva5g16x7\n",
       "PJI6xqzDyWCFWbQAr73gxLzT5tZZF3/sSm0UIxpdzThBSdSP/dW/hwShQsy6ghs82//7KNzgs9/Q\n",
       "5OhJlFhHv29kjE1uN50dcQbmdOYV9Ojv7eTay1bQ253Mm6vOjgRTqUxks49Sa7fLMebHzQurlR03\n",
       "t7coXBFOfBNCtA+R2SrOuduA20Kbni6xz1bg1dWcsB4X+kDvw3HB4wsqPQFcs+6UbHOEvASzEtW7\n",
       "ggty5WzwRiWY5c77/E5vmVGlkVRKMJvKdimr7aIfriO+eH7xXDc72aI3qQxBfuG9DzwDeF20YrHy\n",
       "1bfCyXhBzPpwyKuz8qS59HZ38Ogzu7LbAm9MNQTJZYFYn3HSXJ7eup8TF/UV/eY6JdZCtCUtWsGs\n",
       "WFgHIuKDmUwm1M+6WKwD8SrdRjE6qWsmCWe6H/FFoqYEs9BnCtzgtRZFOXPZvOzj2aqcVU+CG57w\n",
       "XLx80AuHLPVv9MpZrcmCVQepdIbDozkxvvGqlUVlQUfHU4xPpsp2cSvcF3IZ9++++kxuvOp0LjzD\n",
       "K5Dy0etytYhkWQvRnsz6OpB6VjALhOe6y1eU3fd9bziLP//HJ5lKZUItMku5wctb1g1obpRH2LKO\n",
       "cr8CzOkuqGUddoOnp+cGn9Pdwc2/cza9BcduFXKWdW4uFs7tYdvuQ/ze688Cim9yAsJzFdzkjPhZ\n",
       "5Btes4K5/V0MF8Sn7/qWV8XsbZev4NVrllYc21iBZd3X08HFZy3Ovn7q8bkksw7V3haiLZl9y7oO\n",
       "kd+cZe1deEvFqwPWrBj2qlel0rl4bcmmH0FMs/ySm3pUX5sOYWsqWGpUyUNx3mleAv+qU+YD+S0y\n",
       "gzmrdZ01wJnL5s9In9bZoNTNWK5qmJc9X669Y3iuAuHevX/Ue6/fjeyE44qzwwG+G1qLXY4gz7k3\n",
       "VwAAF3NJREFUabCaLmiyrIVoT2b9P78eMevCBLN4xEGTibgn1r4QB1ZWftnRSpZ1YzPMwhZfUDO6\n",
       "0lAG53Ry1/vXctPVZwIFCWa+ZV2vHqutQqJEAuHYRIpEqFNUuVKeYcs6CJcELSzn+52oFi8oHccv\n",
       "9HKUIptgVkXBk6TEWoi2pAFu8Pp13QpcmlEWb1C9KmxZf+EDa/MqmZVykwY0OsEsnIk94VvJUUMJ\n",
       "4sodyTgTJbPB2+uiH7iPwyGBsYkU3Z2J7PdarjpYXszaf7zTt6yDtpHxWIz3veEsfvnr/fzrpm3Z\n",
       "/Xu6o//F9hzwjtVToeDJkgVz2L7ncF7hFiFE+9CaMeuCBLMoaz2RiDGZSoesyniRy7FiP+tMdeeZ\n",
       "KcIWX1Z4q5zIyak0W186yCNPv8SFZyzKxaxbcf3VUVAq239sYipvbsvHrIvd4Ju3j9DVmciL4a9Z\n",
       "Mcz8ge48se6NcG2nMxl+8tRLdHbEWVLGOgf48FtXs3n7CMuXDlU8nhDi2KQls8FjgbD6Ls0oN3hH\n",
       "wltuk4vXlo9Zl1pn3egEs7DFF1iGtc7ifT/yCnsEc9BubvBS6+g9yzo3t+WWRSVKWNYAk5PFv5VC\n",
       "V3rUUquRwxOMTaRYtWx+xYpnA3M6OWf5grKvCyGObVozZh0LamVX17oykfCaL1TKhM7V3y6vzI1K\n",
       "MAvXgw4s61qH0u1beDnLur3c4IXfbyaTybrBc/uUnpNwIZWoeStMAJso0ZYzzL4Rr8hNpSRJIYSY\n",
       "/St2XSqYeX+Di2h0gpmXDT6VShOjtOgGiUOV+lk3KsEsLCiFTTmqJXDHpip4F45lers8d/Xjz3lN\n",
       "5Kb8sEh4bsstZxufTJXcJ11iDfW8gW6uu3wFt19/nvfeiEpm+/1yokFWuRBClKIBbvCjP0ah2FaT\n",
       "YBZY1olErKQlnixRjjIgp9UNqmBWwpqrNZwQxOin2jQb/KIzFxEDNv70eXa9PJotBxp2g88pkwwW\n",
       "TkqrZunU+jVLWbZkgM5kPE/oS7Hfr1c/JLEWQlRg9t3gdVxnHRBlJYbXWZdzY+YSkMpb1g2rYFbi\n",
       "89U6lB7fggws83ZbAjQwp5OLV3mFRsbGpxibyK8aBl4t7uuvMD7xjvPz3ht2ZdsJuQSvYD17OTo7\n",
       "EpFu8OCmobeKrHEhRPvSktnghceIOmYy7pWInEqV7+NcKRs82NIosV40v5eTF/ezZUeoO06VYznv\n",
       "tON49Jld2VDBhG/pdZfJfD6W6fMzt6dSGcb8QiSFy7XWrT6+6H1Blva5NszqFcPc+NtnMDE+xUVn\n",
       "Lqp4vq6OeKQbPCjMUm7ZmBBCQItmgxfGqCNj1r4VOT6ZKmuFV15n7VvWjXKDJ+L84Q3n09eTWyZU\n",
       "7VjevP5UIOcxCMSjVH30Y51kMuc9yVrWFdY2B5xnw9zylnN451UricdivO6SU1m/+viyS70CPMs6\n",
       "SqyLLXwhhCikJS3rmmPWvkCPT6bKZvxmK5iViln7fxtlWQdMp9RkcKMy6XsMxibbVxzCSYSBB6Wa\n",
       "eYjFYpxx0rzI/Qrp7EgwPjJWcZ+gelk7ejqEENXTgKVbDbCsfYEen5iuZe39bbhYh240qk3m7ghu\n",
       "QvzYaeAGj7IKj0WCGxfPsp5593NXR4KJyTT/7bMPsnPfkZL7ZMdRRV1wIUT7coxkg1feP0gem5hK\n",
       "ly2zmS2KUrKfdXXruWeavKSwKseSLQbi34SMtbMbPJSXMBvu53B3t0fdrqLXM5kMz77w8oyPQwjR\n",
       "+rRkzLrwEFHWetgijU4wa77a4AHhz1HtSAKBf2rLPm69+8fs8mtat6M4BHOx9aWD3LvxGWBm5yHs\n",
       "vYjHY3zhW4+zeftIdttjz+7OtjwtF54RQgho1Zh1jW7wvNrOZd3gQY/s/NrRyUQ8lGDWWIIEKaDq\n",
       "wcRjMRLxGKl0hn0j4+wb8Sy8tnSD+7+DcNvKatpSTpdwo5gHN73I3pExtu0+xB3vvRiAzTtGyr1V\n",
       "CCHyOCbc4FEWb9iaLrfOutBdnE5neO+dP+Azf72peRLMpmFZQ+k11eV6Nx/LlPKqhDPs6014jvf6\n",
       "iWbhG0cllQkhqmX2Let6FEWZZoKZ97iyGzyVynDg8ARf+e4vANiy42DDK5gFhEW3Fpd8RyLOOPlL\n",
       "iNrZsg4zk2LdUeJ8Q325SmWHRj0X+PvfeNaMjUEIcWzQmm7woph15f2TVbjBY767eCqd5i++/STP\n",
       "bjuQfa3RFcwCSl38q6HwBiWGxDpgTvfMifVkiTXW4W/i0OgEAK84rn/GxiCEODaYdbGuy9Ktwmzw\n",
       "KsqN5h6XF7yghvhzL+XHErP9Ghot1nmW9fTeB15py6g5OxYp5VUJZ2zXmyN+lbQwY6Fa4QdHJwHo\n",
       "6525GwYhxLFBa8asC93gVTTyCKhURzwRj5VcZ13teWaaacesC25Q5syg67eZKXWjNpMZ/kfGisX6\n",
       "yNhk9vHh0SmSiVhbejmEELXRkku3ClsT1iTWFS3rWMl11qVaITaC6ayzhmL3+UzGaZuZQrE+/cS5\n",
       "M3q+M08urnoWFvCxiSnVBBdCVEVLWtaFglomwTtLIs8NXsGyTsRLrrPOnqdVLeukxBryxfrMk+fx\n",
       "obeuntHzXXb+Cbxp3Sl5246MTbHnwCjjkynGJ1Ntud5dCFE7LRmzXjDYzcK5Pez0C3xEWesdVbrB\n",
       "Iy3rBod5k9ONWcuyBvJv1AbmdM74+eKxGKccP5i3LQN8+C8e4YKVCxkbTzFvQH2shRDRzL4Prg6C\n",
       "l0zE+cy7L+T/bXuZHXuPRFZ/SlSxzjo47vjEZNH2ZqwNXks4odCy7m3TOtTh38lsiHXhOcM86naR\n",
       "ybTnenchRO205DrrgOVLh1i+dChyv2rWWYNndVeqDd5oN3ip4ibVUGhZt6tAhD0K8/pnx6It93vr\n",
       "SMYZHU8pZi2EqIoGdN2a7TMWusHLf+REIs5UujhmnSoh4I0gfOGfnCofW6/0PmjPJh4A/aElUguG\n",
       "emblnOUs6+BnpipmQohqaMls8FrJc4NXsKyTiVhJYZ7whbHRjTzSobrl45PFBTfKUWiRd03TQm91\n",
       "wt/f8GD3rJyznGU93sZ9xYUQtRPpgzOzTwHrgW7g3c65TaHX3gW8Ay9v5gnn3HuijtcIvctfulVB\n",
       "rOPxvEYeAUElqkaXEQm76McnqhfrQjd4ZxsLxJknz+OpLftYMNhYyzqgXUMSQojaqHglMbP1wLnO\n",
       "ubXADcCdodd6gTcDa51zFwHLzezCqBNWysaeKZJVusHLWUE5y7q+46qV8LKyo7Ks29j1+oFrVvGl\n",
       "P3jVrIlkeF3/gsFu3vXbKznl+IHstnb+LoQQ1RPlD10PfAfAOfc0sMTMuv3nR5xzlzrnUr5w9wM7\n",
       "ok64esXwUQ65dpI1rLMuxWSTuMGnK9ZFCWZtLBDJRHxG22IWny/3m7nlzedwwcpF9IXqkReWghVC\n",
       "iFJEXSkWAXtCz3cDC8M7mNltwGbg75xzW6NOGO46NFvUUm60FJNNYlmHy6zWZFkXusFnsB62yKcz\n",
       "JMYL5/UC+a7vKDe5EEJAdMx6ouB5DMgL6jrnPmtmXwC+Z2Y/d879sNIB587tJZmcXcvu0GTOIh0c\n",
       "6GF4uHSXozm9pdfedvjLa/rmdJV972yw4bdWsvGnz3tPYrGyYyncPjSQn0y1cLi/oZ/jWKCW+fvi\n",
       "LesY6utirv89DPbnvo+hwfK/R1HbPIvpoTluDaLEegdwXOj5MLATwMzmAmc75x52zo2a2T8BFwAV\n",
       "xXr//iNHMdzpcXBkNPt4bHSC3bsPltwvVaKlIcALfheuI0fKv3e2+OCbVnHXt55g3dlLSo5leLi/\n",
       "aPvoaP4915FD4w3/HK1MqTmuRF9HnKnxSXbv9gruZELLA8fHJvVdlKHWeRa1ozmeHepxQxTlg9sI\n",
       "XA1gZmuA55xz4/5rCeArfrwa4DeBZ456RDNAospGHuVe2/NyUNa0vuOaDqtOWcBXP7KeFSdEF4MJ\n",
       "2L43/wapVMa7mD2689zgTfCjEkI0PRUta+fcY2b2uJltAiaBG83sBuCAc+47ZvZJ4CEzmwL+0zl3\n",
       "/yyMuWaSoVhvsmJt8DJiPTIGND7BLKDWcSxbMsDPfrGTc05dwLyBLk5aLLdXIwkn+ClmLYSohsi0\n",
       "WOfcbcBtoU1Ph177OvD1GRhXXQkvXaq0zrqwQIWdMIR74WX2jXjOhCbR6pq5dM1Sli8d5MSF/U1z\n",
       "w9HOhEuMKhtcCFENbXGlSMarW2cdFusrf+MV/P6bVgEwOu71IK5nXfPZJB6PcdKiAQl1kxDOxpdl\n",
       "LYSohra4UlS7zronZPEkEjG6OhJ5zTukdaIehC1ribUQohra4kpRbQWz7q6cZd2ZjBOLxegJbZNW\n",
       "i3qQH7PWr0oIEU1biHW4mEilmHXYsg6sn7xqVzKtRR3oVlEUIUSNtN2VolI2eFiYgwtqb3du25xu\n",
       "9R4WR0/YslaCmRCiGtruSlFpjXHY4glKQvaGBLwRpVLFsYfKjQohaqXtrhSHxibLvtbdVdkNPtRX\n",
       "uhypELXQ15Nr5KGYtRCiGtpGrG/bsIbVyxewZnn5rl/9vbmLaGBlh63toX5Z1uLoCYt1YUc0IYQo\n",
       "RdsEYVecMBRZorO/p1isO0Pxxd5ZbK0o2gOtfRdCVINu60OEL5xZsQ51CNOFVdSLay9bzuknzmWo\n",
       "X6EVIUQ0MhXL0JEMLGvdz4j6c9l5J3DZeSc0ehhCiBZBYl3Ahtes4MnNexmc41k8YTe4EEII0Qgk\n",
       "1gVceu5SLj13afZ5l9bBCiGEaDBSogiSEmshhBANRkokhBBCNDkS6wgy5QueCSGEELOCxDqCjNRa\n",
       "CCFEg5FYRyCtFkII0Wgk1hGsXrEAgLdetrzBIxFCCNGuaOlWBAsGe/jqR9arepkQQoiGIcu6CiTU\n",
       "QgghGonEWgghhGhyJNZCCCFEkyOxFkIIIZocibUQQgjR5EishRBCiCZHYi2EEEI0ORJrIYQQosmR\n",
       "WAshhBBNTmQFMzP7FLAe6Abe7ZzbFHrtEuDTQAb4FfAO55yqaQshhBB1pKJlbWbrgXOdc2uBG4A7\n",
       "C3b5S+Aa//Ue4LUzMkohhBCijYlyg68HvgPgnHsaWGJm3aHXf8M5t8N/vAfor/8QhRBCiPYmSqwX\n",
       "4YlwwG5gYfDEOTcCYGaLgcuAf673AIUQQoh2J0qsJwqex/Di01nM7DjgfuD9zrn9dRybEEIIIYhO\n",
       "MNsBHBd6PgzsDJ6Y2QCwEbjdOfcv1ZxweLhfLaxmmOFhRSNmGs3x7KB5nnk0x61BlGW9EbgawMzW\n",
       "AM8558ZDr38e+KJzbuMMjU8IIYRoe2KZTOWVVmb2WeA1wCRwI3AecAAvPr0feCS0+9845748M0MV\n",
       "Qggh2pNIsRZCCCFEY1EFMyGEEKLJkVgLIYQQTY7EWgghhGhyImuDi+bDzD4NrAM6gD8BfgD8L2AQ\n",
       "2AZscM5NmNnrgQ/h1XX/M+fcPY0ZcWtiZj3AU8Af4a2M0BzXGTO7FvgwXgLrx4FH0TzXDTPrB76O\n",
       "N5/dwCeBx9Ac1wUzWwV8G7jTOfclv+5IVXNrZgngbuAMvBomG5xzW8udS5Z1i2FmrwJWOecuAi4H\n",
       "7gI+B3zVOXchsBXY4P+Tfg64ArgY+LCZzWnMqFuW28lV8LsDzXFdMbM+PIFeC/xX4HXot1xv3g78\n",
       "0jm3Hngj8AU0x3XBzHrxli//M7liYbVcJ64HpvzeGp/Gu5Eqi8S69fgx8Gb/8QjQiVfD/T5/2//B\n",
       "+1GcBzzqnDvonBv13/fKWR5ry2JmpwGnAd/zN12C5rjeXAF83zl3yDn3knPuXXgeI81z/dhJrrDV\n",
       "fGAXmuN6MQ78F0KFwqjtOrHO3wfgX/znZZFYtxjOuZRz7rD/9EY8MekLFavZjVfTfbH/OGCXv11U\n",
       "xx3AH+C5pwD6Ncd1ZynQa2b3m9kPzexSNM91xTn3TWCpmT2DJwi3oDmuC/61eLxgcy1zuxjfc+ec\n",
       "mwQSZla2wqfEukUxs6vxxPqD5NdwD+q3R9Z1F6Uxs+uBHzjnnvc3xdAczwTdwMnA6/Fa8N6DF7sO\n",
       "0DwfJf5v+dfOudPwrLw/x7MIAzTH9aWW60Th9opIrFsQM7sC+EPgSufcAeBgqHXpImA7xXXdFwEv\n",
       "zupAW5fXAteY2SPAO/Fi10f8hDPQHNeLHXjuwSnn3Ga8sM5hzXNduQB4AMA59wRwAjCqOZ4xqr0W\n",
       "5203s05g0jlX9gZJ2eAthpkNAncC60Jdzh7AS875O+ANwHeBfwdW+c1W0sBvAu+Z/RG3Hs65twSP\n",
       "zezjeIki5+LVydcc14/vA7/nZ8XOBfrwYnia5/rxHF7M9B/N7Hi8G6IH0BzXkxi5cFkt1+J+f98H\n",
       "8GLfFZthqdxoi2Fm78LLoH3W35TBy/j8GjAHeAZ4u3MubWbX4FmFaeBPnHPfmP0Rtza+WG/B+0f6\n",
       "WzTHdcXMfhcvK7YLb4nco2ie64afdfw1YAFeMupH8eZVc3yUmNkFwJfxrOMpYC9wJfC/qWJuzSwO\n",
       "/BXe0q3DwLXOue3lziexFkIIIZocxayFEEKIJkdiLYQQQjQ5EmshhBCiyZFYCyGEEE2OxFoIIYRo\n",
       "ciTWQgghRJMjsRaiSszsJDNL+20dw9u31un4aX/t5YxhZm80sy1m9vaZPE/EGB7264ALIapEYi1E\n",
       "9WTwitF8zG/vGN5eL8oW8i9HjQL/WuCzzrl7az1PHcmgutNC1ITKjQpRPTG8er4P4NVm/0j4Rd9a\n",
       "vdQ5d53//GHgU/7LtwEvAOcDPwWewis1uAC43Dm3w9/vdjNbj1eK8Hrn3NNmthqvC1gM73/2Vufc\n",
       "z/3j/wdwvpm9yjmXDo3lKn+MY8AoXo3zC/HE+mIzSzvnvhza/wPA24AjeM00NjjndpnZ3cDZQAL4\n",
       "mXPu983sFLw2gA/gtfXbhVe16XrgROAa59yTZvYCXoWmVwNDwPucc/9WMGc3+/OQBrYBv+uf62+A\n",
       "QaAHeMA597HyX4sQxz6yrIWonf8BXGVmKyL2CyzIFF595pv9v9cCe5xz6/HE9vWh9zzpnFuH1x3p\n",
       "E/62rwE3OucuBd4LfDV0/EPOubUFQt0LfAVPNNcB/wT8sXPu7/EE9nNhofb5I+Aqf/+78NoqDgG/\n",
       "cs5djCf0V5jZSv/zrADuds6d6z8+0Tl3OfAN4Dr/mFPAbufcK/G6w/1p+IRmdj7wW865V/nn3Q7c\n",
       "BFwGJJ1zl+A1ojhoZh2VJlqIYx2JtRA14pybAD4EfLGGtz3jnHvZ73W7D3jE3/4ingUZ8H3/70+B\n",
       "M/zGLacB95rZQ3gi3m1mgVfsJyXOtQLY4Zzb5j9/EO8mIaCUq/1vgf9rZrcDW5xzj+HVK36Fmf3Q\n",
       "P8YiPE8AeDcbz/mPt4c+z3Y8KzrgodA4zygYw8XACjN7yP9slwDH+5/9VDP7Jl7rzL/0+/0K0bbI\n",
       "DS7ENHDObTSzm8wsbBUXxmHD/19TBa+Fn4fFM7CQ4+Qs8zHfCs/DzCC/N3E5YqHjlsQ5d5OZLQOu\n",
       "Au4zs/8O9ALnAOudc1Nm9h9lxl/qeUA89LdwDGngPufc+wvfZGanA2vxukN93MzO9tvBCtGWyLIW\n",
       "Yvp8EPgMXsco8CzmoD9tH3B6FccotHIv8/+uBZ5wzo0AW83sSv+4p5jZJyOO+Syw0MyW+s+vJGf5\n",
       "FmFmQ2b2MefcZufcnwH3ABcB84Bf+EJ9AbAM6C53nDKfKcj6vgh4IrQ9A/wYuNLvDIWZvcfM1prZ\n",
       "a/Dc4//mnLsZmMCLhQvRtsiyFqI2stazc26zmX0Lr+0geC7sW83sG8BLwGN4N8Qpymc/ZyCb0Z0C\n",
       "VprZTXhC+TZ/n+uBL/rWbhdwa6UBOueOmNk7gb83s3HgAHBjqc/g7/+ymfWa2c/wXN8Zf/8J4Ltm\n",
       "9iBe68o7gM/jxaQrfZ7wa0vM7F/x3Oc3FZx3k5l9CXjYH+cO4K/xwgJfM7Nb8do6fs85FxZ6IdoO\n",
       "tcgUQswIZrYFLzt+c6PHIkSrIze4EEII0eTIshZCCCGaHFnWQgghRJMjsRZCCCGaHIm1EEII0eRI\n",
       "rIUQQogmR2IthBBCNDkSayGEEKLJ+f/9fYzBr47UJAAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f05e16110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tests['P-value'].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}