MutEx and CoOc test in python.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Permuation based Mutual Exclusive and Co-occurrence for group of items"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scipy.sparse as sparse\n",
    "import random"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is the python implementation of the MutEx algorithm described in the PhD Thesis \"Analysis and visualization of multidimensional cancer genomics data\" : http://www.tdx.cat/handle/10803/301436\n",
    "\n",
    "The same algorithm is also implement in Java in the Gitools software: http://www.gitools.org"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a random sparse DataFrame reperesenting mutations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       s0  s1  s2  s3  s4  s5  s6  s7  s8  s9  s10  s11  s12  s13  s14  s15  \\\n",
       "gene0   1   1   1   1   1   1   1   1   1   1    1    1    1    1    1    1   \n",
       "gene1   0   0   0   0   0   0   0   0   0   0    0    0    0    0    1    1   \n",
       "gene2   0   0   0   0   0   0   0   0   0   0    0    0    0    0    0    0   \n",
       "gene3   0   0   1   0   0   0   0   0   0   0    0    1    1    0    0    0   \n",
       "gene4   0   0   0   0   0   1   0   1   0   0    0    0    0    1    0    0   \n",
       "\n",
       "       s16  s17  s18  s19  s20  s21  s22  s23  s24  s25  s26  s27  s28  s29  \\\n",
       "gene0    1    1    1    1    0    0    0    0    0    0    0    0    0    0   \n",
       "gene1    1    1    1    1    1    1    1    1    1    1    1    1    1    1   \n",
       "gene2    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene3    1    0    0    0    0    0    0    0    0    0    1    0    0    0   \n",
       "gene4    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "\n",
       "       s30  s31  s32  s33  s34  s35  s36  s37  s38  s39  s40  s41  s42  s43  \\\n",
       "gene0    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene1    1    1    1    1    1    0    0    0    0    0    0    0    0    0   \n",
       "gene2    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene3    0    0    0    0    0    0    0    0    0    0    0    0    1    1   \n",
       "gene4    0    1    0    0    0    0    0    0    0    0    0    0    0    1   \n",
       "\n",
       "       s44  s45  s46  s47  s48  s49  s50  s51  s52  s53  s54  s55  s56  s57  \\\n",
       "gene0    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene1    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene2    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene3    0    0    0    0    0    0    1    1    0    0    0    0    0    0   \n",
       "gene4    1    0    0    0    0    0    0    0    1    0    0    0    0    0   \n",
       "\n",
       "       s58  s59  s60  s61  s62  s63  s64  s65  s66  s67  s68  s69  s70  s71  \\\n",
       "gene0    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene1    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene2    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene3    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene4    0    0    1    0    0    1    0    0    0    0    0    0    0    0   \n",
       "\n",
       "       s72  s73  s74  s75  s76  s77  s78  s79  s80  s81  s82  s83  s84  s85  \\\n",
       "gene0    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene1    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene2    0    0    0    0    0    0    0    0    0    1    1    1    1    1   \n",
       "gene3    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene4    0    1    1    0    0    0    0    0    0    0    0    0    0    0   \n",
       "\n",
       "       s86  s87  s88  s89  s90  s91  s92  s93  s94  s95  s96  s97  s98  s99  \n",
       "gene0    0    0    0    0    0    0    0    0    0    0    0    0    0    0  \n",
       "gene1    0    0    0    0    0    0    0    0    0    0    0    0    0    0  \n",
       "gene2    1    1    1    1    1    1    1    1    1    1    1    1    1    1  \n",
       "gene3    0    0    1    0    0    0    0    0    0    0    0    0    0    1  \n",
       "gene4    0    0    0    0    0    0    0    0    0    0    0    0    0    0  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "row, col = 100, 100\n",
    "np.random.seed(77)\n",
    "df = pd.DataFrame(sparse.random(row, col, density=0.15).A).apply(np.ceil)\n",
    "\n",
    "df.loc[0] = [1 if x < 20 else 0 for x in range(0, df.shape[1])]\n",
    "df.loc[1] = [1 if x > 13 and x < 35 else 0 for x in range(0, df.shape[1])]\n",
    "df.loc[2] = [1 if x > 80 else 0 for x in range(0, df.shape[1])]\n",
    "\n",
    "df.columns = ['s' + str(x) for x in df.columns]\n",
    "df.index = ['gene' + str(x) for x in df.index]\n",
    "\n",
    "pd.set_option('display.max_columns', 1000)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## We import mutex and create a MutEx instance\n",
    "\n",
    "The MutEx has to be created with the full data matrix - so it has the correct background event (mutation) rate for both samples and genes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from mutex import MutEx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "m = MutEx(background=df, permutations=2000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example run "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 34.9 ms, sys: 4.65 ms, total: 39.6 ms\n",
      "Wall time: 6.04 s\n",
      "MuTexResult\n",
      "  Zscore:                     -0.4103513279251402\n",
      "  Mutual Exclusive p-value:   0.7515\n",
      "  Co-occurence p-value:       0.4245\n",
      "  Permutations:               2000\n",
      "  Sample Coverage:            40.0\n",
      "  Signal:                     48.0\n"
     ]
    }
   ],
   "source": [
    "%time r = m.calculate(['gene4', 'gene5', 'gene6'], parallel=False)\n",
    "print(r)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example run , multi-threaded"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 106 ms, sys: 83.7 ms, total: 190 ms\n",
      "Wall time: 891 ms\n",
      "MuTexResult\n",
      "  Zscore:                     2.5381965020057105\n",
      "  Mutual Exclusive p-value:   0.0125\n",
      "  Co-occurence p-value:       1.0\n",
      "  Permutations:               2000\n",
      "  Sample Coverage:            54.0\n",
      "  Signal:                     60.0\n"
     ]
    }
   ],
   "source": [
    "%time r = m.calculate(['gene0', 'gene1', 'gene2'])\n",
    "print(r)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example with many groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#some random groups and put it in a generator (alternatively list)\n",
    "random.seed(18)\n",
    "group_generator = (random.sample( df.index.tolist(), random.sample([2,3,4], 1)[0]) for x in range(10) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>items</th>\n",
       "      <th>coverage</th>\n",
       "      <th>signal</th>\n",
       "      <th>mutex_pvalue</th>\n",
       "      <th>co_occurence_pvalue</th>\n",
       "      <th>signal_coverage_ratio</th>\n",
       "      <th>mean_sim_coverage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[gene32, gene88]</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>0.0160</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>35.2355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[gene42, gene30, gene25]</td>\n",
       "      <td>48</td>\n",
       "      <td>54</td>\n",
       "      <td>0.1175</td>\n",
       "      <td>0.9320</td>\n",
       "      <td>0.888889</td>\n",
       "      <td>44.7300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[gene97, gene22, gene30, gene21]</td>\n",
       "      <td>55</td>\n",
       "      <td>68</td>\n",
       "      <td>0.1640</td>\n",
       "      <td>0.9055</td>\n",
       "      <td>0.808824</td>\n",
       "      <td>51.8105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[gene73, gene64, gene25]</td>\n",
       "      <td>46</td>\n",
       "      <td>53</td>\n",
       "      <td>0.2595</td>\n",
       "      <td>0.8715</td>\n",
       "      <td>0.867925</td>\n",
       "      <td>44.1585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[gene25, gene94]</td>\n",
       "      <td>34</td>\n",
       "      <td>36</td>\n",
       "      <td>0.3595</td>\n",
       "      <td>0.8325</td>\n",
       "      <td>0.944444</td>\n",
       "      <td>32.8900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[gene80, gene63, gene23]</td>\n",
       "      <td>42</td>\n",
       "      <td>48</td>\n",
       "      <td>0.4710</td>\n",
       "      <td>0.6740</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>41.3335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[gene37, gene58, gene33]</td>\n",
       "      <td>39</td>\n",
       "      <td>47</td>\n",
       "      <td>0.7530</td>\n",
       "      <td>0.4680</td>\n",
       "      <td>0.829787</td>\n",
       "      <td>39.7870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[gene15, gene84]</td>\n",
       "      <td>28</td>\n",
       "      <td>31</td>\n",
       "      <td>0.8425</td>\n",
       "      <td>0.3445</td>\n",
       "      <td>0.903226</td>\n",
       "      <td>28.8570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[gene96, gene63, gene27, gene91]</td>\n",
       "      <td>43</td>\n",
       "      <td>56</td>\n",
       "      <td>0.8555</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.767857</td>\n",
       "      <td>44.9080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[gene41, gene66]</td>\n",
       "      <td>29</td>\n",
       "      <td>36</td>\n",
       "      <td>0.9880</td>\n",
       "      <td>0.0120</td>\n",
       "      <td>0.805556</td>\n",
       "      <td>32.6725</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              items  coverage  signal  mutex_pvalue  \\\n",
       "4                  [gene32, gene88]        39      39        0.0160   \n",
       "1          [gene42, gene30, gene25]        48      54        0.1175   \n",
       "6  [gene97, gene22, gene30, gene21]        55      68        0.1640   \n",
       "8          [gene73, gene64, gene25]        46      53        0.2595   \n",
       "7                  [gene25, gene94]        34      36        0.3595   \n",
       "2          [gene80, gene63, gene23]        42      48        0.4710   \n",
       "3          [gene37, gene58, gene33]        39      47        0.7530   \n",
       "0                  [gene15, gene84]        28      31        0.8425   \n",
       "9  [gene96, gene63, gene27, gene91]        43      56        0.8555   \n",
       "5                  [gene41, gene66]        29      36        0.9880   \n",
       "\n",
       "   co_occurence_pvalue  signal_coverage_ratio  mean_sim_coverage  \n",
       "4               1.0000               1.000000            35.2355  \n",
       "1               0.9320               0.888889            44.7300  \n",
       "6               0.9055               0.808824            51.8105  \n",
       "8               0.8715               0.867925            44.1585  \n",
       "7               0.8325               0.944444            32.8900  \n",
       "2               0.6740               0.875000            41.3335  \n",
       "3               0.4680               0.829787            39.7870  \n",
       "0               0.3445               0.903226            28.8570  \n",
       "9               0.2500               0.767857            44.9080  \n",
       "5               0.0120               0.805556            32.6725  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_list = [m.calculate(g) for g in group_generator]\n",
    "result_df = pd.DataFrame.from_records([r.__dict__ for r in result_list])\n",
    "result_df[['items','coverage', 'signal', 'mutex_pvalue', 'co_occurence_pvalue', 'signal_coverage_ratio', 'mean_sim_coverage']].sort_values('mutex_pvalue')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Big matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "      <th>s0</th>\n",
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       "      <th>s69</th>\n",
       "      <th>s70</th>\n",
       "      <th>s71</th>\n",
       "      <th>s72</th>\n",
       "      <th>s73</th>\n",
       "      <th>s74</th>\n",
       "      <th>s75</th>\n",
       "      <th>s76</th>\n",
       "      <th>s77</th>\n",
       "      <th>s78</th>\n",
       "      <th>s79</th>\n",
       "      <th>s80</th>\n",
       "      <th>s81</th>\n",
       "      <th>s82</th>\n",
       "      <th>s83</th>\n",
       "      <th>s84</th>\n",
       "      <th>s85</th>\n",
       "      <th>s86</th>\n",
       "      <th>s87</th>\n",
       "      <th>s88</th>\n",
       "      <th>s89</th>\n",
       "      <th>s90</th>\n",
       "      <th>s91</th>\n",
       "      <th>s92</th>\n",
       "      <th>s93</th>\n",
       "      <th>s94</th>\n",
       "      <th>s95</th>\n",
       "      <th>s96</th>\n",
       "      <th>s97</th>\n",
       "      <th>s98</th>\n",
       "      <th>s99</th>\n",
       "      <th>s100</th>\n",
       "      <th>s101</th>\n",
       "      <th>s102</th>\n",
       "      <th>s103</th>\n",
       "      <th>s104</th>\n",
       "      <th>s105</th>\n",
       "      <th>s106</th>\n",
       "      <th>s107</th>\n",
       "      <th>s108</th>\n",
       "      <th>s109</th>\n",
       "      <th>s110</th>\n",
       "      <th>s111</th>\n",
       "      <th>s112</th>\n",
       "      <th>s113</th>\n",
       "      <th>s114</th>\n",
       "      <th>s115</th>\n",
       "      <th>s116</th>\n",
       "      <th>s117</th>\n",
       "      <th>s118</th>\n",
       "      <th>s119</th>\n",
       "      <th>s120</th>\n",
       "      <th>s121</th>\n",
       "      <th>s122</th>\n",
       "      <th>s123</th>\n",
       "      <th>s124</th>\n",
       "      <th>s125</th>\n",
       "      <th>s126</th>\n",
       "      <th>s127</th>\n",
       "      <th>s128</th>\n",
       "      <th>s129</th>\n",
       "      <th>s130</th>\n",
       "      <th>s131</th>\n",
       "      <th>s132</th>\n",
       "      <th>s133</th>\n",
       "      <th>s134</th>\n",
       "      <th>s135</th>\n",
       "      <th>s136</th>\n",
       "      <th>s137</th>\n",
       "      <th>s138</th>\n",
       "      <th>s139</th>\n",
       "      <th>s140</th>\n",
       "      <th>s141</th>\n",
       "      <th>s142</th>\n",
       "      <th>s143</th>\n",
       "      <th>s144</th>\n",
       "      <th>s145</th>\n",
       "      <th>s146</th>\n",
       "      <th>s147</th>\n",
       "      <th>s148</th>\n",
       "      <th>s149</th>\n",
       "      <th>s150</th>\n",
       "      <th>s151</th>\n",
       "      <th>s152</th>\n",
       "      <th>s153</th>\n",
       "      <th>s154</th>\n",
       "      <th>s155</th>\n",
       "      <th>s156</th>\n",
       "      <th>s157</th>\n",
       "      <th>s158</th>\n",
       "      <th>s159</th>\n",
       "      <th>s160</th>\n",
       "      <th>s161</th>\n",
       "      <th>s162</th>\n",
       "      <th>s163</th>\n",
       "      <th>s164</th>\n",
       "      <th>s165</th>\n",
       "      <th>s166</th>\n",
       "      <th>s167</th>\n",
       "      <th>s168</th>\n",
       "      <th>s169</th>\n",
       "      <th>s170</th>\n",
       "      <th>s171</th>\n",
       "      <th>s172</th>\n",
       "      <th>s173</th>\n",
       "      <th>s174</th>\n",
       "      <th>s175</th>\n",
       "      <th>s176</th>\n",
       "      <th>s177</th>\n",
       "      <th>s178</th>\n",
       "      <th>s179</th>\n",
       "      <th>s180</th>\n",
       "      <th>s181</th>\n",
       "      <th>s182</th>\n",
       "      <th>s183</th>\n",
       "      <th>s184</th>\n",
       "      <th>s185</th>\n",
       "      <th>s186</th>\n",
       "      <th>s187</th>\n",
       "      <th>s188</th>\n",
       "      <th>s189</th>\n",
       "      <th>s190</th>\n",
       "      <th>s191</th>\n",
       "      <th>s192</th>\n",
       "      <th>s193</th>\n",
       "      <th>s194</th>\n",
       "      <th>s195</th>\n",
       "      <th>s196</th>\n",
       "      <th>s197</th>\n",
       "      <th>s198</th>\n",
       "      <th>s199</th>\n",
       "      <th>s200</th>\n",
       "      <th>s201</th>\n",
       "      <th>s202</th>\n",
       "      <th>s203</th>\n",
       "      <th>s204</th>\n",
       "      <th>s205</th>\n",
       "      <th>s206</th>\n",
       "      <th>s207</th>\n",
       "      <th>s208</th>\n",
       "      <th>s209</th>\n",
       "      <th>s210</th>\n",
       "      <th>s211</th>\n",
       "      <th>s212</th>\n",
       "      <th>s213</th>\n",
       "      <th>s214</th>\n",
       "      <th>s215</th>\n",
       "      <th>s216</th>\n",
       "      <th>s217</th>\n",
       "      <th>s218</th>\n",
       "      <th>s219</th>\n",
       "      <th>s220</th>\n",
       "      <th>s221</th>\n",
       "      <th>s222</th>\n",
       "      <th>s223</th>\n",
       "      <th>s224</th>\n",
       "      <th>s225</th>\n",
       "      <th>s226</th>\n",
       "      <th>s227</th>\n",
       "      <th>s228</th>\n",
       "      <th>s229</th>\n",
       "      <th>s230</th>\n",
       "      <th>s231</th>\n",
       "      <th>s232</th>\n",
       "      <th>s233</th>\n",
       "      <th>s234</th>\n",
       "      <th>s235</th>\n",
       "      <th>s236</th>\n",
       "      <th>s237</th>\n",
       "      <th>s238</th>\n",
       "      <th>s239</th>\n",
       "      <th>s240</th>\n",
       "      <th>s241</th>\n",
       "      <th>s242</th>\n",
       "      <th>s243</th>\n",
       "      <th>s244</th>\n",
       "      <th>s245</th>\n",
       "      <th>s246</th>\n",
       "      <th>s247</th>\n",
       "      <th>s248</th>\n",
       "      <th>s249</th>\n",
       "      <th>s250</th>\n",
       "      <th>s251</th>\n",
       "      <th>s252</th>\n",
       "      <th>s253</th>\n",
       "      <th>s254</th>\n",
       "      <th>s255</th>\n",
       "      <th>s256</th>\n",
       "      <th>s257</th>\n",
       "      <th>s258</th>\n",
       "      <th>s259</th>\n",
       "      <th>s260</th>\n",
       "      <th>s261</th>\n",
       "      <th>s262</th>\n",
       "      <th>s263</th>\n",
       "      <th>s264</th>\n",
       "      <th>s265</th>\n",
       "      <th>s266</th>\n",
       "      <th>s267</th>\n",
       "      <th>s268</th>\n",
       "      <th>s269</th>\n",
       "      <th>s270</th>\n",
       "      <th>s271</th>\n",
       "      <th>s272</th>\n",
       "      <th>s273</th>\n",
       "      <th>s274</th>\n",
       "      <th>s275</th>\n",
       "      <th>s276</th>\n",
       "      <th>s277</th>\n",
       "      <th>s278</th>\n",
       "      <th>s279</th>\n",
       "      <th>s280</th>\n",
       "      <th>s281</th>\n",
       "      <th>s282</th>\n",
       "      <th>s283</th>\n",
       "      <th>s284</th>\n",
       "      <th>s285</th>\n",
       "      <th>s286</th>\n",
       "      <th>s287</th>\n",
       "      <th>s288</th>\n",
       "      <th>s289</th>\n",
       "      <th>s290</th>\n",
       "      <th>s291</th>\n",
       "      <th>s292</th>\n",
       "      <th>s293</th>\n",
       "      <th>s294</th>\n",
       "      <th>s295</th>\n",
       "      <th>s296</th>\n",
       "      <th>s297</th>\n",
       "      <th>s298</th>\n",
       "      <th>s299</th>\n",
       "      <th>s300</th>\n",
       "      <th>s301</th>\n",
       "      <th>s302</th>\n",
       "      <th>s303</th>\n",
       "      <th>s304</th>\n",
       "      <th>s305</th>\n",
       "      <th>s306</th>\n",
       "      <th>s307</th>\n",
       "      <th>s308</th>\n",
       "      <th>s309</th>\n",
       "      <th>s310</th>\n",
       "      <th>s311</th>\n",
       "      <th>s312</th>\n",
       "      <th>s313</th>\n",
       "      <th>s314</th>\n",
       "      <th>s315</th>\n",
       "      <th>s316</th>\n",
       "      <th>s317</th>\n",
       "      <th>s318</th>\n",
       "      <th>s319</th>\n",
       "      <th>s320</th>\n",
       "      <th>s321</th>\n",
       "      <th>s322</th>\n",
       "      <th>s323</th>\n",
       "      <th>s324</th>\n",
       "      <th>s325</th>\n",
       "      <th>s326</th>\n",
       "      <th>s327</th>\n",
       "      <th>s328</th>\n",
       "      <th>s329</th>\n",
       "      <th>s330</th>\n",
       "      <th>s331</th>\n",
       "      <th>s332</th>\n",
       "      <th>s333</th>\n",
       "      <th>s334</th>\n",
       "      <th>s335</th>\n",
       "      <th>s336</th>\n",
       "      <th>s337</th>\n",
       "      <th>s338</th>\n",
       "      <th>s339</th>\n",
       "      <th>s340</th>\n",
       "      <th>s341</th>\n",
       "      <th>s342</th>\n",
       "      <th>s343</th>\n",
       "      <th>s344</th>\n",
       "      <th>s345</th>\n",
       "      <th>s346</th>\n",
       "      <th>s347</th>\n",
       "      <th>s348</th>\n",
       "      <th>s349</th>\n",
       "      <th>s350</th>\n",
       "      <th>s351</th>\n",
       "      <th>s352</th>\n",
       "      <th>s353</th>\n",
       "      <th>s354</th>\n",
       "      <th>s355</th>\n",
       "      <th>s356</th>\n",
       "      <th>s357</th>\n",
       "      <th>s358</th>\n",
       "      <th>s359</th>\n",
       "      <th>s360</th>\n",
       "      <th>s361</th>\n",
       "      <th>s362</th>\n",
       "      <th>s363</th>\n",
       "      <th>s364</th>\n",
       "      <th>s365</th>\n",
       "      <th>s366</th>\n",
       "      <th>s367</th>\n",
       "      <th>s368</th>\n",
       "      <th>s369</th>\n",
       "      <th>s370</th>\n",
       "      <th>s371</th>\n",
       "      <th>s372</th>\n",
       "      <th>s373</th>\n",
       "      <th>s374</th>\n",
       "      <th>s375</th>\n",
       "      <th>s376</th>\n",
       "      <th>s377</th>\n",
       "      <th>s378</th>\n",
       "      <th>s379</th>\n",
       "      <th>s380</th>\n",
       "      <th>s381</th>\n",
       "      <th>s382</th>\n",
       "      <th>s383</th>\n",
       "      <th>s384</th>\n",
       "      <th>s385</th>\n",
       "      <th>s386</th>\n",
       "      <th>s387</th>\n",
       "      <th>s388</th>\n",
       "      <th>s389</th>\n",
       "      <th>s390</th>\n",
       "      <th>s391</th>\n",
       "      <th>s392</th>\n",
       "      <th>s393</th>\n",
       "      <th>s394</th>\n",
       "      <th>s395</th>\n",
       "      <th>s396</th>\n",
       "      <th>s397</th>\n",
       "      <th>s398</th>\n",
       "      <th>s399</th>\n",
       "      <th>s400</th>\n",
       "      <th>s401</th>\n",
       "      <th>s402</th>\n",
       "      <th>s403</th>\n",
       "      <th>s404</th>\n",
       "      <th>s405</th>\n",
       "      <th>s406</th>\n",
       "      <th>s407</th>\n",
       "      <th>s408</th>\n",
       "      <th>s409</th>\n",
       "      <th>s410</th>\n",
       "      <th>s411</th>\n",
       "      <th>s412</th>\n",
       "      <th>s413</th>\n",
       "      <th>s414</th>\n",
       "      <th>s415</th>\n",
       "      <th>s416</th>\n",
       "      <th>s417</th>\n",
       "      <th>s418</th>\n",
       "      <th>s419</th>\n",
       "      <th>s420</th>\n",
       "      <th>s421</th>\n",
       "      <th>s422</th>\n",
       "      <th>s423</th>\n",
       "      <th>s424</th>\n",
       "      <th>s425</th>\n",
       "      <th>s426</th>\n",
       "      <th>s427</th>\n",
       "      <th>s428</th>\n",
       "      <th>s429</th>\n",
       "      <th>s430</th>\n",
       "      <th>s431</th>\n",
       "      <th>s432</th>\n",
       "      <th>s433</th>\n",
       "      <th>s434</th>\n",
       "      <th>s435</th>\n",
       "      <th>s436</th>\n",
       "      <th>s437</th>\n",
       "      <th>s438</th>\n",
       "      <th>s439</th>\n",
       "      <th>s440</th>\n",
       "      <th>s441</th>\n",
       "      <th>s442</th>\n",
       "      <th>s443</th>\n",
       "      <th>s444</th>\n",
       "      <th>s445</th>\n",
       "      <th>s446</th>\n",
       "      <th>s447</th>\n",
       "      <th>s448</th>\n",
       "      <th>s449</th>\n",
       "      <th>s450</th>\n",
       "      <th>s451</th>\n",
       "      <th>s452</th>\n",
       "      <th>s453</th>\n",
       "      <th>s454</th>\n",
       "      <th>s455</th>\n",
       "      <th>s456</th>\n",
       "      <th>s457</th>\n",
       "      <th>s458</th>\n",
       "      <th>s459</th>\n",
       "      <th>s460</th>\n",
       "      <th>s461</th>\n",
       "      <th>s462</th>\n",
       "      <th>s463</th>\n",
       "      <th>s464</th>\n",
       "      <th>s465</th>\n",
       "      <th>s466</th>\n",
       "      <th>s467</th>\n",
       "      <th>s468</th>\n",
       "      <th>s469</th>\n",
       "      <th>s470</th>\n",
       "      <th>s471</th>\n",
       "      <th>s472</th>\n",
       "      <th>s473</th>\n",
       "      <th>s474</th>\n",
       "      <th>s475</th>\n",
       "      <th>s476</th>\n",
       "      <th>s477</th>\n",
       "      <th>s478</th>\n",
       "      <th>s479</th>\n",
       "      <th>s480</th>\n",
       "      <th>s481</th>\n",
       "      <th>s482</th>\n",
       "      <th>s483</th>\n",
       "      <th>s484</th>\n",
       "      <th>s485</th>\n",
       "      <th>s486</th>\n",
       "      <th>s487</th>\n",
       "      <th>s488</th>\n",
       "      <th>s489</th>\n",
       "      <th>s490</th>\n",
       "      <th>s491</th>\n",
       "      <th>s492</th>\n",
       "      <th>s493</th>\n",
       "      <th>s494</th>\n",
       "      <th>s495</th>\n",
       "      <th>s496</th>\n",
       "      <th>s497</th>\n",
       "      <th>s498</th>\n",
       "      <th>s499</th>\n",
       "      <th>s500</th>\n",
       "      <th>s501</th>\n",
       "      <th>s502</th>\n",
       "      <th>s503</th>\n",
       "      <th>s504</th>\n",
       "      <th>s505</th>\n",
       "      <th>s506</th>\n",
       "      <th>s507</th>\n",
       "      <th>s508</th>\n",
       "      <th>s509</th>\n",
       "      <th>s510</th>\n",
       "      <th>s511</th>\n",
       "      <th>s512</th>\n",
       "      <th>s513</th>\n",
       "      <th>s514</th>\n",
       "      <th>s515</th>\n",
       "      <th>s516</th>\n",
       "      <th>s517</th>\n",
       "      <th>s518</th>\n",
       "      <th>s519</th>\n",
       "      <th>s520</th>\n",
       "      <th>s521</th>\n",
       "      <th>s522</th>\n",
       "      <th>s523</th>\n",
       "      <th>s524</th>\n",
       "      <th>s525</th>\n",
       "      <th>s526</th>\n",
       "      <th>s527</th>\n",
       "      <th>s528</th>\n",
       "      <th>s529</th>\n",
       "      <th>s530</th>\n",
       "      <th>s531</th>\n",
       "      <th>s532</th>\n",
       "      <th>s533</th>\n",
       "      <th>s534</th>\n",
       "      <th>s535</th>\n",
       "      <th>s536</th>\n",
       "      <th>s537</th>\n",
       "      <th>s538</th>\n",
       "      <th>s539</th>\n",
       "      <th>s540</th>\n",
       "      <th>s541</th>\n",
       "      <th>s542</th>\n",
       "      <th>s543</th>\n",
       "      <th>s544</th>\n",
       "      <th>s545</th>\n",
       "      <th>s546</th>\n",
       "      <th>s547</th>\n",
       "      <th>s548</th>\n",
       "      <th>s549</th>\n",
       "      <th>s550</th>\n",
       "      <th>s551</th>\n",
       "      <th>s552</th>\n",
       "      <th>s553</th>\n",
       "      <th>s554</th>\n",
       "      <th>s555</th>\n",
       "      <th>s556</th>\n",
       "      <th>s557</th>\n",
       "      <th>s558</th>\n",
       "      <th>s559</th>\n",
       "      <th>s560</th>\n",
       "      <th>s561</th>\n",
       "      <th>s562</th>\n",
       "      <th>s563</th>\n",
       "      <th>s564</th>\n",
       "      <th>s565</th>\n",
       "      <th>s566</th>\n",
       "      <th>s567</th>\n",
       "      <th>s568</th>\n",
       "      <th>s569</th>\n",
       "      <th>s570</th>\n",
       "      <th>s571</th>\n",
       "      <th>s572</th>\n",
       "      <th>s573</th>\n",
       "      <th>s574</th>\n",
       "      <th>s575</th>\n",
       "      <th>s576</th>\n",
       "      <th>s577</th>\n",
       "      <th>s578</th>\n",
       "      <th>s579</th>\n",
       "      <th>s580</th>\n",
       "      <th>s581</th>\n",
       "      <th>s582</th>\n",
       "      <th>s583</th>\n",
       "      <th>s584</th>\n",
       "      <th>s585</th>\n",
       "      <th>s586</th>\n",
       "      <th>s587</th>\n",
       "      <th>s588</th>\n",
       "      <th>s589</th>\n",
       "      <th>s590</th>\n",
       "      <th>s591</th>\n",
       "      <th>s592</th>\n",
       "      <th>s593</th>\n",
       "      <th>s594</th>\n",
       "      <th>s595</th>\n",
       "      <th>s596</th>\n",
       "      <th>s597</th>\n",
       "      <th>s598</th>\n",
       "      <th>s599</th>\n",
       "      <th>s600</th>\n",
       "      <th>s601</th>\n",
       "      <th>s602</th>\n",
       "      <th>s603</th>\n",
       "      <th>s604</th>\n",
       "      <th>s605</th>\n",
       "      <th>s606</th>\n",
       "      <th>s607</th>\n",
       "      <th>s608</th>\n",
       "      <th>s609</th>\n",
       "      <th>s610</th>\n",
       "      <th>s611</th>\n",
       "      <th>s612</th>\n",
       "      <th>s613</th>\n",
       "      <th>s614</th>\n",
       "      <th>s615</th>\n",
       "      <th>s616</th>\n",
       "      <th>s617</th>\n",
       "      <th>s618</th>\n",
       "      <th>s619</th>\n",
       "      <th>s620</th>\n",
       "      <th>s621</th>\n",
       "      <th>s622</th>\n",
       "      <th>s623</th>\n",
       "      <th>s624</th>\n",
       "      <th>s625</th>\n",
       "      <th>s626</th>\n",
       "      <th>s627</th>\n",
       "      <th>s628</th>\n",
       "      <th>s629</th>\n",
       "      <th>s630</th>\n",
       "      <th>s631</th>\n",
       "      <th>s632</th>\n",
       "      <th>s633</th>\n",
       "      <th>s634</th>\n",
       "      <th>s635</th>\n",
       "      <th>s636</th>\n",
       "      <th>s637</th>\n",
       "      <th>s638</th>\n",
       "      <th>s639</th>\n",
       "      <th>s640</th>\n",
       "      <th>s641</th>\n",
       "      <th>s642</th>\n",
       "      <th>s643</th>\n",
       "      <th>s644</th>\n",
       "      <th>s645</th>\n",
       "      <th>s646</th>\n",
       "      <th>s647</th>\n",
       "      <th>s648</th>\n",
       "      <th>s649</th>\n",
       "      <th>s650</th>\n",
       "      <th>s651</th>\n",
       "      <th>s652</th>\n",
       "      <th>s653</th>\n",
       "      <th>s654</th>\n",
       "      <th>s655</th>\n",
       "      <th>s656</th>\n",
       "      <th>s657</th>\n",
       "      <th>s658</th>\n",
       "      <th>s659</th>\n",
       "      <th>s660</th>\n",
       "      <th>s661</th>\n",
       "      <th>s662</th>\n",
       "      <th>s663</th>\n",
       "      <th>s664</th>\n",
       "      <th>s665</th>\n",
       "      <th>s666</th>\n",
       "      <th>s667</th>\n",
       "      <th>s668</th>\n",
       "      <th>s669</th>\n",
       "      <th>s670</th>\n",
       "      <th>s671</th>\n",
       "      <th>s672</th>\n",
       "      <th>s673</th>\n",
       "      <th>s674</th>\n",
       "      <th>s675</th>\n",
       "      <th>s676</th>\n",
       "      <th>s677</th>\n",
       "      <th>s678</th>\n",
       "      <th>s679</th>\n",
       "      <th>s680</th>\n",
       "      <th>s681</th>\n",
       "      <th>s682</th>\n",
       "      <th>s683</th>\n",
       "      <th>s684</th>\n",
       "      <th>s685</th>\n",
       "      <th>s686</th>\n",
       "      <th>s687</th>\n",
       "      <th>s688</th>\n",
       "      <th>s689</th>\n",
       "      <th>s690</th>\n",
       "      <th>s691</th>\n",
       "      <th>s692</th>\n",
       "      <th>s693</th>\n",
       "      <th>s694</th>\n",
       "      <th>s695</th>\n",
       "      <th>s696</th>\n",
       "      <th>s697</th>\n",
       "      <th>s698</th>\n",
       "      <th>s699</th>\n",
       "      <th>s700</th>\n",
       "      <th>s701</th>\n",
       "      <th>s702</th>\n",
       "      <th>s703</th>\n",
       "      <th>s704</th>\n",
       "      <th>s705</th>\n",
       "      <th>s706</th>\n",
       "      <th>s707</th>\n",
       "      <th>s708</th>\n",
       "      <th>s709</th>\n",
       "      <th>s710</th>\n",
       "      <th>s711</th>\n",
       "      <th>s712</th>\n",
       "      <th>s713</th>\n",
       "      <th>s714</th>\n",
       "      <th>s715</th>\n",
       "      <th>s716</th>\n",
       "      <th>s717</th>\n",
       "      <th>s718</th>\n",
       "      <th>s719</th>\n",
       "      <th>s720</th>\n",
       "      <th>s721</th>\n",
       "      <th>s722</th>\n",
       "      <th>s723</th>\n",
       "      <th>s724</th>\n",
       "      <th>s725</th>\n",
       "      <th>s726</th>\n",
       "      <th>s727</th>\n",
       "      <th>s728</th>\n",
       "      <th>s729</th>\n",
       "      <th>s730</th>\n",
       "      <th>s731</th>\n",
       "      <th>s732</th>\n",
       "      <th>s733</th>\n",
       "      <th>s734</th>\n",
       "      <th>s735</th>\n",
       "      <th>s736</th>\n",
       "      <th>s737</th>\n",
       "      <th>s738</th>\n",
       "      <th>s739</th>\n",
       "      <th>s740</th>\n",
       "      <th>s741</th>\n",
       "      <th>s742</th>\n",
       "      <th>s743</th>\n",
       "      <th>s744</th>\n",
       "      <th>s745</th>\n",
       "      <th>s746</th>\n",
       "      <th>s747</th>\n",
       "      <th>s748</th>\n",
       "      <th>s749</th>\n",
       "      <th>s750</th>\n",
       "      <th>s751</th>\n",
       "      <th>s752</th>\n",
       "      <th>s753</th>\n",
       "      <th>s754</th>\n",
       "      <th>s755</th>\n",
       "      <th>s756</th>\n",
       "      <th>s757</th>\n",
       "      <th>s758</th>\n",
       "      <th>s759</th>\n",
       "      <th>s760</th>\n",
       "      <th>s761</th>\n",
       "      <th>s762</th>\n",
       "      <th>s763</th>\n",
       "      <th>s764</th>\n",
       "      <th>s765</th>\n",
       "      <th>s766</th>\n",
       "      <th>s767</th>\n",
       "      <th>s768</th>\n",
       "      <th>s769</th>\n",
       "      <th>s770</th>\n",
       "      <th>s771</th>\n",
       "      <th>s772</th>\n",
       "      <th>s773</th>\n",
       "      <th>s774</th>\n",
       "      <th>s775</th>\n",
       "      <th>s776</th>\n",
       "      <th>s777</th>\n",
       "      <th>s778</th>\n",
       "      <th>s779</th>\n",
       "      <th>s780</th>\n",
       "      <th>s781</th>\n",
       "      <th>s782</th>\n",
       "      <th>s783</th>\n",
       "      <th>s784</th>\n",
       "      <th>s785</th>\n",
       "      <th>s786</th>\n",
       "      <th>s787</th>\n",
       "      <th>s788</th>\n",
       "      <th>s789</th>\n",
       "      <th>s790</th>\n",
       "      <th>s791</th>\n",
       "      <th>s792</th>\n",
       "      <th>s793</th>\n",
       "      <th>s794</th>\n",
       "      <th>s795</th>\n",
       "      <th>s796</th>\n",
       "      <th>s797</th>\n",
       "      <th>s798</th>\n",
       "      <th>s799</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>gene0</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       s0  s1  s2  s3  s4  s5  s6  s7  s8  s9  s10  s11  s12  s13  s14  s15  \\\n",
       "gene0   0   0   0   0   0   0   0   0   0   0    0    0    0    0    0    0   \n",
       "gene1   0   0   1   0   0   0   0   0   0   0    0    0    0    0    0    0   \n",
       "gene2   0   0   0   0   0   0   0   0   0   0    0    0    0    0    1    0   \n",
       "gene3   0   0   0   0   0   0   0   0   0   0    0    0    0    0    0    0   \n",
       "gene4   0   0   0   0   0   0   0   0   0   0    0    0    0    0    0    0   \n",
       "\n",
       "       s16  s17  s18  s19  s20  s21  s22  s23  s24  s25  s26  s27  s28  s29  \\\n",
       "gene0    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene1    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene2    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene3    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene4    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "\n",
       "       s30  s31  s32  s33  s34  s35  s36  s37  s38  s39  s40  s41  s42  s43  \\\n",
       "gene0    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene1    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene2    0    0    0    0    0    0    1    0    0    0    0    0    0    0   \n",
       "gene3    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene4    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "\n",
       "       s44  s45  s46  s47  s48  s49  s50  s51  s52  s53  s54  s55  s56  s57  \\\n",
       "gene0    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene1    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene2    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene3    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene4    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "\n",
       "       s58  s59  s60  s61  s62  s63  s64  s65  s66  s67  s68  s69  s70  s71  \\\n",
       "gene0    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene1    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene2    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene3    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene4    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "\n",
       "       s72  s73  s74  s75  s76  s77  s78  s79  s80  s81  s82  s83  s84  s85  \\\n",
       "gene0    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene1    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene2    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene3    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene4    0    0    0    0    0    0    1    0    0    0    0    0    0    0   \n",
       "\n",
       "       s86  s87  s88  s89  s90  s91  s92  s93  s94  s95  s96  s97  s98  s99  \\\n",
       "gene0    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene1    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene2    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene3    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "gene4    0    0    0    0    0    0    0    0    0    0    0    0    0    0   \n",
       "\n",
       "       s100  s101  s102  s103  s104  s105  s106  s107  s108  s109  s110  s111  \\\n",
       "gene0     0     0     0     0     1     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     1     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s112  s113  s114  s115  s116  s117  s118  s119  s120  s121  s122  s123  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     1     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s124  s125  s126  s127  s128  s129  s130  s131  s132  s133  s134  s135  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     1     0     0     0     0     0     0     0   \n",
       "\n",
       "       s136  s137  s138  s139  s140  s141  s142  s143  s144  s145  s146  s147  \\\n",
       "gene0     0     0     0     0     0     0     0     0     1     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s148  s149  s150  s151  s152  s153  s154  s155  s156  s157  s158  s159  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s160  s161  s162  s163  s164  s165  s166  s167  s168  s169  s170  s171  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s172  s173  s174  s175  s176  s177  s178  s179  s180  s181  s182  s183  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s184  s185  s186  s187  s188  s189  s190  s191  s192  s193  s194  s195  \\\n",
       "gene0     1     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s196  s197  s198  s199  s200  s201  s202  s203  s204  s205  s206  s207  \\\n",
       "gene0     0     0     0     1     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s208  s209  s210  s211  s212  s213  s214  s215  s216  s217  s218  s219  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s220  s221  s222  s223  s224  s225  s226  s227  s228  s229  s230  s231  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     1     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s232  s233  s234  s235  s236  s237  s238  s239  s240  s241  s242  s243  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     1     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s244  s245  s246  s247  s248  s249  s250  s251  s252  s253  s254  s255  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s256  s257  s258  s259  s260  s261  s262  s263  s264  s265  s266  s267  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     1     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s268  s269  s270  s271  s272  s273  s274  s275  s276  s277  s278  s279  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s280  s281  s282  s283  s284  s285  s286  s287  s288  s289  s290  s291  \\\n",
       "gene0     0     1     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s292  s293  s294  s295  s296  s297  s298  s299  s300  s301  s302  s303  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     1     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s304  s305  s306  s307  s308  s309  s310  s311  s312  s313  s314  s315  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s316  s317  s318  s319  s320  s321  s322  s323  s324  s325  s326  s327  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s328  s329  s330  s331  s332  s333  s334  s335  s336  s337  s338  s339  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     1     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s340  s341  s342  s343  s344  s345  s346  s347  s348  s349  s350  s351  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     1     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s352  s353  s354  s355  s356  s357  s358  s359  s360  s361  s362  s363  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s364  s365  s366  s367  s368  s369  s370  s371  s372  s373  s374  s375  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s376  s377  s378  s379  s380  s381  s382  s383  s384  s385  s386  s387  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s388  s389  s390  s391  s392  s393  s394  s395  s396  s397  s398  s399  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     1     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     1     0     0   \n",
       "\n",
       "       s400  s401  s402  s403  s404  s405  s406  s407  s408  s409  s410  s411  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s412  s413  s414  s415  s416  s417  s418  s419  s420  s421  s422  s423  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s424  s425  s426  s427  s428  s429  s430  s431  s432  s433  s434  s435  \\\n",
       "gene0     0     0     0     0     1     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s436  s437  s438  s439  s440  s441  s442  s443  s444  s445  s446  s447  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     1     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s448  s449  s450  s451  s452  s453  s454  s455  s456  s457  s458  s459  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s460  s461  s462  s463  s464  s465  s466  s467  s468  s469  s470  s471  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s472  s473  s474  s475  s476  s477  s478  s479  s480  s481  s482  s483  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     1     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s484  s485  s486  s487  s488  s489  s490  s491  s492  s493  s494  s495  \\\n",
       "gene0     0     0     0     0     1     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s496  s497  s498  s499  s500  s501  s502  s503  s504  s505  s506  s507  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s508  s509  s510  s511  s512  s513  s514  s515  s516  s517  s518  s519  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s520  s521  s522  s523  s524  s525  s526  s527  s528  s529  s530  s531  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s532  s533  s534  s535  s536  s537  s538  s539  s540  s541  s542  s543  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     1     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s544  s545  s546  s547  s548  s549  s550  s551  s552  s553  s554  s555  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     1   \n",
       "\n",
       "       s556  s557  s558  s559  s560  s561  s562  s563  s564  s565  s566  s567  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     1   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s568  s569  s570  s571  s572  s573  s574  s575  s576  s577  s578  s579  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     1     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s580  s581  s582  s583  s584  s585  s586  s587  s588  s589  s590  s591  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     1     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     1     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s592  s593  s594  s595  s596  s597  s598  s599  s600  s601  s602  s603  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s604  s605  s606  s607  s608  s609  s610  s611  s612  s613  s614  s615  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s616  s617  s618  s619  s620  s621  s622  s623  s624  s625  s626  s627  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s628  s629  s630  s631  s632  s633  s634  s635  s636  s637  s638  s639  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s640  s641  s642  s643  s644  s645  s646  s647  s648  s649  s650  s651  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s652  s653  s654  s655  s656  s657  s658  s659  s660  s661  s662  s663  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s664  s665  s666  s667  s668  s669  s670  s671  s672  s673  s674  s675  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s676  s677  s678  s679  s680  s681  s682  s683  s684  s685  s686  s687  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s688  s689  s690  s691  s692  s693  s694  s695  s696  s697  s698  s699  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     1     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s700  s701  s702  s703  s704  s705  s706  s707  s708  s709  s710  s711  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s712  s713  s714  s715  s716  s717  s718  s719  s720  s721  s722  s723  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s724  s725  s726  s727  s728  s729  s730  s731  s732  s733  s734  s735  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     1     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s736  s737  s738  s739  s740  s741  s742  s743  s744  s745  s746  s747  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     1     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s748  s749  s750  s751  s752  s753  s754  s755  s756  s757  s758  s759  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     1   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s760  s761  s762  s763  s764  s765  s766  s767  s768  s769  s770  s771  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s772  s773  s774  s775  s776  s777  s778  s779  s780  s781  s782  s783  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     1     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "\n",
       "       s784  s785  s786  s787  s788  s789  s790  s791  s792  s793  s794  s795  \\\n",
       "gene0     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene1     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene2     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene3     0     0     0     0     0     0     0     0     0     0     0     0   \n",
       "gene4     0     0     0     0     0     0     0     0     1     0     0     0   \n",
       "\n",
       "       s796  s797  s798  s799  \n",
       "gene0     0     0     0     0  \n",
       "gene1     0     0     0     0  \n",
       "gene2     0     0     0     0  \n",
       "gene3     0     0     0     0  \n",
       "gene4     0     0     0     0  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "row, col = 10000, 800\n",
    "np.random.seed(77)\n",
    "df = pd.DataFrame(sparse.random(row, col).A).apply(np.ceil)\n",
    "\n",
    "df.columns = ['s' + str(x) for x in df.columns]\n",
    "df.index = ['gene' + str(x) for x in df.index]\n",
    "\n",
    "pd.set_option('display.max_columns', 1000)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 4.7 s, sys: 4.28 s, total: 8.98 s\n",
      "Wall time: 12.7 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "MuTexResult\n",
       "  Zscore:                     1.5955557182649056\n",
       "  Mutual Exclusive p-value:   0.0722\n",
       "  Co-occurence p-value:       0.961\n",
       "  Permutations:               10000\n",
       "  Sample Coverage:            132.0\n",
       "  Signal:                     138.0"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = MutEx(df, permutations=10000)\n",
    "group = random.sample( df.index.tolist(), 20)\n",
    "%time r = m.calculate(group)\n",
    "r"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparing simulation with 'original' data\n",
    "\n",
    "We compute the mutational burden per sample and do 500 simulations of the mutation matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sample_mut_orig = df.apply(sum)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "s0     98\n",
       "s1    104\n",
       "s2     86\n",
       "s3     98\n",
       "s4    118\n",
       "dtype: float64"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample_mut_orig.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from pandas.tools.plotting import parallel_coordinates\n",
    "import matplotlib.pylab as pylab\n",
    "%matplotlib inline  \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The 500 simulations of the mutation matrix - parallel execution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 5.58 s, sys: 6.73 s, total: 12.3 s\n",
      "Wall time: 3min 5s\n"
     ]
    }
   ],
   "source": [
    "from functools import partial\n",
    "import multiprocessing as mp\n",
    "pool = mp.Pool(processes=mp.cpu_count())\n",
    "def dosim(m,x):\n",
    "    np.random.seed(x)\n",
    "    return m._simulate_observations(df.apply(sum, axis=1)).apply(sum)\n",
    "partial_simul = partial(dosim)\n",
    "n = 500\n",
    "%time simulated_results = pool.starmap(partial_simul.func, zip(itertools.repeat(m,n), range(n)) )\n",
    "pool.close()  # we are not adding any more processes\n",
    "pool.join()  # tell it to wait until all threads are done before going on"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "calculate mean and standard deviation of simulated mutational burden for each sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "      <th>s405</th>\n",
       "      <th>s406</th>\n",
       "      <th>s407</th>\n",
       "      <th>s408</th>\n",
       "      <th>s409</th>\n",
       "      <th>s410</th>\n",
       "      <th>s411</th>\n",
       "      <th>s412</th>\n",
       "      <th>s413</th>\n",
       "      <th>s414</th>\n",
       "      <th>s415</th>\n",
       "      <th>s416</th>\n",
       "      <th>s417</th>\n",
       "      <th>s418</th>\n",
       "      <th>s419</th>\n",
       "      <th>s420</th>\n",
       "      <th>s421</th>\n",
       "      <th>s422</th>\n",
       "      <th>s423</th>\n",
       "      <th>s424</th>\n",
       "      <th>s425</th>\n",
       "      <th>s426</th>\n",
       "      <th>s427</th>\n",
       "      <th>s428</th>\n",
       "      <th>s429</th>\n",
       "      <th>s430</th>\n",
       "      <th>s431</th>\n",
       "      <th>s432</th>\n",
       "      <th>s433</th>\n",
       "      <th>s434</th>\n",
       "      <th>s435</th>\n",
       "      <th>s436</th>\n",
       "      <th>s437</th>\n",
       "      <th>s438</th>\n",
       "      <th>s439</th>\n",
       "      <th>s440</th>\n",
       "      <th>s441</th>\n",
       "      <th>s442</th>\n",
       "      <th>s443</th>\n",
       "      <th>s444</th>\n",
       "      <th>s445</th>\n",
       "      <th>s446</th>\n",
       "      <th>s447</th>\n",
       "      <th>s448</th>\n",
       "      <th>s449</th>\n",
       "      <th>s450</th>\n",
       "      <th>s451</th>\n",
       "      <th>s452</th>\n",
       "      <th>s453</th>\n",
       "      <th>s454</th>\n",
       "      <th>s455</th>\n",
       "      <th>s456</th>\n",
       "      <th>s457</th>\n",
       "      <th>s458</th>\n",
       "      <th>s459</th>\n",
       "      <th>s460</th>\n",
       "      <th>s461</th>\n",
       "      <th>s462</th>\n",
       "      <th>s463</th>\n",
       "      <th>s464</th>\n",
       "      <th>s465</th>\n",
       "      <th>s466</th>\n",
       "      <th>s467</th>\n",
       "      <th>s468</th>\n",
       "      <th>s469</th>\n",
       "      <th>s470</th>\n",
       "      <th>s471</th>\n",
       "      <th>s472</th>\n",
       "      <th>s473</th>\n",
       "      <th>s474</th>\n",
       "      <th>s475</th>\n",
       "      <th>s476</th>\n",
       "      <th>s477</th>\n",
       "      <th>s478</th>\n",
       "      <th>s479</th>\n",
       "      <th>s480</th>\n",
       "      <th>s481</th>\n",
       "      <th>s482</th>\n",
       "      <th>s483</th>\n",
       "      <th>s484</th>\n",
       "      <th>s485</th>\n",
       "      <th>s486</th>\n",
       "      <th>s487</th>\n",
       "      <th>s488</th>\n",
       "      <th>s489</th>\n",
       "      <th>s490</th>\n",
       "      <th>s491</th>\n",
       "      <th>s492</th>\n",
       "      <th>s493</th>\n",
       "      <th>s494</th>\n",
       "      <th>s495</th>\n",
       "      <th>s496</th>\n",
       "      <th>s497</th>\n",
       "      <th>s498</th>\n",
       "      <th>s499</th>\n",
       "      <th>s500</th>\n",
       "      <th>s501</th>\n",
       "      <th>s502</th>\n",
       "      <th>s503</th>\n",
       "      <th>s504</th>\n",
       "      <th>s505</th>\n",
       "      <th>s506</th>\n",
       "      <th>s507</th>\n",
       "      <th>s508</th>\n",
       "      <th>s509</th>\n",
       "      <th>s510</th>\n",
       "      <th>s511</th>\n",
       "      <th>s512</th>\n",
       "      <th>s513</th>\n",
       "      <th>s514</th>\n",
       "      <th>s515</th>\n",
       "      <th>s516</th>\n",
       "      <th>s517</th>\n",
       "      <th>s518</th>\n",
       "      <th>s519</th>\n",
       "      <th>s520</th>\n",
       "      <th>s521</th>\n",
       "      <th>s522</th>\n",
       "      <th>s523</th>\n",
       "      <th>s524</th>\n",
       "      <th>s525</th>\n",
       "      <th>s526</th>\n",
       "      <th>s527</th>\n",
       "      <th>s528</th>\n",
       "      <th>s529</th>\n",
       "      <th>s530</th>\n",
       "      <th>s531</th>\n",
       "      <th>s532</th>\n",
       "      <th>s533</th>\n",
       "      <th>s534</th>\n",
       "      <th>s535</th>\n",
       "      <th>s536</th>\n",
       "      <th>s537</th>\n",
       "      <th>s538</th>\n",
       "      <th>s539</th>\n",
       "      <th>s540</th>\n",
       "      <th>s541</th>\n",
       "      <th>s542</th>\n",
       "      <th>s543</th>\n",
       "      <th>s544</th>\n",
       "      <th>s545</th>\n",
       "      <th>s546</th>\n",
       "      <th>s547</th>\n",
       "      <th>s548</th>\n",
       "      <th>s549</th>\n",
       "      <th>s550</th>\n",
       "      <th>s551</th>\n",
       "      <th>s552</th>\n",
       "      <th>s553</th>\n",
       "      <th>s554</th>\n",
       "      <th>s555</th>\n",
       "      <th>s556</th>\n",
       "      <th>s557</th>\n",
       "      <th>s558</th>\n",
       "      <th>s559</th>\n",
       "      <th>s560</th>\n",
       "      <th>s561</th>\n",
       "      <th>s562</th>\n",
       "      <th>s563</th>\n",
       "      <th>s564</th>\n",
       "      <th>s565</th>\n",
       "      <th>s566</th>\n",
       "      <th>s567</th>\n",
       "      <th>s568</th>\n",
       "      <th>s569</th>\n",
       "      <th>s570</th>\n",
       "      <th>s571</th>\n",
       "      <th>s572</th>\n",
       "      <th>s573</th>\n",
       "      <th>s574</th>\n",
       "      <th>s575</th>\n",
       "      <th>s576</th>\n",
       "      <th>s577</th>\n",
       "      <th>s578</th>\n",
       "      <th>s579</th>\n",
       "      <th>s580</th>\n",
       "      <th>s581</th>\n",
       "      <th>s582</th>\n",
       "      <th>s583</th>\n",
       "      <th>s584</th>\n",
       "      <th>s585</th>\n",
       "      <th>s586</th>\n",
       "      <th>s587</th>\n",
       "      <th>s588</th>\n",
       "      <th>s589</th>\n",
       "      <th>s590</th>\n",
       "      <th>s591</th>\n",
       "      <th>s592</th>\n",
       "      <th>s593</th>\n",
       "      <th>s594</th>\n",
       "      <th>s595</th>\n",
       "      <th>s596</th>\n",
       "      <th>s597</th>\n",
       "      <th>s598</th>\n",
       "      <th>s599</th>\n",
       "      <th>s600</th>\n",
       "      <th>s601</th>\n",
       "      <th>s602</th>\n",
       "      <th>s603</th>\n",
       "      <th>s604</th>\n",
       "      <th>s605</th>\n",
       "      <th>s606</th>\n",
       "      <th>s607</th>\n",
       "      <th>s608</th>\n",
       "      <th>s609</th>\n",
       "      <th>s610</th>\n",
       "      <th>s611</th>\n",
       "      <th>s612</th>\n",
       "      <th>s613</th>\n",
       "      <th>s614</th>\n",
       "      <th>s615</th>\n",
       "      <th>s616</th>\n",
       "      <th>s617</th>\n",
       "      <th>s618</th>\n",
       "      <th>s619</th>\n",
       "      <th>s620</th>\n",
       "      <th>s621</th>\n",
       "      <th>s622</th>\n",
       "      <th>s623</th>\n",
       "      <th>s624</th>\n",
       "      <th>s625</th>\n",
       "      <th>s626</th>\n",
       "      <th>s627</th>\n",
       "      <th>s628</th>\n",
       "      <th>s629</th>\n",
       "      <th>s630</th>\n",
       "      <th>s631</th>\n",
       "      <th>s632</th>\n",
       "      <th>s633</th>\n",
       "      <th>s634</th>\n",
       "      <th>s635</th>\n",
       "      <th>s636</th>\n",
       "      <th>s637</th>\n",
       "      <th>s638</th>\n",
       "      <th>s639</th>\n",
       "      <th>s640</th>\n",
       "      <th>s641</th>\n",
       "      <th>s642</th>\n",
       "      <th>s643</th>\n",
       "      <th>s644</th>\n",
       "      <th>s645</th>\n",
       "      <th>s646</th>\n",
       "      <th>s647</th>\n",
       "      <th>s648</th>\n",
       "      <th>s649</th>\n",
       "      <th>s650</th>\n",
       "      <th>s651</th>\n",
       "      <th>s652</th>\n",
       "      <th>s653</th>\n",
       "      <th>s654</th>\n",
       "      <th>s655</th>\n",
       "      <th>s656</th>\n",
       "      <th>s657</th>\n",
       "      <th>s658</th>\n",
       "      <th>s659</th>\n",
       "      <th>s660</th>\n",
       "      <th>s661</th>\n",
       "      <th>s662</th>\n",
       "      <th>s663</th>\n",
       "      <th>s664</th>\n",
       "      <th>s665</th>\n",
       "      <th>s666</th>\n",
       "      <th>s667</th>\n",
       "      <th>s668</th>\n",
       "      <th>s669</th>\n",
       "      <th>s670</th>\n",
       "      <th>s671</th>\n",
       "      <th>s672</th>\n",
       "      <th>s673</th>\n",
       "      <th>s674</th>\n",
       "      <th>s675</th>\n",
       "      <th>s676</th>\n",
       "      <th>s677</th>\n",
       "      <th>s678</th>\n",
       "      <th>s679</th>\n",
       "      <th>s680</th>\n",
       "      <th>s681</th>\n",
       "      <th>s682</th>\n",
       "      <th>s683</th>\n",
       "      <th>s684</th>\n",
       "      <th>s685</th>\n",
       "      <th>s686</th>\n",
       "      <th>s687</th>\n",
       "      <th>s688</th>\n",
       "      <th>s689</th>\n",
       "      <th>s690</th>\n",
       "      <th>s691</th>\n",
       "      <th>s692</th>\n",
       "      <th>s693</th>\n",
       "      <th>s694</th>\n",
       "      <th>s695</th>\n",
       "      <th>s696</th>\n",
       "      <th>s697</th>\n",
       "      <th>s698</th>\n",
       "      <th>s699</th>\n",
       "      <th>s700</th>\n",
       "      <th>s701</th>\n",
       "      <th>s702</th>\n",
       "      <th>s703</th>\n",
       "      <th>s704</th>\n",
       "      <th>s705</th>\n",
       "      <th>s706</th>\n",
       "      <th>s707</th>\n",
       "      <th>s708</th>\n",
       "      <th>s709</th>\n",
       "      <th>s710</th>\n",
       "      <th>s711</th>\n",
       "      <th>s712</th>\n",
       "      <th>s713</th>\n",
       "      <th>s714</th>\n",
       "      <th>s715</th>\n",
       "      <th>s716</th>\n",
       "      <th>s717</th>\n",
       "      <th>s718</th>\n",
       "      <th>s719</th>\n",
       "      <th>s720</th>\n",
       "      <th>s721</th>\n",
       "      <th>s722</th>\n",
       "      <th>s723</th>\n",
       "      <th>s724</th>\n",
       "      <th>s725</th>\n",
       "      <th>s726</th>\n",
       "      <th>s727</th>\n",
       "      <th>s728</th>\n",
       "      <th>s729</th>\n",
       "      <th>s730</th>\n",
       "      <th>s731</th>\n",
       "      <th>s732</th>\n",
       "      <th>s733</th>\n",
       "      <th>s734</th>\n",
       "      <th>s735</th>\n",
       "      <th>s736</th>\n",
       "      <th>s737</th>\n",
       "      <th>s738</th>\n",
       "      <th>s739</th>\n",
       "      <th>s740</th>\n",
       "      <th>s741</th>\n",
       "      <th>s742</th>\n",
       "      <th>s743</th>\n",
       "      <th>s744</th>\n",
       "      <th>s745</th>\n",
       "      <th>s746</th>\n",
       "      <th>s747</th>\n",
       "      <th>s748</th>\n",
       "      <th>s749</th>\n",
       "      <th>s750</th>\n",
       "      <th>s751</th>\n",
       "      <th>s752</th>\n",
       "      <th>s753</th>\n",
       "      <th>s754</th>\n",
       "      <th>s755</th>\n",
       "      <th>s756</th>\n",
       "      <th>s757</th>\n",
       "      <th>s758</th>\n",
       "      <th>s759</th>\n",
       "      <th>s760</th>\n",
       "      <th>s761</th>\n",
       "      <th>s762</th>\n",
       "      <th>s763</th>\n",
       "      <th>s764</th>\n",
       "      <th>s765</th>\n",
       "      <th>s766</th>\n",
       "      <th>s767</th>\n",
       "      <th>s768</th>\n",
       "      <th>s769</th>\n",
       "      <th>s770</th>\n",
       "      <th>s771</th>\n",
       "      <th>s772</th>\n",
       "      <th>s773</th>\n",
       "      <th>s774</th>\n",
       "      <th>s775</th>\n",
       "      <th>s776</th>\n",
       "      <th>s777</th>\n",
       "      <th>s778</th>\n",
       "      <th>s779</th>\n",
       "      <th>s780</th>\n",
       "      <th>s781</th>\n",
       "      <th>s782</th>\n",
       "      <th>s783</th>\n",
       "      <th>s784</th>\n",
       "      <th>s785</th>\n",
       "      <th>s786</th>\n",
       "      <th>s787</th>\n",
       "      <th>s788</th>\n",
       "      <th>s789</th>\n",
       "      <th>s790</th>\n",
       "      <th>s791</th>\n",
       "      <th>s792</th>\n",
       "      <th>s793</th>\n",
       "      <th>s794</th>\n",
       "      <th>s795</th>\n",
       "      <th>s796</th>\n",
       "      <th>s797</th>\n",
       "      <th>s798</th>\n",
       "      <th>s799</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>133</td>\n",
       "      <td>74</td>\n",
       "      <td>79</td>\n",
       "      <td>123</td>\n",
       "      <td>97</td>\n",
       "      <td>110</td>\n",
       "      <td>94</td>\n",
       "      <td>78</td>\n",
       "      <td>88</td>\n",
       "      <td>93</td>\n",
       "      <td>102</td>\n",
       "      <td>90</td>\n",
       "      <td>95</td>\n",
       "      <td>99</td>\n",
       "      <td>96</td>\n",
       "      <td>80</td>\n",
       "      <td>99</td>\n",
       "      <td>85</td>\n",
       "      <td>129</td>\n",
       "      <td>134</td>\n",
       "      <td>103</td>\n",
       "      <td>118</td>\n",
       "      <td>115</td>\n",
       "      <td>108</td>\n",
       "      <td>99</td>\n",
       "      <td>108</td>\n",
       "      <td>93</td>\n",
       "      <td>135</td>\n",
       "      <td>122</td>\n",
       "      <td>78</td>\n",
       "      <td>80</td>\n",
       "      <td>105</td>\n",
       "      <td>119</td>\n",
       "      <td>122</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>98</td>\n",
       "      <td>89</td>\n",
       "      <td>102</td>\n",
       "      <td>94</td>\n",
       "      <td>104</td>\n",
       "      <td>111</td>\n",
       "      <td>103</td>\n",
       "      <td>102</td>\n",
       "      <td>119</td>\n",
       "      <td>122</td>\n",
       "      <td>104</td>\n",
       "      <td>94</td>\n",
       "      <td>102</td>\n",
       "      <td>85</td>\n",
       "      <td>101</td>\n",
       "      <td>102</td>\n",
       "      <td>97</td>\n",
       "      <td>95</td>\n",
       "      <td>104</td>\n",
       "      <td>82</td>\n",
       "      <td>111</td>\n",
       "      <td>102</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>109</td>\n",
       "      <td>112</td>\n",
       "      <td>96</td>\n",
       "      <td>110</td>\n",
       "      <td>97</td>\n",
       "      <td>103</td>\n",
       "      <td>99</td>\n",
       "      <td>129</td>\n",
       "      <td>126</td>\n",
       "      <td>104</td>\n",
       "      <td>88</td>\n",
       "      <td>96</td>\n",
       "      <td>92</td>\n",
       "      <td>123</td>\n",
       "      <td>107</td>\n",
       "      <td>124</td>\n",
       "      <td>112</td>\n",
       "      <td>93</td>\n",
       "      <td>83</td>\n",
       "      <td>107</td>\n",
       "      <td>125</td>\n",
       "      <td>90</td>\n",
       "      <td>93</td>\n",
       "      <td>117</td>\n",
       "      <td>112</td>\n",
       "      <td>103</td>\n",
       "      <td>134</td>\n",
       "      <td>97</td>\n",
       "      <td>119</td>\n",
       "      <td>108</td>\n",
       "      <td>116</td>\n",
       "      <td>84</td>\n",
       "      <td>113</td>\n",
       "      <td>97</td>\n",
       "      <td>86</td>\n",
       "      <td>119</td>\n",
       "      <td>93</td>\n",
       "      <td>120</td>\n",
       "      <td>98</td>\n",
       "      <td>97</td>\n",
       "      <td>104</td>\n",
       "      <td>105</td>\n",
       "      <td>126</td>\n",
       "      <td>129</td>\n",
       "      <td>105</td>\n",
       "      <td>116</td>\n",
       "      <td>95</td>\n",
       "      <td>94</td>\n",
       "      <td>88</td>\n",
       "      <td>102</td>\n",
       "      <td>93</td>\n",
       "      <td>84</td>\n",
       "      <td>98</td>\n",
       "      <td>96</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>113</td>\n",
       "      <td>101</td>\n",
       "      <td>110</td>\n",
       "      <td>113</td>\n",
       "      <td>90</td>\n",
       "      <td>88</td>\n",
       "      <td>85</td>\n",
       "      <td>95</td>\n",
       "      <td>87</td>\n",
       "      <td>113</td>\n",
       "      <td>82</td>\n",
       "      <td>91</td>\n",
       "      <td>78</td>\n",
       "      <td>120</td>\n",
       "      <td>116</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>103</td>\n",
       "      <td>101</td>\n",
       "      <td>110</td>\n",
       "      <td>97</td>\n",
       "      <td>95</td>\n",
       "      <td>103</td>\n",
       "      <td>94</td>\n",
       "      <td>93</td>\n",
       "      <td>94</td>\n",
       "      <td>107</td>\n",
       "      <td>105</td>\n",
       "      <td>114</td>\n",
       "      <td>104</td>\n",
       "      <td>93</td>\n",
       "      <td>111</td>\n",
       "      <td>67</td>\n",
       "      <td>101</td>\n",
       "      <td>128</td>\n",
       "      <td>94</td>\n",
       "      <td>77</td>\n",
       "      <td>93</td>\n",
       "      <td>84</td>\n",
       "      <td>109</td>\n",
       "      <td>141</td>\n",
       "      <td>131</td>\n",
       "      <td>108</td>\n",
       "      <td>86</td>\n",
       "      <td>107</td>\n",
       "      <td>128</td>\n",
       "      <td>79</td>\n",
       "      <td>111</td>\n",
       "      <td>95</td>\n",
       "      <td>94</td>\n",
       "      <td>71</td>\n",
       "      <td>100</td>\n",
       "      <td>97</td>\n",
       "      <td>107</td>\n",
       "      <td>98</td>\n",
       "      <td>81</td>\n",
       "      <td>107</td>\n",
       "      <td>91</td>\n",
       "      <td>81</td>\n",
       "      <td>123</td>\n",
       "      <td>73</td>\n",
       "      <td>97</td>\n",
       "      <td>97</td>\n",
       "      <td>113</td>\n",
       "      <td>114</td>\n",
       "      <td>108</td>\n",
       "      <td>114</td>\n",
       "      <td>95</td>\n",
       "      <td>80</td>\n",
       "      <td>90</td>\n",
       "      <td>76</td>\n",
       "      <td>107</td>\n",
       "      <td>90</td>\n",
       "      <td>116</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>85</td>\n",
       "      <td>115</td>\n",
       "      <td>96</td>\n",
       "      <td>117</td>\n",
       "      <td>109</td>\n",
       "      <td>78</td>\n",
       "      <td>90</td>\n",
       "      <td>127</td>\n",
       "      <td>101</td>\n",
       "      <td>121</td>\n",
       "      <td>127</td>\n",
       "      <td>101</td>\n",
       "      <td>95</td>\n",
       "      <td>107</td>\n",
       "      <td>97</td>\n",
       "      <td>81</td>\n",
       "      <td>118</td>\n",
       "      <td>73</td>\n",
       "      <td>109</td>\n",
       "      <td>113</td>\n",
       "      <td>101</td>\n",
       "      <td>93</td>\n",
       "      <td>96</td>\n",
       "      <td>106</td>\n",
       "      <td>102</td>\n",
       "      <td>107</td>\n",
       "      <td>108</td>\n",
       "      <td>82</td>\n",
       "      <td>94</td>\n",
       "      <td>116</td>\n",
       "      <td>108</td>\n",
       "      <td>97</td>\n",
       "      <td>109</td>\n",
       "      <td>99</td>\n",
       "      <td>104</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>90</td>\n",
       "      <td>96</td>\n",
       "      <td>92</td>\n",
       "      <td>101</td>\n",
       "      <td>106</td>\n",
       "      <td>91</td>\n",
       "      <td>114</td>\n",
       "      <td>86</td>\n",
       "      <td>106</td>\n",
       "      <td>96</td>\n",
       "      <td>109</td>\n",
       "      <td>79</td>\n",
       "      <td>112</td>\n",
       "      <td>90</td>\n",
       "      <td>107</td>\n",
       "      <td>99</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>92</td>\n",
       "      <td>104</td>\n",
       "      <td>101</td>\n",
       "      <td>107</td>\n",
       "      <td>137</td>\n",
       "      <td>107</td>\n",
       "      <td>89</td>\n",
       "      <td>112</td>\n",
       "      <td>82</td>\n",
       "      <td>96</td>\n",
       "      <td>99</td>\n",
       "      <td>84</td>\n",
       "      <td>108</td>\n",
       "      <td>94</td>\n",
       "      <td>99</td>\n",
       "      <td>123</td>\n",
       "      <td>72</td>\n",
       "      <td>93</td>\n",
       "      <td>103</td>\n",
       "      <td>121</td>\n",
       "      <td>98</td>\n",
       "      <td>86</td>\n",
       "      <td>89</td>\n",
       "      <td>110</td>\n",
       "      <td>92</td>\n",
       "      <td>82</td>\n",
       "      <td>99</td>\n",
       "      <td>87</td>\n",
       "      <td>90</td>\n",
       "      <td>67</td>\n",
       "      <td>104</td>\n",
       "      <td>115</td>\n",
       "      <td>106</td>\n",
       "      <td>88</td>\n",
       "      <td>122</td>\n",
       "      <td>78</td>\n",
       "      <td>117</td>\n",
       "      <td>106</td>\n",
       "      <td>87</td>\n",
       "      <td>90</td>\n",
       "      <td>105</td>\n",
       "      <td>107</td>\n",
       "      <td>82</td>\n",
       "      <td>92</td>\n",
       "      <td>104</td>\n",
       "      <td>85</td>\n",
       "      <td>71</td>\n",
       "      <td>79</td>\n",
       "      <td>95</td>\n",
       "      <td>89</td>\n",
       "      <td>100</td>\n",
       "      <td>86</td>\n",
       "      <td>81</td>\n",
       "      <td>91</td>\n",
       "      <td>100</td>\n",
       "      <td>99</td>\n",
       "      <td>89</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>98</td>\n",
       "      <td>97</td>\n",
       "      <td>78</td>\n",
       "      <td>114</td>\n",
       "      <td>86</td>\n",
       "      <td>100</td>\n",
       "      <td>99</td>\n",
       "      <td>85</td>\n",
       "      <td>101</td>\n",
       "      <td>112</td>\n",
       "      <td>100</td>\n",
       "      <td>82</td>\n",
       "      <td>128</td>\n",
       "      <td>83</td>\n",
       "      <td>135</td>\n",
       "      <td>92</td>\n",
       "      <td>109</td>\n",
       "      <td>78</td>\n",
       "      <td>102</td>\n",
       "      <td>92</td>\n",
       "      <td>76</td>\n",
       "      <td>104</td>\n",
       "      <td>110</td>\n",
       "      <td>91</td>\n",
       "      <td>116</td>\n",
       "      <td>95</td>\n",
       "      <td>86</td>\n",
       "      <td>111</td>\n",
       "      <td>106</td>\n",
       "      <td>114</td>\n",
       "      <td>79</td>\n",
       "      <td>104</td>\n",
       "      <td>99</td>\n",
       "      <td>108</td>\n",
       "      <td>90</td>\n",
       "      <td>78</td>\n",
       "      <td>116</td>\n",
       "      <td>112</td>\n",
       "      <td>77</td>\n",
       "      <td>102</td>\n",
       "      <td>133</td>\n",
       "      <td>108</td>\n",
       "      <td>80</td>\n",
       "      <td>99</td>\n",
       "      <td>89</td>\n",
       "      <td>94</td>\n",
       "      <td>89</td>\n",
       "      <td>101</td>\n",
       "      <td>78</td>\n",
       "      <td>123</td>\n",
       "      <td>117</td>\n",
       "      <td>98</td>\n",
       "      <td>92</td>\n",
       "      <td>102</td>\n",
       "      <td>96</td>\n",
       "      <td>82</td>\n",
       "      <td>121</td>\n",
       "      <td>92</td>\n",
       "      <td>118</td>\n",
       "      <td>112</td>\n",
       "      <td>89</td>\n",
       "      <td>101</td>\n",
       "      <td>90</td>\n",
       "      <td>102</td>\n",
       "      <td>106</td>\n",
       "      <td>104</td>\n",
       "      <td>86</td>\n",
       "      <td>95</td>\n",
       "      <td>104</td>\n",
       "      <td>88</td>\n",
       "      <td>94</td>\n",
       "      <td>106</td>\n",
       "      <td>85</td>\n",
       "      <td>143</td>\n",
       "      <td>95</td>\n",
       "      <td>102</td>\n",
       "      <td>89</td>\n",
       "      <td>84</td>\n",
       "      <td>119</td>\n",
       "      <td>68</td>\n",
       "      <td>110</td>\n",
       "      <td>105</td>\n",
       "      <td>109</td>\n",
       "      <td>87</td>\n",
       "      <td>89</td>\n",
       "      <td>87</td>\n",
       "      <td>100</td>\n",
       "      <td>98</td>\n",
       "      <td>84</td>\n",
       "      <td>117</td>\n",
       "      <td>92</td>\n",
       "      <td>114</td>\n",
       "      <td>104</td>\n",
       "      <td>100</td>\n",
       "      <td>105</td>\n",
       "      <td>92</td>\n",
       "      <td>102</td>\n",
       "      <td>97</td>\n",
       "      <td>119</td>\n",
       "      <td>82</td>\n",
       "      <td>93</td>\n",
       "      <td>96</td>\n",
       "      <td>75</td>\n",
       "      <td>111</td>\n",
       "      <td>113</td>\n",
       "      <td>94</td>\n",
       "      <td>79</td>\n",
       "      <td>91</td>\n",
       "      <td>90</td>\n",
       "      <td>130</td>\n",
       "      <td>145</td>\n",
       "      <td>83</td>\n",
       "      <td>68</td>\n",
       "      <td>102</td>\n",
       "      <td>76</td>\n",
       "      <td>114</td>\n",
       "      <td>107</td>\n",
       "      <td>103</td>\n",
       "      <td>89</td>\n",
       "      <td>94</td>\n",
       "      <td>98</td>\n",
       "      <td>103</td>\n",
       "      <td>107</td>\n",
       "      <td>89</td>\n",
       "      <td>107</td>\n",
       "      <td>99</td>\n",
       "      <td>106</td>\n",
       "      <td>91</td>\n",
       "      <td>113</td>\n",
       "      <td>121</td>\n",
       "      <td>101</td>\n",
       "      <td>118</td>\n",
       "      <td>114</td>\n",
       "      <td>103</td>\n",
       "      <td>109</td>\n",
       "      <td>106</td>\n",
       "      <td>101</td>\n",
       "      <td>102</td>\n",
       "      <td>93</td>\n",
       "      <td>106</td>\n",
       "      <td>94</td>\n",
       "      <td>90</td>\n",
       "      <td>85</td>\n",
       "      <td>99</td>\n",
       "      <td>78</td>\n",
       "      <td>101</td>\n",
       "      <td>101</td>\n",
       "      <td>94</td>\n",
       "      <td>131</td>\n",
       "      <td>120</td>\n",
       "      <td>97</td>\n",
       "      <td>81</td>\n",
       "      <td>108</td>\n",
       "      <td>93</td>\n",
       "      <td>131</td>\n",
       "      <td>84</td>\n",
       "      <td>114</td>\n",
       "      <td>102</td>\n",
       "      <td>101</td>\n",
       "      <td>119</td>\n",
       "      <td>75</td>\n",
       "      <td>89</td>\n",
       "      <td>101</td>\n",
       "      <td>93</td>\n",
       "      <td>114</td>\n",
       "      <td>98</td>\n",
       "      <td>114</td>\n",
       "      <td>102</td>\n",
       "      <td>85</td>\n",
       "      <td>112</td>\n",
       "      <td>105</td>\n",
       "      <td>93</td>\n",
       "      <td>108</td>\n",
       "      <td>96</td>\n",
       "      <td>117</td>\n",
       "      <td>90</td>\n",
       "      <td>128</td>\n",
       "      <td>110</td>\n",
       "      <td>72</td>\n",
       "      <td>116</td>\n",
       "      <td>103</td>\n",
       "      <td>85</td>\n",
       "      <td>96</td>\n",
       "      <td>100</td>\n",
       "      <td>97</td>\n",
       "      <td>90</td>\n",
       "      <td>97</td>\n",
       "      <td>110</td>\n",
       "      <td>97</td>\n",
       "      <td>107</td>\n",
       "      <td>86</td>\n",
       "      <td>98</td>\n",
       "      <td>76</td>\n",
       "      <td>87</td>\n",
       "      <td>115</td>\n",
       "      <td>108</td>\n",
       "      <td>87</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>104</td>\n",
       "      <td>97</td>\n",
       "      <td>91</td>\n",
       "      <td>108</td>\n",
       "      <td>112</td>\n",
       "      <td>114</td>\n",
       "      <td>77</td>\n",
       "      <td>99</td>\n",
       "      <td>102</td>\n",
       "      <td>87</td>\n",
       "      <td>106</td>\n",
       "      <td>107</td>\n",
       "      <td>76</td>\n",
       "      <td>86</td>\n",
       "      <td>110</td>\n",
       "      <td>78</td>\n",
       "      <td>107</td>\n",
       "      <td>97</td>\n",
       "      <td>95</td>\n",
       "      <td>114</td>\n",
       "      <td>77</td>\n",
       "      <td>69</td>\n",
       "      <td>113</td>\n",
       "      <td>90</td>\n",
       "      <td>93</td>\n",
       "      <td>74</td>\n",
       "      <td>100</td>\n",
       "      <td>109</td>\n",
       "      <td>109</td>\n",
       "      <td>89</td>\n",
       "      <td>104</td>\n",
       "      <td>92</td>\n",
       "      <td>105</td>\n",
       "      <td>110</td>\n",
       "      <td>106</td>\n",
       "      <td>78</td>\n",
       "      <td>89</td>\n",
       "      <td>117</td>\n",
       "      <td>101</td>\n",
       "      <td>103</td>\n",
       "      <td>106</td>\n",
       "      <td>104</td>\n",
       "      <td>84</td>\n",
       "      <td>82</td>\n",
       "      <td>107</td>\n",
       "      <td>103</td>\n",
       "      <td>96</td>\n",
       "      <td>101</td>\n",
       "      <td>99</td>\n",
       "      <td>110</td>\n",
       "      <td>90</td>\n",
       "      <td>120</td>\n",
       "      <td>121</td>\n",
       "      <td>100</td>\n",
       "      <td>99</td>\n",
       "      <td>86</td>\n",
       "      <td>96</td>\n",
       "      <td>101</td>\n",
       "      <td>81</td>\n",
       "      <td>104</td>\n",
       "      <td>85</td>\n",
       "      <td>112</td>\n",
       "      <td>94</td>\n",
       "      <td>80</td>\n",
       "      <td>72</td>\n",
       "      <td>95</td>\n",
       "      <td>87</td>\n",
       "      <td>83</td>\n",
       "      <td>70</td>\n",
       "      <td>116</td>\n",
       "      <td>102</td>\n",
       "      <td>101</td>\n",
       "      <td>85</td>\n",
       "      <td>86</td>\n",
       "      <td>103</td>\n",
       "      <td>92</td>\n",
       "      <td>90</td>\n",
       "      <td>127</td>\n",
       "      <td>121</td>\n",
       "      <td>88</td>\n",
       "      <td>110</td>\n",
       "      <td>79</td>\n",
       "      <td>102</td>\n",
       "      <td>71</td>\n",
       "      <td>112</td>\n",
       "      <td>81</td>\n",
       "      <td>92</td>\n",
       "      <td>102</td>\n",
       "      <td>92</td>\n",
       "      <td>108</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>123</td>\n",
       "      <td>121</td>\n",
       "      <td>116</td>\n",
       "      <td>109</td>\n",
       "      <td>89</td>\n",
       "      <td>94</td>\n",
       "      <td>116</td>\n",
       "      <td>67</td>\n",
       "      <td>98</td>\n",
       "      <td>115</td>\n",
       "      <td>87</td>\n",
       "      <td>103</td>\n",
       "      <td>106</td>\n",
       "      <td>75</td>\n",
       "      <td>103</td>\n",
       "      <td>110</td>\n",
       "      <td>97</td>\n",
       "      <td>70</td>\n",
       "      <td>85</td>\n",
       "      <td>109</td>\n",
       "      <td>113</td>\n",
       "      <td>94</td>\n",
       "      <td>103</td>\n",
       "      <td>102</td>\n",
       "      <td>87</td>\n",
       "      <td>116</td>\n",
       "      <td>102</td>\n",
       "      <td>86</td>\n",
       "      <td>96</td>\n",
       "      <td>106</td>\n",
       "      <td>98</td>\n",
       "      <td>84</td>\n",
       "      <td>110</td>\n",
       "      <td>94</td>\n",
       "      <td>97</td>\n",
       "      <td>77</td>\n",
       "      <td>84</td>\n",
       "      <td>82</td>\n",
       "      <td>101</td>\n",
       "      <td>101</td>\n",
       "      <td>102</td>\n",
       "      <td>142</td>\n",
       "      <td>100</td>\n",
       "      <td>93</td>\n",
       "      <td>133</td>\n",
       "      <td>98</td>\n",
       "      <td>81</td>\n",
       "      <td>102</td>\n",
       "      <td>97</td>\n",
       "      <td>110</td>\n",
       "      <td>95</td>\n",
       "      <td>106</td>\n",
       "      <td>104</td>\n",
       "      <td>80</td>\n",
       "      <td>106</td>\n",
       "      <td>119</td>\n",
       "      <td>104</td>\n",
       "      <td>91</td>\n",
       "      <td>100</td>\n",
       "      <td>103</td>\n",
       "      <td>85</td>\n",
       "      <td>147</td>\n",
       "      <td>104</td>\n",
       "      <td>107</td>\n",
       "      <td>84</td>\n",
       "      <td>102</td>\n",
       "      <td>126</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>124</td>\n",
       "      <td>92</td>\n",
       "      <td>77</td>\n",
       "      <td>106</td>\n",
       "      <td>92</td>\n",
       "      <td>136</td>\n",
       "      <td>93</td>\n",
       "      <td>92</td>\n",
       "      <td>93</td>\n",
       "      <td>121</td>\n",
       "      <td>88</td>\n",
       "      <td>123</td>\n",
       "      <td>87</td>\n",
       "      <td>88</td>\n",
       "      <td>97</td>\n",
       "      <td>111</td>\n",
       "      <td>89</td>\n",
       "      <td>118</td>\n",
       "      <td>100</td>\n",
       "      <td>105</td>\n",
       "      <td>101</td>\n",
       "      <td>103</td>\n",
       "      <td>118</td>\n",
       "      <td>104</td>\n",
       "      <td>92</td>\n",
       "      <td>79</td>\n",
       "      <td>88</td>\n",
       "      <td>121</td>\n",
       "      <td>109</td>\n",
       "      <td>72</td>\n",
       "      <td>90</td>\n",
       "      <td>93</td>\n",
       "      <td>82</td>\n",
       "      <td>88</td>\n",
       "      <td>98</td>\n",
       "      <td>90</td>\n",
       "      <td>99</td>\n",
       "      <td>105</td>\n",
       "      <td>91</td>\n",
       "      <td>144</td>\n",
       "      <td>96</td>\n",
       "      <td>102</td>\n",
       "      <td>97</td>\n",
       "      <td>117</td>\n",
       "      <td>91</td>\n",
       "      <td>98</td>\n",
       "      <td>83</td>\n",
       "      <td>77</td>\n",
       "      <td>86</td>\n",
       "      <td>88</td>\n",
       "      <td>99</td>\n",
       "      <td>110</td>\n",
       "      <td>135</td>\n",
       "      <td>92</td>\n",
       "      <td>98</td>\n",
       "      <td>105</td>\n",
       "      <td>92</td>\n",
       "      <td>116</td>\n",
       "      <td>102</td>\n",
       "      <td>97</td>\n",
       "      <td>106</td>\n",
       "      <td>104</td>\n",
       "      <td>84</td>\n",
       "      <td>107</td>\n",
       "      <td>76</td>\n",
       "      <td>126</td>\n",
       "      <td>95</td>\n",
       "      <td>91</td>\n",
       "      <td>120</td>\n",
       "      <td>102</td>\n",
       "      <td>99</td>\n",
       "      <td>110</td>\n",
       "      <td>105</td>\n",
       "      <td>101</td>\n",
       "      <td>115</td>\n",
       "      <td>101</td>\n",
       "      <td>89</td>\n",
       "      <td>109</td>\n",
       "      <td>115</td>\n",
       "      <td>126</td>\n",
       "      <td>117</td>\n",
       "      <td>89</td>\n",
       "      <td>103</td>\n",
       "      <td>112</td>\n",
       "      <td>128</td>\n",
       "      <td>78</td>\n",
       "      <td>122</td>\n",
       "      <td>100</td>\n",
       "      <td>95</td>\n",
       "      <td>85</td>\n",
       "      <td>119</td>\n",
       "      <td>82</td>\n",
       "      <td>78</td>\n",
       "      <td>85</td>\n",
       "      <td>89</td>\n",
       "      <td>103</td>\n",
       "      <td>131</td>\n",
       "      <td>100</td>\n",
       "      <td>85</td>\n",
       "      <td>113</td>\n",
       "      <td>112</td>\n",
       "      <td>112</td>\n",
       "      <td>99</td>\n",
       "      <td>95</td>\n",
       "      <td>115</td>\n",
       "      <td>112</td>\n",
       "      <td>104</td>\n",
       "      <td>94</td>\n",
       "      <td>82</td>\n",
       "      <td>99</td>\n",
       "      <td>90</td>\n",
       "      <td>119</td>\n",
       "      <td>88</td>\n",
       "      <td>124</td>\n",
       "      <td>102</td>\n",
       "      <td>101</td>\n",
       "      <td>112</td>\n",
       "      <td>141</td>\n",
       "      <td>119</td>\n",
       "      <td>99</td>\n",
       "      <td>84</td>\n",
       "      <td>105</td>\n",
       "      <td>86</td>\n",
       "      <td>103</td>\n",
       "      <td>93</td>\n",
       "      <td>118</td>\n",
       "      <td>79</td>\n",
       "      <td>83</td>\n",
       "      <td>97</td>\n",
       "      <td>103</td>\n",
       "      <td>89</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>110</td>\n",
       "      <td>110</td>\n",
       "      <td>90</td>\n",
       "      <td>89</td>\n",
       "      <td>129</td>\n",
       "      <td>94</td>\n",
       "      <td>105</td>\n",
       "      <td>90</td>\n",
       "      <td>114</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>112</td>\n",
       "      <td>87</td>\n",
       "      <td>81</td>\n",
       "      <td>94</td>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "      <td>97</td>\n",
       "      <td>84</td>\n",
       "      <td>121</td>\n",
       "      <td>135</td>\n",
       "      <td>119</td>\n",
       "      <td>120</td>\n",
       "      <td>118</td>\n",
       "      <td>126</td>\n",
       "      <td>97</td>\n",
       "      <td>116</td>\n",
       "      <td>94</td>\n",
       "      <td>102</td>\n",
       "      <td>137</td>\n",
       "      <td>117</td>\n",
       "      <td>91</td>\n",
       "      <td>96</td>\n",
       "      <td>111</td>\n",
       "      <td>121</td>\n",
       "      <td>104</td>\n",
       "      <td>109</td>\n",
       "      <td>100</td>\n",
       "      <td>104</td>\n",
       "      <td>83</td>\n",
       "      <td>107</td>\n",
       "      <td>112</td>\n",
       "      <td>94</td>\n",
       "      <td>107</td>\n",
       "      <td>113</td>\n",
       "      <td>110</td>\n",
       "      <td>120</td>\n",
       "      <td>105</td>\n",
       "      <td>82</td>\n",
       "      <td>86</td>\n",
       "      <td>88</td>\n",
       "      <td>111</td>\n",
       "      <td>101</td>\n",
       "      <td>89</td>\n",
       "      <td>131</td>\n",
       "      <td>121</td>\n",
       "      <td>96</td>\n",
       "      <td>97</td>\n",
       "      <td>84</td>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>106</td>\n",
       "      <td>95</td>\n",
       "      <td>88</td>\n",
       "      <td>133</td>\n",
       "      <td>118</td>\n",
       "      <td>86</td>\n",
       "      <td>104</td>\n",
       "      <td>107</td>\n",
       "      <td>108</td>\n",
       "      <td>106</td>\n",
       "      <td>111</td>\n",
       "      <td>86</td>\n",
       "      <td>82</td>\n",
       "      <td>123</td>\n",
       "      <td>98</td>\n",
       "      <td>103</td>\n",
       "      <td>90</td>\n",
       "      <td>85</td>\n",
       "      <td>95</td>\n",
       "      <td>111</td>\n",
       "      <td>101</td>\n",
       "      <td>107</td>\n",
       "      <td>85</td>\n",
       "      <td>95</td>\n",
       "      <td>104</td>\n",
       "      <td>97</td>\n",
       "      <td>99</td>\n",
       "      <td>118</td>\n",
       "      <td>119</td>\n",
       "      <td>101</td>\n",
       "      <td>118</td>\n",
       "      <td>75</td>\n",
       "      <td>116</td>\n",
       "      <td>92</td>\n",
       "      <td>90</td>\n",
       "      <td>98</td>\n",
       "      <td>113</td>\n",
       "      <td>104</td>\n",
       "      <td>82</td>\n",
       "      <td>96</td>\n",
       "      <td>95</td>\n",
       "      <td>94</td>\n",
       "      <td>87</td>\n",
       "      <td>136</td>\n",
       "      <td>115</td>\n",
       "      <td>110</td>\n",
       "      <td>109</td>\n",
       "      <td>93</td>\n",
       "      <td>58</td>\n",
       "      <td>107</td>\n",
       "      <td>101</td>\n",
       "      <td>84</td>\n",
       "      <td>109</td>\n",
       "      <td>113</td>\n",
       "      <td>96</td>\n",
       "      <td>83</td>\n",
       "      <td>99</td>\n",
       "      <td>102</td>\n",
       "      <td>113</td>\n",
       "      <td>99</td>\n",
       "      <td>117</td>\n",
       "      <td>107</td>\n",
       "      <td>90</td>\n",
       "      <td>98</td>\n",
       "      <td>89</td>\n",
       "      <td>91</td>\n",
       "      <td>94</td>\n",
       "      <td>57</td>\n",
       "      <td>106</td>\n",
       "      <td>84</td>\n",
       "      <td>118</td>\n",
       "      <td>93</td>\n",
       "      <td>96</td>\n",
       "      <td>93</td>\n",
       "      <td>99</td>\n",
       "      <td>103</td>\n",
       "      <td>115</td>\n",
       "      <td>97</td>\n",
       "      <td>84</td>\n",
       "      <td>103</td>\n",
       "      <td>93</td>\n",
       "      <td>97</td>\n",
       "      <td>86</td>\n",
       "      <td>91</td>\n",
       "      <td>114</td>\n",
       "      <td>119</td>\n",
       "      <td>102</td>\n",
       "      <td>90</td>\n",
       "      <td>124</td>\n",
       "      <td>67</td>\n",
       "      <td>110</td>\n",
       "      <td>110</td>\n",
       "      <td>81</td>\n",
       "      <td>105</td>\n",
       "      <td>94</td>\n",
       "      <td>85</td>\n",
       "      <td>114</td>\n",
       "      <td>135</td>\n",
       "      <td>116</td>\n",
       "      <td>120</td>\n",
       "      <td>82</td>\n",
       "      <td>104</td>\n",
       "      <td>119</td>\n",
       "      <td>88</td>\n",
       "      <td>125</td>\n",
       "      <td>101</td>\n",
       "      <td>91</td>\n",
       "      <td>90</td>\n",
       "      <td>110</td>\n",
       "      <td>124</td>\n",
       "      <td>101</td>\n",
       "      <td>105</td>\n",
       "      <td>87</td>\n",
       "      <td>111</td>\n",
       "      <td>87</td>\n",
       "      <td>92</td>\n",
       "      <td>97</td>\n",
       "      <td>81</td>\n",
       "      <td>114</td>\n",
       "      <td>95</td>\n",
       "      <td>110</td>\n",
       "      <td>91</td>\n",
       "      <td>118</td>\n",
       "      <td>93</td>\n",
       "      <td>101</td>\n",
       "      <td>105</td>\n",
       "      <td>102</td>\n",
       "      <td>87</td>\n",
       "      <td>90</td>\n",
       "      <td>101</td>\n",
       "      <td>104</td>\n",
       "      <td>89</td>\n",
       "      <td>105</td>\n",
       "      <td>98</td>\n",
       "      <td>92</td>\n",
       "      <td>91</td>\n",
       "      <td>89</td>\n",
       "      <td>113</td>\n",
       "      <td>89</td>\n",
       "      <td>107</td>\n",
       "      <td>110</td>\n",
       "      <td>109</td>\n",
       "      <td>111</td>\n",
       "      <td>116</td>\n",
       "      <td>101</td>\n",
       "      <td>113</td>\n",
       "      <td>120</td>\n",
       "      <td>93</td>\n",
       "      <td>91</td>\n",
       "      <td>122</td>\n",
       "      <td>79</td>\n",
       "      <td>82</td>\n",
       "      <td>152</td>\n",
       "      <td>95</td>\n",
       "      <td>92</td>\n",
       "      <td>91</td>\n",
       "      <td>100</td>\n",
       "      <td>117</td>\n",
       "      <td>116</td>\n",
       "      <td>100</td>\n",
       "      <td>83</td>\n",
       "      <td>67</td>\n",
       "      <td>106</td>\n",
       "      <td>85</td>\n",
       "      <td>104</td>\n",
       "      <td>116</td>\n",
       "      <td>84</td>\n",
       "      <td>109</td>\n",
       "      <td>105</td>\n",
       "      <td>95</td>\n",
       "      <td>74</td>\n",
       "      <td>89</td>\n",
       "      <td>119</td>\n",
       "      <td>94</td>\n",
       "      <td>119</td>\n",
       "      <td>108</td>\n",
       "      <td>111</td>\n",
       "      <td>85</td>\n",
       "      <td>99</td>\n",
       "      <td>90</td>\n",
       "      <td>105</td>\n",
       "      <td>96</td>\n",
       "      <td>76</td>\n",
       "      <td>93</td>\n",
       "      <td>104</td>\n",
       "      <td>86</td>\n",
       "      <td>106</td>\n",
       "      <td>89</td>\n",
       "      <td>110</td>\n",
       "      <td>123</td>\n",
       "      <td>91</td>\n",
       "      <td>95</td>\n",
       "      <td>116</td>\n",
       "      <td>106</td>\n",
       "      <td>84</td>\n",
       "      <td>93</td>\n",
       "      <td>126</td>\n",
       "      <td>92</td>\n",
       "      <td>102</td>\n",
       "      <td>90</td>\n",
       "      <td>79</td>\n",
       "      <td>85</td>\n",
       "      <td>105</td>\n",
       "      <td>94</td>\n",
       "      <td>82</td>\n",
       "      <td>93</td>\n",
       "      <td>112</td>\n",
       "      <td>102</td>\n",
       "      <td>107</td>\n",
       "      <td>79</td>\n",
       "      <td>108</td>\n",
       "      <td>108</td>\n",
       "      <td>105</td>\n",
       "      <td>100</td>\n",
       "      <td>77</td>\n",
       "      <td>74</td>\n",
       "      <td>95</td>\n",
       "      <td>82</td>\n",
       "      <td>98</td>\n",
       "      <td>102</td>\n",
       "      <td>109</td>\n",
       "      <td>88</td>\n",
       "      <td>120</td>\n",
       "      <td>82</td>\n",
       "      <td>112</td>\n",
       "      <td>100</td>\n",
       "      <td>88</td>\n",
       "      <td>112</td>\n",
       "      <td>96</td>\n",
       "      <td>111</td>\n",
       "      <td>79</td>\n",
       "      <td>95</td>\n",
       "      <td>88</td>\n",
       "      <td>86</td>\n",
       "      <td>98</td>\n",
       "      <td>103</td>\n",
       "      <td>100</td>\n",
       "      <td>121</td>\n",
       "      <td>99</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>86</td>\n",
       "      <td>87</td>\n",
       "      <td>106</td>\n",
       "      <td>103</td>\n",
       "      <td>100</td>\n",
       "      <td>114</td>\n",
       "      <td>102</td>\n",
       "      <td>94</td>\n",
       "      <td>103</td>\n",
       "      <td>109</td>\n",
       "      <td>81</td>\n",
       "      <td>105</td>\n",
       "      <td>87</td>\n",
       "      <td>88</td>\n",
       "      <td>102</td>\n",
       "      <td>103</td>\n",
       "      <td>98</td>\n",
       "      <td>104</td>\n",
       "      <td>74</td>\n",
       "      <td>103</td>\n",
       "      <td>132</td>\n",
       "      <td>88</td>\n",
       "      <td>103</td>\n",
       "      <td>82</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>87</td>\n",
       "      <td>105</td>\n",
       "      <td>89</td>\n",
       "      <td>90</td>\n",
       "      <td>95</td>\n",
       "      <td>92</td>\n",
       "      <td>87</td>\n",
       "      <td>116</td>\n",
       "      <td>106</td>\n",
       "      <td>95</td>\n",
       "      <td>74</td>\n",
       "      <td>95</td>\n",
       "      <td>111</td>\n",
       "      <td>97</td>\n",
       "      <td>94</td>\n",
       "      <td>85</td>\n",
       "      <td>101</td>\n",
       "      <td>88</td>\n",
       "      <td>63</td>\n",
       "      <td>93</td>\n",
       "      <td>106</td>\n",
       "      <td>113</td>\n",
       "      <td>96</td>\n",
       "      <td>115</td>\n",
       "      <td>109</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>130</td>\n",
       "      <td>100</td>\n",
       "      <td>127</td>\n",
       "      <td>107</td>\n",
       "      <td>101</td>\n",
       "      <td>99</td>\n",
       "      <td>77</td>\n",
       "      <td>86</td>\n",
       "      <td>93</td>\n",
       "      <td>105</td>\n",
       "      <td>99</td>\n",
       "      <td>83</td>\n",
       "      <td>111</td>\n",
       "      <td>85</td>\n",
       "      <td>107</td>\n",
       "      <td>109</td>\n",
       "      <td>95</td>\n",
       "      <td>95</td>\n",
       "      <td>102</td>\n",
       "      <td>70</td>\n",
       "      <td>97</td>\n",
       "      <td>90</td>\n",
       "      <td>105</td>\n",
       "      <td>95</td>\n",
       "      <td>84</td>\n",
       "      <td>97</td>\n",
       "      <td>111</td>\n",
       "      <td>93</td>\n",
       "      <td>103</td>\n",
       "      <td>81</td>\n",
       "      <td>108</td>\n",
       "      <td>105</td>\n",
       "      <td>93</td>\n",
       "      <td>96</td>\n",
       "      <td>109</td>\n",
       "      <td>86</td>\n",
       "      <td>87</td>\n",
       "      <td>97</td>\n",
       "      <td>87</td>\n",
       "      <td>86</td>\n",
       "      <td>83</td>\n",
       "      <td>106</td>\n",
       "      <td>96</td>\n",
       "      <td>83</td>\n",
       "      <td>105</td>\n",
       "      <td>95</td>\n",
       "      <td>96</td>\n",
       "      <td>95</td>\n",
       "      <td>91</td>\n",
       "      <td>90</td>\n",
       "      <td>91</td>\n",
       "      <td>103</td>\n",
       "      <td>100</td>\n",
       "      <td>104</td>\n",
       "      <td>91</td>\n",
       "      <td>83</td>\n",
       "      <td>115</td>\n",
       "      <td>100</td>\n",
       "      <td>89</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>89</td>\n",
       "      <td>132</td>\n",
       "      <td>135</td>\n",
       "      <td>73</td>\n",
       "      <td>81</td>\n",
       "      <td>100</td>\n",
       "      <td>101</td>\n",
       "      <td>115</td>\n",
       "      <td>91</td>\n",
       "      <td>109</td>\n",
       "      <td>77</td>\n",
       "      <td>87</td>\n",
       "      <td>113</td>\n",
       "      <td>118</td>\n",
       "      <td>104</td>\n",
       "      <td>102</td>\n",
       "      <td>105</td>\n",
       "      <td>101</td>\n",
       "      <td>111</td>\n",
       "      <td>104</td>\n",
       "      <td>119</td>\n",
       "      <td>107</td>\n",
       "      <td>93</td>\n",
       "      <td>101</td>\n",
       "      <td>106</td>\n",
       "      <td>102</td>\n",
       "      <td>104</td>\n",
       "      <td>110</td>\n",
       "      <td>126</td>\n",
       "      <td>118</td>\n",
       "      <td>90</td>\n",
       "      <td>92</td>\n",
       "      <td>107</td>\n",
       "      <td>92</td>\n",
       "      <td>85</td>\n",
       "      <td>101</td>\n",
       "      <td>88</td>\n",
       "      <td>66</td>\n",
       "      <td>83</td>\n",
       "      <td>98</td>\n",
       "      <td>99</td>\n",
       "      <td>101</td>\n",
       "      <td>109</td>\n",
       "      <td>109</td>\n",
       "      <td>108</td>\n",
       "      <td>100</td>\n",
       "      <td>124</td>\n",
       "      <td>109</td>\n",
       "      <td>119</td>\n",
       "      <td>111</td>\n",
       "      <td>114</td>\n",
       "      <td>111</td>\n",
       "      <td>93</td>\n",
       "      <td>119</td>\n",
       "      <td>113</td>\n",
       "      <td>90</td>\n",
       "      <td>116</td>\n",
       "      <td>84</td>\n",
       "      <td>90</td>\n",
       "      <td>105</td>\n",
       "      <td>110</td>\n",
       "      <td>112</td>\n",
       "      <td>89</td>\n",
       "      <td>102</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>121</td>\n",
       "      <td>106</td>\n",
       "      <td>133</td>\n",
       "      <td>99</td>\n",
       "      <td>65</td>\n",
       "      <td>105</td>\n",
       "      <td>110</td>\n",
       "      <td>93</td>\n",
       "      <td>102</td>\n",
       "      <td>88</td>\n",
       "      <td>101</td>\n",
       "      <td>118</td>\n",
       "      <td>108</td>\n",
       "      <td>117</td>\n",
       "      <td>100</td>\n",
       "      <td>87</td>\n",
       "      <td>112</td>\n",
       "      <td>87</td>\n",
       "      <td>85</td>\n",
       "      <td>72</td>\n",
       "      <td>115</td>\n",
       "      <td>93</td>\n",
       "      <td>119</td>\n",
       "      <td>79</td>\n",
       "      <td>110</td>\n",
       "      <td>94</td>\n",
       "      <td>87</td>\n",
       "      <td>83</td>\n",
       "      <td>109</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>107</td>\n",
       "      <td>98</td>\n",
       "      <td>94</td>\n",
       "      <td>103</td>\n",
       "      <td>117</td>\n",
       "      <td>107</td>\n",
       "      <td>78</td>\n",
       "      <td>87</td>\n",
       "      <td>118</td>\n",
       "      <td>80</td>\n",
       "      <td>110</td>\n",
       "      <td>125</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>96</td>\n",
       "      <td>61</td>\n",
       "      <td>109</td>\n",
       "      <td>125</td>\n",
       "      <td>121</td>\n",
       "      <td>88</td>\n",
       "      <td>92</td>\n",
       "      <td>93</td>\n",
       "      <td>109</td>\n",
       "      <td>107</td>\n",
       "      <td>99</td>\n",
       "      <td>81</td>\n",
       "      <td>122</td>\n",
       "      <td>126</td>\n",
       "      <td>98</td>\n",
       "      <td>91</td>\n",
       "      <td>97</td>\n",
       "      <td>117</td>\n",
       "      <td>88</td>\n",
       "      <td>90</td>\n",
       "      <td>110</td>\n",
       "      <td>119</td>\n",
       "      <td>85</td>\n",
       "      <td>78</td>\n",
       "      <td>103</td>\n",
       "      <td>85</td>\n",
       "      <td>92</td>\n",
       "      <td>131</td>\n",
       "      <td>96</td>\n",
       "      <td>89</td>\n",
       "      <td>93</td>\n",
       "      <td>112</td>\n",
       "      <td>104</td>\n",
       "      <td>95</td>\n",
       "      <td>114</td>\n",
       "      <td>89</td>\n",
       "      <td>85</td>\n",
       "      <td>102</td>\n",
       "      <td>91</td>\n",
       "      <td>123</td>\n",
       "      <td>82</td>\n",
       "      <td>110</td>\n",
       "      <td>97</td>\n",
       "      <td>92</td>\n",
       "      <td>79</td>\n",
       "      <td>96</td>\n",
       "      <td>80</td>\n",
       "      <td>74</td>\n",
       "      <td>72</td>\n",
       "      <td>92</td>\n",
       "      <td>90</td>\n",
       "      <td>95</td>\n",
       "      <td>90</td>\n",
       "      <td>76</td>\n",
       "      <td>101</td>\n",
       "      <td>98</td>\n",
       "      <td>115</td>\n",
       "      <td>95</td>\n",
       "      <td>102</td>\n",
       "      <td>96</td>\n",
       "      <td>101</td>\n",
       "      <td>96</td>\n",
       "      <td>90</td>\n",
       "      <td>106</td>\n",
       "      <td>102</td>\n",
       "      <td>82</td>\n",
       "      <td>80</td>\n",
       "      <td>103</td>\n",
       "      <td>105</td>\n",
       "      <td>114</td>\n",
       "      <td>122</td>\n",
       "      <td>99</td>\n",
       "      <td>120</td>\n",
       "      <td>77</td>\n",
       "      <td>110</td>\n",
       "      <td>106</td>\n",
       "      <td>96</td>\n",
       "      <td>89</td>\n",
       "      <td>122</td>\n",
       "      <td>77</td>\n",
       "      <td>88</td>\n",
       "      <td>119</td>\n",
       "      <td>85</td>\n",
       "      <td>81</td>\n",
       "      <td>102</td>\n",
       "      <td>90</td>\n",
       "      <td>130</td>\n",
       "      <td>107</td>\n",
       "      <td>113</td>\n",
       "      <td>90</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>107</td>\n",
       "      <td>77</td>\n",
       "      <td>94</td>\n",
       "      <td>102</td>\n",
       "      <td>93</td>\n",
       "      <td>91</td>\n",
       "      <td>104</td>\n",
       "      <td>102</td>\n",
       "      <td>116</td>\n",
       "      <td>86</td>\n",
       "      <td>126</td>\n",
       "      <td>88</td>\n",
       "      <td>80</td>\n",
       "      <td>107</td>\n",
       "      <td>95</td>\n",
       "      <td>101</td>\n",
       "      <td>116</td>\n",
       "      <td>93</td>\n",
       "      <td>120</td>\n",
       "      <td>119</td>\n",
       "      <td>86</td>\n",
       "      <td>105</td>\n",
       "      <td>104</td>\n",
       "      <td>108</td>\n",
       "      <td>99</td>\n",
       "      <td>77</td>\n",
       "      <td>112</td>\n",
       "      <td>117</td>\n",
       "      <td>119</td>\n",
       "      <td>113</td>\n",
       "      <td>109</td>\n",
       "      <td>80</td>\n",
       "      <td>118</td>\n",
       "      <td>109</td>\n",
       "      <td>110</td>\n",
       "      <td>109</td>\n",
       "      <td>103</td>\n",
       "      <td>99</td>\n",
       "      <td>81</td>\n",
       "      <td>92</td>\n",
       "      <td>104</td>\n",
       "      <td>98</td>\n",
       "      <td>83</td>\n",
       "      <td>98</td>\n",
       "      <td>96</td>\n",
       "      <td>101</td>\n",
       "      <td>93</td>\n",
       "      <td>92</td>\n",
       "      <td>97</td>\n",
       "      <td>100</td>\n",
       "      <td>83</td>\n",
       "      <td>86</td>\n",
       "      <td>112</td>\n",
       "      <td>81</td>\n",
       "      <td>94</td>\n",
       "      <td>98</td>\n",
       "      <td>110</td>\n",
       "      <td>111</td>\n",
       "      <td>107</td>\n",
       "      <td>118</td>\n",
       "      <td>109</td>\n",
       "      <td>87</td>\n",
       "      <td>100</td>\n",
       "      <td>79</td>\n",
       "      <td>106</td>\n",
       "      <td>103</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>87</td>\n",
       "      <td>102</td>\n",
       "      <td>113</td>\n",
       "      <td>105</td>\n",
       "      <td>94</td>\n",
       "      <td>107</td>\n",
       "      <td>88</td>\n",
       "      <td>96</td>\n",
       "      <td>93</td>\n",
       "      <td>89</td>\n",
       "      <td>95</td>\n",
       "      <td>91</td>\n",
       "      <td>127</td>\n",
       "      <td>133</td>\n",
       "      <td>109</td>\n",
       "      <td>91</td>\n",
       "      <td>120</td>\n",
       "      <td>107</td>\n",
       "      <td>118</td>\n",
       "      <td>115</td>\n",
       "      <td>92</td>\n",
       "      <td>83</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>114</td>\n",
       "      <td>95</td>\n",
       "      <td>88</td>\n",
       "      <td>90</td>\n",
       "      <td>112</td>\n",
       "      <td>116</td>\n",
       "      <td>103</td>\n",
       "      <td>104</td>\n",
       "      <td>87</td>\n",
       "      <td>105</td>\n",
       "      <td>120</td>\n",
       "      <td>91</td>\n",
       "      <td>123</td>\n",
       "      <td>104</td>\n",
       "      <td>79</td>\n",
       "      <td>95</td>\n",
       "      <td>91</td>\n",
       "      <td>95</td>\n",
       "      <td>111</td>\n",
       "      <td>66</td>\n",
       "      <td>112</td>\n",
       "      <td>105</td>\n",
       "      <td>90</td>\n",
       "      <td>127</td>\n",
       "      <td>97</td>\n",
       "      <td>98</td>\n",
       "      <td>114</td>\n",
       "      <td>100</td>\n",
       "      <td>98</td>\n",
       "      <td>88</td>\n",
       "      <td>100</td>\n",
       "      <td>77</td>\n",
       "      <td>109</td>\n",
       "      <td>121</td>\n",
       "      <td>147</td>\n",
       "      <td>124</td>\n",
       "      <td>88</td>\n",
       "      <td>125</td>\n",
       "      <td>100</td>\n",
       "      <td>128</td>\n",
       "      <td>102</td>\n",
       "      <td>86</td>\n",
       "      <td>103</td>\n",
       "      <td>107</td>\n",
       "      <td>87</td>\n",
       "      <td>110</td>\n",
       "      <td>98</td>\n",
       "      <td>105</td>\n",
       "      <td>96</td>\n",
       "      <td>91</td>\n",
       "      <td>106</td>\n",
       "      <td>125</td>\n",
       "      <td>104</td>\n",
       "      <td>89</td>\n",
       "      <td>122</td>\n",
       "      <td>100</td>\n",
       "      <td>125</td>\n",
       "      <td>110</td>\n",
       "      <td>90</td>\n",
       "      <td>99</td>\n",
       "      <td>97</td>\n",
       "      <td>101</td>\n",
       "      <td>93</td>\n",
       "      <td>74</td>\n",
       "      <td>86</td>\n",
       "      <td>89</td>\n",
       "      <td>107</td>\n",
       "      <td>110</td>\n",
       "      <td>114</td>\n",
       "      <td>78</td>\n",
       "      <td>123</td>\n",
       "      <td>159</td>\n",
       "      <td>127</td>\n",
       "      <td>105</td>\n",
       "      <td>114</td>\n",
       "      <td>82</td>\n",
       "      <td>106</td>\n",
       "      <td>92</td>\n",
       "      <td>103</td>\n",
       "      <td>96</td>\n",
       "      <td>89</td>\n",
       "      <td>93</td>\n",
       "      <td>73</td>\n",
       "      <td>89</td>\n",
       "      <td>101</td>\n",
       "      <td>93</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>90</td>\n",
       "      <td>112</td>\n",
       "      <td>72</td>\n",
       "      <td>105</td>\n",
       "      <td>112</td>\n",
       "      <td>104</td>\n",
       "      <td>122</td>\n",
       "      <td>87</td>\n",
       "      <td>89</td>\n",
       "      <td>97</td>\n",
       "      <td>112</td>\n",
       "      <td>100</td>\n",
       "      <td>74</td>\n",
       "      <td>96</td>\n",
       "      <td>90</td>\n",
       "      <td>108</td>\n",
       "      <td>93</td>\n",
       "      <td>107</td>\n",
       "      <td>88</td>\n",
       "      <td>112</td>\n",
       "      <td>119</td>\n",
       "      <td>101</td>\n",
       "      <td>144</td>\n",
       "      <td>105</td>\n",
       "      <td>104</td>\n",
       "      <td>89</td>\n",
       "      <td>126</td>\n",
       "      <td>89</td>\n",
       "      <td>121</td>\n",
       "      <td>107</td>\n",
       "      <td>113</td>\n",
       "      <td>80</td>\n",
       "      <td>126</td>\n",
       "      <td>110</td>\n",
       "      <td>100</td>\n",
       "      <td>114</td>\n",
       "      <td>115</td>\n",
       "      <td>94</td>\n",
       "      <td>98</td>\n",
       "      <td>92</td>\n",
       "      <td>95</td>\n",
       "      <td>100</td>\n",
       "      <td>93</td>\n",
       "      <td>99</td>\n",
       "      <td>95</td>\n",
       "      <td>131</td>\n",
       "      <td>109</td>\n",
       "      <td>110</td>\n",
       "      <td>101</td>\n",
       "      <td>83</td>\n",
       "      <td>96</td>\n",
       "      <td>104</td>\n",
       "      <td>98</td>\n",
       "      <td>85</td>\n",
       "      <td>117</td>\n",
       "      <td>96</td>\n",
       "      <td>69</td>\n",
       "      <td>92</td>\n",
       "      <td>111</td>\n",
       "      <td>114</td>\n",
       "      <td>103</td>\n",
       "      <td>106</td>\n",
       "      <td>107</td>\n",
       "      <td>102</td>\n",
       "      <td>119</td>\n",
       "      <td>109</td>\n",
       "      <td>110</td>\n",
       "      <td>105</td>\n",
       "      <td>115</td>\n",
       "      <td>121</td>\n",
       "      <td>102</td>\n",
       "      <td>107</td>\n",
       "      <td>71</td>\n",
       "      <td>95</td>\n",
       "      <td>122</td>\n",
       "      <td>111</td>\n",
       "      <td>105</td>\n",
       "      <td>104</td>\n",
       "      <td>87</td>\n",
       "      <td>93</td>\n",
       "      <td>110</td>\n",
       "      <td>118</td>\n",
       "      <td>106</td>\n",
       "      <td>91</td>\n",
       "      <td>105</td>\n",
       "      <td>111</td>\n",
       "      <td>101</td>\n",
       "      <td>97</td>\n",
       "      <td>92</td>\n",
       "      <td>116</td>\n",
       "      <td>106</td>\n",
       "      <td>99</td>\n",
       "      <td>72</td>\n",
       "      <td>115</td>\n",
       "      <td>109</td>\n",
       "      <td>112</td>\n",
       "      <td>116</td>\n",
       "      <td>102</td>\n",
       "      <td>106</td>\n",
       "      <td>92</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>68</td>\n",
       "      <td>105</td>\n",
       "      <td>117</td>\n",
       "      <td>78</td>\n",
       "      <td>87</td>\n",
       "      <td>117</td>\n",
       "      <td>109</td>\n",
       "      <td>90</td>\n",
       "      <td>109</td>\n",
       "      <td>75</td>\n",
       "      <td>71</td>\n",
       "      <td>104</td>\n",
       "      <td>114</td>\n",
       "      <td>146</td>\n",
       "      <td>95</td>\n",
       "      <td>100</td>\n",
       "      <td>96</td>\n",
       "      <td>95</td>\n",
       "      <td>93</td>\n",
       "      <td>118</td>\n",
       "      <td>97</td>\n",
       "      <td>117</td>\n",
       "      <td>119</td>\n",
       "      <td>102</td>\n",
       "      <td>88</td>\n",
       "      <td>87</td>\n",
       "      <td>95</td>\n",
       "      <td>79</td>\n",
       "      <td>83</td>\n",
       "      <td>139</td>\n",
       "      <td>103</td>\n",
       "      <td>91</td>\n",
       "      <td>94</td>\n",
       "      <td>96</td>\n",
       "      <td>104</td>\n",
       "      <td>126</td>\n",
       "      <td>96</td>\n",
       "      <td>101</td>\n",
       "      <td>120</td>\n",
       "      <td>94</td>\n",
       "      <td>99</td>\n",
       "      <td>97</td>\n",
       "      <td>99</td>\n",
       "      <td>105</td>\n",
       "      <td>135</td>\n",
       "      <td>109</td>\n",
       "      <td>109</td>\n",
       "      <td>96</td>\n",
       "      <td>89</td>\n",
       "      <td>113</td>\n",
       "      <td>105</td>\n",
       "      <td>89</td>\n",
       "      <td>76</td>\n",
       "      <td>85</td>\n",
       "      <td>86</td>\n",
       "      <td>97</td>\n",
       "      <td>115</td>\n",
       "      <td>117</td>\n",
       "      <td>109</td>\n",
       "      <td>99</td>\n",
       "      <td>133</td>\n",
       "      <td>129</td>\n",
       "      <td>108</td>\n",
       "      <td>100</td>\n",
       "      <td>106</td>\n",
       "      <td>97</td>\n",
       "      <td>89</td>\n",
       "      <td>102</td>\n",
       "      <td>116</td>\n",
       "      <td>105</td>\n",
       "      <td>108</td>\n",
       "      <td>84</td>\n",
       "      <td>100</td>\n",
       "      <td>101</td>\n",
       "      <td>101</td>\n",
       "      <td>112</td>\n",
       "      <td>87</td>\n",
       "      <td>99</td>\n",
       "      <td>82</td>\n",
       "      <td>105</td>\n",
       "      <td>93</td>\n",
       "      <td>96</td>\n",
       "      <td>94</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>96</td>\n",
       "      <td>80</td>\n",
       "      <td>108</td>\n",
       "      <td>92</td>\n",
       "      <td>73</td>\n",
       "      <td>82</td>\n",
       "      <td>100</td>\n",
       "      <td>79</td>\n",
       "      <td>101</td>\n",
       "      <td>90</td>\n",
       "      <td>103</td>\n",
       "      <td>106</td>\n",
       "      <td>61</td>\n",
       "      <td>113</td>\n",
       "      <td>133</td>\n",
       "      <td>131</td>\n",
       "      <td>107</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>106</td>\n",
       "      <td>101</td>\n",
       "      <td>86</td>\n",
       "      <td>100</td>\n",
       "      <td>122</td>\n",
       "      <td>81</td>\n",
       "      <td>97</td>\n",
       "      <td>131</td>\n",
       "      <td>112</td>\n",
       "      <td>101</td>\n",
       "      <td>97</td>\n",
       "      <td>106</td>\n",
       "      <td>126</td>\n",
       "      <td>110</td>\n",
       "      <td>121</td>\n",
       "      <td>96</td>\n",
       "      <td>88</td>\n",
       "      <td>101</td>\n",
       "      <td>97</td>\n",
       "      <td>95</td>\n",
       "      <td>106</td>\n",
       "      <td>90</td>\n",
       "      <td>93</td>\n",
       "      <td>86</td>\n",
       "      <td>91</td>\n",
       "      <td>98</td>\n",
       "      <td>93</td>\n",
       "      <td>98</td>\n",
       "      <td>91</td>\n",
       "      <td>116</td>\n",
       "      <td>105</td>\n",
       "      <td>108</td>\n",
       "      <td>91</td>\n",
       "      <td>89</td>\n",
       "      <td>82</td>\n",
       "      <td>91</td>\n",
       "      <td>82</td>\n",
       "      <td>99</td>\n",
       "      <td>100</td>\n",
       "      <td>75</td>\n",
       "      <td>109</td>\n",
       "      <td>103</td>\n",
       "      <td>120</td>\n",
       "      <td>104</td>\n",
       "      <td>133</td>\n",
       "      <td>97</td>\n",
       "      <td>93</td>\n",
       "      <td>120</td>\n",
       "      <td>102</td>\n",
       "      <td>87</td>\n",
       "      <td>117</td>\n",
       "      <td>87</td>\n",
       "      <td>64</td>\n",
       "      <td>91</td>\n",
       "      <td>93</td>\n",
       "      <td>88</td>\n",
       "      <td>72</td>\n",
       "      <td>105</td>\n",
       "      <td>127</td>\n",
       "      <td>78</td>\n",
       "      <td>76</td>\n",
       "      <td>80</td>\n",
       "      <td>102</td>\n",
       "      <td>106</td>\n",
       "      <td>96</td>\n",
       "      <td>99</td>\n",
       "      <td>110</td>\n",
       "      <td>73</td>\n",
       "      <td>90</td>\n",
       "      <td>96</td>\n",
       "      <td>87</td>\n",
       "      <td>126</td>\n",
       "      <td>79</td>\n",
       "      <td>108</td>\n",
       "      <td>87</td>\n",
       "      <td>88</td>\n",
       "      <td>74</td>\n",
       "      <td>125</td>\n",
       "      <td>97</td>\n",
       "      <td>141</td>\n",
       "      <td>101</td>\n",
       "      <td>92</td>\n",
       "      <td>107</td>\n",
       "      <td>110</td>\n",
       "      <td>118</td>\n",
       "      <td>101</td>\n",
       "      <td>100</td>\n",
       "      <td>93</td>\n",
       "      <td>70</td>\n",
       "      <td>98</td>\n",
       "      <td>87</td>\n",
       "      <td>106</td>\n",
       "      <td>108</td>\n",
       "      <td>106</td>\n",
       "      <td>99</td>\n",
       "      <td>76</td>\n",
       "      <td>107</td>\n",
       "      <td>98</td>\n",
       "      <td>101</td>\n",
       "      <td>101</td>\n",
       "      <td>98</td>\n",
       "      <td>119</td>\n",
       "      <td>105</td>\n",
       "      <td>116</td>\n",
       "      <td>73</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>91</td>\n",
       "      <td>79</td>\n",
       "      <td>90</td>\n",
       "      <td>106</td>\n",
       "      <td>90</td>\n",
       "      <td>117</td>\n",
       "      <td>92</td>\n",
       "      <td>102</td>\n",
       "      <td>91</td>\n",
       "      <td>126</td>\n",
       "      <td>99</td>\n",
       "      <td>93</td>\n",
       "      <td>86</td>\n",
       "      <td>91</td>\n",
       "      <td>79</td>\n",
       "      <td>69</td>\n",
       "      <td>101</td>\n",
       "      <td>107</td>\n",
       "      <td>101</td>\n",
       "      <td>109</td>\n",
       "      <td>99</td>\n",
       "      <td>78</td>\n",
       "      <td>120</td>\n",
       "      <td>101</td>\n",
       "      <td>108</td>\n",
       "      <td>71</td>\n",
       "      <td>96</td>\n",
       "      <td>90</td>\n",
       "      <td>101</td>\n",
       "      <td>99</td>\n",
       "      <td>90</td>\n",
       "      <td>105</td>\n",
       "      <td>97</td>\n",
       "      <td>67</td>\n",
       "      <td>116</td>\n",
       "      <td>120</td>\n",
       "      <td>116</td>\n",
       "      <td>98</td>\n",
       "      <td>97</td>\n",
       "      <td>117</td>\n",
       "      <td>99</td>\n",
       "      <td>75</td>\n",
       "      <td>102</td>\n",
       "      <td>101</td>\n",
       "      <td>112</td>\n",
       "      <td>113</td>\n",
       "      <td>102</td>\n",
       "      <td>100</td>\n",
       "      <td>89</td>\n",
       "      <td>98</td>\n",
       "      <td>86</td>\n",
       "      <td>105</td>\n",
       "      <td>94</td>\n",
       "      <td>87</td>\n",
       "      <td>104</td>\n",
       "      <td>102</td>\n",
       "      <td>104</td>\n",
       "      <td>97</td>\n",
       "      <td>97</td>\n",
       "      <td>103</td>\n",
       "      <td>96</td>\n",
       "      <td>93</td>\n",
       "      <td>109</td>\n",
       "      <td>99</td>\n",
       "      <td>106</td>\n",
       "      <td>111</td>\n",
       "      <td>93</td>\n",
       "      <td>88</td>\n",
       "      <td>112</td>\n",
       "      <td>104</td>\n",
       "      <td>89</td>\n",
       "      <td>86</td>\n",
       "      <td>110</td>\n",
       "      <td>95</td>\n",
       "      <td>94</td>\n",
       "      <td>84</td>\n",
       "      <td>98</td>\n",
       "      <td>120</td>\n",
       "      <td>90</td>\n",
       "      <td>101</td>\n",
       "      <td>86</td>\n",
       "      <td>102</td>\n",
       "      <td>84</td>\n",
       "      <td>96</td>\n",
       "      <td>101</td>\n",
       "      <td>78</td>\n",
       "      <td>92</td>\n",
       "      <td>106</td>\n",
       "      <td>110</td>\n",
       "      <td>116</td>\n",
       "      <td>93</td>\n",
       "      <td>104</td>\n",
       "      <td>113</td>\n",
       "      <td>110</td>\n",
       "      <td>88</td>\n",
       "      <td>89</td>\n",
       "      <td>97</td>\n",
       "      <td>86</td>\n",
       "      <td>125</td>\n",
       "      <td>114</td>\n",
       "      <td>85</td>\n",
       "      <td>69</td>\n",
       "      <td>91</td>\n",
       "      <td>92</td>\n",
       "      <td>131</td>\n",
       "      <td>128</td>\n",
       "      <td>99</td>\n",
       "      <td>98</td>\n",
       "      <td>106</td>\n",
       "      <td>90</td>\n",
       "      <td>104</td>\n",
       "      <td>91</td>\n",
       "      <td>106</td>\n",
       "      <td>118</td>\n",
       "      <td>95</td>\n",
       "      <td>91</td>\n",
       "      <td>112</td>\n",
       "      <td>102</td>\n",
       "      <td>87</td>\n",
       "      <td>89</td>\n",
       "      <td>91</td>\n",
       "      <td>112</td>\n",
       "      <td>112</td>\n",
       "      <td>124</td>\n",
       "      <td>103</td>\n",
       "      <td>106</td>\n",
       "      <td>110</td>\n",
       "      <td>113</td>\n",
       "      <td>88</td>\n",
       "      <td>117</td>\n",
       "      <td>80</td>\n",
       "      <td>105</td>\n",
       "      <td>98</td>\n",
       "      <td>84</td>\n",
       "      <td>105</td>\n",
       "      <td>93</td>\n",
       "      <td>85</td>\n",
       "      <td>77</td>\n",
       "      <td>104</td>\n",
       "      <td>69</td>\n",
       "      <td>73</td>\n",
       "      <td>78</td>\n",
       "      <td>93</td>\n",
       "      <td>114</td>\n",
       "      <td>89</td>\n",
       "      <td>95</td>\n",
       "      <td>112</td>\n",
       "      <td>103</td>\n",
       "      <td>95</td>\n",
       "      <td>120</td>\n",
       "      <td>105</td>\n",
       "      <td>114</td>\n",
       "      <td>97</td>\n",
       "      <td>105</td>\n",
       "      <td>116</td>\n",
       "      <td>83</td>\n",
       "      <td>95</td>\n",
       "      <td>105</td>\n",
       "      <td>85</td>\n",
       "      <td>98</td>\n",
       "      <td>87</td>\n",
       "      <td>100</td>\n",
       "      <td>83</td>\n",
       "      <td>96</td>\n",
       "      <td>105</td>\n",
       "      <td>111</td>\n",
       "      <td>93</td>\n",
       "      <td>120</td>\n",
       "      <td>97</td>\n",
       "      <td>106</td>\n",
       "      <td>95</td>\n",
       "      <td>123</td>\n",
       "      <td>105</td>\n",
       "      <td>79</td>\n",
       "      <td>93</td>\n",
       "      <td>105</td>\n",
       "      <td>95</td>\n",
       "      <td>100</td>\n",
       "      <td>114</td>\n",
       "      <td>100</td>\n",
       "      <td>109</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>103</td>\n",
       "      <td>101</td>\n",
       "      <td>102</td>\n",
       "      <td>95</td>\n",
       "      <td>74</td>\n",
       "      <td>89</td>\n",
       "      <td>103</td>\n",
       "      <td>83</td>\n",
       "      <td>98</td>\n",
       "      <td>82</td>\n",
       "      <td>77</td>\n",
       "      <td>110</td>\n",
       "      <td>91</td>\n",
       "      <td>78</td>\n",
       "      <td>121</td>\n",
       "      <td>102</td>\n",
       "      <td>112</td>\n",
       "      <td>120</td>\n",
       "      <td>83</td>\n",
       "      <td>120</td>\n",
       "      <td>111</td>\n",
       "      <td>102</td>\n",
       "      <td>88</td>\n",
       "      <td>77</td>\n",
       "      <td>69</td>\n",
       "      <td>117</td>\n",
       "      <td>70</td>\n",
       "      <td>120</td>\n",
       "      <td>91</td>\n",
       "      <td>118</td>\n",
       "      <td>95</td>\n",
       "      <td>94</td>\n",
       "      <td>83</td>\n",
       "      <td>91</td>\n",
       "      <td>134</td>\n",
       "      <td>95</td>\n",
       "      <td>91</td>\n",
       "      <td>110</td>\n",
       "      <td>85</td>\n",
       "      <td>112</td>\n",
       "      <td>106</td>\n",
       "      <td>91</td>\n",
       "      <td>83</td>\n",
       "      <td>102</td>\n",
       "      <td>130</td>\n",
       "      <td>103</td>\n",
       "      <td>71</td>\n",
       "      <td>96</td>\n",
       "      <td>101</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>117</td>\n",
       "      <td>104</td>\n",
       "      <td>102</td>\n",
       "      <td>84</td>\n",
       "      <td>103</td>\n",
       "      <td>97</td>\n",
       "      <td>97</td>\n",
       "      <td>103</td>\n",
       "      <td>105</td>\n",
       "      <td>95</td>\n",
       "      <td>91</td>\n",
       "      <td>124</td>\n",
       "      <td>135</td>\n",
       "      <td>102</td>\n",
       "      <td>122</td>\n",
       "      <td>89</td>\n",
       "      <td>107</td>\n",
       "      <td>106</td>\n",
       "      <td>82</td>\n",
       "      <td>104</td>\n",
       "      <td>88</td>\n",
       "      <td>107</td>\n",
       "      <td>79</td>\n",
       "      <td>111</td>\n",
       "      <td>87</td>\n",
       "      <td>81</td>\n",
       "      <td>108</td>\n",
       "      <td>83</td>\n",
       "      <td>77</td>\n",
       "      <td>94</td>\n",
       "      <td>87</td>\n",
       "      <td>80</td>\n",
       "      <td>93</td>\n",
       "      <td>85</td>\n",
       "      <td>99</td>\n",
       "      <td>102</td>\n",
       "      <td>107</td>\n",
       "      <td>113</td>\n",
       "      <td>113</td>\n",
       "      <td>82</td>\n",
       "      <td>95</td>\n",
       "      <td>85</td>\n",
       "      <td>99</td>\n",
       "      <td>97</td>\n",
       "      <td>97</td>\n",
       "      <td>94</td>\n",
       "      <td>95</td>\n",
       "      <td>111</td>\n",
       "      <td>73</td>\n",
       "      <td>110</td>\n",
       "      <td>101</td>\n",
       "      <td>101</td>\n",
       "      <td>124</td>\n",
       "      <td>89</td>\n",
       "      <td>113</td>\n",
       "      <td>109</td>\n",
       "      <td>97</td>\n",
       "      <td>68</td>\n",
       "      <td>85</td>\n",
       "      <td>87</td>\n",
       "      <td>106</td>\n",
       "      <td>97</td>\n",
       "      <td>96</td>\n",
       "      <td>102</td>\n",
       "      <td>114</td>\n",
       "      <td>78</td>\n",
       "      <td>91</td>\n",
       "      <td>100</td>\n",
       "      <td>97</td>\n",
       "      <td>97</td>\n",
       "      <td>68</td>\n",
       "      <td>101</td>\n",
       "      <td>85</td>\n",
       "      <td>118</td>\n",
       "      <td>105</td>\n",
       "      <td>80</td>\n",
       "      <td>96</td>\n",
       "      <td>114</td>\n",
       "      <td>104</td>\n",
       "      <td>114</td>\n",
       "      <td>115</td>\n",
       "      <td>108</td>\n",
       "      <td>128</td>\n",
       "      <td>82</td>\n",
       "      <td>109</td>\n",
       "      <td>94</td>\n",
       "      <td>89</td>\n",
       "      <td>105</td>\n",
       "      <td>87</td>\n",
       "      <td>93</td>\n",
       "      <td>84</td>\n",
       "      <td>75</td>\n",
       "      <td>98</td>\n",
       "      <td>111</td>\n",
       "      <td>89</td>\n",
       "      <td>102</td>\n",
       "      <td>116</td>\n",
       "      <td>99</td>\n",
       "      <td>96</td>\n",
       "      <td>90</td>\n",
       "      <td>89</td>\n",
       "      <td>100</td>\n",
       "      <td>105</td>\n",
       "      <td>121</td>\n",
       "      <td>124</td>\n",
       "      <td>89</td>\n",
       "      <td>104</td>\n",
       "      <td>107</td>\n",
       "      <td>93</td>\n",
       "      <td>99</td>\n",
       "      <td>109</td>\n",
       "      <td>98</td>\n",
       "      <td>89</td>\n",
       "      <td>107</td>\n",
       "      <td>99</td>\n",
       "      <td>130</td>\n",
       "      <td>98</td>\n",
       "      <td>83</td>\n",
       "      <td>109</td>\n",
       "      <td>97</td>\n",
       "      <td>108</td>\n",
       "      <td>101</td>\n",
       "      <td>103</td>\n",
       "      <td>94</td>\n",
       "      <td>101</td>\n",
       "      <td>72</td>\n",
       "      <td>109</td>\n",
       "      <td>111</td>\n",
       "      <td>89</td>\n",
       "      <td>92</td>\n",
       "      <td>121</td>\n",
       "      <td>96</td>\n",
       "      <td>102</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>102</td>\n",
       "      <td>107</td>\n",
       "      <td>88</td>\n",
       "      <td>109</td>\n",
       "      <td>96</td>\n",
       "      <td>95</td>\n",
       "      <td>106</td>\n",
       "      <td>113</td>\n",
       "      <td>103</td>\n",
       "      <td>114</td>\n",
       "      <td>109</td>\n",
       "      <td>84</td>\n",
       "      <td>96</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>96</td>\n",
       "      <td>98</td>\n",
       "      <td>95</td>\n",
       "      <td>124</td>\n",
       "      <td>85</td>\n",
       "      <td>105</td>\n",
       "      <td>109</td>\n",
       "      <td>109</td>\n",
       "      <td>103</td>\n",
       "      <td>114</td>\n",
       "      <td>119</td>\n",
       "      <td>98</td>\n",
       "      <td>85</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>94</td>\n",
       "      <td>99</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>96</td>\n",
       "      <td>82</td>\n",
       "      <td>109</td>\n",
       "      <td>94</td>\n",
       "      <td>107</td>\n",
       "      <td>118</td>\n",
       "      <td>99</td>\n",
       "      <td>77</td>\n",
       "      <td>103</td>\n",
       "      <td>81</td>\n",
       "      <td>86</td>\n",
       "      <td>107</td>\n",
       "      <td>92</td>\n",
       "      <td>112</td>\n",
       "      <td>98</td>\n",
       "      <td>108</td>\n",
       "      <td>90</td>\n",
       "      <td>88</td>\n",
       "      <td>129</td>\n",
       "      <td>71</td>\n",
       "      <td>78</td>\n",
       "      <td>129</td>\n",
       "      <td>127</td>\n",
       "      <td>101</td>\n",
       "      <td>99</td>\n",
       "      <td>122</td>\n",
       "      <td>106</td>\n",
       "      <td>108</td>\n",
       "      <td>107</td>\n",
       "      <td>147</td>\n",
       "      <td>122</td>\n",
       "      <td>71</td>\n",
       "      <td>98</td>\n",
       "      <td>122</td>\n",
       "      <td>119</td>\n",
       "      <td>85</td>\n",
       "      <td>98</td>\n",
       "      <td>99</td>\n",
       "      <td>122</td>\n",
       "      <td>83</td>\n",
       "      <td>116</td>\n",
       "      <td>84</td>\n",
       "      <td>96</td>\n",
       "      <td>99</td>\n",
       "      <td>78</td>\n",
       "      <td>114</td>\n",
       "      <td>144</td>\n",
       "      <td>117</td>\n",
       "      <td>103</td>\n",
       "      <td>116</td>\n",
       "      <td>109</td>\n",
       "      <td>126</td>\n",
       "      <td>92</td>\n",
       "      <td>98</td>\n",
       "      <td>111</td>\n",
       "      <td>108</td>\n",
       "      <td>89</td>\n",
       "      <td>79</td>\n",
       "      <td>97</td>\n",
       "      <td>113</td>\n",
       "      <td>90</td>\n",
       "      <td>94</td>\n",
       "      <td>102</td>\n",
       "      <td>109</td>\n",
       "      <td>106</td>\n",
       "      <td>115</td>\n",
       "      <td>113</td>\n",
       "      <td>151</td>\n",
       "      <td>104</td>\n",
       "      <td>103</td>\n",
       "      <td>94</td>\n",
       "      <td>105</td>\n",
       "      <td>105</td>\n",
       "      <td>107</td>\n",
       "      <td>100</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>76</td>\n",
       "      <td>104</td>\n",
       "      <td>106</td>\n",
       "      <td>94</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "      <td>79</td>\n",
       "      <td>81</td>\n",
       "      <td>104</td>\n",
       "      <td>76</td>\n",
       "      <td>112</td>\n",
       "      <td>103</td>\n",
       "      <td>71</td>\n",
       "      <td>67</td>\n",
       "      <td>102</td>\n",
       "      <td>91</td>\n",
       "      <td>96</td>\n",
       "      <td>90</td>\n",
       "      <td>102</td>\n",
       "      <td>105</td>\n",
       "      <td>112</td>\n",
       "      <td>106</td>\n",
       "      <td>85</td>\n",
       "      <td>99</td>\n",
       "      <td>139</td>\n",
       "      <td>134</td>\n",
       "      <td>114</td>\n",
       "      <td>109</td>\n",
       "      <td>100</td>\n",
       "      <td>94</td>\n",
       "      <td>103</td>\n",
       "      <td>95</td>\n",
       "      <td>114</td>\n",
       "      <td>134</td>\n",
       "      <td>117</td>\n",
       "      <td>73</td>\n",
       "      <td>106</td>\n",
       "      <td>103</td>\n",
       "      <td>97</td>\n",
       "      <td>97</td>\n",
       "      <td>101</td>\n",
       "      <td>99</td>\n",
       "      <td>104</td>\n",
       "      <td>78</td>\n",
       "      <td>100</td>\n",
       "      <td>106</td>\n",
       "      <td>84</td>\n",
       "      <td>96</td>\n",
       "      <td>103</td>\n",
       "      <td>119</td>\n",
       "      <td>123</td>\n",
       "      <td>104</td>\n",
       "      <td>95</td>\n",
       "      <td>90</td>\n",
       "      <td>88</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>102</td>\n",
       "      <td>85</td>\n",
       "      <td>102</td>\n",
       "      <td>92</td>\n",
       "      <td>109</td>\n",
       "      <td>89</td>\n",
       "      <td>113</td>\n",
       "      <td>110</td>\n",
       "      <td>110</td>\n",
       "      <td>115</td>\n",
       "      <td>90</td>\n",
       "      <td>119</td>\n",
       "      <td>91</td>\n",
       "      <td>88</td>\n",
       "      <td>95</td>\n",
       "      <td>100</td>\n",
       "      <td>111</td>\n",
       "      <td>86</td>\n",
       "      <td>121</td>\n",
       "      <td>101</td>\n",
       "      <td>103</td>\n",
       "      <td>128</td>\n",
       "      <td>109</td>\n",
       "      <td>95</td>\n",
       "      <td>110</td>\n",
       "      <td>116</td>\n",
       "      <td>90</td>\n",
       "      <td>95</td>\n",
       "      <td>99</td>\n",
       "      <td>106</td>\n",
       "      <td>90</td>\n",
       "      <td>96</td>\n",
       "      <td>103</td>\n",
       "      <td>100</td>\n",
       "      <td>107</td>\n",
       "      <td>89</td>\n",
       "      <td>108</td>\n",
       "      <td>88</td>\n",
       "      <td>118</td>\n",
       "      <td>82</td>\n",
       "      <td>119</td>\n",
       "      <td>103</td>\n",
       "      <td>107</td>\n",
       "      <td>97</td>\n",
       "      <td>106</td>\n",
       "      <td>114</td>\n",
       "      <td>112</td>\n",
       "      <td>99</td>\n",
       "      <td>126</td>\n",
       "      <td>97</td>\n",
       "      <td>99</td>\n",
       "      <td>129</td>\n",
       "      <td>89</td>\n",
       "      <td>90</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>71</td>\n",
       "      <td>92</td>\n",
       "      <td>85</td>\n",
       "      <td>81</td>\n",
       "      <td>87</td>\n",
       "      <td>102</td>\n",
       "      <td>121</td>\n",
       "      <td>71</td>\n",
       "      <td>91</td>\n",
       "      <td>89</td>\n",
       "      <td>116</td>\n",
       "      <td>97</td>\n",
       "      <td>114</td>\n",
       "      <td>111</td>\n",
       "      <td>103</td>\n",
       "      <td>91</td>\n",
       "      <td>96</td>\n",
       "      <td>73</td>\n",
       "      <td>80</td>\n",
       "      <td>87</td>\n",
       "      <td>83</td>\n",
       "      <td>85</td>\n",
       "      <td>116</td>\n",
       "      <td>94</td>\n",
       "      <td>98</td>\n",
       "      <td>108</td>\n",
       "      <td>121</td>\n",
       "      <td>109</td>\n",
       "      <td>97</td>\n",
       "      <td>87</td>\n",
       "      <td>97</td>\n",
       "      <td>106</td>\n",
       "      <td>93</td>\n",
       "      <td>80</td>\n",
       "      <td>102</td>\n",
       "      <td>98</td>\n",
       "      <td>120</td>\n",
       "      <td>123</td>\n",
       "      <td>109</td>\n",
       "      <td>102</td>\n",
       "      <td>100</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>120</td>\n",
       "      <td>83</td>\n",
       "      <td>84</td>\n",
       "      <td>92</td>\n",
       "      <td>81</td>\n",
       "      <td>110</td>\n",
       "      <td>106</td>\n",
       "      <td>128</td>\n",
       "      <td>103</td>\n",
       "      <td>91</td>\n",
       "      <td>115</td>\n",
       "      <td>117</td>\n",
       "      <td>95</td>\n",
       "      <td>120</td>\n",
       "      <td>87</td>\n",
       "      <td>102</td>\n",
       "      <td>106</td>\n",
       "      <td>97</td>\n",
       "      <td>115</td>\n",
       "      <td>100</td>\n",
       "      <td>90</td>\n",
       "      <td>78</td>\n",
       "      <td>106</td>\n",
       "      <td>102</td>\n",
       "      <td>86</td>\n",
       "      <td>118</td>\n",
       "      <td>94</td>\n",
       "      <td>112</td>\n",
       "      <td>72</td>\n",
       "      <td>96</td>\n",
       "      <td>113</td>\n",
       "      <td>116</td>\n",
       "      <td>115</td>\n",
       "      <td>89</td>\n",
       "      <td>87</td>\n",
       "      <td>97</td>\n",
       "      <td>85</td>\n",
       "      <td>104</td>\n",
       "      <td>83</td>\n",
       "      <td>101</td>\n",
       "      <td>60</td>\n",
       "      <td>113</td>\n",
       "      <td>92</td>\n",
       "      <td>94</td>\n",
       "      <td>104</td>\n",
       "      <td>112</td>\n",
       "      <td>112</td>\n",
       "      <td>86</td>\n",
       "      <td>122</td>\n",
       "      <td>140</td>\n",
       "      <td>128</td>\n",
       "      <td>119</td>\n",
       "      <td>132</td>\n",
       "      <td>92</td>\n",
       "      <td>90</td>\n",
       "      <td>102</td>\n",
       "      <td>87</td>\n",
       "      <td>98</td>\n",
       "      <td>101</td>\n",
       "      <td>77</td>\n",
       "      <td>89</td>\n",
       "      <td>137</td>\n",
       "      <td>103</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>95</td>\n",
       "      <td>123</td>\n",
       "      <td>103</td>\n",
       "      <td>112</td>\n",
       "      <td>91</td>\n",
       "      <td>83</td>\n",
       "      <td>131</td>\n",
       "      <td>105</td>\n",
       "      <td>87</td>\n",
       "      <td>113</td>\n",
       "      <td>107</td>\n",
       "      <td>101</td>\n",
       "      <td>81</td>\n",
       "      <td>93</td>\n",
       "      <td>69</td>\n",
       "      <td>88</td>\n",
       "      <td>108</td>\n",
       "      <td>105</td>\n",
       "      <td>115</td>\n",
       "      <td>103</td>\n",
       "      <td>112</td>\n",
       "      <td>82</td>\n",
       "      <td>119</td>\n",
       "      <td>99</td>\n",
       "      <td>81</td>\n",
       "      <td>101</td>\n",
       "      <td>95</td>\n",
       "      <td>96</td>\n",
       "      <td>107</td>\n",
       "      <td>89</td>\n",
       "      <td>94</td>\n",
       "      <td>103</td>\n",
       "      <td>114</td>\n",
       "      <td>100</td>\n",
       "      <td>90</td>\n",
       "      <td>85</td>\n",
       "      <td>130</td>\n",
       "      <td>115</td>\n",
       "      <td>85</td>\n",
       "      <td>112</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>114</td>\n",
       "      <td>92</td>\n",
       "      <td>107</td>\n",
       "      <td>73</td>\n",
       "      <td>102</td>\n",
       "      <td>124</td>\n",
       "      <td>85</td>\n",
       "      <td>87</td>\n",
       "      <td>107</td>\n",
       "      <td>96</td>\n",
       "      <td>104</td>\n",
       "      <td>85</td>\n",
       "      <td>122</td>\n",
       "      <td>108</td>\n",
       "      <td>73</td>\n",
       "      <td>93</td>\n",
       "      <td>82</td>\n",
       "      <td>96</td>\n",
       "      <td>112</td>\n",
       "      <td>77</td>\n",
       "      <td>107</td>\n",
       "      <td>124</td>\n",
       "      <td>107</td>\n",
       "      <td>83</td>\n",
       "      <td>117</td>\n",
       "      <td>99</td>\n",
       "      <td>112</td>\n",
       "      <td>93</td>\n",
       "      <td>81</td>\n",
       "      <td>112</td>\n",
       "      <td>105</td>\n",
       "      <td>113</td>\n",
       "      <td>92</td>\n",
       "      <td>97</td>\n",
       "      <td>100</td>\n",
       "      <td>92</td>\n",
       "      <td>107</td>\n",
       "      <td>89</td>\n",
       "      <td>86</td>\n",
       "      <td>97</td>\n",
       "      <td>102</td>\n",
       "      <td>109</td>\n",
       "      <td>84</td>\n",
       "      <td>82</td>\n",
       "      <td>103</td>\n",
       "      <td>101</td>\n",
       "      <td>105</td>\n",
       "      <td>89</td>\n",
       "      <td>92</td>\n",
       "      <td>102</td>\n",
       "      <td>83</td>\n",
       "      <td>91</td>\n",
       "      <td>127</td>\n",
       "      <td>104</td>\n",
       "      <td>102</td>\n",
       "      <td>101</td>\n",
       "      <td>83</td>\n",
       "      <td>97</td>\n",
       "      <td>100</td>\n",
       "      <td>103</td>\n",
       "      <td>101</td>\n",
       "      <td>109</td>\n",
       "      <td>94</td>\n",
       "      <td>96</td>\n",
       "      <td>97</td>\n",
       "      <td>96</td>\n",
       "      <td>97</td>\n",
       "      <td>81</td>\n",
       "      <td>96</td>\n",
       "      <td>99</td>\n",
       "      <td>108</td>\n",
       "      <td>94</td>\n",
       "      <td>97</td>\n",
       "      <td>101</td>\n",
       "      <td>98</td>\n",
       "      <td>94</td>\n",
       "      <td>120</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>91</td>\n",
       "      <td>111</td>\n",
       "      <td>105</td>\n",
       "      <td>127</td>\n",
       "      <td>107</td>\n",
       "      <td>85</td>\n",
       "      <td>104</td>\n",
       "      <td>105</td>\n",
       "      <td>61</td>\n",
       "      <td>86</td>\n",
       "      <td>107</td>\n",
       "      <td>130</td>\n",
       "      <td>101</td>\n",
       "      <td>102</td>\n",
       "      <td>112</td>\n",
       "      <td>96</td>\n",
       "      <td>100</td>\n",
       "      <td>96</td>\n",
       "      <td>110</td>\n",
       "      <td>79</td>\n",
       "      <td>115</td>\n",
       "      <td>84</td>\n",
       "      <td>101</td>\n",
       "      <td>99</td>\n",
       "      <td>111</td>\n",
       "      <td>91</td>\n",
       "      <td>118</td>\n",
       "      <td>78</td>\n",
       "      <td>94</td>\n",
       "      <td>96</td>\n",
       "      <td>88</td>\n",
       "      <td>118</td>\n",
       "      <td>100</td>\n",
       "      <td>103</td>\n",
       "      <td>94</td>\n",
       "      <td>84</td>\n",
       "      <td>82</td>\n",
       "      <td>105</td>\n",
       "      <td>87</td>\n",
       "      <td>78</td>\n",
       "      <td>93</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>111</td>\n",
       "      <td>97</td>\n",
       "      <td>90</td>\n",
       "      <td>93</td>\n",
       "      <td>108</td>\n",
       "      <td>94</td>\n",
       "      <td>91</td>\n",
       "      <td>110</td>\n",
       "      <td>108</td>\n",
       "      <td>103</td>\n",
       "      <td>81</td>\n",
       "      <td>91</td>\n",
       "      <td>92</td>\n",
       "      <td>88</td>\n",
       "      <td>73</td>\n",
       "      <td>104</td>\n",
       "      <td>101</td>\n",
       "      <td>76</td>\n",
       "      <td>115</td>\n",
       "      <td>114</td>\n",
       "      <td>87</td>\n",
       "      <td>95</td>\n",
       "      <td>98</td>\n",
       "      <td>97</td>\n",
       "      <td>89</td>\n",
       "      <td>126</td>\n",
       "      <td>104</td>\n",
       "      <td>71</td>\n",
       "      <td>96</td>\n",
       "      <td>85</td>\n",
       "      <td>116</td>\n",
       "      <td>117</td>\n",
       "      <td>88</td>\n",
       "      <td>89</td>\n",
       "      <td>100</td>\n",
       "      <td>101</td>\n",
       "      <td>124</td>\n",
       "      <td>126</td>\n",
       "      <td>81</td>\n",
       "      <td>74</td>\n",
       "      <td>72</td>\n",
       "      <td>107</td>\n",
       "      <td>113</td>\n",
       "      <td>92</td>\n",
       "      <td>95</td>\n",
       "      <td>86</td>\n",
       "      <td>91</td>\n",
       "      <td>99</td>\n",
       "      <td>94</td>\n",
       "      <td>107</td>\n",
       "      <td>99</td>\n",
       "      <td>105</td>\n",
       "      <td>124</td>\n",
       "      <td>97</td>\n",
       "      <td>100</td>\n",
       "      <td>127</td>\n",
       "      <td>108</td>\n",
       "      <td>102</td>\n",
       "      <td>95</td>\n",
       "      <td>109</td>\n",
       "      <td>91</td>\n",
       "      <td>135</td>\n",
       "      <td>95</td>\n",
       "      <td>109</td>\n",
       "      <td>100</td>\n",
       "      <td>89</td>\n",
       "      <td>98</td>\n",
       "      <td>127</td>\n",
       "      <td>94</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>92</td>\n",
       "      <td>76</td>\n",
       "      <td>81</td>\n",
       "      <td>82</td>\n",
       "      <td>107</td>\n",
       "      <td>100</td>\n",
       "      <td>86</td>\n",
       "      <td>100</td>\n",
       "      <td>84</td>\n",
       "      <td>112</td>\n",
       "      <td>114</td>\n",
       "      <td>116</td>\n",
       "      <td>112</td>\n",
       "      <td>97</td>\n",
       "      <td>118</td>\n",
       "      <td>115</td>\n",
       "      <td>86</td>\n",
       "      <td>81</td>\n",
       "      <td>92</td>\n",
       "      <td>88</td>\n",
       "      <td>101</td>\n",
       "      <td>92</td>\n",
       "      <td>96</td>\n",
       "      <td>79</td>\n",
       "      <td>102</td>\n",
       "      <td>121</td>\n",
       "      <td>93</td>\n",
       "      <td>81</td>\n",
       "      <td>89</td>\n",
       "      <td>82</td>\n",
       "      <td>105</td>\n",
       "      <td>95</td>\n",
       "      <td>135</td>\n",
       "      <td>111</td>\n",
       "      <td>88</td>\n",
       "      <td>116</td>\n",
       "      <td>105</td>\n",
       "      <td>91</td>\n",
       "      <td>83</td>\n",
       "      <td>97</td>\n",
       "      <td>89</td>\n",
       "      <td>105</td>\n",
       "      <td>96</td>\n",
       "      <td>120</td>\n",
       "      <td>111</td>\n",
       "      <td>96</td>\n",
       "      <td>125</td>\n",
       "      <td>93</td>\n",
       "      <td>75</td>\n",
       "      <td>90</td>\n",
       "      <td>99</td>\n",
       "      <td>102</td>\n",
       "      <td>104</td>\n",
       "      <td>72</td>\n",
       "      <td>95</td>\n",
       "      <td>91</td>\n",
       "      <td>84</td>\n",
       "      <td>73</td>\n",
       "      <td>118</td>\n",
       "      <td>94</td>\n",
       "      <td>110</td>\n",
       "      <td>99</td>\n",
       "      <td>114</td>\n",
       "      <td>104</td>\n",
       "      <td>109</td>\n",
       "      <td>97</td>\n",
       "      <td>100</td>\n",
       "      <td>92</td>\n",
       "      <td>79</td>\n",
       "      <td>121</td>\n",
       "      <td>75</td>\n",
       "      <td>99</td>\n",
       "      <td>129</td>\n",
       "      <td>110</td>\n",
       "      <td>124</td>\n",
       "      <td>96</td>\n",
       "      <td>72</td>\n",
       "      <td>86</td>\n",
       "      <td>116</td>\n",
       "      <td>97</td>\n",
       "      <td>91</td>\n",
       "      <td>86</td>\n",
       "      <td>89</td>\n",
       "      <td>99</td>\n",
       "      <td>100</td>\n",
       "      <td>81</td>\n",
       "      <td>110</td>\n",
       "      <td>98</td>\n",
       "      <td>119</td>\n",
       "      <td>126</td>\n",
       "      <td>85</td>\n",
       "      <td>94</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>115</td>\n",
       "      <td>116</td>\n",
       "      <td>97</td>\n",
       "      <td>110</td>\n",
       "      <td>93</td>\n",
       "      <td>127</td>\n",
       "      <td>96</td>\n",
       "      <td>89</td>\n",
       "      <td>97</td>\n",
       "      <td>89</td>\n",
       "      <td>85</td>\n",
       "      <td>88</td>\n",
       "      <td>113</td>\n",
       "      <td>81</td>\n",
       "      <td>99</td>\n",
       "      <td>121</td>\n",
       "      <td>92</td>\n",
       "      <td>99</td>\n",
       "      <td>109</td>\n",
       "      <td>84</td>\n",
       "      <td>112</td>\n",
       "      <td>86</td>\n",
       "      <td>109</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>68</td>\n",
       "      <td>107</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>87</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>79</td>\n",
       "      <td>100</td>\n",
       "      <td>98</td>\n",
       "      <td>104</td>\n",
       "      <td>118</td>\n",
       "      <td>111</td>\n",
       "      <td>91</td>\n",
       "      <td>117</td>\n",
       "      <td>97</td>\n",
       "      <td>87</td>\n",
       "      <td>102</td>\n",
       "      <td>93</td>\n",
       "      <td>90</td>\n",
       "      <td>96</td>\n",
       "      <td>94</td>\n",
       "      <td>80</td>\n",
       "      <td>108</td>\n",
       "      <td>100</td>\n",
       "      <td>110</td>\n",
       "      <td>106</td>\n",
       "      <td>104</td>\n",
       "      <td>102</td>\n",
       "      <td>85</td>\n",
       "      <td>108</td>\n",
       "      <td>93</td>\n",
       "      <td>126</td>\n",
       "      <td>81</td>\n",
       "      <td>110</td>\n",
       "      <td>116</td>\n",
       "      <td>70</td>\n",
       "      <td>105</td>\n",
       "      <td>106</td>\n",
       "      <td>78</td>\n",
       "      <td>117</td>\n",
       "      <td>118</td>\n",
       "      <td>105</td>\n",
       "      <td>91</td>\n",
       "      <td>77</td>\n",
       "      <td>101</td>\n",
       "      <td>107</td>\n",
       "      <td>100</td>\n",
       "      <td>118</td>\n",
       "      <td>112</td>\n",
       "      <td>105</td>\n",
       "      <td>99</td>\n",
       "      <td>114</td>\n",
       "      <td>89</td>\n",
       "      <td>96</td>\n",
       "      <td>106</td>\n",
       "      <td>108</td>\n",
       "      <td>87</td>\n",
       "      <td>109</td>\n",
       "      <td>97</td>\n",
       "      <td>95</td>\n",
       "      <td>80</td>\n",
       "      <td>94</td>\n",
       "      <td>91</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>99</td>\n",
       "      <td>110</td>\n",
       "      <td>102</td>\n",
       "      <td>112</td>\n",
       "      <td>129</td>\n",
       "      <td>102</td>\n",
       "      <td>94</td>\n",
       "      <td>74</td>\n",
       "      <td>96</td>\n",
       "      <td>115</td>\n",
       "      <td>130</td>\n",
       "      <td>107</td>\n",
       "      <td>104</td>\n",
       "      <td>91</td>\n",
       "      <td>116</td>\n",
       "      <td>114</td>\n",
       "      <td>115</td>\n",
       "      <td>99</td>\n",
       "      <td>89</td>\n",
       "      <td>99</td>\n",
       "      <td>97</td>\n",
       "      <td>92</td>\n",
       "      <td>93</td>\n",
       "      <td>124</td>\n",
       "      <td>93</td>\n",
       "      <td>78</td>\n",
       "      <td>103</td>\n",
       "      <td>74</td>\n",
       "      <td>97</td>\n",
       "      <td>114</td>\n",
       "      <td>116</td>\n",
       "      <td>87</td>\n",
       "      <td>109</td>\n",
       "      <td>91</td>\n",
       "      <td>109</td>\n",
       "      <td>84</td>\n",
       "      <td>96</td>\n",
       "      <td>90</td>\n",
       "      <td>102</td>\n",
       "      <td>99</td>\n",
       "      <td>111</td>\n",
       "      <td>99</td>\n",
       "      <td>112</td>\n",
       "      <td>83</td>\n",
       "      <td>106</td>\n",
       "      <td>93</td>\n",
       "      <td>124</td>\n",
       "      <td>84</td>\n",
       "      <td>99</td>\n",
       "      <td>108</td>\n",
       "      <td>93</td>\n",
       "      <td>98</td>\n",
       "      <td>114</td>\n",
       "      <td>91</td>\n",
       "      <td>66</td>\n",
       "      <td>95</td>\n",
       "      <td>104</td>\n",
       "      <td>96</td>\n",
       "      <td>87</td>\n",
       "      <td>105</td>\n",
       "      <td>91</td>\n",
       "      <td>73</td>\n",
       "      <td>101</td>\n",
       "      <td>110</td>\n",
       "      <td>106</td>\n",
       "      <td>93</td>\n",
       "      <td>98</td>\n",
       "      <td>101</td>\n",
       "      <td>121</td>\n",
       "      <td>123</td>\n",
       "      <td>116</td>\n",
       "      <td>96</td>\n",
       "      <td>100</td>\n",
       "      <td>101</td>\n",
       "      <td>112</td>\n",
       "      <td>95</td>\n",
       "      <td>77</td>\n",
       "      <td>94</td>\n",
       "      <td>97</td>\n",
       "      <td>111</td>\n",
       "      <td>93</td>\n",
       "      <td>137</td>\n",
       "      <td>109</td>\n",
       "      <td>114</td>\n",
       "      <td>108</td>\n",
       "      <td>100</td>\n",
       "      <td>128</td>\n",
       "      <td>104</td>\n",
       "      <td>86</td>\n",
       "      <td>89</td>\n",
       "      <td>83</td>\n",
       "      <td>102</td>\n",
       "      <td>92</td>\n",
       "      <td>72</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>97</td>\n",
       "      <td>121</td>\n",
       "      <td>111</td>\n",
       "      <td>91</td>\n",
       "      <td>103</td>\n",
       "      <td>113</td>\n",
       "      <td>105</td>\n",
       "      <td>91</td>\n",
       "      <td>117</td>\n",
       "      <td>90</td>\n",
       "      <td>131</td>\n",
       "      <td>103</td>\n",
       "      <td>141</td>\n",
       "      <td>112</td>\n",
       "      <td>87</td>\n",
       "      <td>108</td>\n",
       "      <td>93</td>\n",
       "      <td>111</td>\n",
       "      <td>101</td>\n",
       "      <td>94</td>\n",
       "      <td>87</td>\n",
       "      <td>90</td>\n",
       "      <td>89</td>\n",
       "      <td>108</td>\n",
       "      <td>74</td>\n",
       "      <td>121</td>\n",
       "      <td>106</td>\n",
       "      <td>93</td>\n",
       "      <td>92</td>\n",
       "      <td>130</td>\n",
       "      <td>106</td>\n",
       "      <td>107</td>\n",
       "      <td>120</td>\n",
       "      <td>104</td>\n",
       "      <td>133</td>\n",
       "      <td>110</td>\n",
       "      <td>105</td>\n",
       "      <td>126</td>\n",
       "      <td>115</td>\n",
       "      <td>99</td>\n",
       "      <td>85</td>\n",
       "      <td>83</td>\n",
       "      <td>123</td>\n",
       "      <td>112</td>\n",
       "      <td>116</td>\n",
       "      <td>122</td>\n",
       "      <td>103</td>\n",
       "      <td>127</td>\n",
       "      <td>103</td>\n",
       "      <td>112</td>\n",
       "      <td>137</td>\n",
       "      <td>101</td>\n",
       "      <td>93</td>\n",
       "      <td>78</td>\n",
       "      <td>109</td>\n",
       "      <td>108</td>\n",
       "      <td>114</td>\n",
       "      <td>97</td>\n",
       "      <td>88</td>\n",
       "      <td>85</td>\n",
       "      <td>76</td>\n",
       "      <td>102</td>\n",
       "      <td>122</td>\n",
       "      <td>83</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>97</td>\n",
       "      <td>104</td>\n",
       "      <td>96</td>\n",
       "      <td>78</td>\n",
       "      <td>125</td>\n",
       "      <td>93</td>\n",
       "      <td>105</td>\n",
       "      <td>101</td>\n",
       "      <td>100</td>\n",
       "      <td>70</td>\n",
       "      <td>91</td>\n",
       "      <td>90</td>\n",
       "      <td>74</td>\n",
       "      <td>88</td>\n",
       "      <td>98</td>\n",
       "      <td>105</td>\n",
       "      <td>98</td>\n",
       "      <td>112</td>\n",
       "      <td>92</td>\n",
       "      <td>112</td>\n",
       "      <td>115</td>\n",
       "      <td>103</td>\n",
       "      <td>125</td>\n",
       "      <td>137</td>\n",
       "      <td>122</td>\n",
       "      <td>89</td>\n",
       "      <td>100</td>\n",
       "      <td>101</td>\n",
       "      <td>129</td>\n",
       "      <td>108</td>\n",
       "      <td>111</td>\n",
       "      <td>86</td>\n",
       "      <td>125</td>\n",
       "      <td>114</td>\n",
       "      <td>136</td>\n",
       "      <td>101</td>\n",
       "      <td>111</td>\n",
       "      <td>119</td>\n",
       "      <td>101</td>\n",
       "      <td>93</td>\n",
       "      <td>80</td>\n",
       "      <td>94</td>\n",
       "      <td>100</td>\n",
       "      <td>117</td>\n",
       "      <td>89</td>\n",
       "      <td>83</td>\n",
       "      <td>116</td>\n",
       "      <td>89</td>\n",
       "      <td>92</td>\n",
       "      <td>90</td>\n",
       "      <td>106</td>\n",
       "      <td>105</td>\n",
       "      <td>91</td>\n",
       "      <td>80</td>\n",
       "      <td>108</td>\n",
       "      <td>112</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>94</td>\n",
       "      <td>126</td>\n",
       "      <td>107</td>\n",
       "      <td>103</td>\n",
       "      <td>116</td>\n",
       "      <td>90</td>\n",
       "      <td>138</td>\n",
       "      <td>111</td>\n",
       "      <td>98</td>\n",
       "      <td>111</td>\n",
       "      <td>139</td>\n",
       "      <td>120</td>\n",
       "      <td>96</td>\n",
       "      <td>110</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>123</td>\n",
       "      <td>114</td>\n",
       "      <td>110</td>\n",
       "      <td>114</td>\n",
       "      <td>112</td>\n",
       "      <td>97</td>\n",
       "      <td>111</td>\n",
       "      <td>100</td>\n",
       "      <td>113</td>\n",
       "      <td>76</td>\n",
       "      <td>99</td>\n",
       "      <td>110</td>\n",
       "      <td>97</td>\n",
       "      <td>133</td>\n",
       "      <td>81</td>\n",
       "      <td>123</td>\n",
       "      <td>109</td>\n",
       "      <td>106</td>\n",
       "      <td>97</td>\n",
       "      <td>98</td>\n",
       "      <td>108</td>\n",
       "      <td>101</td>\n",
       "      <td>113</td>\n",
       "      <td>86</td>\n",
       "      <td>98</td>\n",
       "      <td>110</td>\n",
       "      <td>83</td>\n",
       "      <td>106</td>\n",
       "      <td>100</td>\n",
       "      <td>114</td>\n",
       "      <td>134</td>\n",
       "      <td>93</td>\n",
       "      <td>110</td>\n",
       "      <td>99</td>\n",
       "      <td>81</td>\n",
       "      <td>72</td>\n",
       "      <td>103</td>\n",
       "      <td>90</td>\n",
       "      <td>93</td>\n",
       "      <td>94</td>\n",
       "      <td>122</td>\n",
       "      <td>113</td>\n",
       "      <td>83</td>\n",
       "      <td>103</td>\n",
       "      <td>91</td>\n",
       "      <td>83</td>\n",
       "      <td>88</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>96</td>\n",
       "      <td>90</td>\n",
       "      <td>96</td>\n",
       "      <td>78</td>\n",
       "      <td>90</td>\n",
       "      <td>97</td>\n",
       "      <td>91</td>\n",
       "      <td>95</td>\n",
       "      <td>119</td>\n",
       "      <td>105</td>\n",
       "      <td>84</td>\n",
       "      <td>92</td>\n",
       "      <td>99</td>\n",
       "      <td>89</td>\n",
       "      <td>113</td>\n",
       "      <td>101</td>\n",
       "      <td>108</td>\n",
       "      <td>119</td>\n",
       "      <td>77</td>\n",
       "      <td>94</td>\n",
       "      <td>123</td>\n",
       "      <td>95</td>\n",
       "      <td>100</td>\n",
       "      <td>127</td>\n",
       "      <td>122</td>\n",
       "      <td>80</td>\n",
       "      <td>113</td>\n",
       "      <td>90</td>\n",
       "      <td>105</td>\n",
       "      <td>105</td>\n",
       "      <td>94</td>\n",
       "      <td>89</td>\n",
       "      <td>100</td>\n",
       "      <td>77</td>\n",
       "      <td>114</td>\n",
       "      <td>121</td>\n",
       "      <td>114</td>\n",
       "      <td>114</td>\n",
       "      <td>94</td>\n",
       "      <td>121</td>\n",
       "      <td>101</td>\n",
       "      <td>114</td>\n",
       "      <td>106</td>\n",
       "      <td>110</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>112</td>\n",
       "      <td>107</td>\n",
       "      <td>98</td>\n",
       "      <td>88</td>\n",
       "      <td>84</td>\n",
       "      <td>112</td>\n",
       "      <td>84</td>\n",
       "      <td>97</td>\n",
       "      <td>101</td>\n",
       "      <td>80</td>\n",
       "      <td>120</td>\n",
       "      <td>92</td>\n",
       "      <td>84</td>\n",
       "      <td>87</td>\n",
       "      <td>101</td>\n",
       "      <td>91</td>\n",
       "      <td>109</td>\n",
       "      <td>97</td>\n",
       "      <td>64</td>\n",
       "      <td>84</td>\n",
       "      <td>104</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>89</td>\n",
       "      <td>104</td>\n",
       "      <td>86</td>\n",
       "      <td>93</td>\n",
       "      <td>92</td>\n",
       "      <td>104</td>\n",
       "      <td>107</td>\n",
       "      <td>71</td>\n",
       "      <td>99</td>\n",
       "      <td>140</td>\n",
       "      <td>97</td>\n",
       "      <td>114</td>\n",
       "      <td>125</td>\n",
       "      <td>108</td>\n",
       "      <td>97</td>\n",
       "      <td>108</td>\n",
       "      <td>88</td>\n",
       "      <td>95</td>\n",
       "      <td>114</td>\n",
       "      <td>76</td>\n",
       "      <td>82</td>\n",
       "      <td>116</td>\n",
       "      <td>111</td>\n",
       "      <td>98</td>\n",
       "      <td>108</td>\n",
       "      <td>98</td>\n",
       "      <td>115</td>\n",
       "      <td>108</td>\n",
       "      <td>74</td>\n",
       "      <td>99</td>\n",
       "      <td>74</td>\n",
       "      <td>112</td>\n",
       "      <td>125</td>\n",
       "      <td>80</td>\n",
       "      <td>114</td>\n",
       "      <td>89</td>\n",
       "      <td>78</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>85</td>\n",
       "      <td>83</td>\n",
       "      <td>102</td>\n",
       "      <td>109</td>\n",
       "      <td>102</td>\n",
       "      <td>107</td>\n",
       "      <td>91</td>\n",
       "      <td>103</td>\n",
       "      <td>110</td>\n",
       "      <td>105</td>\n",
       "      <td>89</td>\n",
       "      <td>101</td>\n",
       "      <td>77</td>\n",
       "      <td>99</td>\n",
       "      <td>88</td>\n",
       "      <td>68</td>\n",
       "      <td>94</td>\n",
       "      <td>101</td>\n",
       "      <td>98</td>\n",
       "      <td>104</td>\n",
       "      <td>100</td>\n",
       "      <td>111</td>\n",
       "      <td>126</td>\n",
       "      <td>90</td>\n",
       "      <td>102</td>\n",
       "      <td>97</td>\n",
       "      <td>91</td>\n",
       "      <td>75</td>\n",
       "      <td>108</td>\n",
       "      <td>102</td>\n",
       "      <td>134</td>\n",
       "      <td>79</td>\n",
       "      <td>107</td>\n",
       "      <td>105</td>\n",
       "      <td>88</td>\n",
       "      <td>101</td>\n",
       "      <td>113</td>\n",
       "      <td>92</td>\n",
       "      <td>117</td>\n",
       "      <td>87</td>\n",
       "      <td>99</td>\n",
       "      <td>102</td>\n",
       "      <td>86</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>89</td>\n",
       "      <td>106</td>\n",
       "      <td>78</td>\n",
       "      <td>109</td>\n",
       "      <td>97</td>\n",
       "      <td>110</td>\n",
       "      <td>87</td>\n",
       "      <td>101</td>\n",
       "      <td>98</td>\n",
       "      <td>118</td>\n",
       "      <td>100</td>\n",
       "      <td>89</td>\n",
       "      <td>131</td>\n",
       "      <td>105</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>95</td>\n",
       "      <td>102</td>\n",
       "      <td>99</td>\n",
       "      <td>91</td>\n",
       "      <td>98</td>\n",
       "      <td>92</td>\n",
       "      <td>99</td>\n",
       "      <td>92</td>\n",
       "      <td>87</td>\n",
       "      <td>70</td>\n",
       "      <td>85</td>\n",
       "      <td>106</td>\n",
       "      <td>105</td>\n",
       "      <td>98</td>\n",
       "      <td>103</td>\n",
       "      <td>105</td>\n",
       "      <td>105</td>\n",
       "      <td>105</td>\n",
       "      <td>92</td>\n",
       "      <td>104</td>\n",
       "      <td>75</td>\n",
       "      <td>86</td>\n",
       "      <td>111</td>\n",
       "      <td>107</td>\n",
       "      <td>125</td>\n",
       "      <td>129</td>\n",
       "      <td>103</td>\n",
       "      <td>84</td>\n",
       "      <td>101</td>\n",
       "      <td>108</td>\n",
       "      <td>116</td>\n",
       "      <td>93</td>\n",
       "      <td>91</td>\n",
       "      <td>107</td>\n",
       "      <td>82</td>\n",
       "      <td>99</td>\n",
       "      <td>85</td>\n",
       "      <td>95</td>\n",
       "      <td>89</td>\n",
       "      <td>93</td>\n",
       "      <td>100</td>\n",
       "      <td>116</td>\n",
       "      <td>81</td>\n",
       "      <td>120</td>\n",
       "      <td>93</td>\n",
       "      <td>119</td>\n",
       "      <td>75</td>\n",
       "      <td>93</td>\n",
       "      <td>106</td>\n",
       "      <td>92</td>\n",
       "      <td>109</td>\n",
       "      <td>79</td>\n",
       "      <td>108</td>\n",
       "      <td>98</td>\n",
       "      <td>66</td>\n",
       "      <td>117</td>\n",
       "      <td>123</td>\n",
       "      <td>121</td>\n",
       "      <td>107</td>\n",
       "      <td>105</td>\n",
       "      <td>95</td>\n",
       "      <td>87</td>\n",
       "      <td>82</td>\n",
       "      <td>94</td>\n",
       "      <td>97</td>\n",
       "      <td>102</td>\n",
       "      <td>121</td>\n",
       "      <td>104</td>\n",
       "      <td>82</td>\n",
       "      <td>82</td>\n",
       "      <td>102</td>\n",
       "      <td>94</td>\n",
       "      <td>127</td>\n",
       "      <td>101</td>\n",
       "      <td>76</td>\n",
       "      <td>119</td>\n",
       "      <td>100</td>\n",
       "      <td>87</td>\n",
       "      <td>81</td>\n",
       "      <td>100</td>\n",
       "      <td>93</td>\n",
       "      <td>88</td>\n",
       "      <td>104</td>\n",
       "      <td>113</td>\n",
       "      <td>93</td>\n",
       "      <td>103</td>\n",
       "      <td>92</td>\n",
       "      <td>87</td>\n",
       "      <td>100</td>\n",
       "      <td>98</td>\n",
       "      <td>101</td>\n",
       "      <td>90</td>\n",
       "      <td>99</td>\n",
       "      <td>90</td>\n",
       "      <td>95</td>\n",
       "      <td>86</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>84</td>\n",
       "      <td>73</td>\n",
       "      <td>106</td>\n",
       "      <td>108</td>\n",
       "      <td>99</td>\n",
       "      <td>80</td>\n",
       "      <td>96</td>\n",
       "      <td>129</td>\n",
       "      <td>82</td>\n",
       "      <td>109</td>\n",
       "      <td>109</td>\n",
       "      <td>86</td>\n",
       "      <td>104</td>\n",
       "      <td>96</td>\n",
       "      <td>88</td>\n",
       "      <td>108</td>\n",
       "      <td>118</td>\n",
       "      <td>88</td>\n",
       "      <td>79</td>\n",
       "      <td>109</td>\n",
       "      <td>78</td>\n",
       "      <td>125</td>\n",
       "      <td>112</td>\n",
       "      <td>84</td>\n",
       "      <td>79</td>\n",
       "      <td>81</td>\n",
       "      <td>100</td>\n",
       "      <td>116</td>\n",
       "      <td>127</td>\n",
       "      <td>77</td>\n",
       "      <td>81</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>111</td>\n",
       "      <td>95</td>\n",
       "      <td>107</td>\n",
       "      <td>98</td>\n",
       "      <td>94</td>\n",
       "      <td>105</td>\n",
       "      <td>102</td>\n",
       "      <td>102</td>\n",
       "      <td>83</td>\n",
       "      <td>98</td>\n",
       "      <td>100</td>\n",
       "      <td>96</td>\n",
       "      <td>101</td>\n",
       "      <td>128</td>\n",
       "      <td>107</td>\n",
       "      <td>102</td>\n",
       "      <td>88</td>\n",
       "      <td>114</td>\n",
       "      <td>93</td>\n",
       "      <td>94</td>\n",
       "      <td>80</td>\n",
       "      <td>90</td>\n",
       "      <td>110</td>\n",
       "      <td>97</td>\n",
       "      <td>108</td>\n",
       "      <td>119</td>\n",
       "      <td>87</td>\n",
       "      <td>86</td>\n",
       "      <td>112</td>\n",
       "      <td>97</td>\n",
       "      <td>100</td>\n",
       "      <td>97</td>\n",
       "      <td>105</td>\n",
       "      <td>94</td>\n",
       "      <td>98</td>\n",
       "      <td>95</td>\n",
       "      <td>100</td>\n",
       "      <td>114</td>\n",
       "      <td>87</td>\n",
       "      <td>135</td>\n",
       "      <td>94</td>\n",
       "      <td>116</td>\n",
       "      <td>86</td>\n",
       "      <td>109</td>\n",
       "      <td>101</td>\n",
       "      <td>96</td>\n",
       "      <td>93</td>\n",
       "      <td>97</td>\n",
       "      <td>89</td>\n",
       "      <td>121</td>\n",
       "      <td>88</td>\n",
       "      <td>86</td>\n",
       "      <td>75</td>\n",
       "      <td>95</td>\n",
       "      <td>104</td>\n",
       "      <td>85</td>\n",
       "      <td>96</td>\n",
       "      <td>106</td>\n",
       "      <td>98</td>\n",
       "      <td>147</td>\n",
       "      <td>89</td>\n",
       "      <td>120</td>\n",
       "      <td>121</td>\n",
       "      <td>67</td>\n",
       "      <td>100</td>\n",
       "      <td>99</td>\n",
       "      <td>102</td>\n",
       "      <td>92</td>\n",
       "      <td>89</td>\n",
       "      <td>84</td>\n",
       "      <td>109</td>\n",
       "      <td>89</td>\n",
       "      <td>91</td>\n",
       "      <td>115</td>\n",
       "      <td>98</td>\n",
       "      <td>86</td>\n",
       "      <td>81</td>\n",
       "      <td>84</td>\n",
       "      <td>95</td>\n",
       "      <td>110</td>\n",
       "      <td>109</td>\n",
       "      <td>113</td>\n",
       "      <td>74</td>\n",
       "      <td>118</td>\n",
       "      <td>110</td>\n",
       "      <td>76</td>\n",
       "      <td>100</td>\n",
       "      <td>115</td>\n",
       "      <td>109</td>\n",
       "      <td>133</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>100</td>\n",
       "      <td>86</td>\n",
       "      <td>99</td>\n",
       "      <td>107</td>\n",
       "      <td>90</td>\n",
       "      <td>99</td>\n",
       "      <td>95</td>\n",
       "      <td>89</td>\n",
       "      <td>97</td>\n",
       "      <td>96</td>\n",
       "      <td>101</td>\n",
       "      <td>93</td>\n",
       "      <td>95</td>\n",
       "      <td>67</td>\n",
       "      <td>99</td>\n",
       "      <td>121</td>\n",
       "      <td>102</td>\n",
       "      <td>84</td>\n",
       "      <td>98</td>\n",
       "      <td>100</td>\n",
       "      <td>114</td>\n",
       "      <td>77</td>\n",
       "      <td>90</td>\n",
       "      <td>96</td>\n",
       "      <td>121</td>\n",
       "      <td>114</td>\n",
       "      <td>101</td>\n",
       "      <td>74</td>\n",
       "      <td>91</td>\n",
       "      <td>109</td>\n",
       "      <td>105</td>\n",
       "      <td>93</td>\n",
       "      <td>124</td>\n",
       "      <td>105</td>\n",
       "      <td>92</td>\n",
       "      <td>102</td>\n",
       "      <td>101</td>\n",
       "      <td>120</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>91</td>\n",
       "      <td>112</td>\n",
       "      <td>92</td>\n",
       "      <td>110</td>\n",
       "      <td>101</td>\n",
       "      <td>112</td>\n",
       "      <td>100</td>\n",
       "      <td>93</td>\n",
       "      <td>104</td>\n",
       "      <td>95</td>\n",
       "      <td>92</td>\n",
       "      <td>91</td>\n",
       "      <td>75</td>\n",
       "      <td>89</td>\n",
       "      <td>73</td>\n",
       "      <td>91</td>\n",
       "      <td>84</td>\n",
       "      <td>119</td>\n",
       "      <td>93</td>\n",
       "      <td>92</td>\n",
       "      <td>77</td>\n",
       "      <td>83</td>\n",
       "      <td>104</td>\n",
       "      <td>87</td>\n",
       "      <td>101</td>\n",
       "      <td>75</td>\n",
       "      <td>94</td>\n",
       "      <td>116</td>\n",
       "      <td>101</td>\n",
       "      <td>113</td>\n",
       "      <td>114</td>\n",
       "      <td>60</td>\n",
       "      <td>106</td>\n",
       "      <td>83</td>\n",
       "      <td>90</td>\n",
       "      <td>101</td>\n",
       "      <td>123</td>\n",
       "      <td>98</td>\n",
       "      <td>94</td>\n",
       "      <td>97</td>\n",
       "      <td>56</td>\n",
       "      <td>95</td>\n",
       "      <td>113</td>\n",
       "      <td>97</td>\n",
       "      <td>120</td>\n",
       "      <td>103</td>\n",
       "      <td>115</td>\n",
       "      <td>94</td>\n",
       "      <td>97</td>\n",
       "      <td>76</td>\n",
       "      <td>111</td>\n",
       "      <td>72</td>\n",
       "      <td>89</td>\n",
       "      <td>111</td>\n",
       "      <td>95</td>\n",
       "      <td>103</td>\n",
       "      <td>136</td>\n",
       "      <td>66</td>\n",
       "      <td>101</td>\n",
       "      <td>106</td>\n",
       "      <td>114</td>\n",
       "      <td>106</td>\n",
       "      <td>88</td>\n",
       "      <td>92</td>\n",
       "      <td>95</td>\n",
       "      <td>104</td>\n",
       "      <td>107</td>\n",
       "      <td>109</td>\n",
       "      <td>82</td>\n",
       "      <td>103</td>\n",
       "      <td>94</td>\n",
       "      <td>95</td>\n",
       "      <td>122</td>\n",
       "      <td>100</td>\n",
       "      <td>101</td>\n",
       "      <td>94</td>\n",
       "      <td>111</td>\n",
       "      <td>99</td>\n",
       "      <td>79</td>\n",
       "      <td>97</td>\n",
       "      <td>85</td>\n",
       "      <td>76</td>\n",
       "      <td>105</td>\n",
       "      <td>110</td>\n",
       "      <td>96</td>\n",
       "      <td>114</td>\n",
       "      <td>97</td>\n",
       "      <td>72</td>\n",
       "      <td>124</td>\n",
       "      <td>86</td>\n",
       "      <td>83</td>\n",
       "      <td>88</td>\n",
       "      <td>103</td>\n",
       "      <td>110</td>\n",
       "      <td>131</td>\n",
       "      <td>118</td>\n",
       "      <td>109</td>\n",
       "      <td>82</td>\n",
       "      <td>99</td>\n",
       "      <td>100</td>\n",
       "      <td>96</td>\n",
       "      <td>101</td>\n",
       "      <td>96</td>\n",
       "      <td>94</td>\n",
       "      <td>109</td>\n",
       "      <td>123</td>\n",
       "      <td>103</td>\n",
       "      <td>109</td>\n",
       "      <td>89</td>\n",
       "      <td>91</td>\n",
       "      <td>95</td>\n",
       "      <td>95</td>\n",
       "      <td>108</td>\n",
       "      <td>124</td>\n",
       "      <td>91</td>\n",
       "      <td>98</td>\n",
       "      <td>89</td>\n",
       "      <td>88</td>\n",
       "      <td>103</td>\n",
       "      <td>92</td>\n",
       "      <td>104</td>\n",
       "      <td>89</td>\n",
       "      <td>124</td>\n",
       "      <td>105</td>\n",
       "      <td>104</td>\n",
       "      <td>96</td>\n",
       "      <td>101</td>\n",
       "      <td>100</td>\n",
       "      <td>112</td>\n",
       "      <td>74</td>\n",
       "      <td>124</td>\n",
       "      <td>99</td>\n",
       "      <td>77</td>\n",
       "      <td>86</td>\n",
       "      <td>113</td>\n",
       "      <td>106</td>\n",
       "      <td>101</td>\n",
       "      <td>107</td>\n",
       "      <td>80</td>\n",
       "      <td>90</td>\n",
       "      <td>116</td>\n",
       "      <td>101</td>\n",
       "      <td>108</td>\n",
       "      <td>88</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>121</td>\n",
       "      <td>116</td>\n",
       "      <td>108</td>\n",
       "      <td>99</td>\n",
       "      <td>91</td>\n",
       "      <td>109</td>\n",
       "      <td>133</td>\n",
       "      <td>100</td>\n",
       "      <td>127</td>\n",
       "      <td>88</td>\n",
       "      <td>111</td>\n",
       "      <td>69</td>\n",
       "      <td>113</td>\n",
       "      <td>115</td>\n",
       "      <td>86</td>\n",
       "      <td>94</td>\n",
       "      <td>109</td>\n",
       "      <td>79</td>\n",
       "      <td>107</td>\n",
       "      <td>130</td>\n",
       "      <td>114</td>\n",
       "      <td>125</td>\n",
       "      <td>126</td>\n",
       "      <td>91</td>\n",
       "      <td>93</td>\n",
       "      <td>108</td>\n",
       "      <td>95</td>\n",
       "      <td>98</td>\n",
       "      <td>94</td>\n",
       "      <td>111</td>\n",
       "      <td>109</td>\n",
       "      <td>75</td>\n",
       "      <td>125</td>\n",
       "      <td>88</td>\n",
       "      <td>104</td>\n",
       "      <td>130</td>\n",
       "      <td>102</td>\n",
       "      <td>101</td>\n",
       "      <td>108</td>\n",
       "      <td>106</td>\n",
       "      <td>98</td>\n",
       "      <td>117</td>\n",
       "      <td>116</td>\n",
       "      <td>76</td>\n",
       "      <td>112</td>\n",
       "      <td>111</td>\n",
       "      <td>148</td>\n",
       "      <td>111</td>\n",
       "      <td>69</td>\n",
       "      <td>101</td>\n",
       "      <td>107</td>\n",
       "      <td>121</td>\n",
       "      <td>111</td>\n",
       "      <td>93</td>\n",
       "      <td>115</td>\n",
       "      <td>114</td>\n",
       "      <td>91</td>\n",
       "      <td>112</td>\n",
       "      <td>93</td>\n",
       "      <td>102</td>\n",
       "      <td>71</td>\n",
       "      <td>95</td>\n",
       "      <td>102</td>\n",
       "      <td>125</td>\n",
       "      <td>134</td>\n",
       "      <td>98</td>\n",
       "      <td>100</td>\n",
       "      <td>122</td>\n",
       "      <td>116</td>\n",
       "      <td>101</td>\n",
       "      <td>93</td>\n",
       "      <td>106</td>\n",
       "      <td>116</td>\n",
       "      <td>98</td>\n",
       "      <td>100</td>\n",
       "      <td>84</td>\n",
       "      <td>117</td>\n",
       "      <td>114</td>\n",
       "      <td>98</td>\n",
       "      <td>88</td>\n",
       "      <td>122</td>\n",
       "      <td>113</td>\n",
       "      <td>111</td>\n",
       "      <td>129</td>\n",
       "      <td>127</td>\n",
       "      <td>96</td>\n",
       "      <td>107</td>\n",
       "      <td>74</td>\n",
       "      <td>107</td>\n",
       "      <td>100</td>\n",
       "      <td>125</td>\n",
       "      <td>103</td>\n",
       "      <td>95</td>\n",
       "      <td>94</td>\n",
       "      <td>76</td>\n",
       "      <td>101</td>\n",
       "      <td>141</td>\n",
       "      <td>100</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    s0   s1  s2   s3   s4   s5   s6   s7   s8  s9  s10  s11  s12  s13  s14  \\\n",
       "0  100  133  74   79  123   97  110   94   78  88   93  102   90   95   99   \n",
       "1  110  110  90   89  129   94  105   90  114  85  100  112   87   81   94   \n",
       "2   90  112  72  105  112  104  122   87   89  97  112  100   74   96   90   \n",
       "3  103  103  79   81  104   76  112  103   71  67  102   91   96   90  102   \n",
       "4   97  104  96   78  125   93  105  101  100  70   91   90   74   88   98   \n",
       "\n",
       "   s15  s16  s17  s18  s19  s20  s21  s22  s23  s24  s25  s26  s27  s28  s29  \\\n",
       "0   96   80   99   85  129  134  103  118  115  108   99  108   93  135  122   \n",
       "1  103  103   97   84  121  135  119  120  118  126   97  116   94  102  137   \n",
       "2  108   93  107   88  112  119  101  144  105  104   89  126   89  121  107   \n",
       "3  105  112  106   85   99  139  134  114  109  100   94  103   95  114  134   \n",
       "4  105   98  112   92  112  115  103  125  137  122   89  100  101  129  108   \n",
       "\n",
       "   s30  s31  s32  s33  s34  s35  s36  s37  s38  s39  s40  s41  s42  s43  s44  \\\n",
       "0   78   80  105  119  122  102  102   98   89  102   94  104  111  103  102   \n",
       "1  117   91   96  111  121  104  109  100  104   83  107  112   94  107  113   \n",
       "2  113   80  126  110  100  114  115   94   98   92   95  100   93   99   95   \n",
       "3  117   73  106  103   97   97  101   99  104   78  100  106   84   96  103   \n",
       "4  111   86  125  114  136  101  111  119  101   93   80   94  100  117   89   \n",
       "\n",
       "   s45  s46  s47  s48  s49  s50  s51  s52  s53  s54  s55  s56  s57  s58  s59  \\\n",
       "0  119  122  104   94  102   85  101  102   97   95  104   82  111  102  119   \n",
       "1  110  120  105   82   86   88  111  101   89  131  121   96   97   84  103   \n",
       "2  131  109  110  101   83   96  104   98   85  117   96   69   92  111  114   \n",
       "3  119  123  104   95   90   88  104  104  102   85  102   92  109   89  113   \n",
       "4   83  116   89   92   90  106  105   91   80  108  112   93   93   94  126   \n",
       "\n",
       "   s60  s61  s62  s63  s64  s65  s66  s67  s68  s69  s70  s71  s72  s73  s74  \\\n",
       "0  119  109  112   96  110   97  103   99  129  126  104   88   96   92  123   \n",
       "1  123  106   95   88  133  118   86  104  107  108  106  111   86   82  123   \n",
       "2  103  106  107  102  119  109  110  105  115  121  102  107   71   95  122   \n",
       "3  110  110  115   90  119   91   88   95  100  111   86  121  101  103  128   \n",
       "4  107  103  116   90  138  111   98  111  139  120   96  110  104  104  123   \n",
       "\n",
       "   s75  s76  s77  s78  s79  s80  s81  s82  s83  s84  s85  s86  s87  s88  s89  \\\n",
       "0  107  124  112   93   83  107  125   90   93  117  112  103  134   97  119   \n",
       "1   98  103   90   85   95  111  101  107   85   95  104   97   99  118  119   \n",
       "2  111  105  104   87   93  110  118  106   91  105  111  101   97   92  116   \n",
       "3  109   95  110  116   90   95   99  106   90   96  103  100  107   89  108   \n",
       "4  114  110  114  112   97  111  100  113   76   99  110   97  133   81  123   \n",
       "\n",
       "   s90  s91  s92  s93  s94  s95  s96  s97  s98  s99  s100  s101  s102  s103  \\\n",
       "0  108  116   84  113   97   86  119   93  120   98    97   104   105   126   \n",
       "1  101  118   75  116   92   90   98  113  104   82    96    95    94    87   \n",
       "2  106   99   72  115  109  112  116  102  106   92    96    96    68   105   \n",
       "3   88  118   82  119  103  107   97  106  114  112    99   126    97    99   \n",
       "4  109  106   97   98  108  101  113   86   98  110    83   106   100   114   \n",
       "\n",
       "   s104  s105  s106  s107  s108  s109  s110  s111  s112  s113  s114  s115  \\\n",
       "0   129   105   116    95    94    88   102    93    84    98    96   110   \n",
       "1   136   115   110   109    93    58   107   101    84   109   113    96   \n",
       "2   117    78    87   117   109    90   109    75    71   104   114   146   \n",
       "3   129    89    90    96    96    71    92    85    81    87   102   121   \n",
       "4   134    93   110    99    81    72   103    90    93    94   122   113   \n",
       "\n",
       "   s116  s117  s118  s119  s120  s121  s122  s123  s124  s125  s126  s127  \\\n",
       "0    80   100   113   101   110   113    90    88    85    95    87   113   \n",
       "1    83    99   102   113    99   117   107    90    98    89    91    94   \n",
       "2    95   100    96    95    93   118    97   117   119   102    88    87   \n",
       "3    71    91    89   116    97   114   111   103    91    96    73    80   \n",
       "4    83   103    91    83    88    90   100    96    90    96    78    90   \n",
       "\n",
       "   s128  s129  s130  s131  s132  s133  s134  s135  s136  s137  s138  s139  \\\n",
       "0    82    91    78   120   116    83   100   103   101   110    97    95   \n",
       "1    57   106    84   118    93    96    93    99   103   115    97    84   \n",
       "2    95    79    83   139   103    91    94    96   104   126    96   101   \n",
       "3    87    83    85   116    94    98   108   121   109    97    87    97   \n",
       "4    97    91    95   119   105    84    92    99    89   113   101   108   \n",
       "\n",
       "   s140  s141  s142  s143  s144  s145  s146  s147  s148  s149  s150  s151  \\\n",
       "0   103    94    93    94   107   105   114   104    93   111    67   101   \n",
       "1   103    93    97    86    91   114   119   102    90   124    67   110   \n",
       "2   120    94    99    97    99   105   135   109   109    96    89   113   \n",
       "3   106    93    80   102    98   120   123   109   102   100    83   100   \n",
       "4   119    77    94   123    95   100   127   122    80   113    90   105   \n",
       "\n",
       "   s152  s153  s154  s155  s156  s157  s158  s159  s160  s161  s162  s163  \\\n",
       "0   128    94    77    93    84   109   141   131   108    86   107   128   \n",
       "1   110    81   105    94    85   114   135   116   120    82   104   119   \n",
       "2   105    89    76    85    86    97   115   117   109    99   133   129   \n",
       "3   120    83    84    92    81   110   106   128   103    91   115   117   \n",
       "4   105    94    89   100    77   114   121   114   114    94   121   101   \n",
       "\n",
       "   s164  s165  s166  s167  s168  s169  s170  s171  s172  s173  s174  s175  \\\n",
       "0    79   111    95    94    71   100    97   107    98    81   107    91   \n",
       "1    88   125   101    91    90   110   124   101   105    87   111    87   \n",
       "2   108   100   106    97    89   102   116   105   108    84   100   101   \n",
       "3    95   120    87   102   106    97   115   100    90    78   106   102   \n",
       "4   114   106   110    91    91   112   107    98    88    84   112    84   \n",
       "\n",
       "   s176  s177  s178  s179  s180  s181  s182  s183  s184  s185  s186  s187  \\\n",
       "0    81   123    73    97    97   113   114   108   114    95    80    90   \n",
       "1    92    97    81   114    95   110    91   118    93   101   105   102   \n",
       "2   101   112    87    99    82   105    93    96    94    89    89    96   \n",
       "3    86   118    94   112    72    96   113   116   115    89    87    97   \n",
       "4    97   101    80   120    92    84    87   101    91   109    97    64   \n",
       "\n",
       "   s188  s189  s190  s191  s192  s193  s194  s195  s196  s197  s198  s199  \\\n",
       "0    76   107    90   116    85   100    85   115    96   117   109    78   \n",
       "1    87    90   101   104    89   105    98    92    91    89   113    89   \n",
       "2    80   108    92    73    82   100    79   101    90   103   106    61   \n",
       "3    85   104    83   101    60   113    92    94   104   112   112    86   \n",
       "4    84   104    90   100    89   104    86    93    92   104   107    71   \n",
       "\n",
       "   s200  s201  s202  s203  s204  s205  s206  s207  s208  s209  s210  s211  \\\n",
       "0    90   127   101   121   127   101    95   107    97    81   118    73   \n",
       "1   107   110   109   111   116   101   113   120    93    91   122    79   \n",
       "2   113   133   131   107   123   122   106   101    86   100   122    81   \n",
       "3   122   140   128   119   132    92    90   102    87    98   101    77   \n",
       "4    99   140    97   114   125   108    97   108    88    95   114    76   \n",
       "\n",
       "   s212  s213  s214  s215  s216  s217  s218  s219  s220  s221  s222  s223  \\\n",
       "0   109   113   101    93    96   106   102   107   108    82    94   116   \n",
       "1    82   152    95    92    91   100   117   116   100    83    67   106   \n",
       "2    97   131   112   101    97   106   126   110   121    96    88   101   \n",
       "3    89   137   103    94    94    95   123   103   112    91    83   131   \n",
       "4    82   116   111    98   108    98   115   108    74    99    74   112   \n",
       "\n",
       "   s224  s225  s226  s227  s228  s229  s230  s231  s232  s233  s234  s235  \\\n",
       "0   108    97   109    99   104    80   100    90    96    92   101   106   \n",
       "1    85   104   116    84   109   105    95    74    89   119    94   119   \n",
       "2    97    95   106    90    93    86    91    98    93    98    91   116   \n",
       "3   105    87   113   107   101    81    93    69    88   108   105   115   \n",
       "4   125    80   114    89    78    82    83    85    83   102   109   102   \n",
       "\n",
       "   s236  s237  s238  s239  s240  s241  s242  s243  s244  s245  s246  s247  \\\n",
       "0    91   114    86   106    96   109    79   112    90   107    99    98   \n",
       "1   108   111    85    99    90   105    96    76    93   104    86   106   \n",
       "2   105   108    91    89    82    91    82    99   100    75   109   103   \n",
       "3   103   112    82   119    99    81   101    95    96   107    89    94   \n",
       "4   107    91   103   110   105    89   101    77    99    88    68    94   \n",
       "\n",
       "   s248  s249  s250  s251  s252  s253  s254  s255  s256  s257  s258  s259  \\\n",
       "0    98    92   104   101   107   137   107    89   112    82    96    99   \n",
       "1    89   110   123    91    95   116   106    84    93   126    92   102   \n",
       "2   120   104   133    97    93   120   102    87   117    87    64    91   \n",
       "3   103   114   100    90    85   130   115    85   112    89    89   114   \n",
       "4   101    98   104   100   111   126    90   102    97    91    75   108   \n",
       "\n",
       "   s260  s261  s262  s263  s264  s265  s266  s267  s268  s269  s270  s271  \\\n",
       "0    84   108    94    99   123    72    93   103   121    98    86    89   \n",
       "1    90    79    85   105    94    82    93   112   102   107    79   108   \n",
       "2    93    88    72   105   127    78    76    80   102   106    96    99   \n",
       "3    92   107    73   102   124    85    87   107    96   104    85   122   \n",
       "4   102   134    79   107   105    88   101   113    92   117    87    99   \n",
       "\n",
       "   s272  s273  s274  s275  s276  s277  s278  s279  s280  s281  s282  s283  \\\n",
       "0   110    92    82    99    87    90    67   104   115   106    88   122   \n",
       "1   108   105   100    77    74    95    82    98   102   109    88   120   \n",
       "2   110    73    90    96    87   126    79   108    87    88    74   125   \n",
       "3   108    73    93    82    96   112    77   107   124   107    83   117   \n",
       "4   102    86   102   102    89   106    78   109    97   110    87   101   \n",
       "\n",
       "   s284  s285  s286  s287  s288  s289  s290  s291  s292  s293  s294  s295  \\\n",
       "0    78   117   106    87    90   105   107    82    92   104    85    71   \n",
       "1    82   112   100    88   112    96   111    79    95    88    86    98   \n",
       "2    97   141   101    92   107   110   118   101   100    93    70    98   \n",
       "3    99   112    93    81   112   105   113    92    97   100    92   107   \n",
       "4    98   118   100    89   131   105    88    88    95   102    99    91   \n",
       "\n",
       "   s296  s297  s298  s299  s300  s301  s302  s303  s304  s305  s306  s307  \\\n",
       "0    79    95    89   100    86    81    91   100    99    89   100   100   \n",
       "1   103   100   121    99    88    88    86    87   106   103   100   114   \n",
       "2    87   106   108   106    99    76   107    98   101   101    98   119   \n",
       "3    89    86    97   102   109    84    82   103   101   105    89    92   \n",
       "4    98    92    99    92    87    70    85   106   105    98   103   105   \n",
       "\n",
       "   s308  s309  s310  s311  s312  s313  s314  s315  s316  s317  s318  s319  \\\n",
       "0    98    97    78   114    86   100    99    85   101   112   100    82   \n",
       "1   102    94   103   109    81   105    87    88   102   103    98   104   \n",
       "2   105   116    73   104   104    91    79    90   106    90   117    92   \n",
       "3   102    83    91   127   104   102   101    83    97   100   103   101   \n",
       "4   105   105    92   104    75    86   111   107   125   129   103    84   \n",
       "\n",
       "   s320  s321  s322  s323  s324  s325  s326  s327  s328  s329  s330  s331  \\\n",
       "0   128    83   135    92   109    78   102    92    76   104   110    91   \n",
       "1    74   103   132    88   103    82   102   102    87   105    89    90   \n",
       "2   102    91   126    99    93    86    91    79    69   101   107   101   \n",
       "3   109    94    96    97    96    97    81    96    99   108    94    97   \n",
       "4   101   108   116    93    91   107    82    99    85    95    89    93   \n",
       "\n",
       "   s332  s333  s334  s335  s336  s337  s338  s339  s340  s341  s342  s343  \\\n",
       "0   116    95    86   111   106   114    79   104    99   108    90    78   \n",
       "1    95    92    87   116   106    95    74    95   111    97    94    85   \n",
       "2   109    99    78   120   101   108    71    96    90   101    99    90   \n",
       "3   101    98    94   120    85   100    91   111   105   127   107    85   \n",
       "4   100   116    81   120    93   119    75    93   106    92   109    79   \n",
       "\n",
       "   s344  s345  s346  s347  s348  s349  s350  s351  s352  s353  s354  s355  \\\n",
       "0   116   112    77   102   133   108    80    99    89    94    89   101   \n",
       "1   101    88    63    93   106   113    96   115   109    85   100   130   \n",
       "2   105    97    67   116   120   116    98    97   117    99    75   102   \n",
       "3   104   105    61    86   107   130   101   102   112    96   100    96   \n",
       "4   108    98    66   117   123   121   107   105    95    87    82    94   \n",
       "\n",
       "   s356  s357  s358  s359  s360  s361  s362  s363  s364  s365  s366  s367  \\\n",
       "0    78   123   117    98    92   102    96    82   121    92   118   112   \n",
       "1   100   127   107   101    99    77    86    93   105    99    83   111   \n",
       "2   101   112   113   102   100    89    98    86   105    94    87   104   \n",
       "3   110    79   115    84   101    99   111    91   118    78    94    96   \n",
       "4    97   102   121   104    82    82   102    94   127   101    76   119   \n",
       "\n",
       "   s368  s369  s370  s371  s372  s373  s374  s375  s376  s377  s378  s379  \\\n",
       "0    89   101    90   102   106   104    86    95   104    88    94   106   \n",
       "1    85   107   109    95    95   102    70    97    90   105    95    84   \n",
       "2   102   104    97    97   103    96    93   109    99   106   111    93   \n",
       "3    88   118   100   103    94    84    82   105    87    78    93    98   \n",
       "4   100    87    81   100    93    88   104   113    93   103    92    87   \n",
       "\n",
       "   s380  s381  s382  s383  s384  s385  s386  s387  s388  s389  s390  s391  \\\n",
       "0    85   143    95   102    89    84   119    68   110   105   109    87   \n",
       "1    97   111    93   103    81   108   105    93    96   109    86    87   \n",
       "2    88   112   104    89    86   110    95    94    84    98   120    90   \n",
       "3    98   111    97    90    93   108    94    91   110   108   103    81   \n",
       "4   100    98   101    90    99    90    95    86   100   100    84    73   \n",
       "\n",
       "   s392  s393  s394  s395  s396  s397  s398  s399  s400  s401  s402  s403  \\\n",
       "0    89    87   100    98    84   117    92   114   104   100   105    92   \n",
       "1    97    87    86    83   106    96    83   105    95    96    95    91   \n",
       "2   101    86   102    84    96   101    78    92   106   110   116    93   \n",
       "3    91    92    88    73   104   101    76   115   114    87    95    98   \n",
       "4   106   108    99    80    96   129    82   109   109    86   104    96   \n",
       "\n",
       "   s404  s405  s406  s407  s408  s409  s410  s411  s412  s413  s414  s415  \\\n",
       "0   102    97   119    82    93    96    75   111   113    94    79    91   \n",
       "1    90    91   103   100   104    91    83   115   100    89    88    88   \n",
       "2   104   113   110    88    89    97    86   125   114    85    69    91   \n",
       "3    97    89   126   104    71    96    85   116   117    88    89   100   \n",
       "4    88   108   118    88    79   109    78   125   112    84    79    81   \n",
       "\n",
       "   s416  s417  s418  s419  s420  s421  s422  s423  s424  s425  s426  s427  \\\n",
       "0    90   130   145    83    68   102    76   114   107   103    89    94   \n",
       "1    89   132   135    73    81   100   101   115    91   109    77    87   \n",
       "2    92   131   128    99    98   106    90   104    91   106   118    95   \n",
       "3   101   124   126    81    74    72   107   113    92    95    86    91   \n",
       "4   100   116   127    77    81    94    94   111    95   107    98    94   \n",
       "\n",
       "   s428  s429  s430  s431  s432  s433  s434  s435  s436  s437  s438  s439  \\\n",
       "0    98   103   107    89   107    99   106    91   113   121   101   118   \n",
       "1   113   118   104   102   105   101   111   104   119   107    93   101   \n",
       "2    91   112   102    87    89    91   112   112   124   103   106   110   \n",
       "3    99    94   107    99   105   124    97   100   127   108   102    95   \n",
       "4   105   102   102    83    98   100    96   101   128   107   102    88   \n",
       "\n",
       "   s440  s441  s442  s443  s444  s445  s446  s447  s448  s449  s450  s451  \\\n",
       "0   114   103   109   106   101   102    93   106    94    90    85    99   \n",
       "1   106   102   104   110   126   118    90    92   107    92    85   101   \n",
       "2   113    88   117    80   105    98    84   105    93    85    77   104   \n",
       "3   109    91   135    95   109   100    89    98   127    94    83   100   \n",
       "4   114    93    94    80    90   110    97   108   119    87    86   112   \n",
       "\n",
       "   s452  s453  s454  s455  s456  s457  s458  s459  s460  s461  s462  s463  \\\n",
       "0    78   101   101    94   131   120    97    81   108    93   131    84   \n",
       "1    88    66    83    98    99   101   109   109   108   100   124   109   \n",
       "2    69    73    78    93   114    89    95   112   103    95   120   105   \n",
       "3    92    76    81    82   107   100    86   100    84   112   114   116   \n",
       "4    97   100    97   105    94    98    95   100   114    87   135    94   \n",
       "\n",
       "   s464  s465  s466  s467  s468  s469  s470  s471  s472  s473  s474  s475  \\\n",
       "0   114   102   101   119    75    89   101    93   114    98   114   102   \n",
       "1   119   111   114   111    93   119   113    90   116    84    90   105   \n",
       "2   114    97   105   116    83    95   105    85    98    87   100    83   \n",
       "3   112    97   118   115    86    81    92    88   101    92    96    79   \n",
       "4   116    86   109   101    96    93    97    89   121    88    86    75   \n",
       "\n",
       "   s476  s477  s478  s479  s480  s481  s482  s483  s484  s485  s486  s487  \\\n",
       "0    85   112   105    93   108    96   117    90   128   110    72   116   \n",
       "1   110   112    89   102    99    99   121   106   133    99    65   105   \n",
       "2    96   105   111    93   120    97   106    95   123   105    79    93   \n",
       "3   102   121    93    81    89    82   105    95   135   111    88   116   \n",
       "4    95   104    85    96   106    98   147    89   120   121    67   100   \n",
       "\n",
       "   s488  s489  s490  s491  s492  s493  s494  s495  s496  s497  s498  s499  \\\n",
       "0   103    85    96   100    97    90    97   110    97   107    86    98   \n",
       "1   110    93   102    88   101   118   108   117   100    87   112    87   \n",
       "2   105    95   100   114   100   109    98    98   103   101   102    95   \n",
       "3   105    91    83    97    89   105    96   120   111    96   125    93   \n",
       "4    99   102    92    89    84   109    89    91   115    98    86    81   \n",
       "\n",
       "   s500  s501  s502  s503  s504  s505  s506  s507  s508  s509  s510  s511  \\\n",
       "0    76    87   115   108    87    83   100   104    97    91   108   112   \n",
       "1    85    72   115    93   119    79   110    94    87    83   109    98   \n",
       "2    74    89   103    83    98    82    77   110    91    78   121   102   \n",
       "3    75    90    99   102   104    72    95    91    84    73   118    94   \n",
       "4    84    95   110   109   113    74   118   110    76   100   115   109   \n",
       "\n",
       "   s512  s513  s514  s515  s516  s517  s518  s519  s520  s521  s522  s523  \\\n",
       "0   114    77    99   102    87   106   107    76    86   110    78   107   \n",
       "1    98   107    98    94   103   117   107    78    87   118    80   110   \n",
       "2   112   120    83   120   111   102    88    77    69   117    70   120   \n",
       "3   110    99   114   104   109    97   100    92    79   121    75    99   \n",
       "4   133    88    88   100    86    99   107    90    99    95    89    97   \n",
       "\n",
       "   s524  s525  s526  s527  s528  s529  s530  s531  s532  s533  s534  s535  \\\n",
       "0    97    95   114    77    69   113    90    93    74   100   109   109   \n",
       "1   125    92    92    96    61   109   125   121    88    92    93   109   \n",
       "2    91   118    95    94    83    91   134    95    91   110    85   112   \n",
       "3   129   110   124    96    72    86   116    97    91    86    89    99   \n",
       "4    96   101    93    95    67    99   121   102    84    98   100   114   \n",
       "\n",
       "   s536  s537  s538  s539  s540  s541  s542  s543  s544  s545  s546  s547  \\\n",
       "0    89   104    92   105   110   106    78    89   117   101   103   106   \n",
       "1   107    99    81   122   126    98    91    97   117    88    90   110   \n",
       "2   106    91    83   102   130   103    71    96   101    96    96   117   \n",
       "3   100    81   110    98   119   126    85    94   122   120   115   116   \n",
       "4    77    90    96   121   114   101    74    91   109   105    93   124   \n",
       "\n",
       "   s548  s549  s550  s551  s552  s553  s554  s555  s556  s557  s558  s559  \\\n",
       "0   104    84    82   107   103    96   101    99   110    90   120   121   \n",
       "1   119    85    78   103    85    92   131    96    89    93   112   104   \n",
       "2   104   102    84   103    97    97   103   105    95    91   124   135   \n",
       "3    97   110    93   127    96    89    97    89    85    88   113    81   \n",
       "4   105    92   102   101   120    90    90    91   112    92   110   101   \n",
       "\n",
       "   s560  s561  s562  s563  s564  s565  s566  s567  s568  s569  s570  s571  \\\n",
       "0   100    99    86    96   101    81   104    85   112    94    80    72   \n",
       "1    95   114    89    85   102    91   123    82   110    97    92    79   \n",
       "2   102   122    89   107   106    82   104    88   107    79   111    87   \n",
       "3    99   121    92    99   109    84   112    86   109    90   100    68   \n",
       "4   112   100    93   104    95    92    91    75    89    73    91    84   \n",
       "\n",
       "   s572  s573  s574  s575  s576  s577  s578  s579  s580  s581  s582  s583  \\\n",
       "0    95    87    83    70   116   102   101    85    86   103    92    90   \n",
       "1    96    80    74    72    92    90    95    90    76   101    98   115   \n",
       "2    81   108    83    77    94    87    80    93    85    99   102   107   \n",
       "3   107    90    90   100   100    87    89    89    79   100    98   104   \n",
       "4   119    93    92    77    83   104    87   101    75    94   116   101   \n",
       "\n",
       "   s584  s585  s586  s587  s588  s589  s590  s591  s592  s593  s594  s595  \\\n",
       "0   127   121    88   110    79   102    71   112    81    92   102    92   \n",
       "1    95   102    96   101    96    90   106   102    82    80   103   105   \n",
       "2   113   113    82    95    85    99    97    97    94    95   111    73   \n",
       "3   118   111    91   117    97    87   102    93    90    96    94    80   \n",
       "4   113   114    60   106    83    90   101   123    98    94    97    56   \n",
       "\n",
       "   s596  s597  s598  s599  s600  s601  s602  s603  s604  s605  s606  s607  \\\n",
       "0   108   104   104   123   121   116   109    89    94   116    67    98   \n",
       "1   114   122    99   120    77   110   106    96    89   122    77    88   \n",
       "2   110   101   101   124    89   113   109    97    68    85    87   106   \n",
       "3   108   100   110   106   104   102    85   108    93   126    81   110   \n",
       "4    95   113    97   120   103   115    94    97    76   111    72    89   \n",
       "\n",
       "   s608  s609  s610  s611  s612  s613  s614  s615  s616  s617  s618  s619  \\\n",
       "0   115    87   103   106    75   103   110    97    70    85   109   113   \n",
       "1   119    85    81   102    90   130   107   113    90    96    96    86   \n",
       "2    97    96   102   114    78    91   100    97    97    68   101    85   \n",
       "3   116    70   105   106    78   117   118   105    91    77   101   107   \n",
       "4   111    95   103   136    66   101   106   114   106    88    92    95   \n",
       "\n",
       "   s620  s621  s622  s623  s624  s625  s626  s627  s628  s629  s630  s631  \\\n",
       "0    94   103   102    87   116   102    86    96   106    98    84   110   \n",
       "1    86   107    77    94   102    93    91   104   102   116    86   126   \n",
       "2   118   105    80    96   114   104   114   115   108   128    82   109   \n",
       "3   100   118   112   105    99   114    89    96   106   108    87   109   \n",
       "4   104   107   109    82   103    94    95   122   100   101    94   111   \n",
       "\n",
       "   s632  s633  s634  s635  s636  s637  s638  s639  s640  s641  s642  s643  \\\n",
       "0    94    97    77    84    82   101   101   102   142   100    93   133   \n",
       "1    88    80   107    95   101   116    93   120   119    86   105   104   \n",
       "2    94    89   105    87    93    84    75    98   111    89   102   116   \n",
       "3    97    95    80    94    91    79    89    99   110   102   112   129   \n",
       "4    99    79    97    85    76   105   110    96   114    97    72   124   \n",
       "\n",
       "   s644  s645  s646  s647  s648  s649  s650  s651  s652  s653  s654  s655  \\\n",
       "0    98    81   102    97   110    95   106   104    80   106   119   104   \n",
       "1   108    99    77   112   117   119   113   109    80   118   109   110   \n",
       "2    99    96    90    89   100   105   121   124    89   104   107    93   \n",
       "3   102    94    74    96   115   130   107   104    91   116   114   115   \n",
       "4    86    83    88   103   110   131   118   109    82    99   100    96   \n",
       "\n",
       "   s656  s657  s658  s659  s660  s661  s662  s663  s664  s665  s666  s667  \\\n",
       "0    91   100   103    85   147   104   107    84   102   126   102   102   \n",
       "1   109   103    99    81    92   104    98    83    98    96   101    93   \n",
       "2    99   109    98    89   107    99   130    98    83   109    97   108   \n",
       "3    99    89    99    97    92    93   124    93    78   103    74    97   \n",
       "4   101    96    94   109   123   103   109    89    91    95    95   108   \n",
       "\n",
       "   s668  s669  s670  s671  s672  s673  s674  s675  s676  s677  s678  s679  \\\n",
       "0   124    92    77   106    92   136    93    92    93   121    88   123   \n",
       "1    92    97   100    83    86   112    81    94    98   110   111   107   \n",
       "2   101   103    94   101    72   109   111    89    92   121    96   102   \n",
       "3   114   116    87   109    91   109    84    96    90   102    99   111   \n",
       "4   124    91    98    89    88   103    92   104    89   124   105   104   \n",
       "\n",
       "   s680  s681  s682  s683  s684  s685  s686  s687  s688  s689  s690  s691  \\\n",
       "0    87    88    97   111    89   118   100   105   101   103   118   104   \n",
       "1   118   109    87   100    79   106   103    85   100    87   102   113   \n",
       "2    93    93   102   107    88   109    96    95   106   113   103   114   \n",
       "3    99   112    83   106    93   124    84    99   108    93    98   114   \n",
       "4    96   101   100   112    74   124    99    77    86   113   106   101   \n",
       "\n",
       "   s692  s693  s694  s695  s696  s697  s698  s699  s700  s701  s702  s703  \\\n",
       "0    92    79    88   121   109    72    90    93    82    88    98    90   \n",
       "1   105    94   107    88    96    93    89    95    91   127   133   109   \n",
       "2   109    84    96   102   102    91    91    96    98    95   124    85   \n",
       "3    91    66    95   104    96    87   105    91    73   101   110   106   \n",
       "4   107    80    90   116   101   108    88    87    87   121   116   108   \n",
       "\n",
       "   s704  s705  s706  s707  s708  s709  s710  s711  s712  s713  s714  s715  \\\n",
       "0    99   105    91   144    96   102    97   117    91    98    83    77   \n",
       "1    91   120   107   118   115    92    83    92    92   114    95    88   \n",
       "2   105   109   109   103   114   119    98    85    98    98    94    99   \n",
       "3    93    98   101   121   123   116    96   100   101   112    95    77   \n",
       "4    99    91   109   133   100   127    88   111    69   113   115    86   \n",
       "\n",
       "   s716  s717  s718  s719  s720  s721  s722  s723  s724  s725  s726  s727  \\\n",
       "0    86    88    99   110   135    92    98   105    92   116   102    97   \n",
       "1    90   112   116   103   104    87   105   120    91   123   104    79   \n",
       "2   100    80    96    82   109    94   107   118    99    77   103    81   \n",
       "3    94    97   111    93   137   109   114   108   100   128   104    86   \n",
       "4    94   109    79   107   130   114   125   126    91    93   108    95   \n",
       "\n",
       "   s728  s729  s730  s731  s732  s733  s734  s735  s736  s737  s738  s739  \\\n",
       "0   106   104    84   107    76   126    95    91   120   102    99   110   \n",
       "1    95    91    95   111    66   112   105    90   127    97    98   114   \n",
       "2    86   107    92   112    98   108    90    88   129    71    78   129   \n",
       "3    89    83   102    92    72   119   119    97   121   111    91   103   \n",
       "4    98    94   111   109    75   125    88   104   130   102   101   108   \n",
       "\n",
       "   s740  s741  s742  s743  s744  s745  s746  s747  s748  s749  s750  s751  \\\n",
       "0   105   101   115   101    89   109   115   126   117    89   103   112   \n",
       "1   100    98    88   100    77   109   121   147   124    88   125   100   \n",
       "2   127   101    99   122   106   108   107   147   122    71    98   122   \n",
       "3   113   105    91   117    90   131   103   141   112    87   108    93   \n",
       "4   106    98   117   116    76   112   111   148   111    69   101   107   \n",
       "\n",
       "   s752  s753  s754  s755  s756  s757  s758  s759  s760  s761  s762  s763  \\\n",
       "0   128    78   122   100    95    85   119    82    78    85    89   103   \n",
       "1   128   102    86   103   107    87   110    98   105    96    91   106   \n",
       "2   119    85    98    99   122    83   116    84    96    99    78   114   \n",
       "3   111   101    94    87    90    89   108    74   121   106    93    92   \n",
       "4   121   111    93   115   114    91   112    93   102    71    95   102   \n",
       "\n",
       "   s764  s765  s766  s767  s768  s769  s770  s771  s772  s773  s774  s775  \\\n",
       "0   131   100    85   113   112   112    99    95   115   112   104    94   \n",
       "1   125   104    89   122   100   125   110    90    99    97   101    93   \n",
       "2   144   117   103   116   109   126    92    98   111   108    89    79   \n",
       "3   130   106   107   120   104   133   110   105   126   115    99    85   \n",
       "4   125   134    98   100   122   116   101    93   106   116    98   100   \n",
       "\n",
       "   s776  s777  s778  s779  s780  s781  s782  s783  s784  s785  s786  s787  \\\n",
       "0    82    99    90   119    88   124   102   101   112   141   119    99   \n",
       "1    74    86    89   107   110   114    78   123   159   127   105   114   \n",
       "2    97   113    90    94   102   109   106   115   113   151   104   103   \n",
       "3    83   123   112   116   122   103   127   103   112   137   101    93   \n",
       "4    84   117   114    98    88   122   113   111   129   127    96   107   \n",
       "\n",
       "   s788  s789  s790  s791  s792  s793  s794  s795  s796  s797  s798  s799  \n",
       "0    84   105    86   103    93   118    79    83    97   103    89   109  \n",
       "1    82   106    92   103    96    89    93    73    89   101    93    95  \n",
       "2    94   105   105   107   100   110    80    76   104   106    94    96  \n",
       "3    78   109   108   114    97    88    85    76   102   122    83   105  \n",
       "4    74   107   100   125   103    95    94    76   101   141   100    91  "
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sim_sample_muts = pd.concat(simulated_results, axis=1).transpose()\n",
    "sim_sample_muts.columns = df.columns\n",
    "sim_std = sim_sample_muts.apply(np.std)\n",
    "sim_mean = sim_sample_muts.apply(np.mean)\n",
    "sim_sample_muts.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We plot the simulated mean with the standard deviation as well as the 'original' mutational burden \n",
    "\n",
    "We can see that the mean and the original mutational burden are overlapping very well with 500 simulated sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9f900c0908>"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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04v3mpJjdThtjTBYUReH1uBFHrLs3PIHdzg7u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\nnHRnMstXXIrPcw9Zy08lMzMPm30a2cvP+8W1Z2UPJHv5hSiKc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L7HBDKKiih3GRRUFTOi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ptdiKoijK4YlFXycWW4Bp3rbf7a7zI1K6e2+DXY2UDkJUf9q5lC6usxFJBCkH48r1WPpwNBFA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\n8g6HLkHXz8b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xW+E421MqnoMhQ65wK+XSj7B2Ca73caydh+/fSKG+ib7eI4mi58Auxzjj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\nBzG1NPdCx8ZbAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9f980d5128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample_muts_stats = pd.concat([sim_mean, sim_mean + sim_std, sim_mean - sim_std, sample_mut_orig], axis=1).sort_values(0).transpose()\n",
    "sample_muts_stats.head()\n",
    "sample_muts_stats['simulated'] = ['mean', 'sim_mean + std', 'sim_mean - std', 'original']\n",
    "pylab.rcParams['figure.figsize'] = 22, 10\n",
    "\n",
    "parallel_coordinates(sample_muts_stats, 'simulated', axvlines=False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.4.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}