Skip to content

Instantly share code, notes, and snippets.

@quaquel
Last active August 29, 2015 14:21
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save quaquel/3098ea77214c4bbb2c12 to your computer and use it in GitHub Desktop.
Save quaquel/3098ea77214c4bbb2c12 to your computer and use it in GitHub Desktop.
borg python demo
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's use DTLZ2 as a simple example of how to use the python bindings for Borg"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import math\n",
"import borg\n",
"import pandas as pd\n",
"\n",
"reload(borg)\n",
"\n",
"nvars = 11\n",
"nobjs = 2\n",
"k = nvars - nobjs + 1\n",
"\n",
"def DTLZ2(*dvars):\n",
" g = 0\n",
"\n",
" for i in range(nvars-k, nvars):\n",
" g = g + (dvars[i] - 0.5)**2\n",
"\n",
" objs = [1.0 + g]*nobjs\n",
"\n",
" for i in range(nobjs):\n",
" for j in range(nobjs-i-1):\n",
" objs[i] = objs[i] * math.cos(0.5 * math.pi * dvars[j])\n",
" if i != 0:\n",
" objs[i] = objs[i] * math.sin(0.5 * math.pi * dvars[nobjs-i-1])\n",
"\n",
" return objs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's instantiate an instance of the borg algorithm"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"borg_algorithm = borg.Borg(nvars, nobjs, 0, DTLZ2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"slice assignments on epsilons annd bouds are now supported. \n",
"\n",
"Note how we can assign all entries using the : symbol. "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"borg_algorithm.epsilons[:] = 0.01\n",
"borg_algorithm.bounds[:] = 0, 1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Bounds requires 2 values the upper and lower limit. Otherwise, we get a value error"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"ename": "ValueError",
"evalue": "need more than 1 value to unpack",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-12-baa3a82adc74>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mborg_algorithm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbounds\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m/Domain/tudelft.net/Users/jhkwakkel/Documents/workspace/EMAProjects/JAN/deltas_2014/borg_python/borg.pyc\u001b[0m in \u001b[0;36m__setitem__\u001b[0;34m(self, index, value)\u001b[0m\n\u001b[1;32m 328\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mslice\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 329\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mentry\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindices\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_nvar\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 330\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mentry\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 331\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_setted\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 332\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/Domain/tudelft.net/Users/jhkwakkel/Documents/workspace/EMAProjects/JAN/deltas_2014/borg_python/borg.pyc\u001b[0m in \u001b[0;36m__setitem__\u001b[0;34m(self, index, value)\u001b[0m\n\u001b[1;32m 338\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 339\u001b[0m \u001b[0;31m# apparently value was a scalar\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 340\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_setter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 341\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_setted\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 342\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/Domain/tudelft.net/Users/jhkwakkel/Documents/workspace/EMAProjects/JAN/deltas_2014/borg_python/borg.pyc\u001b[0m in \u001b[0;36m_set_bounds\u001b[0;34m(self, index, *bounds)\u001b[0m\n\u001b[1;32m 468\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_set_bounds\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0mbounds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 469\u001b[0m \u001b[0;34m\"\"\" Sets the lower and upper decision variable bounds at the given index. \"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 470\u001b[0;31m \u001b[0mlowerBound\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mupperBound\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbounds\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 471\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 472\u001b[0m \u001b[0mindex\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mc_int\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mValueError\u001b[0m: need more than 1 value to unpack"
]
}
],
"source": [
"borg_algorithm.bounds[:] = 0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"we can also assign to a specific item in bounds or epsilon"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"borg_algorithm.epsilons[0] = 0.1 "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"but if we try to do the same with an ilegal index, we get an IndexError"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"ename": "IndexError",
"evalue": "index out of range",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-14-eec793df202e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mborg_algorithm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mepsilons\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m.01\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m/Domain/tudelft.net/Users/jhkwakkel/Documents/workspace/EMAProjects/JAN/deltas_2014/borg_python/borg.pyc\u001b[0m in \u001b[0;36m__setitem__\u001b[0;34m(self, index, value)\u001b[0m\n\u001b[1;32m 332\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 333\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mindex\u001b[0m \u001b[0;34m>=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_nvar\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 334\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mIndexError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'index out of range'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 335\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 336\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mIndexError\u001b[0m: index out of range"
]
}
],
"source": [
"borg_algorithm.epsilons[2] = .01 "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"let's solve the problem. For this we can use the solve method on the borg algorithm instance. Note how we can use normal keywords for the various parameters we can set on borg. "
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"borg_algorithm.epsilons[:] = 0.01\n",
"borg_algorithm.bounds[:] = 0, 1\n",
"\n",
"results = borg_algorithm.solve(maxEvaluations=10000, \n",
" frequency=10)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's analyse the results and the statistics. Starting with the statistics. I have modified the object type of the statistics. It now is cast to a pandas dataframe. This makes inspecting the results much easier. Moreover, pandas offers a range of convienience functions for storing data frames. We can for example easily store the statistics as a csv file for later processing"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index([u'ArchiveSize', u'DE', u'ElapsedTime', u'Improvements', u'NFE', u'PCX', u'PopulationSize', u'Restarts', u'SBX', u'SPX', u'UM', u'UNDX'], dtype='object')"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results.statistics.columns"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAuQAAAHwCAYAAADuC3p1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl4nFdh9v/vSJZky/sm71uwfeIsTmJndYAshKRJy76W\n",
"boQSoKWBLr/2pWnhpX2hQCkUaCltE9qUFihlaRoSktCErM6urIrt432Xd1m7tc7vjxk7jiPHGntm\n",
"nhnp+7muXNI8s93yceRbj85zTiqdTiNJkiQpGRVJB5AkSZKGMwu5JEmSlCALuSRJkpQgC7kkSZKU\n",
"IAu5JEmSlCALuSRJkpSgEUm8aQjhGaA5e3Mj8AXgVqAfaAA+HmNMhxBuAD4C9AKfizHemUBcSZIk\n",
"qWBSxV6HPIQwEng0xrjsqGO3A38TY3wohPAt4B7gceDnwHJgFPAIcH6MsbuogSVJkqQCSuIM+TlA\n",
"bQjhnuz7/xmwLMb4UPb+u4CrgT5gZYyxB+gJIawHlgJPJ5BZkiRJKogk5pC3A1+OMV4DfAz47jH3\n",
"twLjgXG8PK3l6OOSJEnSkJHEGfK1wHqAGOO6EMJ+4Lyj7h8HHARagLFHHR8LNB3vRevr64s790aS\n",
"JEnD1vLly1P5eq0kCvn1ZKaefDyEMJNM0f55COGyGOODwLXAfcCTwOdDCDXASGAJmQs+j2v58uUF\n",
"Da7Cqa+vd/zKmONXvhy78ub4lS/HrrzV19fn9fWSKOTfBv41hHB4zvj1wH7g5hBCNbAK+FF2lZVv\n",
"AA+TmVpzkxd0SpIkaagpeiGPMfYCvzHAXZcP8NhbgFsKnUmSJElKihsDSZIkSQmykEuSJEkJspBL\n",
"kiRJCbKQS5IkSQmykEuSJEkJspBLkiRJCbKQS5IkSQmykEuSJEkJspBLkiRJCbKQS5IkSQmykEuS\n",
"JEkJspBLkiRJCbKQS5IkSQmykEuSJEkJspBLkiRJCbKQS5IkSQmykEuSJEkJspBLkiRJCbKQS5Ik\n",
"SQmykEuSJEkJspBLkiRJCbKQS5IkSQmykEuSJEkJspBLkiRJCbKQS5IkSQmykEuSJEkJspBLkiRJ\n",
"CbKQS5IkSQmykEuSJEkJspBLkiRJCbKQS5IkSQmykEuSJEkJspBLkiRJCRqRdABJkoaTjkM9dPf0\n",
"5/y8dDrN33y3nlWb9h851p9OU/GDHfmMpyKpqUrxtfmnM33y6KSjqARYyCVJyrN0Os3W3a309r6y\n",
"eG/Z1crX//MZ+tMn/9rTJ9cyYUwNAG3t7YwZbaErR309ndSOrEo6hkqEhVySpJOwv7mTDdubB7zv\n",
"2bV7uOORTQPeV1mR4tKzZ0Aq9/esrRnB9W85k7G11QDU19ezfPny3F9Iiauvr2fc6OqkY6hEWMgl\n",
"ScpRZ1cvf/x3D7O3qfO4j5k4toY3nDfrVcfPXDCZFUtnFjKepDJjIZckDWuPNzSyftvBnJ6zYUcz\n",
"e5s6ecO5s1g0Z8KAj1kW6pg3Y1w+Ikoa4izkkqRENO5r58f3r6O3L/cLHPOlvz/Ng89sP6k53TOn\n",
"jOaT7z+PmqrK/AeTNKxYyCVJRfXQs9v53ye3smNv22tO+SiWihR84r3nMnPqmJyeN2faWMu4pLyw\n",
"kEuS8q5+zW5uvWMVff2vPvvduK/jyFnxK8+fw69eHYod7xVG1YxgfHbVEklKgoVckjQoXT199A0w\n",
"veSORzbxk/vXcfSsj67uPtLpNGMHWEVi3Ogqbnj72Vx05gyqRrg/nSRZyCVpmOjp7WPX/o5XHNvb\n",
"3MO23a0nfO6za/dw820Nx71/9MgRTJ901HrYKbj2kvn80iXzTzauJA0bFnJJGiLWbz9IW0f3ce//\n",
"wb1radiw/9V33Ll7UK8/qqaSs1435VXHK1Ip3nXFIpYsmDTorJKkl1nIJalMHWzt4pm4h3Q6zd6D\n",
"nXz37jUnfM7C2eNZOGfikdt79+5l6tSpg3q/S86ewbJQd9J5JUkDs5BLUpnp6e3j7se2cO9TW9m4\n",
"4+WdIkdUpnj3lYsZUTnwFpCVlRW8+cK5r7iAMbPT4zkFzyxJOj4LuSSVgbVbm7jvqa2kyazf/dza\n",
"vQAsO72ON5yT2fVxzrSxhHlOG5GkcmMhl6QCe+T5HTxQv/2UXmPNlgM0t708P3zapFp+7z3ncPr8\n",
"SYys9lu5JJUzv4tLUp784H8jjzU0vur41l2t9PSe+m6U771qMZedNwuAKRNGUTuy6pRfU5KUPAu5\n",
"JOWovz9NOv3KvdafXLWL/7h7DSMqU69aW7umqpJPvO88Llgy7aTfs6Iixagav2VL0lDkd3dJOkpv\n",
"Xz8Hmg8d9/72Qz189ubHOdDy6seMqKzgG390OXOmjS1kREnSEGMhl6SsdDrNZ29+jOfX7TvhY8Pc\n",
"iYysqTxyO0WKX1ox3zIuScqZhVySgEPdvdzyPw08v24fC2aOY8HM8cd9bN3EWn716kBFxcDLC0qS\n",
"lAsLuaRhq6e3j/ue2sah7j6eW7uH+jV7GFVTyac/dDFTJ45KOp4kaZiwkEsatr579xp+fP/6I7cn\n",
"jKnhzz90oWVcklRUFnJJw0bHoR5uvWMVbZ09pNNpHnuxkbpJtXz4rWdRkYLT5096xS6WkiQVg4Vc\n",
"0pCxbXcr//TfL9DdM/Ca3y3tXezY237kdkUKPv6uc1h2el2xIkqS9CoWckll71B3L39xy+Ns2tFM\n",
"+6He17zYMsydyKd+6wIqK1JUV1UyepSb60iSkmUhl1TW+vr6eeS5HTRs2M/Y2ire+sbTuOFtZycd\n",
"S5KkQbOQSyoL/f1ptu5upbfvqOkoafjWT55n7daDAHzhd1/PvBnjEkooSdLJsZBLKjmtHd2s3nwA\n",
"jtqd/qnVu7n7sc0DPv60WeO55OwZlnFJUlmykEsqKbv2t/On33yEfQNsXz9l/EguPWfWK47VVFfy\n",
"jssXMsa54JKkMmUhl1QyfvH0Vv7uv56nt6+fcxZNYfnp015x//lLprk1vSRpyLGQSyoJ+5s7+dvv\n",
"PwvAVRfM5SPvOJtRNX6LkiQNff5rJylx3T19/J+/fwSAX7l0AR9959KEE0mSVDwWcklFd9ejm/jp\n",
"I5s4fNXmoe4+9jZ1AvCeqxYnmEySpOKzkEsqqDVbDvDV7z3DwdauI8c6u3qpGlFB7ciXvwWFuRP5\n",
"y49eQu1IL86UJA0vFnJJBXPvk1v4+g+eA+C0meMhu4HmqJoR/PZbz2TRnIkJppMkqTRYyCWdknQ6\n",
"zaHufnbtb6elvZuOQz1H7rtz5SYAfvutZ/H2y16XVERJkkqahVwqUdt2t7J2a1PSMejrT9PW0UNL\n",
"exetHT20dnTT0p75r7Wjm9b2bvr608DOAZ9/5mmTLeOSJL0GC7lUQnbua2Pl8zvpT6e5/aGNtLR3\n",
"Jx1pQKkUjBlVxdjaaqZNqiXd08nsmVMZN7qa2pFVVKQOPxBWnD0z0aySJJU6C7mUoG27W/nZyk30\n",
"pTOrjTwb97Brf8eR+69bMZ9FcyYkFQ+AVCrFmFFVjBtdw9jRmRI+praayiOtG+rr61m+fFmCKSVJ\n",
"Kl8WcqkA7npsM0+v2n3Cx23c2cy+g52vOHbl+XO4fNlsqqsqOWPBJFKp1HGeLUmShgILuZRnHYd6\n",
"uOW2F+nu7R/U49984dwjc6wrKlLMmDLmFWefJUnS0GYhl05Bf3+aJ15q5B9/8iL9/ZlpJ719/XT3\n",
"9vPeqxbzrisWnvA1XHdbkqThzUIunaSDrV3c+Df3c7CtixGVFUyfXHvkvplTR3PtJfMt25Ik6YQs\n",
"5FKOmtu62LG3jWfW7OFgWxfzZ4zjXVcs5PLlc5KOJkmSypCFXBqkdDrN/fXb+OaPXqC7p+/I8U9/\n",
"6CLqJtW+xjMlSZKOz0IuDULDhn2sfGEndzyS2XnymovnMW50NXOnj7OMS5KkU2Ihl17Djr1t3PP4\n",
"Fu54ZCM9vf1UpOAPP7Ccy5bNTjqaJEkaIizk0mv4tztX8diLjQB88JfP4KKzpjO7bmzCqSRJ0lCS\n",
"SCEPIdQB9cCbgH7g1uzHBuDjMcZ0COEG4CNAL/C5GOOdSWTV8NXZ1cszcQ8zp4zmMx++mFlTxyQd\n",
"SZIkDUEVxX7DEEIV8E9AO5ACvgrcFGN8Y/b220II04EbgRXANcAXQgjVxc6q4e0/fx7p6u7j8uVz\n",
"LOOSJKlgil7IgS8D3wIas7eXxRgfyn5+F3AVcAGwMsbYE2NsAdYDS4ueVMNSOp3mC//2JD95YD3T\n",
"J9fyjstfl3QkSZI0hBW1kIcQPgjsjTH+PHsolf3vsFZgPDAOaB7guFRQfX39/ODetTz6QiPVVZX8\n",
"/vuXMbLaSy0kSVLhFLtpXA+kQwhXAecC/wZMPer+ccBBoAU4+sq5sUBTsUJq+Prn217kZ49uprqq\n",
"km/+8RVMnzw66UiSJGmIS6XT6UTeOIRwP/AxMlNYvhJjfDCE8I/AfcBDwP+SmboyEngcOCfG2H28\n",
"16uvr0/mC1HZ6+tP8+LmDlo7+7jv+RaqKlO85/WTWDxrVNLRJElSiVq+fHnqxI8anKR/F58G/gi4\n",
"OXvR5irgR9lVVr4BPExmWs1Nr1XGD1u+fHlBw6pw6uvrExu//7hrNbc9vuPI7f/3sUs587TJiWQp\n",
"V0mOn06NY1feHL/y5diVt/r6+ry+XmKFPMZ4xVE3Lx/g/luAW4oWSMPK8+v2cn/9NtJpeOjZ7UyZ\n",
"MIrrf+UM6ibWcvr8SUnHkyRJw0jSZ8ilomvr6OZL33ma1o7ML11SKfjddy3lgjOmJ5xMkiQNRxZy\n",
"DTsrX9hJa0c373nTIq65eD41VZVMGFuTdCxJkjRMWcg1rPT3p/nF09sAuPqieUybVJtwIkmSNNxZ\n",
"yDVspNNp/vDrD7JhezNLF05xSUNJklQSktipU0rEtt2tbNie2W/qxveem3AaSZKkDAu5hoXmti6+\n",
"9ZMXAPijDyzz7LgkSSoZTlnRkLd+20E+/69PsK/5EDOnjGbF0plJR5IkSTrCQq4hp78/zY/vX8fe\n",
"pk4gs6pKS3s3c6eP5f/+9sVUV1UmnFCSJOllFnINKQ8/t4OfPbqJhg37X3H8zRfO5SNvP5uRNf6V\n",
"lyRJpcV2oiFj085mvvLdevr604wfU82nP3QRtSOrGFFZwfTJtaRSqaQjSpIkvYqFXGVvb1MnX/zO\n",
"k2zZ1Upff5pPf+gilp1ex4hKr1mWJEmlz0KustXfn2Zfcyd/94PnWLv1IDOmjObNF87lwjOnJx1N\n",
"kiRp0CzkKlu33N7ATx/eCMD5S6bxmd++yGkpkiSp7FjIVVZ6evupX7Ob/Qc7ueORjdRNHMWKpTN5\n",
"95WLLOOSJKksWchVVu5cuYlv395w5PYf/OoyznrdlAQTSZIknRoLucrGzn1tfPv2BipS8OG3nc2s\n",
"ujGWcUmSVPYs5CoLfX39/PW/Pw3AOYum8pY3nJZwIkmSpPywkKvktbR3c9M/PMKWXa2ct3gqN11/\n",
"YdKRJEmS8saFmlXy/v2u1WzZ1cqYUVX80a8tZ2S1P0dKkqShw2ajkpZOp3mioZFJ42r4lz+/mko3\n",
"+5EkSUOM7UYlbW9TJ02tXSyZP9kyLkmShiQbjkpa3NIEQJg3MeEkkiRJhWEhV0lbs+UAYCGXJElD\n",
"l4VcJS1uaaKyIsXrZk9IOookSVJBWMhVslo7ulm//SCvmz2emqrKpONIkiQVhKusqOT89OGNPPFS\n",
"I60dPfT1p1lx9sykI0mSJBWMhVwl5VB3L7feuYrunj4AxtZWc9my2QmnkiRJKhwLuUpGX3+aj33x\n",
"Prp7+nj3lYv49V86nVQqRUVFKulokiRJBWMhV8lYs/kA+5sPAXDNxfNcd1ySJA0LNh6VjMcbGgH4\n",
"7A0XM33y6ITTSJIkFYeFXCUhnU7zeEMjo2pGsHThlKTjSJIkFY2FXInr7evnzqcPsmt/B+cvmUbV\n",
"CJc4lCRJw4eFXIn7yf3reXpdOxUpeN9Vi5OOI0mSVFQWciWqrz/NTx/eyIhK+PIn3si8GeOSjiRJ\n",
"klRUFnIlatWm/Rxs62Lp/NEsnjsx6TiSJElFZyFXov79Z6sBWLqgNuEkkiRJyXAdciWmcV87qzcf\n",
"YFmoY35dddJxJEmSEuEZciXmqVW7AFixdGbCSSRJkpJjIVdi1mxpAuCcRa47LkmShi8LuRKzdmsT\n",
"Y2urmTbJ+eOSJGn4spArEfsOdrL7QAdh3kRSqVTScSRJkhJjIVciHm9oBOD8JdMSTiJJkpQsC7mK\n",
"ruNQDz/6xTpGVKa4+KzpSceRJElKlMseqqh27m3j9//2QTq7enn/mwOTx49KOpIkSVKiPEOuorr5\n",
"fxro7Opl8dwJvOdNi5KOI0mSlDjPkKtodu1v5+nVuwlzJ/LlT7zBizklSZKwkKtIno17+Mw/PwbA\n",
"JWfPsIxLkiRlOWVFBbe3qZP/e3OmjJ+/ZBrXrpifbCBJkqQS4hlyFdxLG/eRTsN5i6fy6Q9dREWF\n",
"Z8clSZIO8wy5Cm7V5gMA/Pq1SyzjkiRJx7CQq6D+69613PXoZsbWVrFg5vik40iSJJUcC7kKpqe3\n",
"j+//fA0AN773XKpG+NdNkiTpWDYkFcymnS309qW59pL5XHL2zKTjSJIklSQLuQrm+XV7AVg8d2LC\n",
"SSRJkkqXhVwFsb+5kx/et47Ro6q44IxpSceRJEkqWRZyFcTNtzXQ2dXL9b9yBuPH1CQdR5IkqWRZ\n",
"yJV3O/a2sfKFnZw+byJvvnBe0nEkSZJKmoVceRe3ZNYdf+N5s113XJIk6QQs5Mqrzq5e/vb7zwKw\n",
"eO6EhNNIkiSVPgu58urpVbuPfO5GQJIkSSdmIVderd3WBMDnf2cF1VWVCaeRJEkqfRZy5U1Pbx9P\n",
"vrSLihQsmuPa45IkSYMxIukAGho2bD/IX9zyOE2tXVx81nRG1fhXS5IkaTBsTTplB1oO8Ydff4j+\n",
"/jRh7kR+513nJB1JkiSpbFjIdUo27WzmJw+sp78/zdKFU/jLj1xCZaUzoSRJkgbLQq6T1tbRzWf+\n",
"6TEOtnVRWZHik+8/zzIuSZKUIwu5Ttq9T23jYFsXv3LpAq6+eB51E2uTjiRJklR2LOQ6aQ8/t52K\n",
"ihTvvzowfkxN0nEkSZLKkvMLdFI6DvWwbttBzlgwyTIuSZJ0CizkOinrtx8knYYw1/XGJUmSToWF\n",
"XCfl2bgXcAMgSZKkU2UhV87aOrq5/aENTBpXw3lhatJxJEmSypqFXDl7avVuunv7+eVLT6N2ZFXS\n",
"cSRJksqahVw5e7yhEYBLzp6RcBJJkqTyZyFXTrp6+nhmzR5mTR3N7LoxSceRJEkqexZy5eS2B9dz\n",
"qLuP158zi1QqlXQcSZKksmch16Cl02nufnQzo0dV8c4rFiYdR5IkaUiwkGvQPv1Pj7Kv+RAXnjHN\n",
"izklSZLyxEKuQek41MML6/cB8JY3nJZwGkmSpKHDQq5BObwz57uuWOhmQJIkSXlkIdegrN58AHBn\n",
"TkmSpHyzkGtQnnxpFxUVKZYumpJ0FEmSpCFlRLHfMIRQCdwMLAbSwMeALuBWoB9oAD4eY0yHEG4A\n",
"PgL0Ap+LMd5Z7LyCF9fvY+3Wg5y7eCpja6uTjiNJkjSkJHGG/FeA/hjj64E/B/4K+ApwU4zxjUAK\n",
"eFsIYTpwI7ACuAb4QgjBNpiAex7fAsCvXXN6wkkkSZKGnqIX8hjj/wAfzd6cDzQBy2OMD2WP3QVc\n",
"BVwArIwx9sQYW4D1wNIixxWwblsTo0dVEeY5f1ySJCnfEplDHmPsCyHcCnwd+C6Zs+KHtQLjgXFA\n",
"8wDHVUStHd3s3NfOojkT3JlTkiSpAIo+h/ywGOMHQwjTgCeBkUfdNQ44CLQAY486PpbM2fTjqq+v\n",
"z3fMYe+5je0ATBrVVfA/X8evvDl+5cuxK2+OX/ly7HRYEhd1/gYwO8b4BaAT6AOeDiFcFmN8ELgW\n",
"uI9MUf98CKGGTGFfQuaCz+Navnx5QbMPN+l0mh88+ggA77/uQmZMGV2w96qvr3f8ypjjV74cu/Lm\n",
"+JUvx6685fuHqSTOkP8IuDWE8CBQBXwSWAPcnL1ocxXwo+wqK98AHiYzteamGGN3AnmHradW72b1\n",
"5gNcfNb0gpZxSZKk4azohTzG2Am8b4C7Lh/gsbcAtxQ6kwb26As7AXj3lYsSTiJJkjR0uTGQjuv5\n",
"tXuZMKbG3TklSZIKyEKuAXUc6mFf8yHmzxxHRYWrq0iSJBWKhVwD2rG3DYDZdWMSTiJJkjS0Wcg1\n",
"oG27DxfysSd4pCRJkk5FThd1hhAuAl4P/D3wU2AZ8LEY448KkE0JSafTRy7oXDRnQsJpJEmShrZc\n",
"z5B/A3gaeBeZNcSXAZ/Kdygl63v3RJ54aReTx49k4WwLuSRJUiHlWsgrspv3/DLw4xjjVqAy/7GU\n",
"hJ7ePp5bu4cf3rcWgI++42wv6JQkSSqwXNch7wgh/H/Am4AbQwifBFrzH0uFdrC1i007m9m0s4VN\n",
"jc1s2tHM9j1t9PWnAfj0b1/EhWdMTzilJEnS0JdrIf8A8GHgnTHGAyGEGdljKnHPxj08E/ewdXcr\n",
"m3c2c6Cl6xX3j6yuZNGcCSyYNZ5loc4yLkmSVCS5FvJvxBjfdfhGjPFTIYT7yJwxV4nq6e3nS995\n",
"ivZDvQBMmTCKC8+YzoKZ41gwczwLZo1j+qTRTk+RJElKwKAKeQjhv4FzgZkhhE3HPH9rIYIpf15c\n",
"v4/2Q70sXTiFT/3WBYytrU46kiRJkrIGe4b8g8BEMqus3AgcPpXaC+zKfyzl03/cvRqA37huiWVc\n",
"kiSpxAyqkMcYm4Fm4K2FjaN8232gg3XbDnL+kmmcPm9S0nEkSZJ0jFw3BqoCrgEm8fJZ8nSM8Tv5\n",
"Dqb8eGnjPgDOWzw14SSSJEkaSK4XdX4PmAusBtJHHbeQl6iGDfsBOPO0yQknkSRJ0kByLeRnA0ti\n",
"jOkTPlIl4aWN+6kdOYL5M8cnHUWSJEkDyHWnztXAjEIEUf4daDnEzn3tnLFgMpUuaShJklSScj1D\n",
"PhqIIYQG4FD2WDrGeGV+YykfXtrodBVJkqRSl2sh/6vsxzSZizoPf1QJOlzIz7KQS5IklaycpqzE\n",
"GB8AZgFXA08D87PHVGLS6TTPrNnDqJpKXjd7QtJxJEmSdBw5FfIQwpeA64B3AlXAB0MIXy1EMJ2a\n",
"rbtbadzfzrLTp1E1ItdLBSRJklQsuTa1a4DfAA7FGJuANwPX5j2VTtmq7HSV8xbXJZxEkiRJryXX\n",
"Qt53zO2aAY6pBKzbdhCAMG9iwkkkSZL0WnIt5D8E/hOYFEL4A+Bh4Pt5T6VTtmrTAWqqK5lTNybp\n",
"KJIkSXoNuV7U+UXgX4D/AuYAn4kxfr4QwXTytu5qYcfeNs5bPJXKSuePS5IklbJcL+qsAxYDbUAz\n",
"sDyE8JlCBNPJe/TFRgAuXToz4SSSJEk6kVxPn/4MOPeYY65DXmJWPr+TEZUVXHDG9KSjSJIk6QRy\n",
"3RgoHWP8UEGSKC/aOnvY3NjCuYumMnpUVdJxJEmSdAK5FvLbQgg3APcBvYcPxhi35jWVTtqOPa0A\n",
"zJsxLuEkkiRJGoxcC/l44FPAvmOOL8hPHJ2q7XvaAJjt6iqSJEllIddC/m6gLsbYWYgwOnVbdmXO\n",
"kM+ykEuSJJWFXC/q3ABMKkQQ5Uf9mt1Uj6hg4ewJSUeRJEnSIOR6hhxgVQihAejO3k7HGK/MYyad\n",
"pH0HO9m6q5Xzl0xjVM3JDK0kSZKKLdfWdngToDSZ5Q4Pf1QJ2Lo7M11l8RzPjkuSJJWLXHfqfACY\n",
"BVwNPA3Mzx5TCdieXWFldt3YhJNIkiRpsHLdqfNLwHXAO4Eq4IMhhK8WIphyd2SFlWle0ClJklQu\n",
"cr2o8xrgN4BDMcYm4M3AtXlPpZPSsGE/1SMqmDnVQi5JklQuci3kfcfcrhngmBKwY28b23a3cl6o\n",
"o6aqMuk4kiRJGqRcC/kPgf8EJoUQ/gB4GPh+3lMpZ080NAJw8VkzEk4iSZKkXOS6yso9wLPAFmAO\n",
"8JkY4x15T6WcPblqNxUpuOCMaUlHkSRJUg5yLeQ3AyOB/wC+F2Pcmv9IylVvXz/rtjYxf8Z4xo+p\n",
"STqOJEmScpDrsofnA+8AqoE7QwgPhBA+XJBkGrTNO1vo7u1n8byJSUeRJElSjnKdQ06McR3wVeCL\n",
"wDjgU/kOpdzErU0AhLluCCRJklRucpqyEkJ4F/B+4GLgDuD3YoyPFiKYBm9ttpAvnusZckmSpHKT\n",
"6xzyDwD/DvxajLG7AHl0EuKWJmpHjnCHTkmSpDKUUyGPMb6rUEF0cto6utmxt41zF02loiKVdBxJ\n",
"kiTlKNcpKxXAx4A3ZZ/7C+DvYoz9BcimQVi79SCAF3RKkiSVqVynrPw1sBD4FzIXhF4PLAB+P8+5\n",
"NEj1a3YDEJw/LkmSVJZyLeRXA+fFGPsAQgh3AA15T6VBaWo5xJ0rN1E3cRRLF01JOo4kSZJOQq7L\n",
"HlbyyhI/AujNXxzl4rGGRvr607ztja9jZHWuP1tJkiSpFOTa4r4LPBBC+B6QAn4V+H7eU2lQVj6/\n",
"E4AVS2cmnESSJEknK9dCvhj4f8CVZAr552KMd+Y9lU6oua2Lhg37CPMmMmXCqKTjSJIk6STlWsjP\n",
"Am6MMf6sEGE0eKs27ac/DReeMT3pKJIkSToFuRbyfmBrCCECndlj6RjjlfmNpRPZsqsVgNNmjU84\n",
"iSRJkk5FroX8T4D0McfcjSYBWxpbAJg73d05JUmSylmuhfxR4ONk5pD3Aj8Dvp3vUDqxLbtaGFUz\n",
"gqnOH5ckSSpruRbyW4CRwD+TWQLxN8nMK/9knnPpNXQc6mH7njbOWDCZVMpfUEiSJJWzXAv5hcCS\n",
"GGMaIIRwO/BS3lPpNW3Y0Uw6DYvdnVOSJKns5box0HbgtKNu1wE78xdHg7FhezMAi2ZPSDiJJEmS\n",
"TtXJbO/4fAjhXjJzyK8AdoQQ7iKz2sp1eU2nAW3fk1lhxQs6JUmSyl+uhfxzx9z++6M+P3b1FRXI\n",
"9j1tVKRgxpTRSUeRJEnSKcqpkMcYHyhQDg1SX18/23a3Mm3SaKqrKpOOI0mSpFOUUyEPIdQB7weO\n",
"vpowHWP8y7ym0nHd+9RWWtq7ueTsGUlHkSRJUh7kelHnz4Bzj7qdwo2Biqphw34A3nn5woSTSJIk\n",
"KR9ynUPWFa63AAAdLklEQVSejjF+qCBJNCjb97RSPaKCaZOdPy5JkjQU5FrIbwsh3ADcR2aVFQBi\n",
"jFvzmkoDSqfTbN/TxsypY6is8BcTkiRJQ0GuhXw88Clg3zHHF+Qnjl7Lzn3tHOruY840lzuUJEka\n",
"KnIt5O8G6mKMnYUIo9f2RMMuAJaFqQknkSRJUr7kelHnBmBSIYLoxF7ckPnFxPIl0xJOIkmSpHw5\n",
"mZ06V4UQGoDu7O10jPHKPGbScezY08b4MdVMHDsy6SiSJEnKk1PdqVNF0t3Tx+4D7SxZMDnpKJIk\n",
"ScqjQRXyEMLNMcYbgM8OcHca8Ax5gW3c0Ux/GmZNHZN0FEmSJOXRYM+Q/2P2418McF86T1n0Gr7/\n",
"8wjApUtnJpxEkiRJ+TSoQh5jrM9+fKCgaTSgAy2HeHbtHpbMn8Sy0+uSjiNJkqQ8ynWVFSWgfvVu\n",
"0ml4/TmeHZckSRpqci7kIYSaQgTR8W3d3QrA4rkTE04iSZKkfDuZM+QfAAghXJr9eE1eE+lVtu9p\n",
"A2BWnRd0SpIkDTUnU8hDCKEKWJi97aLYBbZ9TysTxtQwtrY66SiSJEnKs5PZGOge4BlgawhhBDAF\n",
"+J+8ptIRe5o62LW/g2XBizklSZKGopzPkMcY7wfeBtxNZsnDr+Q7lF72RMMuAC46a3rCSSRJklQI\n",
"J3OGnBjjRuDv8pxFA3i8oRGAi860kEuSJA1FJ1XIT1Z27vm/APOAGuBzwGrgVqAfaAA+HmNMhxBu\n",
"AD4C9AKfizHeWcyspaDjUA8NG/ezaM4EJo8flXQcSZIkFUCx1yH/NWBvjPGNwC8B3yQz5eWm7LEU\n",
"8LYQwnTgRmAFcA3whRDCsLuicd22g/T3p1m6cErSUSRJklQgRT1DDvwQ+FH28wqgB1gWY3woe+wu\n",
"4GqgD1gZY+wBekII64GlwNNFzpuotVubANcflyRJGsqKWshjjO0AIYSxZMr5nwN/c9RDWoHxwDig\n",
"eYDjw8rhQh7mWcglSZKGqmKfISeEMAf4CfDNGOP3Qwh/fdTd44CDQAsw9qjjY4GmE712fX19PqMm\n",
"Kp1O07BhD2NHVbB5/So2Jx2oCIbS+A1Hjl/5cuzKm+NXvhw7HVbsizqnAT8Hfje7fCLAsyGEy2KM\n",
"DwLXAvcBTwKfDyHUkNl4aAmZCz5f0/LlywsTPAF7mzpp69zBJWfPGFJf1/HU19cPi69zqHL8ypdj\n",
"V94cv/Ll2JW3fP8wVewz5DeRmXrymRDCZ7LHPgl8I3vR5irgR9lVVr4BPExmrvlNMcbuImdN1Npt\n",
"zh+XJEkaDoo9h/yTZAr4sS4f4LG3ALcUOlOpWrvlcCGfkHASSZIkFVKxlz3UIMWtTaRSsHC2hVyS\n",
"JGkos5CXoL6+ftZvP8icaWOpHVmVdBxJkiQVkIW8BG3d3UpXdx/B+eOSJElDnoW8BDVs2A9AmDcp\n",
"4SSSJEkqNAt5CXq8oRGA85fUJZxEkiRJhWYhLzGtHd00bNxPmDuRyeNHJR1HkiRJBVb0nTp1fC3t\n",
"3fzrT1+ivz/NRWdNTzqOJEmSisBCXgIOdfVy+8Mb+fH96+g41Mv0ybVcef6cpGNJkiSpCCzkCert\n",
"6+d/n9zK9+9ZQ1NrF2Nrq/nw287iuhXzqRpRmXQ8SZIkFYGFPCFPNDTyr3e8xI697dRUV/K+qxbz\n",
"jssXMnqU645LkiQNJxbyIuvrT3PrHS9x24MbqKhIce2K+bz/zYFJ40YmHU2SJEkJsJAX2aPP7+S2\n",
"BzcA8OUb38BiN/+RJEka1lz2sMgey64x/mfXX2gZlyRJkoW8mNLpNM+t3cvUiaO46EyXNZQkSZKF\n",
"vKh27G2jtaObMxdMJpVKJR1HkiRJJcBCXkRrNh8A4PT5kxJOIkmSpFJhIS+i9dubAVg8d0LCSSRJ\n",
"klQqLORFtHFHMxUVKeZNH5d0FEmSJJUIC3mR9Pen2dzYzJy6MVRXuQunJEmSMizkRbLrQDudXX0s\n",
"mDU+6SiSJEkqIRbyItm0owWABTMs5JIkSXqZhbxINuw4CMBps5w/LkmSpJdZyIugraObux/bzKia\n",
"ShbOcXdOSZIkvcxCXgQrX9hJa0cP77xiEWNGVSUdR5IkSSXEQl4EK5/fCcAVy+cknESSJEmlxkJe\n",
"YOl0mrXbDjJr6mimTapNOo4kSZJKjIW8wPY0ddLe2cNps9ydU5IkSa9mIS+wjTuaAVgw09VVJEmS\n",
"9GoW8gLbtDNTyE9zQyBJkiQNwEJeYIfPkJ8200IuSZKkV7OQF9jGnc1MGFvDxHEjk44iSZKkEmQh\n",
"L6Ade9vY29RJmOtmQJIkSRqYhbyAnnxpFwAXnzU94SSSJEkqVRbyAlq9+QAA5yyqSziJJEmSSpWF\n",
"vIDWbW1iwtgapkxw/rgkSZIGZiEvkFWb9rOv+RBh7kRSqVTScSRJklSiLOQF8oN71wLwzisWJpxE\n",
"kiRJpcxCXgDNbV08t3YvC+dM4IwFk5OOI0mSpBJmIS+AuKWJ/v40F5/p6iqSJEl6bRbyAti5rx2A\n",
"2XVjE04iSZKkUmchL4DGfW0AzJgyOuEkkiRJKnUW8gLYtb8DgOmTaxNOIkmSpFJnIS+Axn3tTBhT\n",
"Q+3IqqSjSJIkqcRZyPOst6+fPU0dnh2XJEnSoFjI82xvUyd9/Wnnj0uSJGlQLOR51rg/s8LKjMkW\n",
"ckmSJJ2YhTzPtjS2AC55KEmSpMGxkOfZ6s0HAAjzJyacRJIkSeXAQp5H/f1pVm86wJTxI6mb6EWd\n",
"kiRJOjELeR6t3nyAg21dnLu4LukokiRJKhMW8jy645GNALzh3FkJJ5EkSVK5sJDnyebGFh55fieL\n",
"507gnMVTk44jSZKkMmEhz5NNO5sBuPL8uVRWpBJOI0mSpHJhIc+T7XvaAJhdNybhJJIkSSonFvI8\n",
"aG7r4r/uXQtYyCVJkpQbC3kePPHSLgBSKZg0bmTCaSRJklROLOR5cHi6yhd+9/WkUs4flyRJ0uBZ\n",
"yPNg+55WAOZMG5twEkmSJJUbC3kebNvdyrjR1YwbXZ10FEmSJJUZC/kpauvoZtf+Dk6bOT7pKJIk\n",
"SSpDFvJTtG7bQQAWzZ2QcBJJkiSVIwv5KbrniS0AnD5/UsJJJEmSVI4s5Kfg8YZGVj6/kyXzJ3H+\n",
"6dOSjiNJkqQyZCE/SYe6evnWj19gRGUFN773XCoqXO5QkiRJubOQn6S4pYkDLYe4bsV8lzuUJEnS\n",
"SbOQn6SNO5sBWLLAueOSJEk6eRbyk3S4kLvcoSRJkk6FhfwkbdrRzMjqSqZPHp10FEmSJJUxC/lJ\n",
"6O7pY9ueNhbMHO/FnJIkSTolFvKT8IN719Lfn2bBzHFJR5EkSVKZs5DnqK2jm/+6dy0AZyyYnHAa\n",
"SZIklTsLeY6eWr0bgMuXzeaN581KOI0kSZLKnYU8R483NALwnjctIpVy/rgkSZJOjYU8B109fTyz\n",
"Zg8zp4x2MyBJkiTlhYU8B8+v28uh7j4uOXuGZ8clSZKUFxbyHDy9KjN//KIzZyScRJIkSUOFhTwH\n",
"mxtbqKhIsXDOhKSjSJIkaYiwkOdg+542pk+qpWqEf2ySJEnKD5vlIDW3ddHa0c3sOi/mlCRJUv5Y\n",
"yAfp7sc3AzhdRZIkSXllIR+k+5/exqiaSt76htOSjiJJkqQhZEQSbxpCuAj4YozxihDCQuBWoB9o\n",
"AD4eY0yHEG4APgL0Ap+LMd6ZRFbITFfZsbed8xZPZfSoqqRiSJIkaQgq+hnyEMKfADcDNdlDXwVu\n",
"ijG+EUgBbwshTAduBFYA1wBfCCFUFzvrYWs2HwBgyfxJSUWQJEnSEJXElJX1wDvJlG+AZTHGh7Kf\n",
"3wVcBVwArIwx9sQYW7LPWVr0pFmrDxfyBRZySZIk5VfRC3mM8SdkpqEcdvSWl63AeGAc0DzA8aJr\n",
"6+zhvx9YT0UKFs+dmEQESZIkDWGlcFFn/1GfjwMOAi3A0esLjgWaihnqsO/ds4b+NMyZNpbakc4f\n",
"lyRJUn4lclHnMZ4NIVwWY3wQuBa4D3gS+HwIoQYYCSwhc8Hna6qvr897uBfiHgCuW1ZbkNfXy/zz\n",
"LW+OX/ly7Mqb41e+HDsdlmQhT2c//hFwc/aizVXAj7KrrHwDeJjMWfybYozdJ3rB5cuX5z3k1356\n",
"N9Mm1XLdmy7O+2vrZfX19QUZPxWH41e+HLvy5viVL8euvOX7h6lECnmMcTOZFVSIMa4DLh/gMbcA\n",
"txQ12DHaOro52NrF8tPrkowhSZKkIawU5pCXrOfX7wNg4Wx355QkSVJhWMhfw6PP7wRgxdKZCSeR\n",
"JEnSUGUhP46unj6eWr2LGZNHs2DmuKTjSJIkaYiykB/Hi+v30dnVx4qlM0ilUid+giRJknQSLOTH\n",
"sSa7O+fShVMTTiJJkqShzEJ+HOu2HQRg4Rwv6JQkSVLhWMgH0N3Tx+rNB5g5ZTTjRlcnHUeSJElD\n",
"mIV8AM+t3UtnVy8XnzUj6SiSJEka4izkA1j5Qma5w0vPcblDSZIkFZaF/Bi9ff080dDIlAmjWOT8\n",
"cUmSJBWYhfwYWxpbaD/Uy/LT61zuUJIkSQVnIT/G4dVVFs2ZmHASSZIkDQcW8mOszq4/vniu01Uk\n",
"SZJUeBbyo/T19fPUqt1MHFvDvOnjko4jSZKkYcBCfpQtu1pp7ejm/CXTqKhw/rgkSZIKz0J+lG27\n",
"WwE4bdb4hJNIkiRpuLCQH2X7njYAZteNSTiJJEmShgsL+VG27cmcIZ9dNzbhJJIkSRouLORH2bij\n",
"mTGjqpg8fmTSUSRJkjRMWMizdu5to3FfO4vmTHBDIEmSJBWNhTzrszc/DsDieW4IJEmSpOKxkAMd\n",
"h3rYdaAdgLe8/rSE00iSJGk4sZADG3Y0k07DOy5fyPgxNUnHkSRJ0jBiIQeeW7sXgNOdriJJkqQi\n",
"G/aFPJ1O8/BzO6iprmRZqEs6jiRJkoaZYV/I2zt7aNzXzlmnTWZkzYik40iSJGmYGfaFfPeBDgBm\n",
"TB6dcBJJkiQNR8O+kO9pyhTyukm1CSeRJEnScDTsC/nuA52AhVySJEnJGPaFfOuuFgCmWcglSZKU\n",
"gGFdyHv7+nm8oZGJY2tYMHN80nEkSZI0DA3rQr52axOtHT1ccvYMKitSSceRJEnSMDTMC/lBAM5Y\n",
"MDnhJJIkSRquhm0h39PUwbdvbwBg0dwJCaeRJEnScDVsC/kvnt4GwIwpo12DXJIkSYkZtoX8yZd2\n",
"MaIyxd/+/mWkUs4flyRJUjKGZSHv7etn084W5s8cz+hRVUnHkSRJ0jA2LAt54752evv6mT99XNJR\n",
"JEmSNMwNy0K+JbsZ0LwZYxNOIkmSpOFu2BXyzY0t3HzbiwC8bparq0iSJClZw66Q/+B/Iwdaujjz\n",
"tMmc9TrXH5ckSVKyhlUhT6fTrN58gIoUfO5jK1xdRZIkSYkbVoV8b1Mn+5sPcdFZMxhROay+dEmS\n",
"JJWoYdVKV28+AMCS+ZMSTiJJkiRlDM9CvsBCLkmSpNIwvAr5pgNUjahwdRVJkiSVjGFTyDsO9bC5\n",
"sZlFcyZQNWLYfNmSJEkqccOmma7d2kR/2vnjkiRJKi3DopCn02l+fP96AJYumppwGkmSJOllw6KQ\n",
"31+/jefW7mX56XWct9hCLkmSpNIxLAr5HY9soqIixe+++xw3A5IkSVJJGfKFfEtjC+u2HeTcxVOp\n",
"m1ibdBxJkiTpFYZ8If/3u1YD8MuXLkg4iSRJkvRqQ7qQ9/enadiwj5lTRnPhGdOTjiNJkiS9ypAu\n",
"5I3722k/1MviuROTjiJJkiQNaEgX8vXbDgKwcI47c0qSJKk0DelCvmVXCwALZo5LOIkkSZI0sCFd\n",
"yLfuagVg3nQLuSRJkkrTkC7kW3a1MGFMDePH1CQdRZIkSRrQiKQDFNLZr5vCpPEjk44hSZIkHdeQ\n",
"LuSfeN95SUeQJEmSXtOQnrIiSZIklToLuSRJkpQgC7kkSZKUIAu5JEmSlCALuSRJkpQgC7kkSZKU\n",
"IAu5JEmSlCALuSRJkpQgC7kkSZKUIAu5JEmSlCALuSRJkpQgC7kkSZKUIAu5JEmSlCALuSRJkpQg\n",
"C7kkSZKUIAu5JEmSlCALuSRJkpQgC7kkSZKUIAu5JEmSlCALuSRJkpQgC7kkSZKUoBFJB3gtIYQK\n",
"4B+ApUAX8OEY44ZkU0mSJEn5U+pnyN8OVMcYVwCfAr6ScB5JkiQpr0q9kF8K3A0QY3wCOD/ZOJIk\n",
"SVJ+lXohHwe0HHW7LzuNRZIkSRoSSnoOOZkyPvao2xUxxv7jPbi+vr7wiVQwjl95c/zKl2NX3hy/\n",
"8uXY6bBSL+QrgbcAPwwhXAy8cLwHLl++PFW0VJIkSVKelHoh/2/gzSGEldnb1ycZRpIkScq3VDqd\n",
"TjqDJEmSNGx5gaQkSZKUIAu5JEmSlCALuSRJkpSgUr+o84Sy65L/A7AU6AI+HGPckGwqAYQQqoB/\n",
"AeYBNcDngNXArUA/0AB8PMaYDiHcAHwE6AU+F2O8M4QwCvgPYCrQCvxWjHFf0b+QYS6EUAfUA28i\n",
"M2634viVvBDCn5JZpaoK+Hsyq1bdimNX8rL/rt0CLCYzXjcAfTh+JS2EcBHwxRjjFSGEhZzieGVX\n",
"l/ta9rE/jzH+ZfG/quHjmPE7F/gGmf/vuoDfjDHuKeT4DYUz5G8HqmOMK4BPAV9JOI9e9mvA3hjj\n",
"G4FfAr5JZnxuyh5LAW8LIUwHbgRWANcAXwghVAO/Azyffex3gD9P4GsY1rI/VP0T0E5mvL6K41fy\n",
"QgiXA5dkvy9eDpyG/++Vk6uB0THG1wN/CfwVjl9JCyH8CXAzmZNPkJ/vlf8I/Gr278FF2ZKoAhhg\n",
"/L4G/F6M8QrgJ8D/CSFMo4DjNxQK+aXA3QAxxieA85ONo6P8EPhM9vMKoAdYFmN8KHvsLuAq4AJg\n",
"ZYyxJ8bYAqwn8xuPI2Ob/XhVsYLriC8D3wIas7cdv/JwNfBiCOE24KfA7cByx65sdALjQwgpYDzQ\n",
"jeNX6tYD7yRTvuEUv1eGEMaSOdm4KXv8HhzHQjp2/N4fYzy8900Vmf8nL6SA4zcUCvk4Mjt6HtaX\n",
"/XWfEhZjbI8xtmX/Yv6QzE+NR49NK5l/bMYBzcc53nLMMRVJCOGDZH7D8fPsoRQvf7MCx6+UTQWW\n",
"A+8GPgZ8D8eunKwERgJryPyG6hs4fiUtxvgTMlMTDjvV8Tq22ziOBXTs+MUYdwGEEFYAHwf+lgKP\n",
"31Aori3A2KNuV8QY+5MKo1cKIcwBfgF8J8b4fTLz6Q4bBxzk1WM4doDjh4+peK4nszHX/cC5wL+R\n",
"KXqHOX6lax+ZOYu9Mca1wCFe+Y+BY1fa/oTMmbhA5v+975A5S3eY41f6TvXfumMfe/g1VCQhhPeR\n",
"+Q3xdTHG/RR4/IZCIV8JXAeQnUD/wms/XMWSnW/1c+BPYoy3Zg8/G0K4LPv5tcBDwJPAG0IINSGE\n",
"8cASMhfBHBnbox6rIokxXhZjvDw7h+454DeBux2/svAImes2CCHMBGqB+xy7sjGal8+uNZFZgMHv\n",
"neXllMYrxtgKdIcQTstOXboax7FoQgi/TubM+OUxxs3ZwwUdv7LfqTP7hR5eZQXg+uwZISUshPB1\n",
"4D1APOrwJ8n8+rUaWAXckL3y/MNkrlyuAD4fY/zv7JXL/wbMIHOV8wdijHuK+TUoI3uW/KNAmsyF\n",
"L45fiQshfAm4gsyY/CmwGceuLIQQJgD/Ckwhc2b8a2RWOnL8SlgIYT7wvRjjihDCIk5xvLKrfnwN\n",
"qATuiTF+uvhf1fBxePyA1wN7gS28PEXlgRjjXxRy/Mq+kEuSJEnlbChMWZEkSZLKloVckiRJSpCF\n",
"XJIkSUqQhVySJElKkIVckiRJSpCFXJIkSUqQhVySBimE8EAIYVmB32NcCOHpEMIzIYSFRx2vCCHc\n",
"E0J4MYTwxjy914UhhC9mP39LCOEv8vG6+RBC2BxCmHuSz73/qM+fzV8qSSqMEUkHkKQykgZSBX6P\n",
"c4GuGOOlxxyfDZwVY5yVx/c6A5gGEGP8KfDTPL72qTqVTTIO75BIjPG8PGSRpIJyYyBJQ04I4XLg\n",
"JqCdzPbGLwIfAGYB98cYF2Qf91kgnd2BbRdwO/AGoJHMDsCfIFOEPxhjfCh75nUbcGb2rX4/xvhw\n",
"CGEM8M3s8UrgSzHG/wwhfBD4LWAycHuM8c+PyjgN+DYwB+jN5n0GeIxMSb4vxvj2ox7/AhCA54E/\n",
"Bj4bY7wie9+twP3AA8Bt2a/3PGA38J4YY1MI4QPAn5Epuk9lX+MZMtu0fwXYCVwWY7w+hHAxmR3m\n",
"RgL7gI/GGDeEEB4Ansj+GU0Fbowx3n3Mn/004B+zX1c/mV1CHySz69152R3sJmUzzgM+Bvx6Nkc/\n",
"8L7/v717C5W6iuI4/j1HTLQLWBKEFSXVKiwz0rxEmmZ0AVO6lxSYL+FJKwhfKrKQgm5g9VAUUqkU\n",
"FtkhKiy7mGWaXdSU+iFoFzDKTKlEqXR62GtyHGfUCJk4/j4v/v8ze+//3nuEs/7rrP8ZSV9HxHrg\n",
"fMq3jY6UNDHHfx+4B/gwr9M/90vA5cCDwC3AMknDImKnpPaI6EX55sQBeZ2HJc3Oz+hioDfQD3hL\n",
"UkdEHAvMBXpl+6mSlmFmdgC4ZMXMuqphQAclID8euKhBmwq7MrFHA69JOi3Px0saAUwHbsvX2oDN\n",
"ks4GJgKzI6I7cBfwqaRBlOzsnRFxYvbpCwysDcbT48BCSWcCVwKzcvxJOdb4uvZjgQ2SzmHPLH11\n",
"HW2UgPMRSWcAW4AJEdEXeBS4UNLplJuGc4G7gU5J91fHyfW8CHRIGkgJel+ouU53ScOB24EZDfZ0\n",
"JjAr92Ic8BQlsH8JuCrbXAHMB3pmm5E531eByQ3W1mitw4HtOZeTcqxLJE0FkDSsrt90YGNeZzQw\n",
"PSLOyPeGUYL5AcDYiDgduIny/2EwMI3yddpmZgeEA3Iz66pWS9ogqQJ8RcmA7sub+e+3wLt5/F1N\n",
"3wrwDICkVcAm4FRgDHBz1isvomRV+2f7zyXtbHCtUZQMOZLWUzLPQ2heErO/pTI/SVqZx6uBI4Gh\n",
"wEeSNuT1bpTUmWPWjtsGnAL8IumzbPsycFJEHJFtqhnxNTl2vTHAfbkXb1BKI/sBs4Frs811wBxJ\n",
"v1F+c3F9RDxAuek4dH/WLWkx8GREdACPAScDhzXdld33exPQScnAV4AlkrZK2gaso3zeC4E7ImIu\n",
"5abqib2MbWb2nzggN7OuanvNcTV7vJPdA7xDajtI+qvmdEeTcWtfb6OUm7QDEySdlTXL5wILss22\n",
"JuO0s2cw3I39q52ur2XvXnPcaN1/1naOiD4R0afJtRr9XKjOrXb8ZvX07cCour1YnQH+kRExGOgr\n",
"aWlEHAcsBY4AXgeebTBmo7W2RcRlwBzgd8pvFz5oMp/aebXVnVefo9pjzyQtodTYLwCu4f9VX29m\n",
"XYwDcjM7mGwBemdA2oNSO/xvtAETACJiEHA4sJaSTZ+crx8DfEGpod5bgPgupTyFiOhHCVw/3kef\n",
"qp+BfhHRI+uxz9tH++XAkKzvhlJWMo5yM1H/cL+Ao3J9RMTVwDeSNu/HvKCsqyP79qfUvPfM9+ZS\n",
"SliqJTCDgbWSZuYcL62bTwXYSCk7IsuABuR7FwDzJD1HqZUfwa6bhh0R0Y3d1e53n1z/ezTe77bM\n",
"2N8g6XlgCnBA/7qOmR3cHJCbWVdUWxv+D0m/Ag9Rgr+3KdnZ2j71Y9QfVyhZ3i8oD31en1n1e4Ge\n",
"EfEl8A4wTdK6ZvNIU4HR+bDmfGCSpB/30aeS61hDySivAeZRssPN1l2R9ANwK7Ag51jNKn8CDM3g\n",
"s5Jt/6BkhJ/ItpPzvOl86kzJMVdSAu8Jkrbme3MpAfWcPF8AtEfE6jxeBJxQN95C4PuIEOVB08V5\n",
"3aeB6yJiOSXI7wSqdfudwIq86arO8T7KZ7cqrzND0opme0Z5SPeK/KxfoTx8amZ2QPivrJiZmZmZ\n",
"tZAz5GZmZmZmLeSA3MzMzMyshRyQm5mZmZm1kANyMzMzM7MWckBuZmZmZtZCDsjNzMzMzFrIAbmZ\n",
"mZmZWQs5IDczMzMza6G/ATYvB5w8jsqPAAAAAElFTkSuQmCC\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x118d24150>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"ax = fig.add_subplot(111)\n",
"ax.plot(results.statistics['NFE'], results.statistics['Improvements'])\n",
"ax.set_ylabel('$\\epsilon$ improvements')\n",
"ax.set_xlabel('number of function evaluations')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAtIAAAHwCAYAAACL5ogKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XmcHFW5P/5PVXVPZib7vrIkBCqEJUAgsqhchACi8XJB\n",
"vaDkKrgB7nC/oLhwvQuiBPHLyx96QVFEEL9wQS73urHoC0ggwgCGEKisZN+3STJLL3V+f3RV9cww\n",
"03Wqp6qrTtXn/Qdkpk/XnJnurn76qec8RxNCgIiIiIiIgtHjngARERERkYoYSBMRERER1YGBNBER\n",
"ERFRHRhIExERERHVgYE0EREREVEdGEgTEREREdUhV+tG0zR1AHcBOBFAN4BPW5a1psftlwK4EYAA\n",
"8IBlWXc6338FwH5n2FrLsj4VwdyJiIiIiGJTM5AGcDGAJsuyzjRN810Abne+B9M0DQDfBTAXwCEA\n",
"K0zT/BWADgCwLOucyGZNRERERBQzv9KOswD8AQAsy1oK4FT3BsuyygBmWZZ1AMB4AAaAAoA5AFpN\n",
"0/yjaZpPOwE4EREREVGq+AXSIwC09/i67JR7AAAsy7JN07wEwKsA/oxKNvoQgNssy7oAwNUAHuh5\n",
"HyIiIiKiNPAr7WgHMLzH17plWXbPAZZlPWqa5mMAfgHgnwA8CGC1c9sq0zR3A5gMYPNAP6StrY37\n",
"lBMRERFRQ8ydO1cL4zh+gfRiAAsAPGya5ukAlrk3mKY5AsATAOZbllUwTfMQgDKAK1FZnPh50zSn\n",
"oJLV3uo3kblz59b3G1Ds2tra+Pgpio+d2vj4qYuPndr4+Kmtra0ttGP5BdKPAZhvmuZi5+srTdO8\n",
"HMAwy7LucRYXPmuaZhHA3wD8CpVa6Z+bpvmse5++WWwiIiIiItXVDKQtyxIArunz7ZU9br8HwD19\n",
"bi8BWBjK7IiIiIiIEoqLAImIiIiI6sBAmoiIiIioDgykiYiIiIjqwECaiIiIiKgODKSJiIiIiOrA\n",
"QJqIiIiIqA5+faSJiIiIiOqydOlSfOUrX8HMmTMBAMViEZ/4xCdwwgkn4EMf+hCOO+64XuPvu+8+\n",
"6Lo6eV4G0kREREQUCU3TcMYZZ+AHP/gBAKCjowNXXHEFbrnlFhx99NG4//77Y57h4DCQJiIiIsqA\n",
"e594A4v/tjnUY541ZyquWnDcgLcLIXp93draissuuww//elPQ51HXBhIExEREVHDjB07Fvv27cPq\n",
"1auxcGF1M+zjjz8eN954Y4wzC46BNBEREVEGXLXguJrZ40bZvHkz5s6di4MHDypf2qFONTcRERER\n",
"Ke3gwYN4+OGHceGFF76j7ENFzEgTERERUSQ0TcOLL76IhQsXwjAMlMtlfPnLX0ZTU9M7SjsA4Lvf\n",
"/S6mTZsW02yDYyBNRERERJGYN28elixZ0u9tbW1tDZ5N+FjaQURERERUBwbSRERERER1YCBNRERE\n",
"RFQHBtJERERERHVgIE1EREREVAcG0kREREREdWD7OyIiIiKKxNKlS/GVr3wFM2fOhKZp6O7uxoIF\n",
"C3DFFVfgN7/5DZ544glomoZSqYSvfvWrmDdvHn74wx9i586d+I//+A8AwPPPP4+7774bv/jFL6Dr\n",
"ycoBM5AmIiIiokhomoYzzzwTt99+OwCgUCjgwgsvxJgxY7BkyRLcd999MAwDmzZtwhVXXIHf/va3\n",
"+OIXv4grrrgCv/vd73DSSSfh1ltvTWQQDTCQJiIiIsqE+1/7L7y48ZVQj3n6Yadg4UmXDni7EKLX\n",
"VuAHDx6EYRh46KGHcNNNN8EwDADAtGnT8Pjjj2PkyJEAgEWLFmHhwoWYOHEivvWtb2HcuHGhzjss\n",
"DKSJiIiIKDLuFuG6riOXy+Gb3/xmv1uBu0E0AEydOhWnnHIK3nrrLZx66qmNnrI0BtJEREREGbDw\n",
"pEtrZo+jcvrpp+MHP/hBr+/98pe/xNatW3H00Ud733vuuecwa9YsjB8/Hk899RR27NiBk08+GXfe\n",
"eSe++tWvNnraUpJXbEJEREREqXbppZfirrvuQrlcBgCsW7cO3/rWt2AYBjZu3Ijvf//7uO2223DT\n",
"TTfhqaeewgsvvBDzjPvHjDQRERERRULTNGia9o7vX3TRRdixYwc+9rGPIZ/Po1wuY9GiRRg+fDg+\n",
"+9nP4utf/zomTpwIALjtttvwhS98AY888gjGjBnT6F+hJgbSRERERBSJefPmYd68ef3e9slPfhKf\n",
"/OQn3/H9Rx55pNfXs2fPxjPPPBPF9AaNpR1ERERERHVgIE1EREREVAcG0kREREREdWAgTURERERU\n",
"BwbSRERERER1YCBNRERERFQHtr8jIiIiosjcfffdeOGFF1AqlaBpGm644Qb86le/wooVKzBy5EgU\n",
"i0VMnToV3/ve97B3715cdtll+OlPf4rp06ejXC7jqquuwmc+8xm8+93vjvtXeQcG0kREREQUidWr\n",
"V+OZZ57BQw89BAB46623cOONN2L27Nm44YYbvOD4+uuvx9NPP40LLrgA3/72t3H99dfjoYcewh13\n",
"3IFTTz01kUE0wECaiIiIKBPW/fw+7F4S7lbbY888A9Ov/MSAtw8fPhxbt27FI488gve85z2YNWsW\n",
"Hn74Ydx8880QQgAAyuUyDh06hLFjxwIAzj77bCxevBjXXHMNAOBnP/tZqHMOE2ukiYiIiCgSEydO\n",
"xI9//GO88soruOyyy/D+978ff/nLXwBUtv5euHAhLrroImzbtg2zZs3y7vexj30MS5YswSWXXBLT\n",
"zOUwI01ERESUAdOv/ETN7HEUNmzYgOHDh+OWW24BACxfvhyf/vSncfLJJ/cq7bjzzjtx66234t//\n",
"/d9RLBbxta99DTfffDNuv/12nHbaaZgwYUJD5y2LGWkiIiIiioRlWfjOd76DYrEIADjyyCMxcuRI\n",
"GIbhlXYAwKRJk1AqlQAA3/ve93DaaafhsssuwzXXXIN//ud/7jU2SZiRJiIiIqJIzJ8/H2vWrMGH\n",
"P/xhtLa2QgiBG264AU899RRuu+023H333TAMA7Zt45ZbbsEf//hHLF++HA8++CAA4CMf+Qiee+45\n",
"/PjHP8a1114b82/zTgykiYiIiCgyV199Na6++upe3zv33HP7HTtt2jRccMEFvb535513Rja3wWJp\n",
"BxERERFRHRhIExERERHVgYE0EREREVEdGEgTEREREdWBgTQRERERUR0YSBMRERER1YGBNBERERFF\n",
"YunSpbjuuut6fe/222/Ho48+ilmzZuHuu+/uddvVV1+NhQsXNnKKg8JAmoiIiEhCqaMDmx55FOU1\n",
"a+OeijI0TRvw+4cffjj+9Kc/ed/bu3cvNmzYMOB9kogbshARERFJ2PPiUqy//wEglwM++pG4pxPY\n",
"k0+swIq/bQn1mLPnTMH8BbMHvL3W1t6jR4/G6NGjsWbNGhx11FH4/e9/jwsvvBAvvfRSqHOMEjPS\n",
"RERERBLsQhEAkDvvnJhnor7NmzcDAC666CL87ne/AwA888wzOO+88+KcVmDMSBMRERFJEMIGAGit\n",
"rTHPpD7zF8yumT2OQktLCwqFQq/vdXR0YOTIkQCA8847Dx//+MdxySWXYPz48Whubm7o/AaLGWki\n",
"IiIiGW6VgkI1vHGbMWMGVqxYgZ07dwIAuru78dJLL+H8888HALS2tmL69Om47bbbsGDBgpqlIEnE\n",
"jDQRERGRDCcjzUBa3rBhw/D1r38dn/vc59Dc3IxisYiFCxfCMAxvUeGCBQtw880344477sDatWu5\n",
"2JCIiIgobQQz0nWZP38+5s+f/47vP/TQQwCAc845B+ecU6k7P+qoo/DLX/6yofMbjJqBtGmaOoC7\n",
"AJwIoBvApy3LWtPj9ksB3IjKxY4HLMu60+8+REREREpyM9JEDr8a6YsBNFmWdSaArwG43b3BNE0D\n",
"wHcBnAvgDADXmqY51rnPkP7uQ0RERKQsZqSpD79A+iwAfwAAy7KWAjjVvcGyrDKAWZZlHQAwHoAB\n",
"oODc5/f93YeIiIhIVYI10tSHXyA9AkB7j6/LTukGAMCyLNs0zUsAvArgzwAO+d2HiIiISEleQwkG\n",
"0lTht9iwHcDwHl/rlmX1KhCyLOtR0zQfA/ALAP8kc5/+tLW1SU2YkomPn7r42KmNj5+6+Nipp7Rx\n",
"Y+UfGh8/qvALpBcDWADgYdM0TwewzL3BNM0RAJ4AMN+yrIJpmocAlGvdp5a5c+fWMX1Kgra2Nj5+\n",
"iuJjpzY+furiY6emTes3Yj0AQOPjp7AwPwT5lVw8BqDLNM3FqCwa/KppmpebpvkZy7LaAfwKwLOm\n",
"aT4HwHa+fsd9QpstERERUVxs1kgHtXTpUlx33XW9vnf77bfj0UcfxXHHHYc33njD+/6vf/1r/OhH\n",
"PwIAvO9978MVV1yBhQsX4h//8R/xr//6rygUCrBtGwsXLsTjjz/u3e+OO+7AHXfc0ZhfqI+aGWnL\n",
"sgSAa/p8e2WP2+8BcE8/d+17HyIiIqJ0YBwtbaDNVTRN8zZreeSRR9DU1PSOsffeey+ampoAAD/5\n",
"yU9wxx134MYbb8SiRYtw+eWX4+STT8aaNWuwbNky3HvvvZH/Lv3hhixEREREErztqxXNSG+y/gd7\n",
"t0tV3EobPfFETDM/OODttbb8PvLII3Haaad5AXItV155Jd7//vfjxhtvxMSJE3HTTTfhuuuuQ3d3\n",
"N37xi1/Ethsiu2kQERERyahubRjrNNJg8+bNAIAvfelLWLJkiW/d8pAhQ1AoFLyvzz77bOzbtw8n\n",
"n3wyxo4dG+lca2FGmoiIiEiGl5GOdxr1mmZ+sGb2OAotLS29AmAA6OjowMiRIwEATU1N+O53v4vr\n",
"r78eH/3oRwc8zsGDBzF06FDv60WLFuHCCy/Ec889h+effx7vfve7o/kFfDAjTURERCRB9dKOOMyY\n",
"MQMrVqzAzp07AQDd3d146aWXcP7553tjZs+ejQ9+8IO4557+lt1V3HPPPbjooosAAE8++SSWL1+O\n",
"6667DosWLcK3v/1t7Nq1K9pfZADMSBMRERHJYCAdmLug8HOf+xyam5tRLBaxcOFCGIbRq6756quv\n",
"xp///Ode973qqqug6zps28axxx6LG2+8ERs3bsStt96KBx54ALqu4+ijj8anPvUp3HDDDfjZz37W\n",
"8FppBtJEREREEoTT/o5hdDDz58/H/Pnz3/H9hx56yPu3YRh45JFHvK+feeaZfo912GGH4emnn+71\n",
"vY9//OP4+Mc/HtJsg2FpBxEREVEQzEiTg4E0ERERkQxuyEJ9MJAmIiIiIqoDA2kiIiIiCYIZaeqD\n",
"gTQRERFREAykycFAmoiIiEgG299RHwykiYiIiCR4G7IQORhIExEREclgRpr6YCBNREREJEHYDKSp\n",
"NwbSRERERFIYSFNv3CKciHy9uXMV1uxZLzV2XOsYnH7YKRHPiIgoBjZrpKk3BtJEVFPZLuPW5+5C\n",
"Z7FL+j53LfgPjGsdE+GsiIjiwIw09cZAmohqWr9vEzqLXThlygk4b8ZZNcf+cfWz+Nu2FeguFRo0\n",
"OyKixqnWSMc7D0oOBtJEKfPTtl9Ll2F0HOrAI3uerDnmYPchAMAZ007BqVPn1Bz72tYVAABb2FI/\n",
"n4hILcxIU28MpIlSpFQu4U+rn4UGDXnD/+Vt2zb00j7fceNbx2DO5Nm+43Stsn6ZvVaJKI28jDRT\n",
"0uRgIE2UIm4meM6kY3HT2V/0Hd/W1oa5c+eG9vM1J0vDjDQRpRNLO6g3tr8jShHbOclrWjwvbTcj\n",
"bTMjTURpxD7S1AcDaaIUcTPBekwneWakiSjNqmVrDKSpgoE0UYq4AWzcGWkBZqSJKI2YkabeGEgT\n",
"pYibLYkrI60zI01Eacb2d9QHA2miFKmWdsSVka68u7BrBxGlEzPS1BsDaaIU8TLSMaVLNLiLDZmR\n",
"JqL0cdvfaUxJk4OBNFGK2F5pR7wZaXbtIKJ0YkaaemMgTZQicZd2aBoz0kSUXtwinPpiIE2UItU+\n",
"0vEuNmTXDiJKJ2akqTcG0kQpEndGWmdGmojSjFuEUx8MpIlSJO5A2l2Aw64dRJRG3rmNcTQ5GEgT\n",
"pYh7ko+vtIMZaSJKMcHSDuqNgTRRiiRni3BmpIkohXhuoz4YSBOliBdIx/TS5s6GRJRmghlp6oOB\n",
"NFGKxL9FeOWUwq4dRJRKDKSpDwbSRCkS92JDZqSJKN0YSFNvDKSJUsSOebGhu0U4u3YQURp5G7IQ\n",
"ORhIE6VIcjLSfLMhojRiRpp6YyBNlCK2VyPNLcKJiEJnM5Cm3hhIE6WIG8DGvkU4M9JElEoMpKk3\n",
"BtJEKeJ2y+AW4URE4WONNPXFQJooReLekMXLSLP9HRGlEdvfUR8MpIlSRMReI832d0SUXtyQhfpi\n",
"IE2UIvF37XBLO5iRJqIU4rmN+mAgTZQi3mJDxNVHmhlpIkoxZqSpDwbSRCkSd/s7b4twZm2IKIVY\n",
"2kF9MZAmSpGkLDZkaQcRpRLPbdQHA2miFIm/j7STkQZLO4gohZxAOq5zLCUPA2miFIm7j7TGjDQR\n",
"pZ3O0Imq+GwgSpH4Szu4IQsRpZeweW6j3hhIE6WIbceckQYz0kSUYgLQmJGmHvhsIEqRuEs7ql07\n",
"mLUhovThuY36YiBNlCJx95Fm1w4iSjVmpKkPPhuIUiQpOxuyawcRpRIz0tRHrtaNpmnqAO4CcCKA\n",
"bgCftixrTY/bLwfwZQAlAK8DuNayLGGa5isA9jvD1lqW9akoJk9EvcW9IQu7dhBRmgkBbsZCvdQM\n",
"pAFcDKDJsqwzTdN8F4Dbne/BNM0WAP8G4HjLsrpM03wQwAdN03wSACzLOifCeRNRP5LSR5qBNBGl\n",
"krAZSFMvfmmrswD8AQAsy1oK4NQet3UBOMOyrC7n6xyATgBzALSapvlH0zSfdgJwImqAuEs7ql07\n",
"ePmTiFJIcDMW6s3v3XYEgPYeX5edcg9YliUsy9oJAKZpfhHAUMuyngJwCMBtlmVdAOBqAA+49yGi\n",
"aAmvtCPexYaCGWkiSiEhbEBnIE1VfqUd7QCG9/hatyzLSzU5AfL3AcwEcKnz7ZUAVgOAZVmrTNPc\n",
"DWAygM21flBbW1uwmVOi8PFLhvX7NgAA1q1dh/wOuWA2zMdue/duAMC27dv4nGgQ/p3VxcdOPd0d\n",
"HRBlG3nw8aMKv0B6MYAFAB42TfN0AMv63P6fqJR4/INlWe679pWoLE78vGmaU1DJam/1m8jcuXOD\n",
"zJsSpK2tjY9fQmy19gK7gKNnzsTcqXN8x4f92K3ftwnY+BjGjx/P50QD8LWnLj52anq1+X4UOjsB\n",
"MG5RWZgfgvwC6ccAzDdNc7Hz9ZVOp45hAF4GcBWAZwE8Y5omAPwQwM8A/Nw0zWfd+/TMYhNRdKqL\n",
"DeNtf8caaSJKo0rZGks7qKpmIO1kma/p8+2VPf5tDHDXhYOZFBHVx465RtprfwfWSBNRCglAY400\n",
"9cBFgEQpEnfXDmakiSjVhA1mpKknBtJEKeJmpGPbIhzs2kFE6SUE2LWDemEgTZQizEgTEUWIGWnq\n",
"g4E0UYrE3UdaYx9pIkozbshCfTCQJkqRxGSkudiQiFJIcItw6oOBNFGKxB1Ie107WNpBRGkkwECa\n",
"emEgTZQiwskEx3Xp0Q3gWdpBRKkkbLa/o178NmRJBSEEOjdthiiXao4zmpvRPGlSg2ZFFD7bjrm0\n",
"A8xIE1F6CdZIUx+ZCKQ3P/Y41t93v9TYY791E8acym0/SU1xl3YwI01EqSZsaPpAe9FRFmUikC7s\n",
"2g0AGPfedyM/fES/Yzq3bMG+V19D985djZwaZdyjK36PDfs2h3a8dXs3AoivjzRrpIko1QTA9nfU\n",
"UyYCaeFc7j7sI5ei9fDD+x2za/EL2Pfqa4DNAIAao7PYhYde/+/Qj9ucG4IxraNCP64MNyP91q41\n",
"+JdnfuA7ftb4mbjshA9FPS0iolAIIbghC/WSqUAaNS53a4ZzSdouN2JKRCg7z7WTJs3GtfP+KbTj\n",
"tuRbMCTXFNrxghhiNOGIkVOxfv9mrNi5ynf8yt3rGEgTkTqEADPS1FMmAmk3y6zpNQJp5zZRZkaa\n",
"GsPttTwkNwSjWkbGPJtw6LqO2y78ptTYbz29CKt3r4t4RkREIRICmq6xUz55MtH+Trj1mrUCaaOy\n",
"eECUmZGmxnDriLO6AlzXNNhclEhEChHMSFMfmQikpTLSbiDNGmlqkOp23tl4GfalQYOAYIcPIlKH\n",
"k5EmcmXiHVxIBNLwSjuYkabG8FrVZTS74WbiBS+SEpEqKo2k454FJUimAulaK229xYYMpKlBsp6R\n",
"1t1AmhlpIlIEz1fUVybewd0FhLUXGzoN1lnaQQ2S9RppDdy8hYgUI0Ttq9uUOdl4Njhv1KyRpiRx\n",
"u3ZkNSPtbd7C0g4iUgUXG1IfmWh/Vy3tkGl/x9IOaoysZ6SDlHZsPbADr29/S/rYx080MWX4xLrn\n",
"RkTqs4tF7Fr8AsqdnaEekxuyUE+ZCKQDde1gIE0NkvUaaXcbcyGxnfjdLz+AN3aslD720WOOxH/M\n",
"v7HuuRGR+na/+FesuuP/hn7cXGsrGCmQKxOBdLCdDVnaQY3Brh3ypR2dxS7k9Bw+/y7/HSAfXPY4\n",
"Nh3YBiFEZrP9RASUDx0CAEz+wEUYPssM7bgjZh+L5evfDu14pLZMBdJusNwv3c1IM5Cmxsh8RlqT\n",
"X2xoCxt5PYezDj/Nd+zi9S/j5S3LcKBwCCOGDBv0PIlITXapBAAYcfxsjDvzjHAPzkCaHNl4B5cq\n",
"7WCNNDUWa6Tla6SDZJcnDhsPANh+cGf9kyMi5QknkNZzmcgZUkwy8eyS2ZCl2v6OgTQ1hp3xjLTu\n",
"fI63JWqkbQjpv9MkJ5D+lz/fgZxm1J6DpuETJ38Efzc95GwVEcXODaQ1BtIUoUw8u6S6drD9HTVY\n",
"1jPSQWqkbWFL/51OmXI8lmw8Gl3FrprjinYJm9q34o0dKxlIE6WQzUCaGiAbzy7bP2Bh+ztqNME+\n",
"0gDkSztk/07jh47Fd953ne+4XR17cO0T30BZIiNOROoRxSIAQM/nY54JpVkm3sGFbdfMRgM9a6T5\n",
"pkqN4XXtyGhGWod8IG0LO/TuJoZT9iFTWkJE6mFGmhohM4G035aeLO2gRqt27chmIF0t7fB/zQXJ\n",
"SMty/+42X/NEqcTFhtQImQikIYRvIF1tf8fSDmoMr0Y6Iy/DvoKUdgSpkZblZqTLgq95ojTiYkNq\n",
"hEy8gwcp7WDXDmoUO+MZabdrh1QgjfA3V9F1+a4hRKQelnZQI2QikIZMaYfOGmlqrGrXjmy8DPsK\n",
"0rUjmtIOBtJEacbSDmqETLyDs0aakqjatSObGemgpR3hLzasnBPKfM0TpZJddDLSeQbSFJ1sBNJl\n",
"idIOtr+jBqt27cjEy/Adql074llsyK4dROnGjDQ1QjaeXcI/Iw1UstIMpKlRst61wyutCHlDFlnu\n",
"8dhHWj0HC4ekrmQ0GU0YkmtqwIwoibjYkBohE88uYduAxJuwZhgs7aCGYdcO+fZzUSw21DQNuqbD\n",
"5gJjpTy8/H/w8Bv/KzU2b+Rx+wXfxKThEyKeFSURFxtSI2Ti2SVTIw0A0HUuNqSGyXrXDq9GOqbF\n",
"hkClTpoZabWs27cJADB3ygkwnLal/dl1aA/W7t2A1XveZiCdUV5G2hj4eUI0WJkIpGHb1fZ2NWiG\n",
"zvZ31DDVrh3ZDKTj3tkQAHTdYI20YrpLXQCA68/8LHLGwG9hr2xZjluf+/+w49DuRk2NEkaUStBy\n",
"ucyeY6kxMhFIC9uGns/7jtP0wdVIF/btw1u3fB+lgwekxk/+wEWY/IH31/3zSG3Vrh1ZLe1w28/F\n",
"l5HWNY0ZacV0lQowdKNmEA0AE4eNAwDsOLirEdOiBLKdQJooSpl4hslsyAIMvkb6gLUKBywLenMz\n",
"jObmmmOL+/dj+9PPMJDOsGrXjmxmS4KUdkSx2BCodO5gjbRauksFNBv+CwjHDx0LAFi66VVs3L/F\n",
"d3zOyOGKOZfg6LHTBz1HSoZidxe6UcI3nvxe6MeeiDGYi7mhH5fUk4lAGrbcQiXN0AeVkba7Kpcc\n",
"p1/1CUy64PyaY1/5wpfRvX1H3T+L1Fft2pHNjLQepI80oquRlsmIU3J0lbrQnKudqACAJiOPUyYf\n",
"j9e3v4W3nbrqgdgQKNtl/HXTawykU6SruxMF2Fi7d0P47TNbs3nepnfKRCAtnZEe5GLDclcnAMBo\n",
"bvEd2zxhAjo3bkLp0CHkhg6t+2eSutwAToug9lcF7u8tU6MsRPhdO4DKNuFlwYy0SrpLBQxtapUa\n",
"+7X3fl5q3Ordb+Omp77Hevm0KZdR1oFr530C7zlyXqiHbmtrC/V4pK7MBNKyfaTdnZDqUXYy0nrz\n",
"EN+xQyZUVpFveuRR5EeNqjlWz+Uw7r3vRn748LrnRsmT9Q1ZgpZ2RFECo7Nrh3K6St0Y2zo61GO6\n",
"zy1enUiZUhm2rkHXs5msoMbIRCAN24ZWo02SRzcg7ELdP6bcWQmk/eqjAaD1iMMAAJsf/a3ksTsx\n",
"7cOX1D03Sh4vI53RGmnZ0o4oS2DY/k4ttrDRXS5gSM4/WRGEzl0uY2cXi1j/qwdRapdbrC9D6+hC\n",
"eWh1F1OiKGQikA5S2jGY9ndujbRMID3xvHPRPHEi7GKx5rjOTZux/pe/Qrmzs+55UTKJrGekIde1\n",
"o7pxTTSLDYvl+q9CUWMVSpVER3PIuxXq3i6XLPOJywFrJbb89r9DPaYGYN/wJkzK6DmWGiMTgTSE\n",
"gCZxaaey2HAwNdJOIN3iH0jr+TxGn3Ky77gDo1cBALcuTyGbiw0B+GcBo8xIV0o7+NpSRVe5EkiH\n",
"npHW5VsxUjTs7m4AwNR/+HtMev8FoRzz6TWL8b/r/4TZGb3qR42RiUA6SI30YNrfuaUdukRGWpaW\n",
"cy45lvhmnzYCWW9/V3lN+tVIR7lxTWWxIS/nq6K7VAm2mo1wA2mDpR2xswuVq7P50aPRPHFiKMcs\n",
"7RkGsVHzSneIopCZQFq6j/QgMr9eRlqia4csr7abvW5ThxlpuRppG9FtpV5pf8fgKYg/rPoLNrVv\n",
"jeVnHyx0AACaQ6+Rdq6ODCKRQoPjljnqTf6bp8lyrzZl9RxLjZH6QFoI4Sw2lG1/F0KNtERphyzN\n",
"qATSLO0MvMEtAAAgAElEQVRIn6xvEV5tfye32FCLqLSDwZO8g4VDuPeV38Q9DW/XwrDo3i6bfC7E\n",
"RZScQFpiF2JZ1WRFNs+x1BipD6ThvEk2qrRDM4xQtyTVDOfy9yBqtymZsp6Rrra/q/3c9toERrLY\n",
"kKUdQZSchZknTZqNhSddGsscDN3A5GETwj0mSzti55Z26PnwFpK6j6ch07WLqE6pD6S9y8Yyn0h1\n",
"HbBtvPDRj9X1s+xCAUZrS6gZRs2oPESCnQVSR2R8Q5YktL/TdYPBUwDuh45hTUNx2MgpMc8mPNWu\n",
"HXwuxMUt7dDy4YUltlfakc1zLDVG6gPpIBnpieeeU1k5PIiV26MkOnEEUS3t4Ak+bTK/IUvQ9ncR\n",
"1khHtXNi2riBpi5xPlUJSzvi59VIR1Laka7nKyVL6gNpt1TDLZGoZcL7zsGE950T9ZQCqZZ2sEY6\n",
"bUSEi+hUILuzobvYMJKuHT0CKG7a4M+7VJ6yv1W1/R0D6biISALpdD5fKVlS/zHNq3lWNIPCxYbp\n",
"lfWMdBJKOwznvMBL+nJsp3uQkbLnrPvc4vMgPtXSjhC7dtjZbjFKjZGus2F/ApR2JBED6fTK+hbh\n",
"1a4d8S025NbQwZRT+uHP/X0Enwexqba/C3+xYdqer5QsqX92eRlpRV9IDKTTK+tbhOuSG7JEu7Mh\n",
"+wcH4WX4FE1MDMRgjXTsqqUdYS42zPY5lhqj5jPWNE0dwF0ATgTQDeDTlmWt6XH75QC+DKAE4HUA\n",
"16Kyvf2A92k0YTtZP0VP/Ayk08vOeNcOTXKL8GgXG1ZeX9wmXE5aa0690g5+oIpNdbFheBnptC6O\n",
"pWTxe3ZdDKDJsqwzAXwNwO3uDaZptgD4NwB/Z1nWuwGMBPBB5z5D+rtPLFQv7XDmPZj+1pRM1S3C\n",
"1XxuDlbwnQ2jaH/HTGQQ1b686XrOsmtH/Nw+0uG2v8v2OZYaw+8ZexaAPwCAZVlLTdM8tcdtXQDO\n",
"sCyrq8exugD8HYDfD3CfUJW7utC9c1fNMcV9+yr/UPTErxkGoGkQpXD7SHfv3o1yR6fEBDS0TJms\n",
"7AeRJMv6rluyOxtGmZHmIrNg0rrlsqZp0DSNgXSMoml/515BSdfzlZLFL5AeAaC9x9dl0zR1y7Js\n",
"y7IEgJ0AYJrmFwEMtSzrSdM0PzrQfUKdOYBl/+dr6NiwUWqsHuJug42mGUaofaQPWCux7IavS4+f\n",
"esnFOPITC0P7+VSR9R6nmrfAS7JGOqKdDQHWSMuqdkFI33NW5y6XsapuER7iYsMUP18pOfyiy3YA\n",
"w3t83Ssgdmqovw9gJoBLZe4zkLa2NqkJ99S1dRvQ2gLj2Fm1B+o69h19VF0/IwkEgIMH2kObf3n5\n",
"GwAA7fDDoI8fN/DPLRZhL1uOrStXYrfPz1b1bxunrbu2AgDeeust7G/eHds84nrsNrSvBwCse3sd\n",
"hu0ZOAu1q7AXALB71+7Q57p3T+XYf3t9GUblh/uMTqZGPn7rO7YAALZv2462Qrpe85oADh482NC/\n",
"J8+bVYVdlXPga8tfD60F3q7dlSvWy5e/gRG5oaEcsyc+fgT4B9KLASwA8LBpmqcDWNbn9v9EpZzj\n",
"H5wMtcx9+jV37lzpSbte0DS0TpuGOd/+ZuD7quTFfB7Nzc04qY6/UX+2792P1QCOuvhDmHju+wYc\n",
"1717D16+6jMYM3o0zBo/u62tra7HL+uWv7oO2AccN/s4TB99WCxziPOxO7iuCOx4FocfcQTmzhh4\n",
"Dhv2bQY2ABMmTAh9ri+99CZwYBVmHzcbk4dPCPXYjdDoxy+/rRXYAhw2dRrmzk7Xaz739v1obm1u\n",
"2N+T583eXn/0cbQDmDtvXmilhM8teRU4CJx84hyMahkZyjFdfPzUFuaHIL9A+jEA803TXOx8faXT\n",
"qWMYgJcBXAXgWQDPmKYJAD/s7z6hzbYPUS5nonZXyxmhdu2wiwUA/pfQvJrU+ndMpxq82t+Md+3w\n",
"690bZQmMe8zXt7+JLQe21xzbnBuCY8fNzHQHgLTWSAOV34klPnLK3d1of2NFqO9LxX37oOVyob6n\n",
"p7XvOSVLzUDayTJf0+fbK3v8e6AeSH3vEwlRLnvt4dJM00MOpAtu43ufy2e6XFcFqo/I+GJDXXaL\n",
"8AgXG7bkhgAAftr2kNT46878DE4/7JTQ56GKNNf165rOxYaSNj/2ODb++jehHzc3YkSox2PXDmoE\n",
"ZVfgue3gMhFIG+EG0kJ6Byk3I81AOgpZP8lX+0j7LDZEdIsNF5jnYUzLKN9FZuv3bcJz6/+K9u4D\n",
"oc9BJeWUbhEOVH4nv+ciVZTaK6+DKR/6IJrGjAntuMOOnhnasYAe59gMX0Wi6KkbSDuBZSZKOww9\n",
"1K4d5e5uAP6BtJcA5JtLJKr9kbOZkdYQsGtHBK/1US0j8QHzXN9xf930Gp5b/1cUy+G2oVRNtY90\n",
"+hIYla4d3JhHhluONeHc92HokUfEPJuBZT1ZQY2hbiDtZaTT/wLRjJxX1xwGIduvsxpJh/az0667\n",
"VMAT1lPoKPr36F65ay2Aahu4rNGD7mwYYy15Tq+cKot2+IH02j0bsHjDS9KvstOnnYxjxs0IfR4y\n",
"Ul8jzdIOOe6urHqykwAMpKkR1A2k3QxtCjMjfWmGDtEV3gneq5EeIlfawYS0vGXb38T/W/6E9HhD\n",
"NzC8Kfy2TCpw39z8a6Tjr8vNG5VTZSmCQPr/vfE/eGXL69Lj1+3dgJvP+Wro85Bh2/E/FlHRdZZ2\n",
"yBLO8wAJfx5wQxZqBGUDaTi1eqyRDs4uSHbt0FkjHVShXPnb/v2s86UWpY1uHolhQ7IZSMvWSEe5\n",
"2FBW3s1IR1Da0V2qlFrdct6Nvr/jt59ehK5id+hzkOVmpNMYmOiajoId3pW/dHMD6WRnpNO8gRAl\n",
"h7KBdLZqpA0IO4L2d35dO7jYMDD3xD1x2HgcNSa5tYNJoEGuK4y32DDGN8MoSzuK5RIM3cDMsUf6\n",
"jm3KNaFgF0Ofg6x010hrzEjLcjLScX64lWELGxq0xM+T1KZsFOqWdmSjRtqAKIXf/k7z24rVi6P5\n",
"5iKLlxLlVdvf1S5bEl6dY4wZabe0I4KMdLFc9DLefpr0PIrl+ALpNGf4DM1gjbQkr/d74mukBTt2\n",
"UOSUfYax/V39qhlpv0Caiw2DSnPGLmzypR1O9ivGxYb5KDPSdgl5Q25L5CYjH2vnkDQv3qpsyMKu\n",
"HVIUyUiXRTmVz1VKFmWfYdkr7QhxsWF30NKO0H506qU5Yxc22fZ3SVhsWC3tCD8bHCQjnTfyXh1+\n",
"HLwa6RSed1naIc97zSb8PGcLm+diipyyzzCvZjgLmT9dB2w7tGDaLhYBXffN5rOPdHBpbg8WtiTs\n",
"bCgr53XtCD9jGSQjnTdyKESQFZeV5tIllnYEoEz7O5HK5yoli7LPsGqNdPoDaT1XeRMPq7zDLhSh\n",
"5/P+gYkulzGkqmpph7IvrYYJvLNhnO3vdNZIAz2vuKTvvKtrmu8Ol+TwXrMJD6RtlnZQ9NR9htlZ\n",
"Ku1wAtqQMtKiWJDYHrznHRhIy0pzxi5s1a4dchuyxLrYMPIaaclAOpeHLWxvq+5GS32NNANpKUot\n",
"Nkx4HTepT+H2d9np2uGWr7z6hS+H0rezsGs38qNG+o7zMtYMpKWlOWMXNtnSDpGAxYY5p/SiFFmN\n",
"tGRphzOuWC7GsqC1nOIrLrpeKe0QQiR+EV3svMWGyX4e2MKGwXMxRUzdQDpDXTvGzDsNHW+/7ewm\n",
"NfigNj96NMadebr/QL6ZBMYaaXnu30h2i/A4/6aGpkODFnrHDNu2URa2dEbaraUulItozjeHOhcZ\n",
"dqo3ZKn2NWcgXZtX7pfwjDS7dlAjqBtIl7Ozs+Gk88/DpPPPi+3ns0ZaHmuk5bnByuvb3qq5iG9L\n",
"+/Ze4+OgaRpyRi700g73eEG6dgCIbVOWNF9x6fnBTle46rEhhBrt71jaQY2gfiDNgCUy3t+WgbQ0\n",
"1kjLG9U8AgCwas/bWLXnbd/xY1pGRTyj2vJ6LvTFhu7CwSB9pCv3i6dzR5o/KBqSV0gIgPs3SniQ\n",
"agtb+rVFVC91A2mv/V36TuiJw0BaWpozdmGbOGw8fvSBf0N790HfsUNyTZg2YnIDZjWwvB5/Rrqp\n",
"R410HMoJKLOJivs7sXOHP2G7faSTHUiXhY0hCZ8jqU/dQDpD7e9i06NmkOSUE9BhQiUTho3DhGHj\n",
"4p6GlJyeQynsQDpgRtqtpS7EFEi7O/+l8YqLbM0+oUdpR7KfB9yQhRpB2UAa7mJDZqSjw2AwMC/Q\n",
"yMJGQRmTM3Kh7ypYd410XIF0AnaZjIruvJd8+vEbfDvEjG4egVvP/zqGDxnWiKklThSLDfd07sPX\n",
"n7wVB7oPhXbMkl3C6Gb/DlVEg6FsIJ2lxYZxYfu74MqskU6tvJ5DR6Ej1GPWXSMd12JDkd4Pimcf\n",
"eTr2d7bD9umMtK+rHTsP7caq3W/jlCnHN2h2CRPBYsMt7duxt3M/xrSMwtjW0aEd971HvCu0YxH1\n",
"R91AOkPt72KlaQykA0hCqzaKRqQ10rIbshiskY7KaVPn4LSpc3zHvbjxFfxgyT3Y3L4tw4F0+IsN\n",
"3XPneUe9Bx8+7qLQjksUNXUDaXbtaAxNY410AF6gwedl6uSMHLrLBTz0+n+HdsxdHXsAIPCGLH95\n",
"+0Ws3rMeW3dvxarXN/c7NqfncO6MszC6xf/S9rJtb2LFzlW+49bsWQ8g21dc3EWvSza8jEPF+q9Q\n",
"9PfYteZbcOHMs9GUC7DzbAyiWGzobszE9SWkGoUD6QztbBg3BtLSqouxeKUkbca0jIIQAo+u+H3o\n",
"x5YJdgFgbGulBeBfN72Gv+K1yjf3vjbgeFvY+OjxH/Q97k9e+pUX1PsxdANDm1qlxqbRpGHjMTTf\n",
"gjV712PN3vWDO1g/j93k4ROkMuOxcks7QkwY8GoeqUrdQNop7UAKa/WSRNO0MDZTzAzWSKfX5+f9\n",
"Ey465pzQj5vX85gx5nCpsXOnnIjvnX8TukpdAADLWgnTPOYd4zbt34Z72h6UXhzZXS5gfOsYfOH0\n",
"T/qOHdsyOtOBdM7IYdGF38KOQ7sGdZy+j93Lm5fhCespdJfCXdAaBe8qZZgZaTc491noSZQ06gbS\n",
"XGzYGJoGRtLybJZ2pFZzvhnHjj861jlomobpow/zvu7Y0N7vnIYYldIAt6+5H9suo6W5JfbfTxVj\n",
"W0cPekFc38du64EdABRpvxfBYkNmpElV6j5jbdZINwRrpAOpZqT5AY/i424IJBuU2ULwKkrMVOpj\n",
"7V0RDjWQVmPbcaK+lD1zVjPSyv4KStDYtSMQ2+aGLBQ/dwtvt12dn7Io8ypKzNwP32Vb7jGLVQSl\n",
"HTY3syJFKXvmZPu7BmIgLc3rs8uMNMXIy25KlnaUuQNc7HRncxMltigXAtC0ULPH1a4dfB6SWpR9\n",
"xnpdO5hFiZamMY4OgDXSlARumYZsUGbbNks7YmYELMeJk3AC6dCPCWakST3Knjm52LBBuNgwEJs1\n",
"0pQAutPNSKa0wxY2BEQqdytUiZuJVaK0wxahJ7Hcc6emblhCGaXsM5bt7xqDNdLBlFkjTQlgeAvX\n",
"/F+7tuAl9STQAzxmcRMRZM1tZqRJUcqeObnYsEEYSAfCGmlKgmqNtERG2hnDQDpeQReIxkpEmJHm\n",
"85AUo+4z1maNdENoYPu7ANjCiZIgSI00NxFKBpVqpMEaaSKPsmdOdu1oFGakg7DtMgxNZyBNsdL1\n",
"IIG0k5FmmVysVKqRjmKxITdkIVUp+4zlYsPGYEAYDNuIURIEyW66V1GYkY6XSjXSUSw2rLa/43sO\n",
"qUXZM6cXSLO0I1qskQ6ksrEFP9xRvIw6aqQZSMdLpRppIWwg5Hi3WiPNQJrUouyZk6UdDaJpEDYD\n",
"aVncapmSQK+jRppXUuKlWo102IsC2T2GVJWLewL9eXvtGix75gHkcgMHcHrZBs6dje5iEcMbOLes\n",
"qSQHGEjLcmukieLk1kjLBGVlbiKUCNUaaTUC6ahqpLWwU91EEUtkIL3qjdcxedpB6Lp/APfqlrcx\n",
"//jjGjCrrGJpRxCskaYk0DUdGjTJGmluIpQE1Rrp5AfSwhbQ9Ki6dvD8SWpJZCA9f8HFWLv6eOzf\n",
"s3vAMautZzBj4h7YQ5oaOLMM4hbhgZSFzcweJYKu61LZTdZIJ4NKNdIQNhBZaQcz0qSWRAbSADBj\n",
"5kwAMwe8/c2VzwGQW0xDg8DSDgDAixtfwdYDO3zHHew+iJZ8SwNmRFSbrulSQRlrpJOhukBUgYy0\n",
"EKEvNhTghiykpsQG0n6EcF7FClwGU5mm6UDGFxu2dx/ED5bcIz1+4rDxEc6GSI6h6VJBmbetPa+k\n",
"xMrt9iOzQDR2kS42ZEaa1KJsIG07H4eFCicdlTEjjY5iJwBgzqRj8YFjzvMdf+SoqVFPiciXoems\n",
"kVaISjXS0S425Ac6UouygbR3XUmFk47StMxvEV4oFQBUMs0nTZ4d82yI5Oi6IZXd9AJpZqRjFWRb\n",
"97hFu9iQGWlSi7JnTre0gxnpiGla1hPSKJSLAIAmgwtbSR3yNdJlbzzFJ8gmOrGLZLGhW6vPQJrU\n",
"ouyZU3grHRhIR4l9pIGi7QbS+ZhnQiQvcI00A+lYqVQjLewoFhuy/R2pSdlnrFttwIx0xDQ9832k\n",
"qxlpBtKkjuA10sq+HaSCm4lVokYaUSw25BbhpCZlz5zVjHS2g7zIacj8FuEMpElFwWukudgwTu5i\n",
"T2Uy0iHXSHOLcFKVss9YwcWGDVHJDmQ9kK4sNmQgTSrRNU0qKGONdDKoVSMtQs8cu4E0twgn1Sh7\n",
"5hRsf9cgXGxYKHGxIanH0AypoIw10smgK9S1I4rFhoIbA5GilH3GehuycLFhtDRkvv0dFxuSigxN\n",
"D1bawQAmVu6GOCrUSAuB0BcbckMWUpWyZ85qaUe2g7zIaTqynpJ2a6TzDKRJIboecLEha6RjpWs6\n",
"NGhKBNIQNrSQ+44zI02qUvYZy0C6MTQNmd8inIsNSUW6ZEa6WiPNTGDcdF33Sm2SrNL+LqIaaT4P\n",
"STHqBtKCiw0bgosNudiQlBS8RpoZ6bjJbqITOxFB+zswI01qSsEzloF0tLTMJ/252JBUZOiskVaN\n",
"7CY6cRO2HVn7O2akSTW5WjeapqkDuAvAiQC6AXzasqw1fca0AngSwFWWZVnO914BsN8ZstayrE+F\n",
"PXEhKid9LePZ0shpyHz5DEs7SEVuZs8Wds0sH2ukk0N2E51kCDfgdRe162x/R4qpGUgDuBhAk2VZ\n",
"Z5qm+S4AtzvfAwCYpnkqgJ8AmALn+r9pms0AYFnWOZHM2CE0bsjSCJUFJen8G29u34ZN7Vt9x205\n",
"sB0AA2lSi7vBh23b0I2BA2m2v0sO2U10Ymfb0ELPSPN5SGryC6TPAvAHALAsa6kTOPfUhEpgfX+P\n",
"780B0Gqa5h+d499kWdbSkObrcUM79pGOXlp3Nvz204twoHBIaqwGDa35lohnRBQed/FgWdg1T/Tc\n",
"kCU5VKmRFiL8xYaCpR2kKL9AegSA9h5fl03T1C3LsgHAsqwlAGCaZs/7HAJwm2VZPzNN82gAvzdN\n",
"8xj3PqER7kmfgXSkUrrY0BY2DhQOYdKw8bjw6L/zHT9p2HgMHzIs+okRhUTX3S2nawdm1dIOBtJx\n",
"U6VGOpLFhsxIk6L8Aul2AMN7fK1LBMQrAawGAMuyVpmmuRvAZACba92pra3N57C9dRcqdatdnR2B\n",
"70vyujs7IUpl37+xao9B0S4BAFrsIZh4YKTveHGggLatav2OslR77Ki3gR6/A/srOZB7//IgcvrA\n",
"p/qNnZXypnVr1yG3XYEgLkX6PnalYgkddid+8vR9Mc1IzvHlMvYfag/13LFr9y4AwPLXl2NEXo2k\n",
"Bc+dBPgH0osBLADwsGmapwNYJnHMK1FZnPh50zSnoJLV9i1EnTt3rsShq15cVplKS3Nz4PuSvNda\n",
"f42u9gM1/8ZtbW3KPQYHC4eAtcDY0WOVm3uYVHzsqKrW4/fSS29i1dr1eHbPy1LHOunYOZg1/qgw\n",
"p0c19PfYjdv9J6zduwHP7HoxplnJOQ4CnVoB7wnx3PH8C68BB4E5c+ZgTMuo0I4bFZ471RbmhyC/\n",
"QPoxAPNN01zsfH2laZqXAxhmWdY9A9znZwB+bprms+59Qi/rQM9iA2ZQIqVrqdwivFSuZKTzNTJ1\n",
"RCpbOOcSnDrlBK+tWC3DmlphjpvRgFlRLf/87s9h7Z4NcU+jpo5iJ/QHF6Ec8nuvza4dpKiaUYRl\n",
"WQLANX2+vbKfcef0+HcJwMJQZleD8Gqk0xfkJYuWyvZ3bmkHA2lKq6FNrTh16py4p0EBjGsdg3Gt\n",
"Y+KeRk2HCh14DYAd8nuv1/6ONdKkGGWfsW77Oy2FQV6SaCntI110ekPn2dKOiEhak1Y5Z4YdSLuL\n",
"Ddm1g1SjbjrO2SJcY2lHpIRWueS2ctfaAcds7tqB4bvWoiXfjGkjJitxImRGmogouJzubvQTciAN\n",
"ZqRJTQpHEU6wpqUvW5ok7d0HIcpFfPPp22oP3FT53zfO/iLmTJod/cQGqejWSBsKvwSIiBpMOO35\n",
"7JDfe5mRJlUpG0UIN5BOYdlBkpRFGTqAsw4/dcDavW3btqHQUsarW9/A3s79/Y5JmqLtlnYo+xIg\n",
"Imo85z2XNdJEFepGEW6NNBcbRkpAgyaA82e+F8eOP7rfMW2lNhwcU8SrW98I/XJfVNyMdE5njTQR\n",
"kSwRUSDtbcjCrh2kGGU/+glUdu1iaUe0hFYpovHLEri32wpsbwtUa6SbmJEmIpLnlHaUmZEmAqB0\n",
"IF3Brh2NoflkCXS9crubVUg6t2tHrR3fiIioN/ctN/TFhqyRJkUpG0hXp85AOkoClaS/X5bA0CpX\n",
"CFQp7Sh5GWmWdhARSXMC3tBrpJ3jMZAm1SgbSHt9pNn+LnJBSjvKthqlHQWvRpoZaSIiaU6ypAwb\n",
"th3e+69XI83SDlKMus9Yd2dD1khHSrhdBn3GVWuk1Xg8Sk7XDmakiYjkCds5x2uat9YkDLYQzEaT\n",
"ktQNpNm1oyHcv67fSmovI63KYkNmpImIgnMyxwJAoVwI7bC2sJmNJiUp+6zVBAPphnDiZ98aaW+3\n",
"KzVKbbydDdm1g4hImnvRUWhAwVm0Hc5xBVvfkZKUDaSFE9gxkI5WNSNdW7W0Q5FA2nkDyLOPNBGR\n",
"vB4Z6WLYgTQz0qQgZdNxwvvgykA6Sl6bQZ9Q2khIIP3gst/it2/+UXo8M9JERPKqNdLAl353c6jH\n",
"bs4NCfV4RI2gbBSh6zqESFZG2rZtPL/hJRwsHJIaf8rk4zFp+ISIZzVIXmlH7WHVrh3xBtLWrjUA\n",
"MOAujD2NbB6O6aMOi3pKRETp4dR2jGwZIXWeDeKEiWaoxyNqBGUDaQCwhQYtQV07rN1r8KOlv5Ae\n",
"v2zbm/jaez8f3YRCUN34Rm6xYdwZ6bJtw9B0fOd918U6DyIiANi37HV0bdn6ju+XNqzHtp27e33P\n",
"aG3F2DNPh54L76251NGJ3S+8AFEMp8NG6eBBAMAJk2bj0vd9KZRjEqlM2UBa0zQIW4OBMro7dvsM\n",
"1tHUPCry1jpdpW4AwHuOmId5006qOfb2xXej0xmfZF6NtM/fLimBtC1s6LoR6xyIiIBKEPvGzf/q\n",
"bavd15p+vnds600Yc+rc0Oaw/U9P4u2f3xfa8Vy5oa2hH5NIReoG0gBsoWNYUweWP3+r7/jJM87D\n",
"lJkXRDon4VzyOmLUVLxr2sk1x+qaDluBzUuC9pEux52RFmWvXpuIKE52oQDYNoYdczSmLPhAr9vW\n",
"rVuH6dOne1/v+9vr2PHU0yh3dIQ6h9KhSqnhtI9+GK2HTQvlmJquY9RJc0I5FpHq1A2kNQ0r3pqB\n",
"CdP34YRjjhhwnF3uxt7ty9DduSfyObmbkfgtzAMqi/PiDjrlVH4n3W+xYULa39k2e5ESUUI4mejm\n",
"CRMw/r3v6XXThqGtGD+3mnm2u7ux46mnIcJeZ+Icb/QpJ2PEsbPCPTYRqRxIA5u3TMKuUeOx4PiL\n",
"BxxX6NqHvduXoRHdPYTzM2RKSHTdiD3olOHVSMuWdsS82NAWNjPSRJQIwj3H6xLnJGeMKId7pdIN\n",
"zDWZORBRYOq+spzATjoWbcCaROFlpP2pkpF2Szt0n6kmpf1dmTXSRJQUXhDr/66gGZXzliiHew71\n",
"AnMG0kSRUPaVpXnhqt9Jxwm4E5aRNlSpkXb+L79FeAIC6YgXlRIRyXB7LstkgzXdDaQjykgbTDAQ\n",
"RUHZQNoNloRPfFwNahsQSDuTkanR1XUj9qBTRrW0o/a4JHXtMDS+YRBR/Lx6Z4n3BC/QDbk8zg3M\n",
"GUgTRUPZQBpB4+NGlHYE+CGqlHZUFxv6ZKT1ZGSkbZs10kSUEEK+PtkdI0K+UumWirBGmigayr6y\n",
"qnG0X/AaR0ZaYrGhIqUdttf+To0+0mVRZtcOIkoELyMtVSPtLjaMKiPN8yJRFJR9ZbklG/7hsey4\n",
"wUtn+7sKv7eBpCw2rGzIouzTmojSJEiNtBFNjTRYI00UKWUjDm8VtGyNtF8xdSiCtL9TI5AOutgw\n",
"7vZ3ZdZIE1FCVGukA3TtCLtG2rnyqbGbEVEk1A2kA3fjiD6QtgO1vzOUKO2o/n1r/1Zu8Bp7Rpo1\n",
"0kSUFEI+Ix1ZH2m2vyOKlLKvLOlmHDF07dAkAjlVSjtEP//qj1sXHvfvZAvubEhEyRCsa0dUgTRL\n",
"O4iipG7E4bW/kwuQG1HZ4WZvpRYbKlba4fcHdDdBiTsjXWaNNBElRLWHs3wf6dDb3wWYAxEFp+wr\n",
"S/dqpP2C1sZnpGUYmiJbhLt/ZtsvI+0uNoy3XKUsyiztIKJkcINYmRppr/1dRF07mGAgioSyryzZ\n",
"GmmZE1hYqhlpudIOtWqk5Uo77IYs6uyfEAJCCJZ2EFEieMmVWLt2cEMWoigpG3EELn1uQIBXXWwo\n",
"U9pR2dkwSBY7DuId/+ifrunQoMWaZXd/tsHMCxElQZCMdESBNGukiaKVi3sC9fIy0r5xaGVcoVTC\n",
"9lURcy0AACAASURBVD0dNUcOyRsYNXzIIGblLjb0H+mWHwghGpo1D0q2RhqoZKXLMba/c2vOdba/\n",
"I6IEEG5iQSojHdGGLDZ3NiSKkrqBtBd7yu1suGzVLjzwmyd9j/udz56BU8wJdc3Jy0hLBMaGt6V2\n",
"GXqCLwzIlnYAlSx7rBlp5xIma6SJKAkCbc8dcY00298RRUPZQNpdbCjd/Q7AvNmTMKw13++47Xs6\n",
"8Mba3b5Z61pEgJ0N3TresrDR/4ySQXaxIVD5ncoxLja0hXyNOhFR5AL0kY6utKMM6Hqir3wSqUzZ\n",
"QFqqfqIy0BkusPCiY3Hk5BH9jnru1c14Y+3uQdUsiwClHUnZCdCPbB9pwFlAGWPNtxvEs/0dESVB\n",
"oJ0NvfZ3IQfSts36aKIIKRtxaLJ9pHucwGqdy7wMt0TmdSAiwGJDdyfAODO4MrzSDqka6Xg7kbg1\n",
"0twinIgSoa6MdNilHQykiaKkcCDt/EMy7tVQe6MU96ZyCBlpmdICXa+WdiSZVyEt8WfRNS3WjLTt\n",
"LTbkJUwiip+XkZYJpCPaIhx2mQsNiSKk7KtL9vK91qO0w9vEpd/jyXYBGViQINJQprRDfrGhoRnx\n",
"1kjbzEgTUXIEWWzode2IYLEhdzUkio6yry7pph0971OrtMPdUGQQpR3wMtJpKu1w/yFZ2hFjhp01\n",
"0kSUKCJAjXRUiw1tu1p/TUShUzbi8Gqk/SJpZ5xsacdgFhtW29/Jl3YkfZtw2/n7SnXt0ONdbMiu\n",
"HUSUJIF6ODvBrgh7sWG5zBppoggpG3HIZ6Q173+12v+4pR3lhi82THYgHaRrR9zt79yfzT7SRJQI\n",
"3mJDmYx0RBuylG32kCaKkLKvLukaaS8jLWpeXat2Aal/TkHa3ylXIy3xd4m7/R1rpIkoSbygOMBi\n",
"Q7BGmkgpyr66gga+fqUdhmw7vRoCbcjSY2fDJAtcIx1j+zuvawezL0SUBAHK/SKtkWZpB1FklI04\n",
"5LcId85lWu1MseYlA8JofxegtCPhGWk7wN/ZiH2xodv+TtmnNRGliFfvLJuR1rSI2t8xkCaKirIR\n",
"R5CMtHCqlmsFuF7XjsGUdgTIZld/XrIDaRFksaGmx1rzXbZZI01ECRKgRroyTo9oQxaeE4miouwW\n",
"4cEv34uaiw01L7BtUEZaV6z9neRiw0K5iHvbfuM7dtiQobhk9vuRCzFT4j52Bks7iCgBAnXtQKW8\n",
"I5I+0sxIE0VG2UA66OZ1mk9phx5CjXSg9nfOmKSXdgRZbDh26Gis2bsef1j9F6ljzxp3FE6cdGz9\n",
"k+vDdvtIMyNNRAngXcmTfcPS9fDb39nMSBNFSdlA2guWpALfSmmHUXNnw8r/B1Uj7S029Od17Uh4\n",
"Rtr9cCDzAeMrp38KWw5s9x33ytbleHDZb7H94K5Bz6+nao00sy9ElABeRlrunKQZeviLDctltr8j\n",
"ipCygbQbrcqEvU4oKFnaUf+Uqu3vgpR2JDcjbQs70BaSOSOHw0dN9R3XUewCAGw/FG4g7dabs0aa\n",
"iJJABNjZEKgE3OzaQaQWZQNpL1iSiqQ1/9IOvcHt75z5//LVRzBsyNCaY3O6gY+f+A+YMeaIuudW\n",
"DyF67Bs5qK3Te5s4bBwAwNq5Gs+vfym04769bxMA1kgTUUK4GWnJ0grNMELtIy2EABhIE0VK2UA6\n",
"SNLRDQGlunaE0P5OJvkwY/ThGGI0YVP7NqljPr/+pYYH0j0z0oP5gNHXqOYRaM23wNq9FtbutaEd\n",
"19WSawn9mEREQQWtka6UdoR4lTLgYkciCk7dQDrgakMNomYLIvdwg+raEWCL8BMnHYv7P/x/fcft\n",
"OrQH1/7PN7Cv+0Dd86qX3TMjHSJN0/DNs7+EdXs3hn7sJiOPdx12cujHJSIKKnDXDl1HqaMDuxa/\n",
"EM7PL5cC/XwiCk75QFou7q2UdtRq5emWdoSzIUt4J62RzcMBAPu79od2TFmVjLSXkg712DPHHomZ\n",
"Y48M9ZhERIninjcl3xOM1lZ079wF6/uLQp2G0doa6vGIqErZQNrrwCG1IUtFrSy2Higw799gstkD\n",
"yRt5DM23YF9X4zPSvWqkI/jdiIjSTASskT7mq19G+4oVIc9Cw+hT54Z8TCJy1QykTdPUAdwF4EQA\n",
"3QA+bVnWmj5jWgE8CeAqy7IsmfuEoVo+IbdFuAafQNrNSA8mYBTyG7IEMap5JPZ1tYd6TBlR1UgT\n",
"EWWCG0hLvicMnX4khk4/MrLpEFH4/DLSFwNosizrTNM03wXgdud7AADTNE8F8BMAU1CNaGveJyzB\n",
"glUN0ETN0g6vRnoQpR22t9gw3Hq0US0jsPnANnzjye+FdsxTppyAS4+7qOYYW9jMSBMR1cnbpZA1\n",
"ykSp5RdInwXgDwBgWdZSJ3DuqQmVIPn+APcJhxdIS66GRvSlHUEWGwZx8uTjsHL3Oq+922CV7DLW\n",
"7duEBeZ5aMo1DTjOjmSpIRFRRni73Yb7nkBEyeEXSI8A0LOmoGyapm5Zlg0AlmUtAQDTNKXvExbv\n",
"A75E5Cvg333Ia38XRteOkM+ZH5p1Pj406/zQjnf/a/+FJ6yn8MMX78WwpoEXoRRKBQivgoZBNRFR\n",
"EMxIE6WfXyDdDmB4j69lAuJ67oO2tja/Ib1s3LgTAFAql33v68aAtcbtP1RpE7Rr1+7Ac3Ht2LkD\n",
"APDmijexa4j/VtlxGdHZDAB4efPffMee4fzfeust6J0dA46r929G8eNjpzY+fslV3LwZALBq1Sro\n",
"xcI7budjpzY+fgT4B9KLASwA8LBpmqcDWCZxzHrug7lzg60q7spbWPPcShiG4Xvfxb97FJpW+2fs\n",
"3t8JPL4No0aPDjwX16svrwT2A8cfdzymjZxc1zEaYS6Av+t6D7pK3b5j93Q+gT1v/C+OOeYYjDz+\n",
"uH7HtLW11f03o3jxsVMbH79kW7/iLWwCYB57LEbMPrbXbXzs1MbHT21hfgjyC6QfAzDfNM3FztdX\n",
"mqZ5OYBhlmXdI3ufEOb5DjqCtb/zq7YIpf2dOxkFyuFGNo/ASIlx3U2t2AOwtIOIKCCv2xFrpIlS\n",
"q2YgbVmWAHBNn2+v7GfcOT73CZ1eqwVHX0KDptUOBMPYkMVrf6dCJC3LeQPY/vSfsf/15f0OKW7d\n",
"ig3WKhgtLZj0/gtgNDc3coZERMnELbqJUk/ZDVl098QUUkZaC2GxYVTt7+KUH1nJW+/8819qjnM3\n",
"+24aNw7j33NWtJMiIlKAl5FmIE2UWuoG0gEvlfmXdlT+P5iNR6rt79Jj0gXzMeyoGbCLxQHHrLQs\n",
"TOjoxKZHHoXd1dnA2RERJZcoMyNNlHbKBtJBas6EREq6WtpR/5QE0tczVDMMDDePqTlG7+5C66FK\n",
"AG0XS42YFhFR8gnnDSVF7wlE1JuyH5O9jLRUaYcGzWdgGKUd1T7Syv5Z66bn8wBQM3NNRJQlgjXS\n",
"RKmn7Ks7ZwQs7ZDNSLO0oy5avnJxQ5SYkSYiAlDd2TDI4ngiUoq6pR1OuCokUtJCBKiRHkTXDjuF\n",
"pR2y9FzlqcSMNMkqd3birVtvQ3F/u+9YvXkIZn7hWrROm9qAmRGFgzsbEqWfsoG01/5OSAatPsPC\n",
"KO2otr/L3klTc0o7mJEmWQfXrsO+1/4GLZeD3tQ04DhRKsEuFLB/2esMpEkttpuRzt57AlFWqBtI\n",
"e1lfiYw0NGiovYowaxuyhI010hSUcJ4rh/3jR3DYRz884Lhdi1+A9f1F1YVbRIrwMtIZXDdDlBXq\n",
"BtK6IT1WCP8aaff2MGqkU7UhiyQtxxppCqbcXQCAmtlooFpfKgbTUocoRJ1btqBzy1bfcd07dwJg\n",
"RpoozdQNpDX50g4BmUBag64NbmfDNLa/k1XNSDOQJjl2wQmknefOgNyrRYPZdZQoJMK28bfrb0S5\n",
"o0P6PvqQ2h8WiUhdygbS1StlclsbyoS2mqYNqrQj2+3vnIw0SztIkig6gbRPkOFl8wbz4iQKiSiX\n",
"Ue7oQPOUyZg4/zzf8c2TJqJp1KgGzIyI4qBsIK17wapcRhqa/5uwrmuDy0hnuf1dzslIs7SDJMmW\n",
"drgdD1jaQUkgymUAQMvkSZh2ycUxz4aI4qZs6jSnB9iQRWjSGelB1UhnurSDGWkKplraIZmRZiBN\n",
"CeAG0giwToeI0kvZQFoz3KnLdO2QyxLrWliLDZX9s9bNXWzIjDTJcj90+daPalxsSMkhys5uhQYD\n",
"aSJSOZD2QuPwsr+6rg2qwxbb3zEjTfLK3d0AZLp2sEaakkPYlYx0NZlDRFmm7JkgyA7hlfZ3/m/C\n",
"gy7tYPs7ZqRJmpeRlu3awUCaEoAZaSLqSdlAWndPYnJNO+SOOchAGshu1w5N16EZBgTb35Ekr0Za\n",
"smuHV5tKFCc3I80aaSKCwoG0EWBBn+xiQ10fXNbLznDXDqCyTbhdYmkHyZHfkIWlHZQc7gc6ZqSJ\n",
"CFA4kPbdYaUH2fZ3mhZS+7sMdu0AKp07uLMhyfJKO5qG1B7IxYaUINXSDnXfPokoPMr2kTYCFUnL\n",
"du3QMJjN02xbYMz2I7D4qTXQJbaENY+fhImTR9T/AxNGy+Vgc7EhSbIL7mLD2jXSzEhTkjAjTUQ9\n",
"KRtIe8UakjXSGgTWb91Wc5yhFWDbzfVPanczpqyfgWfXr5IavuntvfjYZ95V/89LGD2fZ0aapNkF\n",
"NyPNDVlIHV7XDolkCRGln7KBdC5ANsDQytAEcN+il2qOOwICW8furntOolgJ70898wjMOmFyzbG/\n",
"+s8XUSyma/GUlsuh3NkZ9zQoZh0bN6Fr61bfcd27K681v64dXqkUA2lKALe0gxuyEBGgcCCt6fKl\n",
"HU6FJbSJncgN6f9+hYM2tD2tyIn6SxNEqRJIT5wyAjOOGe8/PmWXqvV8HqX2A3FPg2JkF4v42/U3\n",
"wHZ6RPsxWlr8L5G7GemUvV5ITe6VEdZIExGgcCDtvfXKvLeKSvB8+eVnYuZh0/od8qclL+HF/9qG\n",
"wRVJV35Ovsn/z5rG9YhaLo9SRwfe+Jd/8x2bHzkCR117NYwhPgvNSCl2oQC7uxsth03DxPPO9R0/\n",
"dMZ03zHeh2ZmpCkBWCNNRD0pG0jLnsSqnTSA5hr9apubK7fp0l2n+/lZTqVGPi+RqdA0iMEE7Qk0\n",
"/JiZOLRmDfa9+prU+Inzz8PI44+LeFbUSO5l75apUzH14g+Fckyvj3TKXi+kJgbSRNSTsoF0zslS\n",
"+XWIrr73ipqBdIuTGZXokjcgUarMJZf3P8FqWvqaEBx19Wcx/apP+o7b9OhvsfHXv+HCxBSKZPtk\n",
"jYsNKTkYSBNRT8oG0kaQjLTQAA1oHTJwR46hLYMPpL3SDqlAWktlzadvBwbAK+dgq7z0iSLIqLa/\n",
"YyBNCeDWSLNrBxFB5Q1ZJNm28PpIN9cI8oa2tAAAdDGI4uVytjPSsrRc5fMbM9Ip5AUZIWbrdHdD\n",
"loy+YChRmJEmop6UDqQFhO9iw8q23ZU34lqbpAxrDS+QznJGWoYbSDMjnT6RZKTZ/o4SxHuOMyNN\n",
"RFA8kJZp2SF61EjXMqy1FQCg22FkpP3/rFkOpN2+wcxIp08k2yez/R0lSLX9HTPSRKR6IC0R87o1\n",
"0n7t5obk87A1G7oYxJ+kXLmvXEYacq37UsjLSDOQTp0osnWas9iQGWlKgkg+LBKRspQ+EwjvPwOr\n",
"lFX6B9IAIPQytEEE0sLrIy1b2lH3j1Kal5FmaUfqVLt2hFkj7WakGUhT/NwPi9zZkIgAxQNpGZWM\n",
"tNxYWy9Dt+v/k2iBFxtmM5JmRjq9otg+2d2QxTs2UYwi+bBIRMpSPJCuLiQcSKVrh/NG7BO4Ct0e\n",
"VCDtlnbkcqyRrkXPO107igyk0yaS7ZPd0o6Mvl4oWaoLahV/+ySiUCjbRxqAZI10z4G1A29bt5Ev\n",
"NmFP+4Fqp4AgyhpsvSx1X7a/Y0Y6jdhHmtKuWiPNjDQRqR5IS7S/KxQLXkba92iGgGHn8KPv/KWu\n",
"2eQwFCVDru432xlp1kinVTSBtNtHmoE0xa+6oJaBNBEpHkj7F3YAHd2FHncQNe9wxHHj8PabO+ue\n",
"T7ls41Be7s0+y4sNmZFOr0h67LqLDbkhCyUB298RUQ9KB9IAAKHh9dXrB7x54/a90J33XwFRM/C+\n",
"+qPnD2oqX7jtGezd3yU1NsuLDVkjnWIRBBnckIWSxFtsyA1ZiAiKB9JCE2juGorHfrys5rh5cwex\n",
"yUoAuq45Oyn603RmpJmRTp9IM9JZfcFQorCPNBH1pHQgPXyWgT1b233HlfNOwBbxG7Gua5UuIRKy\n",
"nZFmjXRaRbHrmxeUMyNNCRDFOgAiUpfSgfT/uervpcatavsp2ndbEc+mcglavoxTy+wGE8xIp1ck\n",
"QYbGxYaUHAykiainbFyb0uT6SA+WoQXNSEc6ncTSnUBaMJBOneqGLCFuEa6zjzQlh/eBjjXSRISM\n",
"BNJarz7S0QlUI53h9neaU9phs7QjdSLZrIIZafr/27vzOMnK+t7jn3Nq6Vl61gaGWVhmmOFhGRBo\n",
"kC3KIpKQl1yJxiggKlETI6K5eSUmGrlBrzfR69WoEYUXaohxCybizhJZZXGAZmeYB2YDZp9pppfp\n",
"6aWWc/8451Q340ydU8U5XVVd3/c/09P91KlTdapO/c6vfs/vaSLKSIvIRC1d2lG7dAPXWuqelZFW\n",
"RjoNnuex7hs3MLR+Q6zxo0NDPPmDmyPH5ebOwfz1X5GZNq36/aewfLLjOH72r13fMNJc1P5ORCZo\n",
"j0C6nlUK6+AGnTg8z4tc3dDv2tGegUGlRloZ6cQVdvex/fb/BtetXLBU45XL7HV7q44pF4tQLjO0\n",
"YSOzjz2m+vZSWqzCcRxlpKVmux54iIHnnos11slkWHjR7zPt0EOrjlNGunXsGS5wyz1rGRlNNmlz\n",
"xsqFiW5PWlt7BNKhtLt2BMFzueyRyUQE0o7TtgtMOK6Lk8kw1tvL9jvvihyfmzOHed2n1Ldse5sZ\n",
"3rwZgCVvu4Qjrrg8cnxPTw/d3d1Vx7x883/y0vd+QHl0NHoHyim1BlMgLXVYe903KA0NxR6/5/kX\n",
"OOSC86uOGdqwEVAf6Vbw8LPbuPnXzye+3ec2vsLlb+hMfLvSmtoikA4DMC/tGukwkPYgKlfR7jFh\n",
"trOTka3bWPvV62KNP+nLX2Tm0iNT3adGGO19hbFduxLbXt8TTwIwfcnixLbpduQBKE1cJfQAxnvs\n",
"JpyRVmmH1KE8MsKMI49gxceujhy7/oYbGVj9HAOr42WwszNnvNbdk5QViv63B1dcdCynHrsgkW1+\n",
"8uv3MzJWSmRbMjW0RSAdvZB4Mlw3DKSjP/Ad2ndBFoDjrr2GoQ3RdbyvPPwor/x2FYXBwUnYq8lV\n",
"LhR4/KqPUhoeTnzb05csSWxbbt4PpONkpFNZkAXAdZWRlpp4pRJeqUS2s5POZUsjxx/zt39D3xNP\n",
"xCq5y8+fH1kCIo1XCr71Xdg1k2WL5ySyzY58lmJR5yIZ1yaBdGASFmQBYrXAa+cFWQA6ly2N9eFW\n",
"6Ovnld+uojwWnQ1tNaWREUrDw0xbtJCuM05PbLv5+fPpXH5UYtvLdHQAxDoGaUw2hCAwb9NSKKlP\n",
"2Kc+vBCMkp8/j0POPy/NXZJJFn4WuxGllrXIZd1KplsE2iaQnpyMdFiuESdAbufJhrVw8+EqiFOv\n",
"w0dYBjHzyCM58r1XNHhvDswNA+lYGemwx27CE7EcpxKki8QRXviFK6lK+wkz0m6CtZS5rMtwwpMX\n",
"pbW1x2yJya6Rjp2RTnV3pgQnG/acnnoZ6dQm5iUsDKRLcQLplB6T4+oNI7UJL74VSLev8LM4avJ/\n",
"LfLZDAWVdsgEzf0JnpDKgiyTVNpRivMVdBt37ahFmJGeiq3yWqWNVqVGOk5pR0qPyXFdvV+kJuHF\n",
"d3gOkfaTVkZagbRM1BaB9Hhlx+RkpOPE6/7KhqnuzpQQZpOmZGlHOaWJeQnL1FTakdLFgaPJhlKb\n",
"8ph/8e3k4tVIy9RTCs4ZGTe5QDqbdSmWyirNlIrm/gRPTBN27XDSLzWZCtzc1C3tCIPOxOuJE1Zb\n",
"jXQ6Fwd++zsF0hJf+C2Wm2uTqUDyO8JrbzfBQDqf9c9tSkpLqE0CaV/aV5DjGek4gbQy0nE4lUB6\n",
"KmakW2Op4VpqpFNbPlkLskiNvDCQjtm1Q6aeNDLSuax/biuV9AEuvrYIpJ3J6toRPJtxaqTbvf1d\n",
"XJWM9BRsfze+eElzvw2boY+0k9GCLFKb8Yy0aqTbVaX9XaKBdJiR1vlIfFW/8zLGuMDXgROBUeAD\n",
"1tp1E/5+MXANUAS+ba39ZvD7x4D+YNh6a+37U9j3+CoTDZqpa4cDnh9Ma+nrAxuvkZ7Ckw1bpUY6\n",
"Vh/pFDPSJWWkJb7w9eookG5bla4daQTSykhLIKp47BIgb609yxhzOvDF4HcYY3LAl4BTgb3AA8aY\n",
"nwKDANba5utsn3JGK3yzxptsGPzgMVkl3C1pvLRj6gXSqZVBJCxcIrwca4nwlLp2OC5eeeqV90h6\n",
"Khlpde1oW6VKIJ1csiIMpFXaIaGoV9fZwG0A1tpV+EFz6FhgrbW231pbAO4HzgFeB8wwxtxujLkz\n",
"CMAbLOwjna7aJhvGr6duZ+4UDqRbpf2dk82C68brI51WuYrr4mmyodSgUiOtrh1tK93SjsQ2KS0u\n",
"KiM9GxiY8P+SMca11paDv/VP+NsgMAdYA3zBWvstY8wK4FZjzNHBbRrCmaT2d06NC7KAyj6jTO32\n",
"d0HQ2eSlHY7jkOnoYM/adfT8xdVVxxb6+vwfEu/a4YxPwReJIWx/p4x0+yqlUtqRedW2RaIC6QFg\n",
"1oT/uxMC4v59/jYL2A08D6wFsNa+YIzpBRYCm6vdUU9PTw27XaM9rwDwzNNPQ6Yztbvp3bXbv59n\n",
"nmXHpuon78HBQQB6Hnss0VWXGiWt4+f1+9dqO7dtoz/N10gDlDe+CMDW7dvZ1cDHFuvYmRV4a9cx\n",
"MtBffZzr4CxaxOpNm3C2b09mB4HR0VG8sUK654kWpedk/4pr1wLw4qZNbGrS50jHLl3bt/ufyc89\n",
"t5pdW5K5oOrd5Z8DiyVPx0+A6ED6AeBi4EfGmDOApyb8bQ2wwhgzDxgC3gh8AbgSf3LiVcaYRfiZ\n",
"661RO9Ld3V373se08dl19G7ewMqVK+mY0ZXa/Tz60lPwwgaOOfZYli6aU3WsfWwVO7fu4OSTTyaX\n",
"a+6v9qP09PSkdvzG+vp4BJg3exbHpPgaaYS+XJ5ngUVLlnB4gx5b7GPX4Of+8RkzGN07nOp5ohWl\n",
"+d5rdVu2bmcDsOzoozmoCZ8jHbv0PbjuCVg7xIknrGTRwckk0Z7ftQZWW4olT8evhSV5ERQVSN8C\n",
"vNkY80Dw/yuNMZcCndbaG40xfwXcjl9r/S1r7VZjzLeAfzXG3BfeppFlHb6wRrqZunb4/2rZ4+rG\n",
"29+pRrqd+Quy6L0i8YVdO9RHun2lUSOdDScb6rNbAlUDaWutB/zFPr9+fsLffwH8Yp/bFIErktrB\n",
"JIyXSKccSNfQtYMalhNvZ23R/k6BdDRXS4SLb8c99/Hyf9wMEYFMcWgPAG5WKxu2q3BBlkRXNgy+\n",
"QS6WEtuktLg2OcNM0hLhTi1dO/x/1bWjOif4ECyNjlLcOxw9PuNW+h5H8UolSjFaugFkOvKJB7yV\n",
"DhdNPtmwGfQOjDJtZIS7/uhdscbvPfEM3vLpv0x5r6QRXln1MCNbtpKbN7fqe8fN55m59EhmLj1y\n",
"snZNmkw6kw3919ytPX28+5LENistrD0C6Unr2uH/G3tBFhRIR3FcFyeXY/C5Nay69N3RN3Bdjv37\n",
"v2P+qdG1a0/+zScYWrcuchxAvquL7uu/luzXxOXWWNmwGayeu5zFA3vJZ6MvZuYO7WLv2jWTsFft\n",
"qdDfz9gru2ONdadNY/rCQxO9/7AV5inXfZXszJmJblumljRKO1634mCOWzqfrhlT71tSqU97BNKT\n",
"lZGuqY+0/6/i6GiHX/YuBlavjhxX6BtgzwsvsPfFlyIDac/zGFq3juysTmYdY6qOHVq3gbHeXgqD\n",
"g3R0JTdZ1SuHKxuqtCPKmgUreWj6Cr7/vy+KHHvXH10K6jmditLoKD1/fhWl4ehvh0LHXvPJWBe2\n",
"cXlFvxWmlv6WKGksyLL44E4+/5E3qGOHVLRFIO0wOdnfSiCtjHSilrztEnhb9HdofU89zbPXXBtr\n",
"8Zbww7jzqKM47lOfrDr2+X/+KjvvubdS05wU1UjHVyiUK1+pRik7Do7qqVNR3DNEaXiYaYsWMe+U\n",
"k6qOHdm6ld09jzO6fUei+xC+vx3VPkuENDLSIvtqjzPRJJV21FYjrcmGSatlYmI4o9+JkdUKA92w\n",
"pjkp44G0SjuiFIol8rl4z5PnuDjKSKfCK/rvrdnHHM2yD76/6tjeVY+wu+fxxFcl9YpFnExGcwsk\n",
"Uho10iL7apMzUVhHke69VLp2xPgMr6y2qEg6MbUsJ14uxP96uBLoJpzlrHShUEAQqVCqJSPt4uh9\n",
"lYqwDaUTY9ntcEXB8KI1sX0oFJWNlliUkZbJ0Caf4JWoNdV7CTPSJWWkG8Kpoed0mLWOFUgHgW7y\n",
"pR3hZEOVdkQZK5TJxXyePMfBVUY6FeXK+yY6kA0n5iafkS6oPlpiKSsjLZOgLS7rw6C1MDZEdnTg\n",
"wOPcHNnc9NdwP/6/NS3Iokg6MZUMWKyMdB2lHeWUaqQ12TBSoVgmV0Nph1suprxH7alyARqje00l\n",
"kE4jIx0jkBcJSztcR4G0pKc9zkbBm+iFnhuiBrKi+wPM7jq6rrvJuPEnEGqyYfLcbFAjXUy2tAM3\n",
"DKQTznKWlZGOw/M8ijWUdngq7UhNLRP9xlclTTaQ9ooFLbIisZQ9D8dRaYekqy3ORgctOo3i2BCe\n",
"d+CMYmF0kD2717N3YHPdgXRtXTv8f/V5n5y6Sjvy8WukE59sWGl/1yYVVnUqFP3nPRdzUqbnarJh\n",
"WmpZdnu8RjrZ0o5yoUhm+rREtylTU6lUVlmHpK4tAunpsxay9IRLq44Z6n+JNav+hcLYnrrvFiNI\n",
"ywAAG1FJREFUx6mra4ci6aTUVtrRTDXSCqSrCQPpcGneKJ7j4up9lYpavslx8/4Ko3G66NTCz0h3\n",
"JrpNmZpKZU9lHZI6fYIHsnn/xFx8DYH0ePu76LGabJi8mtrfhV9R11AjnXjXDvWRjiUMpLM1lXYo\n",
"I50GL5hbEC+QTrFrhyYbSgxlzyOTUSAt6VIgHcglEUjXUtoRPPPKSCcnrNuMlZEeix8QpJaRVo10\n",
"LJXSjpiBNK6LiwLpNJRrKIlKr0a6qBppiaVUUkZa0qdAOuBm8riZjtdU2uHW1LVDGemkOY6Dk8vF\n",
"rJGupY90uCBLOl071Ee6ukLRf55i10irtCM1tXyTk0b7O69c9hdkUUZaYih7Hq7Or5IyXdZPkM3P\n",
"pDA6SKk4UtftM04BB6+mLLMy0slyc7mYXTtqL+1IumuHVjaMp9YaaT8j7VEul/UhmrDx/uvRkw2d\n",
"TAYnk0k0Ix2+Z5SRljhKJZV2SPp0Npogl5/FUP+LPHHXNXXdvgt4z6lzKHunRI5VRjodbi5bUx/p\n",
"eO3vgtKOtNrfqY90VbWWdnjB8SoXS7h5BdJJCr/tibMgC/gXqklmpMcvgPXRJdHKmmwok0BnowkO\n",
"XXouuzY/Uvftd+9ax+I5gwxpQZaGcXL52ko7amp/17410vc8tonV63tjje2aO413nH90Yr1bx8LS\n",
"jhpqpAGKhSLZGMdX4ivXsCBLOK48mmBGuhi8b7M6rhKtpMmGMgkUSE8w95CVzD1kZd23X3XXV8h7\n",
"mxiMkbl0ali8ReJzc1lKI6OR42prf5dy144mLz8YK5T46n88XskMx3H80i5WHnVQIvc/npGO3/4O\n",
"oFhM9sJHas8Iu7lc5dufRty/tLdyqUxGpXOSMp2NEuS5Qd/UcnQgV8lIq7lAotxcjuJg9ITRmmqk\n",
"U+sj3Rrt79Zu6qNQLPOm0w7j7eetqDr22fW9XPefT/Ld29awbPGcyG0ftXgObzrt8Kpj6unaAVAq\n",
"aJnwpNVSIw3gduQpDdc352S/96+MtNSg7HnktSCLpEyBdIIcx/9wiRdIKyOdBieXj1WT6dWSka50\n",
"7Ug6I538giylssenrn+ADVsG4o0vFsncsr3qmDCQ7T5mAYctmFV1bNecadz0i2d5dn0vz8YsBfE8\n",
"jxnTDnwcnn9pN1BPaUeyC4HIxBrpeIGsm8tRHBhM7v6VkZYalMqelgeX1OlslKQgI+3UEEi3q/vv\n",
"fIGNa+MFWjM787zlT15HLkbXBjeXpTw6yrP/8Jmq40a2bQPg279aQ99vq2ewF7+8gZXA9l2DjO2M\n",
"znYX+/vwYmThBnb5AeKO/lFyMbYbx8YtAzyzrpe5szqY29kROX54eJjp06dHjpvTmecUc0jkuBnT\n",
"ctzwiQt4ZSD68a9e38v1tzzNV/7jicixADOrBNuvEpTilAutUdpRKnts7x2inkvqXQMFNh/gteOV\n",
"yxR37ow1o3laR4Y5M6NfL4X+fiDeNzng10iXRkcZ3rwl1vgoI1u2+ttVRnrKGRkt8rUfPcnAUPTn\n",
"Z1x79hZinQdFXgsF0kmqp7SjTTPS993xPMUaam5POfMIjljWFTluljmawTWWvieejBw77OZ5eFuZ\n",
"oV07q44rDuxhJfD9257j6QerZzkXjuzkvZtujbzviT514yr6c9UzvbX62DtP5tRjF0SO6+npobu7\n",
"O9H7ntPZwZwYH15HLpzNzOk5BvZG19BOy2f5vZMWxduBMCNdbI3Sjut//BS3PbSx/g38Yv/fKJy/\n",
"61Fe37e6/u1WkemIF5y4HR14hQKPffjqRO/f7YhXWiKtw760m3sf35T4dlccNi/xbYpMpEA6QU4m\n",
"+HApx5lc077t7zzPo1gsc9jS+VzxoTOqjn3gzrXce8fzFAvxgu6lf/o+jrji8shxxVKZP/7krzhh\n",
"xSFc+8Hq+7D97vt48WsPcsLSeSxacUTVsfM2DMAm2HPwYYzMiZ5sNzZzDmesPH78yioBc2d1cHKM\n",
"7HGjOY7Dud2HJb/hICNdapHJhlt3+RnlC08/ouaXwc6duzj44P2/zpbd/RD0Qe+yE/GqtFjcs7dA\n",
"355RTjr6YBbMnxF5n9MOPZT8QdEXtQCHX/pOdt57X6yxcTmZLAsuvCDRbUrjhSVk777oGN527vLE\n",
"tht3krJIvRRIJ8gJMtKuFyMjHS4RHqNV3lRTCmqDc7kM2YiTXC6ffdVt4ohTv1kqF/Ecl3wuE3mi\n",
"7ejwt3fuyYtZeNFJVcdu//UrrH0ATr7srRxy/nmx91mSE9act8pkw0KxjOvAR97xuppLvvxvFPb/\n",
"mnz2mZ/Rtxne8vlPVG1Xd+uDG/jhfz3FCW/pZvnJS2q6/yhzVh7PnJXHJ7pNmZrCFUyn5bMKfqWl\n",
"KJBOkJOZBkBx8Glu/VX1CVyj/SPMmTO7LUs7SkHmIRtj8lg4pphwvetYIX5v4spkwHL0PoStvhzV\n",
"cDZOmJFukUB6rFgmm80kPm8ibmea8D0wFvNbH5E0hK+/fNxJxSJNQoF0gmbPOYTBXlgwYxewq/rg\n",
"LpjO3LYs7QjLNLK5GIF0MKZUQz11rH0oxW+pFvaRjtO1o5aFXiQdzoSVDVtBsVhOJXgoFwo42Wxk\n",
"gB5m/woJd6URqUXNbS5FmoQC6QQdvfwYNs34KHv2RLd72v3Cd+jIj7VlRjpcKCMT44QZjqllYmIc\n",
"tZy0KysbxliQpTxWw9Ljko6wtKNFAumxQimV4MErFGKtQBjed6FFupzI1BReyEWV+4k0GwXSCVuy\n",
"KN7kqbtX58nni+2ZkS7GP2FmM+kE0mFpRz7GPoz3kY5R2hF0iojbHkxSUJls2BqlHYVSOVZrx1qV\n",
"CwXcGP2W88F917JypUjSCpVzsjLS0lr0im2QQilPPlegnPCy062gWEuNdC6dDgw1fY1Yw8qGykg3\n",
"XmWyYasE0oUyuRSWMS6PFXBirEAY3veYAmlpIJV2SKvSK7ZBiuU8rusxMrq30bsy6cJ654aWdtRS\n",
"Ix1mpGNc9FRWTIzxlbqkIzxerVIjXSiWyMeYL1CruBnpXHDfhRZ5vmRqCs/Jcb4lFGkmCqQbpFT2\n",
"W+Xt3Zvc8rmtIuzAkY3xdXY2rUC6EAbScUo7ashIV5YeV9VUo4STQ1slkB4rlpujRloZaWmgsNwu\n",
"zjeVIs1En/YNUvb8QHrrJstvHxyuOjaby3HSSSeQnSLBWS2lHZWMdMKtuWqabBguZhFrsmHYckwZ\n",
"6UYJL3zKLdCFwvM8CsVyKn1z/a4d0SVGYQZwTJMNpYFU2iGtampEZq3I9VcQWzx7FexZFTn8lz85\n",
"ibe+I3rFvlZQU410MKYUIxtci7EgWxnnK/WwnVqsrh2VjLRqpBullUo7amnDWKtyoRCrDaMy0tIM\n",
"wtdfPoWJtyJpUiDdIN1nX8ij942BV31ClMMYSw56GQq9k7Rn6QsnDsbq2hGMSS0jHWOSVy1dO7xg\n",
"QRb1kW6cSiBdav7JhuOLUCQbPHilEpTLsS7oKn2kFUhLAykjLa1KgXSDLFl8KEsu/UDkuB07enn5\n",
"ic+Rc6uXf7SSYh2TDZNekKVy0o6T/aila0ewIItWNmycVspIpxU81PLNiDLS0gzCya4KpKXV6BXb\n",
"5Lq65lIquXRkRxq9K4mpaWXD1BZkqWWJ8PgrG1ba3ykj3TBuJSPd/IF0WGKUS7hrx3itfowa6VzY\n",
"/q75ny+ZusaUkZYWpVdsk8tkMgyP5pmWH2v0riSmUiMdo6xiPJBOp490vAVZ4tdIe8UiOE4l+JbJ\n",
"V5ls2AKBYbGGEqNaVDLSqpGWFlGs4Zws0kxU2tECRsc6mDmnn1/+8POJbbPgzaWjczFO1EDX4dTX\n",
"n8lBB89P7L4rNdIxyioy2XBBlkZ27ahtQRY3l8NxIp/ZlrLlxfX0bnsp1tgZnXM56viTUt6jA3My\n",
"/mmtJWqkU5pgVanVj1FiFF7QKpCWRlKNtLQqBdItYG/pELqcfg6dvyvBre4C1sYa+fyq+3lo8CDw\n",
"9h8clssltth7KZPjuNPewrJlh1fdXmGsCHixaqTTKu0YK8bvWVrJLpfj9ZFu9PLgtayW6ZXLkeOH\n",
"h4Z46ZkbyeXiBaZj/fDwjo1Mnxl98XXwwiM49LAjYm03LrelaqTTqQsNa/XjZKQdxyGXdVtqQZZa\n",
"uvhk9O1QS6ick1NY5VMkTQqkW8All/4Zvb278cpeItsb2jvMM4+tolSKrrt2C5tZ2LWDRV3bYm17\n",
"YMPXeWJD9TEzgAvOy7FmzW42bT+o6lgPj8OWbMUp7+Dn//VyrH2IY2//MOcsGWH32vvp2dZRdWxp\n",
"dJQ9xx7BtNERtj5vq44dcsGbN5veHfGer6QVCwVe6PkW06cNxRrvAI//+ubIcbkcDI0cwfRZ1S+S\n",
"SsURct4jZAoPMNYXff+b+8D2HAJOcsFOcdYoo+cdy0jfC/zixusS267jZjjs6NfR0TkzsW1u2bmH\n",
"w7J9TBvcytbna78AG96+bb+vydFt2xid3clQJhPrtXjIjDEyhQHWrXux5n2YbE+v+hWHHbQ+1thi\n",
"McMrA3Pxor97w/Mciu4C3Oz0yLG5/AyOMsdVLtrqsau3ryWe7/3p7+tn80YLJPOZBLDEG+CgJWUe\n",
"/82vEttmqVRgePAlIPlvp0ZLXdDdnfh2pfU4npfcG6FePT09XrdekE1r8+btjI6OHvDva9euZfny\n",
"5Tz1yN1MdzZFbs91ysyfM5DkLso+9g7Pqiz6U02pVIqXsXOmcdqb/pQZnbMih65+7CH29G+PHFcY\n",
"6SfrPUc22zqZUGkOI6M59gxHX9DMmjFER74wCXsk7aZ/cD7nv/0Tjd4NqVNPTw/d3d2J1GAqIy2R\n",
"Fi9eUPXvu3fvZNmyw1m27L2xt7lu41q2btkYa+zo3gKjQ8lPtuzIZeiaOy3W2FfWP4Xnxeuc4nZ0\n",
"kJkWHcSmxc12cvpFl5LPR+9DcDJJ9P6PO+XM2GMLY2MUxg58kVaPkb3DPHrH7RTHku10Uy7uIZOL\n",
"l+mvhYNfYlTPGb1ULpNxD/BVuOOQmTEDN8bkreHRYqWndbPzcFi84jzOPi26Dn+sUGRwYDDWdrdt\n",
"3cGL69dEJlk9z6OwdxsZ9sba7oGUyyVctzXLTjzAyy4g19GZ6HZnzcwza0aypXFdCw6na8HCRLcJ\n",
"sPq5NYlvU1qTAmlpiKOOXM5RRy5v9G7Ed9YFjd6DKSmXz5PLJ7uc+ozOWVz47isS3WazSuNCaCrJ\n",
"57J0dc2LNbarax7HrzQp79E4HbvW5hzoAlbajl4JIiIiIiJ1UCAtIiIiIlIHBdIiIiIiInVQIC0i\n",
"IiIiUgcF0iIiIiIidVAgLSIiIiJSBwXSIiIiIiJ1UCAtIiIiIlIHBdIiIiIiInVQIC0iIiIiUgcF\n",
"0iIiIiIidVAgLSIiIiJSBwXSIiIiIiJ1yFb7ozHGBb4OnAiMAh+w1q6b8PeLgWuAIvBta+03o24j\n",
"IiIiIjIVRGWkLwHy1tqzgL8Dvhj+wRiTA74EvBk4B/gzY8whwW069ncbEREREZGpIiqQPhu4DcBa\n",
"uwo4dcLfjgXWWmv7rbUF4H7gjcFtbj3AbUREREREpoSoQHo2MDDh/6WgdCP8W/+Evw0CcyJuIyIi\n",
"IiIyJVStkcYPiGdN+L9rrS0HP/fv87dZQF/EbQ6op6cnem+laen4tS4du9am49e6dOxam46fQHQg\n",
"/QBwMfAjY8wZwFMT/rYGWGGMmQcM4Zd1fAHwqtxmv7q7u5069l1EREREpGEcz/MO+EdjjMN4Bw6A\n",
"K4FuoNNae6Mx5i3A/8IvEfmWtfYb+7uNtfb5tB6AiIiIiEgjVA2kRURERERk/zQJUERERESkDgqk\n",
"RURERETqoEBaRERERKQOUV07UqXlxJtXsHLlt4EjgA7gs8BzwE1AGXgGuMpa6xljPgj8Gf5S8Z+1\n",
"1v7SGDMd+C5wMH6P8fdaa3dN+gNpY8FKoz3Am/CP2U3o2LUEY8wn8Lsf5YCv4XdQugkdv6YXfK59\n",
"Ezga/3h9ECih49fUjDGnA5+z1p5njFnOazxeQdeyLwdj77DWfmbyH1V72OfYnQR8Ff89Nwq8x1q7\n",
"I81j1+iM9AGXIJeGuxzYaa19I/AHwHX4x+eTwe8c4K3GmEOBq4GzgN8H/skYkwf+AngyGPsd4FMN\n",
"eAxtK7gQugG/NaUDfAkdu5ZgjDkXODM4L54LLEPvvVZyITDTWvt7wGeAf0THr6kZYz4O3IifNIJk\n",
"zpfXA5cGr4PTgwBPErafY/dl4CPW2vOAHwN/a4xZQIrHrtGBdLUlyKWxfoTf2hD810kBOMVae1/w\n",
"u1uBC4DTgAestQVr7QCwFv8bhsqxDf69YLJ2XAC/p/s3gK3B/3XsWseFwNPGmJ8APwd+BnTr+LWM\n",
"YWBO0Ap2DjCGjl+zWwu8DT9ohtd4vjTGzMJPEm4Ifn87Oo5p2ffYvctaG65fksN/P76eFI9dowNp\n",
"LSfepKy1Q9baPcGL6kf4V2oTj83EJeGjlooPfyeTwBjzPvxvE+4IfuUwfpIBHbtmdzB+v/4/Bj4E\n",
"fB8dv1byADANf9GyG/C/Ztbxa2LW2h/jf40feq3Ha9/YRscxJfseO2vtNgBjzFnAVcA/k/Kxa3TQ\n",
"Wtdy4jI5jDGHAXcB37HW/gC/Xiw0m/0vCb+/peLD38nkuBJ4szHmbuAk4N/wg7OQjl1z24Vfl1cM\n",
"FrMa4dUnch2/5vZx/OyXwX//fQc/MxbS8Wt+r/Wzbt+x4TZkEhhj3on/jewfWmt7SfnYNTqQfgD4\n",
"Q4C4y4nL5Ahqiu4APm6tvSn49ePGmHOCny8C7gMeBt5gjOkwxswBjsWfnFE5thPGyiSw1p5jrT03\n",
"qBF7AngPcJuOXcu4H39eAsaYRcAM4E4dv5Yxk/GM1m78Sf06d7aW13S8rLWDwJgxZllQ4nMhOo6T\n",
"whjzbvxM9LnW2o3Br1M9dg1d2VDLiTcvY8xXgHcAdsKvP4b/NWUeWA18MJjJ/AH82bAu8H+stbcE\n",
"s2H/DViIP3P2Mmvtjsl8DAJBVvrPAQ9/QoaOXQswxnweOA//uHwC2IiOX0swxswF/hU4CD8T/WX8\n",
"7jk6fk3MGHMk8H1r7VnGmBW8xuMVdJL4MpABbrfWXjP5j6o9hMcO+D1gJ/Ai46Uc91hrP53msdMS\n",
"4SIiIiIidWh0aYeIiIiISEtSIC0iIiIiUgcF0iIiIiIidVAgLSIiIiJSBwXSIiIiIiJ1UCAtIiIi\n",
"IlIHBdIi0haMMfcYY05J+T5mG2MeNcY8ZoxZPuH3rjHmdmPM08aYNyZ0X683xnwu+PliY8ynk9hu\n",
"EowxG40xh9d527sn/Px4cnslIpK8bKN3QERkkniAk/J9nASMWmvP3uf3S4CV1trFCd7XccACAGvt\n",
"z4GfJ7jt1+q1LFAQriiHtfbkBPZFRCQ1WpBFRJqKMeZc4JPAEP5Srk8DlwGLgbuttUuDcdcCXrBq\n",
"1TbgZ8AbgK34K6Z+FD+AfZ+19r4g0/kycHxwV39prf2NMaYTuC74fQb4vLX2h8aY9wHvBbqAn1lr\n",
"PzVhHxcA3wIOA4rB/j4GPIQf3N5prb1kwvinAAM8CfwNcG2whDvGmJuAu4F7gJ8Ej/dkYDvwDmvt\n",
"bmPMZcDf4weojwTbeAx/OeovAluAc6y1VxpjzsBflWsasAv4c2vtOmPMPcCq4Dk6GLjaWnvbPs/9\n",
"AuD64HGV8VdVvBd/pbCTg1W/5gf7eATwIeDdwX6UgXdaa9cYYzYA5+KvzniOtfbKYPv3AP+Avwz6\n",
"9cFzvgB/BdW3Af8X+Aiwylp7pjGmbK11jTEz8FeaOzG4n/9nrf334Bj9ATAPWAbcYa29yhizBPge\n",
"/vLqZeCj1tpViIgkTKUdItKMzgSuwg+kDwd+fz9jPMYzn4cAP7fWHhv8/xJr7RuBa4G/DH7nALut\n",
"td3AlcC/G2NywKeAR621p+JnQ//eGLM0uM1i4KSJQXTgX4BfW2tfB/wx8O1g++8PtnXJPuMvBrZY\n",
"a1/P72bFw8fh4AeKX7TWngD0AZcbYxYDXwLebK1diR/snw1cA/zUWvuP4XaCx/ND4Cpr7Un4weoP\n",
"JtxPzlp7FvA/gc/u5zn9CvDt4Ll4K3ADfkD+I+AdwZi3A7cA04Mx5wT7+xPgw/t5bPt7rGcBI8G+\n",
"LA+2dZG19qMA1toz97ndtcDO4H7OB641xpwQ/O1M/CD8ROBiY8xK4E/xXw+nAR/HXzpYRCRxCqRF\n",
"pBk9Y63dYq31gOfwM45Rbg3+fRG4K/j5pQm39YBvAlhrnwJ6gWOAC4APBfW49+JnMY8Pxj9mrS3v\n",
"577Ow89IY63dgJ/pPZ0Dl47ELSnZYa19Mvj5GWA+cAbwgLV2S3B/77HW/jTY5sTtOsDRwCvW2p5g\n",
"7H8Cy40xs4MxYQb62WDb+7oA+EzwXPwKv/xvGfDvwLuCMZcC37XWDuJ/U3CZMeaf8C8WZsZ53Nba\n",
"3wDXG2OuAr4KrAA6D/isvPr57gV+ip/x9oAHrbVD1tphYD3+8f418NfGmO/hXwx9rcq2RUTqpkBa\n",
"RJrRyISfw2xtmVcHZvmJN7DWFif8t3SA7U78vYNfluECl1trTw5qcs8Gbg/GDB9gOy6/G8RmiFcb\n",
"vG+tdm7Cz/t73IWJNzbGHGSMOegA97W/c3q4bxO3f6B6cRc4b5/n4pkgMJ9vjDkNWGyt/a0x5jDg\n",
"t8Bs4JfATfvZ5v4eq2OM+R/Ad4E9+Nn8+w6wPxP3y9nn/+Ecn995zqy1D+LXkN8OvJPmqh8XkSlE\n",
"gbSItIo+YF4QSHbg18bWwgEuBzDGnArMAl7Az15/OPj9QuBx/BrhaoHdXfhlHBhjluEHnA9F3Ca0\n",
"C1hmjOkI6o3fEDH+EeD0oH4Z/PKLt+JfBOw7YdwCXcHjwxjzJ8BGa+3uGPsF/uO6Krjt8fg13dOD\n",
"v30Pv9QjLBU5DXjBWvuVYB//cJ/98YCd+OU5BOUyJwZ/exNws7X23/Brwd/IeLBfMsZkeLWJz/dB\n",
"weO/m/0/306QIb/CWvsd4Gog1W4tItK+FEiLSLOZWPtcYa0dAL6AH7T9N342dOJt9t3Gvj97+FnV\n",
"x/EnI14WZLE/DUw3xjwN3Al83Fq7/kD7EfgocH4wifAW4P3W2u0Rt/GCx/Esfgb3WeBm/GzsgR63\n",
"Z63dCnwMuD3YxzCL+zBwRhA0esHYMfwM7NeCsR8O/n/A/dnH1cE2n8QPmC+31g4Ff/sefiD83eD/\n",
"twOuMeaZ4Od7gSP32d6vgZeNMRZ/AuRvgvu9EbjUGPMIfnD+UyCsS/8p8ERwsRTu42fwj91Twf18\n",
"1lr7xIGeM/zJo28PjvWP8SdFiogkTl07RERERETqoIy0iIiIiEgdFEiLiIiIiNRBgbSIiIiISB0U\n",
"SIuIiIiI1EGBtIiIiIhIHRRIi4iIiIjUQYG0iIiIiEgdFEiLiIiIiNTh/wNKotpRF/2ChAAAAABJ\n",
"RU5ErkJggg==\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x117d46690>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"ax = fig.add_subplot(111)\n",
"\n",
"for entry in ['DE', 'PCX', 'SBX', 'UM', 'UNDX']:\n",
" ax.plot(results.statistics['NFE'], results.statistics[entry], label=entry)\n",
"ax.set_xlabel('number of function evaluations')\n",
"ax.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In a similar style, I have added a convenience function to the results class which returns a pandas dataframe representation of the results. This is great for quickly exploring the results, and again makes persistency much easier."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAssAAAHhCAYAAACY1/MWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAIABJREFUeJzt3W2M5VlBJvCnR5oudHgxcV39gKy76tGMEncKBHocWtLS\n",
"W7swyYAkO9MZpEDQKeKgYGLQrJKsXwjs4JpJpgt5sbAnTccZwQ20W6ZttVzaYcQ7cYfNLocMxpYY\n",
"1xd0Z4h6e5qh90PdGi5FneqqW7fqvv1+ySR17//WrTOnK11PnX7+5xy6evVqAACAr3XdqAcAAADj\n",
"SlgGAIAGYRkAABqEZQAAaBCWAQCgQVgGAICGp+3lk0spL0ryzlrryzY9f3uSn0rypSSfTvLmWqs9\n",
"6gAAmCgDryyXUn42yfuSHNn0/DOS/FKSH6q1/mCSZyd55V4GCQAAo7CXGsajSV6d5NCm57tJXlJr\n",
"7fYePy3JP+/h6wAAwEgMHJZrrR/Jes1i8/NXa61/mySllLuSfEOt9XcHHyIAAIzGnjrLLaWU65K8\n",
"K8l3JPmRa72+0+noMwMAcCDm5+c3NyOa9iUsJ3lv1usYr9rpjX3z8/P7NBSupdPpmP8RMfejZf5H\n",
"y/yPjrkfLfM/Wp1OZ1evH0ZYvpo8tQPG9Un+JMkbkvxhkt8rpSTJr9Raf2sIXwsAAA7MnsJyrfXP\n",
"kxztffzhvktft5f3BQCAceBQEgAAaBCWAQCgQVgGAIAGYRkAABqEZQAAaBCWAQCgQVgGAIAGYRkA\n",
"ABqEZQAAaBCWAQCgQVgGAIAGYRkAABqEZQAAaBCWAQCgQVgGAIAGYRkAABqEZQAAaBCWAQCgQVgG\n",
"AIAGYRkAABqEZQAAaBCWAQCgQVgGAIAGYRkAABqEZQAAaBCWAQCgQVgGAIAGYRkAABqEZQAAaBCW\n",
"AQCgQVgGAIAGYRkAABqEZQAAaBCWAQCgQVgGAIAGYRkAABqEZQAAaBCWAQCgQVgGAIAGYRkAABqE\n",
"ZQAAaBCWAQCgQVgGAIAGYRkAABqEZQAAaBCWAQCgQVgGAIAGYRkAABqEZQAAaBCWAQCgQVgGAIAG\n",
"YRkAABqEZQAAaBCWAQCgQVgGAIAGYRkAABr2FJZLKS8qpfz+Fs/fUkr541LKH5VS3riXrwEAAKMy\n",
"cFgupfxskvclObLp+cNJ3pPk5UmOJfnxUso372WQ7I9ut5vl5XN54IGH0u12h/6+y8vnhvq+AAAH\n",
"7Wl7+NxHk7w6yelNz39PkkdrrY8lSSnlE0lemuSBPXwthqzb7WZh4UzW1l6bJHnwwdNZXT2Zubm5\n",
"ob7v2bPDeV8AgFEYeGW51vqRJF/a4tKzkjzW9/iLSZ496Ndhf6ysXOgF2sNJDmdt7Y6srFwY2/cF\n",
"ABiFvawstzyW5Jl9j5+Z5B+u9UmdTmcfhkLLpUuXtnxur38O+/W+08zcjJb5Hy3zPzrmfrTM/+TY\n",
"j7D8mSTfWUr5xiT/mPUKxruv9Unz8/P7MBRabrjhhjz44Omsrd2RJDl27L684x1v2HNdYr/ed5S6\n",
"3e5Tq+OLi8eH+v/S6XR874+Q+R8t8z865n60zP9o7fYXlWGE5atJUkq5Pcn1tdb3lVLeluR3sl7z\n",
"+ECt9a+G8HUYorm5uayunszKyvlcunRpaIG2/32TZHFxsvvKOtgAMNv2FJZrrX+e5Gjv4w/3Pf/x\n",
"JB/f08jYd3Nzc7nzzlek0+kMNfxtvO80+OoOdnod7PNT8/8HAGxvP2oYwC7sZ80DANgbJ/jBNhYX\n",
"j+fYsdNJnkjyRI4duy+Li8eH9v6XL1/OwsKZLC2dyNLSiSwsnLE3NQCMEWEZtrHRwT516nxOnTo/\n",
"9L7yxz72p7baA4AxpoYB1zCpHWz1DgDYOyvLMEK33PL9+1Lz2NjFQ70DAPZGWIYROnLkyL7UPJyk\n",
"CADDoYYBIzbONQ9VDgBmnZVlmELD2MVDlQMAhGWYSsPYxUOVAwDUMGBqjXO9AwAmhZVlYEvDOpCl\n",
"2+1meflclpfPqXEAMHGsLANb2qhyrKycT5IsLu6+yrHRe16vcyRnz54e+sEuALCfhGWgaa9Vjq/u\n",
"PafXez7ffE+7bwAwboRlYCxYhQZgHOksA/tmN71nu28AMI6sLAP7Zhi9ZwAYJWEZ2Fc77T0vLh7P\n",
"2bOns7Z2R5L0VqFPbvs5Os4A7DdhGRgLu12F1nEG4CAIy8DY2M3uG7vdaQMABiEsAzNBZQOAQdgN\n",
"A5hIu9lpY6OysbR0IktLJ7KwcMZpggDsiJVlYCLtpuPcqmy88IXfclDDBWBCCcvAxNrrCYPbUdsA\n",
"IFHDAGbAbiobidoGAF8hLANTb6OycerU+Zw6df6aW8w5TRCADWoYwEzYj8qGqgbA9LOyDLDJTmob\n",
"qhoAs0FYBthkJ7UNVQ2A2aCGAbCFYdY21DUAJpeVZYAB7HSHDXUNgMkmLAMMYKc7bKhrAEw2NQyA\n",
"AQ2rqqGmATC+rCwD7KNr1TXUNADGm7AMsI+uVddQ0wAYb2oYAPtsPw5EAeBgWFkGGKGd7qqRrFc2\n",
"lpfPZXn5nKoGwAGxsgwwQhs1jZWV80mSxcWtd9XY6DavVzaSs2dPN3fgAGB4hGWAEdtJTeOru83p\n",
"dZvPq3cA7DM1DAAAaBCWASbAbk4M1GsGGB41DIAJsJNus14zwPAJywAT4lrd5u16zU4JBBiMsAww\n",
"5aw4AwxOZxlgSrR6zU4JBBiclWWAKbHTPZsB2DlhGWCKbNVrXlw8nrNnT2dt7Y4k6a04n/yaz9Vr\n",
"BvhawjLAlLOTBsDghGWAGWAnDYDBCMsANFlxBmad3TAAsJMGQIOVZQDspAHQICwDkGTwnTR0moFp\n",
"JiwD0HStFWedZmDaCcsAbGu7nTS220UDYBoIywDsC/UMYBrYDQOAgbV20dioZywtncjS0oksLJxJ\n",
"t9sd9XABdm2gleVSynVJ7k3y/CSXk7yx1vq5vuuvSvLzSa4m+WCtdXkIYwVgzLQ6zcvL59QzgKkw\n",
"aA3j1iRPr7UeLaW8KMndvec2vCfJv03yj0n+dynlw7XWx/Y2VADG0bVOBwSYZIPWMG5KspoktdaH\n",
"krxg0/UrSZ6T5BlJDmV9hRmAGdGqZ/S7fPlylpfPZXn5nIoGMLYGXVl+VpLH+x4/WUq5rtb65d7j\n",
"u5N0sr6y/Ju11sc3vwEA02snW87ddden8vDDb05iyzlgfB26enX3i76llLuTfLLWen/v8edrrc/t\n",
"ffxtSc4leUmSf0pyX5KP1FofaL1fp9Ox8gwwQx544KG8851vykanOXkib3/7+/Oa17xolMMCZsT8\n",
"/Pyhnb520JXli0luSXJ/KeXFSR7puzaX5Mkkl2utXy6l/E3WKxnbmp+fH3Ao7FWn0zH/I2LuR8v8\n",
"j86nPvV/v+a55z3vebnhhhtsN3cAfO+PlvkfrU6ns6vXD9pZ/miSbinlYtYrF28tpdxeSnlTrfWz\n",
"ST6U5I9KKf8jybOTrAz4dQCYQouLx3Pjjfemv9N822032W4OGDsDrSzXWq8mWdr09Gf7rv9ykl/e\n",
"w7gAmGJzc3O5554X5pFHvtJpbp0GuLh43GozMDJO8ANgJI4cOXLNLeeuXHkiCwtneiHajYDAwXOC\n",
"HwBjYavt5pJDfavNh3urzRdGOk5gtlhZBmAsbLXdnGAMjJqwDMDY2Hwa4OLi8Zw9ezpra3ckSe9w\n",
"k5NJ1vdq1mUG9puwDMDYah1u0u12dZmBAyEsAzDWNq82J2nunHGtGwYBdssNfgAA0CAsAzBxtto5\n",
"Y3Hx+Fe9ptvtZnn5XJaXzzncBBiYGgYAE6fVZd6g0wwMi7AMwETaqsu8QacZGBZhGYCZYbs5YLd0\n",
"lgGYOlt1mm+77aYsLJzJ0tKJLC2dyMLCGV1m4JqEZQCmzkan+dSp8zl16nxWV0/m7NmLjs4Gdk0N\n",
"A4CptF2nuZ9qBrAdK8sAzATVDGAQwjIAM0E1AxiEGgYAM0M1A9gtK8sAzCzVDOBahGUAZpZqBnAt\n",
"ahgAzLSdVjOA2WRlGQD6bFXNWFw8nmS9y7y8fC7Ly+dUM2BGWFkGgD4b1YyVlfNJksXFk5mbm0u3\n",
"283CwpleRSM5e/Z0VldPuvkPppywDACbbFXNWFm50NdlTtbWXpPXv/6/5tix77NjBkwxNQwA2LVu\n",
"kt/I2bM/Y8cMmHLCMgDswFd3mVeTvC52zIDpJywDwA70bzN3222fGfVwgAMiLAPADm10mX/t137a\n",
"jhkwI9zgBwC7ZMcMmB3CMgAMYGc7ZtyRlZXzDj2BCSYsA8A+63a7T90AaJs5mCw6ywAwJFud/nfb\n",
"bTdlYeFMlpZO2GYOJpCwDABD0r9jxqlT57O6ejJnz17sq2bYZg4mjRoGAAzRVl3mza5ceSLLy+eS\n",
"qGXAuLOyDAD7aHM14+abfy333/93ahkwIawsA8A+2rzN3JUr/zJvecsrYscMmAzCMgDss/5qxkb9\n",
"ApgMahgAcIC22jFjcfG4k/9gTFlZBoADtNXpf0mc/AdjSlgGgAO2eceM5eVzTv6DMSUsA8CYcvIf\n",
"jJ7OMgCMmJP/YHwJywAwYk7+g/GlhgEAY2AnJ/8BB8/KMgCModYWc8DBsrIMAGNoqy3mNm7wc+Mf\n",
"HBxhGQDG1FbVjG63a09mOEBqGAAwQVZWLrjxDw6QsAwAAA3CMgBMkNaezMvL57K8fM5ezDBkOssA\n",
"MEE23/h3222vzq23fkSHGfaJlWUAmDAbN/7deecrHF4C+8zKMgBMmStXrmR5+VwSW8vBXllZBoAJ\n",
"trnDfPPNH8r99/91lpZOZGnpRBYWzugxwx5YWQaACba5w3zlyjflLW95ZdZrGenVMs47ShsGJCwD\n",
"wITrP7xko34BDIcaBgBMka22lltcPJ5ut/vU9nKXL18e9TBhYgy0slxKuS7JvUmen+RykjfWWj/X\n",
"d/2FSe5OcijJXyb50VrrE3sfLgCwnc21jMXFk0nyVUdk33jjvbl48UY3/sEODLqyfGuSp9dajyZ5\n",
"e9aDcZKklHIoya8mWay13pzkQpJv3+tAAYCd6d9abm5u7muOyH744SXby8EODRqWb0qymiS11oeS\n",
"vKDv2ncl+UKSt5VS/iDJc2qtdS+DBACAURg0LD8ryeN9j5/sVTOS5JuSHE1yT5IfTnK8lPKywYcI\n",
"AOzF5h7zjTeeyuLi8VEPCybCoatXr+76k0opdyf5ZK31/t7jz9dan9v7+LuT/Eat9fm9xz+d5HCt\n",
"9d2t9+t0OrsfBACwY5cvX87HPvanSZJbbvn+HDlyZNvnYZrNz88f2ulrB9067mKSW5LcX0p5cZJH\n",
"+q79WZLrSyn/pnfT381J3n+tN5yfnx9wKOxVp9Mx/yNi7kfL/I+W+T94R48eTfKVue92u70b/96U\n",
"JHnwwdNZXT3pxr995nt/tDqdzq5eP2gN46NJuqWUi1m/ue+tpZTbSylv6u168WNJzpRS/jjJX9Ra\n",
"//uAXwcA2Cebb/xbP8DEjX/Qb6CV5Vrr1SRLm57+bN/130/yoj2MCwAARs6hJAAwo1oHmABf4bhr\n",
"AJhRrQNMNo7MXlw8rr/MzBOWAWCGbRxgkqTvhr/1k/7OnnXDH6hhAABJ3PAHWxGWAQCgQVgGAJK4\n",
"4Q+2orMMACTZ+oa/ubm5dLvdp+oYbvpj1gjLAMBT+m/4S9z0B2oYAECTm/6YdcIyAAA0CMsAQFPr\n",
"pr9ut5vl5XNZXj6Xbrc76mHCvtFZBgCaWqf86TEzK4RlAGBbm2/6W14+19djTq/HfP6rXgPTQg0D\n",
"AAAahGUAYFccXsIsUcMAAHbF4SXMEmEZANg1h5cwK9QwAIA9c3gJ00pYBgCABmEZANgzN/0xrXSW\n",
"AYA9ax1esrx8rvfYDX9MJmEZABiK/pv+3PDHtFDDAACGzg1/TAthGQAAGoRlAGDo3PDHtNBZBgCG\n",
"rnXKH0waYRkA2BebT/lL4khsJo6wDAAcCDtkMIl0lgGAA2GHDCaRsAwAAA3CMgBwIOyQwSTSWQYA\n",
"DoQdMphEwjIAcGDskMGkEZYBgJGxQwbjTmcZABgZO2Qw7oRlAABoEJYBgJGxQwbjTmcZABgZO2Qw\n",
"7oRlAGCk7JDBOBOWAYCxYocMxonOMgAwVuyQwTgRlgEAoEFYBgDGih0yGCc6ywDAWLFDBuNEWAYA\n",
"xs5WO2TAKAjLAMBEsJ0coyAsAwBjz3ZyjIob/ACAsWc7OUZFWAYAgAZhGQAYe7aTY1R0lgGAsWc7\n",
"OUZFWAYAJsJW28nZIYP9JiwDABPJDhkcBJ1lAGAi2SGDgyAsAwBAw0A1jFLKdUnuTfL8JJeTvLHW\n",
"+rktXverSb5Qa/25PY0SAGCTxcXjOXv2dNbW7kiS3g4ZJ0c8KqbNoJ3lW5M8vdZ6tJTyoiR39557\n",
"SinlJ5J8b5I/2NMIAQC2YIcMDsKgYfmmJKtJUmt9qJTygv6LpZSjSX4gyXuTfPeeRggA0LDVDhkw\n",
"TIN2lp+V5PG+x0/2qhkppXxrkl9M8pNJDu1teAAAO9ftdrO8fC7Ly+fS7XZHPRymwKGrV6/u+pNK\n",
"KXcn+WSt9f7e48/XWp/b+/iuJK9L8sUk35Lk65P8Qq3111vv1+l0dj8IAIA+ly9fzl13fSoPP/zm\n",
"JMmNN96be+55YY4cOTLikTFu5ufnd7ygO2gN42KSW5LcX0p5cZJHNi7UWu9Jck+SlFJel+S7twvK\n",
"G+bn5wccCnvV6XTM/4iY+9Ey/6Nl/kdnWud+eflcLygfTpI8/PBSHnnk/NjVNKZ1/idFp9PZ1esH\n",
"DcsfTfLyUsrF3uPXl1JuT3J9rfV9m15r1RgAgIk0UFiutV5NsrTp6c9u8boPDfL+AAC7ZSs59oPj\n",
"rgGAqWArOfaDsAwATA1byTFswjIAMNW63W5WVi4kWa9qWG1mN4RlAGBqdbvdLCycydraa5MkZ8+e\n",
"zuqqegY7N+ihJAAAY29l5UIvKB9Ocjhra3c8tcoMOyEsAwBAg7AMAEytxcXjOXbsdJInkjzR207u\n",
"+KiHxQTRWQYAppbt5NgrYRkAmGq2k2Mv1DAAAKBBWAYAgAY1DABg5jiohJ0SlgGAmeKgEnZDDQMA\n",
"mCkOKmE3hGUAAGgQlgGAmeKgEnZDZxkAmCkOKmE3hGUAYOY4qISdUsMAAIAGYRkAABrUMACAmeeQ\n",
"ElqEZQBgpjmkhO2oYQAAM80hJWxHWAYAgAZhGQCYaQ4pYTs6ywDATHNICdsRlgGAmeeQElrUMAAA\n",
"oEFYBgCABmEZAAAahGUAAGhwgx8AQINjsBGWAQC24BhsEjUMAIAtOQabRFgGAIAmYRkAYAuOwSbR\n",
"WQYA2JJjsEmEZQCAJsdgo4YBAAANwjIAADQIywAA0CAsAwBAgxv8AAB2yPHXs0dYBgDYAcdfzyY1\n",
"DACAHXD89WwSlgEAoEFYBgDYAcdfzyadZQCAHXD89WwSlgEAdsjx17NHDQMAABqEZQAAaBCWAQCg\n",
"QVgGAIAGYRkAABqEZQAAaBCWAQCgYaB9lksp1yW5N8nzk1xO8sZa6+f6rt+e5KeSfCnJp5O8udZ6\n",
"de/DBQAYL91uNysrF5Ksn/LnoJLpMujK8q1Jnl5rPZrk7Unu3rhQSnlGkl9K8kO11h9M8uwkr9zr\n",
"QAEAxk23283CwpksLZ3I0tKJLCycSbfbHfWwGKJBw/JNSVaTpNb6UJIX9F3rJnlJrXXjO+VpSf55\n",
"4BECAIyplZULWVt7bZLDSQ5nbe2Op1aZmQ6DhuVnJXm87/GTvWpGaq1Xa61/mySllLuSfEOt9Xf3\n",
"NkwAADh4h65e3X2VuJRyd5JP1lrv7z3+fK31uX3Xr0vyriTfkeS2vlXmLXU6HX1mAGDiXL58OXfd\n",
"9ak8/PBSkuTGG0/lnntemCNHjox4ZGxnfn7+0E5fO9ANfkkuJrklyf2llBcneWTT9fdmvY7xqp3e\n",
"2Dc/Pz/gUNirTqdj/kfE3I+W+R8t8z865n64Ll68MSsr55Mki4s/cc0b/Mz/aHU6nV29ftCw/NEk\n",
"Ly+lXOw9fn1vB4zrk/xJkjck+cMkv1dKSZJfqbX+1oBfCwBgbM3NzeXOO18x6mGwTwYKy73V4qVN\n",
"T3+27+OvG3hEAAAwJhxKAgAADcIyAAA0CMsAANAgLAMAQIOwDAAADcIyAAA0CMsAANAgLAMAQIOw\n",
"DAAADcIyAAA0DHTcNQAAbd1uNysrF5Iki4vHMzc3N+IRMShhGQBgiLrdbhYWzmRt7bVJkrNnT2d1\n",
"9aTAPKHUMAAAhmhl5UIvKB9Ocjhra3c8tcrM5BGWAQCgQVgGABiixcXjOXbsdJInkjyRY8fuy+Li\n",
"8VEPiwHpLAMADNHc3FxWV09mZeV8kmRxUV95kgnLAABDNjc3lzvvfMWoh8EQqGEAAECDsAwAAA3C\n",
"MgAANAjLAADQICwDAECDsAwAAA3CMgAANAjLAADQICwDAECDsAwAAA3CMgAANAjLAADQICwDAECD\n",
"sAwAAA3CMgAANAjLAADQICwDAECDsAwAAA3CMgAANAjLAADQICwDAECDsAwAAA3CMgAANAjLAADQ\n",
"ICwDAECDsAwAAA1PG/UAAABmQbfbzcrKhVy6dCk33HBD5ubmRj0kdkBYBgDYZ91uNwsLZ7K29tok\n",
"yYMPns7q6kmBeQKoYQAA7LOVlQu9oHw4yeGsrd2RlZULox4WOyAsAwBAg7AMALDPFheP59ix00me\n",
"SPJEjh27L4uLx0c9LHZAZxkAYJ/Nzc1ldfVkVlbO59KlS3nHO96grzwhhGUAgAMwNzeXO+98RTqd\n",
"jqA8QdQwAACgQVgGAIAGYRkAABqEZQAAaBCWAQCgQVgGAICGgbaOK6Vcl+TeJM9PcjnJG2utn+u7\n",
"fkuSX0jypSQfrLW+fwhjBQCAAzXoyvKtSZ5eaz2a5O1J7t64UEo5nOQ9SV6e5FiSHy+lfPNeBwoA\n",
"MMm63W6Wl8/lgQceSrfbHfVw2KFBw/JNSVaTpNb6UJIX9F37niSP1lofq7VeSfKJJC/d0ygBACZY\n",
"t9vNwsKZLC2dyDvf+aYsLJwRmCfEoGH5WUke73v8ZK+asXHtsb5rX0zy7AG/DgDAxFtZuZC1tdcm\n",
"OZzkcNbW7sjKyoVRD4sdGPS468eTPLPv8XW11i/3Pn5s07VnJvmHa71hp9MZcCgMg/kfHXM/WuZ/\n",
"tMz/6Jj7g3Xp0qUtn/PnMP4GDcsXk9yS5P5SyouTPNJ37TNJvrOU8o1J/jHrFYx3X+sN5+fnBxwK\n",
"e9XpdMz/iJj70TL/o2X+R8fcH7wbbrghDz54OmtrdyRJjh27L+94xxsyNzc34pHNnt3+gjJoWP5o\n",
"kpeXUi72Hr++lHJ7kutrre8rpbwtye9kvebxgVrrXw34dQAAJt7c3FxWV09mZeV8Ll26JChPkIHC\n",
"cq31apKlTU9/tu/6x5N8fA/jAgCYKnNzc7nzzlek0+kIyhPEoSQAANAgLAMAQIOwDAAADcIyAAA0\n",
"CMsAANAgLAMAQIOwDAAADcIyAAA0CMsAANAgLAMAQIOwDAAADcIyAAA0CMsAANAgLAMAQIOwDAAA\n",
"DcIyAAA0CMsAANAgLAMAQIOwDAAADcIyAAA0CMsAANAgLAMAQIOwDAAADcIyAAA0CMsAANAgLAMA\n",
"QIOwDAAADcIyAAA0CMsAANAgLAMAQIOwDAAADcIyAAA0CMsAANAgLAMAQIOwDAAADcIyAAA0CMsA\n",
"ANAgLAMAQIOwDAAADcIyAAA0CMsAANAgLAMAQIOwDAAADcIyAAA0CMsAANAgLAMAQIOwDAAADcIy\n",
"AAA0CMsAANAgLAMAQIOwDAAADcIyAAA0CMsAANAgLAMAQIOwDAAADcIyAAA0PG23n1BKeUaS+5L8\n",
"iyRfTPK6WuvfbXrNW5P8x97D3661/ue9DhQAAA7aICvLS0n+Z631pUl+Pcl/6r9YSvnXSU4meUmt\n",
"9cVJTpRSvm/PIwUAgAM2SFi+Kclq7+PVJD+86fpfJPl3tdarvceHk/zzYMMDAIDR2baGUUr5sSQ/\n",
"venpv07yeO/jLyZ5dv/FWuuXkvx9KeVQkncnebjW+uhwhgsAAAfn0NWrV6/9qj6llN9M8s5a66dK\n",
"Kc9O8ola6/dtes1ckg8meSzJm/tWmbfU6XR2NwgAABjQ/Pz8oZ2+dtc3+CW5mOQ/JPlUkn+f5A/7\n",
"L/ZWlP9bkgu11nft5A13M2AAADgog6wsPyPJh5J8a5LLSU7WWv+mtwPGo0m+LsmHkzyYZCME/1yt\n",
"9ZNDGzUAAByAXYdlAACYFQ4lAQCABmEZAAAahGUAAGgYZDeMPXNk9sErpVyX5N4kz8/6jZlvrLV+\n",
"ru/6LUl+IcmXknyw1vr+kQx0Su1g/m9P8lNZn/9PZwdbLrIz15r7vtf9apIv1Fp/7oCHONV28L3/\n",
"wiR3Z/2G8L9M8qO11idGMdZptIP5f1WSn09yNet/9y+PZKBTrJTyoqxvufuyTc/7ubvPtpn7Xf3M\n",
"HdXKsiOzD96tSZ5eaz2a5O1Z/+GUJCmlHE7yniQvT3IsyY+XUr55JKOcXtvN/zOS/FKSH6q1/mDW\n",
"D/p55UhGOZ2ac7+hlPITSb4364GB4drue/9Qkl9NslhrvTnJhSTfPpJRTq9rff9v/N1/U5Kf6Z2f\n",
"wJCUUn42yfuSHNn0vJ+7+2ybud/1z9xRhWVHZh+8p+a81vpQkhf0XfueJI/WWh+rtV5J8okkLz34\n",
"IU617ea/m/VfDLu9x0+L7/dh2m7uU0o5muQHkrw3X9nukuHZbv6/K8kXkrytlPIHSZ5Ta60HPsLp\n",
"tu33f5IrSZ6T5BlZ//73C+NwPZrk1fnav1v83N1/rbnf9c/cfQ/LpZQfK6V8uv+/rKf4bY/MrrX+\n",
"fSnlUCnlv8SR2cPwrHxlzpPkyd4/z21ce6zv2tf8mbBnzfmvtV6ttf5tkpRS7kryDbXW3x3BGKdV\n",
"c+5LKd+a5BeT/GQE5f2y3d8935TkaJJ7sr5ocryU8rIwTNvNf7K+0txJ8r+SfKzW2v9a9qjW+pGs\n",
"/1P/Zn7u7rPW3A/yM3ffO8u11g8k+UD/c70js5/Ze/jMJP9v8+dtPjJ7n4c5Cx7PV+Y8Sa6rtX65\n",
"9/Fjm649M8k/HNTAZsR287/RK3xXku9I8iMHPLZpt93cvybrge23k3xLkq8vpfyfWuuvH/AYp9l2\n",
"8/+FrK9kPaRJAAABc0lEQVSu1SQppaxmfeXz9w92iFOtOf+llG/L+i+Kz0vyT0nuK6W8ptb6wMEP\n",
"c+b4uTtCu/2ZO6oaxsaR2cn2R2b/aa11yY1OQ/HUnJdSXpzkkb5rn0nynaWUbyylPD3r/xT04MEP\n",
"captN//JegXgSJJX9f3TEMPRnPta6z211hf0bv54Z5IzgvLQbfe9/2dJri+l/Jve45uzvsLJ8Gw3\n",
"/3NJnkxyuReg/ybrlQz2n5+7o7Wrn7kjOcHPkdkHr/cLyMYd0Uny+iTzSa6vtb6vlPLKrP9z9HVJ\n",
"PlBrPTWakU6n7eY/yZ/0/uv/pfFXaq2/daCDnFLX+t7ve93rkpRa688f/Cin1w7+7tn4ReVQkou1\n",
"1reOZqTTaQfz/9as31DfzfrP3zfVWreqDTCgUsq/yvov4kd7uzD4uXtAtpr7DPAz13HXAADQ4FAS\n",
"AABoEJYBAKBBWAYAgAZhGQAAGoRlAABoEJYBAKBBWAYAgAZhGQAAGv4/B1QrpSSbx+EAAAAASUVO\n",
"RK5CYII=\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x1180af0d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"res = results.to_dataframe()\n",
"\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(111)\n",
"ax.scatter(res['obj 0'], res['obj 1'])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As a small bonus, below I give a very simple example of how we can make the above plot a bit more interesting. This code relies on the mpld3 library. This library takes a normal matplotlib figure, turns it into json and than renders the json using the javascript D3 library. This allows for adding easy interactivity to a figure as demonstrated below. "
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"<style>\n",
"\n",
"table\n",
"{\n",
" border-collapse: collapse;\n",
"}\n",
"th\n",
"{\n",
" background-color: rgba(255,255,255,0.6);;;\n",
"}\n",
"td\n",
"{\n",
" background-color: rgba(255,255,255,0.6);;\n",
"}\n",
"table, th, td\n",
"{\n",
" font-family:Tahoma, Tahoma, sans-serif;\n",
" font-size: 16px;\n",
" border: 1px solid black;\n",
" text-align: right;\n",
"}\n",
"\n",
"</style>\n",
"\n",
"<div id=\"fig_el4615646951003046376541687\"></div>\n",
"<script>\n",
"function mpld3_load_lib(url, callback){\n",
" var s = document.createElement('script');\n",
" s.src = url;\n",
" s.async = true;\n",
" s.onreadystatechange = s.onload = callback;\n",
" s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
"}\n",
"\n",
"if(typeof(mpld3) !== \"undefined\" && mpld3._mpld3IsLoaded){\n",
" // already loaded: just create the figure\n",
" !function(mpld3){\n",
" \n",
" mpld3.register_plugin(\"htmltooltip\", HtmlTooltipPlugin);\n",
" HtmlTooltipPlugin.prototype = Object.create(mpld3.Plugin.prototype);\n",
" HtmlTooltipPlugin.prototype.constructor = HtmlTooltipPlugin;\n",
" HtmlTooltipPlugin.prototype.requiredProps = [\"id\"];\n",
" HtmlTooltipPlugin.prototype.defaultProps = {labels:null,\n",
" hoffset:0,\n",
" voffset:10};\n",
" function HtmlTooltipPlugin(fig, props){\n",
" mpld3.Plugin.call(this, fig, props);\n",
" };\n",
"\n",
" HtmlTooltipPlugin.prototype.draw = function(){\n",
" var obj = mpld3.get_element(this.props.id);\n",
" var labels = this.props.labels;\n",
" var tooltip = d3.select(\"body\").append(\"div\")\n",
" .attr(\"class\", \"mpld3-tooltip\")\n",
" .style(\"position\", \"absolute\")\n",
" .style(\"z-index\", \"10\")\n",
" .style(\"visibility\", \"hidden\");\n",
"\n",
" obj.elements()\n",
" .on(\"mouseover\", function(d, i){\n",
" tooltip.html(labels[i])\n",
" .style(\"visibility\", \"visible\");})\n",
" .on(\"mousemove\", function(d, i){\n",
" tooltip\n",
" .style(\"top\", d3.event.pageY + this.props.voffset + \"px\")\n",
" .style(\"left\",d3.event.pageX + this.props.hoffset + \"px\");\n",
" }.bind(this))\n",
" .on(\"mouseout\", function(d, i){\n",
" tooltip.style(\"visibility\", \"hidden\");});\n",
" };\n",
" \n",
" mpld3.draw_figure(\"fig_el4615646951003046376541687\", {\"axes\": [{\"xlim\": [-0.20000000000000001, 1.2000000000000002], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"frame_on\": true, \"texts\": [], \"axison\": true, \"zoomable\": true, \"images\": [], \"xdomain\": [-0.20000000000000001, 1.2000000000000002], \"ylim\": [-0.20000000000000001, 1.2000000000000002], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#CCCCCC\", \"alpha\": 1.0, \"dasharray\": \"none\", \"gridOn\": true}, \"visible\": true, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 9, \"tickvalues\": null}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#CCCCCC\", \"alpha\": 1.0, \"dasharray\": \"none\", \"gridOn\": true}, \"visible\": true, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 9, \"tickvalues\": null}], \"lines\": [], \"markers\": [], \"id\": \"el461564693127568\", \"patch_visible\": true, \"ydomain\": [-0.20000000000000001, 1.2000000000000002], \"collections\": [{\"paths\": [[[[0.0, -0.5], [0.13260155, -0.5], [0.25978993539242673, -0.44731684579412084], [0.3535533905932738, -0.3535533905932738], [0.44731684579412084, -0.25978993539242673], [0.5, -0.13260155], [0.5, 0.0], [0.5, 0.13260155], [0.44731684579412084, 0.25978993539242673], [0.3535533905932738, 0.3535533905932738], [0.25978993539242673, 0.44731684579412084], [0.13260155, 0.5], [0.0, 0.5], [-0.13260155, 0.5], [-0.25978993539242673, 0.44731684579412084], [-0.3535533905932738, 0.3535533905932738], [-0.44731684579412084, 0.25978993539242673], [-0.5, 0.13260155], [-0.5, 0.0], [-0.5, -0.13260155], [-0.44731684579412084, -0.25978993539242673], [-0.3535533905932738, -0.3535533905932738], [-0.25978993539242673, -0.44731684579412084], [-0.13260155, -0.5], [0.0, -0.5]], [\"M\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"Z\"]]], \"edgecolors\": [\"#000000\"], \"edgewidths\": [0.3], \"offsets\": \"data01\", \"yindex\": 1, \"id\": \"el461564707306384\", \"pathtransforms\": [[4.969039949999533, 0.0, 0.0, 4.969039949999533, 0.0, 0.0]], \"pathcoordinates\": \"display\", \"offsetcoordinates\": \"data\", \"zorder\": 1, \"xindex\": 0, \"alphas\": [null], \"facecolors\": [\"#0000FF\"]}], \"xscale\": \"linear\", \"bbox\": [0.125, 0.125, 0.77500000000000002, 0.77500000000000002]}], \"height\": 640.0, \"width\": 960.0, \"plugins\": [{\"type\": \"reset\"}, {\"enabled\": false, \"button\": true, \"type\": \"zoom\"}, {\"enabled\": false, \"button\": true, \"type\": \"boxzoom\"}, {\"voffset\": 10, \"labels\": [\"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>0</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.35</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>1</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.87</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.48</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>2</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.78</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>3</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.45</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>4</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.71</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>5</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.62</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>6</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.90</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>7</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.58</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>8</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.46</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>9</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.22</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.48</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>10</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.40</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>11</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.68</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>12</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.09</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>13</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.54</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>14</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.76</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>15</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.48</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>16</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.38</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>17</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.74</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>18</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.47</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>19</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.63</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>20</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.16</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>21</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.39</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>22</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.53</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>23</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>24</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.67</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>25</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.59</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>26</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.66</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>27</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.57</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>28</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.42</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.51</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>29</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.24</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.51</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>30</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.44</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>31</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.26</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>32</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.03</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>33</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.32</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>34</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.79</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>35</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.55</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.48</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>36</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.29</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>37</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.61</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>38</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.65</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>39</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.43</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>40</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.97</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>41</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.82</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>42</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.70</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>43</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>44</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.34</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>45</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.27</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.48</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>46</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.73</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>47</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.84</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>48</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.56</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>49</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.00</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>50</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.33</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>51</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.41</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>52</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.21</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>53</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.18</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.51</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>54</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.13</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>55</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>56</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>57</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.60</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>58</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.30</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>59</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.37</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>60</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>1.00</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\"], \"type\": \"htmltooltip\", \"id\": \"el461564707306384\", \"hoffset\": 10}], \"data\": {\"data01\": [[0.849501108019038, 0.5285517823176872], [0.20532447441111593, 0.9796534968253923], [0.34524149127211834, 0.9394328933357101], [0.7567957835278906, 0.6543470111313382], [0.4372500951389206, 0.8997841482551295], [0.5588496118186456, 0.8299340600084915], [0.15521460873872733, 0.9890370939776673], [0.6158892800057935, 0.7883453077591832], [0.746516778917919, 0.6661467018249726], [0.9398994816874339, 0.3442514759506264], [0.8090917148599115, 0.5888076688348071], [0.47577928244869794, 0.8799429929765237], [0.9899548334848085, 0.14795137165983738], [0.6653587052096319, 0.7471441023779166], [0.36981983177161937, 0.9295696132943394], [0.7275629712995952, 0.6865539671668884], [0.8296216154417092, 0.5591233496023162], [0.3932597560242374, 0.919871345685323], [0.7364888880499108, 0.6771548918796902], [0.5458643542332934, 0.8384358600287091], [0.9695631731954073, 0.2480846474579909], [0.8182278326467429, 0.5754928891994302], [0.6760811471342925, 0.7374201327643939], [0.7170919865511299, 0.6973070430298306], [0.4967193215821593, 0.8683363313980804], [0.6059888510892191, 0.7959754765775297], [0.5155186290074117, 0.8573356836883611], [0.6269291844049969, 0.7795280188761172], [0.7879362540067012, 0.6165899767568416], [0.9281275368578824, 0.37430523069515986], [0.7696301227550383, 0.6393171757730605], [0.9192212547057828, 0.3948949355925275], [0.9992668336132338, 0.04386142582536101], [0.8799378020561303, 0.4757879953182324], [0.3227374344718425, 0.9474896045063441], [0.6550778192089637, 0.7564012039997183], [0.8999994722780148, 0.43693769318827663], [0.5760794985730858, 0.8176864710417524], [0.5279546423143638, 0.8498543461620032], [0.7790708265697786, 0.6273654530256315], [0.04750426311119265, 0.9994680704697969], [0.28622523604985983, 0.9592200954423944], [0.4579509111483976, 0.8893560450426011], [0.6981371584142592, 0.7164071943356194], [0.8571196604588021, 0.5158065182151443], [0.9094668079875088, 0.41726546056262465], [0.4179697966260668, 0.9089201702740793], [0.2526204403083437, 0.9679518219569663], [0.6392381957877351, 0.7697791007816999], [1.0004841943703888, 0.0], [0.8682682285406635, 0.49686096437196886], [0.7967738470802124, 0.6051892770779005], [0.9486897467422772, 0.3176597590073539], [0.9597720993853043, 0.28344352228157965], [0.9793396380077305, 0.2046874582167462], [0.7061969620880362, 0.7085014938637403], [0.6867911544019423, 0.7273821308301538], [0.5873457176550784, 0.8096730347513281], [0.8896515733392367, 0.45764703293872144], [0.8385344164820432, 0.5455735180877996], [6.127144822327667e-17, 1.0006386864512484]]}, \"id\": \"el461564695100304\"});\n",
" }(mpld3);\n",
"}else if(typeof define === \"function\" && define.amd){\n",
" // require.js is available: use it to load d3/mpld3\n",
" require.config({paths: {d3: \"https://mpld3.github.io/js/d3.v3.min\"}});\n",
" require([\"d3\"], function(d3){\n",
" window.d3 = d3;\n",
" mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.3git.js\", function(){\n",
" \n",
" mpld3.register_plugin(\"htmltooltip\", HtmlTooltipPlugin);\n",
" HtmlTooltipPlugin.prototype = Object.create(mpld3.Plugin.prototype);\n",
" HtmlTooltipPlugin.prototype.constructor = HtmlTooltipPlugin;\n",
" HtmlTooltipPlugin.prototype.requiredProps = [\"id\"];\n",
" HtmlTooltipPlugin.prototype.defaultProps = {labels:null,\n",
" hoffset:0,\n",
" voffset:10};\n",
" function HtmlTooltipPlugin(fig, props){\n",
" mpld3.Plugin.call(this, fig, props);\n",
" };\n",
"\n",
" HtmlTooltipPlugin.prototype.draw = function(){\n",
" var obj = mpld3.get_element(this.props.id);\n",
" var labels = this.props.labels;\n",
" var tooltip = d3.select(\"body\").append(\"div\")\n",
" .attr(\"class\", \"mpld3-tooltip\")\n",
" .style(\"position\", \"absolute\")\n",
" .style(\"z-index\", \"10\")\n",
" .style(\"visibility\", \"hidden\");\n",
"\n",
" obj.elements()\n",
" .on(\"mouseover\", function(d, i){\n",
" tooltip.html(labels[i])\n",
" .style(\"visibility\", \"visible\");})\n",
" .on(\"mousemove\", function(d, i){\n",
" tooltip\n",
" .style(\"top\", d3.event.pageY + this.props.voffset + \"px\")\n",
" .style(\"left\",d3.event.pageX + this.props.hoffset + \"px\");\n",
" }.bind(this))\n",
" .on(\"mouseout\", function(d, i){\n",
" tooltip.style(\"visibility\", \"hidden\");});\n",
" };\n",
" \n",
" mpld3.draw_figure(\"fig_el4615646951003046376541687\", {\"axes\": [{\"xlim\": [-0.20000000000000001, 1.2000000000000002], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"frame_on\": true, \"texts\": [], \"axison\": true, \"zoomable\": true, \"images\": [], \"xdomain\": [-0.20000000000000001, 1.2000000000000002], \"ylim\": [-0.20000000000000001, 1.2000000000000002], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#CCCCCC\", \"alpha\": 1.0, \"dasharray\": \"none\", \"gridOn\": true}, \"visible\": true, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 9, \"tickvalues\": null}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#CCCCCC\", \"alpha\": 1.0, \"dasharray\": \"none\", \"gridOn\": true}, \"visible\": true, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 9, \"tickvalues\": null}], \"lines\": [], \"markers\": [], \"id\": \"el461564693127568\", \"patch_visible\": true, \"ydomain\": [-0.20000000000000001, 1.2000000000000002], \"collections\": [{\"paths\": [[[[0.0, -0.5], [0.13260155, -0.5], [0.25978993539242673, -0.44731684579412084], [0.3535533905932738, -0.3535533905932738], [0.44731684579412084, -0.25978993539242673], [0.5, -0.13260155], [0.5, 0.0], [0.5, 0.13260155], [0.44731684579412084, 0.25978993539242673], [0.3535533905932738, 0.3535533905932738], [0.25978993539242673, 0.44731684579412084], [0.13260155, 0.5], [0.0, 0.5], [-0.13260155, 0.5], [-0.25978993539242673, 0.44731684579412084], [-0.3535533905932738, 0.3535533905932738], [-0.44731684579412084, 0.25978993539242673], [-0.5, 0.13260155], [-0.5, 0.0], [-0.5, -0.13260155], [-0.44731684579412084, -0.25978993539242673], [-0.3535533905932738, -0.3535533905932738], [-0.25978993539242673, -0.44731684579412084], [-0.13260155, -0.5], [0.0, -0.5]], [\"M\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"Z\"]]], \"edgecolors\": [\"#000000\"], \"edgewidths\": [0.3], \"offsets\": \"data01\", \"yindex\": 1, \"id\": \"el461564707306384\", \"pathtransforms\": [[4.969039949999533, 0.0, 0.0, 4.969039949999533, 0.0, 0.0]], \"pathcoordinates\": \"display\", \"offsetcoordinates\": \"data\", \"zorder\": 1, \"xindex\": 0, \"alphas\": [null], \"facecolors\": [\"#0000FF\"]}], \"xscale\": \"linear\", \"bbox\": [0.125, 0.125, 0.77500000000000002, 0.77500000000000002]}], \"height\": 640.0, \"width\": 960.0, \"plugins\": [{\"type\": \"reset\"}, {\"enabled\": false, \"button\": true, \"type\": \"zoom\"}, {\"enabled\": false, \"button\": true, \"type\": \"boxzoom\"}, {\"voffset\": 10, \"labels\": [\"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>0</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.35</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>1</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.87</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.48</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>2</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.78</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>3</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.45</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>4</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.71</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>5</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.62</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>6</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.90</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>7</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.58</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>8</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.46</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>9</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.22</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.48</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>10</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.40</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>11</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.68</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>12</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.09</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>13</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.54</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>14</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.76</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>15</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.48</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>16</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.38</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>17</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.74</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>18</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.47</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>19</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.63</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>20</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.16</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>21</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.39</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>22</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.53</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>23</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>24</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.67</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>25</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.59</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>26</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.66</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>27</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.57</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>28</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.42</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.51</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>29</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.24</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.51</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>30</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.44</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>31</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.26</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>32</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.03</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>33</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.32</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>34</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.79</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>35</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.55</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.48</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>36</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.29</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>37</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.61</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>38</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.65</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>39</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.43</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>40</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.97</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>41</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.82</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>42</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.70</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>43</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>44</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.34</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>45</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.27</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.48</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>46</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.73</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>47</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.84</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>48</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.56</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>49</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.00</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>50</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.33</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>51</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.41</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>52</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.21</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>53</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.18</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.51</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>54</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.13</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>55</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>56</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>57</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.60</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>58</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.30</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>59</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.37</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>60</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>1.00</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\"], \"type\": \"htmltooltip\", \"id\": \"el461564707306384\", \"hoffset\": 10}], \"data\": {\"data01\": [[0.849501108019038, 0.5285517823176872], [0.20532447441111593, 0.9796534968253923], [0.34524149127211834, 0.9394328933357101], [0.7567957835278906, 0.6543470111313382], [0.4372500951389206, 0.8997841482551295], [0.5588496118186456, 0.8299340600084915], [0.15521460873872733, 0.9890370939776673], [0.6158892800057935, 0.7883453077591832], [0.746516778917919, 0.6661467018249726], [0.9398994816874339, 0.3442514759506264], [0.8090917148599115, 0.5888076688348071], [0.47577928244869794, 0.8799429929765237], [0.9899548334848085, 0.14795137165983738], [0.6653587052096319, 0.7471441023779166], [0.36981983177161937, 0.9295696132943394], [0.7275629712995952, 0.6865539671668884], [0.8296216154417092, 0.5591233496023162], [0.3932597560242374, 0.919871345685323], [0.7364888880499108, 0.6771548918796902], [0.5458643542332934, 0.8384358600287091], [0.9695631731954073, 0.2480846474579909], [0.8182278326467429, 0.5754928891994302], [0.6760811471342925, 0.7374201327643939], [0.7170919865511299, 0.6973070430298306], [0.4967193215821593, 0.8683363313980804], [0.6059888510892191, 0.7959754765775297], [0.5155186290074117, 0.8573356836883611], [0.6269291844049969, 0.7795280188761172], [0.7879362540067012, 0.6165899767568416], [0.9281275368578824, 0.37430523069515986], [0.7696301227550383, 0.6393171757730605], [0.9192212547057828, 0.3948949355925275], [0.9992668336132338, 0.04386142582536101], [0.8799378020561303, 0.4757879953182324], [0.3227374344718425, 0.9474896045063441], [0.6550778192089637, 0.7564012039997183], [0.8999994722780148, 0.43693769318827663], [0.5760794985730858, 0.8176864710417524], [0.5279546423143638, 0.8498543461620032], [0.7790708265697786, 0.6273654530256315], [0.04750426311119265, 0.9994680704697969], [0.28622523604985983, 0.9592200954423944], [0.4579509111483976, 0.8893560450426011], [0.6981371584142592, 0.7164071943356194], [0.8571196604588021, 0.5158065182151443], [0.9094668079875088, 0.41726546056262465], [0.4179697966260668, 0.9089201702740793], [0.2526204403083437, 0.9679518219569663], [0.6392381957877351, 0.7697791007816999], [1.0004841943703888, 0.0], [0.8682682285406635, 0.49686096437196886], [0.7967738470802124, 0.6051892770779005], [0.9486897467422772, 0.3176597590073539], [0.9597720993853043, 0.28344352228157965], [0.9793396380077305, 0.2046874582167462], [0.7061969620880362, 0.7085014938637403], [0.6867911544019423, 0.7273821308301538], [0.5873457176550784, 0.8096730347513281], [0.8896515733392367, 0.45764703293872144], [0.8385344164820432, 0.5455735180877996], [6.127144822327667e-17, 1.0006386864512484]]}, \"id\": \"el461564695100304\"});\n",
" });\n",
" });\n",
"}else{\n",
" // require.js not available: dynamically load d3 & mpld3\n",
" mpld3_load_lib(\"https://mpld3.github.io/js/d3.v3.min.js\", function(){\n",
" mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.3git.js\", function(){\n",
" \n",
" mpld3.register_plugin(\"htmltooltip\", HtmlTooltipPlugin);\n",
" HtmlTooltipPlugin.prototype = Object.create(mpld3.Plugin.prototype);\n",
" HtmlTooltipPlugin.prototype.constructor = HtmlTooltipPlugin;\n",
" HtmlTooltipPlugin.prototype.requiredProps = [\"id\"];\n",
" HtmlTooltipPlugin.prototype.defaultProps = {labels:null,\n",
" hoffset:0,\n",
" voffset:10};\n",
" function HtmlTooltipPlugin(fig, props){\n",
" mpld3.Plugin.call(this, fig, props);\n",
" };\n",
"\n",
" HtmlTooltipPlugin.prototype.draw = function(){\n",
" var obj = mpld3.get_element(this.props.id);\n",
" var labels = this.props.labels;\n",
" var tooltip = d3.select(\"body\").append(\"div\")\n",
" .attr(\"class\", \"mpld3-tooltip\")\n",
" .style(\"position\", \"absolute\")\n",
" .style(\"z-index\", \"10\")\n",
" .style(\"visibility\", \"hidden\");\n",
"\n",
" obj.elements()\n",
" .on(\"mouseover\", function(d, i){\n",
" tooltip.html(labels[i])\n",
" .style(\"visibility\", \"visible\");})\n",
" .on(\"mousemove\", function(d, i){\n",
" tooltip\n",
" .style(\"top\", d3.event.pageY + this.props.voffset + \"px\")\n",
" .style(\"left\",d3.event.pageX + this.props.hoffset + \"px\");\n",
" }.bind(this))\n",
" .on(\"mouseout\", function(d, i){\n",
" tooltip.style(\"visibility\", \"hidden\");});\n",
" };\n",
" \n",
" mpld3.draw_figure(\"fig_el4615646951003046376541687\", {\"axes\": [{\"xlim\": [-0.20000000000000001, 1.2000000000000002], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"frame_on\": true, \"texts\": [], \"axison\": true, \"zoomable\": true, \"images\": [], \"xdomain\": [-0.20000000000000001, 1.2000000000000002], \"ylim\": [-0.20000000000000001, 1.2000000000000002], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#CCCCCC\", \"alpha\": 1.0, \"dasharray\": \"none\", \"gridOn\": true}, \"visible\": true, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 9, \"tickvalues\": null}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#CCCCCC\", \"alpha\": 1.0, \"dasharray\": \"none\", \"gridOn\": true}, \"visible\": true, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 9, \"tickvalues\": null}], \"lines\": [], \"markers\": [], \"id\": \"el461564693127568\", \"patch_visible\": true, \"ydomain\": [-0.20000000000000001, 1.2000000000000002], \"collections\": [{\"paths\": [[[[0.0, -0.5], [0.13260155, -0.5], [0.25978993539242673, -0.44731684579412084], [0.3535533905932738, -0.3535533905932738], [0.44731684579412084, -0.25978993539242673], [0.5, -0.13260155], [0.5, 0.0], [0.5, 0.13260155], [0.44731684579412084, 0.25978993539242673], [0.3535533905932738, 0.3535533905932738], [0.25978993539242673, 0.44731684579412084], [0.13260155, 0.5], [0.0, 0.5], [-0.13260155, 0.5], [-0.25978993539242673, 0.44731684579412084], [-0.3535533905932738, 0.3535533905932738], [-0.44731684579412084, 0.25978993539242673], [-0.5, 0.13260155], [-0.5, 0.0], [-0.5, -0.13260155], [-0.44731684579412084, -0.25978993539242673], [-0.3535533905932738, -0.3535533905932738], [-0.25978993539242673, -0.44731684579412084], [-0.13260155, -0.5], [0.0, -0.5]], [\"M\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"Z\"]]], \"edgecolors\": [\"#000000\"], \"edgewidths\": [0.3], \"offsets\": \"data01\", \"yindex\": 1, \"id\": \"el461564707306384\", \"pathtransforms\": [[4.969039949999533, 0.0, 0.0, 4.969039949999533, 0.0, 0.0]], \"pathcoordinates\": \"display\", \"offsetcoordinates\": \"data\", \"zorder\": 1, \"xindex\": 0, \"alphas\": [null], \"facecolors\": [\"#0000FF\"]}], \"xscale\": \"linear\", \"bbox\": [0.125, 0.125, 0.77500000000000002, 0.77500000000000002]}], \"height\": 640.0, \"width\": 960.0, \"plugins\": [{\"type\": \"reset\"}, {\"enabled\": false, \"button\": true, \"type\": \"zoom\"}, {\"enabled\": false, \"button\": true, \"type\": \"boxzoom\"}, {\"voffset\": 10, \"labels\": [\"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>0</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.35</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>1</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.87</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.48</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>2</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.78</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>3</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.45</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>4</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.71</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>5</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.62</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>6</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.90</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>7</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.58</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>8</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.46</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>9</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.22</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.48</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>10</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.40</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>11</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.68</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>12</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.09</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>13</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.54</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>14</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.76</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>15</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.48</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>16</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.38</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>17</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.74</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>18</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.47</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>19</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.63</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>20</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.16</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>21</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.39</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>22</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.53</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>23</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>24</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.67</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>25</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.59</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>26</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.66</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>27</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.57</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>28</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.42</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.51</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>29</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.24</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.51</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>30</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.44</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>31</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.26</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>32</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.03</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>33</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.32</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>34</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.79</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>35</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.55</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.48</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>36</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.29</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>37</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.61</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>38</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.65</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>39</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.43</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>40</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.97</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>41</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.82</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>42</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.70</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>43</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>44</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.34</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>45</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.27</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.48</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>46</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.73</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>47</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.84</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>48</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.56</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>49</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.00</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>50</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.33</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>51</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.41</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>52</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.21</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>53</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.18</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.51</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>54</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.13</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>55</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>56</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.52</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>57</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.60</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>58</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.30</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>59</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>0.37</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.50</td>\\n </tr>\\n </tbody>\\n</table>\", \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n <thead>\\n <tr style=\\\"text-align: right;\\\">\\n <th></th>\\n <th>60</th>\\n </tr>\\n </thead>\\n <tbody>\\n <tr>\\n <th>var 0</th>\\n <td>1.00</td>\\n </tr>\\n <tr>\\n <th>var 1</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 2</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 3</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 4</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 5</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 6</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 7</th>\\n <td>0.50</td>\\n </tr>\\n <tr>\\n <th>var 8</th>\\n <td>0.51</td>\\n </tr>\\n <tr>\\n <th>var 9</th>\\n <td>0.49</td>\\n </tr>\\n <tr>\\n <th>var 10</th>\\n <td>0.49</td>\\n </tr>\\n </tbody>\\n</table>\"], \"type\": \"htmltooltip\", \"id\": \"el461564707306384\", \"hoffset\": 10}], \"data\": {\"data01\": [[0.849501108019038, 0.5285517823176872], [0.20532447441111593, 0.9796534968253923], [0.34524149127211834, 0.9394328933357101], [0.7567957835278906, 0.6543470111313382], [0.4372500951389206, 0.8997841482551295], [0.5588496118186456, 0.8299340600084915], [0.15521460873872733, 0.9890370939776673], [0.6158892800057935, 0.7883453077591832], [0.746516778917919, 0.6661467018249726], [0.9398994816874339, 0.3442514759506264], [0.8090917148599115, 0.5888076688348071], [0.47577928244869794, 0.8799429929765237], [0.9899548334848085, 0.14795137165983738], [0.6653587052096319, 0.7471441023779166], [0.36981983177161937, 0.9295696132943394], [0.7275629712995952, 0.6865539671668884], [0.8296216154417092, 0.5591233496023162], [0.3932597560242374, 0.919871345685323], [0.7364888880499108, 0.6771548918796902], [0.5458643542332934, 0.8384358600287091], [0.9695631731954073, 0.2480846474579909], [0.8182278326467429, 0.5754928891994302], [0.6760811471342925, 0.7374201327643939], [0.7170919865511299, 0.6973070430298306], [0.4967193215821593, 0.8683363313980804], [0.6059888510892191, 0.7959754765775297], [0.5155186290074117, 0.8573356836883611], [0.6269291844049969, 0.7795280188761172], [0.7879362540067012, 0.6165899767568416], [0.9281275368578824, 0.37430523069515986], [0.7696301227550383, 0.6393171757730605], [0.9192212547057828, 0.3948949355925275], [0.9992668336132338, 0.04386142582536101], [0.8799378020561303, 0.4757879953182324], [0.3227374344718425, 0.9474896045063441], [0.6550778192089637, 0.7564012039997183], [0.8999994722780148, 0.43693769318827663], [0.5760794985730858, 0.8176864710417524], [0.5279546423143638, 0.8498543461620032], [0.7790708265697786, 0.6273654530256315], [0.04750426311119265, 0.9994680704697969], [0.28622523604985983, 0.9592200954423944], [0.4579509111483976, 0.8893560450426011], [0.6981371584142592, 0.7164071943356194], [0.8571196604588021, 0.5158065182151443], [0.9094668079875088, 0.41726546056262465], [0.4179697966260668, 0.9089201702740793], [0.2526204403083437, 0.9679518219569663], [0.6392381957877351, 0.7697791007816999], [1.0004841943703888, 0.0], [0.8682682285406635, 0.49686096437196886], [0.7967738470802124, 0.6051892770779005], [0.9486897467422772, 0.3176597590073539], [0.9597720993853043, 0.28344352228157965], [0.9793396380077305, 0.2046874582167462], [0.7061969620880362, 0.7085014938637403], [0.6867911544019423, 0.7273821308301538], [0.5873457176550784, 0.8096730347513281], [0.8896515733392367, 0.45764703293872144], [0.8385344164820432, 0.5455735180877996], [6.127144822327667e-17, 1.0006386864512484]]}, \"id\": \"el461564695100304\"});\n",
" })\n",
" });\n",
"}\n",
"</script>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import mpld3\n",
"\n",
"css = \"\"\"\n",
"table\n",
"{\n",
" border-collapse: collapse;\n",
"}\n",
"th\n",
"{\n",
" background-color: rgba(255,255,255,0.6);;;\n",
"}\n",
"td\n",
"{\n",
" background-color: rgba(255,255,255,0.6);;\n",
"}\n",
"table, th, td\n",
"{\n",
" font-family:Tahoma, Tahoma, sans-serif;\n",
" font-size: 16px;\n",
" border: 1px solid black;\n",
" text-align: right;\n",
"}\n",
"\"\"\" \n",
"\n",
"frmt = lambda x: '{:.2f}'.format( x )\n",
"cols = ['var {}'.format(i) for i in range(11)]\n",
"\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(111)\n",
"points = ax.scatter(res['obj 0'], res['obj 1'])\n",
"\n",
"labels = []\n",
"for i in range(len(res.index)):\n",
" label = res.ix[[i], cols].T\n",
" # .to_html() is unicode; so make leading 'u' go away with str()\n",
" labels.append(str(label.to_html(float_format=frmt))) \n",
"\n",
"tooltip = mpld3.plugins.PointHTMLTooltip(points, labels, voffset=10, \n",
" hoffset=10, css=css) \n",
"mpld3.plugins.connect(fig, tooltip) \n",
"mpld3.display()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment