Facebook V @ Kaggle – Scores vs Attempts

fbv-att-vs-sc-private.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from ggplot import *\n",
    "import matplotlib as mpl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = pd.read_csv('facebookv-att-vs-score-private.csv').head(1500)\n",
    "max_err_score = max(data['score'])\n",
    "data['score_delta'] = [max_err_score - x for x in data['score']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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l+vXXX9WzZ0+lp6dr06ZNCg8P15AhQ7Ro0SJn8L/q0qVLWrp0qUvAv9b8+fPz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4Hg4GCPkr74+HidO3dOBw4csPf7z8zM1Llz5zweLIQBYK4tX19f1apVS7t3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\nM/B4HgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6b1d5325d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (8756126840937)>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(aes(x='score_delta', y='attempts'), data=data) \\\n",
    "    + geom_point() + themes.theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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UAna7XXa73eo2LJOZmWl1CwAAAEYj/AOAha5evarnnntOJUuWVPHixdW3b18l\nJCRY3VaB+fXXX9W2bVv5+PgoLCxMb731ltUtAQAAGIlr/gHAQiNHjtS//vUvx+vZs2crISFBy5Yt\ns7CrgpGWlqZ27drp8OHDkqRTp07phRdeUHBwsJ544glrmwMAADAMR/4BGGPNmjUaPXq0pk+frosX\nL7q1jYsXL2rGjBkaNWqUVq9enccdOrPb7frkk09c6t9++61OnDiRr/suDFatWuUI/jf6+OOPLegG\nAADAbBz5B2CEYcOGafr06Y7XEydO1KZNm1SpUqUcb+Po0aO6//77dfToUcc2hg4dqhkzZuR5v9K1\n69xTU1Nd6na7XVevXs2XfRYm2Y0xOTm5gDsBAAAwH0f+AXi8vXv3OgV/STp27JgmTJiQq+1MnDjR\nEfyve++997R79+7b7jEr3t7eeuSRR1zqjRs3VtWqVfNln7crMzNTiYmJebKtNm3aqHTp0i71Xr16\n5cn2AQAA8H8I/wA83g8//JBlfdu2bbnaTnbr53Y7uTF9+nS1a9fO8bpRo0b68ssv821/t+P9999X\nRESESpYsqYYNG2rDhg23tb2AgAAtXrxYVapUkST5+vpq0KBBGj58eB50CwAAgBtx2j8Aj1enTp1c\n1W+2nayCfm63kxtBQUFasWKFjh07ptTUVEVGRubbvm7Ht99+q6FDhzpe//jjj+rYsaPi4uJUrlw5\nt7fbqlUrHTx4UPv371e5cuUUHBycF+0CAADgDzjyD8DjNW7c2OX0+VKlSmnUqFG52s6LL77ochp6\nTEyMmjVrdts93kpEREShDf6S9Nlnn7nUkpKS9PXXX9/2tr28vBQVFUXwBwAAyEcc+QdghC+//FKz\nZ8/WqlWrVLFiRQ0ZMsRxOnlORUVF6ccff9T777+vI0eOKDo6Wn379s2fhj1Menp6lvWMjIwC7gQA\nAADusNntdrvVTcBsiYmJCgwMtLoN5ABz5RmsmKcFCxaoe/fuTjU/Pz/FxcWpQoUKBdqLJ+Ez5TlM\nnCvG5BlMHJNk7rhMwzwVLZz2DwC4pUceeUSvv/66SpYsKUmqXLmyFixYQPAHAADwEIR/AECOjB49\nWqdOndKhQ4cUFxenTp06Wd0SAAAAcohr/gEAOebv76/KlStb3QYAAAByiSP/AAAAAAAYjvAPAAAA\nAIDhCP8AAAAAABiO8A8AAAAAgOEI/wAAAAAAGI7wDwAAAACA4Qj/AAAAAAAYjvAPAAAAAIDhCP8A\nAAAAABg2PglsAAAgAElEQVSO8A8AAAAAgOEI/wAAAAAAGI7wDwCw3Llz57R161YlJiZa3QoAAICR\nCP8AAEu99NJLCg8PV9OmTRUeHq733nvP6pYAAACMQ/gHAFhm8eLFmjBhgq5evSpJSkxM1NNPP62f\nfvrJ4s4AAADMQvgHYLSLFy9q7NixatOmjYYOHar9+/ff8j2//vqrnnzySbVp00bjxo3TxYsXC6BT\nz3HkyBENHz5cbdq00ejRo3X69Gm3t7Vw4UKXmt1uz7IOAAAA9/lY3QAA5Je0tDS1bt1aO3fulCSt\nXr1ac+fO1bZt21SjRo0s37N//341adJEly5dcrxnyZIl+v777+Xjw6/MkydPqkmTJoqPj5d07efz\n9ddfa8eOHQoMDMz19gICArKsu7MtAAAAZI8j/wCM9c033ziC/3UXL17U1KlTs33PlClTHMH/uh07\ndmjp0qX50qOn+eCDDxzB/7oDBw5ozpw5bm1v4MCBLl+qBAYGqnfv3m73CAAAAFeEfwDGOnjwYK7q\nkhQXF5fr9xQlef3zufvuu7VkyRLdfffdKl68uFq1aqVVq1YpLCzsdtoEAADAHxD+ARirZcuWuapL\nUosWLXL9nqIkP34+HTt21Pbt25WcnKx169apadOmbm8LAAAAWSP8AzBW06ZN9dRTTznVGjdurGHD\nhmX7nmeeeUaNGjVyqg0bNkyNGzfOlx49zZ///GdFR0c71Xr27KmOHTta1BEAAABywma32+1WNwGz\nJSYmcvMuD2HqXG3btk0bN25U9erV1bFjR3l7e990/YyMDC1btkwHDx5UixYtXL4MsJrV82S327Vq\n1Srt3btXjRo1yvZsAFg/V8g5E+eKMXkGE8ckmTsu0zBPRQvhH/mOXyqeg7nyDNfnKTU1VRs2bJCf\nn5/uv/9+2Ww2q1vDH/CZ8hwmzhVj8gwmjkkyd1ymYZ6KFk77BwAPtHXrVlWpUkXR0dFq0aKF7rzz\nTh0+fNjqtgAAAFBIEf4BwMPY7Xb17dtXJ0+edNR+/vnnm97LAAAAAEUb4R8APMyBAwf022+/udSX\nL1+uzMxMCzoCAABAYZdn1/ynpKTo0KFDqlGjxi1vpoXsJSYmWt0CgELuzJkzqlmzpjIyMpzqwcHB\n+v333y3qCgAAoHDgPgZZ83HnTdOmTdOFCxc0ZswYSdL27dvVvn17nT9/XlWqVNG6detUsWLFPG20\nqDDxP1RuJOI5mCvP0atXL82ePdup9tBDD2ndunWKjo6Wv7+/RZ3hRnymPIeJc8WYPIOJY5LMHZdp\nmKeixa3T/j/++GOVLl3a8frvf/+7goKCNGXKFNntdr322mt51iAAwNUnn3yil156SdWrV1eNGjUU\nHBysmTNnqnPnzqpYsaI2b95sdYsAAAAoRNwK/0eOHFFUVJSka98WrV+/Xm+88YaeeeYZjR07VrGx\nsXnaJADAmZ+fn1577TX99ttvqly5ss6dO+dYdu7cOf3lL38RT3IFAADAdW6F/9TUVPn6+kqStmzZ\noszMTEVHR0uSqlSpolOnTuVdhwCAbKWlpWnNmjUu9QMHDujAgQMWdAQAAIDCyK3wX7FiRW3YsEGS\ntGTJEjVs2FAlS5aUdO1GVNf/DQDIXz4+PgoODnap+/r6KigoyIKOAAAAUBi5Ff779u2rcePG6Z57\n7tEHH3ygvn37Opb98MMPqlmzZp41CAAF4dy5c5o9e7aWLVum9PR0q9vJMZvNpr/97W8u9SeeeCLL\nLwUKgwsXLmju3LlasmSJUlNTrW4HAACgSHDrbv8vvfSSfHx8tHnzZnXt2lXPPPOMY9mePXvUrVu3\nPGsQAPLbwoUL1bdvXyUnJ0uSqlevrtWrV6ty5coWd5YzL774ooKCgvTJJ5/o6tWr6tmzp0aMGGF1\nW1lauXKlunfvrqSkJEnXziRbtWqVatWqZXFnAAAAZrPZuSMU8hmPEPEcRXGukpOTFR4eroSEBKf6\no48+qq+++sqirm7OU+cpPT1dlStX1okTJ5zq7du317fffmtRV/nLU+eqKDJxrhiTZzBxTJK54zIN\n81S0uHXaf2RkpH788ccsl+3Zs0eRkZG31RQAFJTt27e7BH9JWrVq1S3fa7fbNWXKFNWtW1fVq1fX\nSy+9pJSUlPxo0wi//PKLS/CXcvazBgAAwO1x67T/Q4cO6erVq1kuS0lJ0eHDh2+rKQAoKBUqVJDN\nZnN5LF5ERMQt3zt+/Hi98sorjtcTJkzQkSNHNGvWrDzv0wTly5eXj4+Pyz0VcvKzBgAAwO1x68i/\ndO0mU1k5ePAgp44A8BiRkZHq0aOHS/3vf/97tu+5fPmy5s6dq0mTJrksmzt3rs6cOZOnPZoiJCRE\n/fr1c6nf7GcNAACAvJHjI/8zZ87UzJkzHa+HDh3q8ki/5ORk/fjjj2rVqlXedQgA+WzWrFlq2LCh\nFi9erFKlSunpp59Wly5dslx39+7dio6O1unTp7NcnpGRoYSEBJUrVy4/W/ZYM2bMUFRUlL7++mvd\ncccdGjx4sHr27Gl1WwAAAMbLcfi/cuWK42iWzWbThQsXXE799/PzU8+ePTV27Ni87RIA8lGxYsU0\natQojRo16pbrPvvss9kGf0mqVasWjzu9CR8fHz3//PN6/vnnrW4FAACgSMlx+B86dKiGDh0qSapa\ntaoWLFigBg0a5FtjAFDY2O12rVu3Ltvl4eHh+uKLLwquIQAAACCH3Lrh3++//57XfQBAoWez2VSp\nUiWXm5r6+Pjo66+/VqdOneTr62tRdwAAAED23Ar/0rXrWufNm6e1a9fq3LlzCg4OVuvWrdWjRw/5\n+Li9WQAeIDMzU8uXL9e+ffvUrFkzNW/e3OqWCszLL7+sQYMGOdWeeuopxcTEWNRRwUtOTtaiRYsU\nHx+vdu3aqU6dOla3BAAAgFtwK6WfPXtW7du3144dO+Tj46Pg4GCdO3dOH3/8sSZPnqyVK1eqbNmy\ned0rgELgypUrateunTZu3OioPf7445o5c2a2TwExycCBAxUSEqKPPvpIV65c0aOPPuryZYDJjh07\nppYtWzqdAfbPf/5TI0eOtLArAAAA3Ipbj/obPny4fv31V82ePVvJyck6efKkkpOT9cUXX+i3337T\n8OHD87pPAIXERx995BT8pWt3y1+zZo1FHRW8zp0765tvvtGaNWs0ZMgQeXm5/dRUj/Pqq6+6XPr1\n0ksv6cSJExZ1BAAAgJxw6y/Wb775Rq+99poee+wxeXt7S5K8vb3Vu3dvjRs3Tt98802eNgmg8Phj\n8L9uw4YNBdxJ4XLmzBn17dtXAQEBCg8P1xtvvCG73W51W3kuq3lOT0/Xli1bLOgGAAAAOeXWaf92\nu11169bNctmdd95p5B+8AK6JjIzMsl6tWrUC7qRwiYmJ0ebNmyVJly9f1ujRo+Xj46MRI0ZY3Fne\nqlatmvbv359lHQAAAIWXW0f+o6OjtXr16iyXrVq1Sg888MDt9ASgEBs2bJjLPT3q1KmjHj16WNSR\n9Xbv3u0I/jd6//33Legmf40ePVrFihVzqnXp0kUNGza0qCMAAADkhFtH/seMGaNu3bopIyNDvXv3\nVmhoqE6dOqXZs2dr4cKFWrhwoc6fP+9YPygoKM8aBmCtihUratu2bZoyZYr27dunpk2b6rnnnpO/\nv7/VrVkmKSkpV3VP1rx5c23evFnTpk1TfHy8OnTooCeffNLqtgAAAHALNrsb5+jfeHOrG+/ufX1T\nf7zjd0ZGhrv9wQCJiYkKDAy0ug3kAHPlnoyMDFWtWlVHjx51qj/11FOaPn16nu/Pk+fJbrfLbrcX\nmZsk5mauMjMzi8zPpTDy5M9VdhiTZzBxTJK54zIN81S0uHXk/x//+EeReKQXAOSEt7e3FixYoJ49\nezruhN+xY0e98cYbFndWeKSmpmrUqFH66KOPlJKSokceeUTvvvuugoODrW7NcidPntSwYcO0ZMkS\nlSxZUk899ZTGjh3ruKEuAABAXnDryD+QG3yj6DmYq9uTmZmp3bt3q1SpUqpSpUq+7ccT52nEiBGa\nPHmyUy06OlqrVq2yqKOCkZO5atq0qbZu3epUGzdunMaMGZOfreEPPPFzdSuMyTOYOCbJ3HGZhnkq\nWgj/yHf8UvEczJVnuNk8Xbp0SbNnz9aRI0f0pz/9SW3atFFycrK++uor7du3T82aNdPDDz9c4EeV\ny5QpowsXLrjUDx06pMqVKxdoLwXpVp+pn376SQ0aNHCpV6pUSYcPH87P1vAHJv7+Y0yewcQxSeaO\nyzTMU9Hi1mn/khQfH68FCxbo8OHDSk5Odlpms9k0derU224OAJBzx48f13333acjR45IkiZOnKh+\n/fpp+/bt+umnnxzrPfTQQ1qyZEmBXl+ekpKSq3pRcfXq1SzrRf3nAgAA8p5b4X/16tXq0qWLS+i/\njvAPAAVv4sSJjuB/3Weffeay3tKlS7V8+XI99NBDebr/1NRUZWRkZPnkh0cffVT//ve/nWoNGjRQ\nrVq18rQHT3PPPfeoWrVqOnjwoFO9Z8+eFnUEAABM5dZhn7/97W9q0KCBdu3apatXryozM9Ppf9zd\nHwAK3rZt2/Jl3VtJSUnRk08+qVKlSikgIEAxMTGKj493Wmfq1Knq0KGDU61kyZJF/tR2Ly8vLVq0\nSHXr1nW8fuSRR7hZJAAAyHNuhf8DBw7olVdeUf369eXr65vXPQEA3FCnTp18WfdWRo4cqQ8++EAp\nKSnKzMzUkiVL1KtXL6d1SpcurSZNmjjVNmzYoC5duuRZH56qXr162rNnj/bv36/jx49r/vz5KlGi\nhNVtAQAAw7gV/qOionTp0qW87gUAcBv+/ve/q0yZMk61du3aqVKlSk61Jk2aqFu3bnm236wuLVi3\nbp0OHTp0y/V+/PFH7dixI8968WQ1atRQaGio1W0AAABDuXXN/yuvvKIxY8aoZcuWKl++fF73BABw\nQ61atbRr1y69//77OnLkiB588EH17dtXFy5c0AcffKBffvlFzZo104ABA/L0rK3sLvVKT0+/6etb\n1QEAAJB33Ar/nTt31v/+9z9Vq1ZNDRs2VFBQkNNym82mJUuW5EmDAICcq1SpkiZMmOBUK1eunF5+\n+eV822fv3r31ySefONWaNGmi6tWrO9X69OmjSZMmOdVq1qypxo0b51tvAAAAuMat8P/pp59q4sSJ\n8vb21u+//67jx487LbfZbHnSHACg8JsyZYouXbqkBQsWKDMzU82bN9esWbNc1hs3bpxOnz6t2bNn\nKz09XY0aNdK///1v/j8DAACgANjsdrs9t2+KjIxUvXr19Pnnn7tcXwr8UWJiogIDA61uAznAXHmG\nwjpP58+f19WrVxUWFnbT9S5cuKDLly8rPDy8gDqzTmGdK7gyca4Yk2cwcUySueMyDfNUtLh15D8+\nPl4ffvghwR8A4PDHS8CyU7p0aZUuXTqfuwEAAMCN3Lrbf8OGDXXs2LG87gUAAAAAAOQDt8L/W2+9\npTfffFO7du3K634AwDKXLl3SoUOH5MbVUMilw4cP68KFC1a3AQAAUGS4Ff4HDRqkM2fO6J577lFE\nRITq16/v9L8GDRrkdZ8AkG8yMzM1fPhwlS9fXlWrVlVUVJQ2bdpkdVtG2rVrl+rXr68qVaooJCRE\ngwYNUlpamtVtAQAAGM+ta/6Dg4NVtmzZvO4FACzx7rvv6p133nG83r9/vx5++GEdPXpUJUqUsLAz\ns6Snp+vhhx92XDaWlpamjz/+WOHh4Xr11VetbQ4AAMBwboX/devW5XEbAHD7jh8/rvfee09xcXFq\n0aKF+vfvLz8/v1u+b86cOS61hIQErVixQo888kiO97906VLNnz9fd9xxhwYMGKB77rknV/3nt+XL\nl2vevHny9/dX//791bhx4wLd/4YNG7K8X8ycOXMI/wAAAPnMrfAPAIXNoUOH1LRpU50+fVqSNHfu\nXM2fP1+rV6++5XPkfXyy/lXo6+ub4/2PHTvWKcB++OGHWrhwoTp37pzjbeSn1157TWPGjHG8/uij\nj/T111+ra9euBdZDXvycAQAA4B63rvmXpDNnzmjUqFG69957VaNGDe3du1eS9MEHH2jnzp151iDg\nKS5cuKC9e/cqNTXV6laMdfr0af3888/KzMx0Wfb22287gv913333nWJjY2+53f79+7vUwsLC1K5d\nu1u+Ny0tTVu2bNE///lPp3pGRoZT2LbSpUuX9MYbbzjVMjIy9PLLL2f7noSEBO3du/e2rsc/deqU\n9u3b57iB4v33368aNWq4rNevXz+39wEAAICccSv8//7772rQoIH+9a9/yWazKS4uTlevXpUk/fTT\nT/rXv/6Vp00Chd2oUaMUFhamO++8U5UqVdL8+fOtbskoaWlp6t+/vypUqKC6deuqWrVq2rBhg9M6\nv/zyS5bv/fnnn2+5/f79+2vChAkKDg6WdC2krly58paXDCxatEgVK1bUfffdp+TkZJfl178Utdrh\nw4d15coVl3pWPzO73a6RI0c6/nuuWLGiFi1alKv9JScn67HHHlN4eLhq166tWrVqadu2bfLy8tK3\n336rBx98UJJUqlQpjR49Ws8//7x7AwMAAECOuRX+R44cqdKlS+u3337T+vXrnR6L1bx5c+6SjSJl\nzpw5mjhxolJSUiRJ8fHx6t27t44ePWpxZ+Z488039dlnnykjI0PStVP8Y2JinAJtdtevN2nSJEf7\nGDVqlOLj43X58mVt3LhR9erVu+n6J06cUK9evRQfH5/tOjndd36rXr26ypQp41Jv1KiRS23WrFma\nNGmS4wvd+Ph49erVSydOnMjx/saOHasvv/zScYbGb7/9pq5duyo9PV3VqlXT6tWrdeXKFZ07d06v\nv/66vLzcPgkNAAAAOeTWX1xr1qzRK6+8ogoVKrhcSxsWFparPxIBTzdv3jyXWlpaWq6PliJ7Wf2M\nz58/rzVr1jheDx8+XDVr1nRap0+fPrr//vtzvB9vb2/dcccdOVp3yZIlN73EIyAgQJMmTcrxvt2V\nmpqq9957T127dtXTTz+d5ZkO/v7+mjx5stPv6xIlSuitt95yWTern3VqaqomTpyovn37qlevXvrP\nf/5z056y2sbx48e1ceNGZWRk6NNPP1WfPn00dOhQ7dq1KyfDBAAAwG1y64Z/KSkpCgoKynLZ5cuX\nOYqDIqV48eJZ1v39/Qu4E3Nl9zO+sV6uXDnt2LFDX375peLi4tSyZUu1bdu2wHuqXbu2+vXrp969\neys8PDzf9n9djx49nML4559/rvXr17s8aaB///5q2rSp5s+fL39/f/Xu3VsREREu28tuXNOmTXP8\n+6uvvtIbb7yhF198Mct1b/aZ6N+/v/797387ajNnzlRsbKxatWqV/SABAABw29xK6bVq1dLq1auz\nXLZ+/Xrdeeedt9UU4EkGDhzoUitdurS6d+9uQTdmGjRokEutWrVq+tOf/uRUK1GihAYMGKDXX39d\n7dq1u+Vd/m9Ht27dsvwS9O2339aIESMKJPj/8MMPLkfhr1y54nJzv+vq1q2rV155RSNHjlS5cuW0\nbds2nTx50mmdrP57zurnOGHCBK1fv97lJotS1vNVr149lSlTxin4S9fOKhg/fnyW/QIAACDvuBX+\nBw0apKlTp2rq1Km6cOGCpGt/wM2fP18zZszQkCFD8rRJoDCLjo7WzJkzFRkZKenazeJiY2OzvMYa\n7hk4cKAmTZqk0NBQeXl5qUOHDlq5cqW8vb0t66lUqVJatWqVWrRoIUmqWrWqPv30U7Vv377Aevj1\n11+zrO/fv/+m71u4cKHCw8PVpEkTVaxYUYMGDXLcT6F9+/b67LPPVLVqVUnSfffd53Rfl+sSExPV\nqlUrRURE6Pnnn3da57nnntP48eNVrlw5eXt7q3Pnzlq2bJkOHDiQZT/79u3L0XgBAADgPps9q7/q\ncmDw4MH6+OOP5eXlpczMTHl5eclut2vQoEF6//3387pPeLDExEQFBgZa3UaBuP5Z8FSeMFd2uz1f\nj+i7o6Dn/fo8xcXFqXr16i7hfMiQIdn+Ho6Pj1flypUdN/S7btq0aRo2bJhT7fq4GjRooJ9++umm\nPX3xxRfq06ePS/3G+Tp69KgqVarksk5UVFS2T2vwdJ7wmcI1Js4VY/IMJo5JMndcpmGeiha3/1r9\n8MMPtXnzZo0aNUoDBw7UyJEjtWHDBoI/ijRPDv6eorAFf8m6eY+MjNTo0aOdalWqVNHLL7+c7XuW\nLl3qEvwlacGCBS616+OaOnXqLW+EuHDhwizrN85Xdkf4L1++7Pj3qlWr1KNHD3Xq1EkzZ87M8qwD\nAAAA5J5bN/w7cuSIwsLC1KxZMzVr1sxpWXp6uk6cOJHl0R0AQN567bXXFBMTo9jYWFWoUEGPPvro\nTYN6dt/uBwQEZPueBx54QAcPHtS8efP03//+N8ugf7P332rf1++d8MUXX+jxxx931JcvX66ffvop\ny6cSAAAAIHfcOu3f29tbW7ZsyfIZ1tu3b1eTJk0c148CnE7kOZgrz3A785ScnKwaNWro+PHjTvVl\ny5apY8eOt3x/QkKCqlevrvPnzztqXl5eWr9+/S0fq2i323X33Xe7PN7vvffe05NPPqkaNWq43Beg\nWLFiOnHihIKDg2/ZW1YSExO1fft2ValSRVWqVHFrG7fjdj9T586d0+7du1WrVi2FhYXlYWf4IxN/\n/zEmz2DimCRzx2Ua5qlocetc1Zt9X5CRkVEoT8sFAFx73N6aNWvUqVMn+fv7KyoqSrNmzcpR8Jek\nMmXKaM2aNYqOjlbx4sVVv359zZ8//5bBX7p2CcCMGTNUsmRJRy0kJMTx1Ia4uDiX96SmpurYsWM5\nHJ2zzz77TBUqVFDr1q0VGRmpJ554wqO+mH7zzTcVHh6u1q1bq1KlSnrhhResbgkAAHgwt478e3l5\n6fvvv1fjxo2d6levXtXEiRP13nvv6dSpU3nWJDwb3yh6DubKM3jyPD3wwAP673//61S77777tGnT\npiyXlStXTseOHVOxYsVytZ9Dhw6pevXqLmF/xowZGjp0qHvNu8Hdudq6dauaNm3qUl+0aJFiYmLy\nojX8gSd/rrLDmDyDiWOSzB2XaZinoiXH1/yPHTtW48aNk3Tt6M0fr/W/UVbPiTbBunXrtG7dOqda\nQECA09GYtWvXaseOHUpOTlZERIQ6duyokJCQAu4UQG5cvHhRkydP1tq1a5Weni673a7SpUvrL3/5\ni3r37m11e8a4cOGCS7iXpM2bN+vMmTN65513FB0drXPnzkmSfH19NX369FwHf+naZQxZHeVfvHhx\ngYZ/dy1ZsiTbOuEfAAC4I8fhv0mTJnrqqadkt9s1Y8YMde/eXeXLl3dax8/PT/Xq1TP6j+WQkBD9\n5S9/cVz6cONdvjdu3Kjvv/9eMTExCgoK0vr16zVr1iz99a9/deuPVwD5LzMzU23atNG2bdtclsXG\nxurYsWMaOXKkBZ2ZZ9myZVnWfX195e/vr4YNGyouLk4LFizQlStXFBMTo/DwcLf2Vbp06SzrZcqU\ncWt7BS27/rOrAwAA3Ipbp/3369dP//jHP1S1atX86KnQWrdunfbt26cnn3wyy+WTJ0/Wvffe67j2\nNT09XZMnT1abNm10zz33FGSrhQqnE3mOojhXK1euVPv27bNdHhwcrFOnTsnHx62Ho+SL252nX375\nRb///ruaNGmismXL5mFnN1e7du0sH/dXtmxZnTlzJk/3deXKFdWsWdPpxoZeXl767rvv1KpVqzzd\n1824O1cnT55U7dq1dfHiRUfNz89PO3bsUJ06dfKyRfx/Jv7+Y0yewcQxSeaOyzTMU9Hi1g3/qlat\nKj8/vyyXnTx50nF5gInOnz+vt956S++8847mz5+vhIQESdfugJ2UlKRq/4+9+46L4vj/B/46OKqI\ndEGqVAugiAWxG41ERWNBjb3Gih9jDDH2qLHEGIO9xKgIGtFYggUbGhWJHVCxi4gYC6j0cnD7+4Mf\n93XdPbiDO4473s/Hg8fDm92dfc/N7Z2zMzvj4iLZVygUwtHREampqaoKlxBSgZSUlHK3Z2RkICcn\np5qiUS6RSIRBgwahSZMm6NWrF+zt7bFx48ZqO7+0iftEIpHCz2VoaIhz586hf//+MDc3R6tWrXDw\n4MFqbfhXhY2NDWJiYtCjRw+Ym5ujY8eOOHnyJDX8CSGEEFJptNSfHB4/fgyRSARzc3Pk5OTgwoUL\nSE9Px9SpU5Geno4//vgDM2fOZN09i4qKQmZmJoYPH67CyFWL7iiqj9pYVw8fPkSjRo2krmLSokUL\n3Lhxo5qjKl9l62nt2rX43//+x0rT0tLCw4cPWTculaVPnz6IioripOvp6SEzM1PqTWV1VhuvKXWl\niXVFZVIPmlgmQHPLpWmonmqXSo1jLe9+QU5ODnR0dCodUE3m6uoq+beVlRXs7Oywdu1axMfHw87O\nTuZ8lixZInXb/PnzqxRjTWRkZKTqEIiMqrOu7t27h2XLluH27dvw9fXF3Llz4ezsXG3nL+Pu7o7F\nixdjwYIFnO82U1NTrFy5EiEhIThz5gxsbW0xa9YslfceV7aejh49ykkTi8U4fvw4goODqxpWhX77\n7TccPXqU8z4XFhZi3rx5iIuLg1gsxvDhwzF58mSNWDaWvv/UhybWFZVJPWhimQDNLZemoXqqXWRu\n/CcmJiI+Pl7y+vjx45xnN/Pz8xEREVEtPUg1ga6uLqysrPDu3TtJz2Fubi7r7llOTg5dVIR8IjU1\nFe3atZM8NpOQkIDjx4/jzp07MDc3r/Z45s2bh0GDBuH8+fMwMzOT3MQMDAxE9+7dcfXqVQDArVu3\ncOLECZw9e1blNwAqQ9rz/ZaWltVyfmdnZzRu3BhJSUmcbb/88ovk33FxcXj+/DlWrFhRLXERQggh\nhNQGMjf+Dx06hB9//BFA6VJ/0p7rNzAwwI4dOxQTXQ1XXFyM9PR0ODk5wdTUFEZGRnjy5Amsra0l\n2+TmUU0AACAASURBVFNSUtC9e3fWcZrYu1+enJwcGk6kJqqrrrZt2yZp+Jd59eoVwsLC8M033yjt\nvMnJydi8eTMcHBwwZcoUVs+yu7s73N3dIRaLcf78eWRlZeHixYuShn+ZkpISrF69WqWN/5ycHLx8\n+RKJiYlo3rw53NzcZDpu2rRpiIyMZD2W5ejoWK1Lx33zzTeYMGECK00oFKK4uJiVtn79eixYsACG\nhobVFpsy0Pef+tDEulJ1meLj4/H48WO0adMG9vb2CslT1WVSBk0sE6C55dI0VE+1i8yN/6+//hq9\ne/cGwzBo3bo1duzYAU9PT9Y+enp6cHFxgYGBgcIDrQlOnToFd3d31KtXD7m5ubhw4QIKCwvRrFkz\nAICfnx8uXrwIMzMzmJmZ4eLFi9DR0YGXl5eKIyekZvl4BvaPSZsQThG++eYb/Pbbb5LXISEhiI+P\nZzWcX7x4gR49ekh6pvX19XnzkhZ/dWAYBv/73/8kN1kFAgGmTZuGtWvXVnisv78/jh8/jmXLluHp\n06fo1KkTli5dKrWcymBiYgJdXV0UFRUBKB2NkJ6eztkvNzcXHz58UPvGPyG1kUgkwuDBg3Ho0CEA\npXNFLV68GHPmzFFxZIQQUrtVasK/f/75B76+vrVuOPuBAweQkpKCvLw81KlTB3Z2dujSpQtryOz5\n8+dx48YN5Ofnw87ODj179oSVlZUKo1Y9mkhEfVRXXe3duxdDhw7lpEdHR6NHjx4KP19qaiocHBw4\n6Z6enrh9+7bk9eDBgxEZGVlhft9//73KhqQfPnwY/fr146SfOHGi3CULa4Ls7GzY2toiOzublW5p\naclZ6q9p06a4c+dOdYanFPT9pz40sa5UVaYNGzZg2rRpnPTExMQqd4hQPakPTS2XpqF6ql0qNeGf\nOj7rqggDBw6scJ/OnTujc+fOyg+GEDU2ePBgHD16FHv27JGkTZo0SSkNfwD4/fffedM/nbckOjqa\ndz9tbW3JUPk2bdrghx9+UGyAcjhx4gRvenR0dI1p/J8/fx4rVqxAcnIyOnXqhEWLFqFBgwaIjY3l\nNPwBIDMzEyYmJvjw4QMAwNzcXGqdEUJqPmnfpdHR0TQakhBCVKhSjX8AePToEbZs2YJ79+4hPz+f\ntU0gEODs2bNVDo4Qopm0tLQQERGB7777Drdv30aLFi3QtGlTpZ1P2jPxnw53t7a2RlZWFitNIBDg\n0qVLePLkCWxtbdGpUyeVzkJfNqfIp+rXr1/NkfD7999/0b17d8kz/A8fPsT58+dx584dqbEXFRVB\nJBJh0aJF8PT0xBdffEHD/QlRYzX9e4oQQmorrcocdOfOHfj4+CAqKgrR0dF4//49Hj16hPPnz+PJ\nkyflLgVICCFlmjdvjhEjRii14Q8Aw4cPR7169TjpEydOZL3+9ttvOfv0798ffn5+GDZsGDp37qzy\n5efGjx8PExMTVpq5uTnGjBlTbTGIRCLJyI13796xtq1du5Yzed+jR48QFRWF5s2bo2vXrrx5MgyD\na9euYcCAAdTwJ0TNTZs2DXp6eqw0JycnmUZQEkIIUZ5KNf7nzJmDHj164O7du2AYBtu3b0dqaiqi\noqJQUFCApUuXKjpOQgipkjt37qBVq1bQ09NDvXr1MHv2bNbyckDpxKbh4eHw9/eHp6cnFixYgPDw\ncBVFzM/e3h4nTpxAUFAQPDw8MGTIEFy8eFFqT5uiJScnw8PDA4GBgRg2bBjs7e3x999/S7a/fv2a\n97hXr14BKJ2zoFevXrz7SDuWEKJemjVrhpiYGPTu3RseHh4YN24cLly4QDf2CCFExSo14Z+dnR02\nbtyI3r17QygU4urVq2jZsiUAYNWqVTh69Cj++ecfhQdL1BNNJKI+qK7UgyrrqV+/fjh8+DArzcLC\nAi9evICenh5WrVqFkJAQ1naBQIBHjx7BxcUFAPDff//BwcGBM0Jg/vz5UpeRVVd0TakPTawrKpN6\n0MQyAZpbLk1D9VS7VKrn//379zA1NYWWlhZ0dHRY63W3bNkSN2/eVFiAhBAii9zcXMyaNQsNGzaE\nt7c3Nm3apOqQNNKZM2c4aenp6YiPjwcABAcHs3r2dXR0sGbNGri4uKCwsBDz589Hhw4dYGFhAaHw\n/6ad6dKlC+emASGEEEIIUZxKTfhna2uLN2/eAABcXV1x4cIFdO/eHUDpMi61bQlAQojqDR06lDX8\nfMqUKSgoKMA333yjwqg0j52dHWeVBC0tLTRo0ABA6SSKR48exa1bt5CcnAx/f3/JIwmTJk3Czp07\nWccOHDgQISEhaNWqVbXETwghhBBSW1Wq5799+/aIi4sDAAwbNgwrVqzA+PHjMWXKFPzwww8IDAxU\naJCEEPV2/fp1bNq0SWmPAyUnJ7Ma/mVCQ0OVcr7a7Pvvv+ekffXVV7C3t2el+fj4oH///pKGf0ZG\nBu/8CadPn4avry/vuZKSkrBp0yacPHkSYrFYAdETQgghhNReler5nzt3LtLS0gCU/kfw1atXiIiI\ngEAgwKBBgziTaBFCaieGYTBu3Djs2LFDktazZ08cPnwYOjo6CjvPpzPOl8nIyFDYOUip0aNHw9jY\nGJs2bUJWVhYGDBgg0+iKrKwszjP+AJCZmYmnT5/C1dWVlT5nzhwsX75c8trPzw+nTp2i5xIJIYQQ\nQiqpUhP+ESIPmkhEfSi6rk6ePImAgABO+vbt2zF27FiFnaekpAROTk548eIFK/2rr77Cnj17FHae\nmkIdr6mMjAxYWFjwbhsyZAj27t0reX379m14e3tz9luyZAnmzZuntBiVQR3rqrbSxLqiMqkHTSwT\noLnl0jRUT7VLpYb9E0KILM6dOydXemVpa2tjz549sLKykqS1aNECv/76q0LPU9uEh4fD29sb5ubm\nGDJkCFJTUyudV9mjYnw+nUSwuj43hJCqEYvFWL58OZydnWFjY4Pp06cjJydH1WERQgiRolLD/gkh\nRBaOjo5ypVdFhw4d8Pz5c1y6dAl169ZF69atFX6O2uTgwYMYMWKE5PW+fftw69YtJCUlQVtbW+78\nyqtzBwcHmfZVxueGEFJ5ixcvxo8//ih5vW7dOqSmpuLQoUMqjIoQQog01PNPCFGaYcOGoWHDhqw0\nc3NzTJo0SSnn09PTw2effUYNfwXYsGEDJ+3hw4c4ffp0pfLz8vJCmzZteLctXbqU9bpXr15o3rw5\nK83Q0JBWbiCkhuH7njhy5IhkXihCCCE1CzX+CSFKY2xsjNjYWHzzzTdo3749vv76a1y5cgV2dnaq\nDo1UIDMzU650WXh5eXHSdHV1IRSyB6EJhULExMRg7ty5aN++PUaMGIG4uDje4wkhqsP3fcAwDLKy\nslQQDSGEkIrQhH9E6WgiEfVBdaUeqqOeli5divnz57PSDAwMkJaWBlNTU7nzi4uLg7+/P+82Nzc3\nPHjwAAKBoFKx1mR0TakPTawrZZdp0KBB2L9/PyvNw8MD9+7dU9r1TPWkPjS1XJqG6ql2oZ5/QgjR\nYO/fv0e/fv0gFAohEAhgYWHBWnpRmu+++w4DBgyQvDYzM8OePXsq1fAHgIsXL0rd9ujRI7x69apS\n+RKiKEVFRfj+++9haWkJExMTTJ48mSavq8DatWtZj1k5OTlh7969GnkjjxBCNAFN+EcIIRps4MCB\niImJkbzOyMjA2LFjYWFhgcDAQKnH6enp4cCBA3jy5AlevnyJli1bwsDAoNJxuLi4SN1mamoKc3Pz\nSudNiCLMmzcPmzdvlrzevHkz3r17h3379qkwqprN2toaV65cQWJiIvLy8tC6dWtoaVG/EiGE1FQ0\n7J8oHQ0nUh9UV+pB1np68uQJXF1debf16tULR48elfvcBQUF2L9/P549e4ZOnTqhY8eOMh0nEonQ\npk0b3Lp1i7Nt5cqVCAkJkTsWhmEQExOD2NhYuLu7o3///tDV1ZU7H2Wia0o9FBcXw8TEBLm5uax0\nLS0tvH79GhYWFiqKrGo08fNHZVIfmlouTUP1VLtQzz8hhGioTxsyH6vMcOb09HR06NAB9+/fl6RN\nmjQJmzZtqvBYHR0dnDt3DkFBQawVA0xMTPDll1/KHQsADB8+HHv27JG89vHxwfnz52FsbFyp/Ejt\nVVJSgvz8fE66WCzmTSeEEELUEY3NIoQQDSMWiwGUzq7v7OzMu8/AgQPlznf16tWshj9QOjT65s2b\nFcYClI4aOH/+PGv7hw8fOBMLyiImJobV8AeAW7duYePGjXLnRYienh4CAgI46a1bt4a9vb0KIiKE\nEEIUjxr/hBCiIc6fPw9fX19oa2vDw8MDBw8exKFDh2BjYyPZRyAQYOTIkZg8ebLc+V++fFnm9Ddv\n3mDQoEHQ09ODiYkJQkJCcPXqVYhEIs6+sbGxcscSFxcnVzohFfntt99YK1J4eXkhIiJChRERQggh\nikXD/gkhRAM8f/4cPXv2lAxRfvjwIQYNGoR///0XaWlpuHnzJl68eIE2bdrA2tq6Uufw8PDAhQsX\neNM/FRQUJNk3MzMTq1at4l0THAAKCwsrFQsfd3d3ufMiBCidvC42NhYPHz6ESCRC06ZNVR0SIYQQ\nolDU808IIRogIiKC82yyWCzGjh07IBAI4Ovri759+1bY8GcYBtHR0fjhhx+wdetW1twAwcHBMDQ0\nZO3fuXNndOvWjZX26NEj3psEnw7TLyPtpkB5+vbti5YtW7LSrKysMH36dLnzIuRj7u7u1PAnhBCi\nkajnnxBCNIC03vOCggK58hk9ejTCwsIkr3/++WfExsbC0NAQI0eORF5enmRbkyZNcPToUc6a3tLO\nyTfkHyi94SAvHR0dxMTEYMuWLYiNjYWHhwemTZsGOzs7ufMihBBCCKkNqOefkErIzs6uVIOFEGUZ\nOHAg7/ragwcPljmPK1eusBr+QOlygatXr8bWrVsRHx/P2paUlISzZ89y8vHy8kKTJk046YGBgbzn\nrezs/HXr1sWsWbNw6NAhrFixghr+hBBSgzEMg+zsbFWHQUitRo1/QuRw8uRJNGnSBMbGxnByckJ4\neLiqQyIEAODp6Ynt27fD3NwcAGBkZIQVK1agR48eMudx9epV3vRr167h2rVrch1z4MABeHt7Ayid\nZLBPnz5Sb0QYGBjIHCMhhBD18+eff8LZ2RnGxsZo1KgRjh07puqQCKmVaNg/ITJKTk5G3759JcOr\nnz9/jpEjR8LZ2Zk1QzQhqjJ69GgMGTIET58+hYODA4yMjOQ6Xtpzzk2aNEH9+vXlOqZx48ZISEjA\n48ePUadOHdjY2CA5ORkCgYAzasbT01OuOAkhhKiPa9euYdiwYZKlXx88eIB+/frh7t27cHNzU3F0\nhNQu1PNPiIz27t3Lea6aYRjs3LlTNQGRKnn37h1+/fVXTJ8+HQcPHmStR6/O9PX10aRJE7kb/gDQ\npUsXfP7556w0CwsLzJo1C5MnT4ajoyNrW6tWrTBgwADevIqKihAeHo61a9fiyJEjyMnJQcOGDTFx\n4kTWfnp6eli0aJHcsRJCCFEPYWFhnN9YkUhES2kSogLU80+IjIqLi3nTS0pKqjkSUlUvXrxA27Zt\n8eLFCwDAunXrMHjwYPz5558qjky1BAIBoqKiEBYWhvPnz6Nhw4aYNGkSbG1tAQDXr1/Hli1bkJSU\nhDZt2mDcuHHQ1dXl5FNcXIwePXrg/PnzkrR169bh8uXL6Nq1K7Zu3Sr5j6BIJEJycjL8/PyqpYyE\nEEKql7T/P0lLJ4Qoj4ChWcuIkmVnZ6Nu3bqqDqPKHjx4gKZNm3Ia+2fOnMFnn32moqgUq7rrimEY\nvHnzBqampryNyIyMDBgYGHCWl6uqGTNmIDQ0lJN++fJltG3bVqHnUoaacE0VFxcjIyMDlpaWnIkG\nDxw4gKCgIM4xK1aswKZNm5CSksJKt7W1RUpKCrS1tZUasyrUhLoistHEuqIyqQdNLBPwf+W6ePEi\nOnbsyNqmpaWFhIQEeuyrBtDUzx/hR8P+CZGRh4cHIiIi0KBBAwCAmZkZQkNDNabhX93OnDkDDw8P\nWFtbw8bGBr/++qtk24MHD+Dv7w8LCwuYm5tj6tSpUpeJq4ybN2/KlU7Ytm/fDjs7O1hbW8PZ2RkH\nDx5kbZf2Pl69epXT8AeAtLQ0vHnzRimxEkIIUa0OHTpg48aNkglpra2tERYWRg1/QlSAGv+EyGHw\n4MFISUnBs2fP8PLlS0yfPl3VIamlV69eoU+fPnj06BGA0ufvv/32Wxw5cgRisRiBgYGIi4sDULpm\n/MaNG/HTTz8p7Pxls9B/qlmzZgo7h6a6dOkSxo8fj9evXwMAUlJSMHjwYDx48ECyj7T319fXl3dm\nfz09PVhaWionYEIIISo3efJkpKWl4dmzZ3j+/DmGDRum6pAIqZWo8U+InIRCIRwdHaGnp6fqUNTW\nX3/9hfz8fE767t27ceXKFclNgY99uv58VXz33XewtrZmpX355Zdo3769ws6hLCdOnMCMGTPwww8/\n8L5Pysa3vGVxcTH27t0reT1gwADOChhubm4YMGAACgoKOMcXFRUhJydH8cESjfTkyRPMmTMHEydO\nxNGjR1UdDiFERnp6enB0dISOjo6qQyGk1qIJ/wghNYZAIKjUNnk5OjoiISEBv//+O549e4YuXbrw\nPqNe08yePRsrV66UvA4NDcXp06fRrl07FUZV6uP60dHRwdmzZxEeHo6rV6+iSZMmGDx4MAICAjjL\n/H16LCHluXLlCrp27Yq8vDwAwNatWzFz5kysXr1axZERQgghNR9N+EeUjiYSUR+f1lVGRgby8/Nh\nZ2en0PO8fv0azs7Okv/Alzly5Ah69+6Nxo0b4+HDh6xtixYtwsKFCxUahzp59eoV7O3tObMjd+nS\nBTExMdUWR2xsLDp06MBqxAuFQty9exfu7u5Sj/v9998xYcIE3m19+/bF4cOHebcxDIOUlBSYmZnB\n2Ni4asGrAH3/KVZAQABOnjzJStPW1kZycjLs7e2rlLcm1pW6lik1NRV16tSBmZkZZ5u6lqk8mlgm\nQHPLpWmonmoXGvZPCOHIzc3FkCFDYGVlBXt7e7Rp0waPHz9WWP7169fH33//DQ8PDwCAubk51qxZ\ngz59+kBLSwtRUVGS3mwDAwMEBwdj7ty5Cju/Orp37x7vski3b9+u1jjatWuH7du3w8bGBgDg5OSE\nyMjIchv+AJCYmMibLhQKsXz5ct5tly5dgoeHBxo2bIj69etj5syZnLWiSe3C9zkqKSlBUlKSCqIh\nivbgwQO0atUKDg4OsLKywrBhwzg3iQkhhFQe9fwTpaM7iuqjrK6mTp2KjRs3srZ5e3sjISFB4ed8\n+/YtTExMeJ8BfPfuHQwMDHgniatt3r59Czs7OxQVFbHSP//8c05PaHUoKSnBu3fvYG5uzlnqj8/O\nnTsxZswY3m0tW7bEtWvXWGk5OTmwt7fHhw8fWOnr1q3DtGnTKh94NaPvP8Xq3bs3jh07xkoTCoV4\n/vy55IZUZWliXalTmRiGQZMmTXD//n1W+v/+9z/89ttvktfqVCZZaWKZAM0tl6aheqpdqOefEMKx\nZ88eTlpiYiLu3Lmj8HNZWlpKnfzHzMxMasM/JiYG48aNw4QJE3Dp0iWFx1XTWFpaYt68eay0unXr\nYunSpSqJR1tbG5aWljI1/AHgq6++kvr4yPXr1xEUFIQ///xT8jjBiRMnOA1/gP+zSWqPJUuWoF69\neqy02bNnV7nhT1QvPj6e0/AH6JonhBBFogn/CCEcQiH/V0NNmaF3/fr1CA4Olrzevn07duzYgVGj\nRqkwKuWbP38+OnfujP3798PKygqjRo2q8nPO1UVPTw9t2rTBixcveLcfOHAABw4cwLlz57Bly5Ya\n/xkkquHj44O7d+9i165dyMjIQGBgIDp37qzqsIgC0DVPCCHKR8P+idLRcCL1UVZXISEhWLVqFWtb\n27ZtcfnyZRVF9n+KiopgY2ODd+/esdLt7OyQkpIic0+0OktNTUVWVhbc3Nygq6sr9/ElJSV48OAB\nrKysYGFhoYQI+dnY2ODVq1fl7iMQCPDo0SPY2tqiYcOGnP137NiB0aNHKzFKxaLvP/WhiXWlbmVq\n2bIlbty4wUqbO3cua4STupVJFppYJkBzy6VpqJ5qF83/XzIhRG5Lly5FcHAwDA0NoaWlhcDAQBw4\ncEDVYQEoXSng04Y/ALx48QLZ2dkqiKh6zZ49G+7u7vD09ISDgwP++usvuY4/e/YsGjZsiKZNm8LG\nxgaTJk1CSUmJkqL9P/n5+RU2/IHS537v378PfX19nDx5Ev7+/gBKJ4Vcvny5WjX8CSHyOXz4MHr2\n7AmBQAAjIyN88803tXqVF0IIUTTq+SdKR3cU1cendSUSiVBSUgJ9fX0VRsVWUlICR0dHpKWlsdLd\n3d3x4MEDFUVVPSIiIjB8+HBWmo6ODp4+fSrTcoxZWVmws7Pj3CRZvXo1Zs6cqdBY+bi7u+PRo0fl\n7iMUCpGSkoIGDRpI0vLy8qCnpwdtbW1lh6hw9P2nPjSxrtS1TAUFBRAKhbyPAqhrmcqjiWUCNLdc\nmobqqXahnn9CiFQ6Ojo1quEPlE40t2bNGtZ/CvX09FizQWua69evY/z48Zg1axZnm0gkwqFDh2TK\nJzo6mnd0RGRkZJVjlMWnNy74zJ8/X9LwP3r0KL766itMmDABR44cwZIlS9C3b1/MnTtXplEENdnl\ny5cxZswYyUSHhJD/o6+vL3UOAEIIIZVH36yEELUTFBSEZs2aITIyEtra2hgyZAgaNmyo6rCU4tSp\nU+jVqxeKi4ul7iPrUojSbuRU1w2edu3albu9Z8+eWLBgAYDS0Qgf3+z4eMbvv//+G2FhYbh58yYs\nLS2VE6wSHTp0CAMHDoRYLAZQOtnh9evX8csvv6g4MkIIIYRoMhr2T5SOhhOpj5pcV0lJSRCLxfD0\n9JSklZSUICEhAaamphrb+G/Xrl25Ey2ampri6dOnMDExqTCvwsJCuLm5ITU1lZUeHh6OYcOGVTnW\nijAMg3r16pU7N0N0dDQ6d+4Ma2tr3qX+PrZ06VLMnTtX0WEqFN811axZMyQmJrLSdHV1kZaWVq0T\nMBK2mvz9V1lUJvWgiWUCNLdcmobqqXahYf+EkBotNTUVrVq1QtOmTeHl5QUfHx8kJycjLi4OLi4u\n8PX1hbOzM3r37q2RE/49fPhQ6rb27dvj1KlTMjX8gdLHI06dOoXu3btDIBDA1tYWoaGh1dLwB0pn\n8p83b165+wQEBMDPz6/Chj9Q/ntTk/HNTVFUVITk5GQVREMIIYSQ2oKG/RNCarRx48bh+vXrktfx\n8fEYMWIEnj59iv/++0+SfuzYMcybNw+hoaGqCFNp/P398ffff7PSDAwMkJqaCnNzc7nza9SoEU6d\nOgWGYSAQCBQVpsyOHj1a4T7x8fEwMDBAfn5+ufuVrQSgbvz9/XHu3DlWWr169dC0aVMVRUQIIYSQ\n2oB6/gkhNVZ2djbOnDnDSY+NjWU1/MvIu+ydOli+fDnruXaBQIDFixfL3PAvKirC2rVr0aNHD4wY\nMQJXr16V5FORtLQ0fPvtt+jevTtCQkKqPMleZmYmLl68KNO++fn50NXVlbzW0mL/XHXo0AGjRo2q\nUjyq8ssvv8DU1FTyWktLC2vWrIGhoaEKoyKEEEKIpqNn/onS0bNE6qOm1VVBQQFMTU1RUFDAShcK\nhbwT4DVq1Aj37t2rrvCqzYcPH7Bv3z68f/8effv2hZ2dncz1NGDAABw8eFDyWigU4tSpU+jSpUu5\nx6Wnp6N58+asJRUdHR0RHx8v82MGn8rLy4ORkRFk+dkxNDTE7du3cfjwYWhrayMoKAiJiYm4fv06\nPD09ERgYqBZL/0m7pjIyMrBv3z7k5OSgX79+cHNzU0F05GM17ftPEahM6kETywRobrk0DdVT7ULD\n/gkhNZa+vj5GjRqFLVu2sNKHDRuGe/fuSXqxy0yaNKk6w6s2JiYmmDhxouS1rHMb3Llzh9XwB4Di\n4mIsX768wsb/9u3bWQ1/AEhJScH69evRtm1b5Ofnw8HBAd7e3jKWAoiLi+Nt+BsZGSEnJ4eVNnbs\nWDg7O2PChAm4ceMGCgsLERAQgICAAJnPV5OZm5tjypQpqg6DEEIIIbUINf4JITVaaGgojIyMsGvX\nLojFYowYMQLLly9HdnY2Zs6ciSNHjsDMzAzBwcGYPn26qsOtUZ4+fcqb/ulM83yePHnCm75gwQJW\nA97f3x9HjhyRaZZ6afFYWFhgzJgxCA8Ph1AoxJgxY7BkyRKEhYVh6tSpyMnJgUAgwLBhw7Bjxw5a\n/5sQQgghpBJo2D9ROhpOpD6ortSDrPX0+vVrNGjQQLKefBmhUIi3b9+WO3w/PDwcI0aMkCmeUaNG\nYefOnRXuFx8fDx8fH066QCDA27dvWfMYpKamwtnZmfN4x9q1axEcHCxTXDUBXVPqQxPrisqkHjSx\nTIDmlkvTUD3VLtR9QgghGqp+/fqwtrbGy5cvWenFxcU4c+YMBg4cyHvchw8fcPfuXZiamuL9+/cV\nnufgwYMyNf7fvHnDm84wDNq2bQtLS0uUlJTAzMwMDg4OvPM6LFy4EHp6epgwYYJKVisghBBCCFFX\n1PgnhBAN5ubmxmn8A5Da619SUoJu3brhxo0bkjShUIhu3bohOjqa95i8vDxkZmaiXr165cZS3kiD\nR48e4dGjR+UeDwDv37/HxIkT8fDhQ/zyyy8V7k8IIYQQQkrRUn+EEI3y33//4fjx41KfWa9t+IbI\nN2nSBF27duXdPzo6mtXwB0pHCujq6sLAwID3mJKSEoSHh1cYi6enpwwR/5/yZvPfsGEDMjMz5cqP\nEEIIIaQ2o8Y/IURjLF26FA4ODujVqxfc3NwwceJEmZaV02QDBgzA7t274e3tDQsLCwwbNgynTp2C\nlhb36//OnTvo168fbz7v37/H6dOnYWVlxbs9JSWlwlj++ecfuWIvKSnBl19+ybutoKAAr1+/Mi6h\nsAAAIABJREFUlis/QgghhJDajBr/hBCNcOXKFcyfP1/ynDjDMNi6dSv27dun4shUb/jw4UhISMDb\nt28RHh4OW1tb3v369u0LkUjEu61r165o164dVqxYIXV7RebNmyd70AA6deqEQ4cOoV27dpxtjo6O\ncHV1lSs/QgghhJDajBr/hBCNcOzYMd70o0ePVnMk6qmkpETqUnyOjo6YOXMmgNIbCYGBgaztY8aM\nQY8ePcrNPz09HTdv3pQ5HisrK6xduxYAsH79elhaWkq21alTB1u3buUdvaCp8vLysGjRIrRs2RI9\nevTA8ePHVR2STK5evYoBAwbAx8cH06dPr7WjNXbu3ImOHTuibdu2WLt2LWcFDkIIIaQ60IR/NUx2\ndraqQ1AKTS2XJlLXujIyMuJNNzY2VtsylUcZZRIKhbwz7K9YsQICgUByzoiICMTFxeHevXvw8fGB\nj48PcnJyys1bLBZDW1sbJSUlvNsFAgE2b94MsVgMPT09fPHFF6hTpw6ys7Ph4uKCxMREHD9+HEVF\nRfjiiy9gZmamNvWqiDgHDBiA06dPS16fPn0a4eHhnBsxNUliYiK6deuGgoICAKVLPUZHRyMuLg66\nuroqjo6fMj5Tv/32GxYsWCB5/e+//+L+/ftYuXKlws/FR12uE3lQmdSHppZL02hiPdHyhfwETG1/\nIJYoHa0fqj7Uua4yMjLQqFEjpKenS9L09fVx8+ZNNG7cWIWRKZ689cQwDC5evIj09HR07dpV6qz7\nQ4YM4TwmYWZmhoyMDM6+sbGxeP36NTp16gRzc3MAQGpqKq5cuQJXV1c0b96cc0xQUBAOHDjAe+6g\noCBERkbKXCZ1oYhr6vbt2/D29uak+/n5IS4urkp5K9PYsWOxY8cOTnpkZCSCgoJkzicpKQl3796F\nr68vnJ2dFRkiizx1FR8fj8ePH8PPzw92dnZS9xOLxbC2tsbbt29Z6Xp6enj9+nWFK2RUlTp/p0tD\nZVIfmlouTUP1VLvUnjGThBCNZm5ujgsXLmDAgAGwt7fH559/jrNnz2pcw19e6enpaNWqFTp16oQB\nAwbA1tZWagN87969GDVqFAwMDCAUCtGiRQvcvn2btc+HDx/Qtm1btG/fHgMGDICdnR0iIiKwbNky\nNGzYEEFBQfDx8UH//v1Z8wcUFxfjwoULUuMMCQlRTIE1UFpamlzpNcWLFy9402WNWywWY/To0Wja\ntCkGDRoENzc3lX9OioqK8OWXX8LHxwdBQUFwcnKSOg8GAIhEIk7DHwAKCwtZNyoJIYSQ6kA9/0Tp\n6I6i+qC6Ug/y1NPkyZOxefNmVpqRkRFevnxZqbqeOXMm1qxZw0rT1dVFUVERZ9/169dj6tSpAICV\nK1di9uzZUvMViUQQCjXvSTRFXFNZWVlo0KABcnNzWeljx47F9u3bq5S3Mq1atYq3sX7nzh00bdq0\nwuP37t2LoUOHctL/+ecfdOzYUSExfkyWulq3bh2mT5/OSS+vTB06dMClS5dYaa6urnj48CEEAkHl\nA5aBJn6nU5nUh6aWS9NQPdUu1PNPCCEVyMvLw5w5c9C0aVO0a9cOe/bskem44uJirFy5Es2aNYOv\nry/Wr19f7UsPnjhxgpOWk5ODS5cuYefOnfDz84OnpycWLlwoeTZb3vz4Gv4AEB0dLfl3RUP6z507\nV+G5NV1BQQEWLFgAT09P+Pn5YdeuXQBK563YunUr9PT0JPs2bdoUP/30k6pClcm0adPQrVs3yWst\nLS0sXrxYpoY/wP9ZKy+9Onz8mZYlHQA2bdqEBg0aSF6bmJhg+/btSm/4E0IIIZ/SvG4WQghRsMGD\nB7NWDbh8+TIKCwsxZsyYco+bMWMGNmzYIHl98+ZNZGRkYOHChUqL9VPW1tZISUnhpP/zzz+sCcfu\n3r2L+/fvV7g0orW1Ne7fvy/TuevXr886rjxOTk4y5anJRo4cif3790teX7lyBbm5uZgyZQqGDh2K\n7t274/Tp07CwsEC3bt1q/GoHBgYGOH36NC5fvownT56gffv2aNiwoczHS/vMVPRZUiZp5/74s/4p\nT09PPH36FNHR0RCJRAgICJA6QSkhhBCiTDTsnygdDSdSH1RXXA8ePECjRo046Z6enpzn4T+WlZUF\nKysrFBYWstJNTU3x9u1baGtrVzomeerpwIEDnMnVunbtiuTkZCQnJ7PSBQIBUlJSYG9vLzW/o0eP\nok+fPqwRDG3atMHr16/x7NkzSZqenh6uXLmCZs2a4c6dOzh8+DDmz58vNd+HDx/Czc1NpjKpyqtX\nr3D69GlYWVmhe/fuMjW+Za2rlJQUNGzYkDMyxNnZGU+ePKl0zDVNXFwcHj58CH9//wrr+8mTJ2je\nvDlrJYn69evj7t27kkkmFUmWurp16xb8/PxYo10aNmyIu3fvwsDAQOExVZUmfqfLU6bExETcunUL\nzZo1452EtKbQxHoCNLdcmobqqXap2d0GhBCiYm/evOFNf/XqVbnHvX//ntPwLy9dWQYOHIiDBw+i\nU6dOaNKkCUJCQnD48GGkpqZy9mUYRmp5y/Tu3Rt///03unTpgsaNG2PmzJmIjo7GhQsXMG7cOHh4\neKB37944d+4cmjVrhkmTJsHLy6vchj8A1o2Dmmjnzp1wcHDAyJEjERAQgObNm1f4Xsnj7du3vI+E\nvH79WmHnUKXCwkL06tUL/v7+GD16NDw8PMqdAwIAXFxccOHCBfTv3x8eHh4YPnw4Ll68qJSGv6x8\nfHxw7tw59O7dGx4eHhg/fjwuXLhQIxv+tRnDMBg7diyaNWuG0aNHw8fHByNHjoRYLFZ1aIQQolLU\n80+Uju4oqg+qK66CggLY2dlxlrsbMWIEwsLCyj22adOmSEpKYqV16tQJ58+fr1JMVa2ny5cvo127\ndpx0ExMTvH37VmET70VHR+OLL76Qad+aPOHfu3fvYGdnh/z8fFb6pEmTsGnTpnKPlbWuRCIRHB0d\n8d9//7HSBw4cyHoUQF2tX78ewcHBnPSrV6+iVatWKoiISxO//2prmY4cOYIvv/ySk/7XX3+hf//+\nygqt0jSxngDNLZemoXqqXajnnxBCyqGvr4+wsDDWD6O3tzfreXlpdu7cyXoW2NHRkTPzviqcPn2a\nN93Ly6vKDfAPHz5g2rRpcHR0xKhRo2Q6xs3NDa6urmjevDm2bdtW6XO/ffsWEydOhIODA1q3bl3h\n/AWyio2N5TT8AeDUqVO8+4tEIixatAhubm7w9fXFypUrUVJSUu45dHR0EBYWBhMTE0la48aN8euv\nvwIobbT4+fnB3t4e48aNq3DkSXXbu3cvWrVqBQcHB0yaNImzjN2ZM2d4j5P2WSSkKlT9eYuKikK7\ndu1gb2+PUaNG1fhlOQkhtUfN7GYhhJAapGfPnkhLS0NMTAxMTU3RoUMHmWbqbtWqFVJSUnD27Fno\n6OigS5cuNaJ3287Ojjfd19e3ynkHBgZyljWryKNHjwCUPvf+9ddfo7i4GJMnT5YrD4Zh8MUXX+DG\njRsAgNTUVAwZMgTa2toYOHCgXHl9ytbWljdd2twI06ZNw9atWyWvZ8+ejXfv3lV4w6hbt2548eIF\nYmJiULduXXTs2BFaWlqIiopileGPP/7A1atXkZCQUCMm/YuMjGQtybdlyxbcuHED165dk6RJew+l\nfRYJqQppn6vq+LydPn0affv2lTzGExYWhri4ONy9exc6OjpKPz8hhJSHhv0TpaPhROqD6qrq/vvv\nPxw7dgzGxsbo06cP9PX1FX6OqtZTTk4OvLy8WM/ZGxkZ4ebNm3JNupeXl4e///4bubm5CAwMRFpa\nGlq0aFHpuMp4eHjIvKJAmUuXLqFDhw6c9Pbt2+PixYtVjunzzz9n9RoKBAJERUWhV69erP2ysrJg\naWnJWf6wbt26yMjIqNR//rt3787bk7ls2TJMnjwZUVFREIvF6NOnDwoLC7FkyRLk5+fj+++/h4eH\nh9znk1e7du1w+fJlTnpsbCz8/f0BAPfv30fLli2Rm5sr2e7s7Izbt2/D0NBQ6THKQhO//2prmd68\neQMvLy/WvBwWFha4ffu20leL6NOnD6KiojjpR44cQZ8+fXiP0cR6AjS3XJqG6ql2UX0XFCGEaIg/\n//wTI0eOhEgkAlDayxQTE1PjZrE3MjLCpUuXsGzZMsTFxaFRo0aYPXu2XHEmJSXhs88+kww/19PT\nkzqBm1AoRHFxscx5fzpkvCrHfDpXQ2UdOnQIq1atwrFjx2BlZYUZM2age/funP2ys7M5Df+y9MLC\nwko1/qWVYc6cOZg/f77kkQI9PT0UFRVJehx37NiBH3/8EQsWLJD7nIqI7+M6adSoES5duoSVK1fi\nwYMHaNeuHebMmVNjGv5Es1hZWeHy5ctYtmwZbt26hebNm+OHH36olmUipV0PivouIoSQqqCef6J0\ndEdRfVBdVV5eXh5sbW3x4cMHVvqXX36JQ4cOKfRcNaGePu0JB0r/wy0SifD+/XtWekBAAKKjo2XO\ne/To0dixY4dc8WRmZsLW1pbVswwAISEhMs3PoEg+Pj6Ij49npXXp0gUxMTGVym/BggVYsmRJpY7V\n1tZGXl4edHV1K3W8LGbNmoXVq1ez0oyMjPDy5UuVf07lUROuK0WjMlW/5cuXY86cOaw0HR0dpKSk\nwMbGhveYml6mytLUcmkaqqfaRfUPCxJCiAaIj4/nNPwBVLrBV9OdO3eOk/bmzRssXrwYpqamkrT2\n7dsjIiICU6dOlSnfxo0b4+effwYA5Obmon379tDW1oaWlhb09PRgbm4OBwcHmJmZoXPnzpL5BerV\nq4ewsDAYGxtL8vrss88wb968qhSzUnbt2gVHR0fJa3d3d9YcAPKaPXs2AgICKnVsSUmJ1MnPFGXB\nggXo2rWr5LWxsTF2795da/8zWVJSgsWLF8PJyQkNGjTAzJkzeSeMrE0iIyPh4+MDc3NzBAUFITk5\nWdUhKc0333yDvn37Sl4bGhpi27ZtUhv+hBBSnajnnygd3VFUH1RXlZeamgonJyfOOtLe3t5ISEhQ\n6LlqQj25urriyZMnrDShUIiXL1+iTp06iI2NhYWFBXx8fCTbjx07ht69e5ebr76+PuLj4+Hh4QEv\nLy/cuXOn3P0NDAyQmJgIV1dXAKXzGVy+fBn169dHs2bNKlm6qisuLkZsbCwKCwvRrVs3hUzMJ225\nvIo8e/aMdTNCWRISEvD69Wu0a9cOderUUfr5FE1R19X3338vuYFVZujQoYiIiKhy3vKqCd8VJ06c\nQM+ePVlpTk5OePDgQaVGpNSEMskiKSkJqamp8PPzQ7169crdV13KJC9NLZemoXqqXbQXLVq0SNVB\nEM1WVFQEPT09VYdBZFBb6iozMxMRERGIjY2FjY1Nhf8xk0W9evWQnJzMaugLBAKEhobC09Ozyvl/\nrDL19PTpU4SFheH+/ftwcXGpcj0bGxvjyJEjrLSAgABkZmYiOzsbKSkpSE1NhYODA4yMjAAAz58/\nx+7du8vNt7i4GI8ePUK7du0wd+7cCuMoLi6GkZERPvvsMwCArq4uXFxcZHq2VywW4/jx44iKikJJ\nSUmVGsjv379HeHg44uLi0KBBA5iYmMDJyQlWVlacSR9FIhEOHTqEEydOwMDAoMIewZSUFISFhcHA\nwADPnz/H69evZY7L19cXISEhlSqTvKytreHi4qLURwyUSRHff2KxGEFBQSgsLGSlJyUlYcqUKdU+\nx0FN+E6fOXMmHj58yEr78OEDWrRogcaNG8udX00okywsLS3h6uoq06SvqiiTon8T+KhLXdV2VE+1\nDEOIkmVlZak6BCKj2lBXt27dYszNzRkADABGKBQyf/75p0LyFolETGhoKNO5c2emb9++THR0tELy\n/ZS89bR9+3ZGS0tLUmZra2vm3r17VY4jKiqKCQwMZDp16sQ4OztL8v/4z8DAgDl58iTDMAwTGhrK\nu4+042Tdd9y4cXLHnpeXx3Tq1ImVz7BhwxixWCx3XlevXmVMTEwk+ejq6jJ//fUXwzDcukpPT2e8\nvLxY5/3uu++k5h0REcEIhULJvmZmZsyECROY9u3bMyNGjGBWrFjBBAQEMN27d2d27drFhISEMFZW\nVoypqSkzcuRIpqSkRO7y1FaK+P4rLCxkXWsf/yUnJ1c9SDnVhO/09u3b874ff/zxR6XyqwllUrTq\nLtMff/zB+pzWr1+fSUpKUvh5NLGuNBHVU+1CjX+idPSloj5qQ1117tyZ859QCwsLpqCgQNWhyUye\nesrKymKMjIw4Ze7Tp4/C4vn111/LbZy7uroyYrGY+eyzz2Ru0MvzN3bsWLljXr9+PW9elblh4+/v\nz8nH2tqaKSoq4tTV7Nmzec97584dTr55eXmMqakpZ99u3brJHSOpmKK+/3r37s2ps2bNmikkb3nV\nhO/01atXc94PXV1d5tWrV5XKryaUSdGqs0zZ2dlM3bp1OXXSu3dvhZ9LE+tKE1E91S404R8hpFYp\nmyDuY+np6UhKSlJBNMp369Yt5OTkcNIvXryosHNUlNfjx48hFApx9uxZhZ3zY8ePH4ehoSGcnJwQ\nGhoq0zHSYpb3fRGLxbxr3L969Yp3iT15znv37l3Oygkf75ubm4tp06bB1NQUFhYWmDVrlmS4eVpa\nGoKCgmBoaAhHR0esWbNGrnKps8ePH6N3794wMDCAq6srfv/99yrnuW3bNri6usLAwACBgYGc+S4+\ntmnTJtZcF66urip53h8Atm/fDhcXFxgYGKBv374qmWgvODgYQ4cOhUAgAFD6iNSuXbtQv379ao+F\nlE5Om52dzUlX5G+CLP7991907NgR+vr68PHxwbFjx6r1/ITUWqq++0A0H91RVB+1oa7c3d15e6HS\n09NVHZrM5Kmn58+f8w5DbtmypcLimTVrllJ69Cv7t23btgpjnjNnjsKGIjs5OUmNJTQ0lLXvyJEj\nefc7deoUJ9/Xr1+zhvyX/TVp0oRhGIYZOnQoZ9uUKVMYsVjMebQAALN582a5y6ZuCgsLGUdHR07Z\n9+/fX+Gx0q6ryMhITn5OTk5MUVFRufndunWLuXLlisoevYiIiODE7eLiwohEIpXE8/TpU+bChQtM\nbm5ulfLRxN+p6ixTamoq729CixYtFH4uaeVKS0vjjD4QCoXMjRs3FB4DqZgmXlNEOur5J4TUKgsX\nLpT0QJWZOnUqzM3NVRRR1b179w6bNm3C8uXLcffuXdY2e3t7jB07lpUmEAjg7e2NVatWITk5GQ8e\nPMCKFSuwfv16pKenV3i+V69e4fPPP4ezszOmTp2KyZMn16j3b/PmzRXuM2XKFFhaWrLSPDw8MHjw\nYLnPt3DhQqnbduzYwXo9a9Yszkz47dq1Q7du3TjHWllZYcqUKaw0gUCABQsW4MOHD9i3bx/nmG3b\ntsHPzw+3b9/mbJPlfVF3J0+eREpKCie9KmXfsmULJ+3Zs2eIjo4u97jmzZujdevWClnpoTL44n7y\n5InSl36UpmHDhujQoUO1T3pI2Ozs7DB+/HhWmpaWFubPn19tMezZs4cz+qC4uFgho3QIIeUTqjoA\nQgipTkOHDkX9+vWxbds25ObmYuDAgRg5cqSqw6q0O3fuoHPnzsjIyAAAzJ07F+vWrcPUqVMl+2zZ\nsgWtW7fG4cOHUVhYiNjYWPzxxx8AgB9++AEMw0iWKJw/fz7OnDkDX19f3vP9+++/8Pf3B/P/V4nd\nuHEjwsLCcP36dWzYsAEPHjyAmZkZ3r59W6Vh/r169ar0MFC+xxw+ZWJiAltbW7x9+1aS5ubmJtPM\n3J8aPXo00tLSMG/evApj8fLywtWrVxEaGopnz56ha9eumDZtGueGVJnffvsNPj4+OHDgAIyMjDBx\n4kR06dIFr169QklJCWd/kUiEq1ev8uYly/ui7qSVsSplV0ae1UFd4ybKt2nTJrRq1QqHDh1CvXr1\nMGnSJHTs2LHazk+fTUJUSNVDD4jmo+FE6qM21pU6zob+cT316tWLM3zT0NCQef/+Pe+xfMPBP/3r\n2rWr1HPb2dnxHhMcHMza7+LFi1Uaun/u3DlGX1+/UsfOmTOHKS4uLvc9/O2333iPPXr0KMMwjOR4\nsVgs0woAeXl5rFUkyv6+/fZb1n4ikahSKwrw4ZtosLy/2bNnK+S8spD1fVO0d+/eMYaGhpyyr1q1\nimGY8q93ad9/P//8Mye/OnXqSL3GaoqffvqJE3fdunWZzMxMVYdWJZr4O1WZMqnDb5e0ciUkJDAC\ngYDz+Txy5Eg1R0gYRjOvKSIdDfsnhNQ6xcXFCAkJgYmJCfT09DBo0CC8efNG1WFVSlxcHCctLy8P\nCQkJnPScnBze4eCf4pvArszLly9500+dOlVhXPLo0qULCgoKZNr342H0urq6WLZsGYRCIRwcHBAe\nHs57jLT4Zs+eDQ8PDwiFQlhZWcHQ0BAGBgYYNWoUPnz4IDUGAwMDHDx4EHZ2dgBKh+cPHDgQISEh\nAIDbt2/Dzs4OOjo60NLSQtu2bWUunzS7d+9G8+bNK9xPIBBgwIABvBMQKlpBQQGCg4NRt25dmd43\nRTM1NUVkZKRkMjktLS2MGjUKjRs3hre3N7S1teHp6SnXqJIZM2Zg1KhRkuH79evXR2RkJExMTJRS\nBkWZNWsWBg8eLInb2toa+/fvh7GxsYojI5UlFouxYMECmJmZQVdXF/369UNaWpqqw5Kbt7c3Nm7c\nKPks6unpYd68eejTp4+KIyOkFlD13Qei+eiOovqoLXXFN9lbx44dVR2WzD6up7Zt23LKoq2tzaSm\npnKOE4vFUnvuP/4rb1kyvl5VAEzfvn1Z+x05cqRKPf/y/K1cuZK3lxMAIxAImJiYGE45FixYIPd5\nPi0jn+LiYubmzZvM8+fPJXUlFot5l9bq0KFDhfnJ4u7du8zXX3/NG7O2trZS1u+WZsqUKZwYFLms\npKyKioqY69evMy9fvmTu37/P6OrqsmLS0dHhLK9Y0fdfWloac+PGjQon+qtJsrKymBcvXqhd3OXR\nxN8pWcu0bNkyzvXl6+ur5Ogqr6JyZWdnM9euXWMyMjKqKSLCRxOvKSId9fwTQmqdbdu2cdIuXLiA\nR48eAShdCmnBggX4+eefJb0qDMPg+PHj+OGHHyTzBdQECxcuhFDInr5l0qRJkh5oAHj79i0mTJgA\nLy8v6OnplZuftrY2fvzxR1aaSCTCvn37MHv2bKm9nV9++SXrda9eveDn5ydPUWRiZWXFem1tbY0J\nEybg9OnTvPszDIPt27dz0iszSeHff//NmiOAj7a2Nnx8fGBvby9JO3r0KO/SWrGxsZK5E6QpKSnB\nwYMH8cMPPyAsLIx3tECTJk3QqlUr3uPNzc3h5uZW7jkUpbi4WDKXxMeioqJ4R9YUFxfjr7/+wuzZ\ns7F7927JMoWKoKOjA19fX9jY2CAsLAxFRUWs7SKRiPdzUZ6CggIcP34cy5cvx4MHDxQWq7LZ2tqi\nRYsW0NHRUXUopIr4frtu3LiB+Ph4FURTdUZGRmjZsiXMzMwAAElJSVi0aBGWL1/OO3EnIUQBVHzz\ngdQCdEdRfdSWujI2NubtJU1MTGQ2bNjAehbRyMiIuXz5MjNkyBDWvu7u7szbt29VEv+n9XTt2jVm\nwoQJzMCBA5nw8HDWs9Z3797l9HoCYPT19ZnAwEAmKiqK+fPPP5lBgwYxY8eOZeLi4lh5FxYWMh07\ndqywVzwsLIwTZ05ODjN37txKP7v/6Z+VlRVz48YNTi/6zJkzGT8/P6nHDRgwgPd93LVrl9wx8I2o\nqKiu9uzZIzW/8p7bLS4uZgICAlj7+/j4MNnZ2Zx9d+/eLfUc3bp1q5bl3aKioqTGUDYSooxIJGI+\n//xzTg9mTk6OwuP69ttveWOysLBgPf9e3vffsWPHWNeRUChk9u3bp/BYFU0Tv9Nrc5kaNGjA+1m+\nfPmykiOsHHnqateuXawlCPX19ZkzZ84oMTpSRhOvKSIdNf6J0tGXivrgq6usrCy1mFhIHuPHj+f8\n56lJkyZMdnY27/BsaZPkzZ07VyHxFBQUMAUFBTLvL881VV7DfeTIkRUeL2sDeceOHUxubi5naLG0\n4eiV+fv++++ZMWPGcNIFAgHvoxxlf5GRkbxlkzZJn7Q/f39/md/3MllZWYxIJGJ0dHR4P3NlsrOz\nmeLiYkYsFjOZmZmMWCxmDh06xBvHL7/8wrkB8O7dO961u8v+qqOh2rhxY95z+/n5cfbdv38/775r\n164t9xyV+T66cuWK1PelbCLAsrylcXd35xxra2ursJsqRUVFTG5urkLy+pgm/v7W5jLNmDGD8zls\n2LBhjf2NlrVcBQUFjKWlJadsHz+CJhKJlHJzkGjmNUWko2H/hBBeMTEx8PLygrGxMRwcHOQeIluT\nrV69Gn369JEsr+bt7Y0DBw7g/v37vMOzk5KSePO5du1aleLIysrC8OHDUbduXdStWxfDhg1DZmZm\nlfL8VGJiotRtssQvaxmXLFkCIyMjmJiYYPr06ZJh1idPnpQt0Ao0btwY8+bN442HYRg0adIEkydP\nhra2tiS9bBKpoKAg3jwNDAywceNGGBgYSNLq168PIyMjAGANk27dujUiIiIqFbtQKMT+/ftZj1zY\n2Njg1KlTuHbtGlq1aoW6devCzMwMlpaWqFevHtzc3LB7927e/ObMmYO6devCz88Pt27dAgAYGxtL\nlmvkU9XPakVyc3Nx79493m0///yzzPFIW6bw0qVL8PHxgbGxMezs7LBp0yaZY2vdujUCAgLkOt/H\nMjMz8fDhQ056Wloa/vvvP5nj4CMSiTBjxgyYmprCyMgIPXv2RGpqapXyJJrrp59+QlBQkGQSx8aN\nG+PQoUOS1+rq2bNnvI9UJSQkoLCwEPPnz4eFhQWMjIzQuXNntXrshpAaR9V3H4jmozuK6qOsrtLS\n0hgDAwPOXfizZ8+qOELFSktLYx49eiR5nZGRwTtE3cXFhbfXcMaMGVU6/+DBgzl5BgVhfuBOAAAg\nAElEQVQFVXicPNeUr6+v1F5PacPhP7Zx48ZK9dKHhIQwFy5cUFivPwBm2bJlzKBBg3i3xcfHMwxT\nWocJCQnM7du3K1zSTCwW8/ZWL1y4kLl79y6Tn5/PPH/+nHn69KnM7/enPq2r06dPM7du3WIYhmEy\nMzMZMzMzqeXlWwrr0z8rKytJjzFf73TZ3x9//FHpMshCLBYzjo6OnPOampoy+fn5nP137tzJG+fy\n5cs5+759+5Z3RE7Zsoyy2Lt3L+/5Fi1aJNlH2nVVUlLC2Nvbc441NzdnCgsLZY6BD9+IFUVO4KaJ\nv79UJob577//mAcPHigpGsWRtVw5OTm8j+O5uroya9as4R3tUNFyrkR2mnhNEemo8U+Ujr5U1EdZ\nXfH92AJghg8fruIIFaegoIDZtWsXExwczGzevFkynPDTWeCFQiETFRXFdOnShZVev359JiUlpdLn\nz8rKYrS1tTnvsba2doWNVnmuqdjYWN7h4HXq1JE0QsuTnZ3NNG3alPOeVNQotbS0ZMaNG6fQxr+b\nmxuTkJDAaQgGBQUxW7duZYKDg5kdO3bI/AjF5cuXpZ5HUfjqKi4ujunfv7/Um0of/1lbW1e4T0BA\nALN+/Xpm165dvDcMmjdvzuTl5SmsTNKEh4dzzh8aGsq7b35+PuPj48Pa19nZmXfW702bNvGWu+zm\nVWZmJrNu3TomODiY2bt3L+9Q/MLCQqZ169as4x0cHJg3b95I9invuuJ7bzds2MDk5uYyW7ZsYYKD\ng5mdO3fK9fgOwzCMjY0Nb9kSExPlykcaTfz9pTKpD3nKtWrVKtY1IBAImMjISMbb25v3GqH5ABRH\nUz9/hB97imhCCEHpLNx8SkpKqjkS5SgqKkK3bt1w6dIlSdrGjRtx6dIl/Pjjj2jdujUOHDgAIyMj\njBs3Ds2bN0f37t2xa9cu/PPPP3B1dcWkSZNgY2NT6RjEYjHvTO9isbjc4dvy8vf3x61btzBz5kwk\nJCTA0NAQvXr1wrfffgsXF5cKjzcyMkJsbCx+//133Lx5E40aNUJERESFwy5LSkqkfo4qq7i4GN7e\n3oiPj8eWLVvw8uVLdOrUCRs2bMD+/fsl+23btg3nzp2Drq5uhfnJk64IoaGhmDFjhsz7Dxw4EG5u\nbrhy5QouX76MZ8+ecfaJjo5GdHQ03N3dcfLkSezduxeJiYkwNjZGYGAgxo8fz3q0QVmGDRsGFxcX\n7Nq1CyKRCEOHDkXXrl1599XX18eFCxfw+++/49q1a/D09MTXX38tmfX7Y+V9H2VkZKBt27aSlTrW\nrVuHXbt24dixY6yh0Lq6uoiJicEff/yBf//9F40bN8akSZNgYWEhU9lGjhwJV1dXhIWFoaSkBMOG\nDUPLli3h7++PhIQEyX7btm1DTExMhZ+9isqmzM8gITVRvXr1IBAIJL+LQqEQRkZGGv//EUKqnarv\nPhDNR3cU1UdZXSUnJ/NOUBYVFaXiCBUjIiKCtydhzZo11RpHYGAgJ4ZevXpVeFxlr6n09PQKJ0yq\naJ9ff/1Vpl76adOmMadOnVJoz/+8efM48axbt453X77VBz5VXFzMO1T922+/rfDYoqIi5tWrV6yV\nFfh8XFdZWVmMoaGhzOUVCATMtWvXGLFYzLx69YpZv359hccsXryYycrKYt69e1dhGWqqsvKWTR75\n8uVL3sdxIiMjmUWLFvG+D/I8ElBG3usqNDSU99zh4eEy58E3gVvjxo0r/FzxKSgoYF6/fs1K08Tf\n39papjdv3vA+QlOTyVpX+fn5vI9ANW7cmJk7dy4nvUGDBlV+5Ib8H028poh06j1DCCFEKZycnBAZ\nGSlZq7xevXr4+eef0bt3bxVHphhlk6TJmq4s27dvxxdffAGBQACBQIAePXrwrpNeVY8fP0aHDh1g\nYWEBc3NzTJw4kbPu+ZMnT9CxY0fWPnzrrt+8eZP3HGWjILS1tTF06FCsXLkS3bt3x5o1a2BiYlLl\nMgiFQri7u8scT0UT3BUVFWHatGl4+fKlJK2sHtasWYN+/frh3bt3vMeGhobCxsYG1tbWcHd3R3R0\ntExlePz4MfLy8qRu19XVRZ06dQAAVlZW+P333/Hu3Tu4u7vD2toaCxYsQNeuXcvtxd+0aRPMzMxg\nbm6OHj16sMqnDk6ePCkpr42NjeS9/uuvv+Dk5ASgdHLDJUuWICgoSKXXsrTPnjznXrZsGYYPHw6h\nsHQgZuvWrXH48GHJZKSyWrhwIaysrFC/fn14e3vj33//let4UnPdunULvr6+sLKygoWFBb7//nuF\njg6rCVJSUni/b+/du4effvoJDRo0kIym8fLyQlRUlMyjawghn1D13Qei+eiOovr4tK6Ki4uZZ8+e\nqV1vQ0XCwsJ4e+x++eUXlcTz5s0bTo9deeS5psRiMdOkSRNOWWfPns3a59Pn+oHSpfU+9fPPP/O+\nd7t372bS0tJ4e5zz8/OZ6OjoKvf8a2lpMampqay8pY1EqGgERXlLA5b99evXj3Pc0aNHOfvp6+sz\nL1684D3Px3WVmZnJO5EmACYwMJDJyclhCgsLmWfPnjGFhYVMWloab493jx49ZH7P/l979x0eRbU/\nfvyz6aSQSksivQQEUXoJvQWQ6AWUrihw7V1RVEBAsaBU9SoqlyKK8AUEaSLSibTQQocgSAkQCKQX\nsjm/P/hlbzY7m2zKJmTyfj3PPA/Mnpk5Z87MZD4zZ87p2LFjnvvhXnLp0iXN8ma/xTcajer8+fNm\nQ+KNHz9es9yrVq0q8PYL+rfqiy++0Nz2ggULCrztuLg4q8dQfr7//nuLPPj6+qrExERd/v0tT2VK\nS0vT7Pdj5syZJZzDwrG1rlJSUpSPj0+e17LGjRurf/75x845Lp/0eE7BOoJ/2B0XlbKjvNRVWlqa\nRedfDRs2VLdv3y61PKWnp6t58+apUaNGqU8++UTduHHDatqC1NP+/fs1b6SCgoJMaSIjIzXTBAYG\nWqzv1q1bKiQkxCxdgwYN1L59+9TDDz+sGjZsqJ588kmLIP2dd94pcvAvcrdZe05bt261Oe9KKXXm\nzBn1zjvvKE9PT5seNuTufFFrhAYR7U9GIiMj1fPPP69efPFFtWvXLqWUUp9++qnFsp6enuro0aNm\ny2ZkZKhhw4Zpbkuro8i8pqJ0TGkvf//9t3rvvffUmDFj1K+//qqysrLUzJkzNfM/aNAgq+u5du2a\nqlmzpln6Ll26FKon8IJe/w4ePKj8/f3Ntt2qVSubOv1LTU1Vc+fOVaNGjVLTpk2z+TONvXv3qpdf\nflm99NJLavfu3UoppTp16qS535YsWaLLa7reynTmzBn1+uuvq2eeeUatXbvW7Deth40iRRsRwmg0\nqqVLl6rRo0erCRMmWFyri1NedZWSkqK+/fZbNWrUKPX5559rXhtzT8XVESbM6e2cQt4I/mF3XFTK\njvJUVykpKeqbb75RY8aMUTNnzsy3h317MhqNqlu3bmY3OdWrV1cxMTGa6Ysj+A8ODjalsRb853xA\nkNOaNWs0+4TIOVWoUEEdP37ctExxBf9TpkwpcPmyRUREFOibe63gv0+fPpppc7+J++WXXyxGWfj2\n22+VUkpt3rxZ9e7dWzVt2lQ9//zzFjffWVlZqnfv3sWyv+7F4D8yMtJixIYXXnjBavA/ePDgPNcX\nFxenpk2bpsaMGaPmzZtX6G+BC3Je/fXXXxbHUo8ePWwaVeHOnTsqNDTUbNnatWur2NjYPJdbtGiR\n2YgDBoNB/fe//7Ua/P/yyy+6vKbrqUy7du2yaA00duxY0+/Wgv8WLVoUeptPPPGE2bp8fX3NrtXF\nyVpdpaenq7Zt25rlo27dumrdunXqxRdftNpCKioqyi75LO/0dE4hfwT/sDsuKmUHdVU80tLSVHR0\ntM1BiLUbvHHjxmmmL2izf60m/e+++65ZusaNG9u8/fbt29sUdOYM2qKiooocxGY3+09PT1eHDh1S\nJ0+eVEaj0abyXbhwwWqQZG3q37+/RdlzP6TJnjZs2GC2z3O/jRYRFRAQYDomLl26pE6dOqUuXryo\nYmNjzZp8//HHH8UW+IuIRVB548YNu77ty094eLhFHg0Gg4qIiNBs9p/7bWhO//zzj+bwgIVRkPOq\nR48eFvl0dHS0ab8uW7ZMs54mTZpkdZnMzEwVFBRksUzVqlXV3LlzLeb7+fkVqNn/+fPn1a1bt2wu\nf2lJSEhQR44cKVSHiFpSU1NVdHS0qXPJkqZ1PXFyclJXrlxRSt39W6I1HOTs2bMLtb3Dhw9rHnvD\nhg0rtjIlJiaqc+fOKaPRaPX4+/nnnzXz8dFHHymllHrjjTcsfnvwwQeLLY8wx71f+ULwD7vjolJ2\nUFdF991336mAgABTsPf999/nu8zUqVM1b4QefvhhzfQFraezZ8+qjh07KpG736c/99xzFg8moqOj\nTcGxm5ubevbZZ60+vKhYsaJNQWeDBg3Mlsv9Jrwgk8FgUF9//bX6/vvvzd4KValSRS1dutRq+aKi\nolTTpk3zXX+bNm1Uz549lYODg3J0dFT9+/fXbIqde2z67Gn+/PmmNPHx8Va3s23bNtWyZUvN39q1\na6fOnTtntR+Dwu6/7FE6kpKS1KBBg0zradWqlTpz5kyBjqXioPVgROTud/q///67ql+/vun8sRbk\nHDt2TDVr1swULI0YMaLIfZMU5LyqUqWKZhk2btyY77LW+ikYOHCg1WViY2Ot1m9MTIz64IMPlLe3\ntxIR1bRpU9MnAfmV6cCBA6YHf87OzmrMmDGlFgjnJSsrS40dO9Z07tepU0dt3ry5SOucNWuW6Tvz\nKlWqqMWLFxdTbm1XqVIlzTrNOYb9oUOHVPPmzZXI3U+E3nnnnUI//Pjxxx81t9ekSZNiKc+4ceNM\nLWJq1aplte+NcePGaeYj+4FxWlqaGjNmjHJ1dVUidz/l+fvvv4slj7DEvV/5QvAPu+OiUnZQV0Wz\nZ88es2a52UHrvn378lzOWmd4EyZM0Exf2HqKi4sz6yytsGk6d+5sU9A5YsQI0zIZGRmFDvyzJ61h\n+UREeXt7q+TkZIu8Z2Zmqlq1auW7XicnJ3Xu3Dml1N3APa9PQEaNGqW5jpzfomZlZam6detapKlS\npUq+DyJatGhhtR8DFxcXq8s5ODiYbpRzH3/Zb3Sfe+45i98feOCBPOvaHvr376+Z/+zPE7KystT1\n69etBqFGo1HVq1fPYh1vvvlmkfJVkPNK67MMZ2dnq5/q5LRy5UrNOpw6darVZYxGo+bxHxwcbOrf\nIC0tzaKVR15lysjI0GxNkLtfjXuBVusGLy+vQvfT8ueff1qsz9HR0W7N363R6rzTxcVFswPYGzdu\n2NSfRF6OHz+ueeyNHDmySOtVSql58+ZZrNfDw0OzZY61Dld79+5tli77ug774t6vfCH4h91xUSk7\nqKui0RqzWyT/ceOzsrLUww8/bLZM3bp1rX4DXNr1FBERoTw8PCyCzNw35mfPnjUtU9xN2XNPK1as\nsMjnjBkzbF6+Tp06avr06SoxMTHPskdHR1v0vj169GiLdKtWrTLrF8HBwUF98sknNuXl9OnTasCA\nAWbzsluTWJuaNGminn76aYv5OZvzWutNu6S/o42KilK+vr5meXjrrbdsXn7Pnj2a5cjZyaPRaFSL\nFy9Ww4YNU6+++qo6efJkvustyHkVGRlp0QLG2sO63Nv4/PPPLY6hhg0b5hvkLFu2zKyzR0dHR7Vk\nyZJCl8naORkSEpJvOUqatQeOixYtKtT6Ro8erbm+iRMnmqWLjY1VH374oRo8eLD64osviv3au3//\nfov+L/L6/KM4PPvss2bbq1y5crG0AOrevbvmPp03b55FWmv1WatWrSLnAwVX2vcUKFl3B5YFABRZ\n9ljduTk7O+e5nMFgkF9//VVWrFghu3btknr16smIESOkYsWK9shmkbVt21aOHz8uCxYskPj4ePnX\nv/5lGof+1KlT0r59e3n//felUqVKpmWs7Zviknsfz5o1S1577TWbl4+OjpbXX39dFi1aJBEREeLm\n5qaZrnbt2hIVFSULFiyQS5cuSY8ePaR3794W6cLDw+XIkSPyww8/iJOTkwwePFg8PDzknXfeyTcv\nTk5O8ssvv8iqVatk+/btUrt2bfH29paRI0daXSYqKkqioqIs5jdp0sRsvVryOz6LW+PGjeXYsWOy\nYMECuX79uvTt21e6detm8/K2lGPMmDEyb9480//nzp0rmzdvltatWxc+4zk0a9ZMjh8/LvPnz5e4\nuDgJDw+XTp065blMWlqadOrUSQ4ePGia5+XlJRMmTJBnn31WPD0981x+4MCBcuTIEVm8eLEopWTo\n0KHSuHHjQpfhXjkebFHcebVlfTdv3pRWrVrJ33//LSIiS5YskUWLFslff/1l9fpQUM2bN5fjx4/L\n3LlzJTk5WR555BHp2LFjsazbmv/85z8SHh4uGzdulMDAQBk5cqTZtbqwClJHDg4ORd4egEIq7acP\n0D+eKJYdZamuEhIS1NGjR4v8nW9xOnLkiHJycjJ7k+Hk5GQxjFtRlVY9paenq6NHj6pbt26pCxcu\nqJUrV+bZRN5oNKrjx4+ra9euqczMTLu99a9UqZI6dOiQqalsampqvmNG5zUtXLgwz/JcvXrVNO/6\n9evq2LFjymg0mqW9evWqOn78uLp9+7bp31lZWRa9vOeeWrVqpbntlJQUVbly5QKXxd3dXUVHRyul\nlHrrrbcsfm/btm2BjoF7hdbnEx988IFSSqlTp05p7ou+ffuarePUqVPq8uXLpv/nPq9iY2PVsWPH\nbBo2MD4+XkVFReV5PVqwYIFmvrI7OSsMa8dftryuFZmZmZqfp3zxxReFzk9+Lly4YNYiyFaLFy+2\nyGdAQIBKSkoqVD52795t0VrJ1dXV9PmPUtb7YsnZv0dOt2/fVqtWrSrU6Br32t/eGzduqKNHjxZo\nyMylS5da7CtfX1/Nsj3yyCOa+zZ3PzHWGI1GdezYMXX9+nWb8wfr7rXjD/ZF8A+746JSdpSVupo6\ndaqp2bmfn59ms8LSsmLFCtMNdb169dTKlSuLfRulUU/Lli0zBZ+5hxt74YUXLNLv2rVL1a5dW4nc\nbZ48YsQIuwT+vr6+Kjg42Gw7x44ds5r+1VdfzfdzgHfeeceiPBEREWblGTZsmHrqqadMD3tq1Kih\ntm7dqtLS0tSIESNMzbM9PDxMHezVrVtXrV27VvM735xTkyZNNL89PnjwoGl4LD8/P5v3UXZ+ExIS\n1EsvvaTc3d2Vg4OD6tevn6lX8bLmwoULKiwsTBkMBuXp6aneeOMNdefOHaXU3U8utPZDdpPiqKgo\n0wgRBoNBPfLIIyohIcF0XmVmZqpnn33W9NnGfffdp/744w+reZk8ebKpkzN/f3+rD4+sDXc5dOjQ\nApf/zp07avTo0WbH35YtWyzS5XetOHPmjOratasSudt3xvvvv19sPennFBsba9YsvGXLlmaBti0+\n//xzUwd5rVu3VpGRkUXK0+LFi02dTzZs2FCtX7/e7Hdr1yytT1RGjx5tdl1s165dgb7Pv1f+9hqN\nRvXCCy+Yjv3g4GCzkUzyM2PGDNPfiZYtW2oek0op1a5dO819W7169Xy3sWXLFlP/F05OTmr06NGm\ncx+Fc68cfygZBP+wOy4qZUdZqKv169db3DA4ODgU+9v1oirsGylblHQ9Xbhwwez7da0pZ+/Uqamp\nVnuxLokpO5jJPWW/VcrKysqzI8Dly5eblT8tLc2mt+6+vr5We7HOnqpWrar5bX7uqWHDhlbrIzk5\nWWVmZmp2epfX9P777yul7nb0di+1mCmKlJQUixv/ixcvmn0bnz0NGjRIZWVlae63Z5991nReaT0c\nsta53OrVqzWvR1p9DCxfvlyzXmbOnFngcmv1H+Hj42Nx3bH1WpGSklKgt7wF9dhjj1nkt02bNgVe\nj9FotKlTRVtlZWVZvVbPnj1bs76WLVtmls7a0I3PP/+8zfm4V/72zpkzx6IcHh4eBep0z2g0mvap\ntXJZexAWHh6e57oTExNNo1rknD799FPbCwkL98rxh5JB8A+746JSdpSFunrqqac0bxpyd9RU3G7e\nvKkmTZqkwsPD1XvvvWfW9LukadXT4cOH1TPPPKP+9a9/qe+++07duXNHXb9+XU2YMEGFh4erCRMm\nFLiJZFJSkvr8889NQ4HlNeXspVnrAU12UFSYYL6gk9ZY8TmDX6Xuvh3O/YmGiKiwsDCLIMjaaAxa\nU3YrhLym3M2NrU05RxDIFhsbq958803VoEEDFRgYaPO6RETVr18/z/q+ffu2mjp1qgoPD1djx45V\nly5dyjN9bGysmjhxogoPD1fjx4/X7KE85/4eNGiQGjZsmNq0aZO6fPmyevvtt9UjjzyiPvroo2Ib\nYz4+Pl598sknpuECs6dKlSqpkydPqgMHDmjuGw8PD/XII4+op556yurx/vPPP1tsb/jw4ZppP/zw\nQ4u0mZmZKiwszCxd8+bNC/WgMHuYw9xT7o4v74VrekZGhua5JiLqn3/+KfD6SqpMSUlJFsNy9urV\ny+JhU5cuXTTLFhAQYPO27oV6UkpZ/SypsB0rWitXenq6ReslV1dXFRMTo9avX6+GDBmihgwZYtEa\nw9oDtObNmxcqf7jrXjn+UDLo8A9AmWKto6UKFSrYbZtJSUnSrl07OXXqlIiIrF69WhYtWiQHDhwQ\nf39/u23XVhEREdK1a1dJT08XEZGVK1fK+vXr5dChQ3Lu3DkRuZvnH3/8USIjI8XHxyffdWZlZUnP\nnj0lIiLCpjzk3P/W6igrK8umdRWVwWDQnN+mTRvTv8PDw+XkyZOyePFiiYqKkoCAAOnVq5f069dP\nHB0dzZYrSOderq6u+aZRStm0rtzHdHx8vFkHZAWVVznS0tKkY8eOcuTIERG5e7wsXLhQIiMjJTAw\n0CJ9QkKCtG3bVs6ePWtKn318+fr6mqX95JNPZNy4cab/L168WLy9vSU+Pl5ERFatWiVLliyRvXv3\nFqkjtYyMDOncubNZh3ru7u7y9ttvywsvvCD+/v5y4sQJzWWTk5Nl1apVea5fK28FuR45OjrKmjVr\n5LfffpO9e/fK/fffLwMHDrTpmLF1u8XVEV1xcnBwEBcXF8nMzDSbbzAYxMXFpZRylT8PDw/ZsWOH\nLF++XI4ePSotW7aU8PBwi+uDtb8993LZrCmpv69JSUmSnJxsNu/OnTsyc+ZM+fTTT03zfv75Z5k9\ne7a89NJLeebvXjzugXtWaT99gP7xRLHsKAt1tXfvXosmve7u7oV6g2Sr//znP5pvGz7++GO7bTMv\nuetJa8xxa9OMGTPyXX96erqaPn26zesUMR8uzmg0Wrx5LckpMDDQYl7VqlXVn3/+qfbv36/27t2r\n5s+fb9aM++bNm2rPnj2aHRgajUbVoEGDfLd73333aXaqV5jJYDBYDPU4a9asIq1zzpw5Vut80aJF\nmsvkbC2Rk7Um0Z9//rkpTUpKitq2bZvFUGbWpgULFuR7bOZlyZIlmut9++23zdK1b9++wPsuODhY\n8xvuiIgIixYtHh4epo4E09LS1N69e622ojh//rzat29fgb9Z/u9//2uRx5o1a6qMjAyzdCVxTc/M\nzFSRkZF5fsP/wgsvWOS3W7du6tChQwXuY6C4ypRdNzk7fSyMHTt2aB4zBenIsTBlOnnypDp8+HCB\nl8vLL7/8onk9LexnQtbKZW2oRa3PywICAkzHdUZGhul7/5yTtU4YYZuycO+H4kPwD7vjolJ2lJW6\nWr58uWrYsKESEdWiRQu1detWu27vtdde07xReeqpp+y6XWty11N2R3S2TM8991ye6/7tt9/y/b7d\nxcXF7P+DBg2yWM+5c+dU3759iyUQLuhUu3ZtNWPGDFOzeFdXV810BoNBvfnmm2rixImmTwU8PT3V\n7NmzrZbH0dFRValSRX388cfqiy++UNWqVVMGg0FVrVrV1ATfy8tL+fr6KoPBoOrVq6f8/f0LVY59\n+/aZ5eH5558v1HoqVKigpk6dmme9v//++5rLPvbYY5rpX3zxRc30//73v5VSSv38888F6pRQRNR7\n772XZx7zM2nSJM31Pvroo2bprl69qh577DHl7Oxs9cGEi4uLCgoKUgaDQXXv3l2zA8ZsS5cuNT0c\natWqldqxY4dS6m5/ANl9Xzg4OKgnn3zSFOSnpKSoAQMGmI6ZoKAgq52jWTN9+nQVGBioHBwcVK9e\nvdTp06ct0tj7mh4REWEWjPXt21dzm2lpaerll19WXl5eytXVVVWpUsW0TIMGDcweHuanOMr066+/\nmtXNyJEji9Rp3JdffmnqhNbJyUk988wzBVq+IGW6evWq2QOsRo0aqRMnThQ0y1ZNnjzZLAhv1KhR\noUYwUMp6ubI7LrV1yvlJ0alTp1SvXr2Ug4ODCgwMVNOnTy9U3vA/ZeXeD8WD4B92x0Wl7ChrdWVt\neKviZq1Dp++++65Etp9b7nrS+u7Y2vf1eX27efPmTVOv5damwYMHa87fv3+/5jrt1ct/XtPw4cOV\nUnffElWrVq1Q67BWHq23lOPHj7dY3sfHRyUmJprq6qWXXirQ9h0cHCy+Bf/xxx8LVRZbbtzXrVun\nuay1liI//fSTZvr58+erf/75x+o33nlNa9euzTefefnjjz801ztt2jTN9FlZWSohIUHzAUDPnj1N\naWyV83p048YNVaFCBYv1ZreM0OoY0s/PT6WkpBS43Hnl0Z7X9IyMDM1WNi+//HKey2ldQxo1amTz\ndotaptjYWM26KY4gsrCdJhakTP3797fI+4MPPlio7Wrp2LGjxfq7detWqHVZK9eAAQM0z1WtN//1\n6tXTPMbtMSpFeVXW7v1QNAT/sDsuKveGlJQU9dlnn6kePXqop556Sh06dMgiDXWlLTMzU/Xo0cPs\nhqRVq1YFGsqpOOWup3PnzqmgoCCz/E2ePNkizz169LBoFpyT1ljaOafGjRurYejAs6IAACAASURB\nVMOGaf727rvvaq5TK2/2nAIDA03j2m/btq3Q69EqT1RUlBo1apTq0aOH+vjjj03BeaNGjTTX0b9/\nf3XmzBmllFIxMTGaY6rnNeVs0nv16lX15ptvFvhtusjdYcf+7//+L89jKisry6JHdj8/P7Vq1SrN\n9BkZGRZDFnbr1k2lp6err776Ks/8uLu7W+yzAQMGKKPRqO7cuaO+/vprFRYWpoYMGaJ27typ9u/f\nr5544gnVs2dPNX36dKvnXVZWlhoyZIjZelu0aKESExPzLPvcuXPNHpb5+flpXh8LwtpnFG3btlVK\nKaufkaxbt87qOrdt26YGDx6swsLC1LfffmtToGnPa7q18ysoKCjP5XK3HMqenn76adW9e3f1+uuv\n59nZZFHLtGDBAs3t+/j42Lxfi5utZcrMzNQcyUJETNc9pZQ6ffq0eu6551T37t3VxIkTbe5QMzY2\n1up5qzXaRWHL1aFDB81teHl5mZ2Lbm5uFp3+ofhx71e+EPzD7rio3Bu6detm9kfWzc3NolkxdaUt\nJSXF9JlB9uTv71/oppBFpVVPCQkJ6ocfflBTp041BS5Go1GtWbNGTZkyRa1ZsybflhLWxkevU6eO\n+umnn0xNd7XS5NX/QWJiovrhhx8KHYjbOnl5eZk1fY6MjCz0unI3kz906JBFq4jQ0FCVlZWV5zft\nNWrUMN00p6SkqIULF1qci9am7Jv5+Ph4i0873Nzc1IABA9TEiRNVnz59rA5vmHP67LPP8qx/rQcA\nIta/xTcajWrt2rVqypQpavXq1abjy1pw9cADD6hZs2apmJgYdefOHbV8+XI1ZcoUtXHjRtNbvCee\neMJsGYPBYNGKoG/fvnmW488//1RTpkxRy5Yty/NhV04nT55UkyZNUl9//bW6efOmTcvk5ddff9Xc\nB9ktCpo3b675+/bt262uL3drnlGjRuWbD3te062NnJA9pKY1tjzACgoKsujzIltRy7RixYo8tz16\n9Ogirb8wbC1TVlaWqlixokWeHRwcTEMgnjlzRvn4+Jj93rRpU5vOhcTERM23766uroVqlWKtXLlH\nvSjsNQvFg3u/8oXgH3bHRaX0WeuQKPf3vNSVNmvBzNixY0slP/aqp/T0dFWzZk2LcuZ8a3z48GGL\nm0NPT0918eLFfNdfkGHpCjvlHvKxVatW+S6TO7j08PCwKI+1Fg/WOoPMOeXuQ8BaS4Hc048//qiW\nLl2qJk+erPn7008/bQqQ2rVrl+/6/Pz8VHp6ulJKqbNnz6qtW7eq5ORkU75iY2M138rWqVOnQMdR\nYmKiRb8RBoNB/fHHH3kuFx0dbfMxEhkZWaA82aI4z6v09HTNjsmyh+L77rvvLH5r0qSJ1abMWg8L\nHBwc8n0AmV2mrKwstW/fPrVnz55ibS7dunVri3zNnDkzz2Xee+89m+r4k08+ybNMhZWWlqaqV69u\ndbsODg527UBWS0HK9Oabb1rkuX///qbfrX1itGzZMpvWrzWc7pgxYwpcJqWsl2vChAk2HQPBwcGF\n2i4Khnu/8oXgH3bHRaX0zZ8/X/MPa7NmzczSUVfaJk6cqLn/Bg4cWCr5sWc9nT17VoWHh6sKFSqo\n+vXrqx9++MEiTc6OygwGQ76dCGaz5WavqFNgYKDZt/LXrl1Tw4YNs9rUWOTuW/4WLVooNzc31aFD\nB7Vr1y6LvFvroOrf//53vnl65ZVXzNaV3blgcUyurq5WO7rTmv755x81cOBA0/+9vb3V0qVL1ZEj\nR6x+nmEwGAp4FCl19OhRFRYWpipUqKDuv/9+9fPPP+e7zKZNm2wux9KlSwucp/wU93l15swZ07nU\noEEDNW/ePLPfZ8+erWrVqqU8PDzU448/nmdTd19fX839sG3btjzzkJCQoKKjo9X9999vWqZ+/frq\n5MmTxVLG7PPL09NTVa9eXU2bNi3fhwuZmZlqwoQJqmrVqsrb29ssb7YEnMVRT6dPn7ZozZVzstYC\nw14KUqY7d+6oLl26mPLq4OBg1s9Cnz59NMtk7WFKbikpKerVV19V/v7+KiAgQL3++uvF3tv/u+++\na/O5fvTo0UJtG7bj3q98IfiH3XFRKX3W3qi9+uqrZumoK23WghKtXuFLQmnWk7XmzLt378532bxu\ntotzeuuttzS3X6dOHc30V69ezTfvY8eOtRp85fe2evny5Wbrqlq1aonsh9xTSEiImjp1qsV8V1fX\nPOumU6dONh0bRXX79u18O5wUudtSI69AubDu5etfeHi4xX7w8vLKN88JCQman4S0bt26hHKev6VL\nl2rWs7XOSYujnvbs2WP1+PLy8sq3n4jiVpAy7d69WzPfv/76q1JKqU8++UTz94iICHtl3ypr5bI2\nVKjWFBoaWsK5Ln/u5Wsfip+DwC727t0rM2fOlA8//FDmzp0rFy5cKO0soRyrXbu2TJw40WxeSEiI\njBs3rpRyVLZ069ZNRo4caTavQ4cOMnr06NLJUClatWpVgebnFBYWVtzZ0ZQzLxkZGfLFF19Ip06d\n5OLFi5rpjx07lu86x44dK40bNzabN27cOOnYsaNMmDDB6nLh4eHyyCOPmP7fsWNHuXr1ar7bK24e\nHh7y1VdfadZTenq6nDhxQnM5Pz8/mT59eoG3FxcXJ++++660b99eRowYIYcPH853GW9vb5k5c6Y4\nOPzv1qRq1apSvXp1s3QfffSRBAUFFThP97L4+HgZP368hIaGyrBhwyQyMtLs988++0yqVatm+r+j\no6PMmjVLvLy8TPMiIiLk8ccflw4dOsiHH34oKSkpkpiYKJs3b7bY3p49e0rlONTSv39/efTRR83m\n9enTRwYNGlSk9c6fP1969OghvXr1kp9//tnst9WrV2suYzAYZPbs2eLp6Vmobf7f//2f9O7dW7p1\n6yZz584VpVSh1pPT0aNHZeTIkdK+fXsZO3asRVmyZZ/bL7zwgrRu3drst2effVbatm1b5LwUl9jY\nWJvT7ty5U27evGnH3ADlTGk/fdCjqKgoNXnyZHXgwAEVGxur1q9frz766KNC9ZSqBzxRvHdERUWp\nGTNmqGXLlpm+/c2JuspbRESEmj59ulq3bl2JDTOopTTr6bXXXtN8O/Ppp5/mu6y1HtCLe2rVqpVp\nm48//ni+6QcPHmxT2TMyMtTy5cvVjBkzLHqDP3z4sBo5cqQaPny4+uqrr9T06dPV1q1bzeoqJCSk\nVN74P/PMM+r69etKKWXRQ39eU4UKFVRcXJxN+yanO3fuqKZNm5qty93dXR05csSm5aOjo9WsWbPU\nokWLVHJyskpLS1NLlixRM2fOLNbxzHMrrfPKaDSqFi1amO0vNzc3i+Emk5KS1MKFC9Xs2bPV33//\nbfbb1q1bLfqu6Nq1q4qNjdVsTeHi4nLPXe+3bNmipk+frjZt2lTk4Qu1ht/MeY2aNm2a5jH/1FNP\nFTr/X375pcX6Xn/9dZuWtVamEydOKE9PT7N15u5PI3t67bXXTMtlZmaq3377TU2fPl3t3bu30GUq\nKmvlsvYpndbk5uZm1jcJit+9di2AfRH828HcuXPVmjVrzObNmTNHbdq0qZRyVLq4qJQd1FXZUJr1\ndOzYMeXq6mp2c+bt7a2uXLli0/IlEewuXLhQKXX3u15b0ru4uKgbN27YZX9l15XRaCyVwF9E1Jdf\nfmnKz+rVq21ebty4cYUq88qVK4s9sCoJpXVebdiwQXN/DRkyxOZ1WPvOe9OmTeqVV16xmF8aPdoX\nl/zqKTk52SJgFrk7QsudO3eUUneH3vT29jb73dXVtUjflwcGBlps09XV1aZh9qyV6fnnn9es19wP\ndFxdXdXx48cLnXd7sVauAQMG2HwdsrVPGRQe937lC83+i5nRaJSYmBipU6eO2fw6depYbXIKAGVF\no0aN5Pfff5eOHTuKv7+/9OrVSzZv3mzWJDkvx44dE0dHR7vl78EHH5QRI0aIiMg///xj0zIZGRkS\nExNjtzyJiKSmptp1/XlZsmSJ6d/9+vWTJUuWyIMPPigVK1bUTO/o6CgffvihTJkypVDbs/aZG5+/\naSuO/WUt7cWLF+Xzzz+XCRMmSI0aNSQ4OFjeeecd+fLLLwuV17IgLi5OkpKSLObfvHlTkpOTReTu\n5yRbtmyRsLAw8ff3lw4dOsiGDRvk/vvvL9Q279y5I1euXLGYn56eLteuXSvUOkWs1+uoUaOkV69e\n4u/vLx07dpTff/9dGjZsWOjtlLSCXG+nTZtmx5wA5Q/BfzFLSUmRrKws8fDwMJvv6emp+ccIAMqa\nTp06ybZt2+TGjRuyYcMGadasmc3LNmrUSDIzM0XdbXlmmvbs2WPzOu6//36JiIjQ/C1n3wwtW7a0\n6dvdwMBACQkJsXn7heHh4SEGg8Hq7wEBAVK/fn2b19ezZ0956KGHbEq7YsUKs/8PGjRIDh48KBcu\nXBB3d3eL9EOHDpX33nuv0A9punTpojm/a9euhVqf3nXu3Fnz2CjI/tLa505OTtK+fXtxcnKSSZMm\nyfnz5+XixYvy8ccfi6ura5HyfC8LCgrSPJeaNWsm3t7epv8/9NBDsn79erlx44Zs375dOnfuXOht\nOjs7S2hoqMX86tWrS926dQu9Xmvn0ogRI2TDhg1y48YN2bZtm3Tq1KnQ2ygNOftByUtoaKjF/TSA\nIirdhgf6k5CQoCZOnGgxRuz27dvVnDlzlFJKTZ482eqkR8U5pjDsi7oqG/RaT0888US+TUANBoPK\nyMhQSimL5sxdu3ZVKSkpZutcuHCh2bfQQUFBKiAgwPT/ChUqWHymVZxy1tXkyZM1y+Tq6qqWL1+u\ntm3bpipWrGi13Nn/rlatmjp27JjavXu31SHgsidPT8888zdv3jyz/VOnTp1iGeM891Be7dq1K/Ee\n1AuqNM+ryZMnm9Vxy5YtC9RP0LVr18yGzHNwcFCzZs3S5bXCljJt3bpVeXl5mfaHr6+vTSOSFMXB\ngwdVpUqVzJrmb9iwwaZlrZUpOTlZderUyexceuONN4oz23aVV13l7gPF29vb7HOGSpUqqYMHD5Zg\nbssvPV4nYJ1BqWLoihQmRqNRPvroI3n88cfN3iStX79erl27JiNHjsyzKeX48eNLIpslSimV5xsv\n3Duoq7JBz/W0b98+mTt3rri6usqtW7dk5cqVkpaWJi4uLtK1a1dZt26dWfojR47IX3/9JfXr17f6\nluzKlSuybt068fPzk4cfflgyMzNl9erVkpqaKv369ZOAgAC7lSd3Xf3999/Sv39/SUhIkP79+0vD\nhg3l4YcflsqVK4uIyO3bt+W3336TRYsWSVRUlFStWlU+++wzadq0qaxdu1Y8PDykX79+UqFCBRER\nSUxMlNWrV0tmZqZ4e3vLokWLZOXKlSJy9+/JpEmT8s3jpUuXZMOGDeLv7y99+/YVFxeXYin7iRMn\nZPv27VK7dm3p3r37PX/MlvZ5dfr0admyZYvUqFFDevbsaTbqgS0yMzNlw4YNEhMTIz169JCaNWuW\nepnswdYy3b59W1avXi2Ojo4SHh5uNjKCvSQnJ8vq1aslPT1dwsPDxc/Pz6bl8iqTUkq2bNkiZ86c\nkfbt21uMOnIvy6+ufv75Z1mzZo20adNGXnrpJYmLi5PVq1eLq6urhIeH89a/hOjxOgHrCP7t4Lvv\nvpPAwEDp27evad5XX30lISEh0q1bt1LMWelITEwskT+6KDrqqmygnsoO6qrs0GNdUaayQY9lEtFv\nufSGeipfnEo7A3rUtm1bWblypQQGBkpwcLBERkZKfHy8tGjRorSzBgAAAAAohwj+7aBx48aSmpoq\n27Ztk6SkJKlcubIMHz7crKMZAAAAAABKCsG/nbRs2VJatmxZ2tkAAAAAAICh/gAAAAAA0DuCfwAA\nAAAAdI7gHwAAAAAAnSP4BwAAAABA5wj+AQAAAADQOYJ/AAAAAAB0juAfAAAAAACdI/gHAAAAAEDn\nCP4BAAAAANA5gn8AAAAAAHSO4B8AAAAAAJ0j+AcAAAAAQOcI/gEAAAAA0DmCfwAAAAAAdI7gHwAA\nAAAAnSP4BwAAAABA5wj+AQAAAADQOYJ/AAAAAAB0juAfAAAAAACdI/gHAAAAAEDnCP4BAAAAANA5\ngn8AAAAAAHSO4B8AAAAAAJ0j+AcAAAAAQOcI/gEAAAAA0DmCfwAAAAAAdI7gHwAAAAAAnSP4BwAA\nAABA5wj+AQAAAADQOYJ/AAAAAAB0juAfAAAAAACdI/gHAAAAAEDnCP4BAAAAANA5gn8AAAAAAHSO\n4B8AAAAAAJ0j+AcAAAAAQOcI/gEAAAAA0DmCfwAAAAAAdI7gHwAAAAAAnSP4BwAAAABA5wj+AQAA\nAADQOYJ/AAAAAAB0juAfAAAAAACdI/gHAAAAAEDnCP4BAAAAANA5gn8AAAAAAHSO4B8AAAAAAJ0j\n+AcAAAAAQOcI/gEAAAAA0DmCfwAAAAAAdI7gHwAAAAAAnSP4BwAAAABA5wj+AQAAAADQOYJ/AAAA\nAAB0juAfAAAAAACdI/gHAAAAAEDnCP4BAAAAANA5g1JKlXYm8D+JiYmlnQUAAAAAKLO8vLxKOwv3\nJIJ/2F1iYiInYBlBXZUN1FPZQV2VHXqsK8pUNuixTCL6LZfeUE/lC83+AQAAAADQOYJ/AAAAAAB0\njuAfAAAAAACdI/gHAAAAAEDnCP4BAAAAANA5gn8AAAAAAHSO4B8AAAAAAJ0j+AcAAAAAQOcI/gEA\nAAAA0DmCfwAAAAAAdI7gHwAAAAAAnSP4BwAAAABA5wj+AQAAAADQOYJ/AAAAAAB0juAfAAAAAACd\nI/gHAAAAAEDnCP4BAAAAANA5gn8AAAAAAHSO4B8AAAAAAJ0j+AcAAAAAQOcI/gEAAAAA0DmCfwAA\nAAAAdI7gHwAAAAAAnSP4BwAAAABA5wj+AQAAAADQOYJ/AAAAAAB0juAfAAAAAACdI/gHAAAAAEDn\nCP4BAAAAANA5gn8AAAAAAHSO4B8AAAAAAJ0j+AcAAAAAQOcI/gEAAAAA0DmCfwAAAAAAdI7gHwAA\nAAAAnSP4BwAAAABA5wj+AQAAAADQOYJ/AAAAAAB0juAfAAAAAACdI/gHAAAAAEDnCP4BAAAAANA5\ngn8AAAAAAHSO4B8AAAAAAJ0j+AcAAAAAQOcI/gEAAAAA0DmCfwAAAAAAdI7gHwAAAAAAnSP4BwAA\nAABA5wj+AQAAAADQOYJ/AAAAAAB0juAfAAAAAACdI/gHAAAAAEDnCP4BAAAAANA5gn8AAAAAAHTO\nqbQzUJbMmDFD4uPjTf83GAzSvn176d69u2lefHy8rF27Vv7++29xdnaWJk2aSM+ePcXR0bE0sgwA\nAAAAAMF/QRgMBunatas0b95clFIiIuLi4mL6PSsrSxYvXiweHh4yatQoSUlJkZUrV4qISO/evUsl\nzwAAAAAA0Oy/gFxcXMTDw0M8PT3F09PTLPiPjo6WGzduyIABA6Rq1apSu3Zt6dWrl0RGRkp6enop\n5hoAAAAAUJ7x5r+Adu3aJdu2bRNvb29p1KiRtG/f3tSk/9KlS1K5cmXx9PQ0pa9Tp45kZmZKTEyM\n1KxZs5RyDQAAAAAozwj+C6BNmzZSrVo1cXNzk8uXL8umTZvk9u3bEh4eLiIiSUlJ4uHhYbZMhQoV\nxNHRUZKSkkojywAAAAAAEPxv3bpVtm7davV3g8EgY8aMkcDAQGnTpo1pfpUqVcTNzU2WLVsmPXr0\nkAoVKti8zSlTplj9bfz48Tavp6zI2RIC9zbqqmygnsoO6qrs0GNdUaayQY9lEtFvufSGeipfyn3w\n36pVK2ncuHGeaXx8fDTnBwcHi1JK4uLiJCgoSDw9PeXy5ctmaVJTU8VoNNp0YhmNRpkyZYruHgAY\nDIbSzkKxy36AQ13d26insoO6Khv0Wk8i1FVZQT2VHdRV2aC3ehLRb10Vh3If/Lu7u4u7u3uhlo2J\niRGDwWAK7IODg2XHjh2SlJRkmhcdHS1OTk5SrVo103LWDsS8WgQAAAAAAFBY5T74t9XFixfl0qVL\nUqtWLXF1dZXLly/L77//Lg0aNBBvb28Rudu5X6VKlWTFihXSo0cPSU1NlY0bN0rz5s3F1dW1lEsA\nAAAAACivCP5t5OTkJMeOHZNt27aJ0WgUb29vadGihbRr186UxsHBQYYOHSpr166VefPmibOzszzw\nwAPSo0ePUsw5AAAAAKC8I/i3UbVq1WT06NH5pvP29pahQ4eWQI4AAAAAALCNQ2lnAAAAAAAA2BfB\nPwAAAAAAOmdQSqnSzgQAAAAAALAf3vwDAAAAAKBzdPhXglJTU2X9+vVy6tQpERFp0KCB9OnTR9zc\n3PJcbsuWLXLgwAFJTU2V4OBg6dOnj1SuXNm0zi1btkh0dLTEx8eLh4eHhISESJcuXfJdL/5n7969\nEhERIUlJSVK5cmXp1auX1KhRw2r68+fPy++//y6xsbHi5eUl7du3lxYtWpilOX78uGzZskXi4uLE\nz89PunbtKg0bNrR3UXSvuOsqMjJSDh8+LNevXxcRkcDAQOnWrZsEBQXZvSx6Zo9zKltUVJQsX75c\nQkJCZPDgwfYqQrlhj7pKS0uTP//8U06cOCFpaWni6+srPXv2lHr16tm7OLplj3qKiIiQyMhIiY+P\nF3d3d2nUqJF0795dnJy4PSyKgtRVYmKibNy4Ua5cuSJxcXHSunVrCQsLs0jHPUXxK+564n7Cfuxx\nTmUrb/cUjh988MEHpZ2J8uKXX36RuLg4eeyxx6Rp06YSGRkp58+flyZNmlhdZufOnfLXX39JeHi4\nhIaGSkxMjGzfvl1atGghjo6OcuvWLTl9+rSEhoZK586dpWbNmrJ79265fPmy3H///SVYurLr6NGj\nsmbNGunZs6d069ZNkpOTZePGjfLAAw9oPkC5deuWzJs3Txo1aiTh4eHi4+Mj69atk8qVK0ulSpVE\nROTixYvy008/Sbt27SQsLEwcHR1l7dq1UrduXalYsWJJF1E37FFXu3fvlnr16kmnTp2kRYsWcv36\ndfnzzz+ladOm4urqWtJF1AV71FPOtMuXL5eqVauKs7OzNG7cuKSKpUv2qCuj0Sjz588XpZT06dNH\nOnbsKDVq1BAPDw/x9PQs6SLqgj3q6dChQ/L7779L7969pXv37lK9enXZsWOHJCcnS926dUu6iLpR\n0LpKTU2V69evS+PGjeX27dvi4+Njsf+5pyh+9qgn7ifswx51la083lPQ7L+ExMbGytmzZyU8PFyC\ng4MlODhYwsPD5dSpU3Lz5k2ry+3evVs6dOggISEhUrlyZXn00Uflzp07EhUVJSIilStXlscff1zq\n168vvr6+UqtWLenataucPn1asrKySqp4Zdpff/0lzZo1k4ceekgCAgIkLCxMKlasKPv379dMv3//\nfvHx8ZFevXpJQECAadmIiAhTmt27d0udOnWkffv2EhAQIB06dJDatWvL7t27S6pYumSPuurfv7+0\nbNlSqlatKgEBAdKvXz9RSsm5c+dKqli6Y496EhHJysqSFStWSJcuXcTX17ckiqJ79qirAwcOSFpa\nmgwePFjuu+8+8fb2lurVq0uVKlVKqli6Y496unLlilSvXl0aN24sPj4+UqdOHWncuLFcuXKlpIql\nSwWtKx8fHwkLC8szQOSeovjZo564n7APe9SVSPm9pyD4LyGXLl0SNzc3s6Y/wcHB4ubmJhcvXtRc\n5tatW5KUlCR16tQxzXNycpIaNWpYXUbkbnNLV1dXcXCgevNjNBolJibGbB+LiNSpU8fqPr506ZJm\n+itXrpgeuFhLk1e9IW/2qqvc7ty5I0ajUSpUqFA8GS9n7FlP27ZtE09PT3nooYeKP+PlkL3q6vTp\n0xIcHCxr166VadOmyddffy07duzggXQh2aue6tWrJzExMXL58mUREYmLi5MzZ85I/fr17VCK8qEw\ndWUL7imKl73qKTfuJ4rOnnVVXu8piA5LSFJSknh4eFjM9/DwkKSkJKvLGAwGi+U8PT2tLpOSkmL6\nLAD5S0lJkaysrALtY6269PT0lKysLElJSckzjbV1In/2qqvcNm3aJBUrVpTatWsXT8bLGXvV04UL\nF+TgwYMSHh5un4yXQ/aqq1u3bsnx48dFKSXDhw+XTp06SUREhOzYscM+BdE5e9VTvXr1pEuXLvLD\nDz/I5MmTZc6cOVKrVi1p3769fQpSDhSmrmzBPUXxslc95cb9RNHZq67K8z0FPboU0datW2Xr1q1W\nfzcYDDJmzJgSyUt6erosXrxYKleuLJ06dSqRbQJ6snPnTjl69Kg89dRTdHh1D0lPT5eVK1dKeHg4\nb1DKAKWUeHh4SL9+/cRgMEi1atUkISFBIiIi+Nt0Dzlx4oT8+eef0q9fPwkKCpK4uDhZv369eHp6\nUk9AEXE/ce8q7/cUHI1F1KpVq3w7h/Dx8ZFr165JcnKyxW/JyclWO0Dy9PQUpZQkJyeLl5eXaX5S\nUpLFMunp6bJo0SJxc3OTQYMG0eTfRu7u7uLg4GBRN1r7OJunp6dmegcHB3F3d88zDZ1dFZ696irb\nrl27ZOfOnfLkk0+aRtNAwdmjnq5fvy7x8fHy008/mX5XSomIyOTJk+Wll14qV9/rFRd7Xv8cHR3F\nYDCY0gQEBEhSUpIYjUZxdHQs5pLom73qaefOndK8eXNTk9fKlStLRkaG/PbbbwT/hVSYurIF9xTF\ny171lI37ieJjj7q6detWub6nIPgvInd3d4sgQktwcLCkp6fL5cuXTd/9X7p0SdLT0+W+++7TXMbX\n11c8PT0lOjpaqlatKiIimZmZcuHCBenRo4cpXXbg7+zsLEOGDOEJYwE4OjpKtWrVJDo6WkJCQkzz\nz507Z/b/nIKDg+X06dNm86KjoyUwMND00CU4OFiio6OlTZs2Zmms1TXyZ6+6Erl7E7xz504ZMWKE\nVKtWzT4FKCfsUU8BAQHy3HPPmf2+efNmycjIkN69e9PbdSHZ65yqXr26KMiVsQAADF9JREFUqVPa\nbDdv3jQ9FEDB2KuelFIWLwqyH9gopcwe3sA2hakrW3BPUbzsVU8i3E8UN3vUVXm/p2CovxLi4eEh\nly5dkqNHj0rVqlUlPj5e1qxZI0FBQdKqVStTujlz5oi3t7cEBASIyN2eKHfu3Cn+/v6SlZUlGzdu\nlMTEROnXr584OjpKenq6LFy4UDIzM2XAgAGilJKMjAzJyMgQJycn/njbwNXVVbZs2SIVK1YUJycn\n2bFjh5w/f14effRRcXNzk02bNsnhw4dN4+n6+fnJzp07JSUlRby9veXUqVOyfft26dWrl2kIpYoV\nK8rmzZvF0dFR3N3d5cCBA3Lw4EHp16+f7i8q9mSPutq5c6ds2bJF+vfvb3rzlZGRISJCoFJIxV1P\nDg4O4uHhYTadPXtWlFLSunVrWjoVgT3OKX9/f/nrr78kMTFR/Pz85NKlS7Jx40Zp3bp1nuPSwzp7\n1FNycrLs3r1bfH19xdnZWa5cuSIbN26UWrVqMVRwERS0rkRErl69KomJiXLixAlxdnYWX19fSU1N\nNX3nzD1F8bNHPXE/YR/FXVfl/Z6CV8QlaODAgbJu3TpZtGiRiIiEhIRI7969zdLExcVJWlqa6f+h\noaGSmZkp69atk9TUVAkODpYRI0aIi4uLiIjExMSYhuWZPXu2iPzvif0rr7wiPj4+JVG0Mq1x48aS\nmpoq27Ztk6SkJKlcubIMHz5cvL29ReRu06L4+HhTel9fXxk2bJhs2LBB9u3bJ15eXtKnTx+zi859\n990nAwcOlM2bN8uWLVvEz89PHnvsMbPRHlBw9qir/fv3S1ZWlixdutRsW506dZLOnTuXSLn0xh71\nBPuwR115e3vLiBEjZMOGDfKf//xHKlasKG3btqUjuSKwRz2FhoaKiMiWLVskISFB3N3dpUGDBtK1\na9eSLZzOFLSuRES++eYb08uamJgYiYqKEm9vb3n11VdFhHsKe7BHPXE/YR/2qKvyzKCyP3IAAAAA\nAAC6pO92DQAAAAAAgOAfAAAAAAC9I/gHAAAAAEDnCP4BAAAAANA5gn8AAAAAAHSO4B8AAAAAAJ0j\n+AcAAAAAQOcI/gEAAAAA0DmCfwAAAAAAdI7gHwAAAAAAnSP4BwAAAABA5wj+AQAAAADQOYJ/AAAA\nAAB0juAfAAAAAACdI/gHAAAAAEDnCP4BAAAAANA5gn8AAAAAAHSO4B8AAAAAAJ0j+AcAAAAAQOcI\n/gEAAAAA0DmCfwAAAAAAdI7gHwAAAAAAnSP4BwAAAABA5wj+AQAAAADQOYJ/AAAAAAB0juAfAAAA\nAACdI/gHAAAAAEDnCP4BAAAAANA5gn8AAGAzBwcHmTx5coGXu3Dhgjg4OMjChQtN8/766y+ZNGmS\nJCQkFGcWAQCABoJ/AABQKiIiImTy5Mly+/bt0s4KAAC6R/APAEAZl5qaWtpZKBSlVGlnAQCAcoPg\nHwCAIrpx44b8+9//lurVq4ubm5tUrlxZQkNDZfPmzaY0GzZskO7du4uPj494eHhIo0aN5NNPPzVb\nz+rVq6Vdu3bi4eEhFStWlJ49e8ru3bvN0nzwwQfi4OAgBw8elIEDB4qfn5/UrVvX9Pv+/fslPDxc\n/P39pUKFCtKsWTNZtmxZgcuUmJgoY8aMkYCAAPHy8pI+ffrImTNnNNOePXtWhg4dKlWqVBE3Nzdp\n1KiRfP3113muf9KkSTJ27FgREalZs6Y4ODiIo6OjbN++XUREli5dKr169ZLAwEBxd3eXRo0aybhx\n4yQlJaXAZQEAACJOpZ0BAADKuuHDh8uhQ4dk6tSpUr9+fbl9+7ZERkbKzZs3RUTkhx9+kDFjxkjX\nrl3l22+/lcqVK8vp06fl6NGjpnX89NNPMnz4cAkLC5MlS5ZIenq6fPbZZ9K5c2fZvHmztGvXTkRE\nDAaDiIgMGDBAhgwZIs8//7wkJyeLiMiWLVukd+/e0qZNG/n222/F29tblixZIoMGDZK0tDQZMWKE\nzWV65JFHZPfu3TJx4kRp0aKF7Nq1S3r37m3afrbjx49L+/btpUaNGjJjxgypUqWK/P777/Lyyy/L\nzZs3Zfz48ZrrHzNmjMTFxcmXX34pv/76q1StWlVERBo1aiQiIqdPn5awsDB55ZVXxMvLS06ePCmf\nfvqp7Nu3TzZt2mRzOQAAwP+nAABAkXh5eanXX39d87ekpCTl7e2tOnfubHX5rKwsFRQUpB588EGL\nZatUqaJCQ0NN8z744ANlMBjUpEmTLNYTEhKiWrZsqbKysszm9+vXTwUFBdlcnvXr1yuDwaC+/PJL\ns/lTp0612HavXr1U9erVVVJSklnal156Sbm7u6vbt28rpZQ6f/68MhgMasGCBaY0n3/+uXJwcFAX\nLlzIN0+ZmZlq+/btymAwqKioKJvLAgAA7qLZPwAARdSqVSuZP3++fPTRR7Jnzx7JzMw0/RYRESEJ\nCQny3HPPWV3+1KlTcuXKFRk+fLjZfA8PDxkwYIDs3r1b0tLSTPMNBoP079/fLG10dLScOnVKhgwZ\nIllZWWI0Gk1T7969JSYmRk6dOmVTebZu3SoGg0GGDh1qNj/3/9PT02Xz5s3yr3/9S9zc3Cy2mZqa\navHZgq3+/vtvGTp0qFSrVk0cHR3F2dlZOnXqJAaDQU6cOFGodQIAUJ4R/AMAUERLly6VJ598Un74\n4Qdp166d+Pn5yZNPPinXrl2T2NhYMRgMEhQUZHX57M8DqlWrZvFbYGCgZGVlya1bt8zm50577do1\nERF58803xdnZ2Wx64YUXRORu3wS2uHnzpjg5OYmvr6/Z/Oym+TnTZWZmypw5cyy22bdvXzEYDDZv\nM6fk5GQJDQ2Vffv2ydSpU2Xbtm2yf/9+WbFihSilymwHhwAAlCa++QcAoIj8/Pxk+vTpMn36dLl0\n6ZKsXr1a3n77bYmNjZXXXntNlFJy6dIlq8v7+/uLiEhMTIzFb5cvXxYHBweLQDz3t/cBAQEiIjJu\n3DiLVgHZGjRoYFN5/P39JTMzU27dumW23atXr5ql8/X1FUdHR3niiSfkxRdf1Oy9v1atWjZtM6fN\nmzfL1atXZdu2bRIaGmqan/sBCAAAsB3BPwAAxSg4OFief/552bRpk0REREj79u3F29tbvvnmGxk0\naJDmMg0aNJCgoCD56aef5I033jDNT05OlhUrVki7du3Ezc0tz+3Wr19f6tWrJ4cPH5YPP/ywSGXo\n0qWLfPbZZ7J48WJ58cUXTfMXL15s9tChQoUK0qVLFzl48KA0adJEnJwKdlvh6uoqIpZDFWZvw8XF\nxWz+N998Y/HQAwAA2IbgHwCAIkhISJCuXbvKkCFDJCQkRLy8vGTv3r2yYcMGGThwoLi7u8sXX3wh\nY8aMke7du8uYMWOkSpUqcvbsWTl8+LDMmTNHDAaDfPbZZzJ8+HB5+OGH5ZlnnpG0tDSZNm2axMfH\nyyeffGJTXr799lvp06ePhIWFyciRIyUoKEji4uLkxIkTcuDAAVm6dKlN6+nZs6d07NhRxo4dK0lJ\nSabe/hctWmSRdtasWdKhQwcJDQ2V5557TmrWrCmJiYly5swZ+e2338yGO8ytSZMmopSSmTNnypNP\nPinOzs4SEhIi7dq1Ex8fH3n22WdlwoQJ4uzsLIsXL5aoqCib8g8AACwR/AMAUARubm7SunVr+fHH\nH+X8+fNy584dqV69uowbN07eeustERF5+umnJSgoSD799FMZM2aMKKWkZs2a8uSTT5rWM2TIEPH0\n9JSPP/5YBg8eLI6OjtK2bVvZunWrtG7d2qa8dO7cWfbu3SsfffSRvPbaa3Lr1i3x9/eXRo0ayeOP\nP25zmQwGg/z222/y+uuvy7Rp0yQjI0NCQ0Nl/fr1EhISYvb2vWHDhnLgwAGZMmWKjB8/Xq5fvy4+\nPj5Sr1496du3r8V6c+rUqZO8++67smDBAvn+++8lKytLtmzZIh07dpR169bJG2+8ISNGjBAPDw95\n9NFH5ZdffpFmzZrZXA4AAPA/BqX1gR4AAAAAANANevsHAAAAAEDnaPYPAEA5YjQa8/zdwcGBTvUA\nANAh3vwDAFCOODs7i4uLizg7O1tMLi4uMmrUqNLOIgAAsAPe/AMAUI7s378/z98DAgJKKCcAAKAk\n0eEfAAAAAAA6R7N/AAAAAAB0juAfAAAAAACdI/gHAAAAAEDnCP4BAAAAANA5gn8AAAAAAHSO4B8A\nAAAAAJ0j+AcAAAAAQOcI/gEAAAAA0Ln/B+TvIwD9B4klAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6b1cb20690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (8756126226921)>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(aes(x='score_delta', y='attempts'), data=data.head(750)) \\\n",
    "    + geom_point() + theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AFkf5BwAAAADA4ij/AAAAAABYHOUfAAAAAACLo/wDAAAAAGBxlH8AAAAAACyO8g8AAAAA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5eXAgICtH//fh04cEBTpkzhD6OJuKN2WlpaVFVVpUuXLulf//qXQkNDZbVa1dTUxCWWJuGOuiks\nLFReXp6mTZumiIgINTU1qampSZL41giTcEfd7Ny5U83NzTIMQw6HQwcPHlRxcbEeeugh1wkQ3N5u\ndd1YLBZZrdY2r2PHjsnpdGrUqFEcyDYJd7zf5Ofnu95vamtrlZOTo+PHj+vRRx9tc7W1GXHm34Nm\nzJih7OxsvfXWW5Kk+Pj4dveVVFdXq6GhwfVzSkqKmpublZ2drfr6esXGxmr27Nny9fV19SkpKVF+\nfr4Mw5BhGHrjjTckSY899pjuvfde908Mt8yQIUNUX1+vgoICORwORUREaNasWQoODpb05YGe2tpa\nV//Q0FB997vf1datW7V3714FBQVp8uTJrjdA6cv7mGbMmKHc3Fzl5eUpLCxMjz/+eJtvnsDtzx21\nc+nSJa1evVqGYUiSioqKVFRUpL59++qpp57y6PzgHu6om5KSErW2tmrDhg1t9jVmzBiNHTvWI/OC\ne7mjbq5cuaLs7GxdvHhR3t7estlsmjZtmr71rW95fH5wD3fUDczPHXXT0NCgTZs2yeFwyM/PT9HR\n0Xr66acVExPj8fl5muHkeioAAAAAAEyN62EAAAAAADA5wj8AAAAAACZH+AcAAAAAwOQI/wAAAAAA\nmBzhHwAAAAAAkyP8AwAAAABgcoR/AAAAAABMjvAPAAAAAIDJEf4BAAAAADA5wj8AAAAAACZH+AcA\nAAAAwOQI/wAAAAAAmBzhHwAAAAAAkyP8AwAAAABgcoR/AAAAAABMjvAPAAAAAIDJEf4BAAAAADA5\nwj8AAAAAACZH+AcAAAAAwOQI/wAAAAAAmBzhHwAAAAAAkyP8AwAAAABgcoR/AAAAAABMjvAPAAAA\nAIDJEf4BAAAAADA5wj8AAAAAACZH+AcAAAAAwOQI/wAAAAAAmBzhHwAAdJnFYtHixYuve72TJ0/K\nYrHo73//u6tt9+7dWrRokS5evHgrhwgAADpA+AcAAN2iqKhIixcvVk1NTXcPBQAA0yP8AwBwm6uv\nr+/uIdwQp9PZ3UMAAKDHIPwDAHCTvvjiC/3whz9Unz595O/vr4iICKWkpCg3N9fVZ+vWrZowYYJC\nQkJktVqVkJCgZcuWtdnOhx9+qKSkJFmtVvXu3VuTJk1ScXFxmz4LFy6UxWLRgQMHNGPGDIWFhemu\nu+5yLS8pKVFGRobCw8PVq1cvDR8+XO++++51z+nSpUvKysqSzWZTUFCQJk+erM8++6zDvseOHVNm\nZqYiIyPl7++vhIQE/fWvf73m9hctWqSXX35ZkhQXFyeLxSIvLy/t2LFDkrRhwwalpqYqJiZGAQEB\nSkhI0Pz583X58uXrngsAAJC8u3sAAADc7mbNmqVPPvlES5cu1d13362amhrt27dP58+flyS9/vrr\nysrK0vjx47VmzRpFRETo6NGjOnz4sGsb69ev16xZs5SWlqa3335bjY2NWr58ucaOHavc3FwlJSVJ\nkgzDkCRNnz5dM2fO1HPPPae6ujpJUl5entLT05WYmKg1a9YoODhYb7/9tp544gk1NDRo9uzZXZ7T\nY489puLiYv32t7/ViBEjtGvXLqWnp7v2f9Wnn36q5ORk9e3bVytXrlRkZKS2bdumn/zkJzp//rwW\nLFjQ4fazsrJUXV2t1157TR988IGioqIkSQkJCZKko0ePKi0tTT/96U8VFBSk//znP1q2bJn27t2r\nnJycLs8DAAD8P04AAHBTgoKCnC+++GKHyxwOhzM4ONg5duzYTtdvbW112u1257333ttu3cjISGdK\nSoqrbeHChU7DMJyLFi1qt534+HjnAw884GxtbW3TPmXKFKfdbu/yfLZs2eI0DMP52muvtWlfunRp\nu32npqY6+/Tp43Q4HG36vvDCC86AgABnTU2N0+l0OsvLy52GYTjffPNNV58//vGPTovF4jx58uTX\njqm5udm5Y8cOp2EYzkOHDnV5LgAA4Etc9g8AwE0aOXKk3njjDb3yyiv6+OOP1dzc7FpWVFSkixcv\nau7cuZ2uX1paqs8//1yzZs1q0261WjV9+nQVFxeroaHB1W4YhqZNm9amb1lZmUpLSzVz5ky1traq\npaXF9UpPT1dlZaVKS0u7NJ/8/HwZhqHMzMw27f/7c2Njo3Jzc/Xtb39b/v7+7fZZX1/f7raFrjpx\n4oQyMzMVHR0tLy8v+fj4aMyYMTIMQ0eOHLmhbQIA0JMR/gEAuEkbNmzQnDlz9PrrryspKUlhYWGa\nM2eOzp49q3PnzskwDNnt9k7Xv3p7QHR0dLtlMTExam1t1YULF9q0/2/fs2fPSpJ+9rOfycfHp83r\nxz/+saQvn03QFefPn5e3t7dCQ0PbtF+9NP+r/Zqbm7Vq1ap2+3zkkUdkGEaX9/lVdXV1SklJ0d69\ne7V06VIVFBSopKREGzdulNPpvG0fcAgAQHfinn8AAG5SWFiYVqxYoRUrVqiiokIffvihfvGLX+jc\nuXOaN2+enE6nKioqOl0/PDxcklRZWdlu2enTp2WxWNoF8f+9995ms0mS5s+f3+6qgKsGDRrUpfmE\nh4erublZFy5caLPfM2fOtOkXGhoqLy8vfe9739Pzzz/f4dP7+/Xr16V9flVubq7OnDmjgoICpaSk\nuNr/9wAIAADoOsI/AAC3UGxsrJ577jnl5OSoqKhIycnJCg4O1urVq/XEE090uM6gQYNkt9u1fv16\nvfTSS672uro6bdy4UUlJSfL397/mfu+++24NHDhQBw8e1O9+97ubmsO4ceO0fPlyrVu3Ts8//7yr\nfd26dW0OOvTq1Uvjxo3TgQMHNHToUHl7X9/HCj8/P0ntv6rw6j58fX3btK9evbrdQQ8AANA1hH8A\nAG7CxYsXNX78eM2cOVPx8fEKCgrSnj17tHXrVs2YMUMBAQH605/+pKysLE2YMEFZWVmKjIzUsWPH\ndPDgQa1atUqGYWj58uWaNWuWHn30Uf3oRz9SQ0ODXn31VdXW1uoPf/hDl8ayZs0aTZ48WWlpaXrq\nqadkt9tVXV2tI0eOaP/+/dqwYUOXtjNp0iQ99NBDevnll+VwOFxP+3/rrbfa9f3LX/6i0aNHKyUl\nRXPnzlVcXJwuXbqkzz77TB999FGbrzv8X0OHDpXT6dSf//xnzZkzRz4+PoqPj1dSUpJCQkL07LPP\n6je/+Y18fHy0bt06HTp0qEvjBwAA7RH+AQC4Cf7+/ho1apT+8Y9/qLy8XFeuXFGfPn00f/58/fzn\nP5ckff/735fdbteyZcuUlZUlp9OpuLg4zZkzx7WdmTNnKjAwUL///e/15JNPysvLSw8++KDy8/M1\natSoLo1l7Nix2rNnj1555RXNmzdPFy5cUHh4uBISEvSd73yny3MyDEMfffSRXnzxRb366qtqampS\nSkqKtmzZovj4+DZn3wcPHqz9+/dryZIlWrBggaqqqhQSEqKBAwfqkUceabfdrxozZox+9atf6c03\n39Tf/vY3tba2Ki8vTw899JCys7P10ksvafbs2bJarZo6dareeecdDR8+vMvzAAAA/5/h7OgGPQAA\nAAAAYBo87R8AAAAAAJPjsn8AAHqQlpaWay63WCw8VA8AABPizD8AAD2Ij4+PfH195ePj0+7l6+ur\nZ555pruHCAAA3IAz/wAA9CAlJSXXXG6z2Tw0EgAA4Ek88A8AAAAAAJPjsn8AAAAAAEyO8A8AAAAA\ngMkR/gEAAAAAMDnCPwAAAAAAJkf4BwAAAADA5Aj/AAAAAACYHOEfAAAAAACTI/wDAAAAAGBy/wcb\nt2ZfGm9tFgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6b1ca677d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (8756126181201)>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(aes(x='score_delta', y='attempts'), data=data.head(325)) \\\n",
    "    + geom_point() + theme_bw()"
   ]
  },
  {
   "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": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}

fbv-att-vs-sc-public.ipynb