{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "Classification tree:\n",
       "tree(formula = High ~ . - Sales, data = Carseats)\n",
       "Variables actually used in tree construction:\n",
       "[1] \"ShelveLoc\"   \"Price\"       \"Income\"      \"CompPrice\"   \"Population\" \n",
       "[6] \"Advertising\" \"Age\"         \"US\"         \n",
       "Number of terminal nodes:  27 \n",
       "Residual mean deviance:  0.4575 = 170.7 / 373 \n",
       "Misclassification error rate: 0.09 = 36 / 400 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Chapter 8 Lab: Decision Trees\n",
    "\n",
    "# Fitting Classification Trees\n",
    "\n",
    "library(tree)\n",
    "library(ISLR)\n",
    "attach(Carseats)\n",
    "High=ifelse(Sales<=8,\"No\",\"Yes\")\n",
    "Carseats=data.frame(Carseats,High)\n",
    "tree.carseats=tree(High~.-Sales,Carseats)\n",
    "summary(tree.carseats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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t+HjROG4w+iF0bwZH7JPzfC4Lt5xJjZ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KPFZsZxDkJ3Q5BjgGMS+ANj+sDwYul8Me\ncAJovsQ3WEr2AInDYTo4IzmzZfpCZtHMl5ILk3C/TyVHLEOBegpEgFRPncgLBUKBUCAUCAVC\ngVAgFGhFgUsp7OdyfiLnp3C5ncLKdbBi4fTvmPwkb4Nivbzws7jc/AEGP7VbL3cW6UuK5YEs\nDYZyS5/rXZw7Ix0K1FIgAqRayoQ/FAgFQoFQIBQIBUKBUKBVBfxboA4wCLoF/FW7TeEP4Gd3\nBlAXgvZL8O+GnBE6CtaFVUHzM7lzx6Q++yd9avfRZ65PU9eQMgDaCC4D97kx+Ct2tuFM+COE\nhQKhQCgwjgKPsybtsvRHk/EjDe1SOOrtKQp8SEM6ekpjoh2hQCgwXgrEjzQ0L18zP9Jgbb6A\n3w/yH18wEPozzAK5GbyMhvQjDZZLM1AkK+1AvJbxk73cBrByOLwDqb4nSB8N5VklXGGhQCgQ\nCsSv2DV7Dvjd9FXNFo5y/VKBCJD65WGPTvdRBSJAau+BnYvq/QnugXV2Y0A1ByzVoFydKsbJ\nMhiaD+YcxxsroUCTCsSv2DUpVBQLBUKBUCAUCAVCgVAgFGhZgf+whdQzZ42eKahXrtk8Z4/+\n3WzhKBcKlBUwYg8LBUKBUCAUCAVCgVAgFAgFQoFQIBRAgQiQ4jQIBUKBUCAUCAVCgVAgFAgF\nQoFQoFAgAqQ4FUKBUCAUCAVCgVAgFAgFQoFQIBQoFIi/Qepfp4Lf+LbT0i/P+NOcYaFAKBAK\nhAKhQCgQCoQCoUCvUyACpF53yMarwUPHa+vGG/tHkTtDR+OiUSIUCAVCgVAgFAgFQoFQIBTo\neQpEgNTzjkk7W/T3dlZe1O1/xBYWCoQCoUAoEAqEAqFAKBAK9EoF4m+QeuVh69eNvo/eP9dm\nBZ6ifvcTFgqEAqFAKBAKhAKhQCgQCoQCoUAoEAqEAg0UiP8otoFAkR0K9CIF4j+K7UUHK5oa\nCnSHAvGJXXeo3N59LEj1g8H/EK3WrIf/o/Qm8AbcBLVsDTL8n64fgMdrFcI/BawD/s3RlfAR\nhIUCoUAoEAqEAqFAKBAKhAKhQCgwwRU4kBYYqLwCX67RmomKMvfUyE/unYpyBkeTJ2fF8qSi\n3FkVeeEKBfqDAjGD1B+OcvSxvygQM0j95UhHP0OBJhWIv0FqUqheUGwG2vjr8WynP7BwLcwP\nR9ao66v494TRsBeEhQKhQCgQCoQCoUAoEAqEAn1GgQiQ+syh/MLHdGVT2Ho8u7Qj278FP4Dl\nS3VNxnqaNRpK+u1SfjOrfsZnOxdoUNjP+Cznp4GTNCibZ8/OitttCH5aWM+WItOyQ+oVirxQ\nIBQIBUKBUCAUCAVCgVAgFOg9CqRP7I6iyf4t0KswS6n59T6xM/jYCtxetoBdwc/2HoQ8ODm2\n8B/Hssr8m7aN4TA4Gqyr/KneTvis+1lwfyeAvgUht85+xmdg5SeC7sN6a9mcZBgIvgcL1SoU\n/lCghgLxiV0NYcIdCvRCBeITu1540KLJoUAoEArUUyAFSAYjh4CBwSWlDWoFSEtSLgUTBgtv\ngtvru7NIH8xSWxw+gftgUijbvDjuAre3Hv8myvRDkM/QDGD95SLv/1i+WKQdcO4Omp/xmTcK\npoZWbWU2cHvbMUeNja/Gb/vSPmsU65Nug9ZvwQHgp5Q7QG8MEheg3ZuWcMZxXXD2c1poxZaj\nsPXlLwVqbd9bAqRBdGCbWp0o/F6764MvN1o5D1anvNdqKzYXheeugS9YwvqOAj4n0vXZzDU1\nIXvemQDJHzSqdS7P2KAzsxXaTN+gXJ4d106uRqRDgVAgFGigQB4gOcC4Bxz454OiqgDJQfIj\n8A44g+Tnln6S9k0wWHoe3gBnWOYB/5NZB4V5sMPqGHO7EWBQsi2kT9vWIu2M1qOQHpDbkbZ9\nH4DlHcguCs/B+/BlsF3mrQKdtRPZ0P1cXlHBd4u8a1mmtlYU63Mu+3oAeFzVJke9z4GpoLfY\nvjQ070M57Tl2HkzTZIcuKuqbqYnyvSFAcgDnC4pan8LOQt4lUNbtRnwGTfXMgMrtrqlXqJQ3\nc7FNeX9pfcFS+Vjt3QpslR1v0z3ZOhMgnUaH0rlbXp5bp7M+j+8otl2xTrk8K66dXI1IhwLd\noEC8sesGkbtxF87wDIO74ZfgQMdAp8p2wbkQHArnZwWGkx4Efvr2V/Ct8m0wOxwA90HZtsSx\nDBiMnJ1lXkf6VDgEDErOAPep2b794CxYEoaBMwIHg2V+DrdC2Szjm2vLjIaboapNv8JvkLgB\nXAA+sK4AHzQGT6+DbfLBlpvXhNssAZPCv+AyMHgr26w4NoP54CV4ENyHx6Enmsd5CxgFv4Or\n4BlYDxzAfBt8s7kufAi9xTy2BrvJJiIxPewJ9mtaSAN6kjVtJDm+OPioZonekzEdTT0PFoF3\nKprtCxHPh1XhQuiA92A78Lq4FLymP4CyzYTD67ZV85rSrocHxqTG/cdrMqzvKLA9XXkSvP52\nAc+3vmSez15bv63olC8qa9lBZDQbGKU64tpJSsQyFAgFQoEmFTiQcg7yHfgmM8jQZ4CjOWB0\nPb9pdxS+eVmWzSDC8gYGDqJN3wYOqqrsFzgtszcMKeEA1bwzQVsdXPet9lNF+qcstcXB4MKA\nx+CkbPvgcOD+X3gaLOvMx1HwRUi2JgkHdu7HsmJ6BFxepLdmWTa1uAss+ya8UqQfYmm/csv3\nYTnblfYxe16wh6QdoNi+Z8EBbtkG4LgRLLNzObOHru9btHevGu1zYGYAaJ8Wq1Gms26Pd0dn\nN25xO4Mdz31pxjal0HNgv22n11rZVsVh/h3lDNYN8s3bvCJP11/BFwKWuQaatR9R0G1WbXaD\nKNdrFZiLlntv/hV47/e4Lwo91XajYencvIC011w981locHRTvUIVecvh+xjS9bNiRZkqV1w7\nVaqELxQIBUKBOgocSJ439jxAmph1Z5H0fweqAqQ78Rs4ODCusvdwPgy7g/UcALUsDagsV4ub\nso13IP1GVtZ23AD3gwO6cjCCa8yv0ln3LeAshzY1OHugfygke5LEy+AD+QQwP+lhuupNpgGW\nAZQP9W0hBVxrkX4VHoVJIFm+D31TwVFg/cdATzL78hTYt6/Xadgy5L0GBrxlG4zjB3AS7AlL\nQNlWw7FZ4VyWpeeMwfpKhc/FQmBAczwYPCedSY6x1fh3y7HJL6zB8qfgfhcofPmiUYBk2TPA\nY7KjK9gMMBTmB/vgMbPNU8KqYN5kkJvX0wrgtXYsbAOepx2Qm+U2hsPgaPCanBw6a4uz4W/g\nXfgf/Bwa2XoUsOwrsBGMhKoAyX6OgqQLyU/N42Idh33q+SzxvSJvk2J59WdZDVPnUcJr3es2\nrG8r4LnjObQ+eB2b/iXUs/nI3B28JjcA7w1eT9ZRNu8Hvsg5EbwfDYHO2hRseA7YRjGAmRbq\nmfcxyzZzTaZ6vMc8DrcV27m995VmLK6dZlSKMqFAKBAKZAo4aPNGmwdIZn8FHMS9BnOCZe6B\nZNeT0DcwObKlgYADmX+CDyzLHQC17C9kWObb4MOwCgfMuTkI/Qakdri9nAFV9ghO85cuZfrQ\nMZh7DnygWq+BwM3gugPUR0Hfm/AKVL0d3Aq/9V8GZTsch3k+kLXyPsZ6x856eTwcpPYkW5HG\n2P5/NdEoNSvbiTg+Ac8JdXapnvoNCpINJ/E0HALuz0/VXMqusCl8CLnfB39u1uExOgnczmP3\nepE+g2VuzQRI17KB9Xhuap4/rjsIe6NIu24Qd1GxPhPLZA6U7gfLvAVvF2k1+CMka2X2MW1T\ntVRPr+VbwX2qu5+7eU59CRrZWhQ4AqYvCo5kaZtbsR9T2H1vW9rIQek7cAp4DVjmamjWfOHi\ndTwDbA17wzrgNRrWdxTwHjIKfLE0KUwEz4LXm8FIlf0ap+eTwclLRfoClv+Gv0Nu+7DifcRr\n0PuN14j3I6/pqvsX7krzmj0eXgP3LYfCrNDIfIljeZ8bX4U9YCgsBLXsN2R4D5kHjgG3XwGa\nsbh2mlEpyoQCoUAokClwIGlvtOUAySIHFXlXFss8QEoPpKob9JCi/CUsdy/SB7CsZT8jwzZ8\no6KAA8w1Yc4ib36W5TeCV+FzezkDymYd5j0Gtq3MLUX+7Cy1NLi8k7SDsK3BB6h1rA1V9guc\n5lu+XL8PQfPOhGTlfSySMnrgchhtsv3ndqJt2xfbXs3yy8X2M7J00G6dDlaSDSfhoMUB+Tow\nANT7TfgQXgMHEh7PQeDxtI5cO+vQ5+BqZdAMGhxc6P8eJGsUIC1KQdvjAMrzTlsarMeB2J/B\nczH1oRwgTUqex/kDMFhw8OVg/kdgHel60j8CPMdSOZJfWAvsx6MwCdSzWch0cOZA0rqfhyNh\nLhgfG8nGHo9mzWP7MnjMbFMyj8E/4BGYAloNkNxGfV4AB4n2MeF5sByE9Q0F1qAbHttTs+6k\ngGCHzJeSO5Ow/B9hysK5EsvnQP9dhc/FhqDPe/5soE0N54L+oVDPvFbXhcvB89H7w9VwOri9\nwVwz9jMKWT7dw0yLdZ4IXi+5ORNmvvdTLemxwtjVuv/GtVNXnsgMBUKBUKBagQNxe+OtCpC8\nSTtwSzfvNKDDNWYAq/+v4EMjt/NZMW8oNBMgrUg5HzR3QPkBczY+60rtu7hY34BlsrQPyzlz\nUDZnn8xrxKrFhjOzvLFU3kGyg+JaA9UrSuWr9nUTZZJV7eNJMn8CtfaRtu3u5QHs0P4c1uKO\nPS+cvXGQP01pWwcyDuIdfKdBTQpudiuVdTDi/g8v+Q8u/Jtm/lTHnpnP5KTwDBhAJEsB0jU4\nrDtxPGmDnw/A/ebnVAqQrMs6c7uIFcunGSQDnPL2llcXB0K2ZQBsBZa7DMpmm8zbuZxRWrc9\nlrsFvFastytsJJU0GyB5HP8OtqM8kD0Cn9eP16I2GVjualeasBUoY/kPYT8wKF4UjgavzRch\nzXqRDOvFCpxL2z3W6VyxKwsXvrtdKZnH/ikoX49eB9aTB0iPFD6v49w8d9+D58Drs5btSIZ1\nel87DuYDzXuW/vLzy7wq87y3/K2wHsxRLB9gqd97W7JZSLwMlyQHy2PAcl4Xjcwylo1rp5FS\nkR8KhAKhQKbAgaS9efowqbLBOL2xWiYPkCybBqMOYB2kbpz5fGPvgyYFLweQrmdnkek+boct\nwfr+APoMwpJ9nYSDSweER8G6YL7l8gEYq5/aYqTMvxrWqMMM5OW2ICt7gTNUBnDWcQ1U2V9w\nmv9tqLWP/IGf6sj38X5RR619pG26e2mf7NspLe54ULHdH2tsd1qRnwYr6XwqP/R/VpT7Rqme\nHQr/dpk/1TFj5kvJdI7NXDj2ZWm/qvAcewK2h3zAZFstfwWU7SIc5s1UZOxfrH+tWM8XXlMd\nhaPV2ce8npS+n4T7Hg1ea6kNJMfLmg2Q1PsOsA0nl/b4VdYNYg7L/K0GSB6zrcCZgbIdi8P9\nHlnOiPVep4Czw94HH6xo+Z34PM7LZnkGFvp+nflScmISnncpQLJuyz4GQyq4pcifnWUt25wM\n7w0+a7zne6/3/tBqgOQ9wXuL10Fus7DyBnwAUxYZV7J8EfJrupUAKa6dQshYhAKhQCjQigIH\nUtiHxhZ1NkplygGSb6kPh3fAOsRB5dGQBpXNBkhfYpv9wIdDqsug5M/gQyO3LVkZDXk506dC\nlU2O07rursrEtzwsA5OAD6WVYSHI7VVWrMP9zJZnFOmfFXnlQbzZPpjXhDldwWrtwwDNwK/W\nPtx2Qpha2KYbW9z5OsV2R9TY7kdFvsdTS8HNrGNXP/3Xga/797jkNowV/dtlTuvwfKwyz1XL\nO6jR9gXXHWAvljEP6VozMClAOoUyZbsIh/Wlgcw5xfoglmXLA6QryHS7etxUrqC07mBQHW8H\n67H+s8HgZHysmQBpPnbwOLhfj1VuU7PyJFjPQPBzH3G2x/LXFetee521wWxoXeoY1rsV+D7N\n91h6DT9VIn1aeRb+ZBuQsPxByVFaPsN6CpCWJW3ZRqxaqqO8Oi+OE8FZJOt6BNK1PxHp8bVU\nl+3dDdyH13a6dlyeUPhXK/zpectqSzaY0tYf105LskXhUCAUCAWaU8Cbs4OkFAA0t1XtUnOR\ntTg4oKplBlRzwFKQBroH1CqM/2rwQbB+qYwPCAeT94KDYvdruRGQ2yus+ObwE6j6lGdF/P8F\n36KXH5IOVK0zBaG19kGRL/wNau3D/Alhav02+Baznk1MpgPly8A3owY09tvBRJU5mDZ/4yJz\neLFuoJhbKmd9uQ1j4VPxYAAAQABJREFUxe23y5zW4fGsGjD8Ar/lPeZaOm/2Grva1L8pQKrq\n00XUYP0zFTV1FOuLFuv5wjZ2FI6/sHS7b8MaNXCw1Kx5TfwePgDr/Rd8D6aEVm0kG3jsa9lX\nyHgOPoadKgqtgs82NOK8im2bdfmG3Ppva3aDKNdjFbiHlnkf9Vq6sIL38IkvnbRVwWNvwFBl\nnrspQFqMtGV9FtS6zvSX7z+4Ks3raRd4EKxXfgtLwvjYaWxsXbblxiKd6q+19CVWZyyunc6o\nFtuEAk0o4IAoLBTwpv3vLpThP9Ql9cyH6DMFzbwldxDsQNHBqJ8nGMj4IHPgOBHsAA7yDJRu\ngq/DJXAxvA9TgYGCA/DXoGx34uiA78It8Cv4CDaBbeBS8IGv1dqHs0/2pdY+3HZCmFqr19qw\nH/wcqsy+zg+jwMG5wZJWFSDk/qfGlOq6fyahqrlhdKnKhVl3cPVIyd+u1SeKiudj+VBpJ55L\nq8G88Bhob8ENY1Kf/TMtyWXghc9cDVMGNZ6HHivP713hDDCY2RO6ymzXNTAANoBroWzP4fBa\nKJvPDtv1H/gr2OZ6tjeZDkZ/AuVgyuOqPTp2Ef/2UgUWp90G994/N6/Rhz/h3xaGwsmQrmW3\nLZvXnfftZF6P/4MZoXydWWZ58CWYQVUz9i6FTi+wLV5bXnc+SwyyXoMqmxrnzeBLkpXB+2tu\n+fns8+eBPLNIr8RSrQwkvTe8DrUsrp1ayoQ/FAgFQoE+rsDu9M8H3wEN+umD51bwIWh5Mcga\nCrn5cDsXPoFUzoeY6w4Ga9mXyHBQ+gbk2/2Z9Vkgt6p9OEA+BertI6+jO9PLsjM1ULv1KnY8\nBJ8DAsusneUbOOpzMJ2bg3X1fBK+WGQMZ6luapPbkazodzCR2zBW9G+XOVMdv8h8Jh1A2Y6r\nXSlsX5Zuv1dyNLFcutjmxIqyDlasb6YizwGM+ywHDgML/0csJ4UVi/U7WE4EuZ3NinVukTtb\nTE9M+c1h+xa3s/hIeLtiu8nxjYIPwPa3apOxgf3Kj0e9Or5VlHewmM4Xy5u2DutaBcJ6rwIG\nGR5HA4xathoZlnk4K+BLL31rZT6vI19I6b8r86dzZf3MZ3IwGLDcC525/+7Gdu5rPvg5TAP1\n7H4yLV++rg18vGdUBXC4P7VjSLn9Cp96aifi2qmtTeSEAqFAKBAKZApMQXoJmBvKA9Ks2Ji3\njz44F4B8UJaXqZWeiwwH5Q6G65lvODu7j3r1tiNvDyr14S3/BB/Svp10EP8x+MA2QMxtaVYM\nBAwa94E1wIDk1QI1SjachHXMkBzFsjMBkm08FQzWnKl4GZ6GWSFZuwMk9/NbsE9/hY1gZxgB\n+v4Oyc4ioe928O8NNoU/QNqW5ASxWgHS4bTGtj0Ll9RgR/y1rF6AlM4DNUjmdXojuM+b4Dtg\nvsGnvjMhrPcq4IsC7wnO1k9Tpxveh58Aj/nXi3ILsnwevM94zXi/+Ad4zVvuTki2EAn3IYeB\nQdX+YJ2fQPlFDq6mbDdKua96z5O8Iu+Dvmx6BU6ANcF2vA3qMATqWa0Aye1sx73ZxnHtZGJE\nMhQIBUKBUCAUaIcCBhxpoOqDOGHAVH4rm/a/JIm7s7Lvkb4enGHJLQ2MuyJA2oaKXwDb55vh\n66A86OiOAMnBycHwDiStXidtQNkByVqZfUzbdMdyJDtx0FY2j3fqT63lyeWNsvVWAyQ3nQ5+\nDQ5k0z4dYJaDclxhvUwBZ1I8phc00e6DKsrOge88GAUvwV9gXrBOr/3cFmblVjBASefRM6SH\nQmet1QDJ/Xi/fAxSGzyvb4N5oJG1EiBZV1w7jRSN/FAgFAgFQoFQoAsUcOZrETDIGdhkfZYz\nSJmkyfKdKTacjRxwGGT5ttk3xlPDhDYDoPnB9kwMBm0dUGVz4VwcmtW1qo6+7DO4WgwG9eVO\nRt+aVmDaGiVnwu+94Pwa+VPgb+ZLghqbj+PuTICUKnBW2/uo7Wm3xbXTboWj/lAgFAgFQoFQ\noAcqkAdIPbB5nzapXoD0aaFIhAKhQEMFnP15GMovXo7GZ4C0F7TbxidAanfbov5QIBSYAAr4\nJjQsFAgFQoFQIBQIBUKBCaGAL0X2gMvB9FuwOgyFO8G/7wsLBUKBUKBbFYgAqVvljp2FAqFA\nAwX82x7/WNs3x2GhQCjQ9xXwbwn9e6LvgT+6oD0HF8L3oepv6HCHhQKhQCgQCoQCoUAoEAr0\nJAXiE7uedDSiLX1BgQF0wh9mmHMCdCY+sZsAoscuQ4GerIB/BB0WCoQCocD4KnAaFfgH0/3F\nlqej/gLbv/tJh/9LP/0Z4zv6SX+jmxNGgYvZ7ZcnwK5nYZ/++tzfYULMXvvrdz+CsFAgFOgh\nCkSA1EMORDQjFOjlCjij4iDan8PuDzYNnXwf/BywP5i/KvhHGNYfOht9nCAK+JP6/lS295AP\nurkF7ttfy3yjm/fr7vy1S++fLsNCgVAgFAgFQoFQoA8pEJ+c9aGDWdGVOL4VooSrSxUwSHH2\nxs/d+pNdRWf9YYqwUCAU6EEK+H97hIUCoUAoEAqEAqFAKBAKhAKhQCgQCqBABEhxGoQCoUAo\nEAqEAqFAKBAKhAKhQChQKBABUpwKoUAoEAqEAqFAKBAKhAKhQCgQChQKRIAUp0IoEAqEAqFA\nKBAKhAKhQCgQCoQChQIRIMWpEAqEAqFAKBAKhAKhQCgQCoQCoUChQARIcSqEAqFAKBAKhAKh\nQCgQCoQCoUAoUCgQAVKcCqFAKBAKhAKhQCgQCoQCoUAoEAoUCkSAFKdCKBAKhAKhQCgQCoQC\noUAoEAqEAoUCESDFqRAKhAKhQCgQCoQCoUAoEAqEAqFAoUAESHEqhAKhQCgQCoQCoUAoEAqE\nAqFAKFAoEAFSnAqhQCgQCoQCoUAoEAqEAqFAKBAKFApEgBSnQigQCoQCoUAoEAqEAqFAKBAK\nhAKFAhEgxakQCoQCoUAoEAqEAqFAKBAKhAKhQKFABEhxKoQCoUAoEAqEAqFAKBAKhAKhQChQ\nKBABUpwKoUAoEAqEAqFAKBAKhAKhQCgQChQKRIAUp0IoEAqEAqFAKBAKhAKhQCgQCoQChQIR\nIMWpEAqEAqFAKBAKhAKhQCgQCoQCoUChQARIcSqEAqFAKBAKhAKhQCgQCoQCoUAoUCgQAVKc\nCqFAKBAKhAKhQCgQCoQCoUAoEAoUCkwcSoQCoUAoEAqEAqHAeCswOTWsDwvAVDAKbodHoTeZ\n7f9KqcH/Y/0DeB3szxuQzLJfgzlAv/lXwcegLQezwxXwEfRU25CGlcdE/4fvTXgZHoJkm5B4\nHB5MjtJyata3g0ngDhgJSQ+Sn7Mv4nH/78JdxZJFUzaQUtPVKGl9r9TIa9U9iA1WgnPqbDgF\neYvB3PAsPADqV2WtlK3afi6c6lZl7vuTqozwhQKhQCgQCoQC3anAh+ysozt3GPvqVgXi+NaW\n20HaAWBwYCCR4wDbAaUBU2+xfWlo3ody2kDpPFgKDADL+a6Pho1Auwj0zeRKHZuIPMvtVqdM\nO7PeKfZf1R99j8DmsFNRbh+WVTY9zhshr+c91r9XVRifgdZ/IZV3YL8/NGunUTBtW16e22wl\nDcoZhBkgvl2nnAHhi5C34S3W96zYppWyFZt/YebSfvJ9ml6waqPwhQKtKFB+W9LKtlE2FAgF\nQoFQIBTo7wqcjwBbwCj4HTh78gysB1vBt2E2WBcMNHuLObi+NmusAYyDfwe89mszMDi8DK6E\nG8CBqTMh28CfYVMYCc6u9eTZI5o3xt7j3+8XaRf2b1L4Kjiobybg8Hz4OvwHDCTvBIPOM8CA\n2XMk2Vok5gdnl5aHAXA4HAvvw6+gkS1BAYO731YUvKfC16rL2Sn7sQi4nyqzHx3wFPwYPCdW\nB7U8GZx5/BNorZQdu8Xn/7XP2vXwwJjUuP+4v7BQIBQIBUKBUGCCKxAzDBP8ELS1AXF8q+Xd\nBbdvrJ+FqhmSAfhvLMrszLI3mIN5+7RXjcbOht8BvWUc/FaZg+D/gkFCsy9iu3sGyYH/PgUs\nxgz+aw2sZyDfYMM+O8Pj0m3LtgwO80aUMuZhXT3+lvn9xGwUGAg505JsEhL6nwY1qWdfItOg\n5aZ6hUp5X2P9ArD/jWxTCjwH9sl7wNtQZe7fMmuXMpct/A9m/lbKZpuNk/xRUe+q43hjJRTo\nQgWavXF14S6jqlAgFAgFQoFQoNcr4OzCgeDAd1vw71TKZiCxP1wLvoEv22AcBhNzwyi4Ff4F\nua3GyozgjIwDzjXAZ7cDzTTgXoi0M1Rzwt3gAPh/oDkQ3gj+Dm/CN2ABuAWswwF6K+Z+0tjh\ngWJDZwvcz2WwPRhQWL/L7cCZE9vk53kGAN+EITArTArPwz8hWWrzHTgMWhwQrwivwqVwLtg/\nB+Qrg2Ws/0lIluoo9/s/FFgKnAUzSDkeGpkzZG6jqeH04LZDwWMwFWwOngPHgPs07xG4C0YV\nLMJyFvg6WH4QGAhNC8k+ImH/nIn5BXgOjYab4T7IzeM4JXjM65lt/TbsDouDQd7OUM/WI3M4\nqPnG8BNwf2X7Eg7b8BDcUMocwfqjsBAY7HnMmi3rOVPLnEGyLmcnw0KBUCAUCAVCgR6rwIe0\nrKPHti4aNr4KxPH9vIIO2B2klQOaz5es/mPyEynoQNUA67li6aBQfwpASI4ZpDqIPgTcnwNo\nl7IrbAoen9x/HuvJhpCw7GnwLLwFD4P7fQMWhtz2ZcXye+XOLH1NkW8ZB92agdFTcArol+tA\nuwhcnwmWhMeLdfueytrvlHa/qc3WZwBnnu1NZR4j/Y9iPfX7XdatP1mqI/X7PTIsk+q6kbRB\ngAN87R14fUzq8/9Yx57gtmro8qRieRRLdUxtW4n04GL9VJaa7bKPBjJp/x6HlLZtuZ3FSsrz\n2KuV27uvL0KyLUlYzmDvq7AHDAUDEm1eOB5eA8ul82hW0o1sLQocAQaD2kh4e0yq+X8mo+ib\n8EQTm7RS1vPX4NMAfGvYG9aBySEsFAgFQoFQIBToMQo4QOvoMa2JhnS1AnF8P6/oMFwOOn3b\n36ptzwZuezV8udh4RpaXgv59Cp+L4WBw4ODUQeAAWBsceHpcHPw6MJ4WBoHBg3UsAtoQcF3+\nBJOAtgy8BA40B0KyfUlYtlaA9GyR76B9ftAuA9cNMHYEB62rgJYCpDlJuy8DEQe4H8C28E0w\nWLA/7lcNUpvttzjzoU5/BMvosx73YX9Smy8gnSzVYfkUGD1P+nfwCpT7bX21AiSDkvPAum4o\nlilAcobnz7A+pOOWAqTr8bmd/RsFauT2s4BBl/UZHP0fTAPahqBfzgZtavA80zcUkv2MhL50\nzE2L9f27WKrV1bAxTASdtZFs6DnYih1GYdtzbBMbNVvW2TD79wKoq/Un1GE5CAsFQoFQIBQI\nBXqEAjGA7hGHoW2NiOP7eWkPwOXAzIFdK+Zg24H4q5AGxWn7KUk4iHcgalobDu5nN1cyu5y0\n/sMzn8mDQf+mrmApUHiOtG/pczPwsOxOmTMFG9fgs+7E8aQNBBxwu80vIJkBkj7rK9tFOMxL\n7eoo1k9imeyHJCwjD8FS2foVpJMtQ8Iyno8udwZNTT+Ce10pLPXbcrfCFmBwqVX12wDpA0j9\ndXkk/AbuB+txQL59kbb9+p6BSSG3wayYl+PsjcGQwZFm8GP+A+CAf0vQHoG03TljPGP/8Xxw\ne4+j/dWuBsvav/VgDvC4pO31zwddYa0GSOptvwxaJm/QgFbKrkBd9s9zYD9YBBaFo8EA9EWY\nHsJCgVAgFAgFQoEJrkAMoCf4IWhrA+L4fl7eb+NyoHbK57PqegaR63Z/rFHqtCJ/6SI/BUgO\nDHNLswffyJ2kdwDr367wp0Chqp1zFWXdZ7J9Sbh9FQ54U3AyY9qAZQqQls18KZkCpPNwWOcx\nxfJrqQDLmQuf+btBarPrexfr+tRE37+L5ZkskxmAPJlWWOZ1jGb9AJgJtKp+v4PfuqswMLIf\ng2AjsEwKkPIADvcYG8y/lvkDLAOnw3/BfUwF2m/BMreB9WvOAuobXSwvZWk/ErcU/tlZampo\nwJYHvpuz7nFyfwYMG0AKqEh22kay5dtNbj2McgaszvIYwNSzYWQ2W9Z6PFe2Aj9lLNuxONTP\nwDYsFBgvBb40XlvHxqFAKBAKhAKhQP9U4J6i2769bsUWKgo/VWOj5J+/lJ/8ye0gWHtj7OLT\nf5P/U0eRKG+vO30ut1i5MOvHQRqYu5wXHIgPB62q36PGZlX+a38cvBqcaAY0yV4i8X5aKS1P\nZN2ZIbm7yLMtWq5RrX47C/MMGFC6PBtSgFTutwFA3uevsO5sxEAw8BgNZavXZwMi23wCfBGm\nhHVAcyZIS7NaphfwH2zusYsxn9ulvrtcpfCnfhtcnQUfFH4XBnLW8zhMBJeDnzTuBQZg7bZD\n2cHvQa1tr/uuZa2UTXV4rpwPf0uObPnHIr1k5otkKNApBSJA6pRssVEoEAqEAqFAP1fAAagD\nYGcL6tnEZFrWWRYDjHdBc7BcZVMXznzQq8u37ONjk1Rs7L4cuPumv2wO4O/PMBD4GEaCZvBQ\ntryNu5P5IPjZl/YeuK//uYJNMXYx5l/bpjZVtg3ONQvWLgrYBn37F+v1Fg7QV4al4VzYDAws\nbMvkkB8Hg6y8z7b/dahneZ9rlVO3ZBsUCfXV8gApHfN/js0aM8uU+p4vHyjyay2eJOOGItNP\n7uyXy2fhTGhHAKGeJ8NPYQSsCI9BlbVStmr7Wr6XiwwD2rBQYLwUiABpvOSLjUOBUCAUCAX6\nqQL/pd93gJ/87FdHg03Imx8mBQfAj4NWNQOT+58aU6rr/nFWoWwLF457yhl11m8v8gxOZqpR\nbmL8O4J9TDNDDtq1t8cuxvnbGNvhoFlzu9nHpMb+4+dnDvblprGuMXVYviqwK4p8ukj9Nqj6\nLhiwnV7kGjQ5s9RV5nlgQLVcqcL/sJ6CJINqLc2szEjaQM1tnwADyNT/80invrt02zdBDQ1u\nPW6eg1VjuXRsTyB/MKwJ18P2oBbOjHWVuf+zYE+4BFaDF6HKWilbtf3eOB+FrSsyU5/NDwsF\nQoFQIBQIBSa4Ah/Sgo4J3opoQLsUiONbreyyuA2U/g/WqygyBN9rYJm1s/w7C98ymc+kszKf\ngMFEChiGk3bQPAPkdiQr+lfOnaSHgf7tQLMNrr8Hs0Fuf2bFtq2YOfclbXk/yapll5FhmZth\nAKT1gaQnhl+D+bfDRUV6i2J5M0v3eS0kO5+E5cWAaukibTkDAD8V06zbMs8XS+tMNprEk2mF\nZTP9PohyBgyawUej2SLLbQS24aRieSLLZBuSMM9AxOWpkMxgTt+PkoPlfWDgpP9A0NK2T5C2\nv8kMcrwO7wU11+4Ht8110L8SqJ1BVdnmwfFzmKac0WB9JPlv1yizK37bMRzSsapRdMxP0zdb\ntqqOb+F0+wcgXSOWM301mLcKhIUC46VAfvGNV0WxcSgQCtRUwIdm+VpzQOWbwJfhIWjWpqbg\nmuBAwAdlX7BBdMIH+jl1OuNDd3mYFRxUPA71bBYyHWR9Av8Ev1tv1uaiYP7gzbd7lhXrzC2O\nb67G59ODcDU6vn5utRjMDWrs4Mfro8paKVu1favHt6qO5BtBYi84Ga4Ar8lrwLfnnn9bgtf+\n/pAHBH5+ZpDkYPgI+BcYHB0K9ntTcKDXlTY5ld0OP4FXYCg42DwEbEsr9j0K289VwWvLoEaz\nLq+HhWAUWP8poN0EF4N9+w+sBXeB98IVwXvhTHAZfAzaw2DeLfArSNee1/elcCE0snr9PqrR\nxi3mX075q2C9YrsFWDqDuAt8GezrAfABPAoGTZ73/4PnYHOYtVifg+VBYIC4JKjtJPAnSPr8\ngLTn1WmwPLjvpcCyr8PeUDaPy35l53isz8C2RxfbT8PyLzXq2hb/pNBs2XcoOwTuBe/5i4Pm\nDJXn0tfhRjgLLLsreE79Fm6FsFAgFAgFQoEeroA3bx+AtXiEPB+MzdhgClnPqc0U7sYyH7Kv\njk7sbyDbGCC+XWdbBxkPQ67fg6zPWbGN9fkWMy/7PusHVpStcs1c2javx/SCFRvF8a0QpXA1\nc3y3o+yLkGv9Fut7FnXki1bK5tuldGeOb9q23nJtMh2s5X0w/U9YH6rMQe/dkLZ5j/T14AA3\nt3Q+OxDN7UhW3Hbl3El6GOhXK20IuP57cKbGQbrro+FwKNu+OMzfq5xRWp+W9Z+BgY3lE/bj\nRJgRtIvAvJlgALjPqmvmdfyW2w1Smw2K9oM3INXv0vPFICm30aw8mTlSHb/H10y/bZNtaGQb\nUcA2nFQs7WtuA1k5G/L2vsv6wbA43FXK81z/b+Z7jbSBkYP8dKysS11dbgq5eX49Bml/n5C+\nDeaBrrSRVFZ1n94Yf9p3veV0lGulrG0fUtRtkJSbdf0a7Gvap0G/50pYKBAKhAKhQC9RwAev\nD8ihGcNI7wx/AG/wH8Eq0MjmpsDl4NuynmSdCZB8yF0N9r/qwWv/vggOFBxEbAvzw07gYOEp\nmBJy+wcr1udbSt/MDoMHQd9W0Mgc6Fr2OnAAVGYmfGWL41tWZOx6M8d3LYo6OBwFBrHOouwJ\nvjTwOHwHkrVSNm1TXnbm+JbrqLc+FZmLgEHOwHoFszzLORCcJPN1ZdK61dJgQ3N/C45Jdc0/\nX6Ka2WFZGASuNzKv6/lgLvCaXgjsv+00QKoyyy4Otr8Za3e/G7VhcgosAWo9UamwfTBvenDW\nx/ubOgyGSSHZFCQsNzeU60hl0nJWEp53btNfbDI66n1+UH/pcPQzFAgFQoG+pECjN5P70VkH\nBrU+TegNWhggXQkXgAPjRrYpBZ4D++22tQIkA0HLGEzmZpBU9m9Q+E7PC5JetPDfXPJXrf6o\nKLtqVWYNXxzfzwvT7PG9qdB77VIVDrY9vg9m/lbKZpuNk+zM8R2ngl64Ug4UemoXDAA85rUC\npFbb3Vv6nQKkVvsX5UOBUCAUCAVCgV6tQKMBtG/+HBg8U/RyBpZDwTeKvj08CjaDKWFaMG95\nKNssOLaGE8GBoIFBlS2A04DDcnuCA4nOmm8rd4T0KYjfxtvGerYemfbXTyI2gpFQK0C6i7wP\noFznQHzvwwhIdhOJ18G3imVbHYeD7kZ2HgWc0Zi6UcEsP45vJgbJZo+vMw3/AIOgqrfjziL5\nCY15rZSleE3rzPGtWVkvyfD69npLM0g9tdkRIPXUIxPtCgVCgVAgFAgF2qBAowH0V9mnAxi/\nI9eWBtcNjN4o0q6vBIOL9VNZ5pZmVBzcPw+WN2jZHnLbhxVnbCz3NDgAtZz78rOXZm1eCh4P\nr4H7sj4DHYO9RrYWBY4APy/R3K4qQBqA37beB1X2T5x+mmg5zc9ULh2TGtsXtXJwOHHha2bx\nMIUcmM8ABpt7wzowOdSyOL7jKtPs8R13q3HXDHLfhCfGdVeutVK2M8e3cqe9yOknSF5Hfi7a\nk62rA6Te0u+rOCjeu8JCgVAgFAgFQoF+pUC9AbRBiW+1DTI6QEsBkrMxf4b1wcBGqwqQNsRv\noHMDOIukOXvkYPBlmAY0y7mfW2A20KaGc0H/UKhntnVduBwMqgyKroaNwQFYB3TGagVIM1OZ\n7bqpRqX213z7MrBIn8LSz7vst3nyKnwLGpmzYfbrBXDAkrZ3afC6HFRZHN8qVT7z1Tq+n5X4\nfOowXOp+7OezPudptmxnj+/ndhiOtijQ1QFSWxrZhkojQGqDqFFlKDC+CrTyxnh89xXbhwL9\nVQEH0M5iHJcJ4CdDBgArwlfgbTD4cVbHAOlueBbmA4OPZJZ5AE6D3Qrn31guCc7qOLhP9g0S\nJ8IhcAE4M7IQLAP3QLIpSbwMzlb5x9YOTKvMT+nOBMu5PAP+DZptNNAbBq2aA+gFwGAtt/lZ\neRwMEjfPM4r0RSw3A/8IWn0fgvvAPjrDdjuo34EwPRjcXQO1bAUy7gRnpQ6Gy8F75LawPxho\nLQKvQW7vsOL+4/jmqnyWrnV8PysxbmoLVj2XPLcWh/ehlrVStrPHt9a+wz9WgQ1ZHNRFYixP\nPaPhxS6o7wrqOKIL6qlVhS+WvOeOr3m/mgrye3Jn6/yYDbcCnx1hoUAoMB4K+FAPCwVCgfYr\nMCm7MFApm4GRAcB+8HQp817WDTzqmYGWg8g7IQ+O3MYBvmj+DY8PYgMOH6JDILcRrKwCzsbU\nerj6yZOzRj7MDTwGwZNQK6Aia7zsg2Jr+1hlExXO/2NpAKTZr6HwR1cK+yfL6+EXYIBTy+zL\n1uBxMOhM9mMS7ssg6Ydg8FS2OL5lRTq3PozNfgMG7M5M1guOhpHfbFmKjjlXO3t83T6sWoHv\n414WfIEwvvYJFQyEKcezIu93g+CI8ayn3uZbkuk96t16hZrI897iPawrgq2ZqGcTOBXCQoFQ\nIBQIBUKBHq2AMwxvwWIZg0lPB1XmDJJBxykVmW5nXnoAOvPiegfUs2XJtFwjVq1XCXk+xE+E\n18G6HoG9wECuAzpjI9nIQLFsvsAxILupnFGs38zSNswAcxXpl1iWzQDrebCsA6fOWNL9ioqN\n4/hWiJK5ah3frMiY5KH86zEyUHVWsJ61UrZePSmv3vFNZVpZTkHhTeFrrWzUS8teRbu9v01o\nG0QDtikaMYJl+YWRWXOAM16rw5RQzxqVNag5pl4F3ZxnoOX1s1s37zd2Fwr0SQViBqlPHtbo\nVA9UwIfp/S2266MmyjsbpDkgq2dpNuYaCv28TsEH6uSZ5eDVWZRD4DuwBzgz44N5RVgSnLHp\nCvNtsgHP9DUq0/8evAFpdqsqQPov+TeBswczgeVbtZeLDXy7XWVxfKtUac7nZ4yeQ3vCCHAA\nW+sTq1bKUk3T1uj4Nl1RUXAWlsPhNlil8MWifQp4XV4Jc8I5NXbzU/zOBqdxj9es68dB2Vop\nW9421kOBUCAUCAVCgVCgCQWcYXDGpVlLM0gnVmwwGJ/BSJpBcnbE2Zt7oGwGA9fDfjA5GCjc\nDVXmt//LwCRVmQ18a5DvYMP6bVutgIasShuJt2oGycIGNgaBM7qSmX3Tf2vme7TwVQWL1vMa\nOMCuZXuTYR0GUmVzkGvfflvOYD2Ob4Uomave8fX8/T2o7cVQdexwj7FWyqZt8mVnj29eR7Pp\neSlon/Lzs9lte1u5CT2DNB2CXQ3qne4jBtr5DNJaRf5wlkvCcpC28SVPbs2W9Z4XM0i5cpEO\nBUKBUCAUCAVaUKCdA2ibcQk4OFjJlcwOI63/wMKXBgTrZ2VMGnR9CPfCAOiMub1/S/VzmKbF\nCuoNoL9JXfbBv//J7QBW9G+WOXcpfD/JfCaHgLNRl7lSx75FnnU+AHkgZTppVzUbEMcXgepY\nveO7K9upuQNXPxGqZ62Uraqns8e3qq5GvgiQGilUnW+ws09BdYlxvZuy+hx4DnkPehu0PEAy\n6B4Fz0B+jvkySP/Tmb+VshEgIVxYKBAKhAKhQCjQWQXaPYBegIa9D85S7QXrwmngfv8NDjo0\nf6TBcnIY+KbUwOMJMIBYBjprDk46OrlxvQG0swYPgYORI2BNOLJYd1Cdmz+UYFkHS86wqcNO\n4OdaL4CD1mRDSFjOoDCZg6cbQf9N8B1wAHYt6DsTqiyOb5Uqn/lqHd8ZKOI5q7Y3gIF+Ff4o\nSCtlKT4mKLberji+1teqVQVIXodDwb+vGgibw3FgQOD5WGV+DrYCHAjHwjYwAMrmYH8rOKpg\nC5YO9su2Go7NCueyLH3RcDDkL1e8T3gfOR6sM39ZwOoYs10bw2Hg/eM9mBw6a4uz4W/gXfC4\n+aKlka1HAcu+AhtBfp7lAVIqdwxlyqZe1rFBkdFKWe9JVXUWVXX7wvuXfdmt2/ccOwwFQoFQ\nIBQIBTqhQLsH0DZpMNwFPiATDuzng9wWZuVW8OGeyj1DeiiMj7UrQLJNM4Kf8aRP+Gz3NTAL\nlG1qHOeA7bHcx/A3WApyc0Bqfj6ANt9B7K/BgNF8cQC2H9SyOL61lBnrzweueUkH2EnjekuP\nSStl3UdXHl/ra9WqAqTUpsOp7EGwzx8VS8/T70Fu07JyP1juLXi7SPsSYDJItiSJxyGVe7NI\n61sOchvOytNwCOT7N70rbApeO6ld+s+D3Oxbute4r3St2S772KwZZG0B3o/cj9fcpWCQ8iVo\nZGtR4AiYvig4kqUaaXmAdBjr1v9NM0qWzivL+Ldv9tWyBj5qsRGsCotCXpbVMffQWgGS9yG3\nX9yC3WTdESBtQl981tQyg/LlweO6EkwDVTYQ59w18H4fFgqEAqFAKBAKdKkCPniWgDRoqFW5\nDzLL+ZDywTq+5iCpY3wrabC9g46loSowKm/qG/Uh4DadMQegi8Ggzmzcxm368vFto2yfq7rd\nx9cgwoG2g/9kno/6DPQvhBUhzcR4/bwGXpeas6Fu+wFsC87iTA4/Aus4CDR9j4BB+lZgYGFZ\ng4G34FnwnEk2nIT7N5BYBwbA2pACHduwBxicDYLHwP0tApp1G3z4giW1y5cXzvy8Co+C1149\n8/o9FGybdT8PR8JcMD42ko2rAqTT8LufVSsq/1qR9xuWami5WjyVlSVZN0AyiLCeUy3YTdbu\nAGkn+mGf9qnRn+3wv1iUSRp6Du5ZUT4dk1QuX55bUT5coUAoEAqEAqFAr1SgOwKkXilMH2l0\nHN/WDmS9AGk0VZWDCAMmB4lDQFsLXD/JlcwMUG6Aa8HgZm+wnDNCZfshDvMOyzKGF77dMp/J\nywv/4SX/wYXf2RDNIMw6L3OlMAMkB8Jua97OUM+csbbcLeBMg/3oCqsVIJ1N5e6vauYjBTLn\nkG+A9HFR9kCWQ2EY2J8/gHWI2msGibVmkOYmT013he6ydgZIzp59BPa/KkDyfDXwHgVq9xUw\nMDJ4d5vvQG53sGIw6/ldxsA7LBSY4Ar49iosFAgFQoFQIBQIBbpHgXvYjYPN3EYXKwOL5ZLF\n0oAmNweba2SOxYu0A/yyGRicAMuUM1i3Dbndz8oG8I/cSdrZHW3qsYsxfw9l8kYYUvimYunM\n1UPFuvs7o0hXLV7HOTvMDQaSzla9DO2yD4qKbWPZDCo0gx3NpeMigxs1SWZ//NTWoHOh5Kyz\ndLbpG3XyJ2TW19j57rALeCzq2QxkngzbwId1Cv6YPIN3g8kUQD5A+k7wnDoA/gSax8FzZwQY\n4IeFAj1SgQiQeuRhiUaFAm1TwIGOn0L4MOtK86G3MPjg7Up7gsqu7soKu6muYexnqm7aV3fs\npl3HtzvaXmsft5Fxb63MNvpfqKi7PIhPgc/TFWVzl4N1g6aqci/hfx/mh7I5gM8tBQhv5E7S\nyZ/cCxSJE5MjW55XpKv2lxUb8zPb38KxB/wMfgoXgZ9dObPQ1fZcUeH0FRUn35tFnlpqyT92\nbey/f2NhgJTnzcW6fbkMtgcDir/CM7AxPAJ3QW6zsPJ1WBb8JM1tU3BJ8lNT69XBYzwabob7\noDM2BRt9G7w/e259AjtDI7uSAsuBx8eg8Q9QNu8NU4J9uKGUaRD0KNiHicDzyX5Z/m4ICwV6\nrAIRIPXYQxMNCwXaooADmx3bUvPYP85dvovr9rMNH6y9ydaksb/vTQ1usq0e264+vk3uui3F\nHDg7k9Hd5jndyPzUS3NgW8/8258vwuSQtknlJyExGaTgK/ldlmew8rx66VSXMwoO7rWj4Suw\nkSvYW2MXNf91cH5BwVIsDZS2Bus0YD0NzgH71hXmcdbywGas5zPfs4UjHZuqsg7ytaSBaYOc\nlcCAZzfQVoMfQAfYl7sg2U4kfgMGYupnsKR++s+CZPuQ0D8AnoVZweN8DBwMKZAjWdfmJff7\nsD1MBwZuh8JvoRwM4/qc3YPnILge0vEtF1Izg6gq8/yz7aMhBdtLkNas+6uwNHjO/B0MpsJC\ngR6hgJF/WCgQCvQfBSahqw6OvPZ7Osf10sMyadFuB409XeP+2j7fXvfkwPuJ4hyar1jmi/1Z\nGQ7zwuNFxqLFMl8szIqD6qdy53imHyu2d0DrbIG8Bg5+HfC6vxegWRtJwe/CHOBA3BmYM+Bn\n0FX2cFHRqhUVJt8/irw0iE/+tIn9Glas2M/cZmdlGzDI+TYcAVW2Ic5fw40wGxg4DAY1PRam\nAc1yx4MBg7rMCQY3BpU/hu2gka1LAWd8PD9+CPZvExgEtu95aMa+TyGDo87aj9hwIPwlqyAF\nSIfj+xv8EjrgITgR4sU9IoSFAqFAKBAKdK8CHezuw+7dZaf3dgxbpgFLpyuZABtuwD59w1s1\naJ0AzYldVigwAl8rA/mKKuq6DF48B27NSg0pfL/KfCnpYNHyqxSOpVj6Zv7aYj0tHGy+CQYo\nBuLrgNv9FRzE53Y+K+YNzZzDC5+BSG5HsmLZlXMn6WGgPw3KVyRtu+6AiUC7CmzP2WDZLaCz\n5uB4c9i+ExWMZJu3i+3Kx/c+/AYF6pfMgMRz4J/gft8BZ4f0Wc8xoC6/gQfBvn0Cg0Dz3mQA\non93yM3AR/+pmdNg4D1w1ii3b7BikLRl4XyEpdsuXaynxZQk3P45KB9ry3g83O6cYvk6y+Ng\nPugK24hKrH+fJivzPFAj+zZ5ts3VpK3Ha2M9MAh06d8s6T8YwkKBCa6AN4WwUCAUCAVCgVAg\nFOg5CjjYPwt2AIOf34EzDjuCg/y9wBcd18DFsClcBpYzgBkK+s6EP0JX2Z1U1AHfhVvgVzAz\nTAbOolwKF0JnzQDkos5uXGe7n5F3LtwEpg0wDoQZYX1wv9qk8OUxqbE/qV4kxwz0HbxvDKOT\nM1velaWrkl/CuTjcCQZguTnTI9q0sBAYeH0MQyA3A79VYDZ4Ns/I0u+T9hyYCgyOBsGTYPu7\ny4axIwPLl0HNbFOyo0h4jng8DEi1Z+CfYHBogHQSvAthoUAoEAqEAqFAtyjQwV4cWPUG8w2u\nbyB7m21Agx2MLNrbGt6P2utAszxQ7cruz0tlngO+JU/mYFefQUXZDsdhnoPfZM4IOFh8B8yT\n12EPyG0AK26fl3uC9aPBQCC34axYzwy5k7QzJfpXLvmHFf7tMv+XSO8HbxR5bueA/M8wC0wo\nG8mO3y52XnV8DeBeA9srpg1Ak6mfM2GLwY/gTahVlqxxZpBm1JHZYNJum2aQFijWO1jWs2XJ\nTPust1y1ohLPF7fZDeaFE8HzRZ+Bx15gANZZ24gNrWufBhUcWpR7kuWCDcqWsy8qtlWHsFAg\nFAgFQoFQoNsU6GBPESC1V+4NqN6BRARI7dV5fGofwcbtDJDGp23lbQ1I5gdnFiYuZ2brBkPO\nGMyZ+dqdnIsd3A4GFj3Jah1fNVLLwTBpqcEGSAYUyeqVtYwvb5zp8VofCLlZv/4UIA0q1p05\nqWcGZ253NaxRh3KAS9FPP7HbzZXCpmS5CzwI1vsunAlLQqvWKEBSr5PB/fwD0kwcyabtNEq6\nvX0PCwUmqAL1brYTtGGx81AgFAgFQoFQIBQYMzvjjFAjc2D570aFujj/P9SXZm26uOq2VKdG\nzWjpzlsp26ix6vQRGMCWbSYc54GfS54C7tcZqRugbMvjMDBrVnMDotMLDDr2hO1hRzDIeg26\nwgzifwfD4BJwts6/lyrb1DhuBl/SOVvpzGNuCxcrj+bOSIcCE0IBT+qwUCAUCAVCgVAgFAgF\nQoH2KGAgcBUsBSuVdvF91g1efGH9PlwLS8P6kJuzUreCgYhBVKtmwLUxOIN2PBhodZXtTEXD\n4GLYDKqCI9xjArtJWK4IlstNXVaDG+EZCAsFJqgCXpBhoUAoEAqEAqFAKBAKqMBfYLkWpHC2\nw0Hv0y1sYyCwOLjsL7YfHV0HLoefgLMkfra2HTwJzvRoe8G/wONwDNwBfhL3PZgIdoCPobM2\nig1tS1eZM1FHF5VNw9J2V9m2ON+BH4BBoJ/TLQ9XgYHjIfA67A1hocAEVyACpAl+CKIBoUAo\nEAqEAqFAj1FgraIlDqSbsU8o5C+mNfu5lp9Z+aMF88BD0A7zF9QGtaPi8ajzcbZdBs6CX2T1\nXEd6VzA40AycDIjsw6GQvvR5lrTB0d3Qk8xP5aYtGrR6nYYNKPKcydoQ1OCHBc5m3QkGi82e\ndxQNCwVCgVAgFAgFukaBDqr5sGuqanstvj3tys9A2t7gYgcbsPQTmEW7a4exn5YVGMEWL7S8\nVf/YwB9c8K1+u6yvXB/em7xHdcYGstESMH2Djacoys3N0tmjema+953d6hXqYXmz0h5nj+xn\nWCjQoxSIGaQedTiiMaFAKBAKhAKhQCjQxxUwCP1XE330b3maKddEVT2yyPO0SsJCgR6nQJq6\n7XENiwaFAqFAKBAKhAKhQCgQCoQCoUAo0N0KxAxSdyse+wsFQoFQIBQIBUKBWgrMToY/EuHf\nNvmDBn42Vsv8PMvPz/4N99Uq1Ev9fjK3DaS/3WnUjfTCe0UKftCocJZ/JemYxckEiWQooAIR\nIMV50JcU8A8/y+e034m/CS9Du/4gmKrHy6Zj69XgMXgQusL8Q+g1wV9HurcrKuxBdWxCW/yD\n51wr/5PCQdDInqPARzCoUUHyLdtb/l6rie5EkVCgVyjgjxUcB/ODv9x2JlTZnDhvBu/5/qhB\nd5sB3DNt3OnB1P2TTtRvUCXN2h0UXKnZwlEuFAgFQoFQoPcp4E+I+raxFo+Qt3kP7NYKRZuP\n7WTbfMPoz7ZumW0/mLQ6nJr5THZAbxn0V/1Iw060337tA7kZENY67rnfN9OtlM330Wy6r/wR\nerP97Y3lRtDo+JGG6iPn38dM6B9p8JfR0sutOaqb+YWr8Xtt714jv91uX8q009L9z/tVu3iJ\nur0WwkKBUKCkgG9ewkKBvqTAe3Tm+1mHfIhNCl8Ff0L0HHgRboW+YlvQEd+47ph1yGDxCngg\n8/X25MZ0oBzwpT45K3RSWiktZ2bdN6p+RuKMWitlKR4WCoQC3azA7ezvZNgbTodvQG7fZWUd\nuA5q3RPy8u1IG5x1h73dxp38t411R9WhQK9WIAKkXn34ovEVCjj4/UOF/wx8BgsGEntBXwqQ\n6M7n7Ck85UHF5wpNQMfX2LdvfncBP6mpZ/5HhA6WDHJqzX7p/yFU2V9wel58C14pCrRSttgk\nFqFAKNCNChzEvryHOSPrte/LLW02OBG8bxgoVQUqC+BfHRaC0XAzVP2N0qz4N4P5wNmUB8EX\nS34+FxYKhAL9WIEIkPrxwe+HXT+bPhsgLV/R98H41oK5YRQYQJV/XnU1fF+GC2ANWAV8SPtA\nfRxyW5OV2cF9+qlIsklIbA3/gZuSs85yJfKWgPnB/4jxMfgrfACagYZoXwUf7BfDl2BjeATu\ngty+yMoPoFFfZ6LMRbAUrAb2XU2GQ61AhayaNgU53wYDo8XBtu4MjexKCiwHtuVyqAqAcVea\nWn8Tfgp3Vpb4zNlK2c+2ilQoEAq0Q4H3qdQAyHvxSeB94HX4JUwL3kuehbL5+e3RMADMnxW8\n5/nJ2sHwP9C8R3s/mRReBT9j8/58N2wCVXXjDgsFQoFQIBQIBXqXAu/QXB+gtcwAwofjY6UC\nvo10sO7nBs8VS4Ma/RNDMgMDZyB8WFvPo+D+TJ8BuaXv4yfPnaSnA8tfnPlXKHzHZr5pSF9Y\n+G3Xy0U67Xc21rVzQF/CsguBAZ++UyG3B1ixTDN9VYsfFmU/Zpn2MZL09NCszUvB4+E1sI6n\n4RBw4FLP0jf4p1HIwYy2EViHg6BGNgsFHPh4nBwE1bNWytarx7wNwDYu6kpYj1RgBK16oUe2\nbMI36i2acFUbm9Hq9XECbfF68j6wfpE+n2WVbYjTsrdAukca+Jxb+IeyTPYkiZchXadTkU73\n3ONSoYrlIvg2Be8Z7bR0/2vnPrwGvBbCQoFQIBQIBfqwAvUCJN8gngc+PDsg2fYk9F0NzpBo\nM8KloD8fiBsg6XPQvTJoBlC/Af3fg2TWp6+zAdJPiu1/wdL2aD6YLwLrPQqSbUNC3w7JwXJw\n4csDpNRXg79m+moQ9RLsAgZ2DgguB/d1INQz9V4XLO/+rEtNNoaJoBmrGiC0EiD9gZ3Y1i2a\n2FkrZRtVt0Gx3zTwalQ+8rtfAQeFDg7DPq9ATwuQvIf6ksP7iC9tnNnxflRlj+D0ml+6lDkl\n6++B23tvmgys72ZwPdmHJNz+3OSoWB5RlDEYa6dV3f+6en9eA14LYaFAKBAKhAJ9WIF36NsH\ncHjGkaQNYO4HH3w+/OcEzQejM0AGPM7Y5OYD9Xl4G0xrKUDac+zqp/86O/EM+OBOZjDg/job\nIBkYXQtTQG4++K33z5mzmQAp9VV9HATkVq+vO+cFSTvod/9qUc92JNNy6nsczAetWtUAodkA\nyQGUn+g4IBrQYMetlG1Q1ZjsDfjXvkeA1IxaE6bMCHbr4DDs8wr0tADJFn4VDGi8rtaGKvOz\nO/MfgyEV3FLkz85SuxUsfyfsDb6ASgGSM+blIAvXGIsAKSkRy1CgDyvg2++wUKAvKWCwckhF\nhwx0DCr2g6eL/LlZ+lD9E7xZ+NLiXRIXw66wMNwDycpvF32oGsx8F2aGl2B87QelCpxFsh2r\nF/4pSvmNVlNf/03BFCCmber19Y5UqFiOLpYDS/7yqno6a+RnKwZHg8BPWhyQdId9h51MBr8B\nBzv1rJWy9eqJvFAgFGiPAt6HfNni/cR7bZUtUDhd3ltVoPDNz9KXWZvB+fB1WAFOBO9P/weO\njTrAIOkjCAsFQoF+pkAESP3sgPeD7hoIrZT100H6c+DDtWwLFY6nyhklvw/UFCAZTLxSUf6Z\nwrcYyxsq8lt1fYkNHLgPA+ucAbTUjy+OXW3639RXZ9mqLGmQ99VyL5QKOwOl2b56dhGZarY7\nfBe+CY/Cr+EP8Aa003aicv+uzACpkbVStlFdkR8KhAITRoF0b7qG3f+8ThMeKPJ8keULpwVh\nPVgX1oGJwPveV+AwOAiatcEUXAt8ITUKboV/QVgoEAr0MgUiQOplByya21AB3/7d37DU2AIG\nO9qUYxef+3fqwpMevK4OAIMT3zTmlmZUygGFZXNLdea+qvQpOJ29ctblQhgBvhU12HseWrXU\n11rXfGpX3lf3YYDZWbPtP4RDwGBvD/gFHA3ngn90/U/oaluBCh3cXATqVc9aKVuvnsgLBUKB\nCavAE+ze+/KMcENFU5bH5/PBl2je85eEl8EXN4/ByeDXAN6zZwFfhO0PF8Pd0MicgdoTfHnk\nc8A6bI/1Wo8vbMJCgVCglyjQ6C1wL+lGNDMU6JQCjxdbLVpj6+R/KsufhPTc2XpKLkziPXik\ncHxQLCcrlmnh52aNbGYKGBw9BA70vw+/h5GQtvctZyuW+jptjY2q+lqjaMtug7PTYTCsCdfD\n9mB/poeutjWKCv/aRMWtlG2iuigSCoQCE0gB/+bQz++WhvVLbfDe42zO78CgxZny2+BsKNvH\nOAyk9gFfKHXApFDPvJ/tDd7bZoXZwPv4FaB/LwgLBUKBXqRABEi96GBFU7tcgRep8e+wNixT\nqt3AZCMYBfeW8n5QWl+cdevwgeuDVfPto7b62MWn/w4rUuWZpU8LkJinWLF9PvSTuY2Bk+ZM\nVjIf6JpvRWtZ6qsP7vK+6/W1Vn2d9d/AhhuDA5TjIelFsstskaKm9ClNvYpbKVuvnsgLBfqK\nAs6mjGhjZ3xZ8zo824Z9GIj4cuovcBisBfuDL0smgh3A+6X39JvA+/4lMBS2AMtMAZb/I5wP\nBlfWVcu8n54Ar8GW4L1W8xmwNbwAP4F692eyw0KBUCAUCAVCgfYo8A7V+uBtxXzb+BG8Ab4x\nXAN8yL5asDjLZMNJ/A/87OxUMCjaFV6Gp8E3h8n8lt2yPiwPgmHgg9jP4/yVKNPJViBh2WML\nhw/olwrfkSxXBB+8F4OzMQZNedC2Gutu78DGOuYEH+r6bGcy+2pAYvub7esMaeNi6UsV672x\n5G/H6jFUWg6gDFrdv+2vZSPJ8HOWRm993b6VspZvxjagkG1ctJnCUWaCKDCCvTpwDes9Chhw\npJn5eq1emMxbwXuH16E8A0MhN+9t54L3ilTOe6P3/vQCyjKeJ5ZZFrQjwPIbuoINAtcNqKrs\nNJzmL12VWcdXdf+rU7xTWfbNayEsFAgFQoFQoA8r0JkASTmWhLshPSTfI+2nEktBbilA2gan\nDxbLfwjXwRAo2x44DIYs54PXwfh88B8w2ElWDpD0rwyPQ2qTD+jLYFCx9OHvbJA2MZwPH4Pl\nN4OqAAn3mP/fKR84NOqrA4TcenqAZPvs08N5o2ukWylbo4pKdwRIlbL0KGcESD3qcLSlMb5o\nWgLmhonq7GEq8rxfLgDezx+C3DZlxfvqg+BLl3KAlF6G6a+yH+F0e19ytWIRILWiVpQNBUKB\nUCAUaJsCA6nZQGeSGnsYjt8HnUGDn1UsBFNDPXMQvgjMWK9QjTy3HQS2aTJoZJNTYOYGhTrI\ndxDQqK8NqumW7O4YILSjIxEgtUPVrq0zAqSu1bOv1FYVINk3Z5q893tPKgdIvswy70SoMr8C\nMH/jqsw6vu64/73A/r0WwkKBUKCkgG+ew0KBUGCsAs723NekGD7wHm2irDNHzcxmVFXltqOr\nMmr43scvzVgrfW2mvigTCoQCoUBfVcCvAVaHfeHGUied6ddqfVKb/E+NLRb/hgKhQG9QwDfU\nYaFAKBAKhAKhQCjQdxVYkK75qZiz0bXMWXHLfL1WgcK/RlHOT9LqmZ+4Wd8mUGtWvt72PSnv\nVRqzC0wE/vBDbi+y8ndYG5bJM0h/BTaCUXAvhIUCoUAvUSACpF5yoKKZPUIB/8bHH3Rw9igs\nFAgFQoHeosC3aOhwcPbjyzUa7XjAMsfXyE/ueYtyV7L0s95adhQZ1meA4H2zt5s/rHNOjU7s\njt+/E70e9gGDyL3gFngTDBTjuYEIYaFAKBAKhAKhQE9UoING+Z19b7Du+Aa/HTrE3yC1Q9Wu\nrbO//Q3SgcjnAF0MWqrM2RHz76nKLPmuKcqeUPKn1a+S8MdgRsHUydkLlt4byz/SkDd7elae\nB3XaMM8gvSTcDebJe2DAtBR0xrrj/vcCDYu/QerM0Ylt+rwC8TdIff4QRwf7iAI+tOfugr74\nqYsDIX8ufHzNQcC2kP9k+fjWmW/v32CFhQKhQNcp4Cy4sxlbw3njUe2ObPsA/AAuhLsg2WQk\nzipWhrJ8O2X0guWkDdr4Gvmz1ijzT/x+YjcQBsEj0BdmzuhGWCjQ/xSIAKn/HfPoce9UYD6a\n7du+kePZfN/mzgaPjmc9bu6vMvkT5e0KkE53J2GhQCjQZQr8nJr2g1PgJvCe0oz5YuWbsFhR\n+F6WB8BpYDDk7EkKBn5KeiFwX7dC2Rx3bABLgAHJv+AyKP/AzBfxrQveY6aCR8BP1h6Dnmzx\nAzg9+ehE20KBUCAUCAX6lAJ++tHRw3rkJzTH9LA29YTmOPhzdi39elVPaFO0YVwFRrDabHAw\n7pa9c+1Amu05uQUcUqTLLzZqfWJn8OMvtbm9g/83i7S+O4v0wSy1xeETuA+qZmP8+yVnm6zL\nel4p0s6QD4FkA0hcBZazPn8IwbT3Qf/epz+Y91bvse00rwGvhbBQIBQoKeAfZYaFAqFAKBAK\nhAKhQP9Q4Gd005loZ4C3adBlf4ThPJgVtoZpC/zRB3/sYRAY6PwY5oEzwEG9n94azOTmjNAF\n4Gdo3wHrmhH89TfrugicqdLc17rwc5gOzB8Mr4I+tw0LBUKBUKBtCkSA1DZpo+JQIBQIBUKB\nUKDHKeCMzDDwk7hfwqxQy3YhYyE4Fs4H/y7QmZzh8BOYBW4GA6nbYHk4FJxBKtuWOAyOroSz\nwXq06+BUWBC+C5r71K6C9DdMzjINg31hUggLBUKBUKBtCkSA1DZpo+JQIBSooYBvrjeB9La4\nqtgiODcFB2BhoUAo0LUK3E91R8D0cHqdqv1kTqv6eWuDHG0iuBpmh9vBGZ4qW6Fw3sjSz+ly\nDH40AyjthrGLL1zK8jTwF+OmhGvBYOpFCAsFQoFQIBQIBUKBQoH0nw9+rZ8p4gXXkGgAAEAA\nSURBVOcqHd3cZ4OTDWAdmLli335Kc0zhn4Olg5jVwYFMPbMvvj12gKYNhLlL+GbbMt+G3mZq\nZtvjb5B67pEbQdNe6LnN6/KWHUiNnpNbZDVPTDr9LLWfvBnoWOYeSHYnCWeN/JugKnsP58Pg\n3wW57QFQy64gwzL1uCnbeAfSb2TlPyB9OThL1R/Me6v32Haa14DXQlgoEAqUFPAGGRYK9CYF\nHLT7ecdtsEpvangvaqsBSwc4g5PMwcnh8LPkyJY/Je3fIKT7iQ9114+DeuZg6hJwILRrjYLf\nw39ujbxwhwKhQOcVSJ/aGRCdDDdXVPUuPv92yE/oPi7lOwM8GXhvaMZSOf/uqdYM0FtZRb8j\n7czVmuBLmvXAlw9rFes3swwLBUKBUKAtCsQndm2RNSoNBXq1AtfTeoMjgyE/g/HvAp6Eo2Er\nyG0QK4eCP9O7FPh21+2PhT2gljnYMqDqgCXhHfhFxl2ktfxt9lhP/BsKhAJdpcADVOSLj+ng\njIpKHy98VbOhC5Nn8PRUxXZVrscKp0HQDSW8zq3LGQ1tflgfDKqcNfJeou8AMDDbGsJCgVAg\nFAgFQoFQoFBgXpZ+onFrP1PEz9I6xqPPDoD2KahXTfo87PRSIQdI6n5z5nemyE9gngE/z0nm\nAGYUPA25P+Xbl4fgfLBO12+C3I5gxbwNcydp6zZIO6rAT4amgJ5kScOqQWVPamd/boufFaXB\neH/Q4UA66fWUf2KX+u2LCvUwX/KXEs7c6PsrGMDklq7foTib+cRuRcr5ud4dUL4vnI3P/aT2\nXVysey3l5uyR5U7KnX00fQz98h7bTvMa8NiHhQKhQEkBb4xhoUBvV8DB/0ZwJ3jD96G+LPgZ\nx3VwH5TNc38Z+DpMC5a5EJzZyM0B+TdhscJ5L0vfaL5XrLtI+/fB/wq4/6XAOq+Bl2EyWBtW\nhtfhAnBWpmy2y0HBEjAp/Aucnems+UfWu8E2YCBxPNSzfck06PlBqdBDrK8Bb5f807BuMJU/\nyD9i/VzwM7t1wb89qDIHVWvCDPB0VYGSb0nWPUbzg+1woOTngE+A/fsHhIUCoUBrCnxC8WEw\nErzf5eb962LYFLwP/Q4McgyK9J0JfwTvMY3M+3MHfBdugV+B94pNwOv3UvD61n4J3tPPgD/A\nbeD1vwN8CN5fwkKBUCAUCAVCgVCgUKBqBmkIeQ6WD4cHi7QPXn0fw/cgt2lZuR/MfwvSYNsg\nwEAmmQ/kxyGVe7NI61sOkqX9H4nDwXrar8vHYHa4qfCndvltv/XnZt/8tMzt3JfBlmnb5XYd\n0Iz9f3vnAaZJUa7tI0EyEkSyIFFYJSNRQYKISDIQRF1FOagIiBxUDGcVBBEEI5g9qxJVQAUR\nkGxASZIlC5IziCRB//+5d7uwafoLMzszOztzv9f1TFW9Fbr77u+bqberu4cga4fogoj+TICY\nfGwZzRR1M3jQFntRNCHi+BizaQRFjP+WZkXK21Z1k1rqmOBwTNjhEWP8Ldoo2jOaGB0Z4d86\nwuaIrov+EbGCxHGwf2ybfb4zmjcaDUaAy76vPBp2xn1oJXBxvFxMGS+2fw6UzyS/FzpZaXNp\no8GsKR8Q8d1jDMTvuYMjvoMYFzvwf4JCF+N7u1/ERZgyFgHXz6JForrtmMKtUb0dv999SUMg\nDJHxHeC7oElAAhKQwAxOYJnsP38wL6gdRwlQ+EPLFcj1Iib0TNKZjD8UzRlhrMrQ96nonRF/\n4Jl8fzxi3E9F2EAm5PXtH52+i0ULRz+KGJNg6LRo/YgrtKzS4D8hKsZ+8IeKoKPsF3WbRw9G\nHBvjdTMmGP8bESww/t3R56OXR/0YAQb9vhFtH91flfGxD2+N6sY+UbdR3VnlX1vVfaeljnNS\nAqQvVO0Yp64yNucQ2yei/jMUGvbRlKmb1PBPr+JW1f4YIE2vM9B7u3zXxlOA1JtI7xb8jlo2\nWrJ3075a8Htp1YjfO51splQsEa0RdWvXqf+M7D8kO8/fg+E0A6ThpOvYEpCABEaQwDLZFpPh\nC2rbLAHKrfERgNSNgIn2tMEIOCh/mULN+ON/dnRmxBXTgUzIy/ZvTz8CsGJrJcO2WKGq/3Fn\nW/+MroiK7ZQMbU8pjlp6QFX3h5qvLXtH1e78pFwp5jgGYiulMfvAfhFAHh5tHxHQESBRt0VU\nrAQxE4qjluKj/TE1X8nWA6TTq3b4no0ILraM7ovo/+MImxxR5vw37WVxUNfGrtl2JMocA/tj\ngDQStAe3jYvTzQBpcOzsNTIEDJBGhrNbkUArAa6yaxIYKwQuzYEQeNTt1qpQApTVq/JJ9UbJ\nM6HdtObjyibWNsFnlYjggQCobtz+wUS/2FVV5vqk3AZWjG3dG81THEnXrfLnJCXgqltZbVmw\n7mzJPxwft/MtFRFIcCvh/VG/Vhix/YnRj2od/5z8WdFXIgKpus1UL1T5mau01xXQg9KOIPYf\n0QnRoRFXi2G8T8RtNh+IVozgRhDaNIKpJ6PlmhWWJSABCUhAAhKQwEAJGCANlJjtRzOBtivC\nrIRgZRJfAp+2ifbUllN/DmZCflt9gORLcMD99k0rdcW/fJU5ojha0hLAtFRNcRH8vTXaM/pC\n9Lnop9FRUa/VpzSZckseKUFVPTjCd24E31dGBF71Y1og5aYV36PNikb5tykjbLto54j95rZE\nbNaIlRjKL4rmiJ6J6saq4exROdf1urGaf1UO7LURtx9xLgjCfx012cQ1qm3r7F3z7xDfDT43\nfA7LxYFkexoXHDaLbomu6Nl6xmiwdHZzg6jtQk3bESwW5zrR+dFDVQO+N0tX+W7JXamsX+Bp\na8ttcYzXZnfGySqwJgEJSGCGJ9D8wzTDH5AHMK4JcMtXLysTyDl7NBzMhLy5etVjE8+rLpP7\nXeJldalpTH4vaTobZSYnrMIgVmEIlAg4GJMJI4ESE60SfCT7PGOCBENWZJqGnyCJ8RaKmJSz\nosNkqQRDyT5nxcekqV9jfzeJuKXvnFonAsMbo00jgqU/RnUjaGM/bqs7x2h+hRzXD6INWo6P\n498r+mVL3Wh1HZcdm6vLzhH4fSYi0O9lL0+DkyI+53v0ajwD1PO5Py1aMuonQJo57XjZwXrR\n+tGFETZ3dMuUXPcfBFYXdWnystR1+45xUemGLv2tkoAEJDDDEDBAmmFOlTs6RARuqsZZNum1\njTE/ljK3ujFBH+kJeZlY/D3bPjuq23xV4cm6s0f+stS/N9ov+u/og9G3I1YemES3GQEWfJjo\nEEA+EdVt0RS4ja8wLHUbJXNyxARtlYhVOraHPRS9OGoGj6zo7Rwx+SXY2jB6MPpAxFibR8Wu\nT+bnEXX7R9tFBGfFPlll6Dd/tHEEz2ui4TL2f9uIWwN/M1wbaYzLBJZtcW543uq0iM8KQdPW\n0S4RE+Tto19Fxcq+lnJJOb/XRX+L6jxL/VCks2aQN0cEyp0m3+zHh6JiL0pmtmj96N0RwcG9\n0QVRN+NccNxXd2s0g9TxOT4uWiniuPqxT6XRei0N+e59ucWP62URn5u7o15B1Gppg50VtTF+\neEqtPyQgAQlIQAISGHECy2SLTObqkyUm5fi+HjXtgDioe11VsUbSf0dnVuWSzJvMoxEBCpOz\nLSL6/SJiwla341OgbmLl7LR9LkDQjglF026Noz4hYWLDfv0hItCo29EpMM55decA8+zL26Nd\ne/QjCGFbn2204xifjZiYF/tXMvdFTK6Wi34X0bcpJlPUF3s6mZsj2j1QpTskLXZ0MmWMy4sz\n6UmV/9SkBAEEKMX3neQ5TwS49P1iNJw2ewZnOze2bGSrqm7llrrBulhlKcw+2WEQgko+Q3+L\nZqm1KftamDZTJuAfrrUfyiwTfbZ3YodB2Xa3ifV+Pfp3GLan++K0uKdnq6Fr8NoMdUIEj17G\nZ/uuCG58Vx6Letlr0uCZiO8j/doCpbhfYJwXttFP+4+nHWNvFGnDT+CQbILfscNpfAf4LmgS\nkIAEJDCDE1gm+88f6Qtqx9EpQKHJARHtX0ehsu8lxfeLaJto94g/Evj2ioqVyXe3CTltO22f\nSSpj9hMgMc4Pqva/S7pjxETph5WPP5STo+E2gsNrI/b7yOiN0W4RV/D5Ywr/YuwTDGnLJIvJ\nOSs9rEoQTE2MDo64gv1QdEZEW8o3V/mTkzIOgdLh0WbRpAgfbfeMis2aDOeTSTV16KaIbZQg\ndqwGSLtWx3t20pmiTsbtdVdGq9YazJ48rB6JqEffiAiKPhfdH1FP4DUxWj6aP9opOjR6Z7RQ\nhDHWNhH+/aP65yHF/9o44rOLbRoRqDL26VGb9QqQFk0n+t9RdV4wKfu4XMSKxkHR26K5ovki\n6lhpq9ssKfC5YH/ZH1ZMLon4PNeNdgTdkyI+UwTtc0SDtTnT8f3R5RHHQADDPnazLVNJW74P\ncL4s6hUgcewE6r+NDovoz/H2sp3TgLaf7dWwqj8uKd/xefpsb7NpI3BIuvN7cDiN78DFw7kB\nx5aABCQggZEhwISMP+oX1Da3SuX7es1XsgdUdfUAiRWaT0f1iTZXseuT8RSnvCCA/vV2zQk5\n7TptnwkX+3oWjRp2a8q3NHwzpcwV80ci+iEmJD+Lno4mRyNhTICOidgm+8DE7vfRGlHd+OPN\nH/EyCS77/FB876s1/G7y1F1TpQR+dWZvSvmGqo52z0ZM9l4RtRnB0LLRki2VTAwZg30aTps9\ng7MdJqZN2yoO6lZuVkxD+YxqzO16jFECxXozAgb2B/09erTKs++sPCwT8TmjTJvPR3zOyT9T\npZyfxaNzqzJBLvWPR6tHxU5Khsn9lyPqy5jkvx01rVeAtH460JftY2tGlAmM6t+TDVKeUNUd\nmbQYAclVEX04doIN8k9ETA6LweBPEXXw4RjIc7GAz+pAjLG+FPE9YIzbo89Ei0a9bPM0ODBa\noGp4WVL2uZt9J5UcG98Xvo9ss1eAtEjaPBhdH3FRpB/7SxpdFy0Y7RztE20RzRFpQ0+Ac2mA\nNPRcHVECEpCABHoQICBZLloxIpjpZN0m5J36TKv/5RmAVYB5q4GeTjq5yo9U8uJsiMlhpyvG\nJUD6ZNowKWMSyCS1OeEimLki+mpUjHHp8/Vo7uid0VERk4I1ojbjHPW6wt8MkDZOn4kRE+Wm\ncYWfuk0aFcunvHt0RLRXxL42bfY42H8CgKZ1CpDguVPE5B7tELEPbcaxciz7RwR790dsb4Wo\n2OuTYf+XLI6WlMkrk2D63h3xmefz/JaISfWd0bwRAcg/I9oRLB0dLRYtHP06wk89Y3Ge+Uz8\nT4T/hKjYmcngIwDZI5q/Kt9Spf+dtG7dAiT287iI8SZH2JoR5Wein0UE1/tGGJ896kqAxOfw\nguipiM8X48Hj4xHtHosw/BdHfJ5Lu2Sf+yfNHDPnrpsxxhujUyPGgeHpEZ/XmaPB2mXpWPaz\nbQzG51h2rSr5/lDms9PNfphK2vEZ7Mf4nHJc90R8buhbdEPyr4m0oSXA7yU+l8NpP87g/zuc\nG3BsCUhAAhKQwHASeDqDTx7ODQxibCZMTMheGzFZ4grz8lE/RtBBHyaR9CPPMZI+G70tqtsy\nKfwpov7RqNMVfiaGtPlihH0oosxkvWm7xEHd3rUKJtvsBxPc2yP2heM8KGISXGz2ZOjbb4C0\netWWPkwwOYbSvzm57LTqwT7VA6pfVGNsk7ST7ZMKtlO2VW/30cp/aFKO86KqzHETXLwk+knl\noz/bL2MRNBBAETRdEWEEJqWeST3571XpyUnviO6M6kaA9FR0QE2fT/470VURY8BryQhbM8LH\nWOxj3ZoB0uappO2X642S5zzCn+3OGu0U0e6UqGnsF3W7Nysa5fdX7R5OCs9lG/WDLXYLkBbJ\noPdHP68N3k+ANH/aPxndFXH8/di6aQQHvhv7RStFK0cHR3x27o0WiDQJSEACEpCABCQwYgSY\nmEwesa31t6ESIM2c5kdHTKDwXRh9Ltooak5i45piJUCiz0kRARBBxzsixmCCXQISUq6k4n9n\nzc8EuNwmVK7wl4lcCZAINpgMsk9NOyMOJvgvrSq2Tsr+nB8tVvlYKTk2wj+x8pEMJECaI+2v\niwgGdopmijimt0RM/u+M5o0weF0QPRWVY6U/E2H24aCo2N7J/DBavTha0snx0Q8xIeYYi3av\n/Kz2UMdqAu1Oj7DPRpS/XqWXJF0p+mlVZl8Ipm6JSoBwW1UH002jB6vyiUl/UOVflrQYTMr+\nNVPYsK2lo2IlQPpVcdTSCckzRllB+lhVfm2tTclenMw9VeErSem3T8Tnsi7OF3XfjbrZ21PJ\n55OVLY6VY+ccT6tdlgH4LrTZaXHeGy1Uq+wnQNor7Tmmz9b69cpyzmCxQUvDL8bHeJ9vqdMl\nAQlIQAISkIAE+iawa1oyUelXTLz+OID2jNtt4pzqaTYmhEzIMCaD/xPdETFZKno8+eOjJaO6\nrZICbf4WzV6vSP53EXUvr/xlknpKVa4nB6RAWyb72LoRZSZtxY5LBt9yxZF00Ygr30xmi12X\nDO2YhNdtrhSeiAgiyqSXfabtjVHTtoqDOq6wY0y8KX+GQsM+mjJ1kyo/QR/l5qpHOYaLUjdr\n1baf5MI0qq/8MHabOHflnHy7GpjA4cxonog+Z0VYCVK4xe3WiACJQOmeiNUMgp5ifA7pC+dy\nrggeitGWQOjVNRHozB+1Wdn2N1oq6ce2SoB0TFVeOmnTLo6D/cV+FbUxqfvOndKy+49lUn1E\nxCoSffk8EcQSpA/WLkvHx1o67xEf29gxmrOmwyv/xpWvfF5TfM6uSo7fJ+UiwHMVg8wU7nDU\nJCABCYwJArOMiaPwICQwYxHYLLv7/UHs8jrpg/o1JvSL99t4EO1Yfbmt6sdk7UsRE7RVIyb6\nr482jpjEbRK9PTo/qtsVKTxVdyR/XrRBxITzbxFBD3ZOxCS+btdWhbWSlol9vZ78/0U7RbtE\nn4uwd0QzR9RhTGJXjG6Mnoma22FC/bqISeWd0UAMHhgT9qYdHQfM2H+sBLUnTS0+95OJMscw\nOWL/OtmHU/HB6MDo+Ojx6EURdl/0ySm5qT/mSXJE9GR0WLRVhHFesY9MTZ57Pm/WlDeMOJcY\nE3NspmiJ6MfR3BHt2CafiROir0bYvFOT5wKTqjhl5YVJ+0Cs7GO3PoVT2c9Obcvnb5c0uLdD\nI4K4XkagSMBLIPyuaM/oK9HB0bHRUdGfo6Gwt1aDcI7b7NzK+cqk19ca8F16VfTTiN8PQ2H3\nV4OU8zsUYzqGBCQggelKwABpuuJ34+OUwGzVcU9IWib4Q43i4gy45FAP2hhvjkaZIpPiyysd\nlpQJ8wERk22CkWWiuv2tXqjyT1cpAQy2/NRkymS+yr4gWe4Fnv84WPm4PWICXAIkJrCsIJwe\nYWUbpARtnYzt3NmpsoOfwAsu7EPTCFoIUMr+l2Cq2fZ3VcePJf1pdH9VriezpPD+aOWocL0x\n+U0jjEn+96fkpv5YJQmBDHz+FW0f1W2mFOD03spJgPjb6OGqTF/sxVOTKVw4VspLRbdGHF85\nn0zWn4iui0bCbqo2smzS5vdskfheEvF5vCHC4HP2lNx/fsyXLMErn5V+jaD0W5Vgv1e0a8S5\nWTB6KJpWOzkDXN0yyAbxrRHxGWGfy7lKdoqVz8IviqPPdJ+0+0D02ei4qG6cV6weiE31jO+f\nsCZo5DzxPexkBPBbRPyOOC3qJ/hPs462QmomRDdHV3ZoxXd3u+iR6NwObXRLQAISkIAERpTA\nVtkafwyZyA6XXZyBBzKpG+x+MCk/OvpmjwGYhHPMK1XtmJxT/npVriefqerKZO7EqvyOpPja\ntHb82LoR436RQs0OTB7/a6JXV/nDkhYrvtPjaBu/+JjgYrNHjNc28Wme33LsTJaaRjDx7+jP\nVcXkpIzb9tk4pao7L+msUd04D5wD+v6uVlEmXm37enzVfmLSss+0K+fkqKqeiRb+ayIm3wQX\nlH8d3RrdHlH+WnRSlf9KUowgiwkfDDhO+NbtHyk0J/H1+mZ+zTjY1hHNipQnVHVHVnXsK9s8\nsyqXhPPwbPSvaLZovYh2f4hmjurGZ5vt7VB3DiL/ivTh8/aSAfa9LO0fG0CfQ9KW/eV70Gbl\neFZtq+zie2vqGJfJfgmMaU6ec0rd6yLtPwR2SxYu/I5ou5hUWn65aveD4pjGdP9qvAeSLtxh\nLD7n7NulHep1S0ACEpCABEacQJmMtk2Ch2pnLs5AIxEgsb9MyJlgLkGhg50QP3+QmShiq0SU\ny2QcX7FmgPSFVND2zaVBLeUK/2bRkpWPiSFtmwHSsvGxj0xSD45oU+fPBIb6S6I2WyfOtSIC\nGmwgAVIJXNomrYXDz6cOO+X/c7FvW1flenJgClzxpZ6g4mfR3tFB0XUR/lui5qSIsakjGGGV\naNvopAjfdyImuTtWZXyck5dVZYKiuas8QQ7GKgXtCDxujdjmExHlMi4sCVTeFdH2qej2aNGo\nbsMZILGd70VsnxWTbaLdI74b+B6Niv0gGXx8lmEBpx9GpW+y08Uuy1aHMkBiPIJDAsNOtkoq\nOO4rag2YUJ9T+c9NynmFEeectt+NtBcSOCMu+Bz+wqopnvXz81/RX6N5pnim/UcJkNjuSR2G\n43xSb4DUAZBuCUhAAhIYeQJjLUDaLwj5Y3tRtFQLzk3jezy6qlZXJmH9BEjrpR8T7n6u8HcK\nkNj0edFNEVd0/xQ17fQ4OI43NSompPx0xISxrNwMJEDaIv0Y9xcRwUjdjk+BuomVs9uqx6Np\n8/fo0Oj+iH5FBChHRC+NmlYCHCZipT0cCBTZH/pcHpU6zsk6VZlJ8SxV/qyktD+6Kp+b9Nbo\nlug3Eefo7IhxdokI0MuY9ybPOW/acAdITAQ/HbGdsi8El7dF7F8xVrr4HJcAlLYcD0HoItH0\nssuy4aEKkDhGPid/6XEw5bvJ571u86fwzejZqLB8IHm4ae0Eloyb7y3fPb5TdeN3yHURda+r\nV0xjvgRI/8w4nKedW8YzQGqBoksCEpCABKYvgdEcILG6sF1UVkraSK0U5/ZRmTjyh/6YiD/G\nTOC5qvzFiKum5JloMpGqTwLKJKyfACldn3tFdK8r/OumLfvB9ps2MQ7q0AealSmvGD1ZaVLS\nzaOPRQQTTArXiopxzIzDxJsVmrourOpOTlrspGRof2oEu7ZVnLin2Pfyk7a/iLaJdo8ujvDt\nFWFMds+I8L2/Kidptfq+cj5Oj9jfX0YXRAR/jMN4jIvNGd0X4f98tF60Y8QxEezC6YqoGBPB\nu6My1luTPzKiHexOjKancVzLRZzjWSJ43hO12cvjXDWat61S35TV01eHw9Ky6IvA+9KK79E1\nUf33Kr+j8HPBo82Wj5Pv/hER3/tVojbjosWW0ecifueeFDHuQRFB0oNR+V2d7BTrFiCxjztF\n9Ec7RPw+0CQgAQlIQALDSmA0B0hlgntgFwLU8Qd460ab/0n5z9FTEfXo4ejX0bJR3fhjT32/\nARITXK5UP1L1oy+BV/MK/7pVfVuANFfqCOCYtM8Xtdkr4yRo4KpuOYY7kp8Y1a0EHaVNW3p/\nrcOsyR8QEVCVtgReZRUn2eeMycuno3pbOO75XIupGQIoxtqm4W8WO+3rM2l4e/T76EPRHFHd\nNkyB1bayvwQ6p0RLVymMFouKrZVMCaroQwCyUfRYdGI0mqxbgDSa9tN9GRsETs9h8J3ge40R\ngPN9ujKaLWravnHwu5jfcXxHacv3jYCFgKgYv1f4/crYtLm3ylP+fvSZqswFkbrxO4Y2l9ad\nya8ele88vysfjWiH7zWRJgEJSEACEhg2AjNCgMTkec0OBA6Mnz+azQCpNOePL4EGV+zrf8xL\n/bSmI3GFnyumq0VLRRzPQKzb+YXHstGSfQzYXPXoo8uQN2Eflo4IaAm0elm5er12r4bTud4A\naTqfgHG2+SVyvFzc4RbHV0R/jAiA+F41jd+r/H49PyoXIOZJ/tjKPzFpsXcnQ9tDI9pgX47w\nMf6C0aVVeZekxfidRhvqinGB5LqICzM7RXz3+X31lohg6c5o3kiTgAQkIAEJDAuBbhPoodrg\nYCeA/FHltgz+eF4V1W8JSXGKHZif1G89tejPBoGROL+NTY6a4gnZEz5DC4yaPWrfkcF+P9pH\n0yuB3gR2TRN+b7IiTfrxqM0IUqhvXqCaKz4CrLsiAheMFSXavp5CZfsnxfe9aOHo1RHfyQej\nRSOsLUDaJ376serUtI/GQd2kZoVlCYxVAlwh0CQgAQnUCdyUAhPdV0UD/YM4IX0+EnEVc6+I\nVRht/BDYMYfKLUMPjZ9D9kgl0BeBH6QVt9otHv0uOixq2nxx8Jwct7Sxis8KUxErzwT2BDll\nZens5LFfRkdFXLTitjvszIhb7rjQxUUtLlp8K+pk3PaHHTM1ed7Po6sSt9FqEpCABCQggWEh\nsFVG5WrcysMy+tRB+UPKMyADNa40Xhu9NOKPK3+km38UO60gHZG23AfPffNc5ST9V4R/lmi8\n2Eic3/HCcriOc7Dfj+HaH8cdHwQ+nMPkd/8nOhwut6ZS30sb1fq/L3lu3yt9+J1N/pNRMX7/\nXhLhf1c0c5W/NGmxC5Phd3YJsIq/pKxe/aUUTCUgAQlIQAJDTWAkJtCDnQCWAIljfkvEH9Sr\no/qDxG0BUrl9hCuk3NaBEWRxZZMx9o1Go12ZnWJSMNTimId6TMbjuYSxaFvmoIaD12gac9JY\nPHEe04AI9AqQuB2O3x38Ht20ixZMXd14PvDN0dejByLGIFDaOCr2qmT4/f5QtGREm3qAdFbl\nmzdp07jVmu/Sn5sVliUwVgmMp6u6Y/UcelwSGC4CJ2Xg46OdIiZ39SuSKT5n3A9/eMQfXm6x\n4s1HGH+od464Ze+z0beix6PRZC/LzrDa9e0h3qlVMh7B11Da3hms3FozlOOOhrGWyU7wOfps\nxERsuI0JJi/iuH24N1SNz/fnFSO0LTcz4xLgdyWBCxeXyu1z9aNZJwVW5R+rnMslXSE6LTq1\nEr/PDo6Y3/H797wI40LXAdHno7bfdzfGT1DGnQ28RKJur0yB7+dtdad5CUhAAhKQwFASmFFW\nkDhmJpL3RNw6V95M1lxBWjp1/FH/UdRmR8VJ/ZptldPZx7Gx2jYjGBMYNBZtjxwUn5GZx+LB\n5ZiejiaP0WPzsPon8OE05XP+iS5dWD2izZsabSakzOfoiqjcBndy8rTlb0qx/ZPBh75cnFVK\n0MTvu1JfX0HaovL/IinBUN2OT4E+E+tO8xIYywRmGssH57FJQALTTODBjPDBiInr5Kh+q12K\nU2zFKu10dbH4udqpSUACEpBAZwKsFD8VnRhNijaPPhYRuPB7+H0Rt89hX4tYcWVF6KDojdFG\nEUabY6fk/vODC13vif75H9dzuTOSI+DaJjol2j7aNuJOAu4M+G7U6SJYqjQJjC0CBkhj63x6\nNBIYDgL80Twu4taLz7VsoNw2N1dLHa55Kj9/9DUJSEACEuhM4PpUrR6x0vO/0ZnRF6PZI4Kj\nS6Ji5ybzjojA55PRr6M3RNhnI8Zo2jVxfLbprMoEQgdGG0cERj+PuF34C9Hu0f+LNAlIQAIS\nkMCwENgqo/KHhoBjuIw/jNw+NlB7Oh2ubelUv9WOP9js/9ZVu4WrMreGtBl/aGk/Gl/5DaO2\nSUTbcUxvH7fXobFoe+Sg+IzMPBYPLsfE92ryGD02D2v4CMyZofm9uVTU7bvBxe4lojWieaNp\nNW6xWzbiZQ6aBMYlAVeQxuVp96AlMGAC3Gr3gYg/0tzyUTdeB/7HiCuXa9UrkufNSdtEf42u\niDQJSEACEuiPwBNpdnnEbcq8nKGTcZvdHdFl0d87NRqAn4sVN0e3D6CPTSUwpggYII2p0+nB\nSGBYCXC7xTEdtsDDx9zmcVa0b7RpxL3050ePRtzPzh9dTQISkIAEJCABCYxqAgZIo/r0uHMS\nGHUE9soetd26d2n860Q3RV+KCJS4b/3PEStOrh4FgiYBCUhAAhKQwOgnMMvo30X3UAISGEEC\ns/XY1kOpX7RDG4IhbrGbN1o6ui76Z6RJQAISkIAEJCCBGYaAAdIMc6rcUQnMMAS4B/7KGWZv\n3VEJSEACEpCABCRQI+AtdjUYZiUgAQlIQAISkIAEJCCB8U3AAGl8n3+PXgISkIAEJCABCUhA\nAhKoETBAqsEwKwEJSEACEpCABCQgAQmMbwI+gzS+z79HL4GxQoB/Wtv8fcb/DeEV4/dHbf/8\nNu5WmyfezaJborH09r3tcjz8o9lrojbjf1zxJkJewsEzZN3+Ke0cqV8lWijiVe6PRQMxXuQx\nf61Dyb88PsZ6oFZnVgISkIAEJCABCUhgjBPYKsfH/wRaeRiP8+KM3fY67mHc5HQd+h/ZOkw7\niTfqvb1lD2EEq7pNSIFxjqw7R0GegKVb0NJtF3dLJcfE/6hqs+Xj/EtU50cgtWRL423ju6/W\nljcV/iZaJOrXjkrD+rbq+WP7HWQGavd09nXyDLS/7qoEJCCBcU2gecV1XMPw4CUggRmaAP91\n/kO1I3hR8ry2fP3o3dEx0b3RBVE3I9j6VXR1t0YzUB0BTbdgD07fjxaP3hX9MXp99NXodxGB\n/OMRtkF0csTr3mH6+2j16GsR/o0jgoFetloawPl7VUNWozaJ2OYllc9EAhKQgAQkIAEJSGCc\nEHAFaehPNJPth7sMu1/qWKU4sdGmbQWp0WTUFFk9uj06ISq3pHXbuQVTeXTEcT9VpW0rSB+s\n6nZPWrfdUqBv3c9qG74No7q9JoV/R1+pOzvkefaV83VurX6P5BmX2/zGormCNBbPqsckAQlI\nQAISkMCQETBAGjKUzw3UK0DiuRom4Hc812PqigVBFSsWH4g+Fb0qmi+aGPE8TtO4jWzn6Ijo\n41Gn2ySXTx2BBe32ilghGazNmY7vj0qQ80zy7GMv+1MacMw/iVjtId8WINGOsZtjzhvfkxFB\nEcZq3LNRpxUenvO6K+plK6YB+3JYraEBUg2GWQlIQAISkIAEJDDeCBggDf0Z7xUgcZsdk/Ib\naps+JXkm/PdG1KHfRBOqfPO2tLKiwkrJ3VUbXgSxa1Q3ghBWDGjHig/boN1BEbez9WvLpOGX\nooci9o3A6IGIYK8f4zmfzaqG2yRljGaANGt87Gunf+z759TxjBHtlo4Yo7kKF9cU49Y86hef\nWuz4c8eq3U5JOS97Rj+qfK4gBYQmAQlIQALTl8As03fzbl0CEpDAsBMgKGESjv1havLcT273\nWiAi+OE5mzujNts6zm9G50S7RNyax+oRwcIXq/TRpLQjqLkgYqWJFZV5om9Hn4wI0H4YdTL2\ndYvow9GWEeUzI7bNuBjBWT/2oT4acavei6MHO7QlOCM4WiiCDcHeslHTWFlbu3LCsxNHmqxW\ntTsg6fJVviQc434R2ykG0+bfKgJOeN8fsXLVr3EuCBpvia7ot9MM0G677OON0TV97OtiabNO\ndH7E+S3GeXtJKXRIn4ifCwqaBCQgAQlIQAISGFICq2a0f0ZMOofLTszAnVYFhmub03NcVpC4\nTYxJd9Hnk/9OdFXEysbfoyWjYqwg4b+tOKq0bQXp96ljckggULc3p3BDxKoIdl3EmGtSqNlc\nydOfgImgp5O9PxX059a/Q6N6MMIEGA3GOq0gLZfB2N5POwyKn/oSyJxblXdotGdlinZo/UZd\ns3h61Y4gkiBwiejIykf/T0d149yWsdtSmL+93qFLvu3cdmk+ZFWs0k0estGeP9BuKcKFc9DL\nWKHjIgHt12s0PrzytzEuvtMafSxKQAISGJMEZhmTR+VBSWB0E+DKNVfth9PeOpyDj9KxZ8t+\nfaZl3x6L72fRftHtLfVMwLvZTKkkqL0wYuWobqemgDCe4VkxIoh5JlolqtvFKbwuWiy6s15R\ny7Mqwq15c0cER0tHrHYwQR0Oe6oalGNsMybUGCs22F7RJdFxEcEhQThsWMEg4OH4Ho+62UGp\n5LmoY6Oy/WurDhw/AdKXo/o4BJf1FTGCTM43wdi7o2MiVjbYh27Guf5VdHW3RjNQ3bbZ1yMH\nsL+fSttmYFS6w65T8E6Azefxd6WxqQQkIAEJSEACEpDA6CbAxJcVolfXxGrB/FEnOyUVBB5/\nbjRorjIsX7Wb3GjXLK5dtStX2zulGzU7NsrLpHxE9HDEGKyQ7B3dHA31ChIXyQjIzo3a7Lw4\n2YcFa5WrJ39RRNBEIMikecPoexFtl44GanukA31/WqWwLMa5hUUn2y8V9GXVdLRaPytIfFb3\nrdTrODgfR0ccN0EmKX272WtSyfm6L6J9p0ApVc+zNVKi3y+iTgHU8zpYkIAEJDCjE+CPoyYB\nCUhgLBBgwn7VIA6EAKGbMTnE5pyadPxZVkPOSIvDOrbqvXpxS/p+NPpM9K5oz+grEfv5WESA\n0gzq4hqUPZteTJgX6NAbP6s3j9Tq2TaT7bkiJswEMNgBEW07rY7Rppc9UDWYt1fDWj2BwqER\nz9UU2yQZAo5Tol2jBSMm+HdE20YEnX+K6rZICq+PCM5YjaLvtVHTCJgZn9XCW6Pzoiujwdqq\n6UiAuEvEZ+xLUS87LQ04BwSUp0Y/jLoZ54pVNl6kgf4nIkjqZax0T44ejeDYT5800yQgAQlI\nQAISkIAEpjeBXqsMbfvHBJgJ36WNygmV/8jKP1NSVgCa7aheKDorYhVjjogghlvQ2owJ/FrR\nYG6v3DT9HosYn33uFNCkqtW4RYp++7bUnhsfQeBLG3UcG/4Lan7GeV+tXLL0hdE5xdEhnSd+\nOP4hgmsxAgT2j/6kS0TFep1bbrOjzw2lQ1LO7W3RNyLq0G+i5rmNa4rtlp+0ge/dVZ6Am6Cg\nbvDjOGl3e0SASbuDIoLFTkafybVKLk7uEMGW7TLOL6MtozqXFFvtqHg3q2q6ndvS+TvJ/D16\nRXRIxDbXjXrZwWlA2/f2ami9BCQgAQlIQAISaCPAlWmexeg2AV4p9dtHXK3uZIungjZbR90m\nXfRfI6LtKhTGsfWaRLehYRLN5K8Z+LRNon9etd2gMdCkyr9/5T+9Kr+p0Y4xmSRfEc3aqOu3\neGMa/jU6LHpJv52qdt0m0W9JGzh8rDHmJyr/22r+n1W+19Z8ZNknAoXXUehhV6We7REgFNsj\nGXwEHmcXZ5V2O7d8P46L6Ds5Ksa5Jeh4OHp/tHPEvnEeaFuC32SnfM9oy3bL93Ll5P8S3R8V\n1nwf6Xt+tFiEzRMdG+GfGHWyEiAx/v9Gd0b0IRj7fPTyaLDW7dwyJr+X2FYJ9voNkJZLH7hc\nE/X6PZQmmgQkIAEJSEACEnghASZBTEQOfGHVcx7qaMNkq5Nxmw2TYdrt1qlR/EtGXBV+Ilox\nGs/WbRLdictAAqTlM8iTERPuvaM3RlzFZ7s3R/NHGOeBdmhStHlE4HFTxGRzrWiwxmcCDca6\nTaJZsbg2+lfE55OVCSbtlE+K6rZRChwHqzV7Rm+OfhDxWaVP0+hPHUF8sU2TYewHosMjtndy\nRLsHo1WiusH4qeiAmtgWqyIl2OJ7sGRUrJzbDxdHlbYFSL9PHd+hEhyVLhwbx7lj5bguKfu4\nZlUuyVzJ0P+uqFMgUQKkO9KGMQiydohmjabVup1bjokgjwC/WL8B0hfTgX3do3Q0lYAEJCAB\nCUhAAgMlUAKkZ9KxOYkqY/UTINF2w4hJ5KPRElGbnR4nE5jmJLCt7Vj3DXeABD8m13+KYF50\nZvLLRnV7ZQoXRJy/0o6J8cRoWmy4AiT26aXRr6N/R2Wfz0i+GTTE9V87Rax8lHZPJf/1aJao\naW0BEm1YYSP4KGMUVk2WtOXclnbNlMDop9HSUd1KgLR23Zk855AxygoSwSHjnx11s/lSST/2\nmQCuKQIe6heP2qwESFelkna3Rp+IFoqm1boFSKdl8Huj+nb6CZAI3OgH33kiTQISkIAEJCAB\nCQyKAJOgf0ZMgJgItd1q12+AlO5T3mTGWKdSaNh7U6aOCfqLGnUW+ydwT5pe3H/zKS3nzc/V\nogV69GMlkHZLRTP3aNtP9bQESP2MTxsmw2tGbYER9cUIhlaIVo3mKs5BpIumzxrRRyI+z22c\nCGCYqL+6JgKdsmqX7AusBEgvbdQ0A6TlU892JzfaNYsEWrTrpY2aHatyCZDgxorU7yLGwn90\ntH40WOsUIO2RAdkG2+OzWHR45d+48rX9/nhr1aYEkilqEpCABMYPAX5ZaxKQwNARuClDXRkx\nKZkUfSrq15i8bR4tFf01OiHiNp+tol2iYyJsseiIiNu9SqCU7POMid8mEbd83RqdF7FfTWOC\n+raIK/f3RddEv4q4jUprJ8Bk/fL2qud5ue2qn3bP6zSdC49l+5f2sQ98Pm7oo12vJqxEofV6\nNGSF6aoebdqq/9nmrPmeqfIED92MVTLsjOiwKbn2H1e3u5/zwo3vNVoj2jPaOeL7fUV0VMT3\n/PFoWo0gBzt+avKCn+dWHlY8r2/U7laV2R9NAhKQgAQkIAEJDJrA0+l5bcRVa25PYfK1VlS3\nTitIBDxMnrjFiWcZSJkUMrkhJXgpV8x/lvz/i5hYtdm+cbIvjHF7xLiMcVBUv1q8WcpM/Bjr\ngYg+5C+OFo/Ggw1mBWl6cbkxG0Zj0fbIQfHZ67SCxMWAgdgpacx4rPbVbUIK+MvKCLfY8blv\nCwoXiv+saL9ojojv0yVRm60TJ9/1tlVj2rONyWRajN8Xn4z4rrJvX4sGYp1WkAi+GKspjpXt\n/KSqe1nSunEO+L0wVj9r9WM1LwEJSKCVgCtIrVh0SmCaCBBsfDA6MZocrRkxQepku6Zin+iM\naGJEcMWk6QcRK1HnRxtFBDinRlwZPiE6Lmra1nF8Kbog2jki2Jon+nbEJIyr/j+MsO9Ej0Vc\nySawmzvaP6LdntEnIm3aCDDZPC1qTtQHM+oSVacLB9O50efvKb8pInAez0bQ8+to22iD6PdR\nsQ8ls2l0dvRkdGa0RQQ3zmkxgi6+b9dFBEkDNX5fHBwdGm0f8X0dCvt6h0EOiZ/vPBdl/tjS\n5hXxzRZd3VKnSwISkIAEJCABCQyIwNNpTaBRjACGK7VMfoodmAw+AhmMFR2ujj8YvSSq21wp\n3B0RxBDYMJkl4LkzKqtJyT7PmKQx/prP8059TuSJ+OjPNmePGO+8iHIxJkYESVsWxxhPj83x\nHTCMx7hyxuZ8PBLdN43i/KFpHYd9YZ9eGY0Wm14rSBz/8hEBEN/DvaM3RkdF/4hujsp3bcXk\naYcmRZtHH4tuilil7RYc8bthcjQc1mkFqdO2DkkF53/dDg3KePyu0iQgAQlIQAISkMA0EWgG\nSAtmtHsiJk9rVyM3A6Sl42ey8qOqvpkwUaP+vREBDfk3RG02X5zUE0yt0qLzq/rFk2Jc9ab9\nhRErWCtF2tASKAHSVkM77DSNxr5w3tm30WLTM0CCwYToTxFcilgxWjaqG0El35vyXaTtHdHE\nqJvNSAESK8cc147dDsg6CUhAAhKQgAQk0A+BZoBEH26ZYbJxTcTqTDNA2qKq73S19uNVPZMV\nbsV5KupkBGFsq5c2qgZ4WdJzGu1vSfmz0YsjbdoJGCD1x7BbgNTfCEPTat4Ms1q0QI/h5qza\nLZV05h5tqR7OAKmPzdtEAhKQgAQGQsBnkAZCy7YSGDiBk9PluGjn6HPRM1HdHq8Kc9WdtXx5\nHqFbYFSalzZnxHFYcbak5dmC+1K3SbRCxC113Fq0cTQpWi8ieNMkMJ4I8GzW5X0c8BN9tutj\nKJtIQAISkMBoI2CANNrOiPszFgnsmYMiEPmfiBWbupU3RXW63an4b6t36pDnWQhWj14and3S\nZp34uDWIZ5oIyFaP7o+uj7gt76sRtwVeEXEb32LRXZEmAQlIQAISkIAExg0BA6Rxc6o90OlI\ngBcwfCBiNYkHu+t2bwp/jAhIeMj7kqjYq5Lhgem/RgQtvezJNOC5CVZ+3hSdFhWbkAzPTlwX\nsZ3lot9GbK88H5XslJdFEIwtEpUVKfwzkrEixvHeHF3ZYcdfFP920SPRuR3a6B7fBJbM4R8a\nDcXfSW7D2yj6aTSt9ucMcPC0DmJ/CUhAAhKQgAQkMBIEns5Gru2yoaNTxwoP2rrWjjfO/TNi\nsr5vtGnE27QIrNCqEdbrGSTarBgRKKFJUbc3bZXnj36edhOjHaIfRezfidGMavtnxzkGeC3c\n4SCYsNLm0g71Q+VmBZDtbDVUAw7BOOwL+1RWJ4dgyGkeglds3zfNowztAAQh/47K92laUlZu\n+Y5Pyxj05YUv/J7RJCABCUhAAhKQwAxBoFeAxIPfd0dMTrduHBG3u7GaQx3iGYezojWiYv0E\nSLTt901b3E53bMSkq2yXZzC+Ec0azahWAiSO6aQOB2GANLoCpA6nabq6D8nWCWxGk03Ozhgg\njaYz4r5IQAISkIAEJDDsBHiL1irRi4dgS3NmjNWipSICgk42dyq4JW35iFvPZnQrARJX7AmS\ndm45IAMkA6SWj8XzXAZIz8NhQQISkMD4ITAU91aPH1oeqQSGnwArOFcO0WZYhbq8j7H+kTa8\nhnys2WE5oP0iVsTOje6J+jGC07dEr64a8/zXqRE8NQlIQAISkIAExjgBA6QxfoI9PAmMYwIE\nNgdGB0TfiraLehm3Ov4kWi56LGIFilU93hC4S3RRpElAAhKQgAQkMIYJGCCN4ZProUlAAv/1\nhTAgMNo2IsA5Jupkc6TiuGjRiNvyCJQIkLaPJkcnRytFrPLNCPaq7ORroyWiR6Lro19HI2lw\n57bN0yJueWwzmPLc3IVR2yofz+s1/1bxbNCj0f3RtVG/Nk8abhbxD5EJoMeK8RnnXwa0rQQT\n4M/f4UAfj59nG+vGrbmsni4V3RldHcG6Xxvo9vod13YSkIAEJCABCUhAAoMksH/6EdjsUPVn\nsvd09GC0aOVrewZpn9TR7zNVm3ry0apuUt3ZR37lqh9vjhspWyEb+l3EsTR1a3ysqOFn34bb\n4M62WMnrZNTRZusODbgFtHkc9TKvrn97h75NN8/a0ffIZkVLeUZ5Bmm36ph4A2abHRVnnVc9\nz0ta6vbuFPjXA/U2XBDYq96oR34g2+sxlNUSkIAEpg+B5lW56bMXblUCEpDA8BG4KkMzCUfc\naseqRputWjnbVpmOTt3h0VptHUeRb53sy28iVgFOiU6Lzo4ImghAWEUjgBxp+0Q2+PPo0kFu\n+In0+1CtL6tSs0XrR0zqOWdM7PlfX92MYOtXEasiY8H4LPcK9lZLG477ey0HXD8fm6d+cnRb\n9MmIz88mEdy/Gj0c/TjqZf1ur9c41ktAAhKQgAQkIAEJDBEBAgCugO9QG4+LQZdU/nclnbnK\n1yeI3OLF/72ZNWozJul/aavo4mOVhn0ZiRWkubKdm6vtMcFtMybBHCP79Oq2BkPsYwWJW+vY\nHoEqL8BoGoEr9Vs3K6oyk3sm551sv1TQ/8RODQbpH+kVpNdmP0+IOt0Ox2FMjmC6YETQznE/\nVaX7Jm3aTHHA79xmRUuZNoz3hkbd2pX/moa/rTiQ7bX11ycBCUhgVBBwBWlUnAZ3QgISGGYC\n/K+n90QERFwNPy9q2uNxsDIxR/RMo5KJ/ewRk9HRajtmx5aJzomY3LcZq0sXRaw0LRcRtBTj\nGHu9vY/J+zbRHyKeXdkiWiO6Mjojuj+C0xuiDSMmzLdGcGf/JkVfihjjj9GjESsO2JrRWdGT\nFCrjljj+ThHQcpvXBdHlUd0IFA6NOKZimyTDvp4S7RotGP0iuiNi1eW66E9R3RZJ4fURAQGr\nUfRps+XjZPwVo1uj8yKOfzA2Zzq9I/pwtGrE53T3qJexMvia6KfRqdEPozZjXwmcuTjQzWZK\nJe2ujVhxrNvFKVwfcbych39Fnazf7XXqr18CEpCABCQgAQlIYBgI7J8xuRK+Q8vYn6rqmGDS\nhol7sW8mg2/d4qilq1R1P6/56tnZUti+EoFGsZFcQSJAYf+3KxvvkG5VtWPfiq2ezI0R/f8e\nPVrl8TERL1Y4fCWOuyPaP1OlNyRdPDq3Khc/E2oCD4IOfDtF9DsqujN6qiqzsvVI9Mro5dF3\nIwIG/IxR0i8nT9BUbP1kGI/tFyMwui36RkQd+k00ocofmbRuu6VAG7ZRjqtsr95u3xSertrd\nnpT9Y98Oil4U9WvLpCGB4kMR22Wsz0SLRt1scirZPuw2i7BtIsZg35pGUEodzOG0ZzQxItjp\n1wh4+Tzc1EeHodheH5uxiQQkIAEJSEACEpDAQAjsn8ZMCndo6cTEmivi1KN6gLRF5ftF0uZk\n9/iqjsllm5VJP2OSLzaSAdKt2SjbX6FsvEPaDJBYMbsu4lYs9p3VBI7/LRHBEkHMvBFWAiSC\nB7a1dbRw9KOqzCocqxVl4k8bdE+0a5W/sUrx/zgiuCC/T3RfVK8v/ZtpCQbYz+Mi6idHxQiQ\nCF64Ne/90c7R66K2AIljoO3Z0SIRxnl7IOI4XxJhtGM750eLRdg80bER/olRN2Nf3xix4lMC\nvtOT3zZiZaYfm5xGBEh16xYgfSEN2TeCR9Iitn9EVA80U2y1SfHS74uttc93DsX2nj+iJQlI\nQAISkIAEJCCBaSbQLUBicCbJTDKZ9F0a1e2kFPAzid0+YvJafN9Jnklum50Z583Rg9F5UbGR\nDJCeykafiXpNtpsBEoEJx/yZqGkfjYO6SVXFKlUZH1qv8q9VlQmQCCoILt4VwZnyP6MLoxOi\n0veu5FmdOLDyEYB8uMrThj6s9JByXH+MLooI5Bj3B9FVEW0J5JaMihEg4We8urUFSL9Pgyei\nEhyV9j9Nhn1nVQS7LmLMNSnUbK7k6c/xdPp80JxAjf4EbYdGy0YDtcnpwLHXbZsUGHffurPK\nE4BRd0G0ZbRElV6dFP+no27GRYZ/RTdEBNK9bFq312t86yUgAQlIQAISkIAEBkFg//Rh8te2\nglSGK22aAdKsaXBAxCScMdBN0cFRp8nvy1PHJPLr0Xcj+hAYYSMZIDGJZdsvZcNdrARI70wb\nApZjI/otEzXtZXFQR8CBvSOizCSddL0Imy2iXLhtiDNGOwKcOyKCjW9FBE+0/UmE1QMkWFKH\nmGxjZczir6cERgQyS0d1Y39pt3bdmfyEyk/ghc0UMf7ZFBp2SMqcV2y+iPFgTJDY1PlV/eJJ\nO9nbU8F4BHsnRptGnT5TqWq1yfHCtG7dAqTXpuGuEYFo3RZJgdsZn4oI8NrsPXFy7u6JVor6\nsWnZXj/j20YCEpCABCQgAQlIYDoRYOLKFf4l+9j+pLRh8vymiEkv+a9FWKcAibFZ3eD2MgIW\ntsdqFWM0bfk4do+OiPaKmJy32XFxsu3XtVVWvjmTfjWiHWKyflFE8EJw2GasjvwlYiJ9W0S/\ny6t03aQYt2rhZ5xLomIlQLoljmsjVlk+EtGWiTeB1YFVmRWkmSPGoP6LEUYAQyD06kpfTko9\nE/9OVgKklzYaNAMk2DLW5EY7ivUAiUCLdr20ER27GEEo55FVJMa6Lto7IgDrxyan0UACpG5j\n/jSV7EMziKTP/1Z1nLcVcAyBddveEAzvEBKQgASGjgBXzzQJSEACEng+ASaON0e3P9/9ghKB\nzXuih6Kzo/MigoB3RwQjbfbNOFmVYqK/W3RqdHzExJmJad32TeHqiD6sQNDmz9FBEduu22VV\n4VV1Z5VnYv6liJWcvSrf6UlfHhF8MFbbLVQvjn/2iJUG9nfBCHt2avKCn4xz2wu8Ux1sZ9GI\n48EWjj43JfefH/MkyxgY+Z0jgi98MLsqejzCHpyadP3JCkg3I0DEOp2rqbX/eXvhGXFs1kXl\n2Eq/ZkrA8dFoieiD0b+ir0R3Rt+NVo9Gyu6vNjRvbYNwJoDmvFwcrRexajYU1ra9oRjXMSQg\nAQlIQAISkIAERhGBTbMvBFNH1vaJlQd874tWrvJbJcVYCaLuR9FcEbZBRFCF/09Rsa2TwXd+\ntFjlJGg4NsI/sfKVhMks/lujhSImu2+MCMA7ItKJAAAf3ElEQVSYiP87YoJ/d0S7d0QYwRfl\nshqEr9gqyVD3xyolgKPMKlG9T1lBYjusLhV7OhmClNsi6ujzliplZYpA68yqzPFuVOVpR/BC\nWnRD8q+JTqp8qyXtZGUFqT75p+2EiPHK+eIiIft4adQ0AgWY7RcRPJKvr46l+Jytk9xaEQHl\nQI3P0C+iwmeBLgNMTh37W7dtUuCYCKbrxmeF4/pD1HYx9Jz46UewhtHm/yJ8J0e9gsY0eZ4N\ndHvP62xBAhKQgAQkIAEJSGBsECjBytq1w3ll8kwymUw3A6R74yNY4Nayuu2QAn3qARK3X+Fb\nM6obgRXBxV0RQVDdSmBwXpwlGHs4+UOjFaISDDEu+4ZtEVFmkt4c7/iqjtWfn0clYOoUID1U\nted4sBIgPZA820DvqlJWpYqPdOuoTNoJFghI3hY9Hj0ZEUwxDuktUXNf43rOCodeARIdOC62\nT6Bat9+mgH//ynl6VX5TVS4JQRfHeUU0a3EOIn1F+hwWvaRL38mp6zdAYpirIo6hnA98GMcK\n37MpVPbBpLQ9KZq58g00Gcj2Bjq27SUgAQlIQAISkIAERjmB+bJ/TNyvadnPC+MrE1PSrSKu\n1JMnSGkaKzBM/EuAxNi0ZdWEoKSp86v6xZPWbdEUrozo+4+ISTDj/iX6W4T/7iotAVKKz63K\nsNq0fbRtzUc/AruFIvaDMToFSBw3E3gCnB9FrAKRR2WfCXoYAz1Wy19Q5U9IumvEytMjEYEU\n7c6K6ENwuGrUzU5JJW3nbTQimMF/ZM2/fPKcRwLJvSNW3Y6KOA74zR9hK0a0Q5OizaOPRTdF\nMF4rGm6bnA0MJEBidQr2BJaHR9weyD7D88GI84ktGHH8sDk7Imhs09zxFzspGdrzeSnW7/ZK\ne1MJSEACEpCABCQggTFE4EM5FiaIBCK3NcSKC3UnVikBEsL3qajN7oizBEhrJ0/bXtqoZSCC\nqy9E97f0Z1L8w8pfD5BY+Tgg4ljKNpn4l1WTHZOfM3pNVX9ZlW6cFH+5xY4gZvXoooiJOQEG\n6Z3R9yLGJgAh/b+ISTZtKBOEsQ/FGKcEYtQTmJCystPLBhIgMRaBE+wZv+iW5Nn3urE6SCCH\nv7TjvE2MRsImZyMDCZDYpzdFBNplfwnmYPiKqNi2yZT6bmkJFunXFiDh72d7tNMkIAEJSEAC\nEpCABMYYgUtzPEzufxr9pEVPxFcm9QRHG0VMPg+P2oyr+iVAenXytCVA4ap8J3Hlv5PNlApW\nmAi2Voo+GF0TlQkw+00QUrcXpbBstGTlPCdpad8tZXWlaXPFUV9xYKzHozUixvp6hM0bcftf\nJ6N+lYhjoR+T++EytrVatEB0SNQMkOKaYnPmJ+2Wimae4hmZH5OzmWaA1O+WF01D2LPvI2Ej\nvb2ROCa3IQEJSEACEpCABCTQgcCq8TNZP69DPe4fR7RBBEgLV3lWWZpGUEK7EiDNkTzBFyso\nbbZOnNzS9eK2yh6+T6aebZVVEIKBTrZnKr7WIoJDxiAwpP5lEbZN9L4puef/eGmKTOwJkgh2\n6FsCpGSfs32Suz7a+TnPfzKvS5Z+rESNhHULkEZi+23bmBwnHDUJSEACEpCABCQgAQmMKgJf\nzd4wWW8LBsqObly1oR0BEnZiRJnnV4rNnAyBBv4SIFFXbm97E4WaTUieSfIVEbfGDdTYl7IP\nhyX/koEOkPYED4yxbqPvzyr/axt+tkNARpDTLUB6a+oZ9+qI1axi5AsPxhgJM0AaCcpuQwIS\nkIAEJCABCUhghicwW47gwYjb57oFF0zqb4uY8H8iwriV7O6IFxD8MPp8dFF0f0S7C6Ni3LbG\nNtCkiKCKB+xviniOhBWkwVgJkFYeTOeqT6cAaaPUs28888Lq05ujH0QcG8eKvToiwPtxhJ9A\nrxjB4jkR/nOjd0XbR2dG+L4bjZQZII0UabcjAQlIQAISkIAEJDBDE9ghe89k/YQ+juIrVVse\n7C+2RDLHRX+N7otYVVomYszfRHV7ZQpD/VKA4QyQ2PedIoJAjgc9FXE7HS9yqFtZSaoHSNTP\nH30zItAqYzyQ/H7RSJoB0kjSdlsSkIAEJCABCUhAAuOCAKs0TPIJSjDeMNdmC8VJu+PbKuOb\nMxqqlwIMRYDUYTefcxMMsVrGs1pzPecdWGb2NGe1aemBdevY+lepeWYAIkD79wDaMzYrg6+P\nhsv+LwP7DNJw0XVcCUhAAhWB5hU9wUhAAhKQwPAR4NmaxyICBybTxfapMvVb7EodKW/Eu7zu\nGOX5cpvdtOwmK09XTcsAjb4EbLxFr1MQ2mg+5QUY9OGc9WO8NXC3iKD43H46DKLNpPT5wyD6\n2UUCEpCABCQgAQlIQAKjgkBzBYk3vrFSxDM1H4jeEX0vYvWBie880XDbSKwgDfcxDGb8G9MJ\nDZfx/BTndo/h2oDjSkACEpDAyBBwBWlkOLsVCUhAAhD4n4i3uf13VN5kd1fyP4k+FLG6pElA\nAhKQgAQkMB0JGCBNR/huWgISGHcEuK2O2+l4G92SEStHt0eaBCQgAQlIQAKjhIAB0ig5Ee6G\nBCQwrggQGN0yro7Yg+1EYIVUTIhujq7s0OhF8W8XPRIN1/NNHTatWwISkIAEJCABCUhAAkNH\ngMkvz6VsOXRDvmCkg+PhzWb9iuCMfWI1q98+tNs7mpGN54/QcNlgn0HaPzvE+eBV5gt32Lky\n9qUd6nVLQAISkMAQEnAFaQhhOpQEJCCBBoEbUj4oOrPhH8ri6hmMFYZj+xyUtrwy/M99tqcZ\n/7CV7WjDR2DBDM3/f3rL8G3CkSUgAQlIoB8CBkj9ULKNBCQggcET+PTgu/bdk1div6fv1gNv\nuPPAu9hjgARY2ds+gjX/SFiTgAQkIIHpRID/26BJQAISkIAEJDB9CRyWzRMkfSNaZAC78uK0\n3SlipRLtEM0ZaRKQgAQkMEgCriANEpzdJCABCUhAAkNI4IqMdWB0QPStiJcy9DJue+QV8ctF\nvCKeZ5nmjW6KdokuijQJSEACEhggAVeQBgjM5hKQwLgisGmOltuelu9x1Fyxpx2TWq7oaxIY\nDIEvpNNl0bYRAU43myOV3Iq3aMRtefNVemtSXvZwckSwpElAAhKQwAAJGCANEJjNJSCBcUVg\nmRztSdFpERPSTsatTbTbJuLtcJoEBkPg2XR6T8Rn6GsRwU8n+0AqVoy+GB0f/TtiBYnP4Wej\nxaJ9Ik0CEpCABAZIwABpgMBsLgEJjCsC383R8gY6bmH6fIcjXz/+vaJboxn9Vdg5BG06E7gq\n2+dWuwUibrXrZKtWFce0NDi68q3VUqdLAhKQgAR6EDBA6gHIaglIYNwTeH8I/D36SLROg8bs\nKf+g8k1MynMgmgSmlcAhGYD/ecSKJK9YbzNWj1gxur2l8r74nowI7DUJSEACEhgggVkG2N7m\nEpCABMYbASagH42+FxEM8WA8t0Bhn4uYqPIGsguipvE7dqtotWi26PLolIjJa93430RvjNaN\n5o6ui86Pboi08Ueg3GpHkPTV6LwWBI/Hx+eGWz95+13deA6O4P2putO8BCQgAQlIQAISkIAE\nhpLA6RmMK/afrgblFicmsldGBD9N4/mlP0X0eTR6oMpfm3SVqNisyfw6oh3j3Vvln0764aiX\n0ZcVruE09mXycG5gBMa+MdtAw2UzZ2DO4R4D3MD+VT9ez920T8XBmDwDR0rAVOybyeAjqG4a\nny/qft6ssCwBCUhAAhKQgAQkIIGhIrBEBnokeiJ6RfTHiMChHuykOMW4sn9x9K/onRFlbPPo\nwej6qLzt7t3JM5k9NJonwlaO7opYaZov6mYGSN3o/KeOlxmg4bRLMjjnbiDWLUBiBZLPEZ8P\nVA+Qtqh8v0haPl/JTrHj85P2E6cW/SkBCUhAAhKQgAQkIIHhIbBrhmXieUeVfrzDZnaq6rmd\nrmkHxMEYu1cVB1Xl11flkrwhGVYjFi6ODqkBUgcwM4i7W4DEIUyICMT5zNQDpBSnvLEO/6nR\n9tG2Nd93km8GTnFpEpCABCQgAQlIQAISGFoCBCRMSn8bzdRh6K9UbfZJygpTXSV4+m7Vd5Oq\nLS94OCraOpor6tcMkPolNTrb9QqQ2OvSphkgcXsmAfc/Ij6T6Kbo4MjgKBA0CUhAAhKQgAQk\nIIHhJ8BzQUxEP9FlU7+q2pRJa1t6bq3/+5Ln9r3S7qnkWRVYJ+plBki9CI39eoKhZaMlx/6h\neoQSkIAEhp+Ab7EbfsZuQQISGH8ECHCwXSJeutBm9RcrfD8Njok2i3i2ZMtoq4hnliifF2kS\n6ESAwPrmTpX6JSABCUhgYAQMkAbGy9YSkIAE+iFQXs9NEHR2owMvXeAfeN5T+ZdLukLEm8pY\nNULYx6NDop2j86LxbIvn4F8T8ZY/+BAQdLI1UrFURMBwZadGA/DzXA8rNJyf8nr3ZveV4nhl\ndGFUzmuzjWUJSEACEpCABCQgAQmMSQL93GK3Xo7839EfIl7/XLejU2CCv0PlPLkqs2JUN1aP\naPflurMlPx5usZszx31jBI/dWhgU15LJEJQ+Ea1YnNOYPp3+bPfALuNQRxueH9MkIAEJSEAC\nEpCABCQwrgj0EyABhH8qy6T5d9GOEW8Z+2GEj1czF3t9Mv+K7ogOit4Y8VA+D9tzq97aUTcb\nDwESx79hBKdHoyWiNjs9TvhyjobKSoD0TAZcs8OgBkgdwOiWgAQkIAEJSEACEhj7BPoNkHjD\n3X5R/eULrCr9LFokqhsB1K0Rk3tEu2uidaJeNl4CJDgcEcGn3IaIr9h7k6HuzIhb4obKCJC4\ntY6xr4peHDXNAKlJxLIEJCABCUhAAhKQgAS6EHh56laN5u3ShoCKlRGeoenWrjnEeAqQ5sjB\n83wXwQovwCi2WDIPRw9FPK/UZsvHuXtEkLVXtErUZovGuWfEq9o/GREcXRsdH7FdVvma1i1A\n4v8YfSTiVkm2u1qkSUACEpCABCQgAQlIQALDRGA8BUgg3CDiVrv7ovkjjFU5gpedKbTYvvGx\nEsTK3O3RsxFjEOzUV5s2S5nbGhnrgYg+5Hmm6VURbyTkVru1orp1CpAIxtgW272rStku/lki\nTQISkIAEJCABCUhAAhIYYgLjLUAC3+ERgctR0ZuqPCs8bcaLE2h7fsRKEzZPdGyEf2JU7JZk\n7o9WrhxzJyXAod0h0Vuq/NVJZ4uKtQVIu6aSfjwXtXDV8KVJfxnhJ2jTJCABCUhAAhKQgAQk\nIIEhJjAeAyRutbs+YjWGlZk7o7KalOzz7LqUCEiaL1iYKz5WhujPKtLsEeOdF9VXlVhFYuVo\nywg7LmK8gylU1gyQ6M8tfw9GL6nalITt3h09FpHXJCABCUhAAhKQgAQkIIEhJDAeAyTwrR8R\n0BCsvCFqs/nipP6GiGeOmmJVifry3NIFVfnCpPtEK0UESDyDVGzBZO6JWFkqbxhsBkhLp45x\nfxS1GStf1DeDtra2+iQgAQlIQAISkIAEJCCBARAYrwESiHhOiGeGOhkBDIFIL21UDfCypOc0\n2vP8EM87vTgqtn0yjMmbBrnVrhkgbVHV42+zj8dJ/x3bKvVJQAISkMD0JeBDotOXv1uXgAQk\nIIHhI1CCpzOyicO6bIZnijACoU2iFSJuqXtjRLCzUHRKlU/yXydHx0U7R5+LeHFD3R6vCp1u\noeMZKKzs39SSPyUgAQlIQAISkIAEJCCBaSbgClJnhHOkihWgSzo0WSd+3kjH6hDBzIbRilHd\nuMWOV32z4lNe8kB9/Va7M6t6XgiBLRzR/nQKLXZSfNT7yu8WOLokIAEJSEACEpCABCQwLQQM\nkLrTI0ghGOFtd3WbkALBzxXRrNGqEe0ujupGG1aEeOZogXpF8ttF9CkqARLNLowIzgjA6sbr\nwhnrlqj+Moh6G/MSkIAEJCABCUhAAhKQwCAJnJp+jw6yb7/duBXs+/02HsF2vZ5BYldYEXqy\n0qSkm0cfi26KCFTqAcw5KRPs/DyaGO0Q0QbfiVGbHR0n9ageIPECBlaeHon2jTaN9o4erERA\npklAAhKQgAQkIAEJSEACQ0xgyYzHPzgdTmPizy1lo836CZDY51dGvKGuvPWOYOaOaGJUN47x\n2KgERbRjFYighlWmNmNV6e6oGSDRdvWI2/uoQ09EZ0VrRJoEJCABCUhAAhKQgAQkIIHpSmDO\nbJ3nfpaKZu6yJ3Onjlvwlo+G4ja4eTMOrxivvwkvRU0CEpCABCQgAQlIQAISkIAEJCABCUhA\nAhKQgAQkIAEJSEACEpCABCQggdFPoNstBqN/791DCUhAAjM2gcWz+zw/xK1cN/Y4FJ5bWTfi\nNq17e7Ttp3rbNFop4m1qPJvTZtS/NuJFA/9oa6BPAhKQgAQkIAEJSEACEpDAUBHgmRgCIx7g\n363LoLyI4e8RD/k3/09Pl25dq3h9Nds9sEsr6mhTfztbl+ZWSUACEpCABCQgAQlIQAISmDYC\nG6Y7Kzi8qnuJDkOV/+Xz4Q71g3GXAOmZdOaV1G1mgNRGRZ8EJCABCUhAAhKQgAQkMKwEjsjo\nrNTwP42a9t44qDszGoo3qpXxCZD4Pz2MfVXU9oY1A6SA0SQgAQlIYHwRmGV8Ha5HKwEJSGBU\nEvhU9urN0VbRLtExEbZYRPD0cFQCpWSfZzy/tEnErXe3RudFV0ZNWzSOt0XLRvdFBFs3RbTd\nMZoUsR/9Gq/B3jxaKvprxP8ZujzSJCABCUhAAhKQgAQkIAEJTDOBDTICt9oRvMxfjfazpKzw\n7FyVm8m+cbASxD8zvT16NmKMg6L6ahMvgngqYqwHIvqQ55mmV0W89OGZaK2obp1WkAja2Bbb\nvatK2S5+L7wFgiYBCUhAAhKQgAQkIAEJTDuBwzMEgctR0Zuq/PFJ24wXJ9D2/IiVJmye6NgI\n/8SoGG+quz9auXLMnZQAh3aHRG+p8lcnnS0q1hYg7ZpK+vFc1MJVw5cm/WWEn6BNk4AEJCAB\nCUhAAhKQgAQkMM0E5sgI10esxrAyc2dUVpOSfZ5dlxIBSfMFC3PFx8oQ/VlFmj1ivPOi+qoS\nq0isHG0ZYcdFjHcwhcqaARL9ud3vweglVZuSsN27o8ci8poEJCABCUhAAhKQgAQkIIFpJrB+\nRiCgIVh5Q4fR5qvqb0i6SotYVaL/4hHG80GUL4z2iVaKCJCujYotmMw9EStLa1fOZoC0dPyM\n86Oqvpmw8kV9M2hrtrMsAQlIQAISkIAEJCABCUigbwI8J8QzQ52MAIZApJc2qgZ4WdJzGu15\nfojnnV4cFds+Gca8JuJWu2aAtEVVj7/NPh4n/XnpgyYBCUhAAhKYIQn4MO0MedrcaQlIYJwT\nKMHTGeFwWBcWPFOEEQhtEq0QcUvdGyOCnYWiU6p8kv86OTou2jn6XMSLG+r2eFXodAsdz0Bh\nZf+mlvwpAQlIQAISkIAEJCABCUhgGgj0WkGaI2OzAnRJh22sEz9vpGN1iGBmw2jFqG7cYvfP\niBWf8pIH6uu32p1Z1fNCCIyXMtD+dAotdlJ81K/WUqdLAhKQgAQkIAEJSEACEpDAoAj0CpAY\nlCCFYIS33dVtQgoEP1dEs0arRrS7OKobbVgR4pmjBeoVyW8X0aeoBEg0uzAiOCMAq9urUmCs\nW6L6yyDqbcxLQAISkIAEJCABCUhAAhIYMIF+AiRWhJ6sNCkp/7T1Y9FNEYFKPYA5J2WCnZ9H\nE6MdItrgOzFqs6PjpB7VAyRewMDK0yPRvtGm0d7Rg5UIyDQJSEACEpCABCQgAQlIQAJDRqCf\nAImNvTLiDXXlrXcEM3dEE6O6cdvcsVEJimjHKhBBDatMbcaq0t1RM0Ci7erRJVUd9U9EZ0Vr\nRJoEJCABCUhAAhKQgAQkIIHpSmDObJ3nfpaKZu6yJ3Onjlvwlo+G4ja4eTMOrxmvvwkvRU0C\nEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhA\nAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlI\nQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJ\nSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCAB\nCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQg\nAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQk\nIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAE\nJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCA\nBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQ\ngAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAIS\nkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEAC\nEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhA\nAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlI\nQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJ\nSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCAB\nCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQg\nAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQk\nIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAE\nJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCA\nBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQ\ngAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAIS\nkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEAC\nEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhA\nAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlI\nQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJ\nSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCAB\nCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQg\nAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQk\nIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAE\nJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCA\nBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQ\ngAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAIS\nkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEAC\nEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhA\nAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlI\nQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJ\nSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCAB\nCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQg\nAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQk\nIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAE\nJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCA\nBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEuhK4P8DN48SCLnqewwAAAAASUVORK5C\nYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(tree.carseats)\n",
    "text(tree.carseats,pretty=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "node), split, n, deviance, yval, (yprob)\n",
       "      * denotes terminal node\n",
       "\n",
       "  1) root 400 541.500 No ( 0.59000 0.41000 )  \n",
       "    2) ShelveLoc: Bad,Medium 315 390.600 No ( 0.68889 0.31111 )  \n",
       "      4) Price < 92.5 46  56.530 Yes ( 0.30435 0.69565 )  \n",
       "        8) Income < 57 10  12.220 No ( 0.70000 0.30000 )  \n",
       "         16) CompPrice < 110.5 5   0.000 No ( 1.00000 0.00000 ) *\n",
       "         17) CompPrice > 110.5 5   6.730 Yes ( 0.40000 0.60000 ) *\n",
       "        9) Income > 57 36  35.470 Yes ( 0.19444 0.80556 )  \n",
       "         18) Population < 207.5 16  21.170 Yes ( 0.37500 0.62500 ) *\n",
       "         19) Population > 207.5 20   7.941 Yes ( 0.05000 0.95000 ) *\n",
       "      5) Price > 92.5 269 299.800 No ( 0.75465 0.24535 )  \n",
       "       10) Advertising < 13.5 224 213.200 No ( 0.81696 0.18304 )  \n",
       "         20) CompPrice < 124.5 96  44.890 No ( 0.93750 0.06250 )  \n",
       "           40) Price < 106.5 38  33.150 No ( 0.84211 0.15789 )  \n",
       "             80) Population < 177 12  16.300 No ( 0.58333 0.41667 )  \n",
       "              160) Income < 60.5 6   0.000 No ( 1.00000 0.00000 ) *\n",
       "              161) Income > 60.5 6   5.407 Yes ( 0.16667 0.83333 ) *\n",
       "             81) Population > 177 26   8.477 No ( 0.96154 0.03846 ) *\n",
       "           41) Price > 106.5 58   0.000 No ( 1.00000 0.00000 ) *\n",
       "         21) CompPrice > 124.5 128 150.200 No ( 0.72656 0.27344 )  \n",
       "           42) Price < 122.5 51  70.680 Yes ( 0.49020 0.50980 )  \n",
       "             84) ShelveLoc: Bad 11   6.702 No ( 0.90909 0.09091 ) *\n",
       "             85) ShelveLoc: Medium 40  52.930 Yes ( 0.37500 0.62500 )  \n",
       "              170) Price < 109.5 16   7.481 Yes ( 0.06250 0.93750 ) *\n",
       "              171) Price > 109.5 24  32.600 No ( 0.58333 0.41667 )  \n",
       "                342) Age < 49.5 13  16.050 Yes ( 0.30769 0.69231 ) *\n",
       "                343) Age > 49.5 11   6.702 No ( 0.90909 0.09091 ) *\n",
       "           43) Price > 122.5 77  55.540 No ( 0.88312 0.11688 )  \n",
       "             86) CompPrice < 147.5 58  17.400 No ( 0.96552 0.03448 ) *\n",
       "             87) CompPrice > 147.5 19  25.010 No ( 0.63158 0.36842 )  \n",
       "              174) Price < 147 12  16.300 Yes ( 0.41667 0.58333 )  \n",
       "                348) CompPrice < 152.5 7   5.742 Yes ( 0.14286 0.85714 ) *\n",
       "                349) CompPrice > 152.5 5   5.004 No ( 0.80000 0.20000 ) *\n",
       "              175) Price > 147 7   0.000 No ( 1.00000 0.00000 ) *\n",
       "       11) Advertising > 13.5 45  61.830 Yes ( 0.44444 0.55556 )  \n",
       "         22) Age < 54.5 25  25.020 Yes ( 0.20000 0.80000 )  \n",
       "           44) CompPrice < 130.5 14  18.250 Yes ( 0.35714 0.64286 )  \n",
       "             88) Income < 100 9  12.370 No ( 0.55556 0.44444 ) *\n",
       "             89) Income > 100 5   0.000 Yes ( 0.00000 1.00000 ) *\n",
       "           45) CompPrice > 130.5 11   0.000 Yes ( 0.00000 1.00000 ) *\n",
       "         23) Age > 54.5 20  22.490 No ( 0.75000 0.25000 )  \n",
       "           46) CompPrice < 122.5 10   0.000 No ( 1.00000 0.00000 ) *\n",
       "           47) CompPrice > 122.5 10  13.860 No ( 0.50000 0.50000 )  \n",
       "             94) Price < 125 5   0.000 Yes ( 0.00000 1.00000 ) *\n",
       "             95) Price > 125 5   0.000 No ( 1.00000 0.00000 ) *\n",
       "    3) ShelveLoc: Good 85  90.330 Yes ( 0.22353 0.77647 )  \n",
       "      6) Price < 135 68  49.260 Yes ( 0.11765 0.88235 )  \n",
       "       12) US: No 17  22.070 Yes ( 0.35294 0.64706 )  \n",
       "         24) Price < 109 8   0.000 Yes ( 0.00000 1.00000 ) *\n",
       "         25) Price > 109 9  11.460 No ( 0.66667 0.33333 ) *\n",
       "       13) US: Yes 51  16.880 Yes ( 0.03922 0.96078 ) *\n",
       "      7) Price > 135 17  22.070 No ( 0.64706 0.35294 )  \n",
       "       14) Income < 46 6   0.000 No ( 1.00000 0.00000 ) *\n",
       "       15) Income > 46 11  15.160 Yes ( 0.45455 0.54545 ) *"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tree.carseats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "         High.test\n",
       "tree.pred No Yes\n",
       "      No  86  27\n",
       "      Yes 30  57"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "0.715"
      ],
      "text/latex": [
       "0.715"
      ],
      "text/markdown": [
       "0.715"
      ],
      "text/plain": [
       "[1] 0.715"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "set.seed(2)\n",
    "train=sample(1:nrow(Carseats), 200)\n",
    "Carseats.test=Carseats[-train,]\n",
    "High.test=High[-train]\n",
    "tree.carseats=tree(High~.-Sales,Carseats,subset=train)\n",
    "tree.pred=predict(tree.carseats,Carseats.test,type=\"class\")\n",
    "table(tree.pred,High.test)\n",
    "(86+57)/200"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>'size'</li>\n",
       "\t<li>'dev'</li>\n",
       "\t<li>'k'</li>\n",
       "\t<li>'method'</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'size'\n",
       "\\item 'dev'\n",
       "\\item 'k'\n",
       "\\item 'method'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'size'\n",
       "2. 'dev'\n",
       "3. 'k'\n",
       "4. 'method'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] \"size\"   \"dev\"    \"k\"      \"method\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "$size\n",
       "[1] 19 17 14 13  9  7  3  2  1\n",
       "\n",
       "$dev\n",
       "[1] 55 55 53 52 50 56 69 65 80\n",
       "\n",
       "$k\n",
       "[1]       -Inf  0.0000000  0.6666667  1.0000000  1.7500000  2.0000000  4.2500000\n",
       "[8]  5.0000000 23.0000000\n",
       "\n",
       "$method\n",
       "[1] \"misclass\"\n",
       "\n",
       "attr(,\"class\")\n",
       "[1] \"prune\"         \"tree.sequence\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "set.seed(3)\n",
    "cv.carseats=cv.tree(tree.carseats,FUN=prune.misclass)\n",
    "names(cv.carseats)\n",
    "cv.carseats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AIIIIAAAgjsL4LXKdZWvARHmAJ0kMKst2auPYI0ofmCRwQQQAABBBBAAIGRCayq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\nQAACEIAABCDwJgL/H6PKh4yXoxeBAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "par(mfrow=c(1,2))\n",
    "plot(cv.carseats$size,cv.carseats$dev,type=\"b\")\n",
    "plot(cv.carseats$k,cv.carseats$dev,type=\"b\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Hy+TpvfSY5J+rPd/Rj7n5F5jQABAgQI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\nAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "prune.carseats=prune.misclass(tree.carseats,best=9)\n",
    "plot(prune.carseats)\n",
    "text(prune.carseats,pretty=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "         High.test\n",
       "tree.pred No Yes\n",
       "      No  94  24\n",
       "      Yes 22  60"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "0.77"
      ],
      "text/latex": [
       "0.77"
      ],
      "text/markdown": [
       "0.77"
      ],
      "text/plain": [
       "[1] 0.77"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tree.pred=predict(prune.carseats,Carseats.test,type=\"class\")\n",
    "table(tree.pred,High.test)\n",
    "(94+60)/200"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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h26eZPfNbopKn8PmycNx59EnE94ci1T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\noCQAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "prune.carseats=prune.misclass(tree.carseats,best=15)\n",
    "plot(prune.carseats)\n",
    "text(prune.carseats,pretty=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "         High.test\n",
       "tree.pred No Yes\n",
       "      No  86  22\n",
       "      Yes 30  62"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "0.74"
      ],
      "text/latex": [
       "0.74"
      ],
      "text/markdown": [
       "0.74"
      ],
      "text/plain": [
       "[1] 0.74"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tree.pred=predict(prune.carseats,Carseats.test,type=\"class\")\n",
    "table(tree.pred,High.test)\n",
    "(86+62)/200"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "Regression tree:\n",
       "tree(formula = medv ~ ., data = Boston, subset = train)\n",
       "Variables actually used in tree construction:\n",
       "[1] \"lstat\" \"rm\"    \"dis\"  \n",
       "Number of terminal nodes:  8 \n",
       "Residual mean deviance:  12.65 = 3099 / 245 \n",
       "Distribution of residuals:\n",
       "     Min.   1st Qu.    Median      Mean   3rd Qu.      Max. \n",
       "-14.10000  -2.04200  -0.05357   0.00000   1.96000  12.60000 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fitting Regression Trees\n",
    "\n",
    "library(MASS)\n",
    "set.seed(1)\n",
    "train = sample(1:nrow(Boston), nrow(Boston)/2)\n",
    "tree.boston=tree(medv~.,Boston,subset=train)\n",
    "summary(tree.boston)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IGdEFgskG6WnfSFem8De1py26QFxLK2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\nX97PiTmhBAAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(tree.boston)\n",
    "text(tree.boston,pretty=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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BAgQIAAAQIEVhLoS4G0fwb/luTq5Lrk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\nAgoooIACCiiggAIKKDA6Av8Hx3qTsi9GA8MAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cv.boston=cv.tree(tree.boston)\n",
    "plot(cv.boston$size,cv.boston$dev,type='b')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AgQIECAAAECBA6EwDRBuk0OUm/U6zaw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\nN6gbNmCdna7HX2cDuh+7c0T29eFE/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M\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYM\nGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMzAcCnO8eNflwh+AAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "prune.boston=prune.tree(tree.boston,best=5)\n",
    "plot(prune.boston)\n",
    "text(prune.boston,pretty=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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SmggALVEsiVWU/osknfYtw1XcY7auIC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\nEPGQBqYkRfeGokepGHZ3QMoMDVTFwD5pCJ9RhoZ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O7YKLOC5Q+52stNtWc9k7Gtudr7mwD/PHZR3cP9EpqPtNp0rLh2LgXdkqn8EnAok2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\nrkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "yhat=predict(tree.boston,newdata=Boston[-train,])\n",
    "boston.test=Boston[-train,\"medv\"]\n",
    "plot(yhat,boston.test)\n",
    "abline(0,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "25.0455923126146"
      ],
      "text/latex": [
       "25.0455923126146"
      ],
      "text/markdown": [
       "25.0455923126146"
      ],
      "text/plain": [
       "[1] 25.04559"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean((yhat-boston.test)^2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "randomForest 4.6-12\n",
      "Type rfNews() to see new features/changes/bug fixes.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "\n",
       "Call:\n",
       " randomForest(formula = medv ~ ., data = Boston, mtry = 13, importance = TRUE,      subset = train) \n",
       "               Type of random forest: regression\n",
       "                     Number of trees: 500\n",
       "No. of variables tried at each split: 13\n",
       "\n",
       "          Mean of squared residuals: 11.02509\n",
       "                    % Var explained: 86.65"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "13.4734864318741"
      ],
      "text/latex": [
       "13.4734864318741"
      ],
      "text/markdown": [
       "13.4734864318741"
      ],
      "text/plain": [
       "[1] 13.47349"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ZDOg07GtszsV52cYb/nFdlljvwh5Y8i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\naGw5n2Iv4LoAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Bagging and Random Forests\n",
    "\n",
    "library(randomForest)\n",
    "set.seed(1)\n",
    "bag.boston=randomForest(medv~.,data=Boston,subset=train,mtry=13,importance=TRUE)\n",
    "bag.boston\n",
    "yhat.bag = predict(bag.boston,newdata=Boston[-train,])\n",
    "plot(yhat.bag, boston.test)\n",
    "abline(0,1)\n",
    "mean((yhat.bag-boston.test)^2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "13.4306763829776"
      ],
      "text/latex": [
       "13.4306763829776"
      ],
      "text/markdown": [
       "13.4306763829776"
      ],
      "text/plain": [
       "[1] 13.43068"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bag.boston=randomForest(medv~.,data=Boston,subset=train,mtry=13,ntree=25)\n",
    "yhat.bag = predict(bag.boston,newdata=Boston[-train,])\n",
    "mean((yhat.bag-boston.test)^2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "11.4802165416298"
      ],
      "text/latex": [
       "11.4802165416298"
      ],
      "text/markdown": [
       "11.4802165416298"
      ],
      "text/plain": [
       "[1] 11.48022"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "set.seed(1)\n",
    "rf.boston=randomForest(medv~.,data=Boston,subset=train,mtry=6,importance=TRUE)\n",
    "yhat.rf = predict(rf.boston,newdata=Boston[-train,])\n",
    "mean((yhat.rf-boston.test)^2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>%IncMSE</th><th scope=col>IncNodePurity</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>crim</th><td>  12.54777</td><td>1094.65382</td></tr>\n",
       "\t<tr><th scope=row>zn</th><td> 1.375489</td><td>64.400603</td></tr>\n",
       "\t<tr><th scope=row>indus</th><td>   9.304258</td><td>1086.091033</td></tr>\n",
       "\t<tr><th scope=row>chas</th><td> 2.518766</td><td>76.368035</td></tr>\n",
       "\t<tr><th scope=row>nox</th><td>  12.83561</td><td>1008.73703</td></tr>\n",
       "\t<tr><th scope=row>rm</th><td>  31.64615</td><td>6705.02638</td></tr>\n",
       "\t<tr><th scope=row>age</th><td>  9.970243</td><td>575.137023</td></tr>\n",
       "\t<tr><th scope=row>dis</th><td>  12.77443</td><td>1351.01978</td></tr>\n",
       "\t<tr><th scope=row>rad</th><td> 3.911852</td><td>93.781996</td></tr>\n",
       "\t<tr><th scope=row>tax</th><td>  7.624043</td><td>453.194719</td></tr>\n",
       "\t<tr><th scope=row>ptratio</th><td> 12.00819</td><td>919.06760</td></tr>\n",
       "\t<tr><th scope=row>black</th><td>  7.376024</td><td>358.969348</td></tr>\n",
       "\t<tr><th scope=row>lstat</th><td>  27.6669</td><td>6927.9848</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|ll}\n",
       "  & \\%IncMSE & IncNodePurity\\\\\n",
       "\\hline\n",
       "\tcrim &   12.54777 & 1094.65382\\\\\n",
       "\tzn &  1.375489 & 64.400603\\\\\n",
       "\tindus &    9.304258 & 1086.091033\\\\\n",
       "\tchas &  2.518766 & 76.368035\\\\\n",
       "\tnox &   12.83561 & 1008.73703\\\\\n",
       "\trm &   31.64615 & 6705.02638\\\\\n",
       "\tage &   9.970243 & 575.137023\\\\\n",
       "\tdis &   12.77443 & 1351.01978\\\\\n",
       "\trad &  3.911852 & 93.781996\\\\\n",
       "\ttax &   7.624043 & 453.194719\\\\\n",
       "\tptratio &  12.00819 & 919.06760\\\\\n",
       "\tblack &   7.376024 & 358.969348\\\\\n",
       "\tlstat &   27.6669 & 6927.9848\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "1. 12.5477722998674\n",
       "2. 1.37548881949585\n",
       "3. 9.30425759004302\n",
       "4. 2.5187659128936\n",
       "5. 12.835613928408\n",
       "6. 31.6461472837894\n",
       "7. 9.97024281770433\n",
       "8. 12.7744299756005\n",
       "9. 3.91185229318063\n",
       "10. 7.62404290200567\n",
       "11. 12.0081943904663\n",
       "12. 7.37602392784267\n",
       "13. 27.6668959277564\n",
       "14. 1094.65382310731\n",
       "15. 64.4006034490854\n",
       "16. 1086.09103282262\n",
       "17. 76.3680353108675\n",
       "18. 1008.73702824882\n",
       "19. 6705.02638099023\n",
       "20. 575.137023431613\n",
       "21. 1351.01978337718\n",
       "22. 93.7819958797756\n",
       "23. 453.19471949828\n",
       "24. 919.067596955479\n",
       "25. 358.969347586063\n",
       "26. 6927.98475126901\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "          %IncMSE IncNodePurity\n",
       "crim    12.547772    1094.65382\n",
       "zn       1.375489      64.40060\n",
       "indus    9.304258    1086.09103\n",
       "chas     2.518766      76.36804\n",
       "nox     12.835614    1008.73703\n",
       "rm      31.646147    6705.02638\n",
       "age      9.970243     575.13702\n",
       "dis     12.774430    1351.01978\n",
       "rad      3.911852      93.78200\n",
       "tax      7.624043     453.19472\n",
       "ptratio 12.008194     919.06760\n",
       "black    7.376024     358.96935\n",
       "lstat   27.666896    6927.98475"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "importance(rf.boston)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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4jM75iutw5STFV4UOUdwA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d03DJAc7Z0lzJadZb0pHSFsHx37VdRZoi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\nAAEIQAACEIAABHJH4P8BqZq8z8vQ2g8AAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "varImpPlot(rf.boston)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: survival\n",
      "Loading required package: lattice\n",
      "Loading required package: splines\n",
      "Loading required package: parallel\n",
      "Loaded gbm 2.1.1\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>var</th><th scope=col>rel.inf</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>lstat</th><td>lstat           </td><td>45.9627334445455</td></tr>\n",
       "\t<tr><th scope=row>rm</th><td>rm              </td><td>31.2238186563253</td></tr>\n",
       "\t<tr><th scope=row>dis</th><td>dis             </td><td>6.80873982495326</td></tr>\n",
       "\t<tr><th scope=row>crim</th><td>crim            </td><td>4.07437840160523</td></tr>\n",
       "\t<tr><th scope=row>nox</th><td>nox             </td><td>2.56050013236409</td></tr>\n",
       "\t<tr><th scope=row>ptratio</th><td>ptratio         </td><td>2.27486517667069</td></tr>\n",
       "\t<tr><th scope=row>black</th><td>black         </td><td>1.797115892301</td></tr>\n",
       "\t<tr><th scope=row>age</th><td>age             </td><td>1.64885319275877</td></tr>\n",
       "\t<tr><th scope=row>tax</th><td>tax             </td><td>1.35950045259799</td></tr>\n",
       "\t<tr><th scope=row>indus</th><td>indus           </td><td>1.27059236860278</td></tr>\n",
       "\t<tr><th scope=row>chas</th><td>chas             </td><td>0.801432258419165</td></tr>\n",
       "\t<tr><th scope=row>rad</th><td>rad              </td><td>0.202661901913682</td></tr>\n",
       "\t<tr><th scope=row>zn</th><td>zn                </td><td>0.0148082969425347</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|ll}\n",
       "  & var & rel.inf\\\\\n",
       "\\hline\n",
       "\tlstat & lstat            & 45.9627334445455\\\\\n",
       "\trm & rm               & 31.2238186563253\\\\\n",
       "\tdis & dis              & 6.80873982495326\\\\\n",
       "\tcrim & crim             & 4.07437840160523\\\\\n",
       "\tnox & nox              & 2.56050013236409\\\\\n",
       "\tptratio & ptratio          & 2.27486517667069\\\\\n",
       "\tblack & black          & 1.797115892301\\\\\n",
       "\tage & age              & 1.64885319275877\\\\\n",
       "\ttax & tax              & 1.35950045259799\\\\\n",
       "\tindus & indus            & 1.27059236860278\\\\\n",
       "\tchas & chas              & 0.801432258419165\\\\\n",
       "\trad & rad               & 0.202661901913682\\\\\n",
       "\tzn & zn                 & 0.0148082969425347\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "            var    rel.inf\n",
       "lstat     lstat 45.9627334\n",
       "rm           rm 31.2238187\n",
       "dis         dis  6.8087398\n",
       "crim       crim  4.0743784\n",
       "nox         nox  2.5605001\n",
       "ptratio ptratio  2.2748652\n",
       "black     black  1.7971159\n",
       "age         age  1.6488532\n",
       "tax         tax  1.3595005\n",
       "indus     indus  1.2705924\n",
       "chas       chas  0.8014323\n",
       "rad         rad  0.2026619\n",
       "zn           zn  0.0148083"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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g2BAAECBAgQIECAAIHxCCiQxuPoKAQI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\n3rPCh0ifAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Boosting\n",
    "\n",
    "library(gbm)\n",
    "set.seed(1)\n",
    "boost.boston=gbm(medv~.,data=Boston[train,],distribution=\"gaussian\",n.trees=5000,interaction.depth=4)\n",
    "summary(boost.boston)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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h/Vxx23zwQIDFdAgTTcsdUzAgS+LVDv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\nBP4/F/87+NFqyIwAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "par(mfrow=c(1,2))\n",
    "plot(boost.boston,i=\"rm\")\n",
    "plot(boost.boston,i=\"lstat\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "11.8443423877565"
      ],
      "text/latex": [
       "11.8443423877565"
      ],
      "text/markdown": [
       "11.8443423877565"
      ],
      "text/plain": [
       "[1] 11.84434"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "yhat.boost=predict(boost.boston,newdata=Boston[-train,],n.trees=5000)\n",
    "mean((yhat.boost-boston.test)^2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "11.5110925914856"
      ],
      "text/latex": [
       "11.5110925914856"
      ],
      "text/markdown": [
       "11.5110925914856"
      ],
      "text/plain": [
       "[1] 11.51109"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "boost.boston=gbm(medv~.,data=Boston[train,],distribution=\"gaussian\",n.trees=5000,interaction.depth=4,shrinkage=0.2,verbose=F)\n",
    "yhat.boost=predict(boost.boston,newdata=Boston[-train,],n.trees=5000)\n",
    "mean((yhat.boost-boston.test)^2)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.3.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}