{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Higher Education R&D dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Importing the libraries that will be useful here\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy.cluster.hierarchy import dendrogram, linkage, cophenet, fcluster\n",
    "from scipy.spatial.distance import pdist\n",
    "import numpy as np\n",
    "import os\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# reading in the data (I saved it to my local file as CSV)\n",
    "ed = pd.read_csv('/Users/austinbrian/dev/blog/datasets/HERD2015_RandD_by_sector.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Institution</th>\n",
       "      <th>Environmental sciences</th>\n",
       "      <th>Life sciences</th>\n",
       "      <th>Math and computer sciences</th>\n",
       "      <th>Physical sciences</th>\n",
       "      <th>Psychology</th>\n",
       "      <th>Social sciences</th>\n",
       "      <th>Sciences, nec</th>\n",
       "      <th>Engineering</th>\n",
       "      <th>All non-S&amp;E fields</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Johns Hopkins U.</td>\n",
       "      <td>31854</td>\n",
       "      <td>867715</td>\n",
       "      <td>171205</td>\n",
       "      <td>167009</td>\n",
       "      <td>3663</td>\n",
       "      <td>11034</td>\n",
       "      <td>54640</td>\n",
       "      <td>991937</td>\n",
       "      <td>6622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>32</td>\n",
       "      <td>U. Illinois, Urbana-Champaign</td>\n",
       "      <td>7214</td>\n",
       "      <td>220029</td>\n",
       "      <td>114512</td>\n",
       "      <td>67182</td>\n",
       "      <td>17276</td>\n",
       "      <td>21340</td>\n",
       "      <td>5000</td>\n",
       "      <td>161458</td>\n",
       "      <td>25806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>24</td>\n",
       "      <td>Georgia Institute of Technology</td>\n",
       "      <td>19068</td>\n",
       "      <td>19879</td>\n",
       "      <td>113353</td>\n",
       "      <td>47279</td>\n",
       "      <td>7431</td>\n",
       "      <td>9132</td>\n",
       "      <td>7645</td>\n",
       "      <td>533329</td>\n",
       "      <td>8254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>89</td>\n",
       "      <td>Carnegie Mellon U.</td>\n",
       "      <td>348</td>\n",
       "      <td>11212</td>\n",
       "      <td>109026</td>\n",
       "      <td>14162</td>\n",
       "      <td>7757</td>\n",
       "      <td>6791</td>\n",
       "      <td>3479</td>\n",
       "      <td>89054</td>\n",
       "      <td>175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28</td>\n",
       "      <td>U. Southern California</td>\n",
       "      <td>20051</td>\n",
       "      <td>411987</td>\n",
       "      <td>93765</td>\n",
       "      <td>16924</td>\n",
       "      <td>9935</td>\n",
       "      <td>27941</td>\n",
       "      <td>327</td>\n",
       "      <td>69527</td>\n",
       "      <td>40574</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank                      Institution  Environmental sciences  \\\n",
       "0     1                 Johns Hopkins U.                   31854   \n",
       "1    32    U. Illinois, Urbana-Champaign                    7214   \n",
       "2    24  Georgia Institute of Technology                   19068   \n",
       "3    89               Carnegie Mellon U.                     348   \n",
       "4    28           U. Southern California                   20051   \n",
       "\n",
       "   Life sciences  Math and computer sciences  Physical sciences  Psychology  \\\n",
       "0         867715                      171205             167009        3663   \n",
       "1         220029                      114512              67182       17276   \n",
       "2          19879                      113353              47279        7431   \n",
       "3          11212                      109026              14162        7757   \n",
       "4         411987                       93765              16924        9935   \n",
       "\n",
       "   Social sciences  Sciences, nec  Engineering  All non-S&E fields  \n",
       "0            11034          54640       991937                6622  \n",
       "1            21340           5000       161458               25806  \n",
       "2             9132           7645       533329                8254  \n",
       "3             6791           3479        89054                 175  \n",
       "4            27941            327        69527               40574  "
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# A quick look at the top of the dataset, to make sure everything came in OK\n",
    "# I cheated a little here and went back to the CSV and eliminated commas, as it was a little easier to do that way\n",
    "ed.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Institution</th>\n",
       "      <th>Environmental sciences</th>\n",
       "      <th>Life sciences</th>\n",
       "      <th>Math and computer sciences</th>\n",
       "      <th>Physical sciences</th>\n",
       "      <th>Psychology</th>\n",
       "      <th>Social sciences</th>\n",
       "      <th>Sciences, nec</th>\n",
       "      <th>Engineering</th>\n",
       "      <th>All non-S&amp;E fields</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2</td>\n",
       "      <td>U. Michigan, Ann Arbor</td>\n",
       "      <td>14609</td>\n",
       "      <td>779922</td>\n",
       "      <td>25434</td>\n",
       "      <td>52449</td>\n",
       "      <td>21989</td>\n",
       "      <td>149805</td>\n",
       "      <td>1627</td>\n",
       "      <td>254505</td>\n",
       "      <td>68938</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Rank             Institution  Environmental sciences  Life sciences  \\\n",
       "24     2  U. Michigan, Ann Arbor                   14609         779922   \n",
       "\n",
       "    Math and computer sciences  Physical sciences  Psychology  \\\n",
       "24                       25434              52449       21989   \n",
       "\n",
       "    Social sciences  Sciences, nec  Engineering  All non-S&E fields  \n",
       "24           149805           1627       254505               68938  "
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ed[ed.Rank==2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# This function looks at the data to make sure I don't have any missing variables\n",
    "def eda(dataframe):\n",
    "    print \"Dataframe Shape\", dataframe.shape\n",
    "    print \"\"\n",
    "    table = pd.DataFrame({\"Missing\": dataframe.isnull().sum(),\n",
    "                          \"Types\": dataframe.dtypes,\n",
    "                         \"Uniques\": [dataframe[i].nunique() for i in dataframe]})\n",
    "    print table\n",
    "    print \"\"\n",
    "    print \"Describe Dataframe\"\n",
    "    print dataframe.describe(include='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataframe Shape (640, 11)\n",
      "\n",
      "                            Missing   Types  Uniques\n",
      "Rank                              0   int64      635\n",
      "Institution                       0  object      640\n",
      "Environmental sciences            0   int64      408\n",
      "Life sciences                     0   int64      591\n",
      "Math and computer sciences        0   int64      414\n",
      "Physical sciences                 0   int64      476\n",
      "Psychology                        0   int64      360\n",
      "Social sciences                   0   int64      397\n",
      "Sciences, nec                     0   int64      233\n",
      "Engineering                       0   int64      372\n",
      "All non-S&E fields                0   int64      501\n",
      "\n",
      "Describe Dataframe\n",
      "              Rank                      Institution  Environmental sciences  \\\n",
      "count   640.000000                              640              640.000000   \n",
      "unique         NaN                              640                     NaN   \n",
      "top            NaN  Louisiana State U., Baton Rouge                     NaN   \n",
      "freq           NaN                                1                     NaN   \n",
      "mean    320.492188                              NaN             5076.668750   \n",
      "std     184.885804                              NaN            16247.201522   \n",
      "min       1.000000                              NaN                0.000000   \n",
      "25%     160.750000                              NaN                0.000000   \n",
      "50%     320.500000                              NaN              198.500000   \n",
      "75%     480.250000                              NaN             1997.000000   \n",
      "max     640.000000                              NaN           169678.000000   \n",
      "\n",
      "        Life sciences  Math and computer sciences  Physical sciences  \\\n",
      "count    6.400000e+02                  640.000000         640.000000   \n",
      "unique            NaN                         NaN                NaN   \n",
      "top               NaN                         NaN                NaN   \n",
      "freq              NaN                         NaN                NaN   \n",
      "mean     6.065628e+04                 4070.756250        7361.401563   \n",
      "std      1.483988e+05                13446.323577       20277.317083   \n",
      "min      0.000000e+00                    0.000000           0.000000   \n",
      "25%      4.587500e+02                    4.000000          30.750000   \n",
      "50%      2.295000e+03                  208.500000         530.500000   \n",
      "75%      2.515100e+04                 1818.000000        4464.250000   \n",
      "max      1.075635e+06               171205.000000      169149.000000   \n",
      "\n",
      "          Psychology  Social sciences  Sciences, nec    Engineering  \\\n",
      "count     640.000000       640.000000     640.000000     640.000000   \n",
      "unique           NaN              NaN            NaN            NaN   \n",
      "top              NaN              NaN            NaN            NaN   \n",
      "freq             NaN              NaN            NaN            NaN   \n",
      "mean     1850.025000      3627.956250    1690.635937   17297.278125   \n",
      "std      4576.223637     10928.929547    7561.262366   59004.695924   \n",
      "min         0.000000         0.000000       0.000000       0.000000   \n",
      "25%         0.000000         2.000000       0.000000       0.000000   \n",
      "50%        74.500000       168.500000       0.000000     208.500000   \n",
      "75%      1208.500000      1875.250000     262.250000    9678.250000   \n",
      "max     46707.000000    149805.000000  123658.000000  991937.000000   \n",
      "\n",
      "        All non-S&E fields  \n",
      "count           640.000000  \n",
      "unique                 NaN  \n",
      "top                    NaN  \n",
      "freq                   NaN  \n",
      "mean           5662.442187  \n",
      "std           12943.654068  \n",
      "min               0.000000  \n",
      "25%             111.000000  \n",
      "50%             892.500000  \n",
      "75%            4414.750000  \n",
      "max          130711.000000  \n"
     ]
    }
   ],
   "source": [
    "# After you make a function, you have to actually run it\n",
    "eda(ed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "X_cols = ed.columns[2:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot some distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "plt.style.use('fivethirtyeight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This function plots two dimensions by one another, and colorizes the points based on the overall school R&D value rank, with higher ranks being darker greens."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def plot_ed(var_X1,var_X2,c=ed.Rank,co=\"Greens_r\"):\n",
    "    plt.figure(figsize=(8,6))\n",
    "    plt.scatter(ed[var_X1],ed[var_X2],c=c,cmap=co,alpha=.8)\n",
    "    plt.title(var_X1+' vs '+var_X2+' R&D Research $',fontsize=18)\n",
    "    plt.xlabel(var_X1,fontsize = 14)\n",
    "    plt.ylabel(var_X2,fontsize = 14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FCxc4c+YMI0eO5LPPPlPKK1euzODBg4mMjKRMmTI0atSIjRs3kpqammUchYmJCStWrFCO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\nVDWvBh4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11688b150>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ed('Social sciences','Math and computer sciences')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Opm7durz77ruZJkXPnz/f+n+j0UiBAgWoUqUKr7/+erbMKQkNDaVJkyasWbOG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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11686edd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ed('Engineering','Social sciences')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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jw4YNCA4OxtGjR/HLL7/AxsYGQ4YMwYABA4rc22JsbIw1a9Zg7dq12qtLe3t7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\nCCGEEGFIwiSEEEIIEYYkTEIIIYQQYfwLz8Vx+YuwAY0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116c48650>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ed('Environmental sciences','Engineering')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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QNk2SISGEEELYNEmGhBBCCGHTJBkSQgghhE1TWzsAW2IwGAjdvpL9Z4/yz/0Y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b0mcFHBGPbVVZDi9BI4LLGtEEKcClR1dfXxpQQXX4s0h7YNUg+tT+qgbZB6aH1SB61H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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116e01910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ed('Psychology','Life sciences')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> This one's interesting! It's a bit of a closer relationship."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x116f85c50>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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u3Lm4+uqrYbfb8eyzz+LMmTMwGo149tlnER8fj/379+OVV16BWq3G+PHjMW/e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Qvb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\nF4v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jjzxS9957r9577z0VFhbqhRde0NNPP62amhrNmjVL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8vrXNAKgDVZj7JaF64v0uOr2uC1wa7TTl9+zLJoUZpnxrx8AY6aY5iYkxHwWNBQNUZv7afV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\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+fwwzZDInGySQ4Pk8j88jmTNzZnm/7/f9vmsa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\ni+bkO6VIW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PwIwamI0P3I0u/Ey86dO/v83sFkiw8dOoTb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atexPYnt31nsoMMn8brmDXfVual2hpHY6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GdKx+p6i/dMxXv7u1qo+3vR2NcLV6jz7a7aTidC1sJ6xstNN92knTt3\navbs2Vq6dKlWrFihX/ziF5o9e7Z27dqlm2++WVu3btVjjz2mb33rWyF9Z0VFhX70ox/ppptu0mWX\nXSZJuvnmm/0Pvv/www919tlna+TIkdq6datqa2tVXV2toqIi5efna9y4cdq4caMkadOmTRo/frzS\n0tJksVhUUlIin8+nzZs3a/z48Ro7dqw2b94sr9erw4cPy+v1tnoFT6h8Pp9qa2v18gGHzIahrwxo\nqLzn2C3dfs9e7reHcPh8PlVXV/vzGU5+ml5mmGO36CsDbMqxW/yXGRpGywfTxiruuR3/3G63PB5P\nu+uqrXWdZbPor0WOqGSXsRntaT4eS+1fzh0sq4ZhyGw2t5njeBzz6EPxI1iWpdN5bpw759gbzgVr\nLc/RXudutzvu+gG6TmOOJbU6Dr9V4tT2itqg2QxlLEageNw2xSrDMPTyAYf62Szy+Hza+HmNv+iS\nbWt4vtsBZ1iHhQAAndR8jtyRfb1Ia2u+3Xwuw3Y6dGFd8TJ27Fj97//+r9asWaMPPvhAlZWVys7O\n1rRp0zR37lzl5eXpww8/1A9+8ANdc801IX3n7373O506dUpr1qzRmjVrJEm33nqrfv3rX8tisSgz\nM1N33XWX0tLSdNVVV6mgoEA+n08LFy5UcnKyrrjiCt1zzz2aP3++LBaLli5dKkm68847tXjxYnk8\nHk2ZMkWjR4+WJI0fP17z5s2T1+vVokWLwvn5rUpJSVG22apvD++tHcdqdeWw3uqTbNKvv9pP+yvd\neu9zZ5ffs5f77aEzws2PyWTS5jKXHvhytpz1Xp2q9WpGnk12q0mby5y6aaRNHk/8nPnHPbcTV/P7\npQ61S8u/nK39J9364HCNxmel6Jx+KTpU5da7pa6IZ5exGR1lMpm0oaQm6HsbSmtaZNV/tlJJjWbk\npbZ5BnY8jXld0Yci+QwdBGcymZRtC5w759gbnrXVPM+trXOzYWj7cbeGDrR0+FZ7TcVTP0D3aGsc\n3llRq6HpVpU56gPGo6IaU8hjcXt62thEn4yMxtxuLHPq55OzdMRZr13HazUpO1Vnplu1v7JOWakW\nnWkzekSu2tLT+hiA2BHuvl5HtTbOtTbfdri9KnJ49drBWr1V4gyYy7CdDk1YhRdJGjx4sH7xi1+0\n+v6kSZM0adKkkL/vxz/+sX784x+3eH316tUtXpszZ47mzJkT8FpKSoqWLVvW4rNjxozxF3KaKigo\nUEFBQcjtC8WJpAz99O1ylTs9slsNfW2QXZ+eqNOOY7WampOiX3257xcPDO268HVVp0ViCjc/Xq9X\n88f00d7KOh12erXji3sHn5Fi0g2j+0TkgEhXG5zi0Y1np+imkbYvNkr0l3gX7ED0kFSvMlLMeulf\nFeqdZNb/7j6pBz+qULbNrCcvzIl4dhmb0VFer1cz8lK1/mCw25imBmS1xS2cDjr0yNYvbv3YymXq\n8TLmRbsPhVOwQsftd0g/3VTuz+gbhxzKtpn1s8lZMnzegDw3X+d2q6GfT87SYWe9nvnklEqqbZoV\noYdCx0s/QPdoaxwelZmsP396yv/fG0prdPEQuy56uSSssbg1PXVsok92XtPc3rWxXCtm9Ne+yjqt\n2VUZcOXL67PzNDglOrfYjQc9tY8BiA3h7Ot1VFvjXGv7WD+fnKWCN8pancuwnW5f2IWXqqoqffDB\nB3K5XEFXfOPtwnoKwzD0jzKPP4Q/n5ylX/+rwv/frx9yaNWOyg5NsDujKzotEldH8lPvlZb9s6LF\nQZRVF+ZEvb3R4vP5OAieIFo9ED07V9uP1Wj7sbqAz5c7PdpZUauZWckRbUe0x2bO1EtcjZdzP7LV\nHHAm0unLudu+OiCUK0LaG/NiIV/R7EMdKVghfG1l9JizXvNG9pLPd/rgX/N13nyu/Y9DDv06hPUU\nan7Z9qM1bY3D/W2WgGfGXTLErleKInN1Xk8fm+iTndM0t2bD0N7KOq07EPjA43KnR68VO7Xw7OQe\nOX/s6X0MQPcLdV8vmFDmuO2Nc8H2sXLsFv+VvE01n8uwnW5bWIWXzZs364477pDL5Qr6vmEYPa7w\nYjKZ9G5ZraTQQ9kVOtNpgXDzYzabtamsKmj23/+8Rhf1T1N9fWTOoGq6UQFC0dZBvr8drNHOitqg\n/+6dUqduHpka0UlENMdmztRLfKFczh3KFSFerzfsAkqs5CtafYjbAHadNm/XdLxWg1LT5PEEbu+b\nHjTsyFw7VvKL+Nd8HD4/16ZUi6G73z/q/0y2zayLBqXpR28fCfod4Vydx9iESGjM7baKev3+k5NB\nP/NWqVM/bGPeGwsnX0RDKH0MALpCR27dFcocN9S5RPN9rPz0pFaPlQSbyyTqdqKzwiq8rFy5UoMH\nD9Ztt92m7OxsmUw8hM3r9Wp6TrLWH3KGFcpggQwlpOEEmfvtoTPCzc/W8uDZ33rUpfK63jojAsNF\n843KVzMHtvrZjvYxJJ62DvK9VeLUd8/qrT81uT1Io/NzGx4KZzabI5qZaIzNnKnXcwS7nLvp2Nbe\nFSEHawytPeAK6wB0a/l6c06eBtt8YfWPSBTPo9GHuA1g12kvoz6fTwdrLXqlyBlwL+k35uRq6zG3\nnvmk5XgttT7XPlhjROx2T4DUchwuqTUrK6W/Nh2u0fkDbMpPT9Kf9p7S+Kxkvd7Bq/Ma82sYBmMT\nImJwikdDB1l0sMqmfxxqmcvzc20BuWu6bU/k4nUo238A6AqGYWioXfrhiNSQbt0V6jGAUPdzGvex\n3vncpQNV9RqdkaRSp0dvBNlmBLvVdTxtJ7ry2GBYhZf9+/frwQcf1IQJE6LVnrjj8/n0tRyzVtjM\n+uxkna4c1jtoKM/PtflD2TyQlw6xyetT0GcPNA1CR4IczfvtcRA78bV3gK9xvXs8Hp2fZ9PrQbI/\nJSdVrxQ59L38pE7lJNhGJdsW/MBJqH2stf5DthNLewf5zslK0pi+SUpPsuizk3Uqc9Qr22bW2L7J\neueoT49uPd4iM53NSCTHZs6G7XmaXs4dbG7Q2hUhM/Lsmvli4AHoP36apBe+NUDZ1vqgOQmWL7vV\n0G0TMvXcPoc+OBz6mLrfoZCL5+2J9PyGW7R2HZ/Pp5l5dmXbTgTN6JvlHhW80bJQ8uacPP3HkGSV\nVAc/aNh0PTXtF5P7p+i2CZm6b8tROdwNGWd8RGc1jsPFLrNeP+TUgDSrzslK1cv7q9XfblE/m0U2\nq0nZtvCvzmua30vOtGt6rq3TYxNzWxS7zHrn81qNy0rRmL5JAbfZzbaZdXZGsv7j78c0uX+KhvRO\n0glXvb4+MFWSEvrkHrb/ALpTa/tJDftWrW+vwzkGEO44V+32acexWmWlmPW1gTat2Nb2XKatAtCZ\ntvDvtBBtXV0kCqvw0rdvX9XV1bX/wR4mo+6EfjktW7uO12rkGclBJ9ijM5NlGIaKakwtApliyQ54\nNkbjgZDHZuZo5bYTGts3STPz7Jq9rmNn60XjfnuxUs1kJyL6fD6f/7Y0DWdKO1qsd5/Pp4sGBR+Q\nJ2Wn6LF/n9B1w1I6nMNwNirBBv1gfay1/hMr2UbktHVroouH2CVJV34pXe+UOnXN2b11br9UHapy\n60cbDuuh6f21vaI2IDNWs6GPj9bplaJTGts3qcMZidTYzJn6PVfjeGc2DOWnJ2nFtko9svWE/jE7\nN+gVIesPnR5Hmz6g/MYNR3XBwOAPKA+Wr+bP2AhlTM2yWQMept5W8TxUkZzfcIvWrlPsMuu//laq\n2yZk6rCzXjsrajU2M1n/8aVeuuWdw5ra395moe/GcRltHsxuPg/YXlGrc/ul6IEv99PNGw5Larg9\n8FGXV2azOaxboTLvRFPFLrNmv/K5Hvlqf71d4tS/j9VqVGay+tksWrX9uH447gx/zj+pqNXEfim6\neliaBiWfzlzzTAWbxz58fnabmW8vl8xtcajWrDdKXSquqtdL+6s1e2gv3T05Rf9v90mN65uijBST\nvre+VA63z799vnVCpq55/bC+PSw96if3GIahtLQ0GYbR5WMr238A3aUuY6BW7nYF3U9q73hvuMcA\nLhli1yNbW5701FoBJcdukbPepxc/O6WXL8nThhJH0DsNtHaszuH2qsjh1WsHawOuYO/u+Ud33Ckk\nrMLLlVdeqWeeeUbnnnuu0tLSotKgeORyuVRe69ZnlW6ZDUN3ndtXRVVu7axomHz3t1m0eklUunQA\nACAASURBVEelTg3rpV7JZjncXuXYLcpPT1K126OiU/VBD4Tcu/mYxvRNVqrFrBc/q46Zs5nDCWo0\nd1DZiYiOYDuAjct55Bc7kxvLnC2q2O+VOnXbhEwdranX9mO1GtM3WVmpFr37eY0uGWIPerZQqPkI\ndaNiGIbWFtUE9JUcu0VFp+plNgx9ZYDNf0VDqEWbRDqjqycbkurVxv8cqL8VO7WuyKHzc20alZms\nn79foWEZSRqekawDp+r0j0OndzaLTtVry+EaXXamXat2nFS506N1xTVye3167/MajcpMlmGYNPuV\nz/XSrAHdlhHO1OuZDMPQ+kM1/oN6O47V6sphvZVjt2j9oRrNH54ccEWIySS9ftDp//fNiyevt/KA\n8ub5yk+3yuH2tDon+eGIVP8tShpPNjEbhq4c1jukf9OdB7O5RWv0Ne6cFZ2q110by5Vjt2houlVv\nljhksxpKMplb3La3eVY3ljm19Lws1dT79E6pM2A9mc1mldX4NMBukcPt9c+pdxyrVZnDrUe/2k91\nXp8OVddr+9Fardhp1qzBqSHdPpl5JxoZhiGzuSEPt4zPVMEbZf4C+F/2npLH59OtEzJVUl2vP39x\nK9NvD++tc7OSvzhhqeF7mmfqivw0bauoldkwAv7e3e8f1bPfzNXuilq91Szz7eWSuS0Mw9C+U17/\nSWg5dotqPT69vL9KD36ln7YfrdXt75QH/Jtyp0dHnPUamp6sd0oa5g6Nxy8a96UidXKPP8OHUjTj\nlKtbxla2/wC6WrHLrMvfqGyxn9R0rH3lYI1uOjs56K3zQz0G0DjGvl/m0pMX5mhnRW2L+XPjd79S\n7JTD7dUDX872z58nZtt1pMbT6u3PWjtW9/PJWSp4oyym5h/ddaeQsAovRUVFOnjwoGbNmqUhQ4Yo\nJSXwQWOGYWjVqlURbWC8uPJLafrHIYdqPVbd9s4R/47knz89pTJHvW6ZcIYWbTyqZLP07Ddz9VaJ\nUzuO1Wpqf7vOOiNZdqshh9vXYuey8SDg/dOyg/7drj6bOdwrD6K1g8pORHQ0Vtwb19nXB6Vp+UcV\neu/zGpU56v1nQP1scpZ+urHcv95/NMqu9QcbijGN2f/jnobsf22QXQWjsuTzuQP+Vjj5CHWjUl5v\n0YaSEwHvj85M1pi+yTKM3gEHJu/bcrRF0YbbNSWOppOSohqTP2sz82xael5f3bThsH626YuDewca\nzvZ49Kv9deCUW/dtOaojznrl2C3aetSlOydlatWOhgeRbih1qqbeq42f1+iNJkWa7swIZ+olttYK\n1CaTSRkploCzoxoz+ctpDc/h83g8/vnBwRpDIzOT/eN0qA8ob56ve6Zm6Xe7Wj6Y1241lG2z6rFP\nXHqrxKmZeTaNyEyWw+3VhKzUoM/Aa/5vYuFgdjRv0YqWO2dljnqVOer1lQE2bS5ztbhtb7Cs9k4y\n64V91bp+RG89//W+8ng88vk8+sRh0atFDr1fVqNvDUnT/wy0a94/PlfRqYarCxr7xx3nZuo3/zou\n6XTB8cULB7TZbuadsFqtMpvN/qu/j9Z4VVpdr/x0a9AC+HGXR4cd9RqabtXGz2tkljQiwyqfryGP\nTTNltxqaOdCuNZ9U6aMjroC5qsPtk8Pt0+P/PqHnv95XPxyZ6h+b2sslc1tIksVi0aayU3K4vVox\no7+88mljaY0mZqeo2u1VnSd4BnZW1MpmMTS5f4ouGGRvkXGr4ev0yT0tMnzI2W1jK9t/AF2lcfts\nNgxdnt9Lhx31ASfhN461/WwWldZZNcBaF/T42aVD2j4G0HyMXXugWmP6Nr3NdMsCSvNj0m8ccuhP\nn57U67PzNDil5VXiwY7VhbOv2ZW6604hYRVeSkpKNHz48Ig3Ip6V1ln0b0ueXt18XBcOTNP0ATat\n3X9KRacadiQlaUzfJE0fYFPRSXfDQegmVb9dx2v19UF2rbtsoNbur5LD7Q0azqKTbn94m+rqs5lD\nDWqw2zy8f9ilB6ZmKi859Fs6BMNORHQcqbdqbZlLfy+u0t7KOs0caNeze06pstar7wzvrWxbww5g\n4xlQOfaG4eOoyyvDMPyDbeNBlBy7RbPze+mas3qrn9WjpjEN9wBGaweWx/RN0n9+KU2G0XCW6zsH\nXRqVmRzwnKVZQ9L0syAHJn82OUs17oYDmYZhyGKxhDUIc7uR2GQYhuy5X9Lrh336v32VGp2ZrIwU\nk94sqdGOL24Zlr21oZh9brZLm8qc2nq0VuVOj94/XKM3D1XrZ5Oz9OYhh4amWzVtQKr+ecTlH3/P\n65+q1Tsr/X+vsT+UO+tlMnXPLb0aH8L31uV5Wnsg+CXAiC+GYSgjI0PHvUl6pcihvx5w+CfYQxvu\njqcTXquO1tTIbBiand9L8klbjnwxhjUbkkwmkz46Wqexmcm6dGiaTDKCFkKk0+Nd4y0mvV5vwIMW\ni07VtRhnpYazmu4Kciuxn03O0oqtx4M+Ay/Yv+muAy7Nx3RuzxcZZrNZeXl5MpvN8ng88nq9+taQ\nNKVaTJIhFZ+qU5rVrFSL9P0R6frL3ioN65Pkv61SfnqSDn9RmClzuHXD6Az/DuknlXXa70jWmTaT\n9lSbNHvdoYATl57aWalbJ2TqpxtPn8ld7mw4GD4+K1lbj9b6X3vriE+js4Lf4oZ5J47UJ+lw7yFa\n9cEp2awmDc9I1toDJ3TV8HTZraaAeeau4w23tvvO8N7KTbNo+T+dyraZ9f0R6Rpi98njMcnn8/kz\nlWO36J6pWbr7/fKA/DY90Ulq2OdrKDKePuu1vVxyK1JIDVn5pKJOz34zVyVV9TJJ+mpuquq80tM7\nT+hXX+mv//vslH9MbDQqM1l//vSUbh5/hq7+W2mLfam1l+b5C4kdbVesja1s/wF0BZPJpCG9k3Tn\npExtLK3RWRlJmj96oJ7ccUJ7K+s0uFeSquo8erfUKZPh08gzknXZX4M/euKty/P08dE6vVrs0NjM\nJF12pl2DUn3y+Uwtxtgcu0XpSRb97aBT38tPCmiT1+vVJWfate9kKwWTYqcWNrn6plGwY3X56Unt\n7mt2x1jbXXcKCavw8vjjj7f6nsPh0J49ezrdoHiyo9qi5/dVqbS6XtMGpMpsGPre+lL97zdyteWw\nUxtKavS9kenaVVGnJ/59QhOyk5VjN2vROZl6Zlelbp2YqV5Wk/55pEb3b6nQtAGpGtc3RQ9Nz9aS\nzacfACpJH5bX6JzsFK07UO1/rTvOZg4lqE0nUc2rtn/aV60r8+2dOhjITkTkfeKw6JWian10xOU/\nS/RHG8q063jDVSqvf3EAbcmULC16r1yfVdbpnql9tet4nbYfrdWjOxyamWfXkN6VOlrj0ZKpWaqq\n9er9shptOVIjq9mm/F5mDUxu/ew7s2Fo+3G3hg60+HPU9CBY01tF/eOQU3NH9dHuilq9/Xmtik+5\n9cHhhjO3Lhh4uviZY7fowCl30A3HMWe9puakqKjGpFeKHNp2rE6T+6eENAhzu5HYVOwya21Rjd4u\ncWpS/xRdOay3Dpyq068+qtDdk7O07Vit/wzSg1VuzcyzKTvVrKXnZWveP0q1s6JWvZPMOuKs19cH\n2vV/+05qYlaKHt12QkPTrfL4fBrdN7nF391ZUavvn907Khvqjty3nTP14luxy6y/FtXo7RKLxmef\n1Ln9UvX1wXYt2XxUj2w9ofunZav4VJ2G9E6Sxyv9dkZ/Pb2zUuOyknXT+Ay9U+LUnz49paM1Dc9s\nMRnSuqIavVni1KR+KZo9tJdKq9ya2C9FJsOnHRV1ASd1zMhN/eKMbleLMW7u8FT9x9+P6dKhvXTp\n0DQdqnIrzWpWtbuxANlyrD3ibPjuHLsl4BkFOXZLq/+mqw+4MKZHx45qi/5W7NDmslpN6W/oW0PS\nlJkk5acbOubyaF9lnW4Zd4YGp1v1TqlTz+w6qfHZDc9KfOaiATpY7dYZyWZtO1arCpdHv/xytn60\n4XDAwb9nPjmp+6dlq+hknW6bkOm/QkA6nb+mJy7l2C2q90o/HJuhYy6v//PvHqnVLWN7BZ0/Mu/s\n2bZXW/S3oip9cLhGk/qnaEr/VP104xEtmZqtgXaLXj8UfJ/nUFXDCXfmczI1oX+K/m9fld4vq9HU\nnBRdPCRNn1TU6YEvZ8tZ79W+ytpWx88cu0Uen6/FPl8ouezsAYamcxDEL4/Hox+fk6Fqt0+fOxpu\nozupf4qm5aTqnOy+uuO9cs0akuafD5c7vcq2mdXfZlHfVJPeKQ1eHHm1yKGcEb2UafUGFAVD1dPG\nVk7aA9Bo2ylDHx5x6d/HajU6M1nn9EvRPw46VFnr1ez8Xhqdmaxndp7U1JxUDeuTrL8eCP7oiVcO\n1qi31aS/HqjWzDybLhpk///s3Xl8lNW9P/DP88y+ZN8mmUDCKotAQAybyC4CVrBea9d7q1a0LnX7\ntWq14q29VWyrdrkqalG0amur1esOIqgsMShESJBVyL7vsy/P8/tjmMlMMkkmZJJMwuf9evl6yWw5\nM/M9Z85zvmfBwUYXHvrGghmpGqTrVTCofNuXBvdRyiwelDp0IWfOybKMVTl63Lijvkt5Mw1K1Dm8\n3Z6N2Hm7xstyDWhxyV0m3QFDuxX6UO0U0mviZeHChdi0aROmTJkSKOgzzzyDK6+8EqmpqYHHnTp1\nCjfddBMKCgoGpKCx5ohNiR9+WIkbpiXDqBZxqtWNbKMSL64048taB/JNesxM1+O771d0mb3063lp\n2HxJFvbXOXBL0AXkR0FbIPgHuP0uTNdh7VgjFpt12FbedT++wRJJoCoUikAnKtwytWeKW/o1m5Xn\nGUTX11Yl1r4TGqd/LWnBi5eYcc22qsBgRZ3Ni3aX73yiH01OCBn82HYmdt+8LBt1dm/Iqq6PzgyM\n3D07BcuytBhnREgnO/hCdcvXbaiw6LE4W4/dVTZsLbNhxWg9LsrSY2eFNbBV1K/yU7Hxy0ZcbDaE\nPaz52WWZ+LjCBgFAcUP4THtxkxPfHh+H5W92vPeHF/R8eCnA7UZiVefvxd+ePrc8EzfPSMbpNndg\n3/X78tPwSYUVXzc58MNJibh1ZzVeuTQbH5Za8bcjrdApRSzI1OG3CzLw/Q8q8OPJSdAoBVw2Jg4v\nfd2KsQmqkIHq6SkazEpT92vWX3fv6ez3becF3XDU+TvdFtQv8M98Lm504rVjvljeMCcNL3zdgkty\njbC6JfwgaEZqSZMTe2rsWDPGiHv3+DrQ28qsyI1X4umlmTjW4kKyRomrJmgDCUmDSsTibAOW/Dv8\njKoxei9umpGEPVV2rB0bh1NtbhTW2PGjyUn41/H2sO+ppNGJsQkq/KawHvfnp6He5kFJkxM/PC8e\nLx1pC/ucwRxwYZs+MIotSnz73dC+xbMlLfjXmmz87JNq3DAtGSaDEq8cbcPUVN/5cXtqbCExH69W\nYHe1HRl6JU63ubC7yh72orOs3Y3iJhe+aXWGrBAAOuKvzeUN9DUOnekXjIrzrTT4+Wd1WJih6bb/\nyH7nuavYosSV73a9ltu0LBMH6hwYbVQGZnT6r3n8ZwtV2zy4e1c9FmXrUVhjx2MHGmF1y/jozLXQ\na6uz8Z33KjAjVQPIQti/f7jRiUcXpGF6iqrLNV8kcdmfAYbOfZBFKaP6/PlRbBAEAZIMXPdRVZdY\n/seqbFySa8TPdtYgXd+CN9aMwufVDiRoRRxtdmHDnHRsOtTc5TUNKgGj41TYVNKOfTV2XJytx+W5\nuj6NTZxLbSsneBCR3xGbEt8OGn/bXm7Fq8dacc/sVNirZTxzqCVwVpwA4NEvG2Fzh7+231Hh2wa9\nqN6BJaMMePuUBW1OCeMT1YAg4DeF9bgvPw0C0GVcdsvXrXjzsmxMMXSMYaQrPVicrQ8kTILH6oLP\nRgzXfnXervG0XcSfv4q9rdCH4kyvXhMvLpcrJCMvSRKef/55LFq0KCTxci4RRREflFpxy4xkiALQ\n5PDNgj7V6sZDBQ2Yn6UDAJS3u0IORzSoBNwxMwXlbR68fqwes03asLPzqi0epOuUgRl66XoFjGoR\nl71djq1rzbhhkm5IZzP7A/X9Ujt2VNqwxKzHqqDK5+9EHWp0Dsi+fjzPIHpEUcQ7p8Nnzz8ut2L9\n+YnQKsVAjH5eY8dVE4woaeyYmRd8+NeXtXZY3HJg64TgAxgrLR7sr3dhQrwWl40x4FCjE+MS1Lh6\nYjweOrOFGYCQw823llmxZJQhkBjy74H98tE2tDgkVFndYevQ/joHDjc6oFOKmJGmwUdhMu3TUzTY\nV+sIee/+gUGbW0JhbddGOBaXxJPve3mvNPyA3IE6J/IzNNhypA3Xn5+AX3/eiFqbB0uzDZiUrMIn\nFTb8/IJU7Ci3YXWuAb/7shE3TktCg8MbGPAbl6jCgwUNqLZ6cOfMZLx6rGOwOF2vwFUT4mBWRz/p\n0t1gsP89MxZHlp7iuKzdg3i1iEyDb5Bvaooay0YZUW31wOaWUWdzY0GWHkvMBnxRZw/Zjqm8zY3n\nV2ThN4X1qLF58MQiEz4steJggxNTUzTINCix6VAT/napGWONIraWdx9Xq3P0WL+9EnfMTAlJehc3\nOnH1xHhsCzN4siRbj3iVAKNKBGQJ102Jw2idEbIs43SLekgHXHqqRx+U2cMup6feKRQKvF8avm+x\nrdSKxy824YaPOyZo+JMtj11swoMF9ai2elDW7sHEBBHVVje2l1uwYW4atnQ6W8h/Mdjs8MDikrAk\n24jxCSpcPSEen1bZUG31YHqKBq8ea+v2DMU/LTZhWqoaSzLEbr9r9jvPTUqlsts4PljvgEYhYENB\nA/JNWjy5xAQZMhSCEHbSWbret7r2zk9rA6/xUZkVWQYlLh8bj5OtLmwL01ddNkqPtaOUkKTIt+Ht\nHJdnM8AQrg+SrmdCerhSKpXYXt4SNpa3l1uxJteIn89Kxt+OtuH/vrEgN14Fk0EBQVbhUIMDeWma\nLr/v9+enhfQDtpVb8eev+hYj50rbygkeROQniiLeP20N2x432r3IMigxK903Ka7V6YVeJeJbY4w4\n3ebG4SZnYHwN8G3nNS9Th+eKW7BxQTpckowam4TiRt81XrJWxF2zUmBQiihtD78LzBsn2pE8JR5m\nrRS49vruBANeO96KQw2uLn0a/9mIPR0R4J84NxQJjkgN9plefdpqzO9cvwhVKBQ40uTCFePj8JvC\nevzPvHRsL7fidLsHxU1ObCu34o2TbXhikQm/mJ0Mg1LEP4+34aoJ8bh/b32XC03/7Dz/QHWFxYNF\n2XrcPD0J9Q4vxieo8X/ftEEhCHi/NHYG1AwqAVOSNdCrQmdp+TtRe2scA7avXyxX4uFEqVTi82pH\n2Pv21ztg90hoc3nx1NJM3L2rDnlpWtw1MxGvnbDgvybH43vnJaDK4sYHpTbMStdiQpIGT37VjIcX\npHc5gHFvtQ2XjTHijj0t+Pb4eFx/fiJ2V9khQ8aLl2ThvwvqsbfGVxb/9gp5aZqQ5F24hr/zHtgA\nsLfajh+cl4BErQImnQIvHWntcjbM+mmJeOVIW8gWJFa3jHt31+F758XjjZVp8HjCHzgWzkhcEj9c\niKKIHRW2sPd9VmXDqlwDLs0xQC0K2P7t0Xi+pAUrRukxLlGNV462Y3KyBidaXZhh12BaqhqTktUo\nbXWj1eHFLy5IxY0fV8PqlgNJljSdiJ2VvtVXq0brwh4y1x+9JVVWaVSMxRGopzg+3OjEbXlJaHfG\n4fwULQTIuDeoP+Eb2GvB/y4xYf20xLAHiv9pkQlGlYhrg2a8bg9KdB+oc+CSTCN+Xha+DGUWDw42\nepAV5rDEaqsHGXpl2BWDl+XokKuT8OMJ2jMdWw/8obk0Q8Sfe1ll2Jv+bN3RUz36uNKGK8cbkKZw\n9+k1yde3KKwJ37corPXNjJ5n0qOw1h6yqvZkiwvXTU1EtlGJFJ0CX9U70eTwJVQMKhEXpmtDtiwI\nf/inL9YzDErkxisx16TD2ARVlwtOf5/7eLMLb60xo/nU10DquMD9neNqKPqd3JZmaPUUx7uq7LB5\nJOyusgeSEv8zPx03zUiCwxP+vM5mhxdvXZaNOz+rxclW3xa5l+YYcbzFhUyDEtNS1UhQKwMTltL1\nCqwarQubdPGLNC77MsDAiR0jj0Kh6DaWC2rscEkyrpwQj4uydIhTK7Cz0oZ/n2zH9FQNso0qTEpS\nY1qqGocafIN9PW0V2tdJC6ExbMNis35EXdOzPhFRMIVCgd1V4a89Cmvt0CsF/KmoCel6BZ64OAMX\npGvxow8r8cv8NNg9Mo41u/DEogwUNzixp9oOWZax5ZIstLu8+OmOmi7XeE8uycRHpRZMS9Pgz4tN\nuGd3bciRFocandhT68SbJ9px7fmJKG5w4tPKZnxnQgIenq/B3urwkwLfL7Ph5sk634rKHvqpg53g\n6IvBPNPrrBIv5zpJknDl+DgoRQH/MT4Bf/6qGXNMWnz/vHgsytJiWqoOp9pceOZgCyanaDA6Tgmd\nQkRpW/jZ+XU2D/682IQTrS4UNzgxJkGFsnY3pqWq8U2rBydaXZBkAVdNiEe63jfgNpQDap1nbQAI\nzIIao/cdxpurk/DIvBS8etwyYPv6xXIlHk7mZmrDrwhJ1WBMvBp1dg/21zpw0/RELBtlxL5aB3Lj\nVWh2SPj9l02Yma7BlRPi0OTw4o0TbbhmamLITNbgRv+2T2rw2MUm/OCDSgAynlmWhcIaB/7vZBOW\njjLg7gtTsX57FepsEkoanZiXqQsk7/LSNNAphZBVZED4Pdzz0rR442Q7Cmrs2HlFdsjZMNdNTcRX\nDU7c/HEt8tI1eGJRBsrb3dhQUI94tQLjEtSYb9KeSbqE/oCcS0vihxNJkrAkWx/2e5mfqcOuSjtW\nj9HD7gGu/6gSv784E/trHWhxerF8lB7bK6xYNzYOOyqs+OXsVLx8pBVjEtS45vxEHKyz46IsPZaY\n9Vid67sQnDLA7U5vSZV1kzWMxRGotzgubnRixWgDBFHAkUbfeRbPFTcj06AKDNTtqrLj43IL1k9L\n7nKgeEmTE26v3O05AnU2D5o9Ype48q8qcHokbPm6FctHGXBesgYGlRDScf9NYT3+tMiEersHOypC\nt0SVZYTtt2hbK7Ft7cSzHszu79YdPdWjyckafPu9Kry03MQZqX0kSRLyM7RhV0BdmKFDm9OL81PU\n+P6keDQ7vHj9RBuKG10oanDgp9OSoBKFkAThtjIr/n6sFf9YlY3NX7cEVtV2t6q6sNYe2Fpy29ps\nXDNRh2t3+tryaqs7ZEVYm8sLizu0vewurgaz3xmuDKIoDtjfo64kScIcU/g4np+pw+JsPa5+vwJ1\nNl+ipazNjWMtLjTYw8dFYa0dbS4JP5qcCL1KgNMt42SrC/V2L7LjlFg3Nh57q+344aR4zM7QweGR\nMNYA9HbJF2lcRjrAwIkdI4/X68W8bq735ph0ON7swtvftGP1mDj84IOKwMQN/xmfD89Px9qxcbg/\nX4uXv27F6jFGvN7N9qI7Km24eYquTzHij+F18U3IykoeUdf0rE9EFMzr9WJBli5sezwzTYt4jYj/\nmBAPm0fCkWYXXjjciktz4+D0yohXiVgzxtjlvMP/muybABeuT7yv1o4LMrT4+7F2TEvV4OVLzfjB\nB5WBa7ipyRrct6ceP8tLDjkuIHhSSWcGlYB0vQr/+7XDd83XyzXYYCY4YhUTL2dBEARkGnx7VysE\nAeMS1PhrSSu8cgueXJKJZqcXb5+0YEyiGhqFgLs+rcFN05Px+IEmzM7Q4k+LTHj+cGtgoORwkxMn\nWlx455QFQMdA9csrzdh8uD4w+8l/+wVpZozRhZ8F15/ZcZE8t7tZG1a3hNNWCe+XOUMq31XjDHim\nuKVLkiZay4dZiftHkiSszDHimeKWQCyfbHXBK8u4Ylwc9tc50ObqWK5YUGNDTpwKguBbNVLS5MCu\nShtmp2vR7pIgQsBXDeEPCC1udMCkV+Ljct/Syje/ld3lLBjfvtlZuOLtCkxN0eCTCiuWjzZi+WgD\nmhwevPONJbCCJjiB6d/D3T9D8IIMLV4/0YY7Zqbg1eNWfF7jW51wz+wUfO+Dyo4LijN/8/78FLx8\nqRk7KmwobnCixSXjtF3s8uNxriyJH25kWcZCsx7pekWXOF4+yoATrS402iUkaEQ8vigTH5ZasSBT\ni4JaB6alaDHaqMLkFDUONztR75AwPVWLFK0CRXUOXDNeg0tz9Pig1Ib/t6thUPZl7i2p4nS2MBZH\nIFmWsTpHh8eLusZxgkbEuAQ1dlTY8FWDE3NNOuSbtLh2SiI+rrAF2sXdVTbEqxVdktEA0O6Suj3z\nqqTRie+Mj8fJNg/WjjHgiaLmblcaftTNSkPrmS3Pbp6sw82TI9sSVZKksx7MjsbWHT3VI5NeiUMN\nLs5IPUsLzXqkl3TtWxhUIn66owZ/W2nG/XtqcdcFqcCZyUVLsvWot3twoiX8dgjby634VX4aTrS6\nejzD7WCDr0+wu8qO90tt+NYYPSYkqtFg9+K3C9K7XLBu+boV/16WBaD3uBqMfmd3ZfCXkQaHLMtY\nPjp8H3lOpg5vfWPBq5dm4/K3y2F1y9hbY8dPpyehvN23HUhw+wsAs9N1ePd0O4rqnUjXK/CvNdl4\n7UQr7s9PC4lJfxv7zLLMiCdRRDMuObFj5PF6vbgkx4hNYWJ5abYeT5w5f+jZkhbcMzs1sCUeACgE\nAbIMvHPKgmeKW/DnxSYoBeD8VE3Y7fGWmPVnFSOyLMNisYy431rWJyIKJkkSVuUa8NSh5i7t8bLR\nBtz0cTVunpGER75o7JIEeWppJvRKAUvMBjgkGYU1vpXjLS4JVdbwqxqL6h040uTE9nIrtpdb8crR\n1sDWp+l6BdL0vpRAuMlMCkEAZN8E6KL6jj73/flpuLfTOcvcPrFnTLycBUEQsLPcgjtmpqDR7kFR\nvRPXTEnAhEQNyttdKKp34LuT4vH/PqsLHIrk8Mi4aXoSTAYlvmlzQ6cQ8J0J8TAZEB8RDQAAIABJ\nREFUlHB7ZTzV6dA6q1tCm0vCilFGfBW0XdPjBxpw2iLh/VJnl+xif2Z+Rvrc7mZt3J+f1iVD+kSR\nAh+tNXNLsBj3WaUNzyzLxL4aBz6vseOaKQmYl6lHQbUNLx5pDSwr9yf+/rLYhGaH78yWRruElbm+\n1V9TktVI1ijw92PhD0veXWXHyhwj9tU4cM2UBBxu6pqgUQgCrC4Jv8pPxph4Db6sdWCRWR/2MMjg\nQb+5Jh1OtLpw+0wdRscpUd7um9EaPFjo/8G6fWZKl5ngGXpVSPxu72GfYm5zF3sUCgX2Vp+J41oH\nPq/2xXG+SYfCWhuy9EqcaHXhwnQdGuweuL0Sso0qrFCLePJgE64cn4iPy62Yna7FgXoHpiSrkR2n\nwv8UNmB1ThoW/Kt8UDsWvSVVXOW+rY8YiyNPrk7Cq5ea8XGFLRDHF2XpcfeuWqwYbcTHFVYYVQo8\nV9KCTcUy/t+slEBH2n9exR2f1EKnFAPJaL84tYhZGd2scEzRwKgWUNLowo8n6gJxdbDRBavbG3YQ\nvKFTcscfnz1ti9Odvg4aRnPrjhytFx+ty8bfjlqwv96BqSkamPS+5D7AGalnQ5ZlyLKM51dkYW+1\nHQVBbbJ/VevBegduy0uBViHgmzbf+RZ/P9aKl1aa8c9jXWdSZxqUsLolbCuzYF+tAxdmaDEtNfwZ\nblNTNHjtTF9kR6UNu6rteOeU5UxyMvyWCTtqZUxLFyOKq4HcAqyn2N5RK+P8NGHEDUzGKlmWUVgT\nvm+xu9KOfxxrwytHW/HoRRm4eUcN5p1ZOXCgzoGrJ8YjQ98xSShdr8CYBBUMKt+qJf95R3+/1Ix/\nngh/jkxJoxNL0jRD8r45sWNkEUURe6vbw8byF7X2kEmhbS4vxiWoUGPzBA5U/vuxNlyaY0SCxrfd\neoZegdVjjHj5aGuXGFmVo2OMBGF9IqLOphgl/HN1NraWWfF5tR3XTk3AitFGFFTZcOfMZFR3s5Xj\np5U2fFxuwcYFGdhaasV8kxY6pYiSRidSk9XdrjR/51R7yOs02r14cE4qLjbrsam4BfkmXcgREf7d\nDmpsHvzjWBsuGW3E1RMT8JvC+sAEv4HePjG4rz0SRJR4ETpt7dPdbecKWZYxKl6Nn++qxekfjYZK\npQIAnGh1Q4AOXgkob3fjL4tNONXmQq3NC4vbi5/PSsHdu2tRbZUChyim6xV4aaU5MAvCP4Bxf34a\nHvy8LmS1y7RUNf61ZhRu3lEdGAz3DwK+eVk21p05gDz49kgGB/syazTcrI2etnt498yZNNwSLDap\nVCqYDb6kgy+Wk+GWgHqbG1OTjbhktBHbyixwycCxJhc+LLPiaLMLcWoBZe1uGFQi3jzZhmaHHtdO\nTYTTK+GK8XEoafI13PkmHZI0vovMlTkGuL3A+CQ1TjS7kKAWA/tMAsCjCzOgEQTsqrRhWpoGGXoF\nbpqWiP11digEARdl6QOrxILPgJmRqsGV4+Owv86ORocEpxd4rrgZa8bEdbulTvBgYaZBiS9qww/E\nfFBux02TtF0a/GhvN8J93PtHpVIh2+jtiOP8ZLjdbuS+VIY/LspAfoYOdrcXdq+MNJ0CV0+MR4pW\nRJxaxN2z03Cg3oEKiwc1Vi88sgyXV8YnFTaszjViW3n3+5oO5Cz4npIqxzs9ju3ryFHqUOB7H1QE\n4hgA6qxubLkkCzIEJGl9kx/8kzGcHhl5aRoYVQqcbHWhpMGJDL0Ca8ca8deSlsDrpusV0CtFJGuE\nsOewXJytx6EGJzyyjCdLrHBJEtaOMeBn5xtxxQf1Ycta0uTEr+em4V8n2gY96RftrTtytF5kGxXY\nXS3htWNtIQkrzkjtO4VCAUn24pqPqgKx7PV68aeDrdi6bjSqrV4caHBgX60DZqMSr6wy4/vvV8Lm\nkXGq1YVvT4gLzKQOvvg71ODEtFQN5mXq8VxxM66aEB9y7gDgi+dx8R1Jx/wMHZ47UxfGJahRY/WE\n9Cf8Pqt14o68hF7j6hsr+rW9XW96iu3Pap24bXpcxLHNvkX/KJVKjDKqQ/oWMoBni1tw1YQ46FUC\n/nm8DUoRWDpKh7x0LbaVWpCsE/GPY76t7p5YZMKRJicmJmlQY/Xgm9aOM6M+r7HjvgsSsKcq/Lla\nn1ba8LM+btnUH8HxEq4PcnGKzIkdw5RSqQy93gvqJ7+6yoxTre7Agc6jjCpsWZmFgmo7Hv2y62rX\nRxak468lLai0uPHMskzsqLChpNGJxWY9vpWrY4yEwYlSRBSs1K7AVe+Vh1zveQFMSVKixSmj3SXB\nbFSh2eHFa8fbAqtNTra4cMuMZOyqsuNQoxMSNMiNF3BprhF2j4RvjTXii1pHyKS46akaVLS7Q1as\nFNbaccO0JGyvsKHR7sXcTB0AOXBERHe7HTyzLBPxKgVePtoa9n1Fa7Ja50UBi1JG9ev1YkFEiZc7\n77wzkFzwu/3226FUdjzd7R4eh49KkoSNGzfi+PHjUKvVuO+++zBqVN++SFEUsSrNjbFrsvHbA+0o\nqLYj36TFqlwjstQSzkuQodPocKLFAbUCmJikhiwD67fXIN+kxTVT9dhVaUecWsRvCuvxWaUt0NnJ\nNCjxypEWjE1QYekoI4obnPjBpARclKXDZ5U2/LqgAUuyjfj+eR2zqOpsXrx/2hr27IveBgcjmTUa\nLNysjXEJ6pAMabDgysfZorFpVXr4WD5PDTgEYNEoPbySjOkpGvzXlARY3RKePtiCySlqrBljhEYU\nIMnAfbvrMSNNg4vMevxsRhImJmnwfEkL0nQK5Jt0UIsCKh1uJGlEmIxKvHHCgmmpGrxyqRmiAOyo\nsOFQvROzTVqoFSI+qbRjoVmPuZk6NDl9W+QEr/zKS9UgWaPArkobXjnainyTDokaBU61uTG2h5gM\n3pYM8MXvgbrwj91e7qubM1JUYbcdi0ZM9/eMAvK1Y8tSXHi9Uxy/viYb56ltsMha5MQrUWn1Yky8\nGk6vDItbwpe1TnhkoNkhIV2nhCgAkgwoRMBkUCJOJSBerehylgUwOLPgo71vO8U2QRBgEmx4Y002\nHv3Kgl2VNsxM12B+ph6ZBgVEyYqpKb6ZTRsK6pGmU+DJpZmweiTsq3XgqgnxyIlX4YbzE/HGSQvW\n5Bpxy4xkVLZ7EK8Rcf/eOqTpFPjn6my8dbIdBxudmJmmQU6cCqVtbri8MvZW2zEtVYN0vRJr3q7E\nO5eZu90iY0m2Ht8do8J3x6QMetIv2lt3yLKMRVla/GZfI2ekRoEgCLgwztmlTV6Va0SW4EGpBLi9\nvt9jnUrAwQYnfnJ+IsYlqPHi4VZcaNLhsYvT8au99V0u/vbW2PDQvDR8/7wEvHC4FWvHxuG/5+rw\nwuEWTEvRYkyCClUWNx5ekI5Nh5qQcyYJY1AJuHJ8HOrtXjQ6vF22LV2YoYHX6+0xrsrsAla8dXaT\nnCLVU2wvzNBEHNvsW/Rfd30LXxxLmJWmwdTkNPy1pAUXm41IUIsYHafC9vKO7R/rrB6syjHi8QNN\nuNCkw8/ykgMxN8ekw4OFzcg3aYd8G6Lu4iW4D3Ls2DEgdcKglIeib0Wqu9t+8qaDTpgMSmQalHio\nsB5PLc3EhER12PGBsna3b4vxNt95bp9UWGFQiUhQC8jVSWCONzxOlCIiwNe3yBCsXdrjZaMMMKoF\npCqANqcXGXoFMvQK/PfcNCgF4JqPqvCjyQldtstN1yvwyqVmHGxwwuGW8eMpCRiXoEa1xYOJyb5+\n9Yw0zZlt/n2rzueadPjvz+sCE5c+KrfisYvTA9u2d55Ub1AJuGNmCg43ufB5tR1zM7V4eEF6yNb/\nQHT6LeEWBfjPEx/O25j1mnhZs2bNYJRj0HzyySdwuVzYvHkzDh06hD/+8Y/4/e9/36fXUKlUOOrS\n48p3K0KygM+VtOBfa7KRoNfjP96twHPLM2HzyDjd6sbfj7WiqN7pyxaWtGDTskzcsL0a9+Wn4eNy\nK+weCa8dbwusgPnRhx3Btny0IexZGMFbLRXU2LtsKwL0PjgYyazRzjrP2rgs14AWV0eGNBhnisY2\nURR7jGXANxAtCAIkAPvrHZiQqMZ8sx6/3F2HdL0Cd89OAYCO24Li27+tV/DjBAH444EmAAjsM/nA\nnFQ8tt93m38l2O0zU3DdR1V4YE5qyON92faskDrhf87ds1MgCMCPJiXgWIszbExOT9Hg1aDt0Fpd\nHiweGxd2u5IpKRrcvbseXlkekMY+GmcUkC8+e4rj6UYRaoWIRI0MvVKExeXF1lI7xiWq8PzhVtw8\nIwkWt4Q2pxcWt4wtX7dirkmP7WUWzMvU4+EFGfjZzpqQvzlYbRuTKucOlUqFg+2KLnGcrm/F3bNT\ncGGGHjd+XIG7Z6fgvvw0CAB+vLWqS+f7ntmp2FZmDRyK+8qlZjz6RSN+cUEK4tUKPFBQi99dZMKY\najt2VdsxO0MX9nyB22em4O3T1m63yFg1evBmYnc2EFt3cEZq9CgUih7b5BOtdmwo8K2kCv7Nv2Vn\nTUi/YctKMz6vDp0cdH9+Wsi+1/64f3hBOu7fUx8yy2/z8izsq7UHnvfwFw1dnndffhqeONCIJRm+\nmf49xdVbp6wDvgKyp9hekiFG9DfYt4iO3vrIaqWIw80OzMvq6BPfPjN0+8f/mZ+OJ4qasCCo3+yP\nuXmZOqx+qxwPL0gPuxJxsJK+vcUL+yAjQ0+xXGm1BMYhbp+Zgm2lViwfbehyVhwA7Km2IydOhaJ6\nJ0oanTCoROyussOoEvHjCVrGSw/YpycipVIZ9nrvuZIWPLc8E06NAqJSgVONoWO0z68wY291+Anz\n752y4NUzK/b9/eoH5qTi6vcqAQDvnLYEzlK+YXs1zk/V4KFCV8jr/GpvPV68xAyrW8KLX4euaInk\nvM9o9FuiuZV0rOk18fLAAw8MRjkGTVFREebNmwcAmDZtGr7++uuzep0PToffj3drqRU3To3DC8sz\nsKfGgRStAnavFNjT1/+4L2ocyDIoUWvz4KIsHTYd8m2DoBAEfFbZcWHX0zZewVsmzTHpQrYV8cvP\n0PUYnGc7a7TzrI3TdhF//op7lw5HPcXyL2fG4WibjKPNLmiUvsMVDze6oBQ6YrOs3YN4tS++/bcF\nx3dPj/P/rdI2d5fbam0eKAQh7H37ah1hV3j5/4ZG9OJ7E3wHonaOyasmxCFFp8AnlTbkpWpxQYYW\nOkX47XdM+o6/G+3GfiT/sAw2QRDwfg9xPC/Dt4RXoxAhCMCBBgdq7R5MTFJhfKIaVpcXX9Q6kROv\nxNFmF0oaXVAIAtL1ShxsdGJMvCrsWRZs2yiaVCoVPixtDBvHZe0eyLIdhd8ZjScPtSJV133foLTd\nHdJ3+KDUgo0L0/H4/iaMigPWjU3A3iorlo/yraTZV+foto9RZ/Pglin6mExIDESihDNSo6e3vsXv\nvwz/mx/cb9hXY0dpW8egX0994oMNzi63fVJpRV6aFtNS1d0+z+aWsOOKbDjKjwKp47qNq7EGRHV7\nu550VwZP5TEgdVyPz2XfIrp6i+MjTSJanB0xGxy/dTYvTre6UWFxh9xuc0v406IM7KjwXXv9ptC3\nssvmllBYO7htLOPl3NFTP3nbt0zQbzoVaItrrB6cbnNj5WgDXug0AJeXqsWRZl97G3yeFidbEhH1\nTqVS4YPTTWHb48+rHciOU2JNjg4NNiWKgrbS/brRiWPN4XeZOthpR5c6mxfHW7qOoX1Z68CTS0x4\nvqTrVmFWt4xnipvxxso0VFr0gUnJPfW97W4J3zsvHtNT1FHpt0R7K+lYEtFWYyOJ1WqF0WgM/FsU\nRXg8npBt07pz/LhvZ/28vDx8XuMI+5jPa+zYkJ+Mi7QqPFFUicvGGjHKqArZ0xfw7as3L9N3iNEt\nM5JCtj0qqO547Z628fJvmeSVZSzI0uGZ4uaQ+9P1CuTGq1BZWQmLxdLt+1qUMir8nu8psm9ZedB7\n744oivj3MjN21Er4rNaJhRkaLMkQ4ak8huND3AmbMIHL4oMFf5e9xbJKlYwxiUCTU0KCRkRZuwcV\nFjdy41WBxr2k0YmpKb7DP/23Bcd3T4/zO1Dv7HKb/7nh7ivsZoWX/29Y3V4s1zXg38sSu8SkuuYo\n1mgU+M8LU/BcGXD7J7Voc3lxf34amhweFNU7MaXT4coAsLPShnXxTT3WpUj4P3+j0Yid5dqwj+nu\nbzGWO3SO48Ie4tiv3SVBkgQ4PDImJqrx+IFG3DErFf/5YRWmpWpQWCtgQZYe1VYP/nNyAr5u8sXT\nnho7Hp6bjFdPWGKmbeutTY5ljONQwX2L4N//YCWNTigEwGxUoajBiTW5qi4DzcGPDW4fDzY4UVbY\nAJtHxoVnVreszNHjEn0jZiiVeKZO1e3r/HCCASdPnoTb7cYqjQrrJmvgdLbAVe5GtCKwv7E8UOXq\nDeM4VF/7Ft395gfH75d1Dlw2xojXjvsG9iLpE3fuW+TEq/GLC1Kx5XD4/ag/r7HjJ2Y7bJIU8h46\nx9VJlQoLTendbAGmDtSTaOpcBqD3+sK+Rf9Fer2nUiUjTefCsRZXSF83OA731dlhUIkhtxfU2DHa\nqAocgmt1y7h3dx2+d14cNs0CWlqqB60t62u8xHLfg3Ecqi/9ZJUqOfDvkkYnrhhnxKeVtsB1m1+6\nXoELMrR46UhryAS1zuMG0Sp3rBmssjGWO/T8mXfdmaXvrzG0Yrlskeip/IzjUJH0LQpr7TAZjDAZ\nVMiNl/FpVcfjLG4Jy0cbAn3iYMFJcL9w/eLPa+wYE6/CzHQN3j3ddUxrYYYax48fx8UppsD4cE99\n78JaGzbNEqLWb1ENQV+7N9GK43Mu8WIwGGC1dnyRsixHlHQBOj50t9uNOSZt2K2J5ph0qLW6cbDR\niXyTDipBgN0jdxkgzs/Q4d3T7Vg3Lg4b9zUEbj/Z6sK1UxMCr32y1YWrJsSH3TJpVpoWo4wKXJyl\nxY5KO+6YmYIaW8cAt0mvRLPDg6yJWb3OVup21mjqBBw/fjzigDs/TcBt0+M6DvLsZWYeDb7g77K3\nWHa73TjVJqPe5kGbS4BbkmHSK+HyyoFk4tQUTWAli/82f3wvyjYEfgTCPc4v3I+F/7bvTIzvct9c\nU8dhuZ2fE68Wka4VkZmZCZMsdxuTgiBAo+w4fOze3XXIS9Pgx1MSsfGLxi51drFZj6ys5H7N/Auu\nS4IgYHGbA1vLux6qGo2/NdL1NY4BoMUBnHJ5oVOKyNQq8NPpyTjc6IuBa6cmwqRX4p7dtUjXKzAr\nXYv3TrdjXqYeJp2Ib+dqcOUYbUy0bX1pkyn2Bfct5maGj+OpKRpkGZSotLiRl6qB0ysjL00Ttm/Q\nuT3NS9UiWauARiHgnt21ADraGABYnO0I28GdnqLBhSYdzOrcaLzNsBjLI0df2+Tu+gHBv/lTUzRn\nVh/6Lv566hN314+QZeDRLxuwfJQxbHnmmnRITtahvr6+11i83KHAn4vbukxU+ta4OORoIxsA6o9I\n6gv7Fv0X6fWe2+1Gvd2LeLUY0icOjsMpyRr8o1NcT0/RYHS8MuSgW//tSUlaJCYmDtRb66Iv8cL2\neng5m34y4ItDlShgcrIGufFK3DYzOTC2kBOnhMMj4ZYZSZia4jvL8+H5qSHjBv0RyzEWy2UbyXr8\nzHdV9v81htBwj6nhXv7BFknfIj9DB6UooMbqxuk2V2DsDACMShFqEb3u0uIXrl+cb9IhQydidlr4\nnWGC+7P+8eGDjS6MS1B1c6yEPur9lqHuaw8UsfeHjCwzZszAnj17AACHDh3CuHF9HzxzuVy4NNeI\ndL0i5PZ0vQIrcww4ZZHw449qMcekxdRUDf6wv6HL4y40aVFl9eCCdC32BmU8vbKMy4Jeu9rqW5oe\n7m/98Dwj/nOcGjlaL5aYdXj8QCNeO9bmOy/mWBseP9CIFaN63mrMz7+9xr9WpOCmSdqzXibm37uU\nF3XDQ2+x/GWThDa3jKw4FZSiAFEApqao4ZURmOGUE6dEkkaEXikGbvPHd/BMKP/jkjRiyA+D/77O\nt5n0SnhlOex9q3MN8HaKseC/cXFWx9YI3cWkfx/14PdeVO+EJMthX9u3tVT04jrc3x+ovzXSRRLH\nRS0SrF7ftjJJWgUO1ttR3OjCL/fUBxItb33Tjp+cn4R7ZqdAKQDfPy8Rmw41YXWOb9shtm00kFwu\nF1bmhI/jnDgl5ph0yH+tDCaDEuMT1VhoDt9+BHe+0/UKTEpWw6ASccentbC65ZA2pqd26KoJcTCr\nQzvxRJHorU1++mtrt7/5wf0Gk16JP+xvwD9XZ+O389MwPVWDi7J03daRcK95z+5afP+8RFzUTX1Z\nnWuIeHsc/xZgD89PxcocAx6en4pta81Dvu1eMPYtoqe3OC5o8MLplUL6v53b34wwcX3F+Djc+WlN\nl9cciu+H8XJu6C2W9ZtOBf69ZowRv93XgLmZWmgUIswGJaanajA+XollZi2+PVqFWyZpsCQN+NvS\n5H6NGxARnWt6ao/nZmpxfooGpy0SSts9gbGzJI2I85LVePDzejyzLBN3zkzGyhwD7pyVjGeWZWLT\noaYurxWuXzzX5Ju4n6P19Nqf9Y8PP7MwEVeNMwxaPyFcX/vfyxKH/e+M0NLSck71qCRJwsaNG3Hi\nxAnIsowHHngAubm5Z/VahyxKfFhqxec1dswx6bAyx4AsNXC4xQa9RgdAhkYhwOkFPq6wofDM4xZk\n6fBVnQMXmfVoc3mxs8KOogYHFpn1uCxHhxytF6UORWAFyopReizI0mNnhbXHfcyDnxPN/YGZzR75\nwsXyeWqgAYBVArySjEa776wiq1vCpuIWTErS4EKTFhpRgCQDfy1pwYw0LRZk6XCkyYExCRpsLul4\nnEIANKKAZJ0CH5ZasbvKjnyTDstG6WFUCthe7ovv/AwdcuNVaHF6sGKUHgJkvHO6a1yXOhR4+5QN\nn1bbkZeqxYUmLbQKAblGEaM0kcd953pzWa4ekoxBq0sDVW/PRd3FMQAcc8mwuWVkGURoFQLeL7Xh\nndNWLDbrsDjbgK/q7TjW6kFOnAqTktR49VgbzktUxeT3wTZ5ZCu2KLG93IbdVTbkpWkxL1OHTIMC\nCsmGWqcGyVoFthxuxeg4FeZm6rCn2o7PqmxYZNZjabYen1XZ8FG57wyr+Vk6ZOoV+KzShm3ltoj6\nD0uy9Vg1Wjcocc9YHtnCt8leFLQBRQ1O7K6y4cIzv/kNdg8mJftmUE9P1Yb0A/yxKIoiyu0CjrV5\nsaeqo+/8rVw9RAF455QNOyptgXZ9d1VH3F8x1oA2D/DOKSv2Vtsx16TD6lwDJht8F6V9iUVBECCK\nYscKyEHSlzKybxE93fUtvrR44fQCzx9uweRkDVaMNqCg2o5Pq2yBvmyjw4Pzknz94XmZOqwarUeO\n1hNz308k5WF7PfyFj2UbfrTLhnkmHeZn6XGgzo4LTTrsLLchTSdiabYOo3XyoLR3sRxjsVy2c1Xi\n85GteGm5xjzAJTk7wz2mhnv5h1pwe5xv0mFpth5GtYBUBVBm86LZ7WtvlYIAnVJAUb0DqTolyts9\nWDxKDyWAvTUOfFppxbVTE3GowYlPq3zXfxebdUjWKvD+aSsKgl7fpAPM6o7f9r70Zwe73xJctmPH\njg37WDvnEi/RplaroVKF7o8uy3JgdrTX64UoihBF3+IiSZIgCAK8Xm/g/xUKX/aw82zqzhUhkoox\nEBeDbFTPDT3FMuCLXf9SdKVSCUEQAqtJFApFIK79jwUQuN3/Wv4YF0URSqUSsizD4/GExLf//4Nj\nuLu4Pn36NMaPHx9SlrOJ+3CvP5h1aagGcUai4Dj2t7MAuqxY6al9BRDT3wfb5JEvXHsMdLTJ/rgM\nPmDQH9/h+hVD1X/oDWN55Osulv38fWWPx5cA6a4fEKy7vnMk/WZRFKFQKEJ+H4DhEYt9LSP7FtET\nLo79MeT/jL1eb6DP67/G66lPEWvfT2/lGQ51hHoXHMv+PoUgCIE2OPhaLZaTy4Mtlst2rmLiZWgN\n9/LHgp76yP7+g78N9vc3/G21/7bgvkbnvnG4Mbf+GA4Tj2LVOXfGS7S5XC6UlJT0GAg9bWHgrwTd\n3Rc8qNL535E8hyhSkcSyX+dDrbqL8e5iW5IkuFyukNt6it3u7nO73d3+jb4I9/qDWZdYb6Mn0jju\nrX3l90FDqS/tcWfh+hXsP9BQ6WssRxKD3fWdI+k3S5IU8dZiwx3rdPT0p00Gwsd1rH0/sVYeGhiR\nxjJjgYhoYPW3b9FZ575xuDG3/mA/4ewx8UJEREREREREREQjRiQrY2J1VQwRjQziUBeAiIiIiIiI\niIiIiIhopOAZL0RERERERERERBTzIj3jZTgbipU4XCFEFH1MvBAREREREREREREREUUJtxojIiIi\nIiIiIiIiIiKKEiZeiIiIiIiIiIiIiIiIooSJFyIiIiIiIiIiIiIioihh4oWIiIiIiIiIiIiIiChK\nmHghIiIiIiIiIiIiIiKKEiZeiIiIiIiIiIiIiIiIooSJFyIiIiIiIiIiIiIioihh4oWIiIiIiIiI\niIiIiChKmHghIiIiIiIiIiIiIiKKEiZeiIiIiIiIiIiIiIiIooSJFyIiIiIiIiIiIiIioihh4oWI\niIiIiIiIiIiIiChKmHghIiIiIiIiIiIiIiKKEiZeiIiIiIiIiIiIiIiIooSJFyIiIiIiIiIiIiIi\noihh4oWIiIiIiIiIiIiIiChKmHghIiIiIiIiIiIiIiKKEiZeiIiIiIiIiIiIiIiIooSJFyIiIiIi\nIiIiIiIioihh4oWIiIiIiIiIiIiIiChKmHghIiIiIiIiIiIiIiKKEiZeiIiIiIiIiIiIiIiIooSJ\nFyIiIiIiIiIiIiIioihh4oWIiIiIiIiIiIiIiChKmHghIiIiIiIiIiIiIiKKEiZeiIiIiIiIiIiI\niIiIooSJFyIiIiIiIiIiIiIioihh4oWIiIiIiIiIiIiIiChKmHghIiIiIiInm912AAAgAElEQVQi\nIiIiIiKKEiZeiIiIiIiIiIiIiIiIooSJFyIiIiIiIiIiIiIioihh4oWIiIiIiIiIiIiIiChKmHgh\nIiIiIiIiIiIiIiKKEiZeiIiIiIiIiIiIiIiIooSJFyIiIiIiIiIiIiIioihh4oWIiIiIiIiIiIiI\niChKmHghIiIiIiIiIiIiIiKKEiZeiIiIiIiIiIiIiIiIooSJFyIiIiIiIiIiIiIioihh4oWIiIiI\niIiIiIiIiChKmHghIiIiIiIiIiIiIiKKEiZeiIiIiIiIiIiIiIiIooSJFyIiIiIiIiIiIiIioihh\n4oWIiIiIiIiIiIiIiChKmHghIiIiIiIiIiIiIiKKEiZeiIiIiIiIiIiIiIiIooSJFyIiIiIiIiIi\nIiIioihh4oWIiIiIiIiIiIiIiChKmHghIiIiIiIiIiIiIiKKEiZeiIiIiIiIiIiIiIiIooSJFyIi\nIiIiIiIiIiIioihh4oWIiIiIiIiIiIiIiChKmHghIiIiIiIiIiIiIiKKEiZeiIiIiIiIiIiIiIiI\noiTqiRePx4PW1tZovywREREREREREREREVHM61fixev1YvPmzfjwww8BAPv378ell16KlStX4tZb\nb4XFYolKIYmIiIiIiIiIiIiIiIaDfiVennvuOTz77LNoaWkBADz22GOIi4vDrbfeilOnTuHpp5+O\nSiGJiIiIiIiIiIiIiIiGg34lXrZu3Yr169fj6quvRllZGY4fP45rr70WP/jBD3DjjTdi586dUSom\nERERERERERERERFR7OtX4qW2thZ5eXkAgD179kAQBMybNw8AkJWVxbNeiIiIiIiIiIiIiIjonNKv\nxEtycjIaGhoAAHv37sXYsWORmpoKADh+/DhSUlL6X0IiIiIiIiIiIiIiIqJhQtmfJ8+fPx9/+ctf\nsG/fPhQUFOCWW24BALz88st47rnncPnll0elkERERERERERERERERMOB0NLSIp/tk10uF/7whz+g\nqKgIs2fPxh133AGlUokrr7wSkyZNwv333w+dThfN8hIREREREREREREREcWsfiVeuuNwOKDVaqP9\nskRERERERERERERERDGtz1uN1dTU9OnxJpOpr3+CiIiIiIiIiIiIiIhoWOrzipc5c+ZAEISIH19Q\nUNDnQhEREREREREREREREQ1HfV7xcu+99wYSL+3t7Xjqqacwe/ZsLF26FKmpqWhpacFnn32GPXv2\n4Lbbbot6gWNRY2MjUlJShroYA2akvz/qMNy+a5aXwhnpn/NIf3/kcy58z+fCe6Th8T2zjNSbc/3z\nP9ff/0gSq99lrJYLiO2ynauG+3fC8hPAzzESI+EzEvv6hHXr1mHt2rVYu3YtDh48iNWrV+OPf/wj\n1q5diwULFmDNmjV45JFHcPnll2Pnzp0DUOTY09TUNNRFGFAj/f1Rh+H2XbO8FM5I/5xH+vsjn3Ph\nez4X3iMNj++ZZaTenOuf/7n+/keSWP0uY7VcQGyX7Vw13L8Tlp8Afo6RGAmfUZ8TL8EKCgqwfPny\nsPctXLgQRUVF/Xl5IiIiIiIiIiIiIiKiYaVfiZfExEQUFxeHvW/fvn1IS0vrz8sTERERERERERER\nERENK30+4yXY5Zdfjs2bN8Nms+Giiy5CYmIimpqasH37dvz73//G7bffHq1y0hmCIEAURUiSBFmW\nh7o4RDGLdYXOBuOGKHKsLzQQGFdErAc0+BhzNJIxvoloqPQr8XLdddfBYrHg73//O15++WUAgCzL\n0Gg0WL9+Pa6++uqoFJJ8Sh0KvFdqw44KOxZn67AmR48crXeoi0UUc1hX6Gwwbogix/pCA4FxRcR6\nQIOPMUcjGeObiIZSvxIvgiDg9ttvx09+8hMcOnQIbW1tSExMxPTp06HT6aJVRoLvx2LFW5Wos/l+\nILaWWfFEkQJbLzcjV8cfDSI/1hU6G4wbosixvtBAYFwRsR7Q4GPM0UjG+CaiodavM178jEYj5s2b\nh5UrV2LOnDlMukSZIAh4t9QW+LHwq7N58X6ZDYIgDFHJiGIL6wqdDcYNUeRYX2ggMK6IWA9o8DHm\naCRjfBNRLOjzipf169dH/FhBELBp06a+/gnqRBRF7Kywh71vZ6Udt0zRw+tltp6IdYXOBuOGKHKs\nLzQQGFdErAc0+BhzNJIxvokoFvR5xYsoilAoFBH9J4pRWVBzzpMkCYuzw68iWmzWQZKkQS4RUWxi\nXaGzwbghihzrCw0ExhUR6wENPsYcjWSMbyKKBX1e8fL0008PRDmoB7IsY02OHk8UKUKWSabrFVid\no4csM0tPBLCu0Nlh3BBFjvWFBgLjioj1gAYfY45GMsY3EcWCPidewnG5XCgpKUF9fT3mzp0Lu92O\njIyMaLw0nZGj9WLbWjPeK7VhZ6Udi806rM7RI0fLHwuiYKwrdDYYN0SRY32hgcC4ImI9oMHHmKOR\njPFNREOt34mX119/HU899RTa29shCAJeeOEFbNq0CR6PB7/73e+g1WqjUU6C70fjpkla3DJFD0mS\nmKEn6gbrCp0Nxg1R5FhfaCAwrohYD2jwMeZoJGN8E9FQ6tchLO+++y4effRRrFixAo8//jhkWQYA\nrF69GocOHcKzzz4blUJSB1mW4fV6A581EYXHukJng3FDFDnWFxoIjCsi1gMafIw5GskY30Q0VPq1\n4uWll17Cd77zHdx1113wejuyxitWrEB9fT1ee+013Hrrrf0uJBERERERERERERER0XDQr8RLRUUF\n7rjjjrD3TZo0CY2Njf15eSIiIiIiIiIiIiKiEePCXXpgV2Wvj2u5xjwIpaGB0q+txpKTk3Hy5Mmw\n933zzTdITk7uz8sTERERERERERERERENK/1KvFxyySV49tln8cEHH8ButwMABEFAcXExNm/ejGXL\nlkWlkERERERERERERERERMNBv7Yau+GGG3Dy5Els2LABgiAAANavXw+n04m8vDysX78+KoUkIiIi\nIiIiIiIiIiIaDvqVeFGpVHj88cdRWFiIffv2obW1FUajEbNmzcKCBQsCyRgiIiIiIiIiIiIiIqJz\nQb8SL375+fnIz8+PxksRERERERERERERERENW31OvGzYsAHr16+H2WzGhg0benysIAh48MEHz7Zs\nREREREREREREREREw0qfEy9FRUWwWq2B/+8JtxojIiIiIiIiIiIiIqJzSZ8TLzfccAPS09MBAG+9\n9VbUC0RERERERERERERERDRciX19wu9+9zuUlZUBANatW4djx45FvVBERERERERERERERETDUZ9X\nvIiiiF27diE5ORnV1dWorKyEwWDo9vFms7lfBSQiIiIiIiIiIiIiIhou+px4WbJkCbZs2YIXX3wR\ngiDg3nvv7fHxBQUFZ104IiIiIiIiIiIiIiKi4aTPiZd7770XixcvRktLCx566CFce+21UVnVUlxc\njL/85S94+umnUV5ejl//+tcAgHHjxuEXv/gFRFHEm2++iTfeeANKpRLXXHMNFi5cCIfDgQ0bNqCp\nqQkGgwEbNmxAUlISDh06hMceewwKhQJz5szB9ddfDwB49tlnsXv3bigUCtx5552YOnVqv8tORERE\nREREREREREQEnEXiRaFQ4KKLLgIA7N+/H5dddlm/Ey8vvvgi3n//feh0OgDAE088gRtvvBEXXHAB\nHn74YXzyySeYNm0a/vGPf2DLli1wuVy4/vrrMWfOHLz++usYN24cNm7ciK1bt2Lz5s2466678Mgj\nj2Djxo0wm8244447cPToUciyjP379+P5559HbW0t7r77bmzZsqVfZQcAlUoFhUIBSZIgy3K/X4+I\nAEEQIIoi6xUNCsYbDTeMWaKhwbpHkWCcUCwSBAFGoxGCIDAuaVjjGBwRDRdif578wAMPRGW1S3Z2\nNjZu3Bj495EjRzBr1iwAwPz587Fv3z4cPnwY06dPh1qthtFoRHZ2Nk6cOIGvvvoK8+bNCzy2sLAQ\nFosFbrcb2dnZEAQBc+fORWFhIb766ivMnTsXgiDAZDLB6/Wiubm5X2UvdSjwjjUdV25txP8ecaDU\noejX6xGRr149ecTBekWDgvFGww1jlmhosO5RJBgnFIv8cXlbiZZxScMax+CIaDjp84qXgbB06VJU\nVVUF/i3LMgRBAADo9XpYLBZYrVYYjcbAY8LdrtfrYbVaYbVaYTAYQh5bWVkJtVqNhISELq+RlJQU\nUTmPHz8e8m9X0ihcsb0FdTYvAGBrmRVPFCnw72UJUDdX9PFTiG2d3/twMmHChKEuQkzp7bsc6u+6\nr/VqqMvbV/0pL2O5Q7TieLi248Mt7oMxjkP19F2Gu2+4xmx3hmssM45DxXrfIhK9lTEW6t5AfI6M\n5VB9bZM7i4U4GSixXI8Zx6F6Hbcot8VkXMZyjA1W2RjLHUZ6PziW4z0SPZWfcRyq+89K38/nnxuG\n6v1HK45jIvHSmSh2LMSx2WyIi4uDwWCAzWYLud1oNIbcHu624NdQqVRhb49U8IcuCAL+94gj0OD7\n1dm8+LRRxE2TJo6YJY/Hjx9nwzmC9PRdDvV33dd6NdTl7avhVt5YFo04Hq7tOONoZOnuuwz3PQ/X\nmO0OY3nkiOW+RSR6K2Ms1L3h8DmOBH1pkzuLhTgZKIy/4WU4jlvEcozFctlGspHcDx7uMTXcyz/Y\nuv2sdlX27/nngJEQa/3aamygTJw4EV9++SUAYM+ePcjLy8OUKVNQVFQEp9MJi8WC06dPY9y4cZgx\nYwZ2794d8lij0QilUomKigrIsoyCggLk5eVh+vTpKCgogCRJqKmpgSRJSExMPKsyiqKInRX2sPft\nrLSHJI+IKDKsVzSYGG803DBmiYYG6x5FgnFCsYhxSSMFY5mIhqOYXPFy22234be//S3cbjfGjBmD\npUuXQqFQ4Oqrr8b69eshyzJ++tOfQqPR4Morr8SDDz6I66+/HkqlEg899BAA4J577sEDDzwAr9eL\nOXPm4PzzzwcA5OXl4brrroMkSfjFL35x1mWUJAmLs3XYWmbtct9isw6SJJ31axOdq1ivaDAx3mi4\nYcwSDQ3WPYoE44RiEeOSRgrGMhENR31OvLz44otYvXo1UlNTA7dJktQlu3zq1Ck8+uijeOqppyJ6\n3aysLGzevBkAkJOTg02bNnV5zLp167Bu3bqQ27RaLR555JEuj502bVrg9YKtX78e69evj6hMPZFl\nGWty9HiiSBGy1DFdr8DqHD1k2dvDs4koHNYrGkyMNxpuGLNEQ4N1jyLBOKFYxLikkYKxTETDUZ8T\nL08++SQuuOCCQOLF6/ViwYIFeOGFFzBp0qTA46xWKw4cOBC9ksagHK0X29aa8fbJdnxW68Jisw6r\nc/TI0bLBJzpb/nr1XqkNOyvtrFc0oBhv9P/ZO/P4qOqr/3/u3FnvzUYmmWQyAxMIIBBANkF2wuKC\nKFhr7aK2arWPVq32eX5aF9o+lRaqz6NWH3etra1WsVVAsBaEsBjQVASBCIQty2TPBLLMvtzfH8Pc\nzGTuTLaZZCY579fLP5zl5jL38z3f8z3f8z0n2SDNEsTgQGOP6AmkEyIRCdWlDUsMHOmSSEooBkcQ\nRLLR640XqWZVydLAKh6Y1F6s4hvxsxUF8Pl8tMtOEDHApPbinglq3DuJo3FFxB3SG5FskGYJYnCg\nsUf0BNIJkYgEdLkmrQV5eZmkSyJpoRgcQRDJREL2eEk23G43vF4y9gQRSwRBoHFFDBikNyLZIM0S\nxOBAY4/oCaQTIhERBAEdHR3DOnGWGBpQDI4giGRB1v1HCIIgCIIgCIIgCIIgCIIgCIIgiJ5AGy8E\nQRAEQRAEQRAEQRAEQRAEQRAxgjZeCIIgCIIgCIIgCIIgCIIgCIIgYkSferzs27cPZ86cAQD4fD4w\nDIO9e/eivLxc/ExNTU1s7pBIWBiGgUwmu9jQjOrEEkMH0vbwg545MVwh7RPJAmmVSGRIn0QywDAM\nUlJSwDAM6ZQYNpB9JghiMOnTxsubb74Z9tobb7wR9hrDMH25PJEEVDpYfFxpQ7HZjiVGDa4xcTCp\nqbkZkfyQtocf9MyJ4Qppn0gWSKtEIkP6JJIBUafVaixpc5BOiWEB2WeCIAabXm+8bNq0KR73QSQR\nlQ4WKzbXoNHmn7C2V1nx7GEW268zIF9DkxiRvJC2hx/0zInhCmmfSBZIq0QiQ/okkoEwnVbbSKfE\nkIfsM0EQiUCve7zo9fpe/UcMLRiGwbZKmzh5BWi0efHPKhudciKSFtL28IOeOTFcIe0TyQJplUhk\nSJ9EMkA6JYYjpHuCIBKFXm+8RKKjowNut1v8/z/96U946qmnYnV5IkGQyWTYbbZLvre7xg6ZLGaS\nIogBhbQ9/KBnTgxXSPtEskBaJRIZ0ieRDJBOieEI6Z4giEQhZtZm8+bNuOKKK/Dss8/izTffxMsv\nvwyXyxWryycdDMOAZdkht5Pu8/mwxKiRfG+JQQOfzzfAd0QMN+I1tkjbw49oz7zIwNEzJ4YsgiCg\nyMhJvkf2jkgUGIYBwzCkVSJh6c6PCGiYIAaTWK1xhmp8gxia0DqPIIhEoU8bLzabDd988w1sNpv4\n2pQpU3DZZZfh3XffxSuvvILFixfj0UcfjdmNJhOVDhYvnnDghu0WvHDCgUoHG/e/OVCOkCAIuMbE\nQceF/pt0HIuVJg6CIMT17xOJwWA53l3HlmvEyJhdm7Q9/Ij2zCdoVaiwD3wmFC1qiXhT6WDxwnE7\nsjl50tg7GhfJT2+fYWC+/9a/mjFRq0oarRLDi+78iG/9q1lcC5INIwaLWKxxpOIbpGkikRnMdR75\nrQRBBCPv7ReOHj2K//zP/0RbWxtSU1OxYcMGzJw5E/n5+bDZbBAEATk5OTh69CgsFguysrLicd8J\ny2A08Kp0sPi40oZisx1LjBpcY+JgUsevWZhJ7cWO1QZ8XGnD7ho7lhg0WBnnv0kkDgOtt+C/23Vs\n6bjYji3S9vAj8My3VtpRbLahUKtCLifHDz6pAa+QDWjzxcEaW8TwIdiO8goGj8/ORpPNg7IWZ8La\nOxoXyY9rxEi8eMLR42fYdb4vqbPhibnZsHsE7K2xJaxWieFJV99xkYGDRs7gB5/UwOoWxLXgb+fp\n0GRzkw0jBoVQndqwxMD12I5Gim+QpolEZzDWeeS3EgTRlV5vvDz99NMwmUz40Y9+hIMHD+Lhhx/G\n+vXrsWHDBjQ0NODRRx/FlVdeidtuuw0vvfQS1q5dG4/7TkikGnjpeTkK0pXYV+fA6AJlzDPzBmOj\nB/BPYvdMUOPeSf5jmoJAk8lwYLD01l1zvHsmqGM2toK1LQgCGAbw+RjKqh3C5Gt8yNWwGJehxB6z\nFYebnAAAqzv2+orEYI0tYvjQ1Y5a3QIeKWmEnpfjyfnZWD1SDkHwQSZjL87rg2/zaFwkP5UOFtfv\nvNDjZyg131vdAn6+txHPL9bhH1dkwev1xtXvZBgGMpksYcYBkfgEfMf7Cnn8sdyO+/c0hrzfaPPi\nmMWJjeVtePbwebJhvYTGZGwI6PTbmW3Q6/mLtjT6d6KtwUjTRDKQr/EhVcHA7vFhY3kb6qweANHX\neX21OeS3EgQhRa/P1509exZ33XUX5s+fj/vvvx+XX3457rvvPrS1teG5557D6tWroVarceutt6Kk\npCQe95ywBDfw4hUM1s/X4Tvj06BiGVR1eGJecqy7YPRAlB3zO2zkAA8HBlNvA90cTxAEnLUCLxy3\nD2jJQGJwqHSwOHnBhfLzLiwy8Fg/Xwde4dfzQDRfHGxbTgwPItnROqsHfz/djgq7bMDLpEaDxkXy\n05dnGG2+31phhSAIcfU7B6NcMDE0CGhz6zmr5PtlFifGpCvIhvUSGpOxpcIuw3uNfEgZvGhEs8mk\naSIZkMlk2HrOipJau7jpEkBqnddXm0N+K0EQkeh1NMloNOLTTz9FR0cHtm7din379gEAHnvsMcyY\nMUP8XEZGBqxWacdzqBLcwOvx2dl45pAFfzjUgp3VVjx1sAXLN5lhdspjVu9xoIPRxPAmVnrrS83T\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/X6DDuyfbcabVhTqrRzKutttswy+rO/D2ilzJa0XrDUMQBNEXer3xMnPmTGzatAlLly6F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k1j586dqKiosHv3bgICAnB0dGTy5Mk8fvyYoKAgnj59yjfffKPwnpMnT8bKyoolS5ZQUFBAVFQU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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116c5dcd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's just plot them all.\n",
    "sns.pairplot(ed[X_cols])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Interesting, but not super conclusive on anything."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cluster Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I'm going to use both a DBSCAN clustering algorithm and a hierarchical algorithm to group schools. As the plots here show, there aren't a lot of clusters going on for any pairs, so I don't necessarily expect to get a whole lot.\n",
    "\n",
    "The reason for looking at a cluster analysis is that we don't necessarily have a natural classification scheme for these schools. There isn't an obvious \"target\" to identify them as a type, so we want to find similarities within the dataset we have."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# more libraries\n",
    "from sklearn.cluster import DBSCAN\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn import datasets, linear_model, metrics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DBSCAN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{-1: 387, 0: 245, 1: 4, 2: 4}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# DBSCAN\n",
    "X = ed[X_cols].values\n",
    "y = ed['Rank']\n",
    "dbscn = DBSCAN(eps = 1000, min_samples = 4).fit(X)  # played with epsilon and min samples\n",
    "labels = dbscn.labels_  \n",
    "n_clusters_ = len(set(labels)) - (1 if -1 in labels else 0)\n",
    "cluster_groups = {}\n",
    "for i in set(labels):\n",
    "    cluster_groups[i]=0\n",
    "    for j in labels:\n",
    "        if j==i:\n",
    "            cluster_groups[i]+=1\n",
    "        else:\n",
    "            pass\n",
    "cluster_groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimated number of clusters: 3\n",
      "Homogeneity: 0.114\n",
      "Completeness: 1.000\n",
      "V-measure: 0.205\n",
      "Silhouette Coefficient: -0.074\n"
     ]
    }
   ],
   "source": [
    "print('Estimated number of clusters: %d' % n_clusters_)\n",
    "print(\"Homogeneity: %0.3f\" % metrics.homogeneity_score(y, labels))  # 1 is best\n",
    "print(\"Completeness: %0.3f\" % metrics.completeness_score(y, labels)) # 1 is best\n",
    "print(\"V-measure: %0.3f\" % metrics.v_measure_score(y, labels)) # Harmonic mean\n",
    "print(\"Silhouette Coefficient: %0.3f\" # higher is better\n",
    "      % metrics.silhouette_score(X, labels))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> This is a bad score. Our data isn't really very \"dense\" so a density algorithm isn't going to give us a lot of value-add here. \n",
    "\n",
    ">Let's look at it anyway."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([u'Environmental sciences', u'Life sciences',\n",
       "       u'Math and computer sciences', u'Physical sciences', u'Psychology',\n",
       "       u'Social sciences', u'Sciences, nec', u'Engineering',\n",
       "       u'All non-S&E fields'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# This is just a quick reminder of the order of our variables\n",
    "X_cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/austinbrian/anaconda/lib/python2.7/site-packages/matplotlib/lines.py:1206: FutureWarning: comparison to `None` will result in an elementwise object comparison in the future.\n",
      "  if self._markerfacecolor != fc:\n"
     ]
    },
    {
     "data": {
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xiKFlw0l1Fiwurg73gSKiuTCIoWXD1xmBeMlTdkppKessWFxMRFQfvPWjZcMJdRZOKy62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\np1OaxK3ecwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c5b25d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "unique_labels = np.unique(labels)\n",
    "colors = plt.cm.Spectral(np.linspace(0,1, len(unique_labels)))\n",
    "\n",
    "for (label, color) in zip(unique_labels, colors):\n",
    "    class_member_mask = (labels == label)\n",
    "    n = X[class_member_mask] \n",
    "    # Psychology and Life Sciences Plot again\n",
    "    plt.plot(n[:,4],n[:,1], 'o', markerfacecolor = color, markersize = 8,alpha=.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Yikes. All of our clusters but one are right around the origin - and even the lighter pink color and darker pink color aren't distinguishing features because I put a transparency setting so that I could see when the points overlapped."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hierarchical clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# libraries\n",
    "from scipy.cluster.hierarchy import dendrogram, linkage, cophenet\n",
    "from scipy.spatial.distance import pdist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.85448874350133697"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We'll implement the actual clustering algorithm using the ward method:\n",
    "Z = linkage(X, 'ward')\n",
    "\n",
    "# We can calculate the cophenetic correlation coefficient to see how well our algorithm has measured the distances between the points:\n",
    "c, coph_dists = cophenet(Z, pdist(X))\n",
    "c"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Not bad!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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9O7xeL06fPg2v1wuLxYLs7Gxs27YNAPDVV18hJyfnUu0+ERFdoS75qFd/f/jDH7Bs2TK4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\nIWyQQCmEEELY8D+svt+IySyG5gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c5a4f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Dendrogram demonstrates hierarchy\n",
    "plt.title('Dendrogram')\n",
    "plt.xlabel('Index Numbers')\n",
    "plt.ylabel('Distance')\n",
    "dendrogram(\n",
    "    Z,\n",
    "    leaf_rotation=90.,\n",
    "    leaf_font_size=8.,)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> It looks like there is some good separation of clusters right about the 1,000,000 point, so it's a good place to set a max value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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0OaBxbZg+2X/EDuLNO4xN3JtKWVDT5jE862DeZQ0AAjIE1pHOKFVERKTddDup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\nJIgRQgghRJ30/0ylA7a2UPLGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11df3db50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# we can see that no links exist above a distance of 200 - so we will set maximum distance at 200 and use the fclusters function from scipy.cluster.hierarchy, which will return our cluster ID's.\n",
    "max_dist = 1000000\n",
    "clusters = fcluster(Z, max_dist, criterion='distance')\n",
    "clusters\n",
    "\n",
    "# Let's plot our data and assign the class labels as the color:\n",
    "plt.figure(figsize=(8,6))\n",
    "plt.scatter(X[:,4], X[:,1], c=clusters, cmap='prism')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Very cool! There's some identifiable separation here. We can plot more maps this same way, but first let's clean up this one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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bk2RICCGEEG5NkiEhhBBCuDVJhoQQQgjh1iQZEkIIIYRbk2RICCGEEG5NkiEh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\nhBARTYIhIYQQQkS0/w8ET2K8o0CGcgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e63c0d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ed('Psychology','Life sciences',c=clusters, co='prism')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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nzhyys7OJiIjg3XffLXAw+uXOnj3LihUr8l328ssvu91t9fzzzxMSEsKiRYuY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\nKtmcMc3xQERCCCGu5FYL0+bNmxk7dix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Nr7UYSoLDcSjsVNtJszOjU7dSEbuDrF6FJkZh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\nIc6iOGy0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ddb0090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ed('Environmental sciences','Life sciences',c=clusters, co='prism')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+jI6OZuPGjRme8P7t/Sorx6RnLdPS/TOr3njjDWrXrs2BAwfUu9Ls7OyoXr06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YBWrVoxbNgwevTowZAhQ9Bqtbz00kv4+Pjg4eFRaWNRnt+HRykOVnf/fdGgQYNH8p5QZWdnK+X+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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11d426b90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ed('Math and computer sciences','Physical sciences',c=clusters, co='prism')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Matching schools back to clusters\n",
    "These seem like useful clusters, but it would be more useful if we could show which institutions were in which cluster."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "for i in clusters:\n",
    "    clust_zip = zip(ed.Institution, clusters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Johns Hopkins U.', 6),\n",
       " ('U. Illinois, Urbana-Champaign', 4),\n",
       " ('Georgia Institute of Technology', 4),\n",
       " ('Carnegie Mellon U.', 2),\n",
       " ('U. Southern California', 3),\n",
       " ('Massachusetts Institute of Technology', 4),\n",
       " ('U. Texas, Austin', 2),\n",
       " ('Pennsylvania State U., University Park and Hershey Medical Center', 4),\n",
       " ('U. Maryland, College Park', 2),\n",
       " ('U. California, San Diego', 5),\n",
       " ('Brown U.', 2),\n",
       " ('U. Utah', 3),\n",
       " ('North Carolina State U.', 4),\n",
       " ('U. Minnesota, Twin Cities', 5),\n",
       " ('Indiana U., Bloomington', 3),\n",
       " ('U. Wisconsin-Madison', 5),\n",
       " ('U. Chicago', 3),\n",
       " ('Ohio State U.', 5),\n",
       " ('Stanford U.', 5),\n",
       " ('U. California, Los Angeles', 5),\n",
       " ('Virginia Polytechnic Institute and State U.', 4),\n",
       " ('Purdue U., West Lafayette', 4),\n",
       " ('Columbia U. in the City of New York', 5),\n",
       " ('Rutgers, State U. New Jersey, New Brunswick', 3),\n",
       " ('U. Michigan, Ann Arbor', 5),\n",
       " ('U. North Carolina, Chapel Hill', 5),\n",
       " ('U. Alabama, Huntsville', 1),\n",
       " ('U. Washington, Seattle', 5),\n",
       " ('New York U.', 3),\n",
       " ('U. Central Florida', 2),\n",
       " ('U. Tennessee, Knoxville', 2),\n",
       " ('Cornell U.', 5),\n",
       " ('U. Hawaii, Manoa', 2),\n",
       " ('U. Massachusetts, Amherst', 2),\n",
       " ('Texas A&M U., College Station and Health Science Center', 4),\n",
       " ('Michigan State U.', 4),\n",
       " ('Arizona State U.', 2),\n",
       " ('Princeton U.', 2),\n",
       " ('Iowa State U.', 2),\n",
       " ('SUNY, Stony Brook U.', 2),\n",
       " ('Duke U.', 5),\n",
       " ('U. Texas M. D. Anderson Cancer Center', 5),\n",
       " ('U. California, Irvine', 2),\n",
       " ('U. Pennsylvania', 5),\n",
       " ('Rice U.', 2),\n",
       " ('Harvard U.', 5),\n",
       " ('U. California, Berkeley', 4),\n",
       " ('George Mason U.', 1),\n",
       " ('U. Illinois, Chicago', 3),\n",
       " ('U. Alabama, Tuscaloosa', 1),\n",
       " ('SUNY, U. Buffalo', 3),\n",
       " ('Florida International U.', 2),\n",
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       " ('Rensselaer Polytechnic Institute', 2),\n",
       " ('U. Notre Dame', 2),\n",
       " ('U. California, Santa Barbara', 2),\n",
       " ('U. California, Davis', 5),\n",
       " ('Yale U.', 5),\n",
       " ('Mississippi State U.', 2),\n",
       " ('Northeastern U.', 1),\n",
       " ('Florida State U.', 2),\n",
       " ('U. Arizona', 4),\n",
       " ('U. Georgia', 3),\n",
       " ('New Jersey Institute of Technology', 2),\n",
       " ('California Institute of Technology', 2),\n",
       " ('U. Louisiana, Lafayette', 1),\n",
       " ('U. Colorado Boulder', 2),\n",
       " ('U. Florida', 5),\n",
       " ('U. Pittsburgh, Pittsburgh', 5),\n",
       " ('Oregon State U.', 2),\n",
       " ('Rockefeller U.', 3),\n",
       " ('U. Texas, Dallas', 1),\n",
       " ('U. Maryland, Baltimore County', 1),\n",
       " ('U. South Florida, Tampa', 3),\n",
       " ('Boston U.', 3),\n",
       " ('Clemson U.', 2),\n",
       " ('U. Virginia, Charlottesville', 3),\n",
       " ('Naval Postgraduate School', 1),\n",
       " ('U. Houston', 2),\n",
       " ('George Washington U.', 2),\n",
       " ('SUNY, U. Albany', 2),\n",
       " ('Air Force Institute of Technology', 1),\n",
       " ('Texas Tech U.', 2),\n",
       " ('SUNY, Binghamton U.', 1),\n",
       " ('U. Texas, El Paso', 1),\n",
       " ('Colorado State U., Fort Collins', 2),\n",
       " ('U. Delaware', 2),\n",
       " ('San Diego State U.', 1),\n",
       " ('Washington State U.', 2),\n",
       " ('Drexel U.', 2),\n",
       " ('U. Texas, Arlington', 1),\n",
       " ('Worcester Polytechnic Institute', 1),\n",
       " ('Kansas State U.', 2),\n",
       " ('U. North Texas, Denton', 1),\n",
       " ('U. North Carolina, Charlotte', 1),\n",
       " ('Tufts U.', 2),\n",
       " ('U. New Mexico', 2),\n",
       " ('Dartmouth C.', 2),\n",
       " ('U. California, Riverside', 2),\n",
       " ('Louisiana State U., Baton Rouge', 2),\n",
       " ('U. Connecticut', 2),\n",
       " ('DePaul U.', 1),\n",
       " ('Wright State U.', 1),\n",
       " ('Temple U.', 2),\n",
       " ('Syracuse U.', 1),\n",
       " ('U. Oregon', 1),\n",
       " ('North Dakota State U.', 2),\n",
       " ('Washington U., Saint Louis', 5),\n",
       " ('U. Missouri, Columbia', 2),\n",
       " ('U. Texas, San Antonio', 1),\n",
       " ('Oklahoma State U., Stillwater', 2),\n",
       " ('Rochester Institute of Technology', 1),\n",
       " ('U. Massachusetts, Lowell', 1),\n",
       " ('Wayne State U.', 2),\n",
       " ('U. California, Santa Cruz', 2),\n",
       " ('U.S. Air Force Academy', 1),\n",
       " ('Louisiana Tech U.', 1),\n",
       " ('U. South Carolina, Columbia', 2),\n",
       " ('Michigan Technological U.', 1),\n",
       " ('U. Kansas', 2),\n",
       " ('Indiana U.-Purdue U., Indianapolis', 1),\n",
       " ('U. Tulsa', 1),\n",
       " ('U. Rochester', 3),\n",
       " ('U. Memphis', 1),\n",
       " ('U. Kentucky', 3),\n",
       " ('Brandeis U.', 1),\n",
       " ('Georgia State U.', 1),\n",
       " ('Boise State U.', 1),\n",
       " ('Illinois Institute of Technology', 1),\n",
       " ('U. Massachusetts, Boston', 1),\n",
       " ('Utah State U.', 2),\n",
       " ('U. Idaho', 2),\n",
       " ('North Carolina Agricultural and Technical State U.', 1),\n",
       " ('Brigham Young U., Provo', 1),\n",
       " ('U. Iowa', 3),\n",
       " ('U. Nebraska, Omaha', 1),\n",
       " ('Toyota Technological Institute, Chicago', 1),\n",
       " ('Georgetown U.', 2),\n",
       " ('U. Dayton', 2),\n",
       " ('Kent State U.', 1),\n",
       " ('U. Miami', 3),\n",
       " ('Stevens Institute of Technology', 1),\n",
       " ('Texas State U.', 1),\n",
       " ('California State U., San Bernardino', 1),\n",
       " ('Northwestern U.', 5),\n",
       " ('Portland State U.', 1),\n",
       " ('Emory U.', 5),\n",
       " ('C. of William and Mary and Virginia Institute of Marine Science', 1),\n",
       " ('CUNY, City C.', 1),\n",
       " ('Missouri U. of Science and Technology', 1),\n",
       " ('New Mexico State U.', 2),\n",
       " ('Tulane U.', 2),\n",
       " ('Old Dominion U.', 1),\n",
       " ('Jackson State U.', 1),\n",
       " ('U. Oklahoma, Norman and Health Science Center', 2),\n",
       " ('Southern Methodist U.', 1),\n",
       " ('U. Nevada, Reno', 1),\n",
       " ('U. Alaska, Fairbanks', 1),\n",
       " ('San Francisco State U.', 1),\n",
       " ('U. Wisconsin-Milwaukee', 1),\n",
       " ('Virginia Commonwealth U.', 2),\n",
       " ('U. Cincinnati', 3),\n",
       " ('U. New Hampshire', 1),\n",
       " ('U. Missouri, Kansas City', 1),\n",
       " ('U. Wyoming', 1),\n",
       " ('U.S. Naval Academy', 1),\n",
       " ('Texas A&M U.-Corpus Christi', 1),\n",
       " ('U. North Carolina, general administration', 1),\n",
       " ('West Virginia U.', 2),\n",
       " ('U. Arkansas, Little Rock', 1),\n",
       " ('Harvey Mudd C.', 1),\n",
       " ('U. California, Office of the President', 1),\n",
       " ('U. Colorado Colorado Springs', 1),\n",
       " ('Lehigh U.', 1),\n",
       " ('U.S. Military Academy', 1),\n",
       " ('U. New Orleans', 1),\n",
       " ('American U.', 1),\n",
       " ('Delaware State U.', 1),\n",
       " ('Montana State U., Bozeman', 1),\n",
       " ('Baylor U.', 1),\n",
       " ('Villanova U.', 1),\n",
       " ('Bryn Mawr C.', 1),\n",
       " ('U. Massachusetts, Dartmouth', 1),\n",
       " ('U. Vermont', 2),\n",
       " ('Vanderbilt U.', 5),\n",
       " ('Alabama A&M U.', 1),\n",
       " ('Northern Arizona U.', 1),\n",
       " ('CUNY, Queens C.', 1),\n",
       " ('Florida Institute of Technology', 1),\n",
       " ('U. South Alabama', 1),\n",
       " ('U. Nevada, Las Vegas', 1),\n",
       " ('Gallaudet U.', 1),\n",
       " ('Bowie State U.', 1),\n",
       " ('Marquette U.', 1),\n",
       " ('U. Tennessee, Chattanooga', 1),\n",
       " ('California Polytechnic State U., San Luis Obispo', 1),\n",
       " ('U. Alabama, Birmingham', 5),\n",
       " ('Boston C.', 1),\n",
       " ('SUNY, Polytechnic Institute', 4),\n",
       " ('Tennessee Technological U.', 1),\n",
       " ('Tuskegee U.', 1),\n",
       " ('Desert Research Institute', 1),\n",
       " ('Clarkson U.', 1),\n",
       " ('Ball State U.', 1),\n",
       " ('Florida Atlantic U.', 1),\n",
       " ('Case Western Reserve U.', 3),\n",
       " ('Creighton U.', 1),\n",
       " ('Rutgers, State U. New Jersey, Newark', 1),\n",
       " ('U. Maine', 1),\n",
       " ('Howard U.', 1),\n",
       " ('U. Puerto Rico, Mayaguez', 1),\n",
       " ('California State U., Northridge', 1),\n",
       " ('Dakota State U.', 1),\n",
       " ('Elizabeth City State U.', 1),\n",
       " ('U. California, Merced', 1),\n",
       " ('Southern Illinois U., Carbondale', 1),\n",
       " ('Illinois State U.', 1),\n",
       " ('Norfolk State U.', 1),\n",
       " ('CUNY, system office', 1),\n",
       " ('Smith C.', 1),\n",
       " ('Western Washington U.', 1),\n",
       " ('U. Puerto Rico, Rio Piedras', 1),\n",
       " ('Williams C.', 1),\n",
       " ('South Dakota State U.', 1),\n",
       " ('Texas Southern U.', 1),\n",
       " ('Western Michigan U. and Homer Stryker M.D. School of Medicine', 1),\n",
       " ('Morgan State U.', 1),\n",
       " ('U. Montana, Missoula', 1),\n",
       " ('U. Akron', 1),\n",
       " ('Hampton U.', 1),\n",
       " ('Florida A&M U.', 1),\n",
       " ('U. Colorado Denver and Anschutz Medical Campus', 3),\n",
       " ('Miami U.', 1),\n",
       " ('California State U., Bakersfield', 1),\n",
       " ('U. South Dakota', 1),\n",
       " ('U. Texas, Brownsville', 1),\n",
       " ('Sam Houston State U.', 1),\n",
       " ('C. Charleston', 1),\n",
       " ('CUNY, Hunter C.', 1),\n",
       " ('U. Texas Pan American', 1),\n",
       " ('Oakland U.', 1),\n",
       " ('Stephen F. Austin State U.', 1),\n",
       " ('Loyola U., Chicago', 1),\n",
       " ('Willamette U.', 1),\n",
       " ('Northern Illinois U.', 1),\n",
       " ('Wellesley C.', 1),\n",
       " ('U. Louisville', 2),\n",
       " ('Fordham U.', 1),\n",
       " ('Towson U.', 1),\n",
       " ('U. Central Arkansas', 1),\n",
       " ('U. Mississippi', 2),\n",
       " ('U. Minnesota, Duluth', 1),\n",
       " ('Calvin C.', 1),\n",
       " ('California State U., San Marcos', 1),\n",
       " ('U. Houston-Downtown', 1),\n",
       " ('Tennessee State U.', 1),\n",
       " ('Pennsylvania State U., Harrisburg', 1),\n",
       " ('Pace U.', 1),\n",
       " ('U. Rhode Island', 1),\n",
       " ('Columbia U., Teachers C.', 1),\n",
       " ('California State U., Monterey Bay', 1),\n",
       " ('U. Southern Mississippi', 1),\n",
       " ('U. Denver', 1),\n",
       " ('Trinity C., Hartford', 1),\n",
       " ('Colorado School of Mines', 1),\n",
       " ('U. Metropolitana', 1),\n",
       " ('Idaho State U.', 1),\n",
       " ('U. Southern Maine', 1),\n",
       " ('U. Northern Colorado', 1),\n",
       " ('CUNY, John Jay C. of Criminal Justice', 1),\n",
       " ('Montclair State U.', 1),\n",
       " ('Prairie View A&M U.', 1),\n",
       " ('Pomona C.', 1),\n",
       " ('Carleton C.', 1),\n",
       " ('Duquesne U.', 1),\n",
       " ('California State U., Fresno', 1),\n",
       " ('Vassar C.', 1),\n",
       " ('Xavier U. Louisiana', 1),\n",
       " ('St. Olaf C.', 1),\n",
       " ('Cleveland State U.', 1),\n",
       " ('U. Arkansas, Pine Bluff', 1),\n",
       " ('Marist C.', 1),\n",
       " ('San Jose State U.', 1),\n",
       " ('CUNY, Brooklyn C.', 1),\n",
       " ('California State U., Sacramento', 1),\n",
       " ('U. North Carolina, Wilmington', 1),\n",
       " ('Fayetteville State U.', 1),\n",
       " ('New School', 1),\n",
       " ('Fairfield U.', 1),\n",
       " ('Mount Holyoke C.', 1),\n",
       " ('Alcorn State U.', 1),\n",
       " ('Wesleyan U.', 1),\n",
       " ('Auburn U., Auburn', 2),\n",
       " ('Lewis and Clark C.', 1),\n",
       " ('Rutgers, State U. New Jersey, Camden', 1),\n",
       " ('U. North Carolina, Greensboro', 1),\n",
       " ('Arkansas State U., Jonesboro', 1),\n",
       " ('Saint Louis U.', 1),\n",
       " ('U. North Florida', 1),\n",
       " ('Central Connecticut State U.', 1),\n",
       " ('Central Michigan U.', 1),\n",
       " ('CUNY, C. Staten Island', 1),\n",
       " ('Trinity U.', 1),\n",
       " ('Wake Forest U.', 2),\n",
       " ('Embry-Riddle Aeronautical U.', 1),\n",
       " ('Southern Illinois U., Edwardsville', 1),\n",
       " ('U. Washington, Bothell', 1),\n",
       " ('Southern U. and A&M C., Baton Rouge', 1),\n",
       " ('Amherst C.', 1),\n",
       " ('California State U., Channel Islands', 1),\n",
       " ('U. North Dakota', 1),\n",
       " ('Lafayette C.', 1),\n",
       " ('Purdue U., Calumet', 1),\n",
       " ('Loyola Marymount U.', 1),\n",
       " ('Clark Atlanta U.', 1),\n",
       " ('Spelman C.', 1),\n",
       " ('CUNY, Graduate Center', 1),\n",
       " ('Kean U.', 1),\n",
       " ('Southern Connecticut State U.', 1),\n",
       " ('Texas A&M International U.', 1),\n",
       " ('New Mexico Institute of Mining and Technology', 1),\n",
       " ('James Madison U.', 1),\n",
       " ('Virginia State U.', 1),\n",
       " ('U. Missouri, Saint Louis', 1),\n",
       " ('Salisbury U.', 1),\n",
       " ('Colgate U.', 1),\n",
       " ('Ohio U.', 1),\n",
       " ('West Chester U. Pennsylvania', 1),\n",
       " ('U. Houston-Clear Lake', 1),\n",
       " ('Texas A&M U.-Commerce', 1),\n",
       " ('Appalachian State U.', 1),\n",
       " ('U. Washington, Tacoma', 1),\n",
       " ('Pennsylvania State U., Behrend', 1),\n",
       " ('Georgia Southern U.', 1),\n",
       " ('U. Hawaii, Hilo', 1),\n",
       " ('East Tennessee State U.', 1),\n",
       " ('CUNY, Lehman C.', 1),\n",
       " ('Lamar U.', 1),\n",
       " ('Reed C.', 1),\n",
       " ('U. Wisconsin-Stevens Point', 1),\n",
       " ('New York Institute of Technology', 1),\n",
       " ('Bowdoin C.', 1),\n",
       " ('Barnard C.', 1),\n",
       " ('Claremont Graduate U.', 1),\n",
       " ('Macalester C.', 1),\n",
       " ('Bowling Green State U.', 1),\n",
       " ('Seattle U.', 1),\n",
       " ('Oberlin C.', 1),\n",
       " ('U. Arkansas, Fayetteville', 2),\n",
       " ('U. Central Oklahoma', 1),\n",
       " ('West Virginia State U.', 1),\n",
       " ('Kennesaw State U.', 1),\n",
       " ('Elon U.', 1),\n",
       " ('U. South Carolina, Aiken', 1),\n",
       " ('Wichita State U.', 1),\n",
       " ('Azusa Pacific U.', 1),\n",
       " ('Bates C.', 1),\n",
       " ('SUNY, C. of Environmental Science and Forestry', 1),\n",
       " ('West Texas A&M U.', 1),\n",
       " ('Benedict C.', 1),\n",
       " ('Morehouse C.', 1),\n",
       " ('U. Detroit Mercy', 1),\n",
       " ('Middle Tennessee State U.', 1),\n",
       " ('Valparaiso U.', 1),\n",
       " ('Grinnell C.', 1),\n",
       " ('Swarthmore C.', 1),\n",
       " ('Winthrop U.', 1),\n",
       " ('Grand Valley State U.', 1),\n",
       " ('C. of Saint Benedict', 1),\n",
       " ('California State U., Dominguez Hills', 1),\n",
       " ('Texas Christian U.', 1),\n",
       " ('C. Wooster', 1),\n",
       " ('U. West Florida', 1),\n",
       " ('Bradley U.', 1),\n",
       " ('Rowan U.', 1),\n",
       " ('Norwich U.', 1),\n",
       " ('U. Hartford', 1),\n",
       " ('La Salle U.', 1),\n",
       " ('U. del Turabo', 1),\n",
       " ('Siena C.', 1),\n",
       " ('Lincoln U., Jefferson City', 1),\n",
       " (\"Saint John's U., Collegeville\", 1),\n",
       " ('Bucknell U.', 1),\n",
       " ('Shaw U.', 1),\n",
       " ('Sonoma State U.', 1),\n",
       " ('Indiana U.-Purdue U., Fort Wayne', 1),\n",
       " ('U. Wisconsin-La Crosse', 1),\n",
       " ('U. San Francisco', 1),\n",
       " ('CUNY, Baruch C.', 1),\n",
       " ('U. Wisconsin-Oshkosh', 1),\n",
       " ('Kettering U.', 1),\n",
       " ('California State U., Long Beach', 1),\n",
       " ('Middlebury C.', 1),\n",
       " ('U. South Carolina, Beaufort', 1),\n",
       " ('Davidson C.', 1),\n",
       " ('Minnesota State U., Mankato', 1),\n",
       " ('Wiley C.', 1),\n",
       " ('East Central U.', 1),\n",
       " ('U. Baltimore', 1),\n",
       " ('Ithaca C.', 1),\n",
       " ('South Dakota School of Mines and Technology', 1),\n",
       " ('Western Kentucky U.', 1),\n",
       " ('South Carolina State U.', 1),\n",
       " ('Lawrence Technological U.', 1),\n",
       " ('Eastern Michigan U.', 1),\n",
       " ('Union C., Schenectady', 1),\n",
       " (\"Saint Michael's C.\", 1),\n",
       " ('U. Nebraska, Kearney', 1),\n",
       " ('U. Alaska, Anchorage', 1),\n",
       " ('Colorado C.', 1),\n",
       " ('U. West Georgia', 1),\n",
       " ('Florida Gulf Coast U.', 1),\n",
       " ('St. Cloud State U.', 1),\n",
       " ('U. Toledo', 1),\n",
       " ('Fort Valley State U.', 1),\n",
       " (\"St. John's U., Manhattan\", 1),\n",
       " ('Haverford C.', 1),\n",
       " ('U. Wisconsin-Green Bay', 1),\n",
       " ('Fisk U.', 1),\n",
       " ('U. of the Pacific', 1),\n",
       " ('U. Minnesota, Morris', 1),\n",
       " ('Missouri State U.', 1),\n",
       " ('Pepperdine U.', 1),\n",
       " ('CUNY, Medgar Evers C.', 1),\n",
       " ('Quinnipiac U.', 1),\n",
       " ('Hamilton C.', 1),\n",
       " ('East Carolina U.', 1),\n",
       " ('Hofstra U.', 1),\n",
       " ('U. Texas, Tyler', 1),\n",
       " ('Furman U.', 1),\n",
       " ('Colby C.', 1),\n",
       " ('SUNY, Geneseo', 1),\n",
       " ('Gonzaga U.', 1),\n",
       " ('U. Wisconsin-Platteville', 1),\n",
       " ('Hope C.', 1),\n",
       " ('California State U., Chico', 1),\n",
       " ('Claflin U.', 1),\n",
       " ('CUNY, York C.', 1),\n",
       " ('Suffolk U.', 1),\n",
       " ('Kentucky State U.', 1),\n",
       " ('California State U., Fullerton', 1),\n",
       " ('Skidmore C.', 1),\n",
       " ('Western Illinois U.', 1),\n",
       " ('Murray State U.', 1),\n",
       " ('Northern Kentucky U.', 1),\n",
       " ('McNeese State U.', 1),\n",
       " ('U. San Diego', 1),\n",
       " ('Savannah State U.', 1),\n",
       " ('Rider U.', 1),\n",
       " ('California State Polytechnic U., Pomona', 1),\n",
       " ('Indiana U., South Bend', 1),\n",
       " ('U. Richmond', 1),\n",
       " ('Eastern Connecticut State U.', 1),\n",
       " ('U. of the District of Columbia', 1),\n",
       " ('Marshall U.', 1),\n",
       " ('U. Northern Iowa', 1),\n",
       " ('Niagara U.', 1),\n",
       " ('Nova Southeastern U.', 1),\n",
       " ('Rhode Island School of Design', 1),\n",
       " ('U. of Mary Washington', 1),\n",
       " ('Chapman U.', 1),\n",
       " ('U. Michigan, Dearborn', 1),\n",
       " ('Roger Williams U.', 1),\n",
       " ('Hawaii Pacific U.', 1),\n",
       " ('Jacksonville State U.', 1),\n",
       " (\"Texas Woman's U.\", 1),\n",
       " ('Purdue U., North Central', 1),\n",
       " ('Central State U.', 1),\n",
       " ('Albany C. of Pharmacy and Health Sciences', 1),\n",
       " ('Franklin and Marshall C.', 1),\n",
       " ('Pacific U.', 1),\n",
       " ('Washington and Lee U.', 1),\n",
       " ('Saginaw Valley State U.', 1),\n",
       " ('Western Carolina U.', 1),\n",
       " ('Dickinson C.', 1),\n",
       " (\"Saint Joseph's U.\", 1),\n",
       " ('Coastal Carolina U.', 1),\n",
       " ('Wheaton C., Wheaton', 1),\n",
       " ('U. North Carolina, Asheville', 1),\n",
       " ('Youngstown State U.', 1),\n",
       " ('SUNY, C. Brockport', 1),\n",
       " ('Sewanee: U. of the South', 1),\n",
       " ('Santa Clara U.', 1),\n",
       " ('Lake Superior State U.', 1),\n",
       " ('U. California, San Francisco', 5),\n",
       " ('Baylor C. of Medicine', 5),\n",
       " ('Icahn School of Medicine at Mt. Sinai', 5),\n",
       " ('U. Texas Southwestern Medical Center', 5),\n",
       " ('U. Maryland, Baltimore', 3),\n",
       " ('Scripps Research Institute', 3),\n",
       " ('Uniformed Services U. of the Health Sciences', 3),\n",
       " ('Oregon Health and Science U.', 3),\n",
       " ('Yeshiva U.', 3),\n",
       " ('U. Massachusetts, Medical School', 3),\n",
       " ('Medical U. South Carolina', 3),\n",
       " ('U. Texas Health Science Center, Houston', 3),\n",
       " ('Woods Hole Oceanographic Institution', 2),\n",
       " ('Medical C. Wisconsin', 2),\n",
       " ('U. Texas Medical Branch', 2),\n",
       " ('U. Texas Health Science Center, San Antonio', 2),\n",
       " ('U. Nebraska, Medical Center', 2),\n",
       " ('U. Arkansas for Medical Sciences', 2),\n",
       " ('Thomas Jefferson U.', 2),\n",
       " ('Cold Spring Harbor Laboratory', 2),\n",
       " ('Rush U.', 2),\n",
       " ('Georgia Regents U.\\t\\t\\t\\t\\t\\t\\t\\t\\t', 2),\n",
       " ('U. Tennessee, Knoxville, Institute of Agriculture', 1),\n",
       " ('U. Tennessee, Health Science Center', 2),\n",
       " ('U. Maryland, Center for Environmental Science', 1),\n",
       " ('Louisiana State U., Health Sciences Center \\xe2\\x80\\x93 New Orleans', 1),\n",
       " ('U. North Texas, Health Science Center', 1),\n",
       " ('U. Puerto Rico, Medical Sciences Campus', 1),\n",
       " ('Eastern Virginia Medical School', 1),\n",
       " ('Van Andel Institute', 1),\n",
       " ('Texas Tech U., Health Sciences Center', 1),\n",
       " ('Morehouse School of Medicine', 1),\n",
       " ('Mercer U.', 1),\n",
       " ('SUNY, Upstate Medical U.', 1),\n",
       " ('SUNY, Downstate Medical Center', 1),\n",
       " ('Loma Linda U.', 1),\n",
       " ('Catholic U. of America', 1),\n",
       " ('Louisiana State U., Health Sciences Center - Shreveport', 1),\n",
       " ('Texas A&M U.-Kingsville', 1),\n",
       " ('U. of the Virgin Islands', 1),\n",
       " ('Texas Tech U., Health Sciences Center, El Paso', 1),\n",
       " ('Albany Medical C.', 1),\n",
       " ('New York Medical C.', 1),\n",
       " ('Northeast Ohio Medical U.', 1),\n",
       " ('Rosalind Franklin U. of Medicine and Science', 1),\n",
       " ('Charles R. Drew U. of Medicine and Science', 1),\n",
       " ('Meharry Medical C.', 1),\n",
       " ('North Carolina Central U.', 1),\n",
       " ('U. Texas Health Science Center, Tyler', 1),\n",
       " ('Montana Tech of U. Montana', 1),\n",
       " ('Humboldt State U.', 1),\n",
       " ('Rhode Island C.', 1),\n",
       " ('Tarleton State U.', 1),\n",
       " ('U. Maryland, Eastern Shore', 1),\n",
       " (\"St. Edward's U.\", 1),\n",
       " ('Dillard U.', 1),\n",
       " ('Midwestern U.', 1),\n",
       " ('Langston U.', 1),\n",
       " ('Ponce Health Sciences U.', 1),\n",
       " ('U. New England', 1),\n",
       " ('U. South Florida, Saint Petersburg', 1),\n",
       " ('Seton Hall U.', 1),\n",
       " ('Clark U.', 1),\n",
       " ('U. Central del Caribe', 1),\n",
       " ('U. Guam', 1),\n",
       " ('National Defense U.', 1),\n",
       " ('Alfred U.', 1),\n",
       " ('U. Massachusetts, central office', 1),\n",
       " ('California State U., Los Angeles', 1),\n",
       " ('Western U. of Health Sciences', 1),\n",
       " ('Southern U. and A&M C., Agricultural Research and Extension Center', 1),\n",
       " ('A. T. Still U.', 1),\n",
       " ('Milwaukee School of Engineering', 1),\n",
       " ('U. Oklahoma, Tulsa', 1),\n",
       " ('U. of the Sciences Philadelphia', 1),\n",
       " ('MGH Institute of Health Professions', 1),\n",
       " ('SUNY, C. of Optometry', 1),\n",
       " ('Roseman U. of Health Sciences', 1),\n",
       " ('Mills C.', 1),\n",
       " ('Touro U., Vallejo', 1),\n",
       " ('Memorial Sloan Kettering Cancer Center, Louis V. Gerstner Jr. Graduate S. of Biomedical Sciences',\n",
       "  1),\n",
       " ('Fuller Theological Seminary', 1),\n",
       " ('Eastern Washington U.', 1),\n",
       " ('Plymouth State U.', 1),\n",
       " ('Tougaloo C.', 1),\n",
       " ('Southeastern Louisiana U.', 1),\n",
       " ('Naval War C.', 1),\n",
       " ('Central Washington U.', 1),\n",
       " ('Philadelphia C. of Osteopathic Medicine', 1),\n",
       " ('Northwest Indian C.', 1),\n",
       " ('Black Hills State U.', 1),\n",
       " ('Erikson Institute', 1),\n",
       " ('SUNY, Buffalo State', 1),\n",
       " ('National U.', 1),\n",
       " ('Alabama State U.', 1),\n",
       " ('Edward Via C. of Osteopathic Medicine', 1),\n",
       " ('Pittsburg State U.', 1),\n",
       " ('Sul Ross State U.', 1),\n",
       " ('Commonwealth Medical C.', 1),\n",
       " ('Franklin W. Olin C. of Engineering', 1),\n",
       " ('Austin Peay State U.', 1),\n",
       " ('U. Illinois, Springfield', 1),\n",
       " ('Oregon Institute of Technology', 1),\n",
       " ('Mercyhurst U.', 1),\n",
       " ('Connecticut C.', 1),\n",
       " ('Grambling State U.', 1),\n",
       " ('Morehead State U.', 1),\n",
       " ('U. New Haven', 1),\n",
       " ('U. Texas, Permian Basin', 1),\n",
       " ('Keck Graduate Institute', 1),\n",
       " ('Wheeling Jesuit U.', 1),\n",
       " ('Palmer C. of Chiropractic, Davenport', 1),\n",
       " ('Eastern Kentucky U.', 1),\n",
       " ('U. Louisiana, Monroe', 1),\n",
       " ('Oklahoma State U., Center for Health Sciences', 1),\n",
       " ('U. South Florida, Sarasota-Manatee', 1),\n",
       " ('Nicholls State U.', 1),\n",
       " ('U. Alaska, Southeast', 1),\n",
       " ('Occidental C.', 1),\n",
       " ('California Maritime Academy', 1),\n",
       " ('Indiana State U.', 1),\n",
       " ('U. Puerto Rico, Cayey', 1),\n",
       " ('Maine Maritime Academy', 1),\n",
       " ('Marshall B. Ketchum U.', 1),\n",
       " ('Stockton U.', 1),\n",
       " ('U. Tampa', 1),\n",
       " ('Bastyr U.', 1),\n",
       " ('Albany State U.', 1),\n",
       " ('American Samoa Community C.', 1),\n",
       " ('Providence C.', 1),\n",
       " ('Emerson C.', 1),\n",
       " ('Salus U.', 1),\n",
       " ('Alaska Pacific U.', 1),\n",
       " ('Christopher Newport U.', 1),\n",
       " ('Augsburg C.', 1),\n",
       " ('Salish Kootenai C.', 1),\n",
       " ('U. del Este', 1),\n",
       " ('La Sierra U.', 1),\n",
       " ('SUNY, C. Plattsburgh', 1),\n",
       " ('Heidelberg U.', 1),\n",
       " ('SUNY, Farmingdale State C.', 1),\n",
       " ('Seattle Pacific U.', 1),\n",
       " ('California State U., Stanislaus', 1),\n",
       " ('New England C. of Optometry', 1),\n",
       " ('U. Western States', 1),\n",
       " ('U. Houston system administration', 1),\n",
       " ('Keene State C.', 1),\n",
       " ('Hobart and William Smith Colleges', 1),\n",
       " ('U. of the Incarnate Word', 1),\n",
       " ('U. Puerto Rico, Humacao', 1),\n",
       " ('Augustana C., Sioux Falls', 1),\n",
       " ('Barry U.', 1),\n",
       " ('CUNY, Advanced Science Research Center', 1),\n",
       " ('U. Redlands', 1),\n",
       " ('Doane C.', 1),\n",
       " ('Florida Polytechnic U.', 1)]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clust_zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clust_zip[0][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1: ['U. Alabama, Huntsville',\n",
       "  'George Mason U.',\n",
       "  'U. Alabama, Tuscaloosa',\n",
       "  'Northeastern U.',\n",
       "  'U. Louisiana, Lafayette',\n",
       "  'U. Texas, Dallas',\n",
       "  'U. Maryland, Baltimore County',\n",
       "  'Naval Postgraduate School',\n",
       "  'Air Force Institute of Technology',\n",
       "  'SUNY, Binghamton U.',\n",
       "  'U. Texas, El Paso',\n",
       "  'San Diego State U.',\n",
       "  'U. Texas, Arlington',\n",
       "  'Worcester Polytechnic Institute',\n",
       "  'U. North Texas, Denton',\n",
       "  'U. North Carolina, Charlotte',\n",
       "  'DePaul U.',\n",
       "  'Wright State U.',\n",
       "  'Syracuse U.',\n",
       "  'U. Oregon',\n",
       "  'U. Texas, San Antonio',\n",
       "  'Rochester Institute of Technology',\n",
       "  'U. Massachusetts, Lowell',\n",
       "  'U.S. Air Force Academy',\n",
       "  'Louisiana Tech U.',\n",
       "  'Michigan Technological U.',\n",
       "  'Indiana U.-Purdue U., Indianapolis',\n",
       "  'U. Tulsa',\n",
       "  'U. Memphis',\n",
       "  'Brandeis U.',\n",
       "  'Georgia State U.',\n",
       "  'Boise State U.',\n",
       "  'Illinois Institute of Technology',\n",
       "  'U. Massachusetts, Boston',\n",
       "  'North Carolina Agricultural and Technical State U.',\n",
       "  'Brigham Young U., Provo',\n",
       "  'U. Nebraska, Omaha',\n",
       "  'Toyota Technological Institute, Chicago',\n",
       "  'Kent State U.',\n",
       "  'Stevens Institute of Technology',\n",
       "  'Texas State U.',\n",
       "  'California State U., San Bernardino',\n",
       "  'Portland State U.',\n",
       "  'C. of William and Mary and Virginia Institute of Marine Science',\n",
       "  'CUNY, City C.',\n",
       "  'Missouri U. of Science and Technology',\n",
       "  'Old Dominion U.',\n",
       "  'Jackson State U.',\n",
       "  'Southern Methodist U.',\n",
       "  'U. Nevada, Reno',\n",
       "  'U. Alaska, Fairbanks',\n",
       "  'San Francisco State U.',\n",
       "  'U. Wisconsin-Milwaukee',\n",
       "  'U. New Hampshire',\n",
       "  'U. Missouri, Kansas City',\n",
       "  'U. Wyoming',\n",
       "  'U.S. Naval Academy',\n",
       "  'Texas A&M U.-Corpus Christi',\n",
       "  'U. North Carolina, general administration',\n",
       "  'U. Arkansas, Little Rock',\n",
       "  'Harvey Mudd C.',\n",
       "  'U. California, Office of the President',\n",
       "  'U. Colorado Colorado Springs',\n",
       "  'Lehigh U.',\n",
       "  'U.S. Military Academy',\n",
       "  'U. New Orleans',\n",
       "  'American U.',\n",
       "  'Delaware State U.',\n",
       "  'Montana State U., Bozeman',\n",
       "  'Baylor U.',\n",
       "  'Villanova U.',\n",
       "  'Bryn Mawr C.',\n",
       "  'U. Massachusetts, Dartmouth',\n",
       "  'Alabama A&M U.',\n",
       "  'Northern Arizona U.',\n",
       "  'CUNY, Queens C.',\n",
       "  'Florida Institute of Technology',\n",
       "  'U. South Alabama',\n",
       "  'U. Nevada, Las Vegas',\n",
       "  'Gallaudet U.',\n",
       "  'Bowie State U.',\n",
       "  'Marquette U.',\n",
       "  'U. Tennessee, Chattanooga',\n",
       "  'California Polytechnic State U., San Luis Obispo',\n",
       "  'Boston C.',\n",
       "  'Tennessee Technological U.',\n",
       "  'Tuskegee U.',\n",
       "  'Desert Research Institute',\n",
       "  'Clarkson U.',\n",
       "  'Ball State U.',\n",
       "  'Florida Atlantic U.',\n",
       "  'Creighton U.',\n",
       "  'Rutgers, State U. New Jersey, Newark',\n",
       "  'U. Maine',\n",
       "  'Howard U.',\n",
       "  'U. Puerto Rico, Mayaguez',\n",
       "  'California State U., Northridge',\n",
       "  'Dakota State U.',\n",
       "  'Elizabeth City State U.',\n",
       "  'U. California, Merced',\n",
       "  'Southern Illinois U., Carbondale',\n",
       "  'Illinois State U.',\n",
       "  'Norfolk State U.',\n",
       "  'CUNY, system office',\n",
       "  'Smith C.',\n",
       "  'Western Washington U.',\n",
       "  'U. Puerto Rico, Rio Piedras',\n",
       "  'Williams C.',\n",
       "  'South Dakota State U.',\n",
       "  'Texas Southern U.',\n",
       "  'Western Michigan U. and Homer Stryker M.D. School of Medicine',\n",
       "  'Morgan State U.',\n",
       "  'U. Montana, Missoula',\n",
       "  'U. Akron',\n",
       "  'Hampton U.',\n",
       "  'Florida A&M U.',\n",
       "  'Miami U.',\n",
       "  'California State U., Bakersfield',\n",
       "  'U. South Dakota',\n",
       "  'U. Texas, Brownsville',\n",
       "  'Sam Houston State U.',\n",
       "  'C. Charleston',\n",
       "  'CUNY, Hunter C.',\n",
       "  'U. Texas Pan American',\n",
       "  'Oakland U.',\n",
       "  'Stephen F. Austin State U.',\n",
       "  'Loyola U., Chicago',\n",
       "  'Willamette U.',\n",
       "  'Northern Illinois U.',\n",
       "  'Wellesley C.',\n",
       "  'Fordham U.',\n",
       "  'Towson U.',\n",
       "  'U. Central Arkansas',\n",
       "  'U. Minnesota, Duluth',\n",
       "  'Calvin C.',\n",
       "  'California State U., San Marcos',\n",
       "  'U. Houston-Downtown',\n",
       "  'Tennessee State U.',\n",
       "  'Pennsylvania State U., Harrisburg',\n",
       "  'Pace U.',\n",
       "  'U. Rhode Island',\n",
       "  'Columbia U., Teachers C.',\n",
       "  'California State U., Monterey Bay',\n",
       "  'U. Southern Mississippi',\n",
       "  'U. Denver',\n",
       "  'Trinity C., Hartford',\n",
       "  'Colorado School of Mines',\n",
       "  'U. Metropolitana',\n",
       "  'Idaho State U.',\n",
       "  'U. Southern Maine',\n",
       "  'U. Northern Colorado',\n",
       "  'CUNY, John Jay C. of Criminal Justice',\n",
       "  'Montclair State U.',\n",
       "  'Prairie View A&M U.',\n",
       "  'Pomona C.',\n",
       "  'Carleton C.',\n",
       "  'Duquesne U.',\n",
       "  'California State U., Fresno',\n",
       "  'Vassar C.',\n",
       "  'Xavier U. Louisiana',\n",
       "  'St. Olaf C.',\n",
       "  'Cleveland State U.',\n",
       "  'U. Arkansas, Pine Bluff',\n",
       "  'Marist C.',\n",
       "  'San Jose State U.',\n",
       "  'CUNY, Brooklyn C.',\n",
       "  'California State U., Sacramento',\n",
       "  'U. North Carolina, Wilmington',\n",
       "  'Fayetteville State U.',\n",
       "  'New School',\n",
       "  'Fairfield U.',\n",
       "  'Mount Holyoke C.',\n",
       "  'Alcorn State U.',\n",
       "  'Wesleyan U.',\n",
       "  'Lewis and Clark C.',\n",
       "  'Rutgers, State U. New Jersey, Camden',\n",
       "  'U. North Carolina, Greensboro',\n",
       "  'Arkansas State U., Jonesboro',\n",
       "  'Saint Louis U.',\n",
       "  'U. North Florida',\n",
       "  'Central Connecticut State U.',\n",
       "  'Central Michigan U.',\n",
       "  'CUNY, C. Staten Island',\n",
       "  'Trinity U.',\n",
       "  'Embry-Riddle Aeronautical U.',\n",
       "  'Southern Illinois U., Edwardsville',\n",
       "  'U. Washington, Bothell',\n",
       "  'Southern U. and A&M C., Baton Rouge',\n",
       "  'Amherst C.',\n",
       "  'California State U., Channel Islands',\n",
       "  'U. North Dakota',\n",
       "  'Lafayette C.',\n",
       "  'Purdue U., Calumet',\n",
       "  'Loyola Marymount U.',\n",
       "  'Clark Atlanta U.',\n",
       "  'Spelman C.',\n",
       "  'CUNY, Graduate Center',\n",
       "  'Kean U.',\n",
       "  'Southern Connecticut State U.',\n",
       "  'Texas A&M International U.',\n",
       "  'New Mexico Institute of Mining and Technology',\n",
       "  'James Madison U.',\n",
       "  'Virginia State U.',\n",
       "  'U. Missouri, Saint Louis',\n",
       "  'Salisbury U.',\n",
       "  'Colgate U.',\n",
       "  'Ohio U.',\n",
       "  'West Chester U. Pennsylvania',\n",
       "  'U. Houston-Clear Lake',\n",
       "  'Texas A&M U.-Commerce',\n",
       "  'Appalachian State U.',\n",
       "  'U. Washington, Tacoma',\n",
       "  'Pennsylvania State U., Behrend',\n",
       "  'Georgia Southern U.',\n",
       "  'U. Hawaii, Hilo',\n",
       "  'East Tennessee State U.',\n",
       "  'CUNY, Lehman C.',\n",
       "  'Lamar U.',\n",
       "  'Reed C.',\n",
       "  'U. Wisconsin-Stevens Point',\n",
       "  'New York Institute of Technology',\n",
       "  'Bowdoin C.',\n",
       "  'Barnard C.',\n",
       "  'Claremont Graduate U.',\n",
       "  'Macalester C.',\n",
       "  'Bowling Green State U.',\n",
       "  'Seattle U.',\n",
       "  'Oberlin C.',\n",
       "  'U. Central Oklahoma',\n",
       "  'West Virginia State U.',\n",
       "  'Kennesaw State U.',\n",
       "  'Elon U.',\n",
       "  'U. South Carolina, Aiken',\n",
       "  'Wichita State U.',\n",
       "  'Azusa Pacific U.',\n",
       "  'Bates C.',\n",
       "  'SUNY, C. of Environmental Science and Forestry',\n",
       "  'West Texas A&M U.',\n",
       "  'Benedict C.',\n",
       "  'Morehouse C.',\n",
       "  'U. Detroit Mercy',\n",
       "  'Middle Tennessee State U.',\n",
       "  'Valparaiso U.',\n",
       "  'Grinnell C.',\n",
       "  'Swarthmore C.',\n",
       "  'Winthrop U.',\n",
       "  'Grand Valley State U.',\n",
       "  'C. of Saint Benedict',\n",
       "  'California State U., Dominguez Hills',\n",
       "  'Texas Christian U.',\n",
       "  'C. Wooster',\n",
       "  'U. West Florida',\n",
       "  'Bradley U.',\n",
       "  'Rowan U.',\n",
       "  'Norwich U.',\n",
       "  'U. Hartford',\n",
       "  'La Salle U.',\n",
       "  'U. del Turabo',\n",
       "  'Siena C.',\n",
       "  'Lincoln U., Jefferson City',\n",
       "  \"Saint John's U., Collegeville\",\n",
       "  'Bucknell U.',\n",
       "  'Shaw U.',\n",
       "  'Sonoma State U.',\n",
       "  'Indiana U.-Purdue U., Fort Wayne',\n",
       "  'U. Wisconsin-La Crosse',\n",
       "  'U. San Francisco',\n",
       "  'CUNY, Baruch C.',\n",
       "  'U. Wisconsin-Oshkosh',\n",
       "  'Kettering U.',\n",
       "  'California State U., Long Beach',\n",
       "  'Middlebury C.',\n",
       "  'U. South Carolina, Beaufort',\n",
       "  'Davidson C.',\n",
       "  'Minnesota State U., Mankato',\n",
       "  'Wiley C.',\n",
       "  'East Central U.',\n",
       "  'U. Baltimore',\n",
       "  'Ithaca C.',\n",
       "  'South Dakota School of Mines and Technology',\n",
       "  'Western Kentucky U.',\n",
       "  'South Carolina State U.',\n",
       "  'Lawrence Technological U.',\n",
       "  'Eastern Michigan U.',\n",
       "  'Union C., Schenectady',\n",
       "  \"Saint Michael's C.\",\n",
       "  'U. Nebraska, Kearney',\n",
       "  'U. Alaska, Anchorage',\n",
       "  'Colorado C.',\n",
       "  'U. West Georgia',\n",
       "  'Florida Gulf Coast U.',\n",
       "  'St. Cloud State U.',\n",
       "  'U. Toledo',\n",
       "  'Fort Valley State U.',\n",
       "  \"St. John's U., Manhattan\",\n",
       "  'Haverford C.',\n",
       "  'U. Wisconsin-Green Bay',\n",
       "  'Fisk U.',\n",
       "  'U. of the Pacific',\n",
       "  'U. Minnesota, Morris',\n",
       "  'Missouri State U.',\n",
       "  'Pepperdine U.',\n",
       "  'CUNY, Medgar Evers C.',\n",
       "  'Quinnipiac U.',\n",
       "  'Hamilton C.',\n",
       "  'East Carolina U.',\n",
       "  'Hofstra U.',\n",
       "  'U. Texas, Tyler',\n",
       "  'Furman U.',\n",
       "  'Colby C.',\n",
       "  'SUNY, Geneseo',\n",
       "  'Gonzaga U.',\n",
       "  'U. Wisconsin-Platteville',\n",
       "  'Hope C.',\n",
       "  'California State U., Chico',\n",
       "  'Claflin U.',\n",
       "  'CUNY, York C.',\n",
       "  'Suffolk U.',\n",
       "  'Kentucky State U.',\n",
       "  'California State U., Fullerton',\n",
       "  'Skidmore C.',\n",
       "  'Western Illinois U.',\n",
       "  'Murray State U.',\n",
       "  'Northern Kentucky U.',\n",
       "  'McNeese State U.',\n",
       "  'U. San Diego',\n",
       "  'Savannah State U.',\n",
       "  'Rider U.',\n",
       "  'California State Polytechnic U., Pomona',\n",
       "  'Indiana U., South Bend',\n",
       "  'U. Richmond',\n",
       "  'Eastern Connecticut State U.',\n",
       "  'U. of the District of Columbia',\n",
       "  'Marshall U.',\n",
       "  'U. Northern Iowa',\n",
       "  'Niagara U.',\n",
       "  'Nova Southeastern U.',\n",
       "  'Rhode Island School of Design',\n",
       "  'U. of Mary Washington',\n",
       "  'Chapman U.',\n",
       "  'U. Michigan, Dearborn',\n",
       "  'Roger Williams U.',\n",
       "  'Hawaii Pacific U.',\n",
       "  'Jacksonville State U.',\n",
       "  \"Texas Woman's U.\",\n",
       "  'Purdue U., North Central',\n",
       "  'Central State U.',\n",
       "  'Albany C. of Pharmacy and Health Sciences',\n",
       "  'Franklin and Marshall C.',\n",
       "  'Pacific U.',\n",
       "  'Washington and Lee U.',\n",
       "  'Saginaw Valley State U.',\n",
       "  'Western Carolina U.',\n",
       "  'Dickinson C.',\n",
       "  \"Saint Joseph's U.\",\n",
       "  'Coastal Carolina U.',\n",
       "  'Wheaton C., Wheaton',\n",
       "  'U. North Carolina, Asheville',\n",
       "  'Youngstown State U.',\n",
       "  'SUNY, C. Brockport',\n",
       "  'Sewanee: U. of the South',\n",
       "  'Santa Clara U.',\n",
       "  'Lake Superior State U.',\n",
       "  'U. Tennessee, Knoxville, Institute of Agriculture',\n",
       "  'U. Maryland, Center for Environmental Science',\n",
       "  'Louisiana State U., Health Sciences Center \\xe2\\x80\\x93 New Orleans',\n",
       "  'U. North Texas, Health Science Center',\n",
       "  'U. Puerto Rico, Medical Sciences Campus',\n",
       "  'Eastern Virginia Medical School',\n",
       "  'Van Andel Institute',\n",
       "  'Texas Tech U., Health Sciences Center',\n",
       "  'Morehouse School of Medicine',\n",
       "  'Mercer U.',\n",
       "  'SUNY, Upstate Medical U.',\n",
       "  'SUNY, Downstate Medical Center',\n",
       "  'Loma Linda U.',\n",
       "  'Catholic U. of America',\n",
       "  'Louisiana State U., Health Sciences Center - Shreveport',\n",
       "  'Texas A&M U.-Kingsville',\n",
       "  'U. of the Virgin Islands',\n",
       "  'Texas Tech U., Health Sciences Center, El Paso',\n",
       "  'Albany Medical C.',\n",
       "  'New York Medical C.',\n",
       "  'Northeast Ohio Medical U.',\n",
       "  'Rosalind Franklin U. of Medicine and Science',\n",
       "  'Charles R. Drew U. of Medicine and Science',\n",
       "  'Meharry Medical C.',\n",
       "  'North Carolina Central U.',\n",
       "  'U. Texas Health Science Center, Tyler',\n",
       "  'Montana Tech of U. Montana',\n",
       "  'Humboldt State U.',\n",
       "  'Rhode Island C.',\n",
       "  'Tarleton State U.',\n",
       "  'U. Maryland, Eastern Shore',\n",
       "  \"St. Edward's U.\",\n",
       "  'Dillard U.',\n",
       "  'Midwestern U.',\n",
       "  'Langston U.',\n",
       "  'Ponce Health Sciences U.',\n",
       "  'U. New England',\n",
       "  'U. South Florida, Saint Petersburg',\n",
       "  'Seton Hall U.',\n",
       "  'Clark U.',\n",
       "  'U. Central del Caribe',\n",
       "  'U. Guam',\n",
       "  'National Defense U.',\n",
       "  'Alfred U.',\n",
       "  'U. Massachusetts, central office',\n",
       "  'California State U., Los Angeles',\n",
       "  'Western U. of Health Sciences',\n",
       "  'Southern U. and A&M C., Agricultural Research and Extension Center',\n",
       "  'A. T. Still U.',\n",
       "  'Milwaukee School of Engineering',\n",
       "  'U. Oklahoma, Tulsa',\n",
       "  'U. of the Sciences Philadelphia',\n",
       "  'MGH Institute of Health Professions',\n",
       "  'SUNY, C. of Optometry',\n",
       "  'Roseman U. of Health Sciences',\n",
       "  'Mills C.',\n",
       "  'Touro U., Vallejo',\n",
       "  'Memorial Sloan Kettering Cancer Center, Louis V. Gerstner Jr. Graduate S. of Biomedical Sciences',\n",
       "  'Fuller Theological Seminary',\n",
       "  'Eastern Washington U.',\n",
       "  'Plymouth State U.',\n",
       "  'Tougaloo C.',\n",
       "  'Southeastern Louisiana U.',\n",
       "  'Naval War C.',\n",
       "  'Central Washington U.',\n",
       "  'Philadelphia C. of Osteopathic Medicine',\n",
       "  'Northwest Indian C.',\n",
       "  'Black Hills State U.',\n",
       "  'Erikson Institute',\n",
       "  'SUNY, Buffalo State',\n",
       "  'National U.',\n",
       "  'Alabama State U.',\n",
       "  'Edward Via C. of Osteopathic Medicine',\n",
       "  'Pittsburg State U.',\n",
       "  'Sul Ross State U.',\n",
       "  'Commonwealth Medical C.',\n",
       "  'Franklin W. Olin C. of Engineering',\n",
       "  'Austin Peay State U.',\n",
       "  'U. Illinois, Springfield',\n",
       "  'Oregon Institute of Technology',\n",
       "  'Mercyhurst U.',\n",
       "  'Connecticut C.',\n",
       "  'Grambling State U.',\n",
       "  'Morehead State U.',\n",
       "  'U. New Haven',\n",
       "  'U. Texas, Permian Basin',\n",
       "  'Keck Graduate Institute',\n",
       "  'Wheeling Jesuit U.',\n",
       "  'Palmer C. of Chiropractic, Davenport',\n",
       "  'Eastern Kentucky U.',\n",
       "  'U. Louisiana, Monroe',\n",
       "  'Oklahoma State U., Center for Health Sciences',\n",
       "  'U. South Florida, Sarasota-Manatee',\n",
       "  'Nicholls State U.',\n",
       "  'U. Alaska, Southeast',\n",
       "  'Occidental C.',\n",
       "  'California Maritime Academy',\n",
       "  'Indiana State U.',\n",
       "  'U. Puerto Rico, Cayey',\n",
       "  'Maine Maritime Academy',\n",
       "  'Marshall B. Ketchum U.',\n",
       "  'Stockton U.',\n",
       "  'U. Tampa',\n",
       "  'Bastyr U.',\n",
       "  'Albany State U.',\n",
       "  'American Samoa Community C.',\n",
       "  'Providence C.',\n",
       "  'Emerson C.',\n",
       "  'Salus U.',\n",
       "  'Alaska Pacific U.',\n",
       "  'Christopher Newport U.',\n",
       "  'Augsburg C.',\n",
       "  'Salish Kootenai C.',\n",
       "  'U. del Este',\n",
       "  'La Sierra U.',\n",
       "  'SUNY, C. Plattsburgh',\n",
       "  'Heidelberg U.',\n",
       "  'SUNY, Farmingdale State C.',\n",
       "  'Seattle Pacific U.',\n",
       "  'California State U., Stanislaus',\n",
       "  'New England C. of Optometry',\n",
       "  'U. Western States',\n",
       "  'U. Houston system administration',\n",
       "  'Keene State C.',\n",
       "  'Hobart and William Smith Colleges',\n",
       "  'U. of the Incarnate Word',\n",
       "  'U. Puerto Rico, Humacao',\n",
       "  'Augustana C., Sioux Falls',\n",
       "  'Barry U.',\n",
       "  'CUNY, Advanced Science Research Center',\n",
       "  'U. Redlands',\n",
       "  'Doane C.',\n",
       "  'Florida Polytechnic U.'],\n",
       " 2: ['Carnegie Mellon U.',\n",
       "  'U. Texas, Austin',\n",
       "  'U. Maryland, College Park',\n",
       "  'Brown U.',\n",
       "  'U. Central Florida',\n",
       "  'U. Tennessee, Knoxville',\n",
       "  'U. Hawaii, Manoa',\n",
       "  'U. Massachusetts, Amherst',\n",
       "  'Arizona State U.',\n",
       "  'Princeton U.',\n",
       "  'Iowa State U.',\n",
       "  'SUNY, Stony Brook U.',\n",
       "  'U. California, Irvine',\n",
       "  'Rice U.',\n",
       "  'Florida International U.',\n",
       "  'U. Nebraska, Lincoln',\n",
       "  'Rensselaer Polytechnic Institute',\n",
       "  'U. Notre Dame',\n",
       "  'U. California, Santa Barbara',\n",
       "  'Mississippi State U.',\n",
       "  'Florida State U.',\n",
       "  'New Jersey Institute of Technology',\n",
       "  'California Institute of Technology',\n",
       "  'U. Colorado Boulder',\n",
       "  'Oregon State U.',\n",
       "  'Clemson U.',\n",
       "  'U. Houston',\n",
       "  'George Washington U.',\n",
       "  'SUNY, U. Albany',\n",
       "  'Texas Tech U.',\n",
       "  'Colorado State U., Fort Collins',\n",
       "  'U. Delaware',\n",
       "  'Washington State U.',\n",
       "  'Drexel U.',\n",
       "  'Kansas State U.',\n",
       "  'Tufts U.',\n",
       "  'U. New Mexico',\n",
       "  'Dartmouth C.',\n",
       "  'U. California, Riverside',\n",
       "  'Louisiana State U., Baton Rouge',\n",
       "  'U. Connecticut',\n",
       "  'Temple U.',\n",
       "  'North Dakota State U.',\n",
       "  'U. Missouri, Columbia',\n",
       "  'Oklahoma State U., Stillwater',\n",
       "  'Wayne State U.',\n",
       "  'U. California, Santa Cruz',\n",
       "  'U. South Carolina, Columbia',\n",
       "  'U. Kansas',\n",
       "  'Utah State U.',\n",
       "  'U. Idaho',\n",
       "  'Georgetown U.',\n",
       "  'U. Dayton',\n",
       "  'New Mexico State U.',\n",
       "  'Tulane U.',\n",
       "  'U. Oklahoma, Norman and Health Science Center',\n",
       "  'Virginia Commonwealth U.',\n",
       "  'West Virginia U.',\n",
       "  'U. Vermont',\n",
       "  'U. Louisville',\n",
       "  'U. Mississippi',\n",
       "  'Auburn U., Auburn',\n",
       "  'Wake Forest U.',\n",
       "  'U. Arkansas, Fayetteville',\n",
       "  'Woods Hole Oceanographic Institution',\n",
       "  'Medical C. Wisconsin',\n",
       "  'U. Texas Medical Branch',\n",
       "  'U. Texas Health Science Center, San Antonio',\n",
       "  'U. Nebraska, Medical Center',\n",
       "  'U. Arkansas for Medical Sciences',\n",
       "  'Thomas Jefferson U.',\n",
       "  'Cold Spring Harbor Laboratory',\n",
       "  'Rush U.',\n",
       "  'Georgia Regents U.\\t\\t\\t\\t\\t\\t\\t\\t\\t',\n",
       "  'U. Tennessee, Health Science Center'],\n",
       " 3: ['U. Southern California',\n",
       "  'U. Utah',\n",
       "  'Indiana U., Bloomington',\n",
       "  'U. Chicago',\n",
       "  'Rutgers, State U. New Jersey, New Brunswick',\n",
       "  'New York U.',\n",
       "  'U. Illinois, Chicago',\n",
       "  'SUNY, U. Buffalo',\n",
       "  'U. Georgia',\n",
       "  'Rockefeller U.',\n",
       "  'U. South Florida, Tampa',\n",
       "  'Boston U.',\n",
       "  'U. Virginia, Charlottesville',\n",
       "  'U. Rochester',\n",
       "  'U. Kentucky',\n",
       "  'U. Iowa',\n",
       "  'U. Miami',\n",
       "  'U. Cincinnati',\n",
       "  'Case Western Reserve U.',\n",
       "  'U. Colorado Denver and Anschutz Medical Campus',\n",
       "  'U. Maryland, Baltimore',\n",
       "  'Scripps Research Institute',\n",
       "  'Uniformed Services U. of the Health Sciences',\n",
       "  'Oregon Health and Science U.',\n",
       "  'Yeshiva U.',\n",
       "  'U. Massachusetts, Medical School',\n",
       "  'Medical U. South Carolina',\n",
       "  'U. Texas Health Science Center, Houston'],\n",
       " 4: ['U. Illinois, Urbana-Champaign',\n",
       "  'Georgia Institute of Technology',\n",
       "  'Massachusetts Institute of Technology',\n",
       "  'Pennsylvania State U., University Park and Hershey Medical Center',\n",
       "  'North Carolina State U.',\n",
       "  'Virginia Polytechnic Institute and State U.',\n",
       "  'Purdue U., West Lafayette',\n",
       "  'Texas A&M U., College Station and Health Science Center',\n",
       "  'Michigan State U.',\n",
       "  'U. California, Berkeley',\n",
       "  'U. Arizona',\n",
       "  'SUNY, Polytechnic Institute'],\n",
       " 5: ['U. California, San Diego',\n",
       "  'U. Minnesota, Twin Cities',\n",
       "  'U. Wisconsin-Madison',\n",
       "  'Ohio State U.',\n",
       "  'Stanford U.',\n",
       "  'U. California, Los Angeles',\n",
       "  'Columbia U. in the City of New York',\n",
       "  'U. Michigan, Ann Arbor',\n",
       "  'U. North Carolina, Chapel Hill',\n",
       "  'U. Washington, Seattle',\n",
       "  'Cornell U.',\n",
       "  'Duke U.',\n",
       "  'U. Texas M. D. Anderson Cancer Center',\n",
       "  'U. Pennsylvania',\n",
       "  'Harvard U.',\n",
       "  'U. California, Davis',\n",
       "  'Yale U.',\n",
       "  'U. Florida',\n",
       "  'U. Pittsburgh, Pittsburgh',\n",
       "  'Washington U., Saint Louis',\n",
       "  'Northwestern U.',\n",
       "  'Emory U.',\n",
       "  'Vanderbilt U.',\n",
       "  'U. Alabama, Birmingham',\n",
       "  'U. California, San Francisco',\n",
       "  'Baylor C. of Medicine',\n",
       "  'Icahn School of Medicine at Mt. Sinai',\n",
       "  'U. Texas Southwestern Medical Center'],\n",
       " 6: ['Johns Hopkins U.']}"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cluster_dict = {}\n",
    "for i in range(1,7):\n",
    "    clustername = []\n",
    "    for j,v in enumerate(clust_zip):\n",
    "        if clust_zip[j][1]==i:\n",
    "            clustername.append(clust_zip[j][0])\n",
    "    cluster_dict[i] = clustername\n",
    "cluster_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Johns Hopkins U.;\n"
     ]
    }
   ],
   "source": [
    "for i in cluster_dict[6]:\n",
    "    print str(i)+\";\","
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 1 496\n",
      "2 75\n",
      "3 28\n",
      "4 12\n",
      "5 28\n",
      "6 1\n"
     ]
    }
   ],
   "source": [
    "for i in cluster_dict:\n",
    "    print i, len(cluster_dict[i])"
   ]
  }
 ],
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