analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.manifold import TSNE\n",
    "from sklearn.decomposition import PCA\n",
    "import scipy.spatial.distance\n",
    "from operator import itemgetter\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import os\n",
    "from os.path import join as pjoin\n",
    "\n",
    "from tqdm import tqdm\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import logging\n",
    "import itertools\n",
    "from sklearn.metrics import confusion_matrix, accuracy_score, f1_score, precision_score, recall_score\n",
    "import matplotlib\n",
    "matplotlib.rcParams['figure.figsize'] = (20.0, 15.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "TEST_PATH = 'test/test_twitter_davidson'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_embeddings(encod, labels, pred):\n",
    "    tsne = TSNE(n_components=2, random_state=0)\n",
    "#     pca = PCA(n_components=2, random_state=0)\n",
    "    np.set_printoptions(suppress=True)\n",
    "\n",
    "    return tsne.fit_transform(encod)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "allpred = pd.read_csv( TEST_PATH+'.pred.csv', header = 0, quoting = 0, index_col = 0 ).values\n",
    "allencod = pd.read_csv( TEST_PATH+'.encod.csv', header = 0, quoting = 0, index_col = 0 ).values\n",
    "\n",
    "data = pd.read_csv( TEST_PATH+'.csv', header = 0, quoting = 0, index_col = 0 )\n",
    "data.index = range(len(data.index))\n",
    "alllabels = np.expand_dims(data['class'].values, axis=1)\n",
    "alltweets = np.expand_dims(data['tweet'].values, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Num wrong: 472 Percent wrong: 0.0952188823885\n"
     ]
    }
   ],
   "source": [
    "wrongix = [i for i, yyp in enumerate(zip(alllabels, allpred)) if yyp[0]!=yyp[1]]\n",
    "print \"Num wrong:\", len(wrongix), \"Percent wrong:\", float(len(wrongix))/len(data.index)\n",
    "wrongdata = pd.DataFrame(np.concatenate((alllabels[wrongix], allpred[wrongix], alltweets[wrongix]), axis=1), index=wrongix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "wrongdata.to_csv(TEST_PATH+'.wrong.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# indices = np.random.choice(data.index, 5000)\n",
    "indices = range(len(data.index))\n",
    "\n",
    "pred = allpred[indices]\n",
    "labels = alllabels[indices]\n",
    "encod = allencod[indices]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "colors = []\n",
    "for i, y, yp in zip(indices, labels, pred):\n",
    "    if yp != y:\n",
    "        print \"True:\", y, \"Predicted:\", yp\n",
    "        print alltweets.iloc[i]\n",
    "        print \"-----------------\"\n",
    "        colors.append('red')\n",
    "    else:\n",
    "        colors.append('blue')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y = get_embeddings(encod, labels, pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rpsKFrq4uwwHPd3V3dwO4HX5ssVg0r+F2u9X9quXzeezt7SGbzUIURfj9fgSDQUiShLm5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A/DdBEN8B8BKAf+M47n8SBPEqgFcB/O9d+DwDAwODtuGNW28ClmXx4MED0Srb6ekpzs/PsbS0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\ngtjPTQ65XE5wQ7CysoK1tTWYzWbEYjF4PB4uKGS329HX1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s/nKynoY7Vasby8vOOuyMD6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\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VlbVq4yUQNipkZU6IC5fLheHh4WVNDGmaRklJybL0bAhAYWEhTCYTJiYmACy4Wtjtdsjl\ncjQ0NGDXrl0YHx9HVlZWWDmwWq1GcnKyYJDI7XbjjDPOCNmm0+nwwx/+ECzLrmhgT6VSoba2FhzH\ngeM49Pb24s0338TnPvc55Ofng2VZ0DS9alU0HMfB4/GsS/uGGB0dHWF6JYFAAB0dHaitrV2nUREI\nhHgxGo1R2arL5XLB3/haWrK3tbXF1FYVjwkKwzAYGhoCwzAwGAzIyMgATdNgWRaDg4Pwer3QarUw\nGo3QaDTo7e3lF3EGgwEFBQWi92uh5AmwUNUcfI4YDAZs375ddHxVVVVobW0NSXqJBfcIhLUmPT19\nzbQ8rVYrhoeH4fF4RI/ZKEZIYkGsIN3d3aiurg7ZxnGcaPvp6OgoCRIRTks2xmqIsKkYHx+XtLaP\nhqSkJBQVFZHWmRVCq9WGODXs2bMHBw4cwNlnnw2tVguO4xAIBOD3+/m2M5lMhrKyMsGSZSk4jsPT\nTz8Ns9mM888/P2y/y+VCf38/XC4XZDIZMjMzkZGREdW5PR4Pamtr0d3dDQCoqanB3XffjbS0NFAU\nBbVajfLy8hW1WV3qgqFWq1FRURFVz/rExASmpqYArOyEzePxiE7GGIYh/fIEAmHVmJ2djVl3J1Yd\nlOnp6RBnTofDgbGxMSQmJoYknxwOB58AWYzNZkNTUxNqa2sF74WFhYUIBAIhrnLJyckxtcSp1Wps\n27YNLpcLPp8PiYmJ5L5LOO2I1XFxoyMkWh9t8MvhcGB2dpbXXwUiVy4SCJsVEiQixATHccsKEJlM\nJmRlZZGb6ipjMBhw4YUX8p9z8P+DD7vs7Gy+LFjq4SgEwzD4+9//jhdffBEpKSno6OjgH5ZOpxOt\nra0YHh7G/Pw8CgoKMDg4CKfTicLCwojn/vznP88HiHJycrBnz54QYWuPx4Pm5mbU19fHNGYxgu0U\ni/F4PGhpaYlYrdPS0hLy2VksFkxPTy/benZsbEywsotAIBDWgmDgOxaKioqiPpbjuJAAURC/3x9T\ndTLLspiamhINzgfHtNygOrG7J5yu2O32TRcgSkpKilhNtJRILfyHDx8O27Y4wUoS34RTEfJtJsTE\n4qxcrNA0jZycHHITXQOmp6cFP2eKokDTdEjfeDz2xUeOHAGwoJNz1lln8dvfe+89fPOb38TXv/51\n3HDDDbj44ovx1ltvYWZmJqKmBcdxIQ/ir3/964JuGSzLrtikZWRkRHA7wzCSwbPp6WnB/U6nU9TF\nKBpYlo0YIJLL5eQ3RCAQVo1YW25ra2tjqiRayUVnNEElcr8kEOIj1mCLUJXOWiPkyLuYhISEsG00\nTSMpKSnua9psNj7BSSCcKpBKIkJMLGeyVVpauoIjIUgh5GQWZOmDMCsrK+rMsdvtxjvvvIP+/n5+\nW2dnJxiGgVwux/e+9z2MjY2FaDjcfffdMJlMSE9Ph9lsFj33UgH0wsJC0cWKw+GIK7i1FCmBdbfb\nLZpdknIfmpycRHJyclzjicbVKJqKLAKBQIiXzMzMiAutIAqFYl2trzeS7TaBcKpBUVRMxzscjphb\nT1caqYSkTCYLccwdHBzExMQEAoEAKIqCTqcTFL2OBrvdTqQACKcU5JtMiIlYI+0URSE3NxcNDQ0r\nsqgnRIeUw8RSAT4hS2MhhoeHcc899+Duu+8O2zc/P48DBw5gamoqLPDi8/nw8ssv46yzzsLo6Kjo\n+dVqNVQqFf93a2urqAXxSjn7SC0wpL6vUkG4ubk5HDt2DD09PRGrp5YSCAQkX7N169ZVdzUiEAin\nN2q1OmoHr8ULrmhZybkAcRojEFaPWN3KllbpOJ1O9Pb2oqenZ0O0rXEch7GxMd4gJeg2CSzMv5xO\nJ/Ly8uKuKoo2uE4gbAZIkIgQE0Er3qUoFApUVFSEVF4kJiairq6OdywhrB2JiYmC9vFZWVlhWR6x\nQEwQmqaRlZWFG264AW+//XbYfrVaDaPRiN7eXsHKnKD+xPDwML71rW9JXuu//uu/+P8+cOAAvF5v\nmAWxUqmETqeDw+FAU1MTDh8+jKNHj2J4eFjy3ELk5eUJbtfr9ZItF1ITp6BAuNVqRWNjo6CFshhe\nrzesogpYqGoaHx8PCaIRCATCapGZmYn6+nqYTCaYTCbU1taioqICCQkJUCgUSEpKwtatW6HT6WI+\nt9g8ItaqPslkpQAAIABJREFUhaKiohU1MSAQCKEkJCRE7eanVCpD9Lv6+/vR2tqKmZkZWK1WtLe3\no6ura7WGyiNVyRQIBDA2NsaPS4ihoaG4q6EGBgbi0nSLF47jcOLECTz11FP4+c9/jksvvRSffvrp\nml2fcGpDbRTLQgBoaGgIHD16dL2HQYgChmEwMjICn8+H5ORkpKamCh4XtDTfKLbipwMsy8Jms0Gp\nVEKtVmN8fBwURSEjI0NwQu3z+XDixAnJc6rVaoyMjOBf/uVfwvY98cQTuO6669DZ2YmysrKw/QqF\nAjRNw+v1Qq1WR+xZf/HFF3HrrbdiYmICn/3sZ3HHHXfwD+zExESUlpbC6XSivb1d8Fp1dXWS51+K\n1WrFwMAAWJYFRVFITU0VDR4tpr+/P6rJQEZGBnJzc6Mayw033IDOzk7ceeedABYqlnw+Hz7++GP8\n9a9/FRRPJBAIhM0IwzAYHh4GwzAwGAxIT08Hx3Fob28PeU6o1WoUFhZCo9Fgbm4OFEURpzECYYUZ\nHR3F+Pg4OI5DQkICCgoK+GrroCmJGEtdYaWOLykpWZb+TyQYhkFTU1NMCbqlNDQ0IN71KE3TaGho\niPva0cKyLD799FOwLAuNRsMnVX/yk5/gqquuwg033LDqYyBsTiiKOhYIBCJ+SUmQiLAqWCwWfP7z\nn+e1a4xGI1566SWcd9556zyyU5u+vr6QcleaplFeXh6S7bXb7RgcHATDMNBqtcjPz8fIyIhoViVI\nYmIinE4nbrzxRnR2diI7Oxt79uzB+eefzx9z0UUX4cMPP+RFnRUKBYxGIxiGwezsLBITEzE3N7fs\n99nU1CQqLG00GnlXG4/HA6/XG9eCwuv1QiaTSQY4PR4PxsfHMTc3JzoelUqFrVu3RnXNa665Bvv2\n7YNarYbP54Pf74dGo4Hb7UZJSQm2b98OALj11lsjuq8RCAQCgUA4NQmaeKhUqmU78HV0dAjOzWpr\na6FUKuF2u9Hc3Cz6+oaGhpA5Vk9Pj6jRTWJiIsrLy5c13khwHIepqSlYLJaYX0tRFLZv3w6n04nO\nzk5eAoCiKGi1Wni9Xr5iXIwdO3bEPfZoaWtrg9VqDZNNmJ2dxe7du+FwOEggnSBItEEiUt5BWHE4\njkNZWVnIotlqteILX/gC+vv7JcWLCfEzMTER1g/NcRza2tr44MJSe/Vgy1ZlZSUSEhIwNjYm2O4U\nPHbHjh2ipawsy+Kuu+7Chx9+iOeffx52ux3nnnsuvvKVr+Dtt9/GQw89hCuvvHJF3quU85jVagXD\nMGhpaQnR90lLS4uqQmhychIWi4XvU1coFCgvL+dbKR0OB3w+H5KSkqBWq5GXl4ehoSGMjY0Jni+W\nKrof/ehH2LdvX8j7C2bUu7q6+FLt/fv348orr8TTTz8d9bkJBAKBQCBsfpZWMsvl8jDJh2jxeDyi\nybv+/n6UlpZGdDmjaRpWq5V31nW5XKLHrkVxAk3TSE9PjytIlJGRAQDQ6XSor6/n55GL53Icx8Vd\nabRSzM/PC+pqKpVK5Ofno7GxEfX19eswMsKpAgkSEVacRx99VHARHwgEcPPNN+OVV15Zh1Gd+oiJ\nQgcCAczOzsJgMIjaq7e2tqKiogK1tbWSLU1Szg3BScY555yDc845J2Tfzp078dZbb+Hhhx+O5q1E\nhKZpyVLi5ubmsCzP5OQktFptiFYTx3EYHByE1WoFRVEwGAxhgTafz4eWlhaUlpaio6MjZIKTlZWF\nrKwsmEwm0SBRLMKqYucQ4plnnsH111+Pz372s1G/hkAgEAgEwuZlYmIirNWdZVm0trZi27ZtMZ9P\nqoo8aGwipRemVColq7uXkp6eHtsAl4FcLo/JQGTLli3IyckJO8dSaJqGVqsVDIatt7kIRVFgWXbd\nx0HY/JA6NMKKc+TIEdF9Uj3NhOUhVfrq8XgiagEdPnwYhw4dEp0MUBQlWboqJapsMpnQ0tKyYqWv\nkSYZYp/FyMgI/98cx6GxsRGTk5NgWRY+n0/UmSKok7E0AzYyMgK73Q65XM63uC0mLS0tpgf1Rx99\nFPWxAHDTTTfFdDyBQCAQCITNy+J5zGL8fn+YgxjHcXC5XJKBEqm5W9DJ1WQyiR6jUCiiDhDpdDqk\npKREdexKIDVuYGFeW19fj5qaGjQ0NAgK6otRVlYW9tlpNBoUFxfHNdZYSUpKEjSecTgcmJmZQWFh\n4ZqMg3DqQiqJCCvOzp078cwzzwjui1VUmBA9QccvIYxGo+jr5ufncffdd+PgwYMIBALYunUrHn74\n4TCb90jiyzqdDjKZTDBAE02bVyzk5ORgZmZGsDUuOTkZs7Ozgq9bPFEaGxuL2aJeiKGhIRgMBhiN\nRjQ0NGBmZgZ+vx9btmyJWbD9vPPOw29+85uojz9+/DhUKhVuv/12/PKXv4x16AQCgUAgEDYRUglB\nt9uNxMREAOEalRqNBpWVlWHJOqPRiP7+fsE2sKCTq0qlQkZGhmDbmdPpjDhmrVaLjIyMqJ3SYiVo\nbT8zMwO5XI6srCxeDH9ychJer1fwdTKZDDRNY2xsDNPT0wgEAtBqtbxQ/lI8Hg+6urr4oJharUZp\naSl8Ph8SExPX1IG2qKgINpuNnwezLAu/34+7774b77777pqNg3DqQiqJCDwcx+H2229HWloakpKS\n8I1vfCMukeHrr79e0BaXoig88MADKzFUggD5+fmC2/V6PVQqFVQqlWDQ4qc//SkOHjwIn8+HM888\nE9/97ncxPT3NP3iUSiWKioqiKhGurKwMCy4ZDIaYWq6ipba2NmRMNE0jNzdXUvNqcb++mKhirCzO\n5NA0jdTUVGRkZMTl6Hfuuefyk7JoYRgGv/rVr/DFL34x5usRCAQCgUDYPEjpDgVdw4aGhsIqo91u\nN06ePBnWqk/TNMrKysKqyFNSUkLa83Nzc1FSUhLXmHNyclYkQMRxHBwOR0ibF8MwOHbsGEZGRuDx\neDA/P4/Ozk4MDAyApmls3bpVdD6WnZ2N1tZWTE1N8UEyl8uF5uZm3i1sfHwcAwMDmJ2dRXNzc0jV\nVDBoZDQa1zRABCz8u+3YsQMFBQVwOBxobm5GW1sbDh06hJqamjUdC+HUhLibEXg+85nP4NixYyFK\n/jqdDhMTEzE7J4yOjuKCCy5AW1sbgAUhuFdeeQU7d+5c8XGfTkhpAgELk4C+vj64XC5euG9xgMbj\n8aC5uZl/GA4PD+PrX/868vLycMstt6Cqqop/mPr9fshkMlRWVgoG/YRgGAb33XcfWlpacMYZZ+DG\nG2+MS0hxubS1tfG99ItZ/F7a29tFK6+WIlYhBSxMpFayrHd+fh4XXnghPvnkE8jlctTX1yM3Nxcv\nv/xyRMFHi8USseKLQCAQCATC2uJyuWCxWODxeKDRaGA2mwWrVSIhZi+v1+tRVlYGYEH2QWq+UFxc\njOTk5LDtVqsVPp8PKSkpgoGVpYLZ0bLU/SweJiYmQoSog4nBgYEB0dfU19fzukRtbW0hAZ7MzEwk\nJyeLymAolUpRI5elmEymMC0jAmGjEq27GQkSEQAA77zzDi666KKwhTBN07jpppvw0EMPrdPICBzH\nobu7G3a7nd+WkZGxrGDAsWPH4Pf7cfToURw+fBjXXHMNVCqVoB6RRqNBdXU1xsbGMDExgUAggJSU\nFGRnZ4c89FtaWlBfXx9SWaPVatHb28u7RawVQUHqYHZIpVKhoKCAL8MGFoS2Ozo6Ip4rMTER6enp\n6OnpEdwfnIQAgNfrhd1uh06nizqwJsXiid6NN94Y0U3j/vvvx2233bbs6xIIBAKBQFgZbDYb7066\nmC1btiAvLy/mAEpnZ2fInFAul6O2tpY/j5QBSZB4AjdLW9iiITU1VbTSPRpsNhv6+vrikgfIzs4O\nqc4OtmQpFArQNC3pTBsLiYmJKC8vX/Z5CIS1INogEdEkIgAA7rnnHsFKCY7j8Nprr5Eg0TrS2dkZ\nVvEyPDyMt956C8nJyfjyl7/MP+hHR0cxOTkJjuNgNBqRm5srOAmorq5GS0sLCgsLUV1dLVkm6/F4\n0NraGtJ3Pj4+junp6ZBJyRe+8IUwET2Xy4WLL74YJ06ciPv9xwNN08jLy5PUQtLr9UhLS8Pk5KTo\nMSqVCuXl5WhqahI9xu12Q6fToaOjI6R6SS6Xo6qqStCiNFq2bNnCZ+2+9a1voaWlRVIgcjkTMQKB\nQCAQCCtPb2+v4Pbp6WlMT0+jqqoq6or9oaGhkAAR8H/uZtXV1bxba6QigPHx8Zja26enpyWt7ZOT\nk+FyucAwDAKBAK8NtBw3s9nZWXR3d8f9+qXzX7lcHlIhFU8llxBC52FZFv39/XA4HJDJZMjIyEBq\nauqKGbgQCKsNCRIRwHGcZIXCWjoREEJhWTYsQHT06FH86le/gtvthsfjgUwmw3PPPYfKysqQQM7k\n5CSsVmtIICeIUqlEfX09urq6JIMkwELboZAwIcuy/CRjfn4eExMTgq8/efJktG93zbDb7ZiYmADD\nMHj99ddB0zR27doVpqfkdDrR1dUlWXI8Pz+PycnJsPa2YHlzbW1t3OPMz88HwzCw2+3YsWMHrrji\nCuzbt08woKtSqbB79+64r0UgEAgEAmFl4ThOUmwaADo6OlBfX88fLxVIEBKPBhYSVpHazBYTbSsV\nx3FobW2VdMhVq9UoLCxc8QBIf3//sl6/WFNJCKPRiL6+vmVdA0CY7qbVag2pPmdZFhaLBePj46iu\nriaBIsKmgHxLCRgfH5d0J7j99tsxMTHBC8EJWS76fD4MDAzwQYelwniE+FhaNTIzM4Mf//jHmJ2d\n5ff5/X5cfvnlgiXALMtidHRU9PxqtTpipYuUplDwmlL/3vG0tDIMA6vVGrWtaix0dHSgs7MTVqsV\ns7OzuOCCC5CWlhYWIAIWPr+77rpLssxZr9eLimAzDBP1REyM0tJS1NfXo7S0FI8++igaGxvDypo1\nGg0OHjxIJh4EAoFAIGwyWJZFT08PDh8+zMsAiFUfSc2pYplvRSskPTU1JRog0mg0yMvLQ01NzarM\nP5bjQBtNGx9N08uqwJbJZCgvLw+pTuI4TlSewOv1iiZUCYSNBqkkIoCiKOj1+rDyVWDhIZKZmRki\nFjc5OYmioiLeVn1pxNxms2FgYAA6nQ6lpaVxuTydqizVF6JpGjk5OaLluEsDP3/7298EAzI0TePD\nDz/ERRddFLbParWKuouZTCbRrBSw8O8vk8lES4yDgRW9Xg+9Xi/ohldQUMD/t9vt5jV7FusDBRHK\nWKnValRVVYk+7IUsSUtKSgSDW7Ozs/wYaZrm2+xqa2vBMExYwMzv92NiYgJ79+7F9ddfH3a+oI6T\n1MTM5/Mtq+UMWCiRNhgMAICqqiq0tbXBarXi5ZdfRk5ODi6++OJlnZ9AIBAIBMLKQ9M0L54sxdJk\n08zMDCiKCplDsSwLmqaXnYjV6XRISEiI6lipoEZCQkLEap3lEE3bnBDl5eWCc0whUlNTY6pYqqmp\n4dc1QuubmZkZyddPTU3BZDJFfT0CYb0gaWcCDAYDrrnmmrBFtVKpxC233CJYOdTb2wuO4yQj5k6n\nE42Njasy5s3G/Pw8vvSlLyEjIwO7du3Cn//8Z95e02KxhE0OOI5DR0dHWCvYzMyMYGUKx3GYnZ0V\nvLZQhUwQhUIhKICt0+lQX1+PgoICyYfZ4uDTyy+/HCZ8LZPJ8Nprr4HjODQ3N6O5uRmDg4Nob2/H\n8ePHw95LV1dXWMbK4/GICkwHz7vUkrS5uVlwEiUmUChWCs6yLP7xj3/g7bffRlFRUchnmZiYCJVK\nhZaWFsHXBlmpnvelGI1GXHfdddi1axempqYwODgoGOglEAgEAoGwflRUVMT1umCicHp6GkeOHMHx\n48fjChAlJyfzwSqTyRSTyLKQoclaEW2102IqKiqiDhAFEQt0aTQa6HQ6KJVKGI1G1NXVQa1Wh2kb\nLSZSayGp+CZsFsg3lQCtVouKigp897vf5S0x09LScNttt6GoqEjwAREIBOBwOCJaiHMcF5dd5qkE\nx3HIzc3Fq6++iqmpKVgsFjz55JO48cYb+Yf94kotYMGeXagqp6GhQTDowHEc6urqBK+flZUlOb6M\njAzU1dXxonpVVVWorKzkH4BKpRJmsznsdampqXx1CwBccMEFGBwcxNe+9jVs3boV3/nOdzA5OYnK\nykr09vaGBX+Cmj2LEXrPwEKQTWhiNDw8LJhlCgQCGBkZkXzfi1Eqlejp6cHc3Bzm5+fhcrkwMTGB\nG2+8EQzDwGQyQaFQIDk5Genp6airq8OWLVtExxvEZDKt6oTA7Xbj2LFj6O/vx+joKB5++GGUlJRA\no9GgqKgIBw8eXLVrEwgEAoFAiIxarY44FxPDbrejr68vroqaIMXFxWhoaEB9fT1ycnJimpdICU/H\nE8SJBbPZDL1eH9NrRkdHJSU0hMjLywt7LwkJCaisrERlZSVqa2tRVFQEhUIR8VyRPpO1dvslEOKF\n9AERAACPPPIIduzYgRdeeAFqtRqdnZ04cOAAzjzzTNHXBAKBqB5aNpsNqampksdwHIexsTFMT08j\nEAggLS0tJteFjcxjjz0WVuXj9XrR09ODTz/9FDt37gyp1mIYRvQBt3PnTpSUlKCjowNer5ffnpub\ni4suuggDAwMhx6empiIpKSniGMUqioKkp6cjJSUFExMT4DgO6enpgi1U2dnZOHDgQNh2sSonhmHA\nsmzcLYlSZb1CAcykpCQcOnQIf/rTnzAwMIDS0lJce+21KCwsRFlZGS677DKkpKTA6/Wiq6uL/37f\nd999aG9v588zMTEBr9cLpVIpGESlaRpmszni9365tLe382Pct28fnn76ab6qqre3F2effTY+/fRT\nbN++fVXHQSAQCAQCQZysrCzo9XpYLBZ4PB5QFIWEhASYzWZJB9Xh4eFlXXe5lUBpaWmYmpoSnJe2\nt7ejsrISOp1uWdcQg6ZplJWVwefzweFwQKvVor29XbDDIYjNZoPNZkNWVlZMgbmCggLk5eXB5/NB\noVDEneCTy+WizrmJiYmrHlgjEFYKUklEAADs3r0be/fuxYUXXoizzz4bfX19uOOOO5CUlCQaCNLr\n9SGVJGJI2asDCwGipqYmjIyMwOv1gmEYDA8P4/DhwxErlTYDf/vb3wS3u91ufmKwOEgi5SAhk8nw\nyCOP4IYbboDJZEJiYiK+/e1vo7e3F2lpaXyWKDMzE7W1tStqiR60M83JyVm2xs5ipB72ixH6Lkj1\n+AtNjP7nf/4HN954Iw4ePIjh4WG89957uOaaa9DW1gaapvHII4/A4/FgYGCAF/V+/PHHBSdANE2L\nTr44jkN/fz96enpWTcQ9GGADFiqt/vznP4cJfQcCAXznO99ZlesTCAQCgUCInsTERFRVVaGhoQHb\ntm1DaWkp1Gq1aLtTampq1FUxYsk2MU3KWKisrBTdJyY5sZIoFAoYjUao1WpUV1dHlVgcGRmJWfg6\nqFW53ArwvLw8vqqbpmmo1WqUlpbG1Oa3mWAYBr29vWhtbcXQ0BAxLzpFIJVEBADAL37xCzz44IOw\n2+0499xzceGFF0q6WuXn54OmaTAMA7VaLelCFakiaHx8XNQBqr29HQ0NDZuih5dhGPT39+Of//wn\nXnrpJUxOTuILX/gCjh07Jni8Wq3mK01ycnL47VqtVvI6SqUSV1xxBX73u9+FPSiD/eYbDYVCIRoM\nWhxElDqus7Mzpu9CUFh9Mffff39IBVYgEIDH48GePXvwxBNPIDMzE8888wxGRkbgcrmwe/dudHZ2\nCn4/WZaF3++X/J0EHdqqqqqiGnMsLJ78DAwMQC6Xh7y3IJ2dnSt+bQKBQCAQCCtDXl4eAIRUn0Qj\nCG02m+H1euF0OkHTNAKBAN8GT1EUsrKyVmROKJW8FJp3rCZyuRz19fVwOp0YHh6W1GJcT5HopKSk\nqCr5Nzuzs7Po7u7m/3Y6nRgbG0NxcTEvYULYnGz8lTchJv7yl7+guLgYBoMBZ599dkiLjBjj4+PI\nzMzkb7SXXnqpaKBCo9GgpqYGqamp8Hq9aGxslAwQFRUVRYz4C1m3L2ZwcDDCO1h/PB4PGhsbsWfP\nHnz/+9/H22+/jcbGRjzyyCOor6/Hww8/jOLi4pDXyGQynH/++cjOzg5pS1IoFKKluzqdDgUFBdi2\nbdumco1b7M6xmOzs7JCgT6Tsw9L2MqkH8NJWL5vNJpqRW/o7ycrKwsUXXwyNRiNaSef3+9Hf3887\nv4mN3eVySf5G4mVxcKqiogKPPfZYWHsoRVEhAUgCgUAgEAgbj7y8POzYsYP/X15enuT8WCaTYXp6\nGuPj43A4HLDb7Zibm0Nqaip27NiB7du3r5hsg5QBCgC0trYuy64+HqJxUB4eHg6TZyCsLGKVZN3d\n3RF1OwkbGxIkOoW46667cNlll/ECvP/85z9RWVmJI0eOSL5ux44dIeLSUjfc1NRUfnHa19cnepzZ\nbMaOHTsEqzmWEsx+CMFxXMwCdOtBX18fxsfH8eSTT8Lr9fLvx+Px4IMPPoBcLscf//hHfsEul8vx\n2GOP4YILLhB8iJeXl4e08gUX+5WVlZuyn9lgMKCiooIvvVUqlSgsLAx775GqqJZWGeXn5wtOXoSE\nGaXsXhd/1mq1Gg0NDfx3V8wlQ6VS4fvf/z7uuOMOvPHGG5KtkavxoFz8mw327d97773YtWtXyBhv\nueUWUvpLIBAIBMImQ0r3MykpSXB+PDU1hebm5hVt+1EqlZJrA6fTKehYuxZIaT8GK6tOnjyJ+fn5\nNRzV6YHb7Zb8jkqtEwkbHxIkOkXgOA6//vWvw7YHAgF84xvfEH3d6OgohoaGQrZ99NFHog8Wo9GI\nkZERNDY2rphekEajEb2e3++PSvdovXE6nfjkk08EW6G8Xi8+/PBDKJVKXH311QAWRIW/+c1vip6P\npmmUlpbyGaXt27cLlsx6PB44HI5NEQRISEhAdXU1GhoaUFtbi5SUlLBjgiXXYiwNkMnlctTV1SEz\nMxNarRZ6vR6VlZWCn5VcLseOHTvCtstkMlx66aVQKpXIzc1FTU1NyL+jWJl1IBAAx3H4xz/+gTvv\nvDOk3HYp8Yg6chwHi8WC48eP4/jx4xgcHAz5d176uwUWfks//OEPoVarkZSUhP/8z/9EfX29ZJXT\nd7/7XaSlpcFsNuO///u/Yx4ngUAgEAiElUfK2StYxSyE2+3G2NgYjh07tmKBm7Kysogi2B0dHSty\nrVjIysqKqH0KAG1tbWuin3Q6Een7sBLfPafTidHRUcm2QsLqsHn6VQiSHDlyRHQh2NvbK/o6IZvw\nSy+9VPBYvV6Pzs5Oyd7kINHcsIO88847OHbsGK699loA/3fT8Xq9ePXVV3H//fdHfa71IlgdI+Z0\npVarIZfLedG65fYpezwetLW1hZT3mkymTd9apNFoUFJSgq6urrB9ycnJgoLZNE0jOzs7KnHGDz/8\nEHV1dSETme3bt+MPf/iDqNaRWKsYwzAoKChAS0sLAKCwsFDwOLlcHnOQiOM4nDx5MqRyanx8HLOz\ns9i6dSt/jBBGoxHPP/880tLS+Coroffm8XhC2kwB4Oabb8b/+3//D++++25M4yUQCAQCgbCyFBQU\noLGxMaxaIysrS9LdNUggEEB3d7ek8HS0aLVabNu2DceOHROtHlmN1vpI0DSNrVu3Ynp6GmNjY5Jr\nFKvVirGxsQ2p3bkZUavVoChK9PuwHGc9juPQ0tIS8p2SyWSorq5eUfMcgjikkugUISMjQ3SfQqEQ\n3VdXVxeygCwsLERGRobgonJoaAg/+tGPcO211+Lxxx8XtTWnKCqmIEheXh727t2Lb3/722hpaYHD\n4UBvby/uvvtu7N+/f1OIVqelpeGss84SvFHK5XJcdNFF8Pv9sFgsMJvNktmhaGhpaQnr/x4bG4uo\n77QZSEpKQn19PZKTkyGTyaBUKmE2m8M0neJBrVajvb0dAwMDeOWVVzA2NoZDhw5JfsfESqxVKhW8\nXi9qamrw8ccfY9euXWF2qyqVCtXV1TGPc2pqSlDA2+v18hMhMSiKgslk4gNERqNR8P394he/EMzM\nvPfee2hsbIx5zAQCgUAgEFYOhUKBuro6pKWlQaVSISEhAeXl5cjKyopal3JpS9rU1BRaWlrQ0tIi\naNMuBU3TkmuK9WTLli3Izc2NeNzo6OgajOb0oaSkRHRfNOLrYjQ1NYUFHf1+P9ra2uI+JyE2SCXR\nJofjOFx11VXYv3+/6DFf/epXRffJ5XLceuutfLWOXq8XrVCYnJzE+++/j0AggK6uLrz66qt49tln\nQ1qAKIpCYmIiWlpaoNfrkZmZGfFBdv7550Mmk6GlpQXf/va3Q/Y98MADkq9dL2w2Gy699FJ89NFH\nCAQCqKysxJ49e3DPPffgl7/8Ja+z5Pf7cdNNNyE/Px9utxuvvvoqPv7446iv4/F48Nhjj2Fubg7X\nXXcdMjMzYbPZRP+NhoeHN6Vm0VLkcvmKBIXEMJvNMJvNUR2bmZkJi8UStl2tVodVPAWdRLxeLxQK\nRdzi4lIZwqGhIVEHuKUYjUZR0fCXXnpJ9HUPPPAAnn322aiuQSAQCAQCYXWQy+XIzc1Fd3c37HY7\n2tvbI7oKi9HW1haizTMwMIDJycmYHFhzc3NF27Yi6UquNgaDATRNS0owbAZ5hsVYrVaMjo6C4zik\npKTAZDJtqOS5wWBAVVUVWltbQxLliYmJcXc3DAwMiLaqMQwDlmU3lXnPZoWSEpxaaxoaGgJHjx5d\n72FsOFiWhdPphEajCSmx83q9ePnll5Gbmwu5XI4PP/wQt99+e8gCcuvWrTh+/HjEG0pZWRk6Ozuh\n0Wjw5ptvhtl6BwIB+Hw+zMzM4Mc//jF6e3shl8tx6aWX4ic/+QlUKhUMBkNYVoKiKGzdulW0NJDj\nOJjNZgwPD4ft2717N/7yl79E/HzWmuCN2mazhWyXy+UYHBzE+Pg4nnrqKVAUhYsvvhhGoxEejwdu\ntxuR7pr4AAAgAElEQVQXXXRR1Nd5+umncdVVV4GmachkMvj9fpxzzjmoqqrC9u3bBaP3NE2joaFh\n2e+REEp/f3+YuHtFRUXY72Sl6OrqCvt+xUJFRYWkUDew0L4ndo3Kykq+jY5AIBAIBML6ceLEiaiT\nQ0tJSEhARUUFbDabYCs/sOBEHI3RDLCQvGxqahLcV1tbu+6tQE6nE21tbaItUFqtNqag2MDAAKam\nphAIBCCXy5GXlxf1ZyUFx3GYmpqCzWaDQqFAdnZ22GfX3d0d1rWhUCiwdevWDRUoCuJ0OuFyuWAw\nGKL6Hvh8PszPz0Or1YbIlBw+fFjydTU1Nas2/z4doCjqWCAQiLhYJGG4DQzHcejo6AiJ+ms0Gr63\n+OTJkzCbzVAqlWBZFt3d3WE3xWhdlYK6RW63G3v27MFNN90ElUrF34QoioJSqUR6ejoeffRRfPGL\nXwTLsjh06BCAhTa1pTbiwEJw6ZNPPsGBAwfgcDhw4403YufOnfz+p556SjBABAAXX3xxVGNfa/bt\n2ye4uGZZFnfddRcef/xxPPzwwwAW/g39fn/M5blzc3O46qqr+Gokv98PYKEV6MMPP4RcLkdNTQ0e\neOCBkBulRqNZxjsjiJGfn4+cnBw4HA6oVKpVy5Z5PB64XC6kp6cvK0gUKUAELFRTiV1DrJWUQCAQ\nCATC2jE7Oxt3gIimaT6hKNVaNjExETHwwXEcxsfHJdu1nE7nugeJdDodtm3bhra2NkFxb7Hqarfb\njcnJSdA0jYyMDCgUCnR2doa05bMsi56eHhQXFyM5OTnmsXEch76+PszOzoat16anp5GUlASFQgGj\n0YixsTHBNZzP58Po6GhUOpxrjU6ni0qDU2h9q1arUVFREdV1SBXR2rDxwpAEnt7e3jDLRrfbjY6O\nDvT39yMQCECpVGJychJf+cpX8NRTT4Xp1PT39+M///M/I15r8c3qlVdewQ9/+ENYLJawssxgP/Jn\nPvMZAAu2mLt374Zer8e//du/4cUXX+TPFQwQ7dq1C3/4wx+wf/9+nHnmmbjwwgv5873wwguiY5La\nt568/fbbovsOHjwY8ne8/du/+93vRLMEfr8fXq8XJ0+exOOPPx6yLz8/P+ZrEaJDLpcjOTkZNE2j\npaUFhw8fxpEjR9DV1bXs8mWWZdHY2Iimpib09PSgs7NTcKIVTX+3XC6H1WqN6D545ZVXiu6LVaeA\nQCAQCATCyhNPwighIQE5OTmor6/nF9RSIsKRqlI4jkNjYyOGh4cl5zvr6UDlcDgwMTGB+fl5DAwM\n8AlamqZBURRfQSSU5Ovp6UFzczMmJiYwNjaGEydOYHh4WPT9CEkQRCL4GVqtVtEqJ5vNhqmpKXR2\ndkom+aMRLd/I9PX1ha1vPR4POjo6oqqQisZAibB8SChuAyOWzZ+fnw/5cd1zzz2Si7o//elPuOee\neySvtX37dnzyySf83ydPnkRzc7Ng0EGj0SAtLQ00TWNgYIDfPjExgUcffRRDQ0OwWq344IMPwoJW\nwEKQZd++fbj66qsl9XNSU1Mlx7xeBB3KhBBzuIqVmZkZvsVMDIZh8Nprr+Hmm2+GWq1GQUHBuveD\nn+owDBNSZh0IBGCz2dDU1ITa2tq4z9vW1hbWf80wDIxGI+RyOe69917s27cPSqUSb7/9tmQWJZjp\nAhYmfuXl5YKZnbPOOkv0HJutZ59AIBAIhFORWCvEgxUZ09PTaGpqgt/vh1arRUZGhui6Ym5uDkeO\nHEFiYiIKCwvDkpsDAwOC8/mlxOrkuhIwDIPm5mbJ+bLZbEZ6errgvtnZWVit1rDtUhVT8Vi7T01N\nRfUZRsNyXMM2AkKfNwC+8stgMEgGHDf7+98skEqiDcgbb7yB7du344477sC7774relMJ2g7u3r1b\nclEXzY/pf//3f8P6Ow8dOiR4I6RpGjt37hSskPF4PHjxxRfx3nvvSd4MH3zwQQDA3XffLXrMb37z\nm4jjXg9+/vOfiy7Sf//736/INa655hrJB14Ql8uFHTt2oKamJqoWI8LyGBwcFNzOMEzc7WEsy4oK\nUM7OzuLcc8/F3r17wbIsXC4XWlpaovpuAAvBHjEniLq6OtF7A7GHJRAIBAJh/UlLSxN9VhcVFfHJ\nwaCzaU1NDQYGBtDX1weGYeD3++FwONDd3S16jUAggEAggLm5OTQ2NqK5uRmHDx/G4cOH0dTUFJVz\nLk3TSPn/2Hvz+Kiq+///de+syUxmsu+ThJAEspCEEEJVxA3FpWpFW+tuVSr4q1RRsYilKmL7UStq\nFa20aCu2datLq36BWltFqywhCwlJyJ5MtpksM5nlzpJ7f3+kc5ubuXdmskc4z8eDx4O567l3Mvee\n8zrv9+sdEzO5i8To5Ojx48dRVVUFo9EYcFzjcDjQ1NSExsbGkPpEbW1tktE3k6l25qseOxGmM43/\nVO6j2e12ZGdnS95jiqLIeGeWICLRPMHpdKKxsREvv/wy3nvvPcjlcuzbtw/bt2/HXXfdJZmPTFEU\nVqxYgaysLMljj68YJoZvhuGhhx7CWWedhbPPPhtRUVGiYghFUVi1alXAh2SwSASf+LRw4ULs3LlT\n8AKkKAo7d+6ctqic6UapVOKrr75CZGQkv0ytVuPNN9+ctjaXlpbiggsuCGrMNpXykoSJMz48diyT\n7QAEmpHq7u72C2t+9NFHYbFY4HK5+GUURUmmNXIcJzpro1QqsWHDBtF9du/eHUrTCQQCgUAgzCA0\nTSMvL8+vz52eno7o6GgUFBSgrKwMy5cvh8FgAMuyU0oZ5zhOkM4TShU1pVKJgoKCSZspNzQ0oKmp\nCQ6HAwzDwGg0orKyUnQs0dLSguPHj6O/vx8DAwMhR+c0NTXx/qtjCSQwSV1PcnKy4LPX6/Vrq8/g\n2ye2Beo/TgS9Xj8nmRZutxt9fX1BrQwC4XA4UF5eHnCbEydOwOVyoaioSHQMKla0hzAzkHSzeYCv\nchLHccjNzUVxcTEYhkFzczPuuusu1NfX4+OPP8aVV14peYy8vDy/kpQ0TUOtVmPbtm0htUOtVvul\npYk5zDMMg/r6euj1elFTuFC49dZb+f/fc889WL9+PV599VUAwI9+9KN571q/fPlyDA4Oor29HS6X\na0bKte/btw9PPfUU9u/fD7PZjBMnToDjOF5UoCgKf/7zn6f9vARplEqlpKgz2b/ZQPuJVSLp6urC\n9773Pdx4441Yv349EhMTkZycjGPHjkke5/Dhw7DZbLjssssE53vxxReRnZ2Nxx9/HFarFenp6fjt\nb3+L888/f1LXQiAQCAQCYXrxmTEzDIORkRGEhYVJChiz7Qs01UpTDodDNBLb4/Ggu7sbKSkpgm3H\nVpqdKP39/UhJSeHby7KspD8QAGRnZ6O1tVUwKRcfH89H8phMJrS2tvLHUKvVyM3NhUwmQ3V1teDY\n05XGPxcT6OMNvGUyGfLz8yf0vbMsi5qamoD320dLSwvy8vJQUlICs9mMoaEhqFQqJCUlEdPqWWRK\nd5qiqKcAXA7ADaAJwI84jhv677otAG4HMAJgI8dx+6bY1lMSm80meOD5co/Dw8ORlZWFG264AXv2\n7MFHH30kKRIplUrYbDao1WowDAOFQoGwsDA89thjUy6TqFAo4Ha7+UifDz74ADt37gQweeOwjIwM\nPPjgg4JlarVaMqphPpOWljajx3/ggQfw4x//GCaTCW1tbXjiiSdQV1eHJUuW4LnnnsOiRYsAjD58\nW1pa+IgRvV6PzMxM8jCdZgwGg2gVPwCS+e7BoGkaCQkJ6O3t9VtXUlLCp5WOxev1YnBwECzL8hUu\nwsPD/WZ4+vv7sXnzZkE5+02bNgnSIu+55x7cc889k2o7gUAgEAinCl6vF1VVVYLolNjYWMmKWLNN\nKIPy2awuplQqpzypK9b38WE2mwUiUXd395TOBYwW5vD13RsbGwUC0Fh0Oh0/BhrLwMAAUlNTYbfb\n0dLSIljHMAyqq6sRFxcXkhgyGTo6OiZdpMbr9aKrqwsOhwNarRbJyclBx4gdHR1+wuPIyAhqamqw\nbNmykM/d398f8j2x2+38/2NjYwP61xJmjqmOIA8A2MJxnJeiqP8DsAXAgxRF5QH4IYB8AMkA/kFR\nVA7HcaEZaZxGjH3gjc85VqvVuPTSS7Fnzx709PQgPz8fFRUVgrQSr9cLt9uNhx56CAcOHEBbWxvy\n8vJw3nnnQaFQQK/XT7ptAwMD2LhxI37xi19ApVKhoaEBv/71ryUfqAAQEREhGYpYUFCA22+/HRs3\nbpyScHW6odfrodfrkZWVhQsuuEB0m6NHjwoevkNDQzh27BiWLVtG7vU0EhERgfT0dEEKGE3TWLx4\nMYDRig2+vHeNRoOsrKyQOmzp6elQqVQwGo0YGRmBUqlERkYGIiMjYTAY0NvbK/jdKZVKXH/99YJn\nxoIFC/xMtTds2OCXrvbMM8+grKwM11577eRuAoFAIBAIpxgsy4qmwpjNZshkMqSnp89BqyaORqMB\nTdOzUoDC1/eRwuPxoL6+ns86UCqVyMrKEnjKBLKu8F1He3s7+vv7Q/ZjDMTYPnEgL8nFixejvLxc\ndJLu5MmTkmluXq930h6VPsQmB31MdoLebrejpqaG/2y1WtHd3Y0lS5YEFPqkRLyRkRHY7faQzcon\nknlCxi3zgyl9CxzH7ec4zvcr+RpA6n//fyWAv3Ac5+I4rgVAI4CyqZzrVCXUh/iGDRvw1VdfYf36\n9ejo6ADDMHC73aitrcX1118PhmGwdu1a3HvvvVizZg2USiUoioJer8ejjz6Kyy+/HI8++uiEHPlL\nSkpw8OBBXHvttfjTn/6EXbt2SQpEK1asQHNzc8CH1xdffIF77rmH/PinmbGhrmPhOA6dnZ1z0KJT\nm4SEBJSWliI3NxcFBQUoLS2FVqtFdXU1zGYzbwBps9lQWVkZcr58YmIili1bhrKyMhQXF/OeV9XV\n1bjooosQFhYGiqKQl5eHXbt2wWAwCGZX1Go1lixZwkcj1tbWSpZpveuuu6Z4FwgEAoFAOHUIlMYU\nKNplPpKXlzftx0xNTYVSqYRMJoNOp0NRUVFAcYFlWVRWVgrEAd+4ZexYJJAJc1xcHI4cOYK+vr6g\nApFPbJLL5QEnyBMTE/n2BcLtdkv234aHhydV4SxUAkXcTNa0ub6+XvQ8YrYGobYlUNDAeMb6uAbD\n9x0R5pbpzEW5DcCb//1/CkZFIx+d/13mB0VRPwbwY2DmU3fmI/Hx8ZL5wwzD4KOPPkJZWRl+/vOf\nY82aNTh+/DiuueYaxMfHw+Px8Ga577//PtatWyfYf2hoCCtXruRNr//+979jx44dqKmpEXjo+AzX\nxkY8tLS08APMgYEBvPzyywGv45tvvsHChQsDPkz6+/sn9JAghEagqhMmk+m0/F3NNDRNIyIigv88\n3kjaB8dxaG9vn1Kouk6nw5///GfU1tZiZGSEF1nDwsIEM5t2ux11dXV8R6q6ulrymNNZZYNAIBAI\nhG87p9J7MTw8HEVFRaisrPRbl5iYiJ6eHsl95XI5OI7j+xI0TWPhwoWIioryM2wORH9/v6QQ09ra\nyhsQKxQKGAwGdHR0CLbR6/WSpdLF8LXX6/XCYrHwFhxjSUtL420YAk1YUxQVVERSq9WCtKixTFep\nezEm8h34YFlWsk3BjMnVarVkAIBOpwu5DT7rkmApZ3q9XpBiSJg7gopEFEX9A4CYpLeV47gP/rvN\nVgBeAG9MtAEcx70C4BUAKC0tnZkEznlMVFQUtFqtwPXe93C22Wy44447cOaZZwKAoMLZ+MoFPjM2\n30xIbGwsvv/97/tVRfN4PLjwwgtx+PBhtLe3C5R5iqKwYMECxMbGSvquBCLQD1+v1086h5YweUjU\n1szjdrvR3Nwsud5qtfL/93q96O7uhsPhQEREBBITE4N+R0ajEd3d3eA4DnK5HDqdDikpKYIQX58h\n4FgMBoPkMaXK6RIIBAKBcDqiUqnmugnTikqlQklJCTo7O2G1WqFSqZCWlsZHG0sJRSzLorS0VHQC\neSIEqoI1NDQElmX5/k9SUhJiYmLQ09ODkZERxMfHQ6PRiBbPCRWGYaBWq6FQKKBSqcCyLIaHh6FW\nq/kJaynBLDk5GWq1WlLUUKlUSE9PR21trd86uVwuWZEaQMipgDExMbDb7byIo1KpkJOTM+teo5mZ\nmX79S2B0nBlKW3wRZWL3RKFQICcnB263Gy6XC9HR0bPqqUUITNBvl+O41YHWUxR1K4DvAriA+98v\nyQhg7Agl9b/LCCLk5eXBbDaju7sbbrcbCoUCcXFxSEhIEAwgf/KTn+Df//636DHuuecepKSkCNTX\n9vZ20W3j4uL8zNaAUZGnubkZ4eHhWLly5aSvh6Zp0DQNr9cLmqahVCqxfft2WK1WEkk0A8TExEiG\nSQcSCghTx+v18illH3/8Md555x04nU5ccMEFuOGGG6DVankPMZvNJuhQWCwWGI1GFBUVSb4UfZUP\nfbAsi6GhIURHRwtEIrFQ+GXLlkEmk4mGaJ9xxhmTvmYCgUAgEE41DAaDZF/q22qcK5fLkZGR4bc8\nUDRReHg4v+9U8B1His7OTkGku1KpnPbId4ZhwDCMQLAaHBxEeHg4CgoKRIVB31jKbreDpmnRPlRW\nVhY0Gg2ys7PR0tLCR+lotVosWLAgYCR3qDYjBoNh2gQTmqYl+4PBzqHRaFBQUMBbishkMiQnJ4ec\nEtbW1iYpmnk8HnR1dc1IhWjC1JlSmAFFURcD2AzgCo7jxjpSfQjghxRFqSiKWgAgG8Dk5eDTgNjY\nWCxZsgTLli1DYWEhkpKS/CIMrrjiClx++eV+Jm8XX3wxVq1aFfK57rvvvoDr29raoNPpsHbtWtH1\nS5cuDbg/x3FQKBTIz8/HJZdcgj179mDFihUBw1sJkyc9PV00GkWlUn1rOzbfFtrb28FxHH75y1/i\n6aefRl1dHdra2rB3717cdtttcDqdfPUxqXxwseXAaEdCqsM63mtILBRYrVZj8+bNfs8LmUyGP/3p\nT3C73TCbzRMyEyQQCAQC4VTAarXixIkTOH78OLq6ukDTtOhgNSIiYt5UN5sulEqlZKrQdF1rfHx8\nwPWhpPeFaoo8URwOB5qamkR9G81mM9xuN2pqakRFleLiYr5dUVFRKCkpQVlZGcrKypCXlzdtEWnT\nHVHjS+8bj69KciB8otry5ctRUlIyIc8gXzEXKQYHByVtVwhzy1Rj1l4AoAJw4L/pC19zHLee47ga\niqLeAlCL0TS0/49UNpsYLMuio6MDZrOZD8kcGRnBww8/jC1btuCjjz7C559/jgceeADJyck4dOgQ\nKIqCTqdDdnY2aJoWnSnwpZQFwuet8u6772LLli14/vnnwTAMUlJSsHv3bqxZswYXXXQRDhw4ILo/\nx3GgKAq33nqrQLwiKS4zA03TKCkp4f9eaJpGamoq4uLi5rpppzxWqxWdnZ3Yt2+fwMTQ7Xajt7cX\nr7/+Os455xx4vV5J00WpXO9AeeLjjxUZGSnqTfW9730PycnJeOqpp2CxWLBy5Urs2rULdrsdFRUV\n/HYKhQJLliyZ9TBmAoFAIBBmm9bWVoFtg8PhQE9PD4qLi1FWVgabzYaRkRFEREScsmn7ixcvRmdn\nJ3p7e8GyLMLDw5GZmTnlkvY+aJpGVFSUpBjkcrkwNDQkmmEwODgoiNAZT1hYGGJiYqDRaNDb2zup\namJS4oXL5UJTU5PkfjabDdHR0ZLrp0PwmAlxLCIiArGxsYK+olwuD1hdTgqWZcGyLKxWKzo6OuD1\neqHRaJCRkTGpv5+enp4pVeMmzAxUMAOp2aS0tJQ7cuTIXDdjXlBRURHUOT8yMlLywRgXF4f+/n6s\nWLFCENpI0zS+/PLLgC+9qKgo0dkUm82G1atX49ChQ0GNx5RKJe6++2784Ac/4JctXrx4QiZnBMJ8\n5/jx43j33Xfx5JNPikbkGAwGtLe3w+v1ipbW9VFW5l/8MdA+FEVh+fLlgmXl5eWiHaqlS5fyKW+A\nfwqbD5VKhaKiIsk2EggEAoHwbcfj8eDYsWOi6xISEvxK3Yv1xwsLC6dNTJluLBYLRkZGEBkZOecC\nV7CxjFhfxmq1oq6uTnKfsZNag4ODOHny5LS114dUahYwOr4Sm2z3er04ceLEpEvU+6BpGkVFRYJ+\n23TQ29srGjkll8tRUlIS0jFYlsWJEyckDbsBCKrsAkBzc3PAAjvAqAH24sWLQ2oDYepQFHWU47jS\nYNudmvL4t5z+/v6QSisGUs5NJhNSU1NhMplw5513oqysDHfeeSdMJlNQoWb8C9LH4sWL8c033wQV\niIDRh9zYEMbo6GgiEBFOOVJTUwPOKPlKu8rlcsnOmlRoslwuF7xox5KQkOC3rLCwUFBxTa1WY8mS\nJX4dDamXtcvlmtGSrgQCgUAgzDXjC7+MZXx0SXV1teh7saqqatrbNVXMZjMOHTqE+vp6NDY24siR\nIzAa584O1uv1Bu1TcBznF3nT2toacB+Px8P7O4qJHqESSEALJABKeS0dP358UgJRZmYm4uPjodPp\nkJqaipKSkmkXiABI/i14vV5B8aRAHD9+PKBA5NtmbCR8RkZG0Cj1sX3aUD2bCDMPyS2YhwTL3wyV\nrq4ulJSU+JWvj4yMRE1Njd/DzOcyL5YHe/DgwQm9bDQaDc455xw+7U2r1U7uIgiEeUxkZCQuv/xy\n7NixAwzD+L3cDh06hKeeegoPPPAAsrOzRf2HxueJ79u3D21tbVi7di3y8/P9fqtRUVGi5o5yuRy5\nublB2xxI5PV4PKSyBIFAIBBOWYKVPh9LoEG/VKrUXGC320WrrBqNRmi12jlJ5Ql1sF9fX4/MzEze\nQ9NneREIhmFgtVonPbHlM8lubGz0W6dWq5GSkoKGhgbRfcWsHCbbFrlcjtjYWKhUKjQ3N6OzsxNd\nXV2Ij4+fdhNvqcgoYDT6rKmpib/3arUaixYtEkxiulyugDYIPjiOQ1VVFfLz86HRaEDTNIqLi9Hb\n2wuj0ej3d+H7+2xsbMTAwAC/XCpiizB7EJFoHjJdCrLUA4GmaSxZsgQulwt2ux1arTbowPBf//pX\nSOekKArnnHMOPvjgAxI5RDgtyMjIwJtvvokrr7wSVqsVHMdBJpPBYDCgs7MTmzdvxsqVK3HGGWeg\nuLgYnZ2dcDqd0Gq1SElJ4WdYysvLsXLlSr5Teuedd+KGG27A3r174fF4wDAMwsLCYLfbUVlZCZfL\nBZlMhqSkJCQnJ4fcXoVCIVlpQipyiUAgEAiEU4G4uDh0dHSIrgtmtjyWrq6ueSMSSQkawGiBjSVL\nlsxia0aZyIRTc3MzIiMjIZfLg5aQ91FXVydZoj4QNE2jsLAQNE1jwYIFaGtr44WLiIgILFq0SLKg\nCDAaeaNUKuF0OtHS0gK73R5SG6KiomCxWPhzqdVq5OXlwWaz4cSJE/x2LMuip6cHDodjWlOwVCqV\npMgzPgiAYRhUVVVh2bJlvKgaLIJoPE1NTSgsLAQwes/1ej30ej1cLhe6u7sBjFbZi46O9hOIgNGM\nGJlMNu1iGSF0iEg0S1itVlx33XW82fNZZ52Ft99+W7T6VEpKimRVo7FER0f7/ajGEsxhX6VShezC\nv3LlypC24zgOdrudCESE04qSkhK89dZbUCgUcLvd0Gg08Hg8YFkWjzzyCB588EF88sknaGpqAsMw\noGkaWq1WMKN51lln+b3A33jjDSQkJMBkMiEyMhIbN24U/OZHRkb4mafCwsKQOmULFiwQ7VDGx8fP\nuX8BgUAgEAgziVwuR3p6ul+qUlhYGJ8iHgrzqXpsIFElFMFlppiIiNPd3Q2DwYDU1FS0tLSEtI/U\nsQN5CslkMr6vExcXJxoZFEgQGRwchFarRU1NTUhtlMvlKCwsRH19vSCKhmEY2O12tLe3i+7ni06a\nrujuzMxMPk1vLEqlUjQKiuM4dHd3IyUlBQAmnBHi688ODQ3h5MmT/HdFURSysrIQFRUFYFQUkxrL\n9vb2EpFoDiEjglmAZVlkZGTg448/hsfjgcfjwb/+9S+kp6eL/jCVSiUyMjL8lvvCYOVyObKyspCV\nleU362G1WvHpp5/iiy++mNCMSDDOPffckI93+PDheZmvTSDMBBaLBSdOnIBer4dGo0FUVBSUSiU0\nGg0iIiKwY8cOaDQa1NTU8C9NlmXR29vLmzN+8MEHkjM8zzzzDF5//XX85je/QX5+vqiZNcuyqKys\nFHRAfIaOzc3NYBgGJ0+eRE1NDSIjI/kwYoqi+A6z2DOHQCAQCIRTjYSEBBQXFyM+Ph7R0dFYtGgR\nlixZ4jdREshLZTr72FMlUPXgmbZ7sNvtMBqNolXMJhLl4xOz4uLiJiTWjb92nx+jFKFU/g00YaZU\nKgNWPxtPWFgYuru7RYWnhoaGgCmN01kaXqvVIjc3lxedKIpCQkJCQBFqeHiY/7+vXxsqFEXB4/Gg\noaFB8HfAcRxOnjzJj38DpSXOp+JapyMkkmgWePnll0Ufng6HA48//jgee+wxwXKWZREfH4/Y2Fj0\n9/eDZVnExMSIvqwyMjKQlpaG1tZWPPfcc3j55Zf5H+YDDzyAl19+GT/+8Y+n5Trq6+txzjnnhCQA\n/eUvf+HDDAnTQ319PcrLy3H22WcjNTV1rptD+C++nHapThpN07j77rtF19lsNjAME/Ksmdvtxj//\n+U8UFRX5lS3lOA4mkwlxcXECHyOWZdHZ2Yn77rsPR44cgUqlwh//+EdB5UECgUAgEE4npCZkx1JS\nUoJDhw75LZ9v/du4uDhJQ+7MzMwZOSfLsn6eiTRNo6CggDd+VqvVIfnYAELxxmAwICUlhZ/gCuRT\nxHEcSktL4XQ6oVKp+LGSVLRYKOn5iYmJ6Ozs9FtOURSioqImVFFteHhYILaMbztN05JCyXRbAERE\nRKC4uFiwrLm5WdK4erxJd25uLhobGwMWTvIRFRUleg99dHR0CCwXxAgkfhJmHhJJNAt88sknkgYv\nCKsAACAASURBVOv+8Y9/ABh92N54442QyWSQyWRQKBS4//77ERcXh4SEBMjlcrAsC5PJhMbGRnR1\ndfEPFZqmUV5ejueffx5utxsulwssy4LjONx5550h/ZhDITIyEpWVlTCZTEHDHxcuXDgt55xuPv/8\ncyQnJ4OiKNA0jTPOOANWq3WumxUQm82G/Px8LFmyBOvWrcPChQtx4YUXipY7J8w+gcwAgdGOaExM\njOT6oaEhXHPNNZLrFQoFbr/9drz++uvYtWsXVq5c6ScQ+RgeHkZPT49fp02tVuP//u//oFAo4HK5\ncO2114YsTBEIBAKBcLpSVlaGgoICREREQKvVwmAwzLsCD2lpaaKCQk5OTtDKUpOlqanJLwqGZVlB\nSlOoYwFf5PVYaJpGeHg4srOzA+5L0zRomoZGoxFc6/hosZycHNFoMTGSk5P9/KYoiuKLg0yneCFl\nKi6TyWal6I/BYJBcN15Qo2kaOTk5KCsrC3hMhUKBzMzMgAJhf38/qqqqUF5eDoVCAY7jcOzYMbz3\n3nuoqKgAx3FITEyc2MUQphUSSTQLSLmzh4eH4+abb8bhw4dhNpsxPDzMh9Z5vV7s3LkTarUaTzzx\nBLxeLyorK/kB6cDAADo7OxEWFgav14va2lro9XrR0MQnn3wSTzzxxLRdT2xsLIxGIy6//HJ8/fXX\notvccsst03a+6eLkyZM499xz+XvMcRy+/vprZGVlBSyJOtecf/75aGpq4lMVgdFqc+vWrcOrr746\nx60jBMNnZB1opkiv1+OKK67Ahx9+KFhHURR+//vfIyMjg/cPc7vd8Hg8ogb3Go0Gvb29km0pKSnB\nN998A4VCgQcffBBvvfXWFK6MQCAQCIRTm+HhYYGxsM1mg9FoRFFR0YyUKp8MvoI0drsdg4ODUKvV\niI6OnlGfQbEMCWB0/MIwDNRqNTQaDfLz89Ha2gqHw8EX22AYBoODg3zKU6DonvDwcL7SqxiB9g0l\nWkyKnJwcuN1uDAwMQKVS8R46QODIrYmSnp4OuVwu8KKVy+UoKCiYluMHQ6FQYPHixTh58iQ/xpTJ\nZFi0aFFAgVHKywgA8vPzQdM0dDqdZBTVWAYGBnDrrbfCbDaD4zhQFIXw8HDs378fPT09/LiNVDyb\nXaj5lO9XWlrKHTlyZK6bMe0MDAwgNjZWkFupVCrx+uuvw2Aw8FEBTqcTn376KbZv3y7YzuVyoaam\nRpDP2traiqSkJMhkMsjlcrjdbjidTtx2221+4X0bNmzArl27pv26vF4v1q5di7y8PNTU1GD//v1+\nDwydTofdu3fPi9SWSy65BP/v//0/0XUffPABrrjiilluUXAYhoFOpxM1HkxMTERHR8eMzRIRQqOm\npgbDw8OinbGxlc7Ghz0Dox270tJS/vMTTzyB1157DS6XC1FRUcjKysI555yDV155BU1NTYiPj8e6\ndeuwevVqPkx5LCqVCl6vVzS6yev1YvPmzfjyyy8BAFdffTX27t3Lh4UTCAQCgUAQcvToUdF3qk8A\nOR3xeDw4duyY5Prc3Fy/yKCp4psQHxudMpuigdfrhdFohM1mg0qlgtPpDOgnFCqlpaV8ypnVaoVK\npZqzSrO+DIVg4wqn04m6ujrRsYlCocDSpUsBjEaWlZeXB/QdAoDt27dj3759guNRFIVLL70U27Zt\nE2wbExMzb7NVvi1QFHWU47jSYNuRdLNZIDo6Gn//+98FlcS++93vIjExUZA2EhYWhtWrVwtC/3yi\ny1iB6Nlnn4XFYoFCoeB/yEqlElqtFps2bfI7//r166f9mv72t79h27ZtuOSSS5CUlIQDBw6Ipj9Z\nrVZce+21OHjw4LS3YaJUVlZKrvv0009nsSWhMzAwIPlwtVgsIed6E2aO+vp6fPPNNxgZGQHHceA4\nDiMjI2hsbMS+fftQXFyMhIQEP5NLmUwm6GBarVasXr0ae/fuxdtvv42XXnoJubm5eOCBB3D8+HE4\nnU60tbXh8ccfx3vvvSdaNcTlcgWs6OFwOACMzswVFxeLClcEAoFAIBBG++BS79SJlgQ/lfD1JaSY\niMFxqPiqhJWUlCA/Px+lpaWzJhAxDIPy8nL09vbCbrdjYGAATqcTGRkZMBgMyM7ODpqCJYZGo+En\n+2iaRmRk5JwJRMDoPQ4mEDkcDlRXV0tWzfNV9gVGr6mwsDBo2tyBAwf8jsdxHG/JMhafVy9h5iEh\nCLPEpZdeCoZhcPjwYbjdbvT19YnO4I+MjKCgoAAdHR0A/lfGvr+/H3/4wx/w6aefor+/H1lZWX7G\neTKZDMuXLxcsW7NmzbQa7DkcDmRnZ6O3txcqlQosy8Lr9Qb1x/nJT36CioqKaWvHZMjKykJ3d7fo\nuu985zuz3JrgMAwDiqKQl5eH6upqv/X5+fkkCmQecPDgQezcuZPvKHR1daGrqwvJycnQ6XT8LIjP\nZN5qtUKpVPoZAvoMsH3IZDJ8+OGHfoaNDMPg5ZdfxpVXXinpTSSGx+NBeno6jh8/jri4OJx33nlB\nO3oEAoFAIBAIYwkkAvk8P2eKUISM6aahoUF0eXt7uyAaPDExET09PX7bxcTEwOFwCCKP5HI5EhMT\nwbLsjN6v6SYUP0u3282PT9xuN6Kjo5GRkYHw8HBRI3ipMaTU8pGRkW/VPfu2QkSiWcYn4jzyyCOI\ni4sTNb/r7+/n//+Tn/wEbW1t+OEPfwiHw8H/YJ566ik0NDT4RQ5RFIXU1FSEhYXh/vvvn7bKZj6u\nvPJKdHV1AQg+kzCW+WCS++yzz2LZsmV+y7VaLa677ro5aJE4LMuirq6Orzbw29/+FlVVVdi8eTOs\nVitomoZKpcKdd95JUs3mAWeddRZ27tyJjo4OdHV1YfPmzbjkkkvg8XigVqtx9OhRLF26lDdXHG+G\n6EPsZdjc3Cy6rdPphM1m8zM8bG9vx9DQEPLz8/0EJK/XC6vViu9///u4/fbboVAo5o2fAoFAIBAI\n8w2lUilZfep0nqSTy+XQarWiVbEm6wE0n5GK2mdZFm63mx/LpaWlAYBAKBqbEudyuWA0GmE2m+H1\netHU1ARgtAJdbGzsTF7ClPHZmoQSQSeXy+H1ev0ijtRqtejvqaysDN98841gOU3TWLFihejxJzJB\nSpg8RIabI/7973/7hbCOjIxgeHgYY32ZXn31VWzYsAFWq1UwiGQYBn/9619hNpsF++t0OnR0dKCh\noWHaBSIA+Oyzzya133x4aZSUlODNN98UzIBkZGRImuHNFe3t7YIXr0wmQ1FREZ5//nmkp6djzZo1\nePXVV1FYWIiBgYE5bCkBGPX2SUhIgEKhwB133IE1a9ZApVJBq9VCLpdjZGQE9fX1kzp2UlKS6HK5\nXC74O+Y4Dv/5z39www03YMuWLbDb7X4v4fDwcPzyl7/ET3/6Uz7093Tu5BIIBAKBEAiz2SxZySpQ\n1dLTgcWLFwsmvSiKAkVRaGlpwbFjx06b/un4iJa0tDSUlZXx/8amxHEcJxi3+WhubpY0gZ5rvF4v\nqqqqUFFREVJfVqlUQi6Xo7a21i+FzGdoPp4HHngAOp2OX6dWq6HT6XD//ff7bRsZGUmiiGYJYlw9\ny3R3d6OzsxMsy8Lj8fA+JjRNo62tDT/72c/4SB0fUmq9Wq3Gtm3bsGLFCsjlciiVSpSWls5odAlN\n034+KKHw73//G6tWrZqBFk0Oq9UKtVoNhmFgsVig0WgQHR09180CABw+fDjke0xRlF+KIWH2qamp\nwdatW7Fx40bJ3Otg+erHjx/3i87r7+/HLbfcIqh6oVarceONN2LdunX8spGREdxxxx186dmMjAxs\n3bqVrzAh1cmNjY1FZmZmSNdIIBAIBMLpAMuyqKqqCjhwH1944nSmra1NtLLqtyFCJhSqq6tFTapl\nMhmWLVsGp9PJV3BTKBRITU0VHVM0NjZKimfztT8mde1SFBYWQqlUItB4Pjs7Gy0tLfB6vXz/dHh4\nGB9//DFOnjyJnJwcXHLJJX796cjISGRlZRGRaIqEalxNclVmEbPZzHsNURQFpVIJhmFw5MgR/PrX\nv5b0y5FKCfF5k3z22WdYuXKlnwP8TLBgwQLJFBgxtFotXnnllXklEAGj7RLrAOj1elgsljktszgR\nEY7jODidzjk1uiOMlkp96KGHpnQMg8HgN0sTExODP/3pT/j+978Pm80GpVKJG264Abfddptguw8/\n/JAXiIDR6ofr1q2DUqnECy+8gKKiItFzjjfTJhAIBALhdKejoyNoZMfpYp7Lsiy6u7vR19cHr9cL\nhUKBtLQ0XgRhWVZUIAJGxaPpFoncbje6u7vBcRwSExNnJSJ60aJFqKys9OufL1q0CHa7XZCR4Ctc\nkpKSgpSUFL+2SxFKJBHLsnA6nVCpVJMOCLBYLOjo6IDX64Ver4fBYJA8ltfrnXAFN47jgv42oqKi\nEBUVJWhTfX29XyVsnU6HxYsXw+v1EnuNOYDc8VlkfGl6YDQq4IwzzkBOTg5WrVqFoaEh7Nu3T7DN\nHXfcgaeeespvX5qmsXz5cmzbtm1azakD8fbbb2P58uVBHwA33XQTXnvttXmr9jY0NIg+kHt7e3Hw\n4EFs3boVUVFR+Pzzz1FQUDCrbfNFOIWKVJQIYfbwVRp0u92if/Oh/A7GRxD60Ol0OHjwIHp7exEW\nFsbnYns8Huzbtw8pKSnYtWuX6L5utxtutxsKhcIv7DciIiJoxQkCgUAgEE43xFKCxnM69L1YlkVF\nRYXA7sLtdqOxsREqlQpFRUUBxQ2pynCTwWw2o7W1VTD+6Ovrm5VJXaVSiWXLlqGnpwfDw8MIDw9H\nUlIS5HI5qqqqRPcxGo1ISkoS9P8iIyNFM0MACEQTMVpaWvyiyvPy8iYknnR0dAgCEkwmE8xmM4qL\ni0UDEqQqmAVCpVLxEexik95ifkJ6vR7Z2dlobW2Fx+MBRVGIi4vjrUqIQDQ3kLs+i0j92ORyOZ58\n8kkAow9fvV6Pv/71r7zK++STTyI8PBzbt2/nH456vR5ffvmloIT2bFBSUoLm5mZs3LgRR44c4WcW\nxiKTyfDMM8/MiUDk9XrxzTffIDk5WfSlwbIsTCYTrFar6P5qtRpnnXUWFi5ciKamJpSWlsLhcMzq\ntWRmZgqiQgJB0zTxlZknnH/++fjOd76Dbdu28SbVvg5SKB2Y8VXMxhIeHo7s7GwcPXoUkZGRaGtr\nw65du/gqEWeffTa++OIL0X0PHTqEDRs2wGg0or+/HzRNIyEhAQkJCZO4SgKBQCAQCKdCGlUw2tvb\nJStMuVwudHV1BYxIni4hTSqdDRgVOmJjYxERETGpY9tsNrS3t8Pj8UCn00lG1tA0jeTkZL/lgSZ1\n7Xa7oF2JiYno7u72E8/kcjni4uIkj2M0GgUCke+8tbW1QYMEOjo60NPTI5mlwHEcmpubsWjRIr91\nvgrboSKXy/nxksFgQHt7u982Uv3h8dFFhLlnfoZ5nKKIVTIbj0KhwMaNG/Hxxx/jyiuv5MsuPvLI\nI3C5XNi/fz+qq6v5CkZzQXp6Oj744AMYjUYMDg5i9erVkMlkoGmaL9c+Fy/PRx55BCqVCitXrkRm\nZibi4+MFVdWcTieOHj2Ktra2gCldFEXx6Tkulwt79uyZ8baPRavVoqCgABqNBjRNQ6lUIi0tTVSo\nEnuoE2afzz//HBaLBfv27cPNN9+M/fv3o6mpCfv378f999/Pv/wtFgvKy8tx6NAhHDp0CLW1tXwH\nLFBJWb1ej8HBQVx11VU477zzcOuttwrKiLa3t0On04nu+8c//hFPP/00DAYDiouLUVhYSAQiAoFA\nIBAkCOZRGRkZOWeWBLNJMPPpnp4eyOVyScuD6TD3DpTO5sNoNE7q2N3d3aitrYXNZoPL5YLJZMKx\nY8cmZCIdSAgbH51D0zSKiooQGRnJG31HRUWhsLAw4GS0lB0JwzAB29rc3Myn5gVieHgYwOi9bm9v\nR0VFBSorK2EymSRFQLGIIK/Xy4+7EhMTkZ2dDZVKBYqioFarkZubO2/8XwnBIZFEs0h6ejov+khB\nURQUCgX0ej0eeughwY9JLpfjwgsvnLH2DQwMwGg08hFMsbGxuPrqq/HZZ5+BZVlkZmbirbfeQklJ\nCb+PVqvFgQMHZqxNofLOO+/g0UcfFSwzmUzIy8vDhRdeiAMHDsDlckGn0+G6667DLbfcIvlg93q9\nglDjUKN6ppPw8HA/ETA+Ph59fX286XZycjIJwZwnnDhxgv9/U1MTfvGLX/CffZ0nu93u5zlks9lQ\nXV2NpUuXIj09HYODg37HlsvliI6Oxttvvy15/r6+Phw+fFgyNfKXv/wlNm/eDGC0U+Er60sgEAgE\nAkFIeno6hoaG/DIA4uPjJSftTkWCRQL5xIfc3FzU1tYKomp0Ot20VDa2WCxBt5mMPxTLsrxP7Fg4\njkNjYyPy8vJCOk5UVJSomCaXywWR/uPT5SaSJhfo+pxOp2gQAsuyIaVNAv/zERqfWtjW1oaIiAgY\nDAYYjUawLAuFQgGDwSDpT2symfjrItFB327ICHMW0Wq1kpXKpOjt7fUzPpsJxue6ms1mHDt2DF98\n8QUfFtnU1ITly5ejpaUFaWlpM96mifCzn/1MdDnDMPjb3/7Gf7ZYLHjttdcwMDCA++67z297lmXh\ndrvx1Vdf8cuuuOKK6W/wJKBpGomJiUhMTJzrphDGcdlll0mu8wk3bW1tous9Hg+sVit0Oh3y8/PR\n2NjIp55FREQgOzsbAHDuuedKniMtLQ1NTU2S6202G7Zs2YKnn36aryZx8cUX4+9///tp09klEAgE\nAiEUfBEfJpMJ/f39UCgUSElJQXh4+Fw3bVaJi4uT9Ev0rQdGBZHCwkK43W44nU5oNJppm8QMJQsj\nUKrWeOx2O4DA4pNvm1DIzMyE0+kUGDzTNI3c3Fz+c29vr18f0GQyYXh4OCRPWTFfSR9SUegTiYbi\nOA7l5eWiYtTw8DAMBoOgkp9UCqIYNpsNLS0tcLlckMvlAtNzwvyGjA5mAZ+aW15eHpJA5PV6wTAM\nWJadVtO3QOcbn+sKjD50xwskLMti48aNM96miSLWfikYhsH777/Pfxccx8Hj8YBhGLS3t2P9+vX8\nAzAjIyPg4HwmcDgcp03VjFOF1NRUXHDBBX7LKYri0xUDVYjwdVY0Gg2KiopQVlaGsrIy5Obm8h2t\nRYsWCTodY3nxxRcDVhDU6XT41a9+xf9dcxyHTz75RLTNBAKBQCCc7vj8+/Ly8pCdnX3aCUQAkJyc\nLOl7SdM0UlNTBcuUSiX0ev2UBCKv14uOjg40NzfDYrFAo9EEjGhSq9UhiURmsxmHDx9GTU0Nampq\nRIsJTQaaprFkyRLk5+cjJSUFWVlZKC0tFaTgSU0SMgwDh8MR9Bzp6emiyyMjI6dNjAs07ujr6xN8\nDjS5OPa7slgsqK2thdPp5CfhGxsbAwqPhPkDEYlmmMHBQRw9ejRg2XiKouByueBwOLB9+3ace+65\nOO+883DjjTfizTffDOk8DocDu3btwksvvcSHe4YqNPT394suV6vVWL16td/yw4cPh3Tc2USqxLcU\nCoUCXV1d8Hq9+OSTT3D33Xfj7bffRmNjI1JTU6FUKnH11Vf7pQfNJL/61a9w8cUX45lnnsH27dtx\nxx13TKjKGWFu+cc//oH7778fWq0WcrkcBQUFOHLkCB9JFGg2LNQqYxUVFVizZg3/go6MjMSbb76J\nCy64AJGRkfje974nup9UJ+Rf//oXv45lWdjt9gnNEBEIBAKBQJi/2O12tLe3o7e3d8ITkDRNo7Cw\nEJmZmQJhIDY2FiUlJVOKRB4YGMDRo0cFHo2+CfXu7m6YzWbU19fj0KFDAUWirKysoOdiGAbNzc1B\nvXl8TDRFym63o6mpCUajEU1NTX5V2ALR09MTdJvo6GhkZWXxghBFUUhMTEROTo7o9m63G9XV1aFf\nQBDGC1E0TUsKc2OzX6TGvp2dnWQy/FsAFeoPZjYoLS3ljhw5MtfNmDa8Xi/Ky8uDbme321FbW4s9\ne/bg+PHjfiGCn332GZKSkvDYY4/BYrHg9ttvx1VXXQW3242enh688cYb2Lp1q+jDz2AwYNOmTbj+\n+ut58zG32w2Px4OwsDDQNA2z2YzGxkbRh/2XX36JTZs2CZadddZZOHjw4ERuxYxz4sQJ5Ofnh/wC\n8JlsZ2dnY2BgANu3b4dCoeDvAU3Tghegy+XC0NAQwsPDJ11BIRCvvvoq+vr6sGLFCoSHh4NlWbhc\nLnz11VfYsmXLtJ+PMPsMDw8LvIt8yGQyLFu2bNrO8+CDD+KFF14AwzBITU3F7373O6xZs0byt1FZ\nWYmwsDCBH5JGo0Fubi5JRSMQCAQC4VuI1+sVHVPk5uZOqB/rG6OM7UNMtI9gsVgwMjKCyMhI0DQt\n2R+aDOnp6UGLcTQ0NGBoaCik4ymVyqBG0mNxOp2igoxGo+G9RccWGhnPWG8i32SdbzzCsuykKhjX\n19eH5OUUKiUlJX5CkZiHkc1mw6ZNm1BZWQkAWLNmDTZt2oTIyEi/Yy5ZskTS8Jwws1AUdZTjuNKg\n2xGRaObo6OiQdKQfy6effoqHH34YgHj0T0JCgp+z/x133IF169ZhYGAAV111VcCIE7Vajd27d6Os\nrAx2u12Q15qcnIzk5GR89NFHiIuLEzwUHQ4HHn74YXz55ZeC473++uv46KOP4PV6sWnTJpxxxhlB\nr3E2OHLkCNauXStqRBcIjUaDPXv2+Bns6XQ65OTkoK6uTpAmKJPJUFBQMOHSkIG44oorsGnTJr9w\nZpfLxVcIIHz7MZlMaG1t5TtbKpUKubm5IeXcTwW9Xg+r1Sq6rr6+XrTzNLaDQyAQCAQC4dtBT0+P\naPlxYDQKZfny5SEf68iRI6Jjk8TExKD+pENDQzh58qRAYDIYDDCbzQFT8CdCKKJXdXV10POFhYUh\nNTV1wlFEvupoYviEkEDnLy4uhlKpRGdnp2QaVmZm5oSqRh89enTa7EqkRLjxPkterxfXXXcdn6UB\njI6XkpKS8Oabb/qJTGLCE2F2CFUkItPEM0iopmFJSUlgWVYy9G68QBQZGYmbbroJwGiKSzChz+Vy\n4bXXXhOt1NDV1YWmpibcfffdMJvNsNlsfCnIt956SyAQqVQqnH322bjpppvwl7/8Be+88w7OPPNM\nXHXVVSFd50xTWlqKL774YsL7ORwOPPfcc37LrVYr2tvbYbPZcOzYMfzoRz/CqlWrcMUVV2Dr1q3T\n0WQAo4bgeXl5orMFLMuisbFx2s5FmFvi4uKwfPlylJSUoLS0FEVFRTMmEDEMg4aGBlRVVQmqrY0l\nNTVVtKIaMDp7SMKBCQQCgUCYebxeL3p7eyXfyaHicDgkBSJg1JMw1CiT4eFhyX7AeJ+a8Xi9XjQ0\nNPiNUTo6OvjiHFNFLpcjIiIiaF8lFD+pBQsWTKoSVyBPId93mZ+fLxqZlJycDKVSiYGBgYA+Pc3N\nzSF5F/mYrijwQFFa48emX375JcxmsyCyaGRkBP39/X5jM6VSSQSibwHkG5ohrFYrtm3bhurqaoSF\nheHqq6/GOeec45dXm5OTg9LSUtx5550hi0rnnXce/9C1WCxB9/OVc5Siv78fbW1tuPLKK1FSUgK9\nXo/KykqYzWZQFIWenh7Y7XaYzWaceeaZfvu///77+OSTT3DJJZeE1P6ZJD09HTqdTjJqQgyO43D0\n6FHRdSaTCVVVVfjpT3/Kv9S6urrw4osvorm5GX/9618n1U6GYdDa2or9+/fjwIEDyMnJwcjIiN+D\nnWVZGAyGSZ2DMH+Z6Zfj4OAgTp48yX9euXIldu7ciS1btgiiDjs7O+F0OiU7UG63e1KhzgQCgUAg\nEEKjublZUK6coigsXrw45LQwh8MBo9EIj8cTUgSJVKWsiWwXbII6UCbFdGSxKJVKJCQkCCKdZDIZ\nsrKyoNfrAYz2obu7u4OKYmq1OmRvyPHI5XLJcVhnZyeMRiPv4WSxWNDT0wOlUgmDwcBPEoaSAdHa\n2oq8vLyQ2hSsKp1SqUR8fDzsdjucTqdoNgpFUROqGtfc3Cx6HKfTiZMnT+K8884DMHq/Qr0OwtxC\nRKIZwOcFMjw8DGBUwX7ggQfAsixkMhm/XWRkJJ+nWVFREbKnjlqt5sWE0tJSvPHGGwHDKCmKCpiu\n5AsH7O7uxvh0vxUrViA+Ph4tLS347W9/C5lMJmps++tf/3peiETAaPqMwWDwa+fDDz8sqPA0FrES\nkhRFgeM47Nq1y2/Wg2EYfPDBB2AYZsKDaN8A3uv14jvf+Q5KSkpgNBoxMjIChUIh2FYmk0ka0xEI\nUjQ1NfktO/PMM/Hoo4/iwQcfFCyvr6/H0qVLRY8z02lwBAKBQCCczphMJoFABIyKKCdOnODLjptM\nJoyMjCA2NtbvvdzV1TXhSl2RkZHwer0YHh6GWq2W9IYR85LxESw6J9AEtlwuFxWgfP1uMfR6PbKz\ns8EwDBQKBWw2m2AyDBiNXKmvr0dERAQWLVqEysrKoIIYTdN8gZHJkJqaGrA4EcdxgnL3ERERaGlp\nQXV1NWQyGRITE0MS7SYSSTR+LDEWmqZRXFwsWDZepATAm5W73W6YTCY+aqurq4v/DsaKQmlpaVCr\n1aLtDAsLQ1paGjQazYz4uhJmBiISzQDbtm3jBSIAWL9+PQwGg18U0dDQEBwOB8LDw5GbmwuHw4HV\nq1fjq6++AsdxSExMxPPPP48f/OAHgv2++uorbNiwAcBoLuvy5ctx+PBhSaFIpVLh1ltvlWxvWFgY\nPvvsMxQVFQnEEJ1Oh5///OfQ6XSw2WwBH97zqSKS74G7c+dO/PGPf0RpaSnWrl2LmJgYVFdX835K\nPuRyuWhVKK1WC5fLJTrgBkZnKBoaGlBYWDih9vmO54smUSqVWLBgATo6OpCQkAC32w2KoiCXy7Fp\n0yZcdNFFeOKJJyZ0DsLpi9vtlgy9FhODXnjhBbzwwgtQqVS8+MwwDB9mbjQa4Xa7ERsb+5riWAAA\nIABJREFUy8/OEQgEAoFAmBgulwtGoxFerxexsbGIjo6G0WiU3L61tVUweO/s7ERsbCwyMzMBjPa9\nJyoQJSQkoLW1FQMDA/wyhUKB/Px8XoDyer2oq6sLKEz42iBFdHS0ZPXk6OhohIeHo62tje+vqNVq\n5OXlweFwoKGhQdCP0Wq1GBkZ4aP+9Xp9wLYNDw+jqakpJPElLy9vSulZsbGxcDgcQauUMQwDq9WK\n+vp6fiw1MjISMDVwLCzLwuv1hhSJHmjyemywgg+x7IumpiaYzeaQUxPPPvtsaLVav++Fpmns2LED\nOp0upOMQ5g/EuHoGyM3NRV1dHYBRY64XX3xR8gEUHh4eVMHevHkznnrqKf4zTdN4+umn+dQvXxn3\nvXv3CkzEfOGq9957L+99Iqbs5+fnQ6PRgGVZbNiwAb///e8nZHgml8vxl7/8BVdffXXI+8wWx48f\nFzywGIbB3XffjaqqKn4ZRVF4+OGHceGFF4KmaYECr1AocN1116G+vl70+MPDwxMKUXW73aioqAhp\nW5fLhVWrViEsLGxCMwiE05tAVRUHBgZEI/7y8vKwfv165OTkoKurC7/73e+g1+vxyCOPCLZTq9Uo\nKCggVc8IBAKBQBgDy7IwmUz8pMr46JzxRr/A6CSux+OZsP9fVlYWoqOjRY8ZbD+HwyGaiqRQKPiJ\npGPHjokKLDRNQ6vVIiMjI6Qo+oqKCr9xB0VRWLp0KS92+K5dzG7B7XaDpmlUVlZOS4qaD5qmERkZ\nibS0tGmLmGZZFsPDw5LjBWB0vDSVSfWx39F4vF4vaJrm76OU4XhGRgZf7RrwtyeYKCqVip9kNJvN\nuOqqqxAVFYXbb78deXl50Ol0KCwsJJOM84hQjatJJNEMEBcXh7q6Omg0Gjz77LN+EURj8T08e3p6\n0NHRwT8EvV4vHn30UbS2tuKcc87BP//5Tzz77LOwWCy46aabsGTJEnAcB47j8Omnn2Lfvn2CF4Va\nrcZbb73FG475Qlabm5sxODgIjuOgVCqRmZnJp1r19PRg9+7dIT2IfQ8hhUKBc889d14KRCzL+okr\narUar7zyCm6++WY0NTVhZGQEHMfh8ccfx+7du7F3716BSOTxePDDH/4QO3bs8Huwr1y5csI5zBMZ\nXPtmJQJVriOcXrAsi66uLvT394OiKCQlJfnljMvlctGOiMvlwr59+0SPW1tbi40bNwqWrV+/3m87\nhmH4lNSoqCgsXLiQCEYEAoFAOK2xWCwCcaC7uxs6nQ6LFy8GMPruFhNzXC7XpN6hnZ2diI6ODrqd\n79gxMTFIT08HTdOSqVEejwdOpxNer1cyAkepVPLXFAqFhYV81BLHcdBqtVi4cKEgGkbq+mmahlqt\nRltb27QKRAAQHx8ftDLbRKFpOqgQMtWsC4/Hw2eg+Ojq6oLRaOTvkUajQW5uLgoKClBTUyOY9I+L\nixMIRABEq9tOBJfLhaKiIgCjPrtHjx7lo+N849/6+nosXLgQMTExUzoXYXYhvfsZ4PHHHwcAXHnl\nlVAqlZIiEcdxOHjwIL773e+iublZ8BD0eDzIy8tDQ0MDdu/ejfPPPx/79u3jKwU8++yzMJlMoCgK\nubm5iImJwZo1a7BgwQJER0fj6aefFjjS+9TlrKwsFBUVISYmBnK5HAMDA7yJ8gcffMCLScEoLCzE\nZZddhp/97Gd49913p3C3ZgaWZdHa2sp/9nq9sFgsYFkWFEXhpZdewmWXXcar38uXL8dvfvMb0VzZ\na665BnfddZcgRPP888/HZ599NuF2+Qbw4xn/AnQ6nXj55ZcBIKSOAOHUh2VZVFZWoqurCy6XCwzD\noKWlRXTWatGiRfw+DMPA4XCgrq4OL730UkjnoigKa9asCbjN4OAgamtrAQA2mw0nTpxAVVUV6uvr\n0djYiN7eXlIdjUAgEAinNA6HQ/Q9bLVacfToURw7dgwnTpyQ3H8yAojv3Rpo0K1SqVBaWorS0lIs\nWLCAF2MCvZcZhpEs5w6MTmz39vaiqqoKFRUV6OjoCHg8mqaRmZmJ0tJSLF++HLm5uROO3Ak13Wk8\ngUrGJyYmTuqYoRDIc0cs1WuijLUzMZlM6OzsFPwN2e12lJeXw+FwYOnSpSgoKEBycjIUCgVMJhOO\nHDkiiCSbzuIkvolMiqL8xr5S1h2E+QtJN5shtm3bhoSEBCxfvtxvnS8CiGEYrF27Flu2bMHZZ5/t\np6YzDINLLrlENNWouLgYzz77rCCc1fegHv/jpGmaF3/Gz3aMZWRkBC6XCw0NDdi4caNkiUpf6cKR\nkRHeP+fVV1/FzTffHOSuzA5erxfHjh0Dx3EYGRnBq6++ijfeeAMejwfh4eFYv3491q5dy2/PcVxA\nIc9ms6GnpwdXXXUVHA4HIiMjp1Sdym63o6amBsD/cowHBgYQFhaGiIgI9PX14cUXX8T+/fsBAHv3\n7sUNN9ww6fMRTg2MRqOkd4EvZXQsLMvimmuuAU3TaGhoQHV1tWD92rVrcfbZZ6O+vp4XJH3ccccd\nWLduXUjtSkxMlMzFpygKhYWFUKlUIR2LQCAQCIRvC/X19ZMWMXzIZLIJWTwAo5EwGRkZ6OnpCehp\nU1pa6je2qKyslOzfl5SUgGEYfgJoPGLepAqFAkVFRTMWVVxXVydZsVjKRsOXGt/U1MSXofdhMBiQ\nlJQ0I221WCzo6+vzOycwep+SkpJC9iCSoqCggI8kOnr0aNC/HbVaLZqR4PO2YlnWr2jRRIiIiEBu\nbi6A0aiiyspKyW3LysomfR7C9EHSzeaYxx57DOXl5Xw+7VhcLhceeeQRdHR0YHBwEFlZWaIPV6/X\ni4SEBLS0tPita2pq8lPjpR7QY0uoB8o7lclkCA8Px+LFi3HDDTdgz549fttQFAWPxyN4KHMch1tu\nuQUXX3yxXxjjXFBRUcG/xP7whz/g9ddf5x+QFosFzz33HMLDw3HxxRcDQNB0wHXr1qGlpQUURWHr\n1q3Yvn37lNqn0WhQWlqK7u5uOJ1OREREIC4uDjRNY+vWrdi5cycYhkFMTAyee+45IhCdhpjNZrS1\ntfEv/6ioKNjtdsE2zc3N+Prrr/kKE6tWrRKsp2ka77//vuQs5ZYtW1BaWop9+/YhNjYWTU1NCA8P\nx3333Yfs7GxJX6PxBDJr5DgOdXV1fCgygUAgEAhzgc1m46s0JSUlTWmyDxj1GJqqQASMRgPpdDo0\nNjaGtD1FUUhNTQWAoAKBxWJBVFSUYNmCBQt439SxREdHQy6XQ6vVSnrniPUnPB4Penp6kJycHFL7\nJ4rBYOAnVsfjdrtRVlYGi8WCrq4usCyL+Ph4Pg0/OzsbDocDfX19oGkaSUlJASt/TYWamhq/fhrw\nv1LyaWlpaGhomNI5FAqFINUsFHFRyrLCbDYjIyMDNE3DYDCgo6Njwu2RyWSC6tnTESlFmD8QkWgG\nycjIQF1dnUC88VUiGJuq1NjYiKSkJD+RRy6Xo7e3V/TYbrcbPT09SElJkTw/TdNITU3l0868Xm9I\n6R9qtRrf/e53sWfPHsTHx4OmafT29kKr1SIzMxMnTpwQVe5/8YtfhJzOMlMMDg7y18iyLPbu3ev3\ngGQYBr///e95kUgMjuPg8Xjw7LPP8iKdz7to1apVuPDCC6fUTpqmRb+7HTt2YMeOHVM6NuHbzeDg\noJ9nwODgIC9mchyHnTt34t133+U7CE8//TQ2bNiAXbt2wWKxoKWlBW63G6+//jo+/fRTfP75536h\nvi6XCxEREYLQ8osuuoifEUpOThY1t5woLpcLLMsS7yICgUAgTAs2mw29vb18XypYClNtba3gXdfd\n3Y0FCxb4efpNhO7u7knv60MulyMtLY2P+O/p6YHX6w04+ZKXl8cLXHFxcQGro4mJCDqdDrm5uWhq\nauL78iqVihd5WltbRQWiiIgIQarTWMxm84yJROMNwMXQ6/WSfkDh4eHIyMiY5lYJ6e7uFhWIAPAm\n3UajMWBEVF5eHqxWK8LCwkDTNGpqagRjNpVKhSVLlvCfp0OgHB4ehl6vR1JSEvr6+iQjzMQQ86Wc\nqvBKmF+Qb3MGiY6Oxq5du3DzzTdDoVBALpejrq4OW7ZsAU3TfNrZnj17UFZWJngQOp1OvPfee5JV\nrbxeb9AHZ6j+QmIoFAq89dZbSElJgUwm4weoL7zwgmQo4XS8MKfKWFGNYRhJBd1kMgk+y2QyJCQk\nID4+Hl1dXTh48CB++tOfCkqE+tiyZcuURSICQQqpSiW+GbyjR4/inXfe8ev8vfTSS/jiiy+we/du\n/qWdnZ2NrKws3HbbbWhtbcW9994Ls9mM3NxcXHbZZX7eA/v378fWrVuxY8cOpKamQq/Xo6OjAwzD\niHYap1qpg0AgEAiEsbAsi76+PjAMg6ioKL/B//j0I5PJhJSUFMlJ056eHlGfnZaWFsTExEx6AmMy\nnntKpRLh4eHweDyIiYnhJ2KB0cnD+Ph4QfVdMcb2/ZVKJWialmyLlKelXC4XTPa6XC4cP34cycnJ\n6OvrE90nUBGVmYwg+TZMMElN6PvWpaSkBBT+MjIyoFQqBT5KpaWl8Hg8GBkZEfUNkhKcJsLY4xYV\nFfmZYEsR6PcmFZWUnp4+tcYSZp35/8v7lmO323HppZfi9ttvxzXXXIMf//jH6O/vh0KhwJNPPomI\niAjU1dXh3nvvxcmTJ8FxHFiWxZ///Gc8//zzksdVKBS80CTGeH8SIHSFl2EY6PV6GAwGyOVyQTpW\naWmppDh17bXXhnT8mWRsW8PCwhAZGSm63YIFC/j/q9VqLFu2DKmpqVAqlcjIyMB//vMfUYEIgOQL\nlECYDqSqigCjM2LvvfeeZIhxYmKi3zOBoii+kuFTTz2F7OxsvPDCC5KzUC+++CL//4iICOTl5aGk\npMSvQxAWFoaCgoKg1yOTyb4VnTwCgUAgzC02mw1HjhxBe3s7+vr6UF9fj4qKCl4EMZlMooNjo9Eo\nGuEOBE6JDrQuGJMp6Z2amoqcnBzk5+cjMTHR791YV1cXcOIlOjrabx8pywSKoiTfvVLWE4GihwP1\nTWYqisjtdqO5uVly/BLInHo2CSSqjM1ukEIqgkehUEgaS+t0ugm00B+lUunnFxkRERFUIIqLiwuY\nxZKUlITs7Gw+rU+pVCInJ0dQTInw7YBEEs0wzz33HD788EO0trbyPzyVSoWSkhKcccYZuPfee/HY\nY4/h2LFjuPPOO9HQ0IDk5GSUlJQgNTUVNTU1ePfddwUPZ5lMhuPHj2Pv3r04//zzRSuo+fKVQ8XX\nNofDwYcfir1cysrKUFBQgOrqan5WQS6XIzk5Gdddd92EzjkTJCUl8YNfiqJw991341e/+pVgBkSl\nUuHuu+/mP4u9ZK6//nrs2rVL9BwXXXTRNLeaQPgfMplMspOYlZWFY8eOSe7b09PjN6Pndrtx8uRJ\naLVa5Obm4vDhwzhw4IDkMZxOp+hy38yR2+2GXC4PWfjJysoKaTsCgUAgnN6IeeW43W40NTVBp9MF\nTK3q6elBamoqTCYTBgcHIZfLkZKSEnBwPn7CZXh4GA0NDfxyjUaDRYsWiYoU6enpfGn3UFAqlYiO\njkZzczO/n06nE5SEl8oeAEa9ixYuXBj0Gnz4Jp3F3tWBooImw3jfo+mgv78/YEWs6OhoZGZmTvt5\nJ0NMTIyk4OgTR7RarWS63mRKw+v1+klHcyuVSuTn5/stD8VUe6zPrRRRUVEz8jdBmF2ISDTD/P/s\nnXl4VOX99u9zZp9MMlkm+x6y74QYsFrKD1ChLkVpaxWlgvVViwtaUduKiguKUhQRtWBtrbt1QxQF\nxYooKgkhZCUbWcg6WSeZLTMnZ94/cs1pJnPOmZmQIJDnc138kbM+szDPc77LfcfFxeHQoUNYv349\nDh06BIVCgV/96ldYvXo1ZDIZlixZgqamJpx//vm4+eabuR9zuVyOBx54AOedd55b9H50dBT3338/\nHn74YcEe2O7ubrcshzMApNFo3IJKNpsNb775JioqKpCfny/oVEbTNJ599lns3r0be/bsAUVRmDdv\nHp5//vnJvkVTSkBAAIKDg7kqoKVLl0KlUuGpp57C8PAwUlNTsWbNGhQUFAAYi9LzWWFecMEFyM3N\ndSv7VSgU2Lx58/S/EMKMJTY2llesXqFQQKlU4qKLLsLbb7/Ne+5E69W9e/fiySefBEVRGB0dRVRU\nFF566SVePS6Kojjx+j179uCXv/wl7z0maj+EhISgr6+P99jExMRJZVsJBAKBMLMwmUyCAZ2BgQFe\nx6jxdHV1Qa/Xu1yjv78fGo1G0NZ9fHVDT0+P29xrMplw7NgxzJkzx+1cqVSKvLw8NDQ0iNrGO0lN\nTUV5eblLxZPBYEBZWRkKCgo8Jl60Wi3nTCaRSBAdHe3Ryv10VPFKJBL09vZCIpEIJph9hWVZ0QCR\nU8tpPBaLBU1NTS6fhVOUebqrWGJiYtDX1+f2vBYaGsqtmRITE3lbCUNCQiat5ZObm4vq6mqvgn7B\nwcEICQmBSqUSrE4SqsYDxtaI6enpRHdoBkF5GwE/HRQWFjpOxYbvTMWTvaCQJSDDMIIq/BKJBIcO\nHRK8Zl1dHe69915ERUVh06ZNeOedd/Dyyy8jNDQUr7/+Ovz8/Lj/6A6HA1u2bMG7774LAJg/fz42\nbNjgoqA//r7OrAVFUUhISDgl4b/pwmlbD4xVFznb77q7u9HV1QWHw4GQkBBER0cLTmgsy+Kuu+7C\nv/71L9hsNixYsAD//Oc/PU7KBMKpMtHuXqVSISMjg8saCf0u5Obm4rnnnoNKpUJtbS1uuukmlzJm\nmqYhlUphsVhwyy23YOfOnQDc/18rlUq8++67uOyyyzyOlWEYHD161C2bKpfLkZ+f7/NrJxAIBMLM\nw2AwoLa2dlquzafb47QABzyv05OSklyqzkdGRgRNXPgIDAyETqcTdDCLiIhAXFwcDh8+7NX1nOh0\nOphMJt4KYJVK5SJ0PJ6amhrBqpZTJTk5WVALyVu8/S5otVqkpaXBaDSiurpa8LhTFSn3BpZl0dXV\nhf7+fk5QfWKSzGazcYEsiUSCyMjIKQlgOb/bNE2jpaXFTSOJpmnk5+d7DPDU1dVhcHCQd19qaqqg\nhAfh7IKiqCMOh8OjcDEJB54GnA9mfCWBYo4MfNUETsLDw+FwOHh7kR0OBz7++GN0dnais7MTixcv\n5vbp9Xpcd911WLVqFX72s59xmYgHH3wQbW1tOHbsGFpaWnivK5FIMHv2bABjP0hncjRZo9HwtrmE\nh4d7/YNM0zS2bt2KrVu3TvXwCARRoqOjERkZCYZh3Fq71q9fL3heeXk5nnnmGdxxxx1499133bJa\nLMvCZrPh1VdfxY4dO5CWloZ169a5lKs7HA6MjIxg69atWLx4sWDGyYlUKkVOTg6qqqq4+xkMBiJS\nSCAQCASvmVgJO5WoVCoEBASgv78fEokEUVFRLoEMT8YrQ0NDXJCIZVlUVFR47RYcExOD4OBgUYv7\nwcFBxMXFQSaTiWr/TKS3txf5+fmorKx0ecaQSqXIyMiAwWBAS0sLRkZGIJPJEBcXh+DgYKSkpKC8\nvHxajCcaGhpQUFBwWp4RDAYDOjo63MxoJtLa2jrtQSKaphEVFSWqzySXy5GWljYt93YSHx+PwMBA\ntLW1YXR0FIGBgYiJifGqwishIQFlZWVu22UyGQkQzUDO3Kf8c4yUlBTU1NS4bU9NTRU8Z8uWLbzb\nKYrCddddJ3gey7LYs2eP4H69Xo9NmzYBAH744QdOa+S7777jjrHZbFwJLUVR8Pf3R3JysosLA2F6\nqaqqQnl5ORYtWoSwsDBuO8uyMJlMooJ2hLMfmqZ5g8hi7Y40TWPXrl3Ys2cPgoKCBBexzgB0UlIS\nZDKZWzaUZVlUV1djyZIleO+99zyKQ9bV1cFsNnMiiAEBAejs7ERJSYnobxWBQCAQCMD/WoP4nJFO\nFZPJhMTEREE9FTF3KgAulfV9fX1eO5ulp6dz87hYUti5Ly0tDZWVlV5d20lTUxMKCgowODiI4eFh\n+Pv7IzAwEP39/S6BKee6Pi4uDhERESgoKEBvby9aW1u9Dhalp6fz6kZNpKOjw60dzBd8CRh2dXV5\nHL+QbtO5ilarnVSrv1wuR3Z2NhoaGrgWNq1Wi5SUlKkeIuEsgDzpnyb8/f1RUFCA0NBQaDQahIeH\no6CggLely4lQP67D4cDAwABvtc/o6Cg2b94sqFU0EaHyTLlcjszMTBQVFeG8884jfainCZZlceWV\nV4KiKGRnZ+Paa69FeHg4Fi9eDKPRiNWrVyMvLw+LFi3Cli1bcOTIkSkXICScuRiNRtHFEMuyCA4O\nxptvvonf/va3bs4VTpwi89nZ2YKL3cjISNA0jd/+9reiY7JarTCZTC73kkgkkMlk2LVrF8LCwhAU\nFIQbbrjBK90GAoFAIMxMIiMjkZGRAT8/PxcThi+++AJXXXUVzj//fCxbtgyff/65z9cWqxbyFGQY\nn6jzdn3t7CJwIlZh4gxeqdVq5OfnIygoCHK5HP7+/h5dRJ1mLYGBgYiNjeUqPoS6EcYH4XQ6HXJz\nc71K/Op0Oq/d4ITa8Pr7+1FXV4empibRVj2apr0WpWZZVtDhzclEQw+CMGq1Grm5uSgqKkJRURHS\n0tJIYcAMhTz1n0akUqmL9bonFi5cyOtCpFKpkJmZ6bbd4XBg48aN+OSTT7y+x9KlS70+luAbLMui\nt7cXBoMBCoUCUVFRHgNtF198Mb766iu37fv370d4eDhYluWCQpWVlfjhhx/w4IMPorDQY2sp4RxA\nrVaDoihRN5W//vWviIyMxPLly7Fr1y50d3e7LMbmz5+PjIwMAGMVjmlpaaivr3c5RqFQYOXKldiw\nYQOv3fB4DAYDRkZG3ALe27Ztw+7duzlNpFdffRUfffQR9Hq9aEaVQCAQCDMXf39/ZGVloaysDKOj\no/jiiy/w6KOPcnNJZ2cnNm7cCIfD4dMadmBggNP8CQgIQGpqqlcPv1FRUS7HBQQEQK/XezyPZVkc\nPXoUeXl5kEqlkEqlSE5Odms7i42N5XQzgbEk7cTKDU/zPh9irmfOVnabzYbR0VHk5+ejq6uLW6/G\nxMTAYDCgq6sLUqkUs2bNglKpREVFhVf3nqhJ5GzRG6+R2NPTg/j4eEEJCJ1Oh4CAANTU1AhaxANj\nDnQymYwzrOFDzLKdQCDwQ0KDZzD33HOPy8ThJC4uDvPmzXPbPjAw4FOAaMmSJUSEeZpwivk2Nzdj\nYGAAXV1dKC0t5TI+fJSXl+PgwYOCCwGz2exSNWSxWLBv3z40NDQICs0Rzi1omsbChQsF98vlcsyd\nOxcymQxqtRr/+te/cOONNyItLQ2zZ8/GAw88gAMHDric89VXX+GCCy6ATCaDQqFAUFAQ7r33XlRW\nVqK/v99jhm68CL6TtrY2fPTRR24LO4PBgIcffti3F00gEAiEGYczyPHiiy+6zSUjIyN44YUXfLre\n+KrZoaEhHDlyxKvzJq6Tg4ODva5MGR0ddekKCA4ORmFhIVJSUpCcnIzCwkJERkZ6vI5Y65anOZoP\nm82Go0ePoqysDBUVFTh69ChkMhmysrKQnJwMpVKJ8PBw5OXlISsri5M2CAgI8HhtuVzuFiRqa2vj\nDfS0tLSItu7J5XLk5eWhoKAAKpWK95ikpCQkJSUJ7o+KiiLPOgTCJCCVRGcwUqkUzc3NWL58OacX\nNG/ePCxbtgwMw7hk461WKz766COvr61QKPDZZ59N+ZgJYzQ0NPBmcerq6nDeeee5bWdZFlVVVZMq\n6SwuLsb8+fOJqNwM4fPPP8eCBQtcNMScUBTlsmDUaDS44YYbcMMNNwDgd1IMCwvD3r17ccMNNyAv\nLw8UReHDDz/E999/DwBYtGiR6Hg0Gg26uroQHh7OtZwdOXJE8Lv84YcfYuPGjV69VgKBQCDMTPz9\n/TE4OCjYJua0ux8/10ilUsjlcpjNZo/XdzgcaGhoQFBQkOAxzgqgieTl5eH48eNe3WdiNS5N06L3\n5CM8PBxdXV28gRaHw4H+/n63wExAQABvJbBKpUJ1dbVLcMbhcKClpQVKpVJUyyY6OlpQv4miKOh0\nOl7Tit7eXsFr9vT0eDSUcRpkdHd3o7OzEwzDQKPRIDExEQqFgktoaTQa7l9AQACRySAQTgFSSXSG\no9PpcODAATAMA4ZhcOmll+Lpp59Gc3MzLBYLTCYTrFYr6urqcOzYMchkMm5SE+tjJs5D00d/f79g\ni47D4eDtZzeZTAgPD/dZXE8ikSAoKIgEiGYQUqkU3377LQwGAw4fPgyTycQtkkdGRtwWf06E9ImA\nMeeKa665Bvfffz/uvfdeLkCk1WrxzjvveBzTxRdfjMOHD8Nms8Fms3Euanx4EsEmEAgEAiEhIQEU\nRbnoAY1HLpe7BAFUKhVyc3ORnZ2NxMREqNVq+Pn5iVba9Pf3C+p/AhBcRzvX2M7Ei8lkmhansPGI\naZjyBW5SU1PdzE3kcjknXcBHa2ur6BikUiny8/NduhyUSiUKCgpw3nnnITExkTdBJNYq560IODAW\nLMvPz0dhYSHS09Mhk8lQUlKChoYGmM1mGI1GdHV1wWg0kgARgXCKkP9BZxnHjh2DXq/H9ddfj/nz\n5yM5ORmhoaFYsGABNmzYgJKSEuTl5eHSSy8Fy7LQaDSwWCxu1yGZ/OmhpqYGw8PDosfwTYgymQwa\njQZPPPEEKioqsG/fPo+WrMBYRmrx4sWiiwfC1PLxxx/js88+Q25uLm6++eafTNAvICCAq0rLzs5G\neXk5AODxxx/Hzp07IZPJXMqvPblTXHbZZejt7cX69evR1NSEpUuXYs2aNV69voCAANx11114/vnn\n8eWXX0KpVAou/B599FFvXyKBQCAQZijOVqOrr74aL774olviYeXKlSgsLHSrJgKA0NBQzvK8vLx8\n0gYfDMOgvb0dEokEERERvHp6JSUluOeee/DGG29whg/jmYzLFB++tpXRNI3c3FxQpI1FAAAgAElE\nQVRYLBYMDQ1Bo9HAz89P1D3Obrd7vK5cLkdWVpZPYwkODha0qT8Va/q6ujretUZXVxciIyMhk8km\nfW0CYaZD+SqENp0UFhY6SkpKfuphnNH8/e9/xy233MK778Ybb8TLL7/ssq2yshIXXnghp4VDURT+\n/Oc/4/HHH5/2sc40BgcHUVdXJ3oMRVGYM2eO2yKisrISZrMZDocDLMvCbrfjb3/7Gz799FNER0fj\n1VdfxYEDB/DII49AKpVCIpFAqVTiiSeewE033UScB04DZrMZs2bNcnH3UCgUOHr0KCcE/VPR1NSE\ntLQ0boGn0Whw6aWXYvXq1UhOTkZcXNxpz6q99dZbuO6661wWcOvWrcNTTz11WsdBIBAIhLObW2+9\nFTt37sTo6CgkEglWrVqFnTt3ejzParWiqqpqyizQY2JiXFzKhoaGEBERAYvFgtTUVLzwwguQSCSQ\ny+WgKIoLdE3F/Gs0GgUdiVNSUrxuYRseHkZNTY3gfpqm4e/vD51Oh/b2dtjtdqhUKiQkJEw6Icmy\nLMrKytyqraKiohATE+PxfLvdzomFh4eHc++nU4icj+DgYCQnJ09qvATCuQxFUUccDodHxyMSJDrL\nYFkWgYGBbtUqEokEer3erSfZSVlZGTo6OrB48WLiLDRN1NbW8gpTsywLvV4PhmEQExPjpgvT09PD\na1XqcDigVquRlZXFBYHMZjNeffVVqNVqrFixgpTTnkYuuugifPnll27bQ0NDvXI6mW6GhoZw//33\n4+DBg0hOTsbmzZsxa9asn3RMDMPg1VdfhdFoxKpVq7wSvSQQCAQCgQ++qiGxY48cOSLa6qTVakUN\nRfjIz8/n1tGPPPIINmzYwCVD1Go1/u///g86nQ5msxlvv/32lCbxGhoa3Fy8AgICkJ6e7tN1ysrK\nRC3ohUhLS5t0ZRTLsuju7kZfXx+kUqmbq5sQra2tLsk54H/BOrEg0WTeFwJhJkCCROcwvb29WLp0\nKTf5JScn46OPPvK5/JMwtdTV1fG6jNlsNrz00kt44403AABBQUE4ePAg93k5q4j40Ol0SEpKmr5B\nE7xGKpUKZiM7OzuJewaBQCAQCGcIer0ezc3Ngvvj4+MRGBiIY8eO+XTdsLAwJCQkAAD++te/Cso3\nxMTEiLZ2TZbh4WF0dnbC4XAgIiJiUkEblmVRX1/vc4AMGNOKEtKJOlU6Ojqg1+vhcDgQEhKCoKAg\nwaqn3Nxc1NTUCLbIZWRkwN/ff1rGSSCczXgbJCI9KmchOp0OxcXFYFkWDocD9fX1JEB0BiBkY8qy\nLL766ivu74GBAa6PnnD2IPZ5edKh8pahoSHcdNNNyMvLw7XXXutRRJJAIBAIBII7fCYhTpwCzgqF\nQrACX4jxa4E1a9YIHnf99df7dF1v8ff3R2pq6ilV9dA0jbS0NBQVFbm0z3lDc3OzqFvZZKmsrERb\nWxtsNhvsdju6urpE2+I6OjqQlpYmuN9isZB1NoFwCpAgEYEwRTh7uB0OBywWCywWC0ZGRrBlyxY3\nEWqr1YrXX38dAEQrUIQCT4TTj1Bvu1wu9ygK7Q3//ve/odVq8fLLL6O8vBxvvfUW4uPjsWfPnlO+\nNoFAIBAI5wosy6KzsxPl5eUoKSlBSUkJKisrXRI2Yu3N400dkpOTOSt1mUyG0NBQREdHC5473q49\nKioKt912m9sx0dHReOSRR3x9WVOGxWLB8ePHcezYMTQ0NIi2lk1GgqK1tRUsy05ZIMZgMAhW1AvB\nMAzUajVyc3N5X0NzczPKy8tJoIhAmCRE0IRAmEKSkpIglUpx5513gqIofPPNN+jr6+M9tqqqCsBY\nZZher4fRaHTZHxoa6rKQIbjDsiysViukUum0a2299957mD17ttuCY8eOHZO+5ltvvYXvv/8es2fP\nxurVq3mP+c1vfiOaEZ0sTU1NKC8vx89//nOfM6kEwlTAsiwaGxsxODgIh8MBPz8/pKSkEN08AoEg\niJAIstlsRk1NDZKSkqDT6RASEiJobz+xema8G5rzHj09PW7BFa1W66ajs23bNlx66aXYuXMnWJbF\nBRdcgJUrV/5kmpH9/f1oaGjg/h4ZGUF/fz+ys7N5had1Op1oWx4fDMNgvDyIVqtFSkrKpPWXJlOZ\npNPpAABKpRKZmZkoKytzO8Zms6G9vR2xsbGTGheBMJMhmkQEwjSg0Wg8PtgfOnQI559/PoCxBUlV\nVRUsFgu3X6VSuYhWOxctFEVBp9PNeEezf//73wgICIBOpwNFUejp6UFhYSGioqKm7b3p6OjAnXfe\niR9//BE6nQ6zZs0CRVG47bbbcOGFF6KtrQ0GgwEymQxxcXGCTiAdHR3IyMjA0NCQV/dtb2/3uSRc\niKGhIeTn57uIpV988cX47LPPZvx3inB64RNPpSgKs2fPJqL8BAKBl+bmZlGzCJqmUVhYCJvNxhs4\nAIDAwECkpqaK3odlWXR1daG3txc0TSMiIoILTIxHyNk2OjpatCLJGxiGQVtbGywWCzQaDaKjoz3O\n08XFxbxi3QqFAnl5ebznGAwG1NbWntJYg4KCkJKSAoZhUF9fz1V1yWQyJCcni+oDefpMJyKXy5GY\nmAh/f3/QNI2WlhZ0d3cLHpufn8+7r7OzE52dnWBZFhqNBklJSSRJQTjnIcLVBMJPyIcffojly5cL\numqkpaXh+PHj3N98jhUA4Ofnh6ysLHR0dKCtrc1l33SKB57pvPXWW4iMjHQJwtjtdgwPDyM4OBhZ\nWVleuWZMlieffBLnnXcepFIpaJrG119/jTlz5rgtIOPj411K052kpqaivr7e6/v19PTwLk4nQ0ZG\nhst3z8mtt96KF154gfubYRiwLEsWTIRpYWBgQPD/AAkUEQgEIUpLS92qiCZSWFiIrq4ut3WTE4lE\ngjlz5kz7eAoLCyedfBkaGnKbqymKQm5uLhQKBe85YoExAG7uuuNhWRb9/f2w2WyC75snioqKBJ3T\nsrOzoVQqodfrMTw8DLVajcjISNA07XHcQlAUhVmzZqGxsVFwvS0UJBIymxnvXkcgnIsQ4WoC4Sfk\nyiuvRG1tLS677DLEx8dDq9WCpmkoFApce+21qKysdDmeL0AEjAkvGo1G3gm7ubl5Uham5wKVlZWQ\nSCQu22QyGZRKJUZGRkTFDk8Fo9GIf/3rXzjvvPPg7+8PlUoFhUKBhQsXIigoyO34lpYWt/Y0p6uI\nt6hUqikLEPX39/MGiADgH//4B4CxReaxY8dQWlqKsrIyFBcXC2boZhpWqxU9PT0+aycQ3BkYGBDc\n53A4UFpaOmWC8AQCYeYh9qA/lVWzYgGrkZGRSV+Xr7LH4XCIVvzwBT28hWVZjI6Owmq1TvoaBoNB\ncF1aWVmJkpIStLa2YmBgAO3t7SgpKYHZbIZcLkd8fLzP93M4HGhoaBAMEAFwaSN0YrPZBN+r6upq\nrg2aQJjJkDQdgTBNpKSkYPfu3ad8HTEL1ebmZo8l0+cigYGBvJk0h8MBo9EIhUKB4eHhKbM/ZVkW\nCxcuxIEDByCTySCXy7F69WqsWLECFEVBJpMJnmswGFwCSJ4yoE5kMhlkMpmLM96p0tHRIbjPaSNb\nWVnpMkaHw4GWlhYoFAoEBgZO2VjOJvjaQWma5jKjBN/x5n2rqak5pUw8gUA49wgNDXUzAxmPUqkE\nTdMIDg7GiRMneI85XaYgYmuD8QwPD+PkyZNgGAaBgYEICwsTDHxMDOI4Rbz7+vo8BngGBgZ4E1q+\ntnvxQVGU1y304zl+/DgKCgoQHh6OkJAQ6PV6DA4Ouul0Tha+z1pIKxQYCyD19fWhr68PCoUCOTk5\nZA4izEjIt55AmCaGh4dx/PhxVFdXo6enR/RYsQlo/IPpRKZqEj3baGho4H1fJBIJ12bmDHpMBZde\neikOHDjAXddkMmHnzp3YtWuXx3MnfrZyuZw3eEVRFMLDw+Hv7w+tVosrr7wSu3fvFtQQmAzp6emC\n37WwsDAYDAbBIFZrayva2trw2WefCVa+navU19e7fd9YlkV5efmMreY7VcRcHcfj6beTQCDMLKKj\nowWDzFKpFBkZGQDG5t709HS3YwIDAz3+/rAsi5MnT+LIkSMoKSlBbW0tt6ZwBmVqamrQ0NAg6KIm\nk8m8apltb29HTU0NjEYjrFYrTp48iVtvvRXLli3DkiVLsHHjRreghnPeYVkWx44dQ3t7u1cVQHxC\n3v39/accIALGftMn0+bPMAy37pBKpYiKipqy5KdGo+Fd8wi1601kZGQELS0tHo9jGAa1tbUoLi5G\nSUkJmpqaiKsa4ayHVBIRCNPAiRMnXNwajEYjOjs7kZ2dzTthxcbG8k5EkZGRGBwcFHxwpyhq6gYt\ngnPhYrPZoNVqp1Uc2htyc3MxPDwMqVTKZeqcY3Ta0U9cuBmNRvzlL3/BoUOHkJKSgo0bNyI6Otqt\nJN1oNKKpqYlzTYuKisLevXvdxmC1WvHKK69g2bJlAMYqbiZ+HhRF8QaEXnvtNe4853EKhQLPPPMM\nZs2a5XJse3u727bJ4nTee+aZZ9z2/f3vf3cTW+/t7cVrr72Gw4cPQ6VScY58ALBo0SLs27dvRmTY\nDAaD4L7GxkbuoYTgPTRNIyMjw2Nr6Km0axAIhHMPmqaRm5uLgYEB9Pb2gmVZKJVKaLVat2rXgIAA\nFBYWclo7Op3Oo94My7KorKx0CboYDAaUlZUhNzcXVVVVbmsymUzmlpiy2+1obGwUnb9ZlkV7e7vL\ntvXr1+PQoUPcb98nn3yCQ4cO4e2334ZGowEwJvqfn58PvV7vU0KMZVmwLOsyb09Wf8gJRVGIjo7m\nzDVomj7lAIlUKkVWVhZqa2u595qiKNG2Mj6cLWwmkwl9fX2QyWQIDw9HYGCg19fr6+tDYmKi4H6n\n257zNTscDvT09MBgMCAzMxNdXV0AxoJoROuIcDZBgkQEwhRjNpt57TytViv0ej1vBis8PBwSiQSt\nra1gGAYSiQTR0dGIiIiATCZDa2sr771Oh3W5Xq93sUc1mUzo6upCfn7+TyYsu2bNGmzcuBE2mw1z\n586FzWZDS0sLCgvHdNjCwsJcxtbU1IS0tDRuMXXkyBG8/fbb3P6ioiIcPHjQTc/IbreL9rs7K2os\nFgtMJpObdlBycjJvEOVXv/oVPvjgA1x11VUAwF3/tttuwyuvvOJSHu1te5q3bNmyBfHx8XjkkUcw\nNDSEmJgYvPDCC1i6dClMJhO3YOzp6cF1110Ho9HoNgaFQoGoqCh88cUXCAkJgU6nQ1xc3IwIGE1k\neHgYBoMBarXa69YCwhj+/v5ITU3ldQZyEhISchpHRCAQzhaCgoJ4W6cmQtO017p+vb29gi1qDocD\nNTU1vHOyUKCmr68P4eHhXHCHb/94mpubXQJEADA6Oorh4WF8+umnuPrqq7nt1dXVk0oUTpynR0dH\nfb6GE4qiMGfOHJdr5ubm+iRCTdM071rSz88PBQUF3PtN0zRKS0vdAlDOgFJNTQ1XYUVRFBITE+Hn\n54fq6mqXqvuTJ08iNTUV6enpOH78uMdAkXO/2WzG8PAwenp6YLFYQFEUQkND4XA4eINiE8W4u7q6\nEB4ePintJQLhp4C4mxEIU8yRI0dEJ93o6GjO0cEbWJblnRh9dQAaHh7G6OgoAgICfLq30P9JrVaL\ntLQ0r64znfT09KC3txdmsxlSqRTR0dFuC8Lc3FxUVFSIXicuLg4ff/yxy+Ksu7sbzz33HPbv38+7\nkEhKSsKDDz6I6OhoLF68GL29vRgYGOCCKFKpFAMDA6ioqMDo6CgSEhIQHx8PmqYxa9Yst8Wo07p3\n27Zt3Lbk5OTTEgx0cuzYMYyMjGDz5s348MMP3RbEUqkUr7zyCuLj411K/pVKJXJzc6d8PN3d3Th5\n8iSX/YyMjDxlW2FfKSkp8SozKpVKkZubS1y5fKS7u5u3klKtViM7O/snGBGBQDiXYRgGIyMjUKlU\n3HrIarWivLx8yu/ltIbno6+vz6UFbO/evXjyySd5zREWLVqEjRs3umxTKpU+CU2rVCrk5OS4bJtY\n+e4rfE67w8PDXhuIpKWlQavVenUswzBobGzktI8CAwMxa9Ys0DQNhmFQXV3t8n6IVTU59e56e3th\nt9sF9T/9/f1hsVimLGE33e67BIInvHU3IytZAmEKMZlMHrMy7e3t6Ovr41qm7HY7AgMDBQM3NE0j\nPz8f9fX1nNuPWq1GSkoKhoaGcMcdd+DLL79EUFAQHn74YZdMEzBWJl1XV+cS5OCzZu/t7UVvby8k\nEgmioqLg5+cnKkI4GYHC6SA0NJTXvWI8E93k+GhtbcWJEye4AMTw8DBWrlwJg8EgmGk6ceIEXn75\nZRw8eBAAoNPpXAJUX331FadLoFQq0draisbGRixYsIA3W+kMyjEMw51zOgNEAJCTk4O6ujp8//33\nvIuihQsXIjY21k0Twmq1wmAwiC722tra8Mgjj6C6uhp1dXUYGBiAVqvFww8/jNtuu83t+K6uLpcq\nOmdpvt1uR0JCwuRfpI/Ex8ejqanJ43EMw+Do0aM477zzTsOozh3Cw8MRFBSExsZGGI1GUBSFsLAw\nxMTE/NRDIxAI5xAsy6K6utolCOMM4oiZhJwKYsn4iZVQkZGRvMfLZDLeCpSoqCjByieJROKyHpVI\nJLyt0XFxcejr63O7r0Kh8Krdd2KbOjAWWImMjBQUGKcoClqtFgkJCT61YEmlUsHkZE1NDa+otxAT\nvwdCTLXLZkdHh2DQkEA4kyBBIgJhChHTLhmP1WpFcXExWJaF3W7HyMgItmzZAgB455133EqTx4sx\nOtHr9YiLi+Mm8e7ubvzud7/D119/jRdffBHA/8T0JtLS0gKNRgM/Pz/e/vuBgQFERER4nd050/G2\n9/z48eNckOjll1/2aIEqk8nw+uuv8+4zGo2QSCQuAokqlQoA8P3334te11kRdbocWMbjFPsUEkWf\nN28e1Go17z69Xg9/f3/egOfWrVuxdu1at+19fX24/fbb0dLSgqefftpln5BWQkdHB26//Xbs3bsX\nDocDhYWF+M9//jNtQQVfNB8cDgd6e3thtVrR3d3N6WUkJSWR7KEIcrmcaDsRCIRphS8wMDAwgMbG\nRlGTECf+/v4+Bw0mJuTGQ9O0y/okJycHkZGRnPSAE6lU6qJj6Nym0+nQ19fntvaMjY1FZGQkBgYG\nOKdXodY8qVSK/Px8nDhxAsPDw1yQPjo6mreKfSJCwt3OMfT19UEikSAwMBB2ux0KhWLKW9NtNptX\nn994hAJEvlZn+cqptPcRCKeTmScgQSBMI748BLIsC4qiOLere++9F/X19YiLi3OZlE0mEyoqKlBc\nXIzS0lJ0d3cDAG666SbeLM9LL73EBTfEbGKdWbOuri5YrVYcO3YMTz31FDZt2oSjR4+is7NT1AHi\nbAogzZ0716vjnJm60dFRfPDBB4LHqdVqrFixAh0dHYL95a+//jrvYkClUqGrq0swGxYaGoqioiJE\nR0f/pBo/d911F+/2+vp6vP3229i9ezdXTdbS0oJbbrkFqampkEgkCA8PR319PXeO0WgUvJ6TLVu2\nuC1GhRan99xzDz755BPY7XYwDIMffvgBs2bNmha3P7vd7rOwZ0tLCzo6OjA6OgqHwwGLxYKqqiqv\nspaEyWM2m1FSUoLDhw/j8OHDKC4unvIsMIFAODthGEbwN7ivr89jO5G/vz/S0tJ424kTExN5dYcC\nAgIgk8lEAxjjK2koisL27dtRWFjIGXPEx8dj27ZtbsEmh8OB4uJi2Gw2JCUlITQ0FBEREZg9ezaX\nYFIqlVylphgymQxpaWkoLCzEnDlzEBsbC5qmkZWVBYlEInieRCLhdOMYhsHQ0JCL46dUKkV4eDh0\nOh2kUikUCgXMZjNaWlrQ2trq0R3UYDDg6NGj3G/68ePHedcFU2lwMBlnXG+0sZx4qnwnEM4UiCYR\ngTDFlJaWTqp3mWEYfPrpp9i4cSNeeOEF3HrrrYJ93aGhocjNzRV8KN6+fTv++Mc/orGx0U0Y0YlT\nQ+bYsWN4+umn8f7773MTrUKhwKWXXootW7ZAo9GgoaEBwNjD/rvvvou9e/fCZDLhzjvvxF//+lef\nX+v+/fuxatUqtLW1QS6XY9WqVdi+ffu0BUV6e3uRlJQk+sDo7++PwcFBHD9+HN9++y1uu+02brHg\n5+eHhQsXIjQ0FBUVFbj55ptx4403it5z/fr1WLhwIW/gsLKyEosWLUJaWprL4kYqlaK4uBj5+fmT\nfKVTy/Lly3mDZc5MoMPhwAMPPIBNmzbBaDS6VWv95S9/weOPP46nnnoK9913n8f7HT9+3CV4dvjw\nYbdjampqcPPNN/MuCv38/FBcXDylFSknT54UDbb6gp+fH7Kysnw6p7a2FuvXr0d/fz+uueYarFq1\nakYKhHuCYRiUlpby7svPzyeuMgTCDMdisXjUJhTDqWHDsix6enowMDAAuVyOmJgY7velv7+fc7Py\n8/ODXq/n5kWappGSkuKWYJuoS+TEaDTCbrd7HYDIzMzkAlW9vb1oamri7i2RSJCenj7palaz2YzB\nwUF0dXVx61u1Wo309HRIpVLU1dW5VF4rlUpkZmZCKpWiv78fTU1NghU0ERERiIuL472nkFQARVGg\nKIozzXBqd/4UOMW7gbHPXyKRQKvVoqqqyi04OF3ajQSCL3irSURWmgTCFJOdnS1agSOEVCrlnM/2\n7NkDAII6KD09PVzrEh9OEUGxxYWzRLi8vBzvvfcerFYrHA4HHA4HrFYrPvnkE3z11VcIDg5GQUEB\nJBIJrrrqKuzYsQPNzc3o6enBAw88gCVLlvj0Or/99lssXrwYJ0+ehMPhwMjICF566SUsXLjQp+v4\ngk6nw+DgIJ577jksWbLErV0qPDwc1dXVoGkaBw8exIYNG7gAUUpKCnbt2oW7774bN910E5566ink\n5eV5DAQWFRXxZg8tFgv0ej3i4+NhNBqxYcMGXHPNNXjooYdQXFzsEiR5//33ERERAYlEAo1Gg/Xr\n10/Bu+E977//Pnp6erBq1SqX7SMjI7BYLLBarXj44Ye5785ENm7ciP3793vMFjqZ2F7H50hTWVkp\n+N6bTCbk5eV5fT9vOFUr3/H4Wkn01FNPIT09Hf/5z3+wf/9+/OEPf0BWVhbq6urQ09ODxsZG1NbW\nCgaCZxLOQDYf46vaCATCzGQy6zInaWlpXHCepmmEh4cjPT0dSUlJLgHo4OBgZGZmYtasWeju7naZ\nF1mWdbF0dxISEsLbWq7RaHyqUHFqE5nNZpw4ccLl3qOjo6iqqpr0fKZWqxEVFYWCggIUFRWhqKgI\n2dnZkEqlaGlpcWvNt1qtqKmpwfDwMBoaGkRbrLq6unh1jcR0AJ2OYnq9HtXV1ZBKpQgMDJzUazsV\naJpGZmYmaJrmXPSCgoK4KqzY2FgoFAooFArExsYSIwbCWQUJEhEIU4xcLkdeXh4KCgqQn5/vddbf\narXihx9+ADDmmuXcJsStt97Ku10mk3HW6sHBwby23BRFcfotH3zwAe8Ebrfb8cYbbwAYC2A9+uij\nvCLOe/fu9UrU18nNN9/Mu/3AgQP45JNPvL7OeGw2G3788Ud0dHRwdvQToWkat99+Oz777DOYTCY4\nHA60tLRgYGAAXV1diImJQVFREW655RZ0dHRwn9vGjRvh5+cHtVoNmqahVqvBsixv5m88l19+OZ55\n5hkYDAYYjUaYzWaMjIxg9+7d+OMf/whgLIO4ZMkSrF27Fr/85S9hs9lQUVGB4eFhvP/++/j1r3/N\n6dqYTCY89thj+P3vfz+p92iy6HQ60dZChmFEy7P/8pe/4JZbbvF4n8zMTDdtg6SkJLeFn0qlEl1w\n2u12PPnkkx7v5y1iehJ8Dx3OQC8fYmX7EzEajbzVV83Nzfjyyy/R1NTEaVE0Njbi6NGjUxrQOtvg\n+z/vxFetCgKBcO5B07RXrT5FRUXIzc1FREQE4uPjUVhY6HN7vZgIdkdHh9u22NhYREVF+XSPiTjX\ni+PNHibilCuYSvR6Pe92i8Xi9dqQ7z3xVhfIbDbDbDYjNTXVq8+Xoij4+/t7dW0+FAoFYmJikJGR\ngcLCQsHqLKcba15eHvLy8nxyNSYQzgSIcDWBME04+9alUqnHygaHw4GBgQHs2rULFEVhw4YNAMTt\nO++//37897//5Zy1gLGH0M8++8xlIsrLy0NjYyOX6fHz80NycrLL+ITGNL7i5sCBA4Ljf/PNN71u\nOxMLrlx++eUIDAxESUkJKisr0dzcjN/85jeii6c77rgDzz//PICx179w4UL85S9/gVqtRmJiIm81\nihNnmfLQ0BD279+P4uJibt+1116Lb7/9FmFhYbwTuzfubp9++iluuukmdHd3Q6PRgGVZPPvss2ht\nbRWtKmlsbMSaNWt497322mv4+9//7uYuNp1ceeWVePbZZyd1rl6vh06nw7p169yEqZ3MmjVLUMw7\nNTUVLMvCYrFAoVAgOzsbjz/+uGhA5OjRo5MaKx9KpRI6nc7NIlgulyMnJwcsy3KVPKGhoaBpGnq9\nnnd8vjwEvPzyy7zbGYZBZmam23a73Y4jR44gKytLUFj8XMH53jr/X5pMJlitVkilUlAU5Xa80G8c\ngUCYWSQmJsJgMAiuyZy/KUqlkrcFylvEAhxCQeuoqCjeYIm3OMcups8zHQFzMdkSbwM9fIkfmUzm\ntchzf38/1Go14uPjYbFYeKUY/Pz8oNPpuEBSRUWF6Hs10fAkOjqaMzYhEGYCZOVEIEwzOp3O48Rv\nt9uxcuVKjI6O4pNPPuGqJ8LCwrj+9vFIpVKoVCp88803qKysxBtvvIHo6Gjccsstbg9Ezj54Idav\nX4/33nvPbbtTb8aJ2GQvJN7c2tqKI0eOYO7cudwDcmBgoGg2a3BwEMnJydzfa9euxZVXXsmrjfP8\n889j27Zt3N8Mw+Drr7+GzWbDpk2bcOLECfj5+fG25rEsi+XLl2PXrl28i6a5tYAAACAASURBVJyl\nS5fiN7/5zSk9YNI0DZVKhUOHDmF0dBSLFy9Ga2urR30Um80mmJ1zOByoqKg4rTbr8+fPR3BwMPr7\n+30+d+nSpQDGWqeWL1+O9evXY3BwEFdccQVycnKQm5uLxMRE0WvQNM1l66RSKf773/9i0aJFgm1n\n3gqVe0tSUhKCg4PR3t4Oh8OBkJAQhIeHcyXmE6uNsrKyUF1d7bLA1el0olVG3pKXl8cbCAHGvhvV\n1dUoKCgAy7LnXHBkeHgYdXV13PvqFFs9fPgwFAqF2/vicDhAUZTL7wmBQJjZCP1+Ar6Zj4gREBAg\nmAhiGAYdHR2QSqVob2+H3W6HXC5HXFwcMjIyUFtbO6mqUOc8pNFoBIMf02E4IpFITtmxKzQ0FCaT\nCc3NzbBYLJBKpQgJCfFaD9CZNKurq+MNEAUGBiI1NZX7u76+3qPYtVarRVRUFBiGgVwuh8lkgtls\nPueTMASCEyJcTSBMMyzLesxYOLWA5s2b57bv+PHjLlUrEolk0rpHQvzpT3/Cli1bXLb98Y9/xPbt\n27m/+RZWNE0jJCQEDQ0NLq1CVqsVhYWFqKqq4rYVFhbi+++/xyuvvCLYcibG5s2b8ac//cllW2ho\nqFuFBzBW5bFr1y4EBwdDq9XyOoktW7YMu3btErzffffdh8svv5y3XQ+A4HWB/2kP3HnnnTh48CAX\nYKMoCunp6Xj55Zc9PsAvWLBAMOvX09MjWiE1HdhsNgQFBfmkq6NSqaDX63ldX06V/v5+6HQ6twCf\nQqGA0Wg8IwIkRqMRIyMj0Gq1Po/HaDQiICDA7fVdeOGF2LRpk1fXGx0dRWdnJ9rb26FUKnHjjTee\nteXudrtdsEJsZGTE7ffQ+b5RFAWtVouUlJSz9rUTCISpo76+HgMDA7z74uPjRVuMvYVhGBw9elS0\nyoaPxMREhIaGwmg0orGx0WvXroCAAKSnpwMQ/q2USqUoKCjwaTze0Nvby+khTQalUonExERekxat\nVouhoSHR93G8cLTQMyRFUVxiTcgQZiIKhQI5OTluAtRyuZzTYyIQzkaIcDWBcJrQ6/UutssTLTpp\nmkZeXh6nM8QHRVGC1Tjp6enIz89HQkICMjIyMGfOnCkNEAHA3/72N7S0tOD222/HbbfdhhMnTrgE\niJxIJBIolUr4+flBqVQiISEBL774Io4fP+5S1bFo0SKXABEwNnkvX74cf/jDHxAbG+vzGJ944gm3\nbUItXzKZjAse8S2yWJbFxx9/LHq/V155BSMjI7wZMolEglmzZgmeW1FRgbKyMnzzzTcuFVgOhwNN\nTU0uLYJ8aLVarF27lndfZmbmaQ8QAWMLo+HhYSxatMir4wsKCtDa2jotASJgTG+rtLTU5buUmpqK\n2traM2bxptFoEBISMqnxaDQal/Y8mqahVCoREBDgtbaRRCJBTEwM5syZg7S0NNxwww1TKup9OhHT\n+ODLujvdb4AxG2VvHgoIBMK5j9BaCxj7nREKIPmCVCpFXl6ez5VJLS0tAMZ+/8Wqc5RKJTIyMpCY\nmIj8/HwuQASMrX9ycnJcWtL9/f2nzVVLp9NNqlqTpmlOzFlIhsBgMCAvLw/5+fkoKChwC+CNF44W\ne78cDge3RhXTbBqPWq1GfX29W7LOZrOR+YQwIyCVRATCKdDf38/rqqNSqZCTk+O2vby8XLBtKyMj\n45TE9JwYDAZ0d3eDpmlERUVNWWmsv78/LrjgAqxduxatra0ICAhwCXw5bUyrqqoEHRxomsbNN9+M\nF1980ef78y0C0tPTUVtb63asUqnE559/DpVKhbCwMCQkJLjs1+v1XmUL4+LisHXrVq5VzulAFxER\nIViVYDKZUFVVhQ8++ABbt27l/byvuuoqUUv45ORkBAcHY8WKFXjrrbe4LFpmZiZ+/PHHaQu8eMuL\nL76Ihx56CD09PYLHrFy5Eq+++uppHNW5SX19PR566CEYjUYsW7bslNxRLBYLdu3a5VY1eDZQWVkp\n2r7hTSBu9uzZgpWBBAJh5uCpmiQtLW1KW7OKi4u9rioqKioCAJSVlQkG9cPCwuBwOFzmYL61zulE\nbLxO1Go17xx2+PBh0fMCAgKQmprK6XQODg5CLpe7rIVYlhWsJAL+J1w+VeLdhYWFpDqVcFZCKokI\nhNOAUEbCYrGgu7sb11xzDQIDAxEeHo4NGzYIZrBkMtmUBIiqq6tRW1uLwcFB9Pf3c+LPU8Fzzz2H\nxMREBAcHIz8/360yymw2o7CwUPQhlmVZvPTSS5O6P99DIJ+4r1KpxA033ACVSuXi4jYenU7ncXJX\nq9X4+uuvsWzZMs7ytaCgAFFRUaLnOqubgoODeY9z9tqL0dDQgJ6eHrzxxhswm8349ttv0d3djaqq\nqp88QASMOevp9XpccsklgsdkZGScxhGdPdTW1mL//v1eV/SkpKTgzTffxMcff4zly5dDo9FAqVT6\nZI3sZHR01KMr35mKWEa+tbXVK0FWX1olCQTCuYsnzR9P6yaWZdHd3Y3KykpUVVV51OvzJSFfVlaG\nvr4+UacuhmHckjR6vd4np9lTYWRkBM3NzThx4gT3u+pNhbjZbOadg8R0ooCxdZXzPJqmERwc7LYW\n8uRe5/zMpoqZ7CZKmBmQIBGBcArwWX+fOHEC99xzDyIiIvD222/DYDBAr9fj4YcfxpIlS5CYmOgy\nIQpVHflKb28vr2CfXq+HxWKB2WxGfX09qqurOVt1X1i1ahUuv/xywUqojz76CEeOHPF4HbHFEp/A\ntBNnz/l4LrzwQuzbtw9xcXHcAmHdunVYtWoV1Go1cnJyeINLNE1j5cqVouNcuHChR0FlPpwLl5/9\n7GeQy+Vuix+GYXDZZZd5vI6z7FypVOKCCy5AWFiYz2OZbv72t7/xbpdKpbjnnntO82jGGBwcRGlp\nKdf+WVVVJShwfTppampCaGgo0tPTsXjxYiiVSjeNLU9otVpkZmYiNzcXKSkpyMnJgUajAU3TXre0\nnQnvxWQQa7FMSkrCt99+i8OHD8NoNAr+thHBUQKBAIxVXIshFsRnWRaVlZVoaWmB2WyGyWRCQ0MD\n6urqBM/xpe3MZrOhsbERLMvymlyEhoYKBqXEqnunipMnT+LYsWPQ6/Xo7e1FZWUl6uvrERIS4lWg\nyOkGOh5vkh7etAFOtRSDEBRFnTFt7QTCdEG+4YQZTVNTEyoqKnDhhRciODjYq3N6e3vR0tLC2/98\n4sQJrF69WjCr/eOPP6KxsRHz5s1zs3H2hjvuuAM7duyAzWZDREQEduzYwQUc+FzQxo/LZDJxfxuN\nRnR0dCAvL8+n+1988cUoLS11205RFB577DH4+flh4cKF0Gq1KC0tRXV1tdfXnjt3Lp5//nn09PSg\nvLwcO3bscBFD3LlzJ+95F110ERdQ8YV//vOf0Gg0eP7559320TTNu90b/P39uZaWF198EevWrUNv\nby8oioLNZsPGjRtxxRVXcJ+/UHk0y7JgWfaMLmfOysrCa6+9hhtvvJFbVAcGBmL//v0/yQLKbDa7\nLdRNJhPKy8unRbDTF/Lz8100tBwOB7Zs2YLc3Fz8/ve/n9Q1VSoVMjMzub+rq6t5A8VORkdHkZWV\nNal7/dQIuf0BY4HZX/3qVzAYDBgeHuZ9IPPz8yOtZgQCAQA8VuSK6b719PTwJssGBwdhMpng5+cH\nlmUxNDQEi8WCkJAQzJo1C+Xl5T6NsbOzEwUFBejr60Nvby8kEgmio6Ph7+8/5cEgvV6Prq4usCyL\nkJAQhIaGoq6ujnudcrkcKSkpkEgkvI5jAwMDGBgYQGRkJMLDw3H06FFRjaCJa5ukpCRYLBavKkKF\n6OzsRFtb26TP94WAgADU1tZCrVYjOjr6jF6nEQiThWgSEWYkg4ODmD17NpqbmyGTyZCVlYV58+Zh\n+/btbj/277zzDp5++mnYbDasXr0a559/vmBp7Lp163Dw4EHBahmVSoX77rsP119/vaiQNR9Lly7F\n559/7rZ9wYIFUCqVuPLKK5Gfn897rlCwYTI97M4HcWdQQKFQIC0tDRdeeCGefvppUBQFmUwGhmHw\n3Xff4YEHHvBYar1w4UI89thj3MKMZVmMjIzg//2//we9Xo/XXnvNq+qbyWC1WrF8+XLs27cPo6Oj\nSE5Oxttvv31KQQWGYVBTUwOLxQKWZdHQ0AC73Y4VK1a4ZQbFevGd2gRnA85WOL6WSmfAa7oDRxOD\nJHV1dejs7ER8fDxaWlpw7NgxXHvttfjlL3/pNr7jx49z59I0jYSEhCkTCN+/fz8WL17Muy8uLm5S\nQU4+WJZFY2MjBgYGOMdEu90OhmHgcDjw7LPP4qOPPjorF7R1dXUYHBzk3afRaFyCZR0dHWhvb+d+\nd8brWRAIBAIwlqARqjoUczkT00cLCQlBSEiIW7KCpmmkp6ejra1N0HCDj8zMTN6A1lSuGyY66IoR\nGBgo+Dvs5+fHJSE86QMJjVHsdY13KOND7PM8FUJDQzE0NASbzQapVMrbQZCVleWzSDmB8FPhrSYR\nCRIRZiRpaWmoq6vD/Pnz8dBDDwEYm8QpikJ2dja0Wi06Ojpw11134cMPP+QeNuRyOZYuXYo///nP\nvIGipUuXivamq9VqPPHEE5g3bx4nTuwN/f39HnVsaJrGJZdcgoceeshlbCzLwmq18rZaSCQS3jYu\nbxgZGQHLsujs7ERfXx8YhnHLvpnNZmzatIk3uDWeAwcOuDhxTMX4hBgaGsL999+PgwcPIjY2Fr/7\n3e9w2WWXef1Z+II3wRGh6g8hgcezCaPRiAULFnBtiGq1Gs8//zxWrVo1LfcrLS0FwzCwWCy4++67\nsWjRIlx++eWw2+2gKAoGgwFr1qyBv78/qquruaDBsWPHeF3wUlNTERgYeMrj2rp1q6BbnZ+fn2j1\nz6lQVVWFffv2ob+/HxkZGbj22mun5T6ng8HBQcF2joSEBN52TKHgeG9vL+6++24cPHgQcXFx2Lx5\ns+jDB4FAOPcYGRlBdXW120O/04RDiKqqKpfK7PHodDrOWXUi463am5qaeNuuJpKfn8/bcnbixAne\n+4SGhvrUJm80Gn2q+BZj4pqlubmZtwJULDkpFrCKjY1FZGSkyzaGYcAwDORyuWhQarJIpVLk5+dz\n84iQ+YxUKv3Jq5UJBG8hQSICQYDe3l6EhoYiKioKb731lktwYvxDRUNDA6677jq3KhilUolt27bx\n2omuXLmS123LSXBwMHbv3g2pVAqZTAaHw4HR0VGo1WokJSUJavLs2rULy5Yt8/jaZDIZHn/8cfzi\nF7/gtr333ntYsmQJNBoNHA4H9u3bh/feew9WqxVz587F5s2bRfVuSktLsXfvXhQVFeH88893qSLy\nhpKSEqxZs0Zwv06nw6effiq4fyqraRobG5GRkcGbCZo/fz7++9//nvZqA4ZhUFlZ6fKeyuVyZGdn\nn/U973FxcbzW5Z9//rmo6LUn9Ho92tvbwTAMFAoFEhMT4e/vzy3en376aZhMJtx7770uwVGWZWEy\nmfD+++8jJCQEjz76KMxmMyorKwXvVVBQcMqfQ1NTk2Dl4M9+9jN89913p3T9mQLfw5lCoUBOTo7X\n/28bGxuRnp7ups30wgsv4NZbb52ysRIIhLMDhmG4+VepVHr8LRFytQWA8PBwUXHkpKQk6HQ6r9zO\nZDIZZs+eLbh/YqBIp9P5XKEuFGyaDHzVV62treju7obD4QBFUQgPDxcNwLEsi/Lycrc1ZnR0NKKj\no7m/GYZBdXW1oEbmVMBXgSpW6TQVawUC4XRAgkQEggBlZWWYPXs2br75Zlx//fWCOhVXX321oMPF\nihUrcMcdd7hsczgcOHDgAB555BH8/ve/R1BQEGc1zTAMQkJC8Mwzz4hO4tnZ2bwVP42NjUhNTfWq\nlDYhIQGffvopaJrmgk979uxBYGAgNm3ahD179nATK03TkMlkaGlpQX9/PywWCxQKBeLj47lARX19\nPXftgoICbN682aey2tLSUtGHr+3bt6OwkP+3ylN5sa/k5uaioqJCcP9VV12F999/f8ru5wsmkwlG\noxEajeacKFsuKSkR/OzS09NF7YfFOHnyJK8mQmpqKqRSKaqrq7FgwQJs3boVeXl5vNcYGRmBw+FA\neno6HA4HGhsbRRd3UqkUGo0GCQkJvFldb/j5z3+Ob7/91mUbRVGoqKg4a3WCfgq6u7u5h47Q0FBE\nRET4FNgtKCjA0aNH3bZLpVKMjIy4XYtlWfzzn/9EeXk5lixZgqVLl3L7ysvLsXbtWtTX1yMvLw/b\ntm2blNg9gUA4u+Brf42MjITdbhcNukRERECr1YomE4GxKuqcnByv5ptT0S5saWmZEscvp+wATdOT\nniPHMzQ0BIPBALVazVtFX1ZW5lOycjLwBd1IkIhwLuBtkIh8mwkzjuzsbFAUheDgYMEAUXd3N28F\nhJOJDgrOYOuCBQsQHx+PyMhIKJVKXHzxxaiuroZSqURGRoZHm8+mpibeB8bg4GD8/Oc/x4EDBzy9\nPIyMjHD6HGazGaOjo7jvvvuwbt06fPLJJy4TK8uysNls2LZtG6644goA/8vQPPbYYy4BImDsoeiq\nq64CwzCIiYnBXXfdJaiD5HxfxN5HAFizZg0ee+wx/OIXv0BFRQWsVivy8/Ph5+eHkJAQmM1mDA4O\nIioqyuNr90RVVZXo/o8++uiU7zFZ/Pz8zongkJOJAZHxePpOCOFsb+SjqakJs2fPRlJSEmw2m+h7\n6fz/29LSgvLycqSlpfHey7nwZhgGg4ODKCsrQ05OjqgLnxAHDhzA2rVr8Y9//AM2mw0pKSl4/fXX\nSYDIR8LDwwW1QrxBSDyWYRgUFxdj7ty53LbS0lIsXrwYBoMBLMviueeeQ3R0NBoaGvDpp5/i17/+\nNXdsW1sb9uzZg4MHD+KCCy6Y9PgIBMKZT2pqKkwmE7q7u0FRFLfmMxgMokEirVbLW8k8nrS0NGi1\nWq/HMj5A1NTU5CJq7Ul3MjIyckqCRHa7nfttpWkaaWlp8Pf3n/T1AgICEBAQwLvPYrFMe4AIAG+w\nS6FQ8Lam++IwSiCcLRAVR8KMQyqVYs2aNfjhhx8ExQf7+/tFrTQvuugil7/HB38SExO5FjalUomC\nggJkZmZ6DBABEBxPe3s7HnzwQa8mofEPLmq1GgkJCSgrK8Pq1at53SYcDgeKi4vdtvO1wDgflo1G\nI44fP47u7m7e6iZn0Ewmk+HRRx/F+vXrRd/PBx98EJdccgnuuecerF+/HkuXLsU//vEPXHbZZfDz\n80N0dDTkcrmg5bq3ePoMpkP0cKYyf/58wX2+iqU7ESstt9vtKC4uRnd3N5KSkrB//37exdx4WJbF\nww8/jP3797u5qgh9V8Y77vkCTdN47rnnYDKZYLfbUV1dTTQMfgLEMu5O/SmGYVBaWorbb78dw8PD\nLr8L7e3tWLZsGa8jncPhwNVXXz31gyYQCGccfn5+SEpKclnzabVaweSjTCaDVqsV1bnz9/f3KUA0\nnokBImCsNbupqQknT55EWVkZysvLXY6Ry+Wi7V/eMv43kmVZ1NTUwGQyCa5pTwVPDmhFRUUoKCjw\nap2RkpIiuC8iIsJtW2pqqs/XIRDOVkiQiDAj2bZtGy677DK0tbXxPngmJCQIBgyCg4N5W8a8CQJ5\nQugBhmEYaDQarFmzRjTYAoy18ozn4MGDCAgIwMjICG+QSCqV8mbmPT1gA2MTo9CYQ0JCOMG/6667\nDmvXroW/vz/v+FmWhdlshtlshslkwsjICHbs2OHSkmS323HPPffgvffe8zguITxl+Pla/QiTo6Cg\nQLD15rnnnnP5m2VZMAzj8n+OYRisW7cOUVFRWLFiBXbv3u2xRN/hcMBkMuHVV1/Fvn370NnZKbqg\nZBgGvb29ePTRR/Gf//wHJpMJLMvixIkTgplKIcHSycKyLPr7+9Hb28tV9lVXV6O4uBjFxcWor68n\nwcsp5NJLL+XdHhAQwFWU1dbWwmAwoLi42E27CAC+/PJLwe9Be3v71A2Wh56eHlRXV6OmpkbQZYhA\nIPx05OXluQWCNBoN1/4slUp5dSApisKsWbMmfd+JAaLx2zs7O2Gz2WC1WtHU1OQyl0ZERKCgoACR\nkZGi+pS+UlVVhcrKShQXFwuObTLwub05cVb/mEwmQbmI8QQFBbmJYQNAcnIyb1JWpVKhoKAAYWFh\nUKvV0Ol0yM/Pn3Rgj0A4kyG1cYQZy9133w2GYdDc3IzBwUFQFIWwsDAwDIOenh7cdNNN2LlzJxdE\noigKfn5+2LVr17SNKSIiAjabDQMDA1AoFNxCIzAwEHq9Htdccw1UKhW2bNki+BA7sXUmJiYGBoMB\nb731FlasWOEmliiRSHhFsefMmYNvvvlGdLyNjY2Ij493czUDgKioKC6AZLVacdVVV+GKK67AZ599\nhmeeeWbSD9vr1q1zqZbyhV27diEhIQEGg4F3/6ZNmyZ1XQI/lZWVuOSSS/Ddd9/B4XAgICAAO3bs\nwMKFCwG4W88DY/8HYmJikJycjNbWVmzZsgX5+flQq9W8mjFCXHnllVi5ciWWLFmCq6++GnFxcS4Z\nXrvdju+//577/719+3Zs374dFEUhJCQEH3zwAe91JxMMZlkWbW1t6O/vB03TiIqKgk6ncxNA5atS\nGhgYQFlZ2RlTdWS1WnHbbbfh/fffB03TWLlyJZ5++umzptR++/btqK6uRn19PfdbKJVKsX//fgwP\nD+PEiRMYGRkBwzCCwrJiQbupSBYIUVFR4RL0HB4eRnBwMJKTk6ftngQCwTdomhasOHGSkJCAgIAA\ntLW1gWEY+Pv7c1qQk8HXRILBYIDZbOYSY1KpFLGxsQDG5uC6uropE4V2OBxoamqCWq2ekpZ6uVwO\njUbD6wrqrB5qbGz0eJ2goCAA/3NN6+vrg0QiQXBwsOg6QyqVTroamkA4myDC1QQCD05xum+++Qav\nvfYa+vr6MHfuXNxwww2YP3++x4qGyRAYGAiaptHf389toygKmZmZUCgUKCsr4xYCpaWlWLt2rVu1\nj0ajwfDwsOA9vvjiC1z2/9k78/gm6vz/v2Zy9kzv+74v2tILQVR0V1jwBP3KunzF1QVdQIX1AsRj\nEfWriOKJruuxsiqieODPY1l1UfBYoJQ2vQ9631da0jRpMpn5/dHNbNLM5GgLFPw8Hw8eDzLzmZlP\nkkmTec3r/XpfeSUvMFEUhUceecQmjNVCU1MTbrzxRocdOJKTk/H666/bdIizdLGw7kpmbYNubm7G\nypUrXXIqCeHh4TElCzPLsnjzzTexa9cuVFdXw2g0IjAwEE8//bRgCQnh9CHWSvj48eNYu3Yt5s+f\nj23btk3K4dXQ0IAVK1YAGBdCH3vsMcybNw9msxkURaG9vR133HGHoGCoVCqxZ88ewRwsd1sMd3R0\nCLpLVCqVqFg5EY7jQNM0MjIyzmpuFcMwCAsLs2vdnJiYKNrtZ6ZgNBqhVqv5v6GNjY04evQoIiMj\nsX79eoyNjdlllok1L0hKSoLJZEJLS4vduqKiIhw5coR/bDAYMDIyAi8vr0llWVn2sX//fsTGxgpe\nvGRmZp5XeWYEAsF9HIUqC+Hsu8xRF7fJ4OPjg/T09GnZF8uyaGpq4r+LLMJNQEAAAOevhUKhgEwm\n439/+Pn5ITEx8Yx3tyUQzgYkuJpAmAISiQRmsxkXX3yxXbaKkGtmImazGTRNg6IoUBQlKrQolUr4\n+/ujpaUFZWVliI6OtvmS4jgOVVVVKCwsRG5uLpqamjA8PIyioiLceOON+Nvf/saP9fHxsbk4EeLy\nyy+HXq/HgQMHMDQ0hKVLl0IqlUKtVtuUVdA0jaVLl6K4uBhr1qxBTU0NKIqyu6hta2vD4cOH+Ywm\ny/Oc+EMgOjqaF4ni4uKQlZUFtVrtNMBRCHdbvE6EpmmsWrUKq1atmtJ+CFODYRhRN9lPP/0EYLwj\nmJhA5OvrC09PT3R3dwuut7a3m81mbN68GTExMUhJSUFXV5fDEHODwYC1a9di//79Np9dDw8PxMbG\nOn1uFsQEIgAuC0TAuJjLsiyqqqqQn59/1n7IPvvss3YCETB+13bfvn2TdvidCaqqqmzutickJCAh\nIQE+Pj6QSqWCwv+DDz6IO++8EwzDwGQyQS6Xg2EY7N27F4GBgcjIyLARrAMDA3HgwAEA4xcxlZWV\nNs4fhUKBzMxMt1xX27dvx6ZNm7B+/XrRc8+Sw0UgEH65BAUFudXO3tnfoYCAAMTGxqKtrQ0sy4Ki\nKPj7+0OpVEKr1UIikSAkJMTGlemIyd4YtMCyLDo7O9HX1weO4xAYGIiCggK3vw8zMjJQXV1tMx+N\nRoOysjLMnj17SnMkEM4niEhEIAgQFRUleJfY19fXxjUzEaPRCKPRCA8PD7svTY7jeJcNMH7hNzo6\nCo1GgzvuuAN1dXXw8fHBo48+atMSnuM4aDQa+Pv724TjvfXWW9i5cyc+++wzJCQkYP78+S49N5qm\n7ZxDeXl50Gg00Gq1fFcxy3KL8MSyLK6//nq+A5iHhwdWrlyJX//61/x+LF3jJna1kEqlmDVrFurr\n62EwGPD0009j06ZN/N0eISGNpmlBC/WuXbtcep6EmY2jrCDL+afVasEwjOCP2VOnTiE+Ph69vb12\n54ler8d7771nt01raytaW1tdmp9UKkV+fj4GBgZgMBjg7+/vMAtBiM7OTrfGO8LyGenr65tSd6+p\n8NFHH4mue/fdd2esSMQwjGh5rsV5KXQ+zpo1C3v37sW//vUvhIaGIigoCBdccAE8PDzQ09ODgwcP\nwmAw4MiRI0hISMB1113Hb1tfX2+3z7GxMdTU1CArK8uleZeWlmLjxo38cxC7EDudJW4EAuHcwCIU\nWwtFYmVZAASzeCxYh09b8PPzQ1JSEvr7+9HV1QWO4/ioBleYSrczAHaie09PDwYGBvjsy4nHEnLV\nKxQKDAwMCP4tNZlMGBwc5N1IBMIvHeKrIxAECA0NRXR0tM2XX0BAOuL7wAAAIABJREFUAFJSUiCV\nSkWFovLyckgkEkgkEt5JZMHiKrL8HxgXQjw8PPD444/DaDRiYGAA99xzj11LUrE7MH5+fli5cqXL\nApEj/P39ERMTw1+gT4SmaXz88ccwGAz45ptv8M9//hO33HKL3Q8EMXeQh4cHsrOzUVRUhEsvvRRH\njhyBXq9HX18fWJbFzp07ERMTg5CQEPzxj3+ERqPBNddcwzu3goODsX//foddswjnDo5KbxYtWgQA\n+OKLLwSDgy3U1dUJhqf/9a9/ddt6b41CocDLL7+M4eFhBAcHIzo62m2BCIBLd1fd2YbjuCnfjZ0K\nwcHBouuEOsHMFJzldRw/flx0TGhoKG688UZcdtllyM7OxujoqI2bSqlU4pJLLsGcOXNsthNzio2O\njrqcH/LAAw/w/z9w4IDo31ZHF3sEAuGXQ0JCAoqKilBQUICioiJkZGTw2TvWxMbGOnQSVVVV2Tl9\nNRoN6uvr0djYaPM95er33FS6qGk0GkEhn2EY/veywWBAf38/DAYDUlNT7fKdJBIJ0tPTHbp4reMe\nCIRfOkQkIhBECA8PR2FhIYqKilBUVISkpCT+YjQjI8PuC6impgaBgYEOL36thSJr/Pz8+C9Qs9nM\nu3UszKQ7G3K5HHFxcQ7bvLqKUqlEUFAQAGDDhg1oaWlBT08PXnnlFfj6+uLTTz/l76D39vbi6quv\nnpbnQDj7SKVS+Pr6Cq4rKCjAE088gaamJjzzzDN8rstEwUiv16O2thYKhQKpqamIj4/H7Nmzceut\nt7p0HlrGWJeQrlixAgcPHkRoaCjq6+tx7NgxhzlfU0EopLSlpQVarVb0h/d0d1HZs2cPgoKCQNM0\nlEol7r77btGxjz32mOi6Rx55ZFrnNZ3I5XKHd7uFuj66i6UMwhUByFWRyPpmQX19Pd58800YDAYY\nDAb+sxASEuLQ3UogEH55WN84SU5OxqxZsxASEoLw8HDk5eU5dKMyDCOa+6jRaNyei0wmw6xZs9z6\nbTgRR2V0AwMDUKvVUKvVaGxshFqtRkVFBbKzs5GRkYHIyEikpqYiPz8fcrncYTi4s+7BBMIvCSIS\nEQiTQCqVIjc3F1lZWUhISEBubi7Wrl3LCx7uolAocPvttwMYd+JY56z4+flNuuPF6SIyMlJ0XVRU\n1BmcCeFcJiUlxUYApWkasbGxCA4OxubNmzE8PIy5c+eisrISSqVS9M6nXq9HZ2cngoODIZPJcNll\nl8FgMODvf/87nnrqKXR0dKCsrAwXXXQRAgMDMWfOHBw9ehRGoxEcx9kIkXfddZeNaMRxHGpqaibV\nhl7oDq6FuLg4ZGdnIyQkhHcdqlQq/PnPf8bVV1+N/v5+G+eIwWCAUqmcVpHogw8+wO9+9zvefj82\nNoadO3fif/7nfwTH5+bm4rHHHrNzSL7++usz2kkE/LfrzemkqakJJSUlMBqNojkZFEW5nEm0YMEC\nm8dvv/02fvvb3+Lll1/G0NAQsrKySJcdAoHgFA8PD8TFxSE6Otrp35+mpqZpPXZKSsqkQ/stOJqz\nRTifuKympgbe3t6IjIy0+d60dHETgrgyCYT/QrqbEQjThFwux86dOycdLDs2NoaKigpUVFQgNDQU\nV155JcLCwgQ7LM0Eent77Tr/xMbGnrW8FML5CcMwKCkpcWmsdUe9yVBaWiqaXZOQkOC2CMyyLOrr\n623s7TKZDOnp6aLuD7Vajby8PPj6+uL3v/89FixYAIPBAF9fXyxcuHBaQ6vDwsLsSlst6HQ60dDw\n0dFRvP3225DL5bjppptmnIgthlarRUtLC4xGo8MyxqmiUCgQGRmJxsZGu3WWdsuOGBwcREFBgejF\nWlxc3LRfyBEIBAIAFBcXT+qmiBBSqRR5eXlT3o/RaERpaanb24n9Jujp6bHJHaUoCikpKdPu1CUQ\nZiKudjcjIhGBME3MnTsXw8PDePXVV6FQKCYdJmoymSCVShEZGTnjXTksy/I13AEBAaR9KGHa0Wq1\nqK6udmnsZDqdWGhpacHJkydFs4cCAwORmJg4qX2zLAu9Xo+Ojg4MDQ3xy6VSKQICAhAVFWVzp7S3\ntxf33nsvvv32W/j4+OCZZ57BFVdcMaljO0IikYheDLz44ot444030NraiqysLOzatQuZmZnTPoez\nhSNB0NLdcioUFBRgeHgYLS0t/N/0wMBAmEwmxMfHOzxP4+LiBBsnKBQK3HrrrXjhhRcE76yzLIv+\n/n6YzWYEBwe71UWNQCAQAMcikb+/P4aGhlzKIZLL5cjKypq2v0Pd3d0uN56w4Og3AcuyOHXqFCQS\nyZRDtQmEc4kzKhJRFHUPgB0AgjmO66fGr46fB7AEwCiA33Mc5/RWMBGJCOcyTU1NSElJQXp6Ov7y\nl7/YlKxYsO5u5gp5eXnkhz7hFw3LsnDle4GiKBQWFrq9/6+//hrLli3DyMgIaJrGkiVLsGXLFofl\nQoGBgYiLiwPLsqBp2iVhqqGhwWEoZnp6Ov9Dtba2Fvn5+TbBofn5+Th69Oi0CrE+Pj6inW8mQlEU\nvvvuu/MmOH7inWRr/Pz8bMS8ibgiIllfnAwODmLevHmora3lt3/44Yfx8MMP223X1NTksJ39wYMH\n7crQgPHMjonOpdDQUMTGxjqcJ4FAIFjj6LuqoKAADMOgvr6e/37y8fFBcnIyhoaGMDg4CJlMhsjI\nyNPiMD116hRqampcGjvZ3wQEwvmOqyLRlH9tUhQVDWAhAGt5dzGA5P/8uw3AK1M9DoEw04mPj0dL\nSwuSkpJQWlpqV85gNpv5u7yuMpmQQALhfIKmaahUKhvXB8dxdncyXXHdjYyM4P7778dVV12F5557\nDr29vVi0aBEvlLAsi9mzZzvtMNbf34/i4mKUlJSguLgYarXaafmSs64pdXV1/P/nzZtn11nm+PHj\nWLduHYDxcq+enh67Me5y33332S1TKpW44IILkJmZaSNocxyHFStWTOl4M4nQ0FDBzKjU1FTR0FZg\nXEDKz89HQUGB4I0AAHbCYUZGBi8QAePfBY888gjeeecdu21PnDjhcN6LFy/mHZxDQ0NgWRYMwwiW\ntvX09Djs5EMgEAgTSUhIELw5GRsbC5qmIZfLkZmZyTd1SU9Ph1QqRVBQEFJSUhAfH3/aSpA7Oztd\nHjvTc/IIhJnOlJ1EFEXtA7ANwH4ABf9xEv0FwHccx+35z5haAAs4jutytC/iJCKcLxgMBlRUVNhY\ndpVKJVJSUuyWOyIpKWlGdTYjECZLRUUFHn74YfT39+O6667DnXfe6bIr5ne/+x16e3vx+9//HqGh\noWhubobJZEJUVBSioqIQExPjNC/oxx9/xMUXX2zz2ZNKpXbiznPPPYe5c+e6/fwcZS+46obKy8tD\nbW0tsrKyBNd7e3vjhx9+wNjYGL/M2tJvKTcaGBjgS1bFcoUs3HbbbXj99dfBcRyuuuoq3H///TAa\njaAoClqtFhs2bLDJv5lJJerTgdFoRH9/P+RyOV8yW11dLdrRzjp3TeyudnJyMi9AHTp0CJdccong\nviIjI9He3s4/HhoaQkREhGCrZwt5eXl46aWXbAQqR84nLy+vM1ImyLIshoeHYTabSekxgXCOw7Is\nent7odFoIJPJEBUVNSO6KFZWVrp8cyQqKmrGZnoSCGcTV51EU6pjoSjqGgAdHMeVTSihiQTQZvW4\n/T/LHIpEBML5glKpREFBATQaDUZHR6FSqfisk7y8PPT19WFwcBAGgwFms1lUNPLz8zuT0yYQTgvb\nt2/Hxo0b+ceHDx/Ghg0bsH37dkE3y0Q++eQTGAwGfPvtt3brfvjhB5cCpZcsWWL3ORNy/xw6dAi5\nublud2NhGAZarZYvGWNZFt3d3QgJCXGrZNS6s+FEbrrpJhuBCBgXOWpqapCRkQG1Wm3juNJoNIiM\njBTtRtjT04PVq1fjD3/4A18KS1EUfxfYw8MDL774Iq6++mq+tO58Qy6X211IxMbGoqKiwm4sRVEI\nDg7mH5eXl6Ovrw8pKSkwGo1QKpWIjY21OXeESsosTAwNX7t2rahA5OHhgV/96le499577RxMjkrj\nJp7jBw4cwB133IG2tjaEhIRgx44duOGGG2zG19XV8e46Ly8vJCcnCzoDLFlber0eTU1NvIDY2NhI\nLtAIhHMYmqYRFhY249w4wcHBLotEU+2oRiD80nH6i4+iqG8oiqoQ+HcNgAcAiP8CcgGKom6jKKqY\noqjivr6+qeyKQJhx+Pv7IzIy0iYMl6ZphIaGIj09HbNnz0ZeXp7gHZqkpKTz8qKM8MtidHQUmzZt\nEly3ceNG7Nq1y6597UQclWi6kqnT3t6OU6dOOR0HAF988QW6u7snFVxsmcuKFSt4J49SqcT1118v\nGohtQSqVQiqV4qKLLhLNLbO+mLdmdHQUra2tNgLRwMAAfvzxR3zzzTcwGo0YGxvD8PAwLxr09/ej\npaUFHMdhdHQUX375Jd555x1UVlby+6BpGh4eHpg9ezYA4PLLL3f9xTiH8fT0REJCgs37IJVKkZmZ\nCZqmcejQIXh6emL+/PlYunQpZs2ahX/+859IS0uzuzBpa2ubuHub41jz1VdfCY6TSCS49957sXnz\nZre/E6xL6vbu3Yvf/OY3aGhowNjYGNra2rB8+XI8++yzAMZLOb777jubz4pOp0NZWZmdwNrU1ITi\n4mJUVlaisbHRzmHW3t4u6sYiEAiEyRAUFCRa5msNTdOC5cQEAsF1nN7e5Dju10LLKYqaBSAegMVF\nFAWghKKoIgAdAKKthkf9Z5nQ/l8D8BowXm7mzuQJhPMBmqaRnZ2N4eFhDAwMQCaTITw8nARWE84L\n/va3v4mWKHEch927d6OgoMBh97B58+bh+++/t1tO07RLwoUzwcc6iJhlWTz++ON47bXXnO53Ir6+\nvlizZg3ee+89m2N/8cUXiIyMdJjpk5KSAmDc2bJ582Y88cQTNustgo0YAwMDAMZf0xdeeAH79u2D\nTCaD2WzGQw89hFdffZV3XAUEBPBCQFVVFe644w6wLMt34Zo7dy4ef/xxSCQSUBQFlUqFuLg4fPrp\np26/JucqQUFBCAoKgtFoBE3T/N9jo9GIyy67jC+rWrhwIfz9/bFv3z7MnTsXF110kc1+UlNTBfOC\nAOC6666zeezh4SHoClIoFHxHNLHvBZqm7YQciURik9V1++23C267efNmlJSUoKqqCs8++6ydEMVx\nHNrb2xETEwNgXExy5aZeW1sbMjIynI4jEAgEV6BpGrNnz0ZjY6Nozh9N0+dVJ04C4WwxaZsCx3Hl\nHMeFcBwXx3FcHMZLyvI4jusG8BmAldQ4FwAYdpZHRCD80lGpVEhISEB0dDQRiAjnDc7u+lnybgYG\nBvigdpZlYTAYeNfL+++/D4VCYbftc88955KzIjY2VjSb54orrsDy5csRGBiIwMBALF++HC+88ILb\njg2FQgEvLy+8/vrrdusMBgP27dtnJ5ZJJBKEhoYiLy/Pxmn0+OOP48MPP0RSUhJUKhUuu+wy1NXV\nib6WFEXx8z1w4AA+/vhjGI1G6HQ6GAwGtLe3Y+3atbxja3BwEAzDgGVZ3H///dDpdNDr9WAYBgaD\nAT///DPvavHw8MDWrVvR1NQ0IzIpzjRyudzm7/Fzzz0Hs9mMwsJCfPzxx1i7di1uvvlmbN++HSdO\nnIBUKoVSqcRjjz0GAHj66acF90vTNF599VWbZXfddZfgWF9fX6SnpzvsjBkbG8vfXJBIJAgMDERO\nTo7NeSwWYm00GvHuu+8iLS1N9LvH2l3kanisyWRyaRyBQCC4Ck3TSEpK4oOzi4qKkJubi+TkZGRl\nZaGgoICUmhEI08DpuhL9EsASAA0ARgHccpqOQyAQCIQZzM0334w//vGPouut2313dnbCaDTatCaX\ny+XIyMhAf38/Nm/ejK+//hpRUVHYvn27aFC0EHv37sXVV19tI9SoVCps2LABvr6+WL9+vei2qamp\n8PDwQFVVlU1JlwUfHx+kpqYCEM45AoQ7iel0Otx///04fPgw1q9fbyMoXH/99bj++uttxgu1OQeA\nmJgYGI1GdHV14f3337cr3+M4Di0tLbjiiivw6quvIjk5GQBssmesMRgM2L9/P6688kqoVCqkp6cL\nPidHsCyL+vp6XpiQSCS86HUu09jYCIlEgscff9zmQsTT0xPZ2dlYtGgRvvzySzz00EOQSqXYtGkT\n3n77baxevZo/d3x8fPD111/b5fxs2rQJBw4cwPfff8/v29PTEzt37nQoWspkMj4rKTo6WnSckNvI\nmu7ubphMJsH8IWuB0NXGC+f6e00gEM4N5HL5aeuoRiD8Upm2wJP/OIr6//N/juO4dRzHJXIcN4vj\nONKyjEAgEH6BKJVK7Nq1S3CdQqHA6tWr+ccTBSIA0Ov1+Pe//w1vb2+8+OKLqKqqwooVK3Dvvffi\n2muvRUlJiUvzuPLKK9He3o4VK1agqKgId999N7766iv4+vqKbuPt7Y2wsDAMDAzYhUJbSEpKQnp6\nOn8RL+R48vPzQ0FBgZ0TRKlUYsWKFTCZTNixYwfuvPNOh88hKCgIqampUCqVoCgKCoUCycnJCA0N\nRWRkJORyucPspZGREWzatIkXyliWFXWnaLVaREVFTUogYhgGJ06csHGumM1m1NbWore31+39zSSu\nu+46ZGZmCrq6PD09ccUVV/CPt23bBgBYuXIlxsbGcOLECdTV1eHUqVOYM2eO4P4PHjwItVqNdevW\n4cknn8T+/ftthNSJ+Pv7Iycnx6W5L168WHC55bkcPnwYer3epjzTcq5Yi0+uXIxRFGVT6kYgEAgE\nAuHcgaTiEggEAuG0smbNGjQ2NiIiIoIXJeLj47Fjxw6bdu8Ty7G0Wi2+/PJLfPTRR1i4cCFYlkVq\naipuvfVWHDx4EPv370d+fj42b97s0jwiIiLwzjvv4MiRI3jmmWcEBR1rRkZG0N3djf7+flH3RGtr\nq83jhx56yG5McHCwqBPEOlzzlVdecfYUoFKpkJ2djcLCQuTk5PDb0zSN3NxcREdHO3SdmEwmtLe3\nQy6X49JLL4VMJhMcd+GFF6K3txdHjx7F0aNHUV5eLiiSTYRlWZw4cUI0B6q5udllJ8pM5PLLL0ds\nbKyouGb93EZHR23WWUoinJGVlYXt27fjpptuQkBAgMOxycnJLpdGfvrpp8jOzrZZFhcXh6VLlwIY\nF/dWr16N6upqGI1GGI1GcByHpKQk/rNSUVGB999/HwzDCGaNWTKscnNzSdk0gUAgEAjnKJRYoOjZ\noKCggCsuJqYjAoFAOJ+pqqqyK3OyhCxbLrKPHDmCjRs3Ahh3oZhMJvj5+fG5RRPp6elBSEiIW/Po\n6emxcy65C0VRKCwstFn25JNP4sknn8TY2BjCw8OxZs0aXHLJJXbbmkwmfPbZZ9i+fTu/zGw2T6mr\nYXV1NWbNmmUn0oSGhmLHjh2Ii4uDTCYDTdNISUnB7t277bJwAgMD8dlnn9ld5NM0jby8PIfza25u\nduoWiouLc/u9mkkYjUb8+9//tstoGh0dxRNPPIGvv/4awLhTTKylvTsIfV6AceeStcgqxEsvvYRN\nmzZBp9NBKpXilltuwcaNG3Ho0CEUFRUhMzMTg4ODiIiIwNjYGL+dn58fFi5ciL179/LLbrzxRrz/\n/vsAxh10a9asQVFRERQKBUJCQhAbGys6D41Gg46ODjAMg4CAAERFRZHunQQCgUAgnGEoijrOcVyB\n03FEJCIQCATCmaanpwc9PT1gWRaBgYGIjIxETU0NhoeHYTKZsHjxYjsnhiMefPBBvrzHHcrLy6d0\nIa9UKu3cGRZ0Oh1aWlp4R4Z1kK8lWPqmm27iO0XRNO20E5srtLS0oLCwkN+vh4cHPvvsM3h7e9td\nmOfl5eHkyZN48MEH0d3djauvvhrXXnutqBgXGxuL0NBQ0WOXlpY6dRyFh4c7zM45F+jt7UVzczOA\n/4qYBw8exNatW3mHzUMPPYRHH33UZjuWZW0681AUhcjISERERIgei2VZlJeX24g4crkcWVlZDt06\nf/nLXwTzwJYtW4aPPvrIZll/fz/WrFmDr7/+Gp6enrj33ntx991388f//PPPcc011wgep7m52aFA\n1NTUZNcNTSKRICcnh7iNCAQCgUA4g7gqEpFvZwKBQCCccUJDQ+3Ehri4OBw/fhxHjhxx2MlJCHfH\nW5g1axaGh4fR3d0NlmWh1Wrd2j4+Pl50nZeXl00L8J6eHr59+Oeff453333Xpo3vihUr3H8CAsTG\nxqKurg4xMTHQarX4zW9+w7uHJtLZ2YnU1FR8+OGH/DK1Wi26b61W61AkcsUdEhgY6HTMTCckJAR+\nfn5ob2+HyWTCiy++iF27doHjOEgkEtx55512AhEAmzBv4L/t5WmaRlhYmOCxaJpGTk4OdDodRkZG\n4O3tDS8vL6dztDjxJvLxxx/DYDDYOKGCgoJszgFgvPystrYWOp0On376qWjw9eOPP47XXntN8FhG\no9FOIALGhbW2tjaHnx8CgUAgEAhnB+L1JRAIBMKMwNPTE0qlEj09PW5vu2HDhkkfV6VSITU11S3n\nkgUfHx+Xx4aGhmL27NlYuHAhtFothoaGAIwLXDfeeCN2797t9vHF8PPzw+DgIP785z/joosuEm0J\nLOSictTq3tPT0+FxHTligHHhzNk+TidGoxEajcalfCVnyOVyJCQkIDU1FS+99BJYloVerwfDMNi5\nc6fdeJZlRdvQt7e3Oz2el5cXQkNDXRKIADgMMa+rq3O6fWVlJXQ6HYDxjndiznPLGCGEBCILYm41\nAoFAIBAIZxciEhEIBAJhxlBYWIhLLrlEsJW8QqFAeHi43fKtW7c6Dfh1xujo6KRKvcRa3jvjrbfe\ngtlshlarBcMweO+99ya1H0dIpVI88sgjuO6660THCLUpFysdoihK1O1iISgoSPC9oCgK4eHhyMzM\ndDLr0wPLsqisrERpaSnq6+tRWlqK8vLyaQ/RdiSwGQwGh/NzJLZMBjFhEIDDjmnA+OfBurxtwYIF\nokHvEzOtrHFUTjZZ9x+BQCAQCITTCxGJCAQCgTCjCAsLw4MPPgiFQgGZTAaKouDh4YGLL74YdXV1\n2LdvHxYvXowbb7wRNTU1ePjhh6d8TOu8IHeYaviuUE7QdBMVFSV4QU7TtGCAtEKhQGpqqs28ZDIZ\nsrKyXJprUlISsrOz+eyhgoICFBYWntUcooaGBjsRRq/Xo6am5ozNwVnr+MrKSsGA6skiVm524YUX\nwtvb2+G2E1+rnJwcXH755XYi2KJFixAXF4fGxkb09/fb7Sc4OFj0GI7KFgkEAoFAIJw9SHA1gUAg\nEGYU9fX10Gg06OzsxIEDB6DT6XDhhRciLy/PrpOYO7Asi9tuuw1vv/02GIaBj48PduzYgdtuuw1G\noxGlpaWC21EUJVhq4+Pjg/T09EnP50xhMBiwbds2dHV14YILLkBOTg58fHyQkpJi4/TQ6XQ4efIk\n73jx8/NDbGysaJ7RuYKj9xYACgoKztjzsy7hEmP27NmQyWTTcrz169fj5Zdf5l1yl156Kf7xj3+g\nr68Pp06dglKpRFRUlN3x9Ho9ysvLbZZxHIfjx4/jo48+wtDQEO677z4kJibafDaEAqn7+/vR2Nho\nsy8vL6+z5iojEAgEAuGXCuluRiAQCIRzEpZloVar7XJjMjIynDogHHHllVfiiy++sFv+t7/9DbNm\nzRItHcvIyEBbW5tNqLWXlxfS09NnvHjy448/4pJLLrEppQsICEBTUxN8fX35ZQaDQTSwWi6XIzw8\nHMHBwTP++U6EZVmUlJRAp9PBaDTC19fXzlV1OkUirVaL1tZWmEwmeHt7IywsDFVVVaLje3p60Nzc\njGuuuQYxMTHTMgeWZTE4OAg/Pz+wLIuysjI70TM5ORn+/v42y9RqtWCJXFJSEgICAnD8+HHBEk0h\nAYhhGHR1dYFhGAQHB0/pc0wgEAgEAmFyEJGIQCAQCOc0w8PD0Gg0UCqVCAkJmdKF/MjIiGjI9AUX\nXIDnn39ecJ2vry/S0tIAjF/o6vV6eHh4zLjW3QzDoKmpCVqtFjRNQyKRwGAwYMWKFaivr7cbv3Hj\nRtxwww3gOA6BgYEYHR11WuqkUCgwa9asSb0P7e3tfAe5rq4ujI6OYunSpQ4zfKaD8vJyrFmzBv/+\n978BAOHh4diyZQvy8vIAjLvEpuJOc0RXVxfa2tpcGstxHAwGA2iaxrfffott27bhwgsvxHfffTet\nApaYk0nodWBZFjU1NZMqgSsqKpr0HAkEAoFAIJweXBWJzq1bggQCgUD4xaBSqRAXF4ewsLApXyhP\nLJ2xxlE2irWTQiqVwsfH57QIRAzDoK+vj+945g5GoxEnTpyARqMBwzAwGo3Q6/UYGhpCc3Oz3fiH\nH34YixcvBsMwMJvN6O3tdUkIGBsbE+w8V1JSgtjYWFAUBZqmkZ+fb5NP09TUhM7OTvT19WH16tW4\n4YYb8Ic//AHe3t6455573H6+rsIwDObMmYMff/wRZrMZZrMZ7e3t2LBhA1paWgCM5181NTVBrVaj\nrq7OYbi0O7As67JABIDP3VIoFLj00kuxYsUKHD58GOvWrZuW+VgQK3XjOA7l5eXo6Ojgw7xpmp62\nsjcCgUAgEAjnDkQkIhAIBMJ5T2pqqug6R624xTo6TSfNzc0oKSlBU1MT6urqcOzYMYftyyfS1NQk\nmJkkVD6XkpKCX/3qVw47XzliYkvz7u5uFBYWorW1FcC42FBSUoLExESwLAuWZdHX1weO47B+/XpU\nVlbyIpbZbMazzz6LPXv2TGouzli0aBH0er3d8rGxMezZswdKpRJdXV3o6+uDwWDA0NAQ1Go1BgcH\np3xs69JEd/Hw8MDy5csBjJdCnin0ej06Ojpw4sQJMAyDjo4Op23qhc47ZwHdBAKBQCAQZjZEJCIQ\nCATCeU9AQADy8/MF111xxRWi7bjF2sG7A8uyvPhz9OhRlJW08pO2AAAgAElEQVSV8Y6OwcFB9Pb2\n2oznOA41NTUut2cXEyQCAwMRFRVls2y683fuvvtuwXmeOnUKb775Jp8rVV9fj7a2NsEMm+noTifE\n999/L7qurq5O9PWdGLIMjAtLIyMjLr8nU3WbeXl5AYBdLtdEjEajaJaWo/06wmw2o6ysDB0dHaJj\nOI7Dyy+/DJ1Oh7GxMX6Z5d90dmkjEAgEAoFwZiEiEYFAIBB+Efz000+48MIL+ccSiQR333037r//\nfmRlZdmU1lAUhcTERHh6ek75uOXl5RgaGuJdF2NjY6isrITBYEB7e7vodhNdO9ZUVlbi2muvRVFR\nEQ4cOCAovgDAG2+8gV//+te8I0qn04mOdcU1FR4ebvP4+PHjomMPHTrEu0oGBwchkUgEx/X392N0\ndBRHjhyZFhePBUeZizKZTFSAYVmWFz4MBgNKSkpQVlaGqqoqFBcXOxRPLHh5eU1ajDObzSgpKQEg\nLlL+/PPPCA4OhkKhgEwmQ3h4uGjwuIXR0VGXA6PFzhELw8PD2LNnD66//nqcPHkSDMOAoihQFAWT\nyYSqqio7F1draysvlJaUlEzre00gEAgEAmH6mFnJmwQCgUAgnCbkcjl++OEHGI1GDA0NISgoiL+Q\n9/DwwOzZs8EwDFiWnbaSGa1WywsOE2lubnboAhHb7qWXXsKdd97JPz5+/Dj27t2LXbt22c3by8sL\nW7duhVqtRl9fHy677DJRl0tSUhLkcjlqa2sxOjpqt97HxwfBwcE2y9LS0lBXVye4v7y8PNA0DS8v\nL6SkpGD58uVYtmwZvLy8cPz4cbzwwgtobW2FQqGwcbhkZ2fjyJEjUw61zsrKEhVO3nrrLYcunfLy\nclHXUEdHBzw8PBAQEODw+KmpqaiurnY4RiKRwGw2g2VZ0DQNo9GIsbExPP/886AoCrt377bbZnBw\nEPPnz7eZX3d3N/Lz86HVau1eN5ZlUV1dbZdHpFAoRM8xR3Achy1btsBkMkEmkyExMVHwnGpubkZ6\nejqAcSeZdekawzBoaGjgO6URCAQCgUCYORAnEYFAIBB+UcjlctFuaVKpdFozVRwFUet0Ops29ELr\nJwoZDMNg/fr1NstYlkVVVRX27dsHwN5BI5VKkZ2djcsvvxwymUywtC4yMhJeXl6QyWTIyspCUVER\nsrOzERQUhICAAKSnp/MX/NY8++yzgvtTKBS46667AADp6ekICAjArbfeiuDgYHh6emLevHl46623\nEBoaaheGrVarMW/ePNHXxVXee+89wfd41apVyM3NdVh65ayszJVQah8fHxQUOG4gkpaWhpSUFHh6\nekKn0+G7777DqlWrEBAQgCNHjmD+/Pl222zatElwfgzD4NFHHxWcq1BgtbNSNjH0ej3vdEpOTobJ\nZBIcZzkmwzCi2UaWAPFzDYZhMDQ0xAedNzQ0oKSkRLCTIIFAIBAI5xrESUQgEAgEwmnCUbmaXC5H\nbGwsNBoNWJZFRUUFent7kZ6ejoiICGi1WpSWliI1NRUqlQoAsH//fnh5eWHZsmW46KKLIJVK8fPP\nP+PDDz/Erl27sGjRIgQGBtodSyKRCIo5FEVh9uzZgk4QpVKJhIQEh88vMTERn3/+OX7729/y2UiR\nkZE4ePAgL9BYXEnW5XwSiQRKpRI333wztm/fbrffEydOYGRkxOXyKCEyMzPR2NiItWvX4ujRowgL\nC8NTTz2FJUuWABh3+pSWlrqcM2SNmDAyEZqm4ePjI5gb5ePjwwtVfn5+AMZbx69evRoqlUrQSdXa\n2oply5Zh5cqV6Orqwssvv2yTvVRWVma3jVjZIsdxiIiIQGdnp81yqVTq0OGmUqn4c6mrq0u0jJBl\nWZSVlTkUo1x9HWcSDQ0NoqVyGo0GR48eRXp6Onx8fM7wzAgEAoFAmB6ISEQgEAgEwmkiMDAQTU1N\ngkJEVFQU/u///g9vvPEGuru7QVEUJBIJGIbB4sWLsWnTJtA0jYaGBj5029PTE//v//0/XkCgKAop\nKSm4/vrrccstt6C0tBSXXnqpy3k4HMdNKWTZYDDgu+++Q0xMDEJCQrB161ZcdNFFNmPEOrVJpVIk\nJyeL7rulpQWZmZmTnhswnunzxRdfiB4/Ly8PfX190Gq1UCgU6Orqcmm/7mRVpaamoqqqyqaEz9PT\nE6mpqWhqahIVcTw8PJCZmcm/l83Nzejt7eXLs2JjY7F161Zs3boVBw8eBADMmTPHbj+Ospk8PT2R\nm5uLjo4OGI1G+Pv7w8/PDxUVFaJCEcdx2Lp1Kx588EE0Njaivr4eaWlpgg68yZSzzWTa29tdylKq\nrq5GUVHRGZgRgUAgEAjTD+Xox8OZpqCggCsuLj7b0yAQCAQCYdrQ6/Worq62ueiOiorCnDlzRIOr\nlUolNmzYgKVLlwIAX7Yk9h3JsiwOHz6M3bt346WXXrJpcW8ymUDTtKDjQyKRiHZ9c8bg4CBiYmLs\nSpl27NiBe+65h388PDyM2tpawX089dRT+Pjjj+2WUxQFo9E45S5hluNrtVr4+PjwjiwhWJYVfX0n\nkpWV5XaoudFohE6ng5eXF3Q6ndPSJJ1Ohy+//BKjo6O46667MDw8LDiura0N119/PeRyObRarZ1Y\nU15ebhcibWFitzuWZXHixAmHwdVBQUFISEjAJ598gvvvvx96vR7bt29HYmKiaJdAR/j7+zsUC2cS\nxcXFLjvPiEhEIBAIhJkGRVHHOY5zXAsP4iQiEAgEAuG04uHhgby8PIyNjYFhGHh4eGDHjh0OO5sZ\nDAZ8+OGHvEgEOM43omka8+bNQ1BQEL755htceumlvDOptrYWx44dw4oVK2zEIwCIjo6e9PNauXKl\nYNbNfffdhzvvvJMXK1QqlWAJ0+7du/HJJ58I7nvVqlVTFogYhoFarbY5riWfSWjfNE3Dw8NDVFCx\nEBkZKSoQMQyDqqoqPqvGMj4yMhJyuRxyuRxjY2NOBaKff/4ZmzdvBjAuMu7atQsbN27EsmXLBOeT\nkpKCf/7zn4JuHnduBjY3NzsUiGiaRkxMDABg6dKl/PlZWlo66YwjjUaDjo4OREZGTmr7M4k7pYlG\no3Fa880IBAKBQDhTEJGIQCAQCIQzgEKh4NvM//3vf3c63ro86fjx404zTqRSKTIzM5GcnIx169bB\nZDJBo9Ggu7sbAFBYWIicnBwA4xf70dHRCAkJmdRz0Wq1qKioEFzHcRw+/fRT3HDDDfyyWbNmoaqq\nii8/MhqNeOWVVwQFDB8fH7z22muTmpc1E91bwLiIU11djVmzZgluk56e7jSnyJIfNJHR0VHB16Sj\nowM0TSM8PByA89DrkZERbNq0yUZoAoCdO3ciLy8PcXFxNstpmhZ1agGw28/EY1nC04eHh9Hf3+9w\nbr6+vjCZTHYiW3h4+JRCqLu7u88JkUgul7sshjkTiBiGgVarhZeXFxGTCAQCgTCjICIRgUAgEAhn\nmImOnolIpVIsWLCAf8xxnGi2j2W9pdRHLpfjlVdewcGDB7F7927Ex8dj27Zt+NWvfjUtc7e0VHcU\nKj1xnUwmQ05ODliWhdlsxqFDh0SFGGtxbCqIOYIsy1mWRVdXF8bGxqBQKODr68t3JJvYst2CVCoV\n7YrmSKjp6OjgRSJHog0AHD58WDBTymQy4auvvsKaNWvs5uQIiqJE3UTW2zY1NTncDzDuZhsaGkJ0\ndDT/fAAgNDR0SiKR9bmg0+lw8uRJGAwGUBSF4OBgxMTEuJyzdTqJj493+D5bcNS1EBgXfSc6trKz\nswXDygkEAoFAONOc/W9cAoFAIBBmGCzLorOzExUVFaiurnYo0EyGLVu2iK6jKAoqlQo333yzS/uy\nFogsSKVSXH755Th06BB++umnaRGIWJZFT08PXyq1bNkywYtamUyG3/zmN4L7oGkaMpkM6enposeZ\nSkczV9FoNCguLkZHRwf6+/vR0dGB6upqHDt2DCMjI0hOToa/v7/NNhanlhAsyzrs1GUtgjhzhI2N\njQkKaBzHCQpfDMM47EYm5nyiadqmbM6dTmNtbW2T6gonhuU80uv1qKys5IU0juPQ29uL6urqaTvW\nVFCpVEhNTeWdPzRN252vERERSEtLE92HWq0WLOlTq9XTO1kCgUAgECYJcRIRCAQCgWCFpXW39UVz\nTU0NQkJC7Ep9Jss111yD3/72t3j//fdtlnt7e2PRokVYu3atoFgyMjKCwMBA+Pj4QKfTQS6X49Sp\nU2BZVjA0eLrKWDo7O+0ylJYsWYJjx47xnbUswdh79uxx6vqwXEjX1NTYrXMkoLkDTdOCQgZN06KZ\nQBzHobq6Gvn5+UhOTgbDMBgeHoZSqRR1ELk6FwuRkZHo7e0VdPdQFIWioiJB0UepVNq4y6wZHR0V\nda8kJiaivLzcptMYRVF2Qp2ls56r9PX1ITQ0lH8sluckk8kQGxuLpqYm0byjhIQEAOJuJp1OB71e\n79SBdyZQqVTIzc2d9PaOnGQ9PT02rymBQCAQCGcD0t2MQCAQCAQrWltb+RyfieTm5k5rfkhtbS1e\neukleHp64r777kNQUBAA+3KUrq4ubN26FeXl5WAYBl5eXvjggw+wZMkSdHd3o7W11W7fFEWhsLBw\nynMUy9qx0NjYiNLSUvj5+eHqq69GRkaGy/udO3cu76CgaRrr1q3DCy+8MOU5A+Pd1xoaGuyWh4aG\noqenx+G2cXFxbuc1lZSUiIosUVFRiIiI4B8bDAbU19fbiSqBgYFITEzEwoUL8fXXX9usu+iii/D0\n008LioGWZSqVCgkJCYIlaMPDwxgaGoJSqURwcLCdkNfT0+NWydjE14hhGJSVldmctzRNIzs7G3K5\nHAzDoK2tDf39/bxAplQqkZiYyAtwjrqHTXwNz1WOHj0qus7iVCIQCAQC4XTganczIhIRCAQCgWDF\niRMnREtvIiIiEBUVddrnYH3BbjKZsHTpUgwMDNhcQFMUhc7OToSFhdll6FAUhYyMjCm5X4BxV1Vl\nZaXTjl+WY86ePVs0I8doNKK9vR16vR4+Pj6IiooCTdM4deoUurq6kJiYOC0t763RarVoaWnhc4fi\n4uKg0+mciiHh4eFud37TarWCZVGWlvETaWxsFAyKtozfvXs3duzYAaPRiFtvvRX/+7//67AjngWp\nVIr4+HiYzWYEBAS4leUjlsUkREFBgeC+BwcHcerUKXh7e/Oip6s46pImVAII/DdwWyaTISIiYtrP\noenGkUgUGxtLnEQEAoFAOG24KhLN7G9SAoFAIBDOMEJODQtnKjw3NDQUer0evb29+P7776HT6ewc\nFhzHYePGjXj77beRnJwMo9EIjUYDhUIhmkMjhsFgQGdnJxiGQUhICPz8/MCyLNRqtUvdnDw9PZGU\nlCR6gT40NIS6ujr+sU6nQ09PD2bNmgVfX1+nQb+TxcfHB1lZWTbLlEqlU5EoICDAreOwLItTp04J\nhkSPjIyAZVm7c0esk1h/fz8SEhKwcuVKrFy50mad2WxGV1cXgPFyr/r6ekRERNiUQTIMw5fTNTY2\nuix4sSyLoaEhp+OAcTFD7LMQEBDg9utnISoqCo2NjXbLaZqGSqXC0NAQaJqGr68vWJZFRUWFTflW\nd3c3EhIS3BanziQqlQrDw8OC64hARCAQCISZABGJCAQCgUCwYmRkBD09PYiMjLS7EJ5sy/jJEBcX\nh5iYGGzbtk2041d9fT16e3sxMDAAqVSKyMhImzBiIXFiIhPzhoaGhuDp6QlfX1+nApGrF+RCZV8c\nx6G+vl60Hf3pQiqVOiw58/T0dNuBVVVVJfoeGQwGtLS0ID4+HsD4e1JVVeXepP9DdHQ0goODcfXV\nV+P777+HXC6HyWRCWloannnmGcFQ7K6uLnh7e/MuHJZlYTAYIJVKbUonW1tbRbugAeBzmaKioqBQ\nKATHaLVatLa2wmQywcfHBzExMZDJZC4/v6CgIOj1el4IA8azksLCwmDtNLeEuwvl+zQ2NrrtoDqT\npKamoqqqCiMjIzbLc3JyztKMCAQCgUCwhYhEBAKBQCAAqKysxPz58zE0NASpVApfX19s2bIF8+fP\nBwDExMSc8VIWmqaxYMECfP7553brKIrC/fffj+bmZn6ZRqNBREQEhoeHodFo8MYbb2Dfvn3Q6XQI\nDAzE7t27sXjxYn48wzCCJUyjo6M2Qcdic3PFMSLWrQsQb1M/FYxGI/r6+iCRSBASEiIoFsTGxkKl\nUqGtrQ0Gg4HvEBcSEuJWmRnLsmhtbRUViCz09/fzIlF1dbXT8Y646667cPjwYRiNRl7Eq6qqwqOP\nPoqnn35acJv29nb4+/ujq6sLbW1t/HJLpzmlUom+vj6Hx01ISBDtPNff34/m5mab93lgYAADAwNu\nt3aPjo5GZGQktFotLzBNzMTiOM6h62lgYADBwcEuH/NMY8ntckXEJRAIBALhTEMyiQgEAoHwi4dl\nWXh7e9uJFhKJBH//+99x3XXXTWtgtbtz8/X1hU6ns1m+ZMkSPPzww6LlcZs3b8aPP/5oJ/YcP34c\neXl5AMZbmVu7NtyB4zjIZDLk5uY6vNA1Go0oLS0VXV9UVDSp4wvR1NRkJ3acrvKj0dFRVFZWOnTf\nWFNUVASWZeHsd46jLnoMwyAxMVEwqFwmk+Ef//iHoJAjk8kQHx9vU/JnjVCZnDUSiQT5+fmC65wF\nXnt5eSEzM1N0vTNqa2tFy7PEINk+BAKBQCDY42omEbl9QSAQCITzns7OTmzZsgWPPfYYTp06Zbd+\n7969gq4Ws9mMxx577KwJRMC4Y6exsRFFRUWgaRoURSEnJwcPPfSQqEDU39+PH374QdANtG7dOpeP\n6wiKojA6Oordu3cjOTkZERERWLdunZ1LRi6Xi+5rqsHa1mg0GkE3TGNjo1ut3Z1x8uRJdHd3o7q6\n2mWByPI8nZXvORKIgPHzcWKZkgXL+yGEr6+voLBkwdnzcFQS6Gi/AOzETXdxJRNrIoGBgVM6JoFA\nIBAIv2SISEQgEAiE85q1a9ciMjISTzzxBB566CGoVCo8//zzNmOEulJZcNYu3RmWDBixkitXCAkJ\nwZEjR2A2m8GyLEpLSx0KV11dXaLra2tr0dHRIZgTNHHe1ggJCVKpFOXl5WhoaEBXVxd27dqFiIgI\nu6wYobbeFEUhOTnZ4RzcoaOjQ3TdZN1S1uzevRtKpRJJSUlITEx0Wo5nTWJiIgA4fM9omrYRiBob\nG3H06FH+X3NzM2QyGfLz8yGRSOy29/b2Fu285+fnJ9qxzxkhISEO5+1MYHIUBO8KKpXKrfHh4eEz\nvsMZgUAgEAgzGSISEQgEAuG85dtvv8Urr7xit3zDhg3o7OzkH1977bWi+5hKOVRjYyOKi4uhVqtR\nXFyMqqqqKYlF1jgqoVKpVKIOjOzsbHR0dGBwcHDK4gnDMHbOrOHhYWzcuNFmmY+PD/Ly8hAWFgaV\nSoWoqCjk5+dPq0PLbDY7nOdUKC0txc0338wLQ1Kp1On7SFEU/Pz8kJuby2fy0DQtmpUTExPD/7+x\nsdGu+1lvby/a29tx7733wtvbm3/tJBIJFAoF/vSnPyE7OxthYWF2zq2TJ086fH2EkEqliI2Ndehs\ncgWO49DS0oKSkhJe8HK1ax4w3vFMSGiSSqX8OaVUKuHt7Y20tDS3MqUIBAKBQCDYQ0QiAoFAIJy3\nPProowgNDbXp+GXh8ccf5/+fl5cnWFJD07SgyOQKtbW1dhf6IyMjqKmpmdT+JhIVFSUoskgkEsTE\nxNiJSBRFgaZp1NTUuFwmNXH7ibAsiy+//NJu+ccff2y3TCqVIiYmBqmpqYiIiJj2wF5L9y4hphpi\nfPfdd/P/9/X1xZ133inqVrGIF4WFhUhJSbF7j+Lj420650kkEsTHx9t0zpt43ljo6enBwoULceDA\nAVx11VVIT0/H3Llz8c477+DBBx8ETdOIiYmBn5/flJ4vAOTm5rqU6+Pr6+t0TE9Pj41QZzAYUFZW\n5pJgStM0cnJy4OPjA4qi+POQYRiUlJSgu7sbLMsiKSnJpbkQCAQCgUBwDPHjEggEAuG8pKmpCVu3\nbgVFUZBIJDhy5AieeuopPrdGo9HYjC8tLcWqVauwZ88eMAyDzMxMvPvuu4iNjXX72ENDQ6JhuyMj\nI2AYRlRk0Ov16OnpAU3TCA8PF20hTtM0cnNz0dfXh4GBAUilUkRGRkKhUKCmpoa/AFepVNi4cSMu\nvvhi0DSNkpIS9PX12YgSrsJxHMbGxsAwDGiaxrZt22wcWRaEWrG7AsMwqKmp4bN1LAKKK13UoqKi\n0NfXZ+eY8fLyEu3K5SqNjY38fP7617/aiDyWzmgW0tLSnJY7RUZGIjIyUnCdI+HEIu7NmTMH+/bt\nEx03ODgouo6maf4Ycrlc0NHj5+fnsoiXkpKCqqoqtzu2cRyH3t5ehIWFOR0rl8uRnp6OsbExlJWV\n2a03Go1Qq9UoKHCaxUkgEAgEAsEJRCQiEAgEwnlHd3c3+vr6bBxE8+fPx/z58zE6Oopdu3bh9ttv\nt9mGpmm8+eabePPNN6d8/JaWFgwNDeH555/HwYMHwXEcFixYgD/96U98PoyQkHDy5EkMDAzYPI+o\nqChEREQAALRaLU6ePMlf2Pv5+SEpKcnOKZORkYHBwUHQNI3XXnsNkZGRvNiUl5c36ZwYvV6Pffv2\nobi4GKWlpRgbG0N0dDT+8Ic/YN68efD29obJZIJer4fRaHS7nKy8vNwmO8dsNqOhoQEZGRnw9vYG\ny7K8wDZRxLA4Ttra2qDRaEBRFEJDQ/nXbirMnTsXLS0tuPDCCxEcHGwj3FleS4VCgfT09EmV0Fm3\nQndFnBkZGUF9fT3/WimVSqSlpbl0bIlEYiOmTOwI5+/vz2couQJN08jKyoLBYEBzc7NgMLyj5+EO\njrqoWbK6LK9lcHAwwsPDSYt5AoFAIBDchIhEBAKBQDjvEAoxtlzMe3l54Z577pm20hSWZbF+/Xrs\n3r0bOTk5WL58ObKysrB69Wp0dnbyZTbffPMNysvLsXfvXigUCrv9aDQaG4HIQnt7O4KCgsAwjF3A\n9tDQEI4fPw5g3Jnh5eWFpKQkKBQKLF68GL29vXaihlDosasolUp8/fXXaG9vR2BgIFasWIErr7wS\nCoWCf30lEgmUSiVKS0vdaj8/PDwsGq7c0tIClUpl41ry8PBAeno6L7axLAutVougoCDEx8dP+jkK\nsXPnTnz44YdISkri84UmIpfL3RaImpub0dvbyz+2iH6BgYGC54JcLsfQ0JBdK3tL+VZ+fr6dQ24i\n1qKJ0WiEv78/oqKiIJFIJi2o6PV6VFRUuF3G6G53O2duJWtXVEdHB3p6epCbm0uEIgKBQCAQ3ICI\nRAQCgUA473AW0kvTNEZGRibldplIeno6Ghoa8OSTT6KwsBBKpRL/+te/0N/fb5PDwjAMNBoN9u/f\njwsvvNBuP0JlWxbKyspEL8Ctl+t0OqjVasyePRvvvfceNm7cOK2dnkJCQlBSUoLKykqXxjc2NkIq\nlbqUkaPVakXXjY6O2rVS1+v1qKysRE5ODjo7O9He3s6voygKaWlpky57m0hYWBhKS0uxZcsWGAwG\nO3HDbDbDw8PDrX22tbXZCETAuOhXX1/Pd4ObKBQZjUY7gcgCx3FobW212+dEvL29UV5eDr1eb7c8\nLS1tUoJKdXX1pHKuRkdHRT+Dvb29fN4Qx3E2n+kff/wRb7zxBrq6upCeno4//vGPSElJsdsHwzDo\n6OggYdYEAoFAILgBubVCIBAIhBlNbW0tli1bhqKiImzZssWlrkhCTp2JsCyLL774gt/fBx98AF9f\nXz4cNz8/32npzFdffYW6ujosWrQIhYWF8PT0BE3TaG9vt2sDD4xfFB87dkx0PmK4cwHOcRza2trg\n6emJBx54QDTTaCKuCDlxcXGoqqpyeS7AuFvGFRwJOmLPf2xsDP39/TYCkWV8dXX1tHWSA8Zfn6++\n+orPlLLAMAy0Wq1o+3kxuru7BZcPDw+DZVkkJia63VnMumxMCIlEgoGBATuBCBgv/Tp58qRbxwPA\nZ1SJYSn7E3KwDQwMoLS0FEePHsWxY8fQ2NgIlmVRVVWF5uZmGAwGGI1GmEwmsCwLlmXx+eef44EH\nHkBlZSUGBwfx008/YfXq1aLimZAji0AgEAgEgjhEJCIQCATCjOWNN95AWloaPvnkExw7dgxPPPEE\nAgICHAbzAnCp3MhkMuGWW26BUqnEunXrsHz5chs3S0lJCdLS0hzuY8+ePQCAK664wib/KDo6WrQs\nSaiLGuC4pb279PX1YXR0VPTifCI0TSMlJcXp2OPHj7vtGHG11blKpZqU60motNBCb28vGIZBRUUF\n3369uLjY6fkDjIt2HR0dUKvVqKysRHFxMUwmE1atWoUjR46AYRgwDIOjR49i1apVbs/d0euoVqvR\n2dkpKiRNZp8SicSpw06sVK2npwfHjx/H0aNHceLECZvXT0hwsqawsBCxsbHIz893eI5zHIf+/n6o\n1WrRrCKz2YwXX3zRRoDlOA4GgwEvv/yy4Dak1IxAIBAIBPcg35wEAoFAmDEcO3YMW7ZswQcffACW\nZe3CpYHxkqp58+ZBpVJBIpEgNDSUF2ss+Pr6IjU1VVT0MJlM+PbbbzE8PAyO47Br1y7BcV1dXTh0\n6JDofC3ukYkX5xdffDF8fX3tjk/TNB577DHBfYWGhk659M2aiooKGI1G5OTkiApWFiz5TAkJCQ7H\nTaakyJ0MpOzsbJuyLZqmkZCQ4PB1ceQWMhgMUKvVNlk2LMuioaHBYXmbJQS5o6MDBoMBOp0O4eHh\nWLJkCXp7e3H33Xfj4osvxsUXX4w//elPDp00QnPq6elxGB5uNBpF3WiTZTLvHQC0traipaWFF5hM\nJhMaGhpQXV0Ng8HgNAMJGHdbmUwml8Y6EhWHhoZEc4km5nVZCA8Pd3pMAoFAIBAI/4WIRAQCgUA4\n6zAMg7S0NBQVFeGJJ57A8uXL4enpaeN8kEgkmD9/PjmPyBAAACAASURBVC644ALU1dXh1KlTYFkW\nvb29+N3vfoe3337bZp8qlQr5+flITU21aVduMpmwf/9+PPHEEy7NzZFI9MADD4CiKHz++ec2F68y\nmQxvvPEG5syZwy8LCQnBkSNHRAOzaZpGdnY234mso6MDDQ0NUyqZam5uhlwuR3Z2NoqKigTbjVuE\nGGC8s1VqaqrLJWqu4E4ZllQqxaxZs1BQUICCggLEx8dDq9WKlsJ5e3s7LFNTKBSiAo6jTlnt7e12\n21EUhQceeIB3jJnNZv78fOaZZ2zGGgwG9Pf32yxjWRaVlZVQq9VoaWmZtGhjwV2HjLe3t9v7ZFlW\n1M2k1WqhVqsxNDTkcJ9lZWUoKSnBiRMnnDqZnOHt7S0qrgm5lHx9fe06/xEIBAKBQHAMEYkIBAKB\ncNb53//9X9TW1tosGxsb4/8fHh6OTz75BFu3bkVDQ4PgBfb69esF961SqXjR4fXXX8eCBQvw9NNP\ni3bSmsiCBQtE13l7e+OTTz7Bv/71L/z888/Q6/V8GVJQUBA+/vhjmEwmmEwm9PT02LQeF4KmaVRU\nVKCgoADLli3DXXfdhdHR0UkLChPDnmNiYpCamgovLy/I5XI0NDRgz549OHHiBD9GpVJh9uzZbmfs\nCBEaGorQ0FC3t2NZFt9++y2ef/55/OUvf0F5eTkoirIRMQICApCWlobY2FjBfSgUCoeihPX5NRGx\nHBupVIrbb7+dFyqUSiVeeOEF3HjjjQDGy9tSUlLg4eGB4OBgKJVKvPLKKwDGW81PfD8mi0wmQ15e\nHgoKClwSi2QymVOXGAC7gGdXSgWdfY4cvc7uolAocNVVVwmW9i1duhQeHh5QKpUICAhAZmam03JR\nAoFAIBAI9lBTvZM1nRQUFHDFxcVnexoEAoFAOMPI5XKHF5uvv/46MjIyoNfrsWjRIlF3iLPvtP/P\n3p3HOVLX+eN/VeW++0p3J51O0vd9zHTP8ENExAOQBzCysMvigaiwC6tyiD5UXNflIfpYXBURD1Bc\nERQQfOAFLCsIiiI4DDPd093T932nz3Q6d1L1+6NNfZNOVSXpAxh4P/8iVZVK5RjHes37837/9re/\nxZEjR7K+LpvNJjt1LIHjOPzmN79BJBJBc3MztFotysrKMi7zEqPRaFJuzisrK3HvvffCZDKlVVEw\nDCP7nrVaLVpbW9O2/+Uvf8G5556b8jm2t7fj1VdfFUIHn88nuYRHjtvthtFohFarFQ0wAoEAhoaG\nhPeoVqtRW1ub0tPpy1/+Mu644w6wLAue58FxHK6//npcffXVaG9vTztnOBzG6OioEMIUFhbC7XbD\n5/OlhY8Jer0ezc3Novu6urokAxKHwwG73Q6O49LeX1FRkWjA9Pvf/x55eXmS31U2fba2UygU6Ojo\nwNGjRyWPSTSNdjgcYFkWExMTktPPKisr06pxYrEYjh8/ntN17RbLsigpKcH8/Lzofp7nce2116Kn\np0fYdsUVV+CRRx55rS6REEIIOS0xDPMqz/Py/2IJqiQihBDyBiBX8WE0GoX+QlqtVrZBsFKpRH5+\nPu6++24AW6HQ7bffjpMnTwIALrnkEtGm1nq9Hg888ICwFIxhGLz3ve/Fo48+ihMnTmBxcTHtOS+8\n8AJuu+02/OEPfwDLsrj00ktxxRVXoKmpCVVVVTsKiJ555pm0cGJsbAxXXXWVaDNfqSqaBKlqoPe+\n971pQVtXVxduvvlm4bHJZJLsBeR0OkW3syyL4uJiYcrbdhzHCb2SEiKRCHp7e4XrmZycxB133IFw\nOIxgMChMuLrnnntw6tQp0eV3Go0GjY2NOHToEA4dOoTKykqwLCvbDNvlcoHjOCwuLmJsbCxleZhc\n9VNxcbHwXpM999xzkhVIN998s2yYV1BQILlPSjwex9GjR2V7G/E8j8XFRSGAlevDJPZ9KZXKlB5R\nUgwGQxZX/P8wDAODwZA2hVChUKCpqQnl5eVob29HSUkJiouLU5YbsiyL3/3ud1haWsLLL78Mv99P\nAREhhBCyhygkIoQQ8rqrqamR3BcKhYQbYaVSicsvv1wygInH41hfX8cNN9wAtVqNI0eO4Etf+hLa\n2trQ0tICjuMwNDSEj3/84zAYDNBqtbjwwgsxOTmJd7/73Xjuuedw9OhRvPzyy7j99tuhVqsRiUQw\nPj6O7u5uAFujwh0OB8455xz853/+J97znveguLg450oQMRsbG6Lb5+fn8cEPfhBmsxkqlQpGoxFN\nTU0oLi6W7MmTl5cnGj784Q9/kGyI/JOf/CTlcXNzc0ovG4VCgerqapSWlsLlcqUEFGq1WnJyW4Lc\nJLJExdZXv/pV0cAiFovh6aefzrlHk1gz7OrqaqhUKrz66quYnJzE8vIyxsbGhAlmNptN8jc2MzMj\nuv3ll1+WDFRmZ2dl+zzl5eWhrKwsh3eVPZ7nhWoqueVjUkvhGhoa0sKc7RwOBw4ePAir1Qqz2Qy7\n3Y66ujrJ4/V6PZqamtDW1obOzk7U1dWhpaUFHR0dwmcYjUZRUFAAtVqd0vcoEXx5vV6cccYZKRVo\ne43jOIRCoV31BSOEEEJON7nPmiWEEEL22COPPIIDBw6I7ovFYhgbGxNuOq+//npEo1H86le/EhpR\nJxQXF+PKK69EY2MjRkdH8fDDD2N6ehrA1rSvq666Cj/72c9w33334b777hOeNzw8LDl5iWEYMAwD\nj8eDtrY26HS6tLBjaWkJ55xzTsoSmJ24+OKLJZeQtbe3i/ZYqaurw9jYmBBSMQwDp9MpWQ2zvaFy\nsu0hglKpRGNjo+ixiX5DoVAISqUyqxHwcj15EvvC4bBoZRnHcVhfX8951HyiGfZ2XV1daZ8zx3EY\nGBhAS0uL5JJGj8cDp9OZFmQdOnRI9LpVKhXe8Y53oLKyUnTpm81mA8uyKCsrg9VqxcLCAjiOg8Fg\nwPj4eMb3x/M8ioqKZL/XRCio1+slq4mkmoMrlUq0tbUhHA6jv78/7TdiMplgsVgAIK1KLxGybud2\nu4X/TlR8JXi9XgwNDWVcOrqysoKKiop9GXHPcRz6+/tTfq9Wq1W0CpEQQgh5s6FKIkIIIa+79vZ2\n2eVZyRPBlEolPv3pT+P//u//8PTTTwvb3W43Hn74YfzjP/4j2tvbceTIETz44IMpfWcee+yxtHPH\nYrGsRnOrVCqsr6/jb3/7m+j+3t7eXVccqNVq0alrWq0WDzzwgOhzEpUxhw8fxuHDh3Ho0CHZ5VJH\njhyRXKL09re/PedrzrQEMJlc1Udi36c+9SlEo1FUVFTgu9/9Ll588UX88Y9/xLe//W1cfPHFOV+f\nGI7jJKtqgsEgAMiOtU8ck8xms+Hd7353yu+YYRhoNBpcc801sFgsaGhogE6nA8MwiEQi+Otf/4rj\nx48Lvxu1Wg2n0wm3243CwsKs34/ZbM7YFB1IDWeSqdVq2SlxwNaSvvb2drhcLuh0Ouj1elRWVqKh\noUHyOa2trSnnVSqVQuN0MbFYDIODg1k3as+2+XyuTp06lRZoLi0tSVaREUIIIW8mVElECCHkDeGy\nyy7Dz3/+87TtKpUKF198McLhMKamphAOh2E2m+FwOKBUKqFQKBCPx3HTTTel9MJJVLd8/vOfx4c+\n9CEAW5Uy2xsOZxMQJc7n9Xplj4nFYpJ9fLL1+c9/HmeffTa+8IUvYH5+Hueddx7uuOOOrEaYA1s3\nzgzDSAY3Wq0WX/jCF9LCKJVKhfvvv39X156J3W6XHKmeWG7V2dmJD33oQ7j66quF71OpVOKMM84A\nsFUB1Nraui8VJMnkmoKLLb/SaDT44he/CLfbjcceewx+vx+dnZ244YYbhNDOZDKhpaUFV111FR58\n8MGU5z7//PM488wzhW0sy8LlcmFycjLjtebl5YFlWeHPwnaJ34JOp0NDQwNGR0eFkMxiscgu99wu\nUUHGcRwmJycxPj4OnuehUqlQUFCAkpISIShjWTYlRFpYWMDo6Cji8bgQMiUv0cumSXwyuSV8OxWL\nxRAIBET3zc3NpVROEUIIIW9GNN2MEELIG0IkEkFlZWXKUi6GYfDrX/8al1xyiehz5ubmUF5eDo7j\n8Kc//Um0GonjOJx99tlCZUhLS4vQyBrIbopXOBzGK6+8gltuuUXyGIPBINpc+rWyurqKsbExoSpF\nqVSivr5esnrnqaeewq233gqPx4Nzzz0Xd911V9p0q51YXl7GzMwMotEo1Go13G53yk11IBDA4OCg\nUAWiUqlQW1ubUl3S19cHn88nGQQVFBSgurp6V9d57Ngx0covlUqFAwcOSE4Ck5oYFwqFUn5XydRq\ntTCV7Yc//CH+9V//VfSYYDCY9p4DgQCmp6cRDAZFq58KCwtRVVUFYKun1cDAQNoxDQ0NGSuFcnXq\n1CnJ37tOp0NTU1PKexkZGRHt29Xc3Cz8RuWWfW5nNpv3ZcS93+9HX1+f7DE1NTXIz8/f89cmhBBC\n9hNNNyOEEHJaUavVmJmZwSOPPILLL78cn/nMZ7C+vi4ZEAFb08oSN/pS/W6i0WhKdUVPTw9++ctf\nCo/FRssnJHoedXd348tf/jKArebNiT5Fye69997s3ug+CAaDGBkZSQk9YrEY+vr6JJfAXXjhhejq\n6sLc3Bx+/vOf70lANDc3h7GxMUQiEfA8j3A4jMHBwZRwQK/X48CBA+js7ERnZycOHDiQtvwoFArJ\nVgplChISQVR3dzd6e3vR29uLkZGRlIbdiWBlu0T45Ha7U5Y5Alu/UakeTVqtVrL5dHKY8dWvflX0\nmEgkgocfflh4vLGxgcsvvxxWqxUdHR246667UFdXB6PRKFSKOZ3OlPdhNpvR3t6O/Px8aLVaFBQU\noL29XTYgikQiWFxczDqcAbZCU7lANBgMYnR0VHgci8UkG7sn913KtkLHbDajtrY2y6vNTTbT3IaH\nh9Hb24upqSnZZYmEEELI6YiWmxFCCHlDueKKK3DFFVdkdeyJEyeE/37sscfw0Y9+NGUpUCgUwpNP\nPpm2bOi+++7D5ZdfLjzW6/WiIRPP83j00Ufxne98R9j27//+7+jo6MDDDz+MgYEB1NTU4J//+Z9x\n6aWXZv0e99rU1JTo9sQkKJvNtu/XEA6HJXu2jI+Pp01akwuBtFqtbJNruSroxKSy7QKBAFZXV1FR\nUQGr1Yr8/Hy0tLRgamoKwWAQer0eLpcr5fdTX1+PWCwGn88HnU4n2zcL2FoyV1xcjImJCUQiEVgs\nFtjt9pT3KjXBDoDQZD0Wi6G8vDzl2Pvvvx+///3vZSfEAVtBVlVVFX70ox/h2WefRUNDA2699VbR\na99e3cMwDOrr6zNWHSVPG5OSHDrJHZ+8tKuoqAgzMzNpwQvDMGhvbwfP81Aqlfu61JBlWeTn52cV\nRAYCASwsLKCpqUmyzxIhhBByuqGQiBBCyJuCXq+HQqEAz/NCPxm/34+77ror5TiGYdJugi0Wi2RI\nND8/D6VSiby8PHzlK1/BwYMHAQA33XRTyrHLy8t7Uo2zE1Ij7QHxJst7bXV1FSMjI5L7xfrkJJub\nm8MvfvELVFdXw+l0SoZ2CXI35Jkmgo2Pj6OwsBAsy0Kn08mOage2lu3lsrRIpVLJ9vh5xzvegd/+\n9rei+6688koAwNe+9jXRMGlubg4/+9nPhB5bYhJBWPLzv/a1r+Gll17CoUOHhG2Li4tp1T08z2Ng\nYAAdHR2yQUyuY+fFejglJL8Oy7JobW3F6OgoNjY2wPM8jEYjqqur96X/kJSamhrZ5XTbDQ0NCdMZ\nV1dXsbS0BKVSCbvdnlVlEiGEEPJGQsvNCCGEnHYikQhaW1uFpVR2ux1XXHEFlEqlsAyMYRjo9fqU\n6WbAVqXFxz72MQwNDQk3gVLhjlKpxCOPPIJoNIqlpSW8733vk7wmqYbMCRsbG7j++uvhdrtx+PBh\nPPPMM1m/30zkQpO97kUjJnlpUa6uuuoqXHLJJTh48CDy8vIQDoexsrIi+xyppWKBQCCryVhSY+Bf\nCz/4wQ/SAg+VSoX3v//9KC8vBwA8+eSTks9PXiop5pJLLkkLmOLxOM4777yUbVJNonmez1gpZDKZ\noFAoZI9RKBTo7u7G0aNHZXt+lZaWpjxOTEA7dOgQDh8+jMbGxpyawXMcB5/PJzm9Llv19fWSy1C3\ni0aj4DgOJ0+exMjICLxeL1ZWVtDT05Ox8osQQgh5o6FKIkIIIaediy++GD09PQC2GveeffbZouGA\nVqvFueeei/7+fjAMg3g8jttuuw2FhYVYX1/H+vo6lEqlaF+RRJVJcqWD3Ih7uX3Ly8twOp1CVc/k\n5CTOO+883HrrrZI9anLhdDpFe74oFApYrdZdn19ONsFMXl6e6PYHHngAP/vZz/DEE0+kVFywLAue\n52E2m2G324VG2GazGeXl5ZJVJdkuQ9rJciWO4xCJRDA9PQ2v1wuWZeFwOFBcXJzTeex2O8bGxnDj\njTdiYGAA+fn5uOKKK3DGGWegq6sL7e3tsssDpfoeJbz00kui29fX1zE3Nwe73Q5AvrorHA5nfB8t\nLS3o6+uTHEMfj8czVpDl5eVlfD+5GB8fx9LSkvBYrVajqalpR1VILMuira0NXV1dWR2/sLAgWtE3\nOzuLkpISyWmDO5X4Pa6urkKlUgnVcYQQQshu0XQzQgghp51EiHDxxRfj5ptvxsLCAsrLy0UrDiKR\nCF588UUwDIPDhw9ntVQmeRpVskAggN7eXtHnlJeXS97cX3TRRaLVIQzDYHNzM+flO2L8fj+Gh4eF\nCgqDwYC6uro9vzndTu4zAcQnXSXU1tYiFovhf/7nf0Q/A4ZhUpZIJZubm8O1116LP//5zzAajfjc\n5z6HG2+8UXJqWTbnlDIzMyNZeaPT6dDS0pLT+eQmoZWWlsLv94s2yGYYBh6PR3ZZY+LPxnYajQZ9\nfX1CFdbAwIBkf6T29vasq3dCoRCWl5fh8XgQj8eh0WhgMBgkq8EKCgpgMpmQn5+fU4VQJgsLC6K9\nuRLT6nYqHA6jp6dH9jelUqnAMIxk9ZLdbofD4djxNSTz+XwYGhoSDeBqa2slA1lCCCGEppsRQgh5\n00rcBH/sYx+DwWBAVVWV5A2nWq3Gueeei3e+851ZhzGRSES44dvc3ITH40EkEoFer09rwAxs3YCX\nlJRInu/555+XfB+PPfZYVteUicFgQHt7Ow4fPozDhw+jqalp3wMiYKs/jVQFg16vR0tLi+T+jY0N\nRCKRnCsg5ubm4Ha78dRTT8Hn82F+fh433XQTLrvssow9hhLTy7Ll8XgkAyJgq+dTLpPBEueUsrq6\nioaGBtx9990pn4tCocDDDz+cse/Vueeem/K9V1RU4L777sPzzz+PlZUVnDhxAsFgEJWVlaLPt1gs\nOYU3Wq0WDocDBw8exKFDh9Da2iq71CsWi6GkpGRPAyIAksu6otFoSnPsXGk0moxLNjP95vbqH2Qj\nkQj6+/slK7SGhoZkwyxCCCEkG7TcjBBCyGnHYDDA7/fva6PoYDCI3t7elKVoRqMR9fX1KCwsxNzc\nHHieR1FREYqLi2WDDrnlLrk0RX6jqqmpweDgYMo2lmVTRr+LueCCC/DTn/4Uc3NzcLlcKX1uEp+t\nmGuvvVZ0mdPjjz+Ou+++G52dnZifn0cgEADLsojH41Cr1XA4HFkHZ3Nzc0I4mMnCwoLo98hxHGZm\nZrCxsQG1Wg2n0wmtVivbzyfRB+eTn/wkrrvuOjz++OPQaDS48MILEQwG8eqrrwohgc1mE/oYAVtV\nJp/73OcwNDSElZUVqNVq/OhHP4LBYBB+n9FoFL29vejo6EBbWxvGxsbg9/vBsixKS0uF5WjZeuWV\nV3DLLbdgcnISZ511Fr797W9Dp9NJ9n2SqvabmJiAz+eDQqGAzWaTDV3FyIUjiel1O+X1eiX3tba2\nQqvVorCwEPPz86LHGAwGDAwMIBaLIT8/HzabbUdLwxLT7+R4PJ60Pk+EEEJILmi5GSGEkNPOj3/8\nY1xzzTW4//770dDQIHpMe3s7WJZFf3//jiZ8SfUqslqtqKioyOlcn/70p3HnnXembVepVAiFQnve\nS2RqagqLi4vgeV7onbPfN46xWAxzc3MIBoOwWCwZgzNgq0+O3W6H1WrFD37wAyFAUalU0Ov1aG1t\nFT2HxWKRXCr1zW9+E5/+9KdTtnEch2AwCIVCkXGMPYCcJlsBgNlsTgvEIpEIuru706pIKisrkZeX\nh+PHj4uey+VypQQkY2NjWF5elnxto9EoLE2bmJgQgq3nnnsOOp0OZ511lmgw5nQ6d/2buPfee3Hd\nddelbFMqlXj55Zdl+xHV1NQIoZrU55Sfny87JW677u5uyV5KBw4cyLkvkdfrRSgUQn5+vmxfoubm\nZuj1eqFx9fZQUa/Xp1UyKRQKHDhwIOc/9729vRmrorYHh4QQQkhCtsvNqJKIEELIaefjH/84CgoK\n8MADD6CysjJtxHZpaalQsdDS0iJUGfT398uOVk+wWq0pDXCTLS8v5xwSfeMb38Af/vCHlD40LMvi\nN7/5zZ4HRNtDBY7jMDU1BZ7nZRsi75ZSqYTT6czpOXl5eZiZmcEnP/lJfOQjH8G73/1uHDlyBOef\nf77osr4Eo9EoGRJtv4bFxUVMTk4KjxUKBRoaGiQrSzY3N3MKiADxZtIjIyOiy4zGxsbQ2dkJl8uV\ncl3A1tSw5IBoYmJCNiBKXG8sFoNSqRR+82q1GhdccIHs83azBAvY+l198pOfFN33X//1X/jsZz8r\n+dzh4WEYDAaUlJRgZWVF9HNaW1tDJBLJellaRUUFBgYG0rabzeacAqJgMIi+vj7hfzMmJyfBMIzk\nkrFE6MiyLFpbW7GysoKlpSUolUqUlJSkVdgBW029JycnYbFYMD4+LgRqeXl5qK6ull2+mel728/q\nSkIIIW8NVElECCHktLa4uIjp6WlwHAeWZWG322WXzKyursLj8QjH8jyP8fFxhMNhKBQKOBwO6PV6\nnDp1SvIchw8fTtvGcRxWVlbAcRysVqvojd5f/vIX/PznP4fT6cQtt9yy531ZOI6D1N+jLMuiszPj\nPx6dFu6++27ccMMNadvVajWCwaDw2ft8PtHx6wzDoKOjQ/Q72j4hKxOxKiIAOHr0qOjxPM9DrVaj\nsrISBoMB8/PziMViKC4uhsFgyOoc2yUaI8t9/9u5XC4wDAOFQoH8/Pycw8rjx4+jo6NDdJ/VasUT\nTzyR0/nEOByOnJa/eb1ejI+PIxKJgGEYlJSU5BxcJi/ny2R71dd2Us20ga0/j2JL5PR6PZqbm0Wf\nE4vFJCvQAOnfIiGEEAJQJREhhJC3iJKSkpz6lxQUFKRVqbS2tqY8ztT8dXR0FKWlpcJN/dLSEsbH\nx4X9k5OToje4b3/72/H2t78962vNldjyuIQ3U0PbT33qU3jhhRfwy1/+UtimVqvxxz/+MSXskLpB\n53keKysrsFqtafuy7VmkVqtRUVEBi8Uiul+q+oRhGAQCAZw6dQoul2tPlgYlV7PU1tZiaGhI9niG\nYdKqmJKXgGVD6n0nX89u5RqiWiwW0amE2fL7/bIBkcFgQDgcFvpLmc1m2fMl+kuJkfrzGAgEEA6H\n06ojga3fZlNTU8oUw8R2m822r5WChBBC3jooJCKEEEK2STTxXVhYEN2/srKClZUVFBYWory8PCUg\nSpiZmYHFYkmrDtlPcgGH3A3r6eixxx7D3NwcHn30UZSXl+PSSy9Nq4aR6lEDbC1nEguJbDabZAPi\nqqoqFBYWZnV9ZrNZsuFxYvnT+Pg4ioqKMD09jY2NDSiVSjgcDiGskVvmlCx5iVFeXh7Ky8slmxxr\nNBrRz2V4eBgHDx7MOiSrqqpCXl4e1tfXU7ZrtVpcdtllWZ1DDsMwsksO91osFhNdGpbM7/ejuLgY\nbrc7q3NKNe/OZHV1VTLwSUwxJIQQQvbL3jZCIIQQQt4kHA5HxmNWVlZEA6KEmZkZ0e0cx+1LZQ/L\nspLjunOdFnU6sNvtuOmmm3DZZZeJLpeSC+jW19dF+/3ITTMTC308Hg9OnjyJrq4uTE1NCd9rVVUV\nFAoFOI6TDHp4nkdXVxdWVlYQjUYRDAYxPDwsVPlk01jabDajq6sLPT09WFlZQVdXl+wULLkQSCoU\nlfL8888LgZdOp4NGo8Hb3vY2/NM//VNO5xFTV1e35/265HR1dclW4iVkO/FudXUVq6urovvEqoSS\nZdM3jRBCCNkvVElECCGEiNheISFFqoEygLQx7X6/H4ODg8LNqFKpRE1NjWSwsxN1dXUYHBxMqWIo\nLCzMuTfLm0FFRYXsZKqxsbG0Rr9jY2OSx2//TQwMDKR8/wsLC1heXkZ7ezuUSiUOHDiABx98EFar\nVbShsEKhEH2dxcVFlJWVoby8HNFoNCXMMhqN4HkeGo0Ga2trKa8/Ojoqee0JcgFHNuFHsvb2doRC\nIXzve9/D8PAw3va2t6GysjKnc0hZWVnBzMwMDAYDysrKsq5w2omZmZmcQtuFhQXRP0+xWAyzs7MI\nBAKyDaYLCgqwvLyc9r8PCfv5XgkhhJBM6G8hQgghRES2y7PklgMlL5eJxWLo6+tL2R+LxdDf35/T\nMp9MWJZFQ0MDOI4TpkO9lhUZbyRqtRrNzc3o7e2VPGZ+fj5laU8wGMzq3H6/XzQgjMVimJubQ0lJ\nCRQKBd75znfi5ptvxo033gidTpdyHMdxkkHRysoKPB5PyvUwDAO32w29Xo/R0dGslqJtZzabsbKy\nIrov26V0yViWxac+9SkAW9PYlpaWdnRd2yWah29ubmJxcVEYNb8fpJYXSuE4Dqurq2BZFmazGSzL\nYnNzU7bZfbJQKASr1Yq5uTnR/dlUkBFCCCH7hUIiQgghRIRcY95sKBSKlJs9qRtCYKuSIds+J9li\nWXZPGgh7vV5sbGzAaDTm1Nj4jSJTsDA7OytMGFMqlbIBR15envDfHo9H8ri5uTnh+9br9VhbW8Oz\nzz6L8847D9FoFCzLwuPxyC5pXF1dTQuseJ5Ham46awAAIABJREFUf38/Ojo6sq50S6ZQKOByubC2\ntiZaOZPtVC8pbrcbbrcbHMfhxIkToucrKCgQPuO1tbWszz00NLSrXjzLy8uYnZ1FNBqFTqdDcXEx\nCgsLwbJszqGWx+NJ+f5rampkl51ut7a2JvnerVbrnjX+JoQQQnaCQiJCCCFEBMuyqKyslF1+JGZl\nZQWPPvoo1tbWcP311+P8888HANnlJ3L7EjiOw+zsrFDBUFZWtq+NfWOxGHp6elKWxCgUCrS0tOQ8\nder1plQqJfvNJPeHytSTJjnIk6oA2i4QCOBb3/oW7rvvPlx99dWoqamBVqvF5z//edjtdtE+QAzD\nYHNzU/R88XgcwWAQLMvmHOo0NjZCqVSivb0d/f39aSHUyMgIFAoFHA7HrnpYsSyLtrY2DA4Owu/3\ng+d5oTJvdXUVBoMBTU1NmJycxOLiYlbnzHUpXLLx8XGhMgnYqgIbHx/PKdiRMzw8vKvnJ6qR7HY7\njEYj5ufnMTMzI4RXFosFNTU1b9mKQEIIIa8tCokIIYQQCUVFRTCbzZiZmUEkEoHP55OtOvD7/bjw\nwguFx7/5zW9w5pln4q9//SsMBoNk/yKj0Sh7HRzH4fjx4ynVHyMjI8jLy0NtbW3W72djYwNjY2Np\nN9w6nQ5VVVUpVTeDg4NpPVPi8Tj6+/vR1taW9Wu+ERQUFMhW/mSDZVmsra0JS7KkAh4x0WgUH/nI\nR/CRj3wELMuipKQE5eXl4DgOGxsbaSFhbW2t7KStSCSCkpISycboUhJBjVKplJz8Fo/HMTk5ibW1\nNdTX1+d0/mSJ1xAb5765uQm/3y9UNe0mAMokFoulBES50Ol0KCsrw9LSEhQKBcLh8L40lTYajUJV\n2dLSUlrjca/Xi/7+ftTV1YHjOCiVSgqMCCGE7Bv6G4YQQgiRoVarUVlZifr6+ox9itRqddryppde\negn33nsvysrKJJ9vt9tlzzs2Nia6PGh9fV12GVvi9RP9XM4//3z87W9/SzsmGAyit7c3pbJE6mY4\nHA7vy2S2/SQ1ZUrO9u+R4ziMjo4K/WuUSiXKy8tzPi/HcZifn8fg4CBYlkVzczMaGxtRWloKp9OJ\nzs5OWCwW2SVHJpNJqDrJRXIYlek7FAuvcnXixAnRSV7RaFToi5RtQJRpIpgUqf5LYpL/fBYWFqKp\nqQkFBQWoq6tDdXX1vv3u5+bm0NfXh2AwiKmpKdFj/H4/jh8/jq6uLhw7dizjn3tCCCFkpygkIoQQ\nQrKUaZlVNBqF1WpN2/7d734XLMuipaUl5WZXo9GgpaUlY9NquZBjZmZGsirkhRdewFlnnSXcgL78\n8su48cYb8cwzz4gen+3ym9MtJMpmtPl2oVBIdHuieofjuJxHxifzer1CQGI0GuF0OlFaWipUiFRX\nV4s+z263C8fk2uw811BppxU4wFbfnuHhYdHPPhaL5RT6MAyDurq6HV1HLksjlUolDh8+jMOHD6Oq\nqiqtWme3fcrk+P1+9PT0ZL2EcGZmZkfhJyGEEJIJLTcjhBBCslRbW4uTJ09K7mdZVjQ4SNz4abXa\nfVmqNTAwAIVCAZ1Oh/LycuHG+Oqrr05bHhcOh/GNb3wD73rXu9L66iT3wZHq48Oy7Gk1onsngZbJ\nZILP5xPdx/M8YrEY5ufnJUeYZ8vr9YqGisBWJVNrayvGx8cRCASgUqngcDiEPlSxWAzLy8tZfxcG\ngyElMJF7jwm7+Z5XVlbw2GOP4X3ve1/KeeLxONbW1oT3zTCM5BJOhmFgs9lSgrFcWSwW2ddIFo1G\nsba2Jtmg3eFwwOPxZPxNmUwmGI1GlJWVCdd99OjR3C8+g6mpqX3tS0YIIeStiSqJCCGEkCxptVpU\nVFSI7uN5Hg899JBoVc+//Mu/7Ot1hcNhBAIBrKysoKurC16vFwAwOTkpenxra6vk0rfEMhan0ym6\n3+12w+/348SJEzh69CiOHj2Krq4uycqb18Pa2hq6urrwyiuvoLu7W/bY7cvKdDpdxqoVlmVzWsYk\nJdMUK61Wi4aGBnR0dKC1tVUIBBYWFuByuWTDiuRQJT8/Hw0NDSn76+rqoNPpZF9/N82r6+rqMDU1\nhdtuuw0+nw+bm5sIBoMYGxvD17/+deH65Cbm6XQ6OByOXfXfYVk2pyokqeqnxLna29thNptlz9HQ\n0IDy8vKU6852aWKmJa3JdhtSEkIIIWJOn38KJIQQQt4ArFYrCgsLMTk5ieXlZaFCIXFDn5+fnzLe\nuqmpCTfccMOuXlOr1eYUwgwPD6OzsxMajSZtghXLsrj11lslb7zn5+exsLCQcqPMsix0Oh2cTid0\nOh2OHz+e8pxIJIKenh50dHS87g11l5aWUpbNyd1IFxcXw+12IxKJwO/3C83FR0dHJT9zvV4PlmV3\n/T4VCgVMJtOOnnvBBRdgcXERkUhEcjmVVqtFc3Oz5DkSyx9DoRBGR0fTelBVVlbuqpKIZVn893//\nN26++Wa88MILqKmpgd/vx8zMDF588UXhOKfTKblsqrS0dMevn8xsNqOzsxOLi4vC5yZndnYWLpdL\ndJ9SqUR9fT1Onjwp+vsQC944jkN+fn5aQ2oxCoUCpaWlmJ2dzVj9tNM+TYQQQogcqiQihBBCcsSy\nLCoqKnDo0CGUlZUB2KrmOfPMM/G///u/+OY3v4lzzjkHDz74IHp7e3cdKOQ6ZYrjOMRiMVx77bVp\n+6qrq9OqZ5LF4/G0SgqO4+ByuWAymSRvdHmeF5o6v56kqqe2SwREwP9rON7V1YWxsTGsra2JBgBq\ntVr4LnYTYCgUCjQ1Ne34+SdPnkQ8HseDDz6YFgImgoXt26VotVo0NTWhra0NNpsN5eXl6OzsRFFR\nUVbP5zhOsqLppptuwtNPP436+nosLCygsrISfX19OPPMM4Vj1Gq1MNkrmcViyfoassGyLGw2G9rb\n2zNWFmUTyNbX16ct11QoFCkVWxzH4dSpUzh27JjsMtVkieV1hw4dQmdnJw4fPixZ8SVV1UgIIYTs\nBpPNGu3XSmdnJ3/s2LHX+zIIIYSQrEQiEXR1dYnuKykpkaxG2AmO47C4uIiFhQVEo9GMfVYOHjwI\nlmVx/vnn49lnnxW2t7e345577slpWQuw1fS4sbERvb29klOvLBbLjhsM7xW53i+dnZ2Sgd0rr7wi\n+nkyDAO32w2DwZAWrg0MDGBjYyNlm81mkwzL8vPzYbfbYTAYMr2NFLFYDCMjI0IPoTvvvBOPPvoo\n4vE4PvCBD+Dqq6+GyWTC4uIiioqKoFKpAGxVPWm1WjgcjoxL23K1vLyMiYkJISDSarVobGzccfVR\nJBLB/Pw84vE4SkpKcv6McjU9PS35PblcrqyX2q2ursLn88FkMqX1B+rp6ck6rAOAgoIC0YblHMdh\nZGQE6+vrALaqmSoqKmSX6hFCCCHbMQzzKs/znZmOo+VmhBBCyA7JjaFeXFzc05AoUQlhs9mEbVI3\noUqlUrhZf+aZZ7CwsIBnn30WjY2NqKqqwuDgYM6vn+i1pNfrJUOi/b6x3y8cx0kGbjzPo7CwUDRc\nqq+vx+bmJjweD5RKJUpLS6FWqxGLxdImg6nVatGJWdlcW1dXV0q1zr/927/hjDPOwE033YSHHnoI\nDz30EJRKJZqbm3HvvfcKxwUCAQQCAayurqK6unrPmhxvbGxgbGwsZVsoFMLJkydx8ODBHZ1TrVbv\n6Z+XTMrKyrCwsJD2vSsUCslm4mIKCgpEP9dIJJJ1QMQwDNrb24VwbzuWZVFbW5v1NRFCCCG7QSER\nIYQQskOZphzJ9YzZC3V1deju7k670d1ezVNaWooPfehDAIC+vr4dvVYiAHI6nVheXhY9xm637+jc\ne8lsNqdV9wBb17/TZX8cx0k+12g0po2Wr6ioQGFhIWZnZxGPx2G1WmG1Wnf0+vPz82m/M7Vajfb2\ndrS1taG7uxsajQZarRa33nqr5HlGR0f3LCSSWtIXi8Xg9XplR8Vvr4oBAJVKBbfb/ZpWxiSaUI+M\njAhT/cxm846CPDHbezzJaWpqkgyIfD4fxsbGEA6HoVQqUVZWtquG4oQQQkgmFBIRQgghO1RcXCwZ\nmADY9ybOarUaHR0dWFxchM/ng16vzzguXK6Rs8FgQCQSET0m0b9HqVSioaEhZQqUSqVCXV3d6960\nGgBqa2vR19eXUsWh0WjSpnsly3TdO1lCZTabM07BykZymJJMq9XiE5/4BO655x40NDTgi1/8IiwW\nC2ZmZkSP53kegUBAth9VtuQaP29ubsqGRCdPnkx7fjQaxfDwMICtSrX6+vpdNc3Olkqlkv1d7Ea2\nVXUWi0XyO/F6vSlVf7FYDJOTkwgEAjn3I1pcXMTMzAzi8TgUCgUcDgeFTYQQQkRRSEQIIYTskNFo\nBMuyohVFyUu+9lPyMrREE2G50CMvLw8ej0d0X2J62cjIiFCNo9VqUVVVlVIRZTKZcPDgQeF9vxHC\noYTkqV2bm5swGAwZR70DQFFRkWjgt1fVNzul0WhEq1IYhsF73vOetObkUiERsHffk1arlayUMZvN\nWF5ehsfjAcMwsNvtQmi0urqacbJYIBBAb28v2tvbEY1GEYlEoNPp3lC/sWyo1WoYDIaMFUXbq9CS\nDQ0NiW5fWlqCy+XK+jOZm5tL+V3E43FMTk4iHo+/Iar/CCGEvLFQSEQIIYTsQnt7e1rPGABobGx8\nza4hFAphYGBAuAFnGAYVFRWi06EcDgeWlpbSlqjpdDphJHu209TeyDfuWq02p2bNlZWVUKvVKX2m\nEtO+Xg+xWAyRSAR2u11yRLzYVDCj0Sgsn0rGsuyeNa92uVw4depU2naVSoWJiYmUKq7BwUGhIfPa\n2lpW549EIjhx4kRKRVvyNLrTRaLizuv1Sh4jV80j15h+c3Mz60q12dlZye0UEhFCCNmOQiJCCCFk\nF5RKJTo7O7G2toaNjQ3o9XrJRsf7geM49PT0pNxQ8jyPsbExbG5upt1YK5VKHDhwAGNjY9jY2ADD\nMLBaraKBQy4ikQiGhoaEptYmk0kIWPR6/Rs6UEpwOBy7/hx2KxaL4dSpUylj2E0mkzDZDNgKAauq\nqkT72NTW1qK7uxvxeDxtewLHcQgGg1CpVDvqmWU0GlFTU4OxsTHhdYxGIwoLC0X7Fa2ursLv9+f0\nWtuXPHo8Hmi1WpSWluZ8vbmIRqOYn59HNBqF1Wrd1ZJBlmWF/mAjIyNpYV9lZeWOqw1zeZ5cU/ZM\nlYeEEELeeigkIoQQQvZAfn7+6zKSWqwqKMHj8cBqtab1R1EqlXs6LSkx2SqZz+dLqTYxmUz71v/l\nzaS3tzdtSZbP50N5eTl0Oh0YhoHJZJK8sU+EgEtLS/B6vdBqtbDb7UKosLCwgKmpqbTnMQyD0tLS\nrCun8vPz0dHRkXbtUhYXF+F0OiXHzmdjdnZ2X0OixcXFlJBrZWUFer0ezc3Nuz53dXU1wuGwMAmv\npKRkV+FMtlVhmZrrU0BECCFkO/qbgRBCCDmNSY2jT5DrUbNbm5ubePXVV9MCIjE+nw/9/f37di3J\nEr2ZXivhcBhzc3NYWlra1esGg0HJnj1zc3PIy8uDxWLJeGPPsixKSkpQW1sLp9MpBERer1c0IAK2\nqkrm5+eFBtI7wTCM7H6lUrmrIHV7ddReSjSF3i4QCKQsQdwNjUaD8vJy2Gy2rMIZqaq2XCoVxSb9\nEUIIIXKokogQQgg5jZlMJiwtLUnuT0wgyyQUCmFjYwMGgyGryUwcx4n2pZHj8/l2vbxF7vmxWAz9\n/f1CTxyGYeByuVBcXLzj18tkYGAg5UZ8fHwcdXV1shO+ksViMYRCIWi12pRePtvtRUAiFRAlW1tb\nQywWy3o5UzAYxOLiIhQKBaxWq2SjZpvNhvn5+Yx9iRQKheR73cnSuGzJ/RnyeDw77t3DcRwmJyex\nsrICnudhNptRWVkpOfI+WWJS4fT0tFAtmGufrGxehxBCCElGIREhhBByGisqKsLExIRkBUum6Vwc\nx6G/vz/l5p5lWTQ3N8suaZFqhptJMBjMejx4QiwWw+DgoHCNDMPA6XSmNf3t6elJ6WXD8zwmJiag\n0WiyDm1yMTc3J1qpMTg4iM7OTtkwLBGyJVeCyd3QZwpIsgnftvf5kbK5uYm8vLyMxw0PD6eFPhqN\nBuFwOGVbcXExdDod+vr6Mp6zpaVF6Je1Xa5j33MhVwGWS3VYNBrF9PQ0Njc3odFoEAgEUj53r9eL\nEydOwGw2IxwOIx6Pw2AwwO12Q6PRpJ2vqKgIoVAIkUgEFosFVqs1p/dlMBgkJzDmei5CCCFvDRQS\nEUIIIae59vZ2HD9+PG17oveJnLGxsbTqD47jcPLkSVitViiVSqyuroJlWVRWVgoBj1zVixyxG+FM\n+vr6UoIHnucxOTkJlUolhGA+n08yBJmcnERra+uOrleO3DKkubk5YblQLBaD3++HTqcTwp6BgYG0\npYJyIY5UQDI3N4fZ2Vmh0sRkMqGurk40MNLr9VktP5IKB0dHR3HjjTeiv78fHR0duO6669JGuIfD\nYdTU1GB5eRksy8Jms0Gv1wOQD1t0Oh1qa2uhVqtRX1+PiYkJod+WSqWC2+3el6AvwWKxSAafmYJW\nYCtYGx0dTfmdJjcf3y75e/B6veju7kZzc7PwWQFbVV3Jy//W19cxMzODtra2nBpXNzQ04NSpUym9\ny3Q6HVwuV9bnIIQQ8tZBIREhhBBymktMWJuZmcHy8jJ4nkdhYSGcTmfG6hKp8epA+hKcvr4+oQG1\nyWTC+vp6Ttep0WhynuYUCATSKlMSpqamhBt4sbHvCVJ9fnZLLvRYW1uDw+HA6OgoVlZWhO1qtRrN\nzc2y11tYWIjV1VXwPA+lUomKigrRgGRxcTGt51SiYbhYs2W3252xf5RarRYNiZ566ilcdNFFQtAw\nPT2NZ599Fj/96U/Tgkifz4eampq0c8gtJWtoaEj5bbjd7n0def+lL30JX//61xGJRJCXl4df/epX\nKQFNglKphNPplD3X5uZmzksvxYyOjqKlpUV4PDIyknZMPB7H6OioMDUtGwaDAR0dHVhZWUEoFEJ+\nfn5auEcIIYQkUEhECCGEvAmwLAun05nxhna3fD4f1tbWUFJSgtnZWcmghGGYlMoFlUqFpqamnF9P\nqscNsBX+HD16FAqFQnbq1U6ql7IhtYwH2Loxn52dTQmIgK1rlpsCBmxVrlRVVWV8famm5IFAAJFI\nJG2JmlarRVNTE0ZGRkSDt0SAJebKK69M+T6j0Si8Xi++9a1v4Y477kg5NhwOY3p6GgBQUlIiXIfd\nbhe2JzObzTseBb8T//Ef/4Hbb79deHzkyBHJMLWxsTFj0Do2NrYn15VcnTc4OCg5tdDr9SIajebU\nb4hlWVpeRgghJCsUEhFCCCFvYUqlMuvm1gnT09PIz89Ha2srhoaGhGVTWq0WtbW1QiVKLBZDIBCA\nVqvdcdPhbCoe4vE4ZmdnJStV9qsixeVyYXx8XHSfw+GQrNrJVNmk0+kQCASwuLgIhmFgt9tFPz+5\nZtbBYFD0OQaDAW1tbcJjjuPg9/uh0Wgkv6NEU/PtOI7DSy+9lLY9uU/R/Pw8rFYrLBaLaECUn5+f\nVSC2l77+9a+nPH77298uucRufX1dNoAEIFnplqvEdDiPxwOv1yt7bF9fH9rb2/fkdQkhhJBkFBIR\nQgghb2EVFRU5jz1PhBNylSfAVgBlNpt3dX06nQ5arVa2v0sCz/MwGo3CUq5EHyWTyZTxuZubm9jY\n2IDJZMrqeGCr8e/a2lrasjuHwwG1Wp2xB49YXyeWZTEzM5OyDNDj8UChUMBgMMDpdArLouQCvmyb\ng7Msm/H9ylX5ZFPNsrS0JDk9LBqN7mra3U5sD3VWV1clG39nE26yLLsn0+cKCwsByPe6SohEIqLV\nYoQQQshuUUhECCGEvIXl5+ejvr4eAwMDWT+nqKhoH68oXXNzMwYHB+Hz+WSP4zgOtbW1OS1dSjTp\nTq7uUSqVaG1tzeo8tbW1whj4RKPmRHCiVqslq4YaGhrQ39+fEhSxLAu32y26fCkej2NjYwO9vb2o\nqqpCYWEhysvLRSuZjEbjni7fSvTlmZqaArDVW+iCCy7ABRdcgPz8/F2de3NzE36/P+eJd7uhUqlS\nmoT/4he/wBlnnAGdTpdyHMMwWTWtzs/Px/Ly8q6uSavVChVv2Vb2RaPRtJBodHQUDzzwAOx2O+Lx\nOOx2O97//vfv6toIIYS8tez6n24YhvkUwzADDMP0MQzz9aTtX2AYZoRhmEGGYc7f7esQQgghZH+Y\nzWZ0dnbCZrNBoVDIVpewLIuysrLX9PpYlkVDQwMOHz6MgwcPyh6ba3+YgYGBtCAnFouhv78/63Po\ndDq43W44nc6UyhqpZW75+flQKpVoaWnBwYMHUVNTg5aWFnR2dsLj8WR8vcR7tFqtcDqdwjIlAMjL\ny0N9fX3W156tP/7xj9BqtTAYDPj+97+Pz372szh8+LBog+pciS1D20+f+MQnUh77/X6MjIyk9ABi\nGAYNDQ2y5wkEAjh27JhkQFRaWoq8vDzJ5zudTthsNjQ2NgrT92KxmOTSt+22h1p9fX3485//jHe9\n6104cOAADhw4gPz8fNx///1ZnY8QQggBdllJxDDMuQCOAGjjeT7MMEzx37c3AvhnAE0A7ACeZRim\nluf53dfiEkIIIWTPsSyL8vJylJeXC9s4jsPQ0JBQwVNYWAi32/2aLw9KplQqZZdZZerlsp3UlLFg\nMCi5BClbeXl5qK2txcTEBCKRCFiWRUlJCcrLyxEKhRCPx6HT6VKqceSWqCXwPI9wOAyNRoPS0tKM\nPXP2QkVFBZaXl/G73/0OTqdzTyuV9mv6nJQ777wToVAIP/rRj/DhD38Y1157LRQKRUrYZjKZRKed\nJTt16pTo92Wz2YQ/RxzHoaurK+33WlNTI3zvgUAAx48fz6k3WGlpadpv8yc/+QkuuugiITxSKBTQ\n6XSoqqrCxsbGrpd+EkIIeWvY7d/w1wP4L57nwwDA83zin7+OAHjk79vHGYYZAXAYQHp3Q0IIIYS8\nIbEsu2dVKdFoFHNzc4jFYigqKhId6Z6tXBttv57y8vJSGgwHg8G0QMDpdApBj9VqxeTkZMbzJgca\nrxWVSoXKysodPVeur9TrEV784Ac/wGc+8xksLy+LfpYbGxvo7++XnMjn9XolA73l5WUhJGJZFgcP\nHsTy8jLW1tag0Whgt9uFkI3juIzT7hIYhoFSqURZWRmKi4vT9peXl4sGW9FoFH/605/gcDgQi8Wg\n0WjgdrspNCKEECJqt/8UWAvgbIZh/sYwzJ8Yhjn09+1lAJJrh2f+vo0QQgghbzEejwcnTpzA4uIi\nVlZWMDg4iJ6eHnAcB47jEAqFsqqgATIHRLne+CoUCtHtDMPkXEXk9/tx6tQpHD9+HKdOnRKmviUk\nAoHt72FqakqogLJardBoNLKvo1QqX5eGxbt5TZ7nRT9rhmHgcDh2c1k56e3txaWXXoqzzjoLTz75\npOSYeWDr+0zuXZRMrpH69ibWq6urmJmZwfr6OtbX11N+F/Pz81lfu9PpxIEDB0QDokAggMrKStH3\nwzAMNBoNotEoeJ5HKBTCwMBAWsN1QgghBMiikohhmGcBiNUxf/Hvzy8A8P8BOATgUYZhcvonJoZh\n/gXAvwBbf/kRQggh5M2D4zhMTEykbQ8Gg2kNoxOBgc1mkzxfpuAm13HqFRUVGBkZSdvucrmyPgfH\ncZiamkrpJ7S5uYne3l7U1tYKfWlWV1clQ4mpqSm0tLSAZVm0tLTA4/FgcXFRdLx6XV1d1te211wu\nV1aVTtvxPI8DBw5gZGQEXq9XmERXXV29p0vX5HzrW9/CLbfcIjw+ceIEWlpacOedd0peg9/vF+0r\nlJ+fL/k5aDQa9PT0IBQKpU0+SwQ01dXVKCgoSAsS5WzvQZQQi8XQ29sLq9WaVhXFcRxisZjoexgf\nH8eBAweyfn1CCCFvDRn/VuZ5/j1S+xiGuR7A4/zW/+M5yjAMB6AIwCyA8qRDHX/fJnb+HwL4IQB0\ndnZK/3MOIYQQQk47UqPPgfReNDzPY3p6Gmtra2hsbBR9Dsuy0Gg0ouHJTqZ6FRQUoKGhARMTEwiH\nw1Cr1XC5XFkvhwsEAujr65MMf0ZHR9HR0SEcKyW5YoVl2ZReQ8vLy/B6vdDpdKK9aF5LJSUl8Pl8\nWF1dTdleWVmJQCCAhYUF0edZrVawLIva2trX4jLThEIhfOYzn0nZlggqn3zySRw5ckT0eVJ9ieR6\nYyVPrNteVZQwMTGBgoICGI1GrK2tZbx+hUKRUiWXqHIym82Ynd36v9jbfxc8z8Pv90tW6UlVSRFC\nCHlr2+0/3fwawLkAnmcYphaAGsAygN8CeIhhmG9hq3F1DYCju3wtQgghhJxmpG6S5WxubsLn80lO\nWGtoaEBPT0/KuVUq1Y4DCJPJhJaWlh09t7+/X3bJUvI15ufnS4YoUiPgA4EA5ufnEQwGwTAMwuEw\nXC7X6xIU+Xw+DA0Npbwnq9Wacj2hUChtGZNGo5GtDnstPPzww6LfUygUkgyJdDqd6BK7+fl5yYls\nCoUiq998IlwqKSnBzMyM7G8IAJqamhAKhTA7O5tWkZY8UW87u90uNJ7f7vXoa0UIIeSNb7ch0f8A\n+B+GYXoBRAB85O9VRX0MwzwK4BSAGIBP0GQzQggh5K2nuLgYMzMzOT9vaWlJMiRSq9Xo6OjA2toa\nNjc3YTabhcofjuMwOjoqVGckpraVlJTs/E1ISEwoy5bJZJKsgtrc3MTRo0fBMAxKSkrgdDoRCoVS\nmhrzPI+lpSVsbm7uONTaKY7j0N/fn7Z9aWkJdrtd6KNUW1sLn8+H2dlZcByHoqIiFBUVyYZaHMdh\naWkJ6+vr0Gg0cDgce74ETar3FCAelhiNRtGm7cPDw7KVP7mGoizLoq2tTbRXVYJWqxUq7MRIVQQx\nDAOj0YhIJCL6m0ueqkcIIYQk7OpvYJ4KXet9AAAgAElEQVTnIwA+JLHvqwC+upvzE0IIIeT0plQq\nUVJSgsXFxZyfl0l+fn7aje7g4GBK5QTHcZicnIRCoUBRUVFO15BJNlPWtveRaWlpSenLk1iylAgX\neJ7HxMQEvvSlL6GlpQVnn312WogRDAYRCAQyjmjfS4klTWKmpqZQU1MjPDaZTFlPxYvFYuju7k4J\nVzwejzDJq7KyEhaLBV6vVxjjvpPJeB/4wAfw0Y9+VHTp1dve9jbYbDYUFhZCq9UCEO99tba2ltXS\nsGzFYjGhCXlRUZFklVksFtvx65aVlaG0tBS9vb0pYZLBYNjxpDpCCCFvbq/fonZCCCGEvCW4XC7U\n19fDaDRCq9XKVnUk2O32nF8nFotJLq2ZmpoS3f7AAw+gsrIS+fn5uOiii3KqesoU0iiVSjQ0NKRs\nS/TlOXToEA4fPixaxaLVanH11VfDaDRKLgnay7AiG8l9drYTq1LJ1ujoqGj1Dc/ziEajGBwcxNGj\nRzE4OIj5+XkMDg7i+PHjWQV0yZRKJe6777607U6nE3fddZcwPp5lWdGAyOfzYXh4OOPr5DIBLvm3\ntttKN5ZlU4JVlUqF5uZmsCwLlUqFAwcOoKmpCRUVFWhra0NTU9Pr2tuKEELIG9drM06CEEIIIW9p\nZrNZaEbd398vGeYAgNvt3tFyI7/fL7lPLFS4/vrrcc899wiPn3zySVRUVGBoaAgVFRUZX49lWTid\nTtEAyul0Co2n5UgtFdJoNHC5XIjH46KhWjQaRVdXF2KxGHQ6Hdxut2Rfo71gsVgkR6YbjcYdn3dj\nYyPn58RiMRw/fhxFRUVwu91Zhx0f/ehHcf755+MrX/kKNjY2cM455+DKK6/M6rc2NjaW1WvU19dj\neHhYNlRLSP48NRoNrFZrWqN3pVKZ1RI2nucRj8eF34LYUk2DwbCvvxFCCCFvDkymRnmvpc7OTv7Y\nsWOv92UQQgghZB9wHIfe3l6EQiHR/TzPQ6PRoL29fUfnj0Qi6Orqwl/+8hf8+Mc/xsLCAhobG3Hd\nddehrq4OnZ2dwrEbGxuiy5YUCgXe8Y534Lnnnsv6db1eL6anpxGJRGAwGOB2u4UePZkcO3ZMcvoU\nsPWZZNtguKGhQbKP025xHIfjx4+LXuvBgwd33EPolVdeydi0WU6iSiYbHMfh5MmTaVP1rFYrKioq\nsLa2hpmZGUSjUbAsi0gkAoZhZAOyZG63G8XFxQC2+lV5vV4EAgHJCX96vR6NjY0pSyQT0/s4jttV\nhVZTUxMFQoQQQlIwDPMqz/OdmY6jSiJCCCGE7KtEsDA1NSUZEMXjcYRCoV0101Wr1Xj44Ydxzz33\nCK/z4osv4tixY/je976XEhI9/vjjUKvVaYFBPB7HzMwMhoeHU/rsyLFYLDvqkwMANptNtt8PwzAp\nQRHLspKh0ujo6I4DtkwSDZaHhoaEii2tVova2tpdNZk2Go2yVWWZRKNRLC8vZ9VvanZ2Nu37Braa\nbzMMA4/Hk7aP5/mMAZFGo0FLS0tKRZNWq4VWq0UsFpMMiUKhUFrwxnFcVlVImYyOjqK1tXXX5yGE\nEPLWQyERIYQQQvYcx3GYmpoSvfHejud5vPTSS7j77rtht9vx/PPP59TbJSESieC+++5LCaJ4nkco\nFMLtt98OnU6HK6+8Ej6fDwaDQbJCJy8vD2tra69Jc+iysjKEw2EsLS0JjYy3X1eiiXN9fT3i8bjo\nlDEAogHIXlKpVGhqakp5vaWlJSiVSlit1h31uKmpqUFXV5dsNVUma2trWYVEKysrkvuy+Z2KUSgU\naGtrEx6Hw2F4PB6wLIuSkhIolUpUV1djZGQk7bk7fc8ajQY2mw0qlUqyT1IoFMLc3NyOensRQgh5\na6OQiBBCCCF7IhKJYGBgQLJaSEogEMAPf/hDTExMYHl5GSdPnkyp+snWqVOnJIOS8fFxfPCDH8Qt\nt9yCxx9/HC6XC263GyMjIyk9X7RaLa644goAW5VP1dXVks2M90plZSXcbjeefvpp6PV60WBKpVJB\nr9fLLkHKdlnaXhgbG8Py8rLweHJyEpWVlTlPkFMqlTh48CBmZ2extraW828HQNZL+3ZrexWXUqlE\nc3Oz8Hh0dDQliJqdnYXL5UJJSQk6OzsxOzuL+fn5XV2DSqUSQqlAICB77MzMDFQqFaxWa9o+j8eD\n6elpxONxsCyLsrIy2Gy2XV0bIYSQNwcaa0AIIYSQPdHT07Ojm/xYLCZUWnAcB47jsLi4mPN53G53\nxv4+8/PzePTRRwEA3/jGN+ByuaDT6WAwGKBWq/HhD38YZ599NoCtvkXHjx/HsWPHcPLkSckm03uB\nZVmcd9550Ov1oj16ysrKAGwFIiqVSvQchYWF+3Z9yVZXV1MCooSxsbGcp44BW++9vLwcra2tOHjw\nICwWCxQKRdahV2lpKUZHR/HKK6/g6NGjOHnypGiAstsJYhaLBe3t7aisrERTUxMOHjwoVLytra2J\nVipNTk4iFouBZdk9+f0kL2vU6/UZl/qJTetbWFjAxMSEEI5yHIfp6WlMT0/v+voIIYSc/igkIoQQ\nQsiura6uZjWFCYAQgkQiEQSDQdx2222Ix+Noa2vDI488AmDr5rq7uzunJVR5eXlobm7OWFny61//\nGgBQXFyMhx56CPfeey++9rWv4YknnsA111wj+pxQKISTJ09mfS07wbIsGIYRDUfy8vKE/25sbEyb\neJZomP1amJubk9y3sLCQ07lisRimp6cxPj4Ov98PpVKJuro61NTUZNXQurq6GgMDA1hZWRGOD4VC\nog3SbTabaJWWw+HIKpByOBxQq9UoKipKawot95kk9kmFe2K0Wm3aNoZh4HQ6U7Y1NjbKXrtYaCcW\nHAHYdZUTIYSQNwdabkYIIYSQXcul+TDDMDh69ChGRkbwxBNPYHR0FNXV1fjOd76TcnMcDofR09OD\njo6OrM/94osv4swzz0RfX59kaJV8rQzDoK6uLqtzx+NxeL3eHTepzmRubk4yGJmcnERFRQWArWqi\njo4OeL1eBINB5OXliYYK+0WuWii5WiYSiSAWi0Gr1You11taWsL4+HjKY5PJhIaGBtmwSafToby8\nHGazGYFAQLJ6bWJiAvX19Snbmpub4fV64fF4oFAoUFZWBo1GA6PRiIGBAcnXTFScSZELSBOfl81m\nyxjEJIKgkpISzM7OYnFxERzHwWKxoKKiIq1ySKvVorW1Fd3d3aLn43keR48eBcMwqK2thcVika22\nS/TFIoQQ8tZFfwsQQgghZNdMJlPWS8RUKhWuueYa/MM//APe//73Y2FhAUeOHBGtAMo1mNHr9eju\n7obH44HNZku7IVapVHjf+94n+XyWZcHzvGRY4/P59iUkisVistUoS0tL2NzcRFNTkxC47Gaq2m4U\nFBRIhjhWqxWRSAR9fX0pgVFZWZmwZA7Yer/JAVGCz+fDwsKC7NIstVotVFatra1JHrexsYHh4WEE\ng0EolUo4HA6YzWbRz81sNqOzsxMejweRSAR5eXmIx+PgeR55eXkZe1IVFBRIfn/FxcUAtnoYVVZW\nYmxsLG2/0+kEx3EpAc32z0yKRqOBXq+X7VHE8zwGBwdTeiiJ2c/eW4QQQk4PFBIRQgghZNcKCgqg\nUCiyWnJWVlYGrVaLp556Cuvr6xgaGpI9fnNzM+cwpLi4GN///vdx4403gud5RCIR6HQ62Gw2XH31\n1VCr1SgsLEQwGITBYIDNZhNukPv6+oQx79vtVygjV8WSEAwGMT8/n1VwsJ8cDgeWlpbSvmuj0Qij\n0YhXX301bd/s7Cx0Oh0KCgoAyE8Tm5ubk61WKi0tFf5brroHSA2RBgYGUFJSApfLJXosy7Ip586F\n3W6Hx+NJu+7EZ5JQVFSEgoICLC0tgeM4WK1WIRjaTUDT2NiIkZERrK+vyx43NjYGhmFEQ1CTyUQh\nESGEEAqJCCGEELI36urqcOrUKdljiouLhcoKQH7pUoLZ/P+3d+fBcWX3fei/5/btFWtjaSyNnWgC\nJDYSBKklJScax0/KvLEUq55djqKxosjLk2VLE6dkZeRR7FjjKj0nfnmK3yguyVtkjzWRbOt5rJGi\nWFH8XK8sebgMCRI7iH1fG1tvuH3P+wPdbTT63l7QAAGS30+VSt13PQ1etYgvf+d3io81no985COo\nr6/HG2+8gYWFBfT29uKZZ56B1WpFJBJBfX294XlNTU0YGBhI2W61WlFUVHSssWSSaaWquJWVlTMP\niRRFQU9PD2ZnZ7G5uQlFUeDxeFBbW4utrS3ToHBmZiYREmUzPcuI3W7H/v4+dF2HoigoKyvD5ORk\nVv2LAGB5eRler/fEp1QpioIrV65gbm4OGxsbEEKgurrasFm2oihpm2jHG13nEtgoioKLFy8CAN58\n803T48yeM0VRTKddhkIhTE5OIhqNoqysDNXV1QyTiIieYAyJiIiI6EQYrXgVZ7PZ0N3dnfLL5dbW\nVtpr2my2YwcziqKgoqICH/7wh3M6r6CgAD6fD5OTk4nAorCwMPFL+FnKNgw5baqqorm5OdEnKS5d\n2HU4/CkrKztWo+RwOIyJiQlMTEygpaUFFRUV6OjowNDQUNaN02dnZ1PGfRIURUFDQ0NSc+lAIICp\nqSmEQiHY7XY0NjYmVRYdtrGxgYmJicQUSZvNhkuXLmVsxH4S4qHbUSMjI0n/Gw0EApibm0Nvby97\nFxERPaH47U5ERESnQkqJb3/72/jjP/5jLC0toby8HH/wB3+AZ555JnFMuulCFosF3d3dx76/qqpQ\nVdWwMsXsF/U4t9sNt9t97Hvnqri4GNvb2xmPe1TL3AN/v/KY3++HxWJBbW0tKioq0p5TUlJiupR6\n/M86EomYVpwJIaAoSlaBz8TEBEpKSuByudDT04M7d+4k9kWjUXz729/G66+/DgB47rnn8Oyzz0JV\nVWxsbJxKSHTU0amUmqZhcHAQra2tiYqquEAggPHx8aRtkUgE9+/fR29vb9aVO+FwOP+Bx2xsbJiG\nuHfu3EF3d7dhw/RgMAi/3w+Xy3UmPbOIiCg/DImIiIjoRNhstqT3X/rSl/Anf/InidWnAoEAfuRH\nfgR/+7d/i7e97W0ADvrLmC3J3d7eDkVREiHPcSoX2tvbMTAwkFSBY7FYzkVV0GHt7e24efNm2koh\nVVVNp8idNE3TcPfu3URVy/7+PiYmJrC9vY2WlhbT81wuF5xOJ4LBYMq++BSriYkJ088ppYTVas26\nKmh+fh5NTU1QVTVxXyklPv3pT+PmzZuJZ29kZAR//dd/jd/6rd9CNBrF6Ohoon9PvCrKKBSMNxTf\n29uDy+XKaara0dAn7uHDhykh0fT0tOGxuq5jfX0dlZWVWd1zfX3ddJ8QAoBxNZrRZzIbU9zAwEDS\nyoO6rmNoaCipn5eiKOjs7Hykq+8REVF+GBIRERHRiZifn0+83t3dxauvvppU2SClhMViwUsvvYTv\nfOc7ib4rHR0dGB4eTgkGjPoCWSwW+Hy+rPsUuVwuXLt2Daurq9jb20NxcXHGapizcv36dSwuLmJp\naQm6rsNqtSamAVVUVDzSXjBTU1OGS6Wvra2hrq4uJRA8rKOjAxMTE9jY2EjaPjExgeXl5Yz9l0Kh\nEEpKSjJORQSQtArapUuXMDg4iO9///tJAVH8mnfu3MHdu3dx9erVpAbPmqZhbGwM7e3tSc9VIBDA\ngwcPEu93dnawvLyMjo4OFBQUAADGxsaSmmMXFRXBarVCVVXTpeallCnTuw6P9aipqSmUl5dn9Wc/\nOTmJhYUF1NfXpxxvtVpRXV2NmZmZlPPilVXxMWdTzRWNRrG7u5uoypuenk5p+K7rOgYHB9Hb25tx\n7EREdD4wJCIiIqK8BQKBpAqFqakpqKqaMv1F0zRMTExgeno68YtpQUEBrl69itu3b2fsuRONRpNW\nAos3CE5XYZOpUfB5UlNTg5qamrMeRtpVstbW1lBbW2u6X1EUtLa2GlZGma0ad5TVakVvby92d3fh\n9/tNV0M7PP1OVVV0d3fjU5/6lGHoEgqFcOvWLVy9etXwWlNTU0nTG81W3RsdHcXVq1cxPDycMkVw\nZ2cn42cz4nK5TEMxKSWmpqbSVnD19/fjh37oh7C9vQ273Y6CggK89NJLeOc735k4pqamBlVVVbDb\n7ZiZmcH+/j7sdjuamppQUFCQtKqfEAJ2uz1teAUc/EzjIZFZTzJN0xAKhVhNRET0mODSBERERJS3\no1ULHo8nqcojTgiBhoaGlGkxa2trx2rKLKXE4uKiYXUEHZ9ZFQzw99OWjM6Zn5/H6Oho2ill2bBY\nLFBVFaWlpWhoaIDFYkk5xmazpUzbAmAaCNrt9rTVOEcDzUgkYnhcfHW1bHpImTk6jsbGxrTHp2sK\nr+s63v72t2NrawtSSoRCIayvr+PFF1/E5ORk4rj4z8XtdqOnpwd9fX3o6upCUVER7t+/nxTgxa+T\nSWlpadI5Zsx+lkREdP4wJCIiIqK8ORyOpF/kPR4Prl+/njItyW634/nnn0/5hTKbX0jTWVpayut8\nyp7RalvBYBC3b9/G/Pw8/H5/2lAjG4erqRRFQU9PD9xud2KKYmVlpWlT88997nOG20OhED7xiU+Y\n3tNqtWY9PqMANFtG/X8cDsexVjHTNA1f/vKXDfft7+/j61//esZrbG5umja8tlgsphVAZWVlSZ8l\nXaVQpkbxRER0fjAkIiIiohPR1taW9P5zn/sc3vWud8FqtcJut6O8vBy/9mu/hs7OzpRVjx7lSmKU\nmVHlTly8H89hIyMjx6ocMuptZNTzSFVV+Hw+9PX1oa+vD83NzaZVQY2Njfid3/mdpP1CCLzyyivo\n6OgwDYOOTlk067tktVpzCpSOam1tNdyebkqkWYD04MEDbG1tGf4sotEoFhYW0o5la2sLY2Njpvuj\n0Si6u7vR0dEBp9MJIQQsFgvq6upSPofZdLiamppH1kuLiIjyx55EREREdCIKCwvR19eHpaUlhEIh\ntLa24itf+QqGh4ext7eHysrKRCXI0V8oi4qKYLfbT3QJbzo+r9drOIXPbrenBBa6rh97OtGVK1cQ\nCASwvLwMi8WC6upq03DG7/fjq1/9KiorK/GBD3wgbfDwcz/3c/joRz+K1157Dbqu44Mf/GCi6qWr\nqwuDg4NJ1Wt1dXVJ/Y0A4OLFi0mNqw9vzyX0sNvt0DQNTqcTTU1NcLlchsd5PB7Mzs4ahm2XLl1K\n2RYKhRCJRHD58mXDyia73Y7r168DSJ4WdtjDhw+z+gwFBQXo6upK2a7rOmZnZ7G2tmbY6FoIkfXK\nbEREdD4wJCIiIqIToyhKSlPj4uJizM3NIRKJwO12w+v1Gv6S3dXVhYcPH8Lv90NKmfjlOpvl0I/+\ngk/5qa6uRjgcxvLycmKb0+k0DCuOq7i4GP39/djf34fL5YLP5zNdXv4Tn/gEfvu3fzvx3mq14i//\n8i/xnve8J+XYzc1NTE1NYX9/H+3t7aiqqkq6brzBtaZp0HXdNJRyuVzo7e3FwsIC9vb2UFBQgNra\n2sS1Ojs7DUOkwyorKxMN2jNRFAVXr17FyMhIoj+Q1WrFpUuXDMcYD7k8Hg/e97734Zvf/GZim6qq\nKC4uxvve9z4UFBSYVi9pmpZ2TEZVY3Gzs7NYXFxMe76UEvfv30+EVUREdP6JfJoKnrS+vj5569at\nsx4GERERnTOHGyk/fPgwadnxsrIy01+CKT/xKiFVVU0DHAC4c+eOYeBgtVoNK3esVqth9UtnZ2dK\npc03vvENfOADH0g51mKxIBAIJAUom5ubhtOnTusZ0XUdS0tLSUvBb2xsQFEUeL3elGmVJ0nTNNy5\ncwfAQRjzxhtv4LXXXsPe3h56enrwq7/6q7h69appCAYAb775Ztp79PT0GE51M/s5m2lpaUFFRUXW\nxxMR0ckTQtyWUvZlOo6VRERERHTuHa488vl80HUd0WgUFouF/U5OkaIoWS1d7vP5MDQ0ZLg9XrkT\nDocRDAZRWFiYCDeOGhgYwLVr1zA3N4fV1VVIKXHz5k3DqYjRaBRf/OIX8cILLyS2TU1NGV53Y2MD\nmqalDbqOw6hy7uj744pEIpidncXe3h4cDgcaGhqS/ixUVYXb7cbm5iaEEHjuuefw3HPPATiYEmc2\nxewwh8Nh2jTe5/OZ9kKanZ3N6bMEAoGcjiciorPDkIiIiIgeO/HeRnQ+FBUV4cqVK5ibm0MgEIDL\n5UJ9fX1Sg+d4P6ONjQ3T68SnJx0OhJ599llcvHgRP/3TP50y9fBoWJFu1bFAIIDi4uJcP1rOdF3H\n7u6uYf+mbO3s7CSFbqFQCH6/Hz6fDw6HA7u7uygoKIDP58Ps7CyWlpYgpYTVakVzc3NWAREAtLe3\no7+/P6lSTwiBnp6etBVImaapHXWaFVVERHSyGBIRERERUd50XcfOzg7C4TACgQCi0Sh8Pl/O1zla\nMWSz2dDU1IR3v/vd+O53v5u07/nnn096ryhKUuBxWDYVUfmanJzE6upq4r3NZsPly5fTBi5HTU1N\nYWVlxXDf0SledrsdXV1dKSuzGVlZWcHs7Cx0XYfD4UBTUxOKiorQ19eHtbU17OzsoLCwEOXl5RkD\n2MLCQvj9/qw+jxCCIRER0WOE/wRHRERERHmJRCLo7+9PCng2Nzdx+/btlGPLyspyvr7L5cI73/nO\npG3veMc7cOXKlaRtZsvI2+32nIKa41hcXEwKiICDn8vAwIDh8ZFIBOPj4+jv78fIyAhCoRDm5+dN\nAyIj4XAYw8PDGY978OABpqamEI1GIaVEMBjE0NBQordXRUUFmpubEysQZtLU1JTV+IQQKX9GRER0\nvrGSiIiIiIjyMjg4aLg9Go1ic3MTbrc7aXttbS0WFhayvr6UEtXV1SgsLITdbsfP//zP49d//ddT\njquvr0c4HE6a0ma329HR0ZF4r2kadnZ24HA44HQ6sx5DJmafZ39/PzEFL85oOll/f/+x7ru7u4ut\nrS1sbm7C6XSmBD3T09OmPYEmJydT/mziIpEIQqEQXC5XSi8nRVHQ1NSElZUVBINBCCFQXFyM2tpa\nbGxsYH9/H2VlZabXJiKi84shERERERHlJRKJmO6bmZlJCQvq6upQWFiIiYmJrPrbCCHwwQ9+EB/7\n2McyHtva2gpN0xAIBOBwOJIqiEZHR5OmSQkh0NHRkbKiWrZ0XU8EMkf7JR0WD1uAg5DKqMl3PkZG\nRhKvp6en4XA4UFtbi5mZmbQ/X6N9mqZhYGAgqSosvjqcrusYHh7G7u5uYp/T6URHR0fi5xBf5Y2I\niB5PDImIiIiIKGu6rmN5eRnr6+uwWCyoq6tLe/zRZtK6rmNwcDCnFa9qampy6mujqmpKk+q5ubmU\nPjpSSjx48AB9fX05NUKfmZnB0tJS4n1JSYnhCmxxh8cyOTmZ9X2OKxQKYWJi4ljnHg2IgIPV4WZn\nZxEKhZICIgAIBoMYHh7G5cuXjz1eIiI6PxgSEREREVFWdF3HvXv3koKfTFUxRytLxsfHswqISktL\n4Xa74Xa7T2Tp+sXFRdN909PTaG5uzuo68/PzSQERAGxtbZlWI5WUlCSNf2trK6v7PApHg7RIJGIa\ndC0vL5s2Bd/d3U2qqiIioscXQyIiIiIiMqRpGhRFSfzyPzc3l3aZeSOtra1J7zOtiqUoCrxeL2pq\nanIbbAZSStN9uQQ3ZmFTIBCAz+fD9PQ0IpEIhBCoqqpCQ0ND0nFCiKzvdZqEELh48WLStlAoZHq8\nWUB0eD9DIiKixx9DIiIiIiJKsrW1hbGxsUQwYLFYcOnSJayvr+d0ncrKyqQqmkwVRN3d3ae2VL2i\nKKZBRy4rn6ULS+x2e8bVvCoqKrC8vJz1/U6D3W5HT09PyvZ0vZmsViui0WjGsIiIiB5vDImIiIiI\nKCEcDic1QgYOmjI/ePAAFovF9Ly6ujo4HA7Mz89DVVW0tLTAbrcnHbO3t5f23qe5TP2FCxcwNjZm\nuO9otU866cImh8MBXdcxOTmZCNQURUFjYyMqKysBHKzA5vf7Tad1HSaESFsBdVxm91ZVFWVlZUmr\nw8U1NTUhEolgenra8Nw7d+6gtbUVZWVlJzpWIiJ6tFgTSkREREQJMzMzpvvSVZF4PB6UlZWhq6sL\nly5dSgmIAKCoqMj0fIvFcqrTldxut+EUNq/Xm9OKXF6v13B7SUkJFEXB6OhoUsVVPDRaW1sDcBAa\n9fT0wOfzoby8HFVVVairq4PT6Ux8fiEEFEUxDYhUVYXP58t6zEbM/ixbW1tRU1OTGIvVaoXP54Pb\n7UZVVRVaWlpMrzk+Ps5KIyKixxwriYiIiIgoIRgMmu6TUsLpdKYcU19fn1Vz6c3NTdN9zc3Nx+pr\nE4lEIKU0DKWOqq+vh9frxcbGBqLRKMrLy3Nuil1TU4NgMJgIfYCDAOrChQvQNA3b29uG583MzKCi\noiLpnJKSEty/fz+lssdms5lW+1RXV6Ourg6KoqC7uxv9/f05jT9ucXExKQw6rL6+HvX19YbnVVRU\nYHJy0jTA2t7eRmlp6bHGREREZ48hEREREREluFyutA2Mu7q64Pf7sbq6ClVV4fV6s5omNjw8bBig\nCCFgtVoxPj6eeF9fX4/q6uq019vb28Pw8DCi0WjivAsXLmSc7qQoSlJYk6vZ2dmkgAg4CL8WFhbS\nVkppmgZN05JCqaWlJcMwKN1UtIqKikSwk27Ftkzm5+exubmJzs7OpO0rKyuYnZ1FNBo9VhNxVhIR\nET3eON2MiIiIiBIaGxtN98XDidLSUvh8PjQ3N2cVEAWDQdMKGyEEIpFI4r2UEjMzM4Z9ceJ0XcfA\nwEAiIIqfNz4+nrYSKl+appkGMwsLC5ifn097/p07dzAxMZF4v7KykvMYDv+sDn/+4wgEAkkruy0v\nL2NqaipxXV3XMTs7i9nZ2aTziouLTa/JKiIioscbQyIiIiIiSrBaraZ9d9L1o0nnaOXNYWaVJ+l6\nIy0tLZnuS3devvx+f9r9u7u7GWSK3QIAACAASURBVJe4X1tbw+rqKkKhUFLgk63p6WkMDAzA7/cn\nmmEbiY/DbrenDfIO/9kcDYPijgZjFy5cMJym1tjYeKp9pYiI6PRxuhkRERERJfF6vSgqKsL09DTC\n4TDsdjuamprSTqdK5zirlu3v75vuS1ctFAwGMTIyklQh4/V6TYOvXGQzvcusb9Nh8/PzWfVQMhIO\nhxEOhzE6Ogqn02l4jBAC165dSwQ2g4ODpoHU4elv6aaKHZ4qp6oqent7MT8/j62tLVitVtTX18Pl\nch3rMxER0fnBkIiIiIiIUhQXF6Orq+tErlVZWWm6dLoZq9Vquq+4uDhpBbHDotFoUkAEHIQygUAg\nrxXBdnZ2sp7KVl1djVAoZBoqRSIRaJqW9b2FEIaNos3GI6WEpmmJcM7r9WJkZMTw2Nra2qzGcLRC\nSFGUtA2uiYjo8cR6UCIiIiI6VYqi4OLFiynby8vL4XA4DM9J1xupvLwcFovFcJ9Zn57Nzc1jTe+K\nW15ezvpYp9OZdioYcPoNnhcWFhKvS0pK4PF4Uo5pampKCuPMmn4XFRVxGhkR0VOClUREREREdOpK\nS0vR19eH9fV17O/vo6KiAjabDbquY3R0NNHYWlEUNDU1we12m15LURT09PRgdHQUu7u7AACHw4Gq\nqqq0FUsLCwtoamo61vhzCUmWl5dRWlqK4uJi04bduTBbbj6do9P1mpqaUFdXh5WVFSiKAo/Hk/KZ\nWlpaoGla0pgLCgrQ1taW9X0DgQBCoRCKi4uTprIREdHjgd/cRERERPRIKIqSUmGjKAra29tzvpaq\nqrh8+XLStkgkkjYkyqd6p6amJm0D7sPW19exvr5uWu30KJSXl6dsU1U17fSy+J+FpmkIBoNwOp1Z\nBz2RSAQPHjxImkZXWlpqWEFGRETnF0MiIiIiInoi2Gw2qKpq2u/HaMqVkUgkguHhYYRCIQAH4YrP\n50N1dXXKymo2m810Gls2S9QLIWCxWNL2KFIUJaeAy2azmU4dy4aqqjk3KR8YGEj5DH6/H7Ozs+xb\nRET0GOHkYiIiIiJ6YnR3dxsuQ19cXIzCwsKM5+u6jv7+/kRABBys7DU0NISqqir09PTA4/GgsrIS\nnZ2dOTWgNhJvMp1OppXZ3G43FEWBxWJBdXU1uru78xpTrkKhkOlqdLn0ciIiorPHSiIiIiIiemKo\nqopr165hcXERa2trEEKgpqYmYyPpuNXVVdOqnenpaVy8eDGpr9Fx+gVlSwiBhoYGVFVVYX5+3nRc\nm5ubuHz5clYh2Gk4HKgdpes6dF3HxsYGgsEg3G73mY2TiIgyY0hERERERE8URVHg9XozVuAYWV1d\nNd0Xb5IdF4lEMoZEqqomgpJcXbhwITFtrLm5GQ8fPjQ9dnBwEDdu3DDct7Ozg2AwiNLSUthstpzH\nkUm60MdqteL27duJn9Pi4iIcDgc6Ozu5YhoR0TnEkIiIiIiIKCYcDpvu0zQNMzMzqKurg6IomJmZ\nyXg9n8+HnZ0dzM/P51x1VFpaCl3Xsbq6mrSkvZmNjY2kXkSRSAT3799P6o1UUFAAIQT29vYSq5xV\nV1djYWEB+/v7KC8vT7uynBFVVVFaWgq/35+yz2gaWigUwsTEBFpbW3O6DxERnT6GREREREREMYqi\npG04vbS0hI2NDXR3dyMQCJgeF199bXFxMW11kpn6+nqsrKxkFUTFHW2g/eDBg5TPsre3l3gdjUax\nuLiIxcXFxLaNjQ3Y7XZ0dXWlrfTRdR2apkFVVczNzRkGROlsbm7mdDwRET0aDImIiIiI6LEVr7TZ\n2tqCw+FAbW1t1su2G/F4PJifn097TCQSwdraGpxOp2k/nurqathstpwDooKCAjQ2NkIIgYGBgZzO\njTeQtlqtCIVCx26qHQ6HMTc3h4aGBsP9ExMTWFtbO9a1406zlxMRER0fJwITERER0WNJ0zS89dZb\nmJ6eht/vx9LSEu7cuYOtra1jX7Ompiar49bX19HY2Gi4TwiB6upq7Ozs5Hz/oqIiFBYWYnZ2Nudz\nV1ZW8NZbb2FxcTHttLlsmIVbMzMzeQdEAOB0OvO+BhERnTxWEhERERHRY2l0dNRwatjY2Bj6+vqO\ndU1FUXDp0iUMDQ2lPU5VVdhsNrS1tWF8fDwxjvg2RVFgt9tNz5dSQgiRsj0+Hezo1LFcHCdgOkrX\ndYyMjGB7extSSlitVly4cOHElrS/cOHCiVyHiIhOFkMiIiIiInpsrK2tYWpqKu1qYbquIxgMHrta\npaioCL29vZicnDTtnRNfOa2kpATXrl1LjOdwHx+HwwGr1YpgMJg0BS4SiUDXdTgcjpTr7u7uIhwO\no7S0FEtLS8ca/0mQUiZVZO3v72N4ePhErt3Q0ACXy3Ui1yIiopPF6WZERERE9FjY2trCxMREVsvJ\n59vzRlVV+Hw+1NXVpeyrqqpKCTkURTFs9NzW1obvf//7CIfD2N3dRTAYxJe//GVsb28b9gySUuL+\n/fuora01rDR63NXU1MDj8Zz1MIiIyIQ4T03j+vr65K1bt856GERERER0TFNTU1hdXYWUEqqqorm5\nOecl1c309/ebNoo+TAiB69evn8g9AWB5eRnT09NJ20pKStDW1pbxXL/fD7fbjbKyMpSXl2N2dhah\nUAgejwcvvfQS3va2txme19raisLCQjx8+BC7u7sAgOLiYhQUFGBhYSHvz1RcXAyHw4GVlZWUfU6n\nE8FgMO97pBMP4YqKik71PkREdEAIcVtKmXEuNqebEREREdGJGB4exvb2duK9pmkYGxvDxYsXIYRI\nLK9eXV2ddnl1M9n26TnJfjeapqUERMBBVdPq6ioqKyvTnl9aWgqr1YqNjQ1sbGwktq+srOCVV14x\nDYl2d3dRVlaGS5cuJW0/iX5D8esf/rM6zOFwnHpIpGkahoaGcOXKFdhstlO9FxERZY/TzYiIiIgo\nb5qmmYYOo6OjGBkZwerqKubm5nDr1i28+eabOQceVqs17f7S0lL09PSgrKwsp+umk64v0OLiYlbX\nePnllw23/9Iv/ZLpOfHqoaMKCgqyumcm6absWSyWE7lHNowCOCIiOjsMiYiIiIgob2YBUTqLi4u4\nd+9e1sebLTkfp6pq2hXFjiObBtnLy8uJVcmM/PIv/zL+6I/+CDU1NbDZbGhubsYbb7yB559/3vSc\n3d3dlHvruo6HDx+antPT05N1iJSu35GmaWhubs7qOvk67YolIiLKDaebEREREVHejrtaVTgcxs7O\nTla9aUpLS1FfX29agbS+vo6WlpZjjcNMZWWlaTVRNBrF/fv3E++tViu6urqSVjKL+9CHPoQPfehD\nOd07FAol/Vw3NjZMG3I7HA7Y7XZ0dHQgGAxiYmIibXCVri9pSUkJKisrUV5ejtPuF3rcFeiIiOh0\nsJKIiIiIiPLmcDiO3Vsml0bMJSUlpvtOY0EWp9OJ0tJSw33RaDTp/f7+PgYHB3O6frqKnqM/z0Ag\nYHrs4ZXSnE4nOjo6cOPGDdy4cQOtra1wOBxQVRWlpaUZK7LifZaO0zcqV5nGQkREjxYriYiIiIjo\nRHR2dmJgYADhcDin84wqb8w4HI4TuU46s7OzWFlZga7rKCwsREtLC8rKyrCwsABd11FWVmZaXRQK\nhaDretYBS3V1tWFvo4KCgpTP43a7Te+bbppZWVlZUp+mdL2gFEV5JOFQfHUzNq0mIjpfGBIRERER\n0YlQVRU9PT3Y39/H2NiYafPlo+rr67O+h6IoqKqqwvLycsq+k+ijMzg4mDTunZ0d3Lt3D93d3eju\n7k5sT9fQWtO0rMOP+vp6aJqG1dXVxLaCgoKUVc0AoKioCHa73TCEy6Uip6SkxLTp9tGwye12Y3Nz\nM+trm1FVFW1tbSfWeJuIiE4HQyIiIiIiOlFWqxXt7e0YHh7OGBR5PJ6cq0kaGxvhcDgwNzeHaDSa\naAadbipaNoLBoOl4+/v70dvbm6juUVU1aYrXYbl+nubmZjQ2NiISicBms6Wt5Onq6sLDhw/h9/sh\npYTD4cCFCxfSVlgdVVxcDJvNhkgkkrLvaNjU3Nycd0jU2NiIqqqqvK5BRESPBnsSEREREdGJUxQF\nly9fTnuMy+VCU1PTsa5fVVWFa9eu4caNG7hy5UreARFw0Pg6nZmZmcRrs3HnUhV1mKIocDgcGad6\nKYoCn8+H69ev48aNG+ju7j5WdU53d3dSs3Cr1YpLly4lNcr+zne+g2vXrhmGSWbKysoSn8PhcODi\nxYsMiIiIHiOsJCIiIiKiU2OxWFIaPMflUv3yKFit1rT7NzY2EqunlZaWGn62ePPsUCiUWGFMURR4\nPJ5jB0inQVGUxJS2/f19BAKBpJXGvve97+G9730v+vr6Mv5cDrNYLEnT8oiI6PHCkIiIiIiITk1b\nW5vpil9er/cRjyY9szAr7vBKZNPT04bHz83NweFwYHx8POm6i4uL2N3dNew1dFZ0XcfQ0BD29vYS\n2xwOB6LRKBRFwde+9jW4XK60K7Ad5fF4TmOoRET0iHC6GRERERGdmsLCQsMwyOv1JlWunBZd1/Hy\nyy+jvb0dPT09ePXVV02PzdR7p7y8PPF6Y2PD9LjDAdFhOzs7CIVCGUZsbG1tDXfv3sXNmzfR39+P\nnZ2dY13nsNHR0aSACDiogNrf34fL5UJjYyMqKipyuubAwABu3rxp2hibiIjON1YSEREREdGp8nq9\niRXJhBDweDwntlz9UcFgEBMTEwgEArBYLPj85z+P119/HeFwGEIIPP/88/jqV7+Kb37zmynnpptW\npSgKGhoa8h7f+vp6zhVUQ0NDSaFQKBTC0NAQKioqEtPfMvH7/ZiYmEg02y4sLMxq9blcqojipJSY\nnZ2F3+8/V5VTRESUGSuJiIiIiOjUqaoKr9eL2traUwuIAoEA7t+/j729PUgpsb+/j49//ON4z3ve\nA+AgvJBS4lvf+hbu3r2bcn5dXZ3ptbu7u5OaSh+uKsqF3W433K5pGra2tlKaRG9tbZlWDa2trSEY\nDGa8597eHkZHR5NWY8smIIqL91nK1c7ODsLh8LHOJSKis8GQiIiIiIieCJOTk0nvhRBwOp144YUX\nkpalt1qteOWVV1LOd7lchkFRY2NjyrL2DQ0NOS91Dxys/hWn6zo0TcPw8DDu3LmDkZER3L17F/39\n/YlAZ3l5Oe317t+/j3v37mFra8v0mOnp6ZzHeZiUEuFwGMFgEFLKnEK+TOMnIqLzhdPNiIiIiOiJ\nEAgEDLdLKdHS0oLh4WEABytwFRYWGh5bW1sLj8eD9fV1CCFQUVFhuCy9oii4cuUK1tbWsL6+DqvV\nCrfbjbGxMdPxXb58GYqiYGdnB2NjY0mVPYeFQiEMDw+js7PT8N5HhcNhjIyMoLW1NSmEisum2siM\nlBKapsHr9cLlcqG4uBgOhwO3bt069jWJiOj8YiURERERET0RzAIVVVXh9/sT73Vdx4svvmh6HVVV\nUVVVBY/HkzGkqaioQFtbG1paWuB2u017+BQXF6OwsBCRSARDQ0OmAVFcIBCAruuora1Ne9xhU1NT\nhtvNprgBQGVlJSwWC4CD8KykpCRpvxACNpsNa2trWFpaghACiqJk3QvpuI26iYjobLCSiIiIiIie\nCNXV1Zifn0/aFo1GMTIygu3tbbhcLkgp8dnPfvZUlmpfXFw07d8TD2JymfoV7yWULbPgqbGxEUND\nQ4Zjam5uRnNzc9L2zc1NjI+Pp3yWSCSCBw8e4Nq1aygrK8PExETGMaWbBkdEROcPQyIiIiIieixE\nIhF897vfRWlpKerq6mC1WlFVVYXNzU1sb2+jsLAQJSUlScGExWJBfX09PvWpT0FVVTz77LO4cuUK\nVldXARw0oM5mSlcmmqZhdnbWdP/m5iYCgUBOU7+Mgp3jKCoqQktLC6ampqDrOoCD6iKjlcempqaw\nsrJiei0pJRYXF+H1euHxeNIeGz+eiIgeHwyJiIiIiOjc++xnP4vf+I3fgKqqEEKgra0Nn//851FR\nUZE4ZnV1FYqi4PLly9jb24PD4UBJSQn29/fxrne9C06nEwsLC0n9dCYnJ1FbW2vYsHprawsLCwuQ\nUqKyshKVlZWm44uHTuksLS3B6XSe2hQst9ttuq+iogIVFRXQNA2KohgGY5FIJGPoAxxUOAFAU1MT\nbDYb5ufnTcOgdFPdiIjo/GFPIiIiIiI6177xjW/g5ZdfTixrH4lEMDg4iE9+8pOJypg4Xdfx8OFD\nVFVVJfrrWK1WFBQUIBQKYWFhIeX68/Pz+NEf/VG0tLTgIx/5CDY2NjA+Po6RkRHs7Oxgd3cXk5OT\nuH//vukYs6mY0TQNjY2NOX56Y0dXGHO5XLhw4UJW55lVTmW7Etnu7i6Gh4ext7eH2tpaXL9+3TBk\nA5DVmIiI6PxgSERERERE59pnPvOZlG3RaBTz8/OGPXvC4XBKeAQg7cpjra2tmJycxB/+4R+io6MD\n6+vrKccEg0HTICWbHkfb29uw2Wy4dOlSTsvIHyWEwJUrV9DZ2Ynm5mZ0d3dnvRJaOtmer2katre3\nMTAwkKg8qq2thc/ng8PhSKwe19XVZbqKHBERnU+cbkZERERE55rZFChFUbC2tpb1dSKRiOm++vr6\nxOu+vj7s7+/DZrOlHLe6uoqqqipomoaZmRn4/X4oigKPx4OamhosLi6a3kPXdezt7aGoqAi9vb0A\ngJGRkZybOzc0NEBRFLhcLrhcrpzOTaeqqiql8XcmU1NTqKiogKIocLvdaae8ERHR+cdKIiIiIiI6\n197xjncYbt/f3zdsvmzWc8fhcJjeo7i4GN/73vfwN3/zN/jxH/9xw0qkuMnJSdy5cwdra2vQNA2R\nSARzc3PY2tpKCpuMHA284queZUMIgfb2dlRVVWV9TiY7OzuJsauqmnH8RuI9ioiI6PHHSiIiIiIi\nOte++MUvoqWlBdFoNLHN4XDgx37sx1BeXp5yvFkfnAsXLuDBgwdJ26SU0HUdbW1tiSbLPp/PdOqV\nlNK0SXUgEEBdXR2EEKY9iqxWa9L72tpabGxsGB4LHARDFosFHo/HtO/Pcezs7KSsnqYoCnp6elBe\nXo75+XlEIhGUlJTA4/Hg9u3bpp/pJFaHIyKi84Hf6ERERER0rjU0NGBgYAB9fX2wWq2orKzEL/zC\nL+DTn/40GhsbUVJSAqvViqKiInR2dppOeXK5XGhtbU3atry8jHA4nLQKl8ViMa0kyrSE/draWtpm\nzdXV1SljSheytLS0oLe390QDIk3TUgIi4GA63MDAAGw2G5qbm9HW1obq6mooipJoAn6UoigoKCg4\nsbEREdHZYiUREREREZ17bW1tuHnzpuG+XKZflZWV4caNG9A0DW+99ZZpSJPLNLCj55WVlaGysjKl\n4qi1tTXRsHpxcRGLi4vQdT3t1LZQKHSscaRjtMJbXCQSga7rKT+T1tZW3Lt3D/v7+0nb29raTnx8\nRER0dhgSEREREdFTR1VVSClRXFyc1fL12fJ6vQCA5uZmeL1erK2twWKxoLKyMhG8jI6Owu/3Z3W9\nsrKyExtbXCAQSLs/Go2mhESKouDq1atYX1+H3++H3W5HbW0tp5oRET1hGBIRERER0VPJ4XAgFApB\nCHEi16uvr09aEc1ms6G2tjbpmEgkknVAZLPZ4HQ6T2RshxUUFGB7e9t0/9G+SYeVl5cb9oEiIqIn\nA6N/IiIiInoqtbS0mO7z+Xxpw5LDnE4nent7UVNTk/HY9fX1rMd3ksvbHxavdjJynNXNiIjoycFK\nIiIiIiJ6KhUWFqKjowMTExMIhUJQFAU1NTWJ6h+3243l5WVMT08bnt/R0ZFz0+bDDbIzOY0qIuBg\n6lhXVxeGh4eTegw1Njbm1N+JiIiePAyJiIiIiOipVVBQgK6uLtP98dDkaFBUV1d3rFW9SktLIYTI\nqg9SNpVJx+V0OnH16tVTuz4RET2eGBIREREREaVRVVWVWK1MSomKiorEKmW5UhQF7e3tGB4eNg2K\nFEXBxYsXj30PIiKi4+L/8xARERERZaAoyolNxSoqKsL169exsbGB/f19uN1uqKqKQCAARVFOrRcR\nERFRJgyJiIiIiIjOwNHl7QsLC89oJERERAe4uhkREREREREREeUXEgkhrgghfiCEuCuEuCWEuBHb\nLoQQ/0kIMS6E6BdC9J7McImIiIiIiIiI6DTkW0n0mwD+nZTyCoB/G3sPAP8EgC/2n58F8J/zvA8R\nEREREREREZ2ifEMiCaA49roEwELs9fsBfEUe+AGAUiHE6a3hSUREREREREREecm3cfULAL4jhPgP\nOAic3hnb7gUwe+i4udi2xaMXEEL8LA6qjdDQ0JDncIiIiIiIiIiI6DgyhkRCiO8CqDbY9SsAfhjA\nv5JS/pkQ4icA/B6Af5zLAKSUXwLwJQDo6+uTuZxLREREREREREQnI2NIJKU0DX2EEF8B8MnY268D\n+N3Y63kA9YcOrYttIyIiIiIiIiKicyjfnkQLAP5h7PUzAMZir18H8FOxVc7eDmBLSpky1YyIiIiI\niIiIiM6HfHsS/QyALwghVAAhxHoLAfgWgGcBjAMIAPhInvchIiIiIiIiIqJTlFdIJKX8/wBcM9gu\nAXw8n2sTEREREREREdGjk+90MyIiIiIiIiIiegIwJCIiIiIiIiIiIoZERERERERERETEkIiIiIiI\niIiIiMCQiIiIiIiIiIiIwJCIiIiIiIiIiIjAkIiIiIiIiIiIiMCQiIiIiIiIiIiIwJCIiIiIiIiI\niIjAkIiIiIiIiIiIiMCQiIiIiIiIiIiIwJCIiIiIiIiIiIjAkIiIiIiIiIiIiMCQiIiIiIiIiIiI\nwJCIiIiIiIiIiIjAkIiIiIiIiIiIiMCQiIiIiIiIiIiIwJCIiIiIiIiIiIjAkIiIiIiIiIiIiMCQ\niIiIiIiIiIiIwJCIiIiIiIiIiIjAkIiIiIiIiIiIiMCQiIiIiIiIiIiIwJCIiIiIiIiIiIjAkIiI\niIiIiIiIiAAIKeVZjyFBCLEKYPqsx3GKKgCsnfUg6LHF54fyweeH8sVniPLB54fyweeH8sHnh/Lx\nJD0/jVLKykwHnauQ6EknhLglpew763HQ44nPD+WDzw/li88Q5YPPD+WDzw/lg88P5eNpfH443YyI\niIiIiIiIiBgSERERERERERERQ6JH7UtnPQB6rPH5oXzw+aF88RmifPD5oXzw+aF88PmhfDx1zw97\nEhERERERERERESuJiIiIiIiIiIiIIdEjIYS4IoT4gRDirhDilhDiRmy7EEL8JyHEuBCiXwjRe9Zj\npfNJCPGLQohhIcSAEOI3D21/Mfb8jAgh3nOWY6TzTQjxr4UQUghREXvP7x/KSAjx72PfPf1CiG8I\nIUoP7eP3D2UkhHhv7BkZF0L8m7MeD51vQoh6IcT/FEIMxv7O88nY9jIhxF8JIcZi/+0+67HS+SWE\nsAgh3hJCfDP2vlkI8Xex76H/KoSwnfUY6fwSQpQKIf409vefISHEO5627yCGRI/GbwL4d1LKKwD+\nbew9APwTAL7Yf34WwH8+m+HReSaEeDeA9wPokVJ2APgPse2XAfwkgA4A7wXwRSGE5cwGSueWEKIe\nwP8CYObQZn7/UDb+CkCnlLIbwCiAFwF+/1B2Ys/EKzj4vrkM4J/Fnh0iMxqAfy2lvAzg7QA+Hntm\n/g2A/yGl9AH4H7H3RGY+CWDo0Pv/A8B/lFK2AtgE8NEzGRU9Lr4A4L9JKdsB9ODgWXqqvoMYEj0a\nEkBx7HUJgIXY6/cD+Io88AMApUKImrMYIJ1rHwPweSllGACklCux7e8H8JqUMiylnAQwDuDGGY2R\nzrf/COCXcfBdFMfvH8pISvnfpZRa7O0PANTFXvP7h7JxA8C4lHJCShkB8BoOnh0iQ1LKRSnlndjr\nHRz8cubFwXPzX2KH/RcA//RsRkjnnRCiDsD/CuB3Y+8FgGcA/GnsED4/ZEoIUQLghwD8HgBIKSNS\nSj+esu8ghkSPxgsA/r0QYhYHVSAvxrZ7AcweOm4uto3osIsA3hUrk/1/hRDXY9v5/FBGQoj3A5iX\nUt47sovPD+XqXwL4duw1nx/KBp8TOjYhRBOAqwD+DkCVlHIxtmsJQNUZDYvOv/8LB/8wpsfelwPw\nH/oHD34PUTrNAFYB/EFsyuLvCiEK8JR9B6lnPYAnhRDiuwCqDXb9CoAfBvCvpJR/JoT4CRwkk//4\nUY6PzrcMz48KoAwHZdfXAXxNCNHyCIdH51yG5+czOJhqRmQo3fMjpfyL2DG/goNpIK8+yrER0dNJ\nCFEI4M8AvCCl3D4oBjkgpZRCCC7PTCmEEM8BWJFS3hZC/KOzHg89llQAvQB+UUr5d0KIL+DI1LKn\n4TuIIdEJkVKahj5CiK/gYG4sAHwdsfJHAPMA6g8dWhfbRk+ZDM/PxwD8uZRSAnhTCKEDqACfH4ox\ne36EEF04+BeRe7G/YNcBuBNrns/nhwCk//4BACHEvwDwHIAfjn0PAXx+KDt8TihnQggrDgKiV6WU\nfx7bvCyEqJFSLsamRq+YX4GeYv8AwPuEEM8CcOCg3ccXcDClXo1VE/F7iNKZAzAnpfy72Ps/xUFI\n9FR9B3G62aOxAOAfxl4/A2As9vp1AD8VW2Xo7QC2DpWxEcX9PwDeDQBCiIsAbADWcPD8/KQQwi6E\naMZBA+I3z2yUdO5IKe9LKT1SyiYpZRMO/o+vV0q5BH7/UBaEEO/FQdn++6SUgUO7+P1D2bgJwBdb\nWciGg2bnr5/xmOgci/WP+T0AQ1LK//PQrtcBfDj2+sMA/uJRj43OPynli1LKutjfeX4SwPeklP8c\nwP8E8L/FDuPzQ6Zif0eeFUK0xTb9MIBBPGXfQawkejR+BsAXhBAqgBAOVhICgG8BeBYHDT8DAD5y\nNsOjc+73Afy+EOIBgAiAD8f+NX9ACPE1HHxxaQA+LqWMnuE46fHC7x/Kxv8NwA7gr2LVaD+QUv7v\nUkp+/1BGUkpNCPELAL4DLiylnAAAALdJREFUwALg96WUA2c8LDrf/gGA5wHcF0LcjW37DIDP42C6\n/UcBTAP4iTMaHz2ePg3gNSHEywDeQqwpMZGJXwTwauwfNyZw8HdkBU/Rd5D4+8pxIiIiIiIiIiJ6\nWnG6GRERERERERERMSQiIiIiIiIiIiKGREREREREREREBIZEREREREREREQEhkRERERERERERASG\nREREREREREREBIZEREREREREREQEhkRERERERERERATg/wfApo2LYj6FLgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a798090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = ['#c9c9c9' if yp==y else 'black' for y, yp in zip(labels, pred)]\n",
    "plt.scatter(Y[:, 0], Y[:, 1], c=colors)\n",
    "cluster = []\n",
    "for i, c, x, y in zip(indices, colors, Y[:, 0], Y[:, 1]):\n",
    "    if c=='black' and x< -60 and y < -10:\n",
    "        cluster.append(i)\n",
    "#         plt.annotate(i, xy=(x, y), xytext=(0, 0), textcoords='offset points')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] [0] ['only white trash watch hockey.']\n",
      "[0] [1] [\" <user>  i've been knowing fag\"]\n",
      "[1] [0] [' <user>  faggot']\n",
      "[1] [0] [' <user>  fag']\n",
      "[1] [0] ['apparently not wanting to trade your nitro m<number> in csgo <allcaps>  makes you a collossal faggot.']\n",
      "[0] [1] [\" <user>  coons and monkeys like you disgust me  you minstrel show negro. crying about shit all the time you're a disgrace everywhere\"]\n",
      "[1] [0] ['rt <allcaps>   <user> :  <user>   <user>   <user>   <user>  fuck no id be gettin swole in there like everyday nigger']\n",
      "[0] [1] [\" <user> : drakes new shoes that will be released by nike / jordan. <repeat>  yes  there's glitter on the shoes  <url>  . <repeat> dudes a fag\"]\n",
      "[1] [0] [\"rt <allcaps>   <user> : you can't please everyone. and you shouldn't. nothing good comes from having people who say faggot as an insult on your <sym> \"]\n",
      "[1] [0] ['pisses me off so much when brett screams fag or whore out the window at people']\n",
      "[1] [0] [' <user>  nigger']\n",
      "[1] [0] ['picture time outside of metro  fucking fags']\n",
      "[1] [0] [' <user>   <user>   <user>  would this faggot survive in tj <allcaps> ?']\n",
      "[1] [0] [' <user>  niggers fell off']\n",
      "[1] [0] ['time hop makes me realize how much off a faggot i was lol']\n",
      "[1] [0] [\"dad isn't your name\\nfaggots a little more fitting.\"]\n",
      "[0] [1] [' <user>  no ud still be a fag if i was lolz']\n",
      "[1] [0] [' <user>  my phone was dead fag man']\n",
      "[1] [0] [\"who's ready for nigger spam?\"]\n",
      "[1] [0] ['rt <allcaps>   <user> :  <user>  fucking faggots. they thirsty for eachother. they probably fuck behind redemption']\n",
      "[1] [0] ['no way all u niggers are employees of the month']\n",
      "[1] [0] ['rt <allcaps>   <user> : u might be a faggot if u pull outta the pussy to bust bro.']\n",
      "[0] [1] [\"soon  <user>  will be to fuck backtrack and i can't wait because fuck those faggots.\"]\n",
      "[1] [0] ['i love faggots! <repeat>  absolutely love them  especially the ones that can dress to the tea  <sym>  <sym>  <sym> ']\n",
      "[1] [0] [' <user>  ugly flat chested prude ass white bitch']\n",
      "[1] [0] ['dyke pastors be in the lords house tryna cuff all the pussy bruh bruh']\n",
      "[0] [1] [\"rt <allcaps>   <user> : man  most of you coons couldn't jus up in quit yo job  if you found out ya boss racist  so shut tha fucc up. niggas love  <sym> \"]\n",
      "[1] [0] [\"<hashtag> youwillnotbetakenseriouslyif you're proud to be white trash <hashtag> kedollarsignha\"]\n",
      "[1] [0] [' <user>  too bad hes a faggot']\n",
      "[1] [0] ['you a faggot if you bring a jacket to work and keep it at ya desk b / c the office is cold.']\n",
      "[1] [0] ['iite peyton don <sym> t be a faggot this drive']\n",
      "[0] [1] ['chris bosh bout to disgrace the trophy like a real faggot smh']\n",
      "[1] [0] [' <user>   <user>  faggot']\n",
      "[1] [0] [\"got ya crackas  spics  chinks  and carpet riders but no niggas mlk <allcaps>  ain't fight for nothing <hashtag> gimmeab <allcaps> lackemoji\"]\n",
      "[1] [0] [\"i'm sick and tired <allcaps>  of <hashtag> faggot <hashtag> cages trying to see how long before <hashtag> moses kills a <hashtag> royal. <repeat>  <hashtag> worldseries <hashtag> barrybonds <hashtag> jokes\"]\n",
      "[1] [0] [' <user>  faggot is a public spectacle. most gays are not fags.\\npublic display gets public opinion.']\n",
      "[1] [0] ['rt <allcaps>   <user> : what faggot complained about stretch marks! <repeat>  my nigga them shits taste like the swirls on cinnamon toast crunch htt<smile> /  /  <sym> ']\n",
      "[1] [0] [' <user>   <user>   <user>  until the world sees <number> faggot jungle bunnies are fucking and one got pregnant']\n",
      "[0] [1] [' <user>  gayer then <number> faggots in bed together <sym> ']\n",
      "[1] [0] ['rt <allcaps>   <user> : when i say faggot it just means someone who is fucking weak. <repeat> ']\n",
      "[1] [0] ['nobody cares you fucking fag damn you bring bitches water even though youre thirsty as fuck  <sym>  <sym>  <sym>  <hashtag> fucknigga']\n",
      "[1] [0] ['rt <allcaps>   <user> :  <user>   <user>   <user>  this faggot is a lil attention whore fuck him <hashtag> mute']\n",
      "[0] [1] ['rt <allcaps>   <user> : anybody who trashes their own neighborhood after a perceived injustice is a fucking moron. \\n\\n<hashtag> ferguson']\n",
      "[1] [0] [' <user>  you a fucking wigger so stfu']\n",
      "[1] [0] ['luke bryan is such a faggot tool']\n",
      "[0] [1] [\"why people think gay marriage is okay is beyond me. sorry i don't want my future son seeing <number> fags walking down the street holding hands an\"]\n",
      "[1] [0] ['rt <allcaps>   <user> : contrary to belief  us queers don <sym> t go around looking for things to be offended about. it <sym> s just you cisheteros say the darne <sym> ']\n",
      "[1] [0] ['gay ass hillbilly intro song']\n",
      "[1] [0] ['or faggot rt <allcaps>   <user> : guess he got caught saying nigga.']\n",
      "[1] [0] ['hah a big lol <allcaps>  to all the tacky faggots']\n",
      "[1] [0] ['cowboys are the best in the nfc <allcaps> . about time these faggots got their shit together']\n",
      "[0] [1] [' <user>   <user>  hey fag  i said this was your aunts. *he* said it was you.']\n",
      "[1] [0] [' <user>   <user>  tell me how that sounds stupid? you were pretending to be a female and talking to a guy. you a faggot']\n",
      "[0] [1] ['rt <allcaps>   <user> : this vine still funny as shit to me  <sym>  <sym>  <sym> how many niggers are in my store?  <url> ']\n",
      "[1] [0] [\"fuckin' moron  snortin' oxycontin  wearin' cotton  oxymoron  like buff faggots playin' sissy dikes\"]\n",
      "[1] [0] ['rt <allcaps>   <user> : this is j cole you fucking queer']\n",
      "[1] [0] [' <user>   <user>  fucking creepy ass nigguh lmao']\n",
      "[1] [0] [\" <user>  only if it's funny tweets about ashy niggers\"]\n",
      "[1] [0] [' <user>   <user>   <user>  \\nthat bastard obama is giving them to the f-ing wetbacks.']\n",
      "[1] [0] ['everyone report  <user>  for being a huge faggot']\n",
      "[1] [0] [\" <user>  shut up faggot  you and ras need to make an album together  we'll ras fell off  you didn't (cont)  <url> \"]\n",
      "[1] [0] ['chris a faggot']\n",
      "[1] [0] ['see you fags in <number> hours']\n",
      "[1] [0] [' <user>  photoshop putting my head on fags is not proof.']\n",
      "[1] [0] [\"those faggots that keep posting gay ass videos of them cuddling with their gf's on facebook.\"]\n",
      "[0] [1] [' <user>  that was back when nigger music was decent']\n",
      "[1] [0] [' <user>  faggot']\n",
      "[1] [0] [\" <user>  <number>nd and last time i'll ever call you that faggot\"]\n",
      "[0] [1] ['roses be red\\norchids be bigger \\ndonts tell yo daddy\\nyou fuckin a nigger \\n<hashtag> vd <allcaps> die']\n",
      "[1] [0] [\"rt <allcaps>   <user> :  <user>  it's a metaphor you dumb fucking nigger  <user>   <sym>  <sym>  <sym>  <sym>  <sym>  <sym> \"]\n",
      "[1] [0] [\" <user>  lmaooo <allcaps>  @ black fag. <repeat>  why did i misread that? <repeat>  i'm blocking you\"]\n",
      "[1] [0] [' <user>  to late niggers died first']\n",
      "[1] [0] [' <user>  nice hoodie faggot']\n",
      "[0] [1] ['you got me faggot']\n",
      "[1] [0] [' <user>   <user>   <user>   <user>  indeed i did nigga is too over used so i use nigger']\n",
      "[0] [1] [' <user>   <user>   <user>  <number> / <number> of a citizen. i said it for you maria you spic']\n",
      "[0] [1] [\" <user>   <user>   <user>  i'm partial  faggot. <repeat> homo. <repeat> both fairly describes the same sick twisted assholes out there.\"]\n",
      "[1] [0] [' <user>  i fucking hate you lmao but thank you  little dick van dyke']\n",
      "[1] [0] [\"rt <allcaps>   <user> :  <user>   <user>   <user>  there's only like one retarded fucking beaner that does and he's a stupid ass ex <sym> \"]\n",
      "[1] [0] ['those random kids who sit at the plaza all day with their shitty cars <hashtag> faggots']\n",
      "[1] [0] [\" <user> : yo fuck skateboarding  all y'all some wood pushing faggots man  ball is life  <url> \\n <user> \"]\n",
      "[1] [0] [\" <user>  let's hang out nigger\"]\n",
      "[1] [0] [' <user>  r u a faggot?']\n",
      "[1] [0] [\" <user>   <user>  am i really a fag if i'm liking that video\"]\n",
      "[1] [0] [' <user>   <user>  nice account faggot']\n",
      "[1] [0] [' <user>  ugly goldigging cunt u probably have an uncircumcised penis faggot']\n",
      "[1] [0] ['remember when i said uchiha <sym> s are faggots? this week sasuke reaffirms that with flying colors.']\n",
      "[1] [0] ['you guys are all faggots.']\n",
      "[1] [0] [\"rt <allcaps>   <user> : you're a faggot if you ever had the kim possible bbm <allcaps>  notification\"]\n",
      "[1] [0] [' <user>   <user>  one charlotte store  but of course they are faggots']\n",
      "[1] [0] [' <user>  fag rhymes with gag.']\n",
      "[1] [0] [' <user>   <user>  greta. <repeat>  you let a fag do this to me i thought we were cool']\n",
      "[2] [0] [' <user> : dumb beaner  <url> ']\n",
      "[1] [0] [\" <user>  i say it all the time same with fag and queer it's all about the context i suppose  some people are just looking to get offended\"]\n",
      "[1] [0] ['lmao rt <allcaps>   <user>  yo a cooned out nigger boy']\n",
      "[1] [0] ['rt <allcaps>   <user> :  <user> :  <user> : she got the body of a faggot .  <url>   <sym>  <sym>  <sym>  <sym>  <sym>  <sym>  <sym>  <sym> ']\n",
      "[1] [0] [' <user>  dumb nigger']\n",
      "[1] [0] ['you fags hyped that shit up so much and i listen to it. <repeat>  everything is garbage <allcaps> ']\n",
      "[1] [0] [\" <user>   <user>  hahahahahahah <allcaps>  hook nose faggot  can't get pussy sucks at hockey <hashtag> nhl\"]\n",
      "[1] [0] ['rt <allcaps>   <user> : this is the life nigger']\n",
      "[1] [0] [' <user>   <user>   <user>  get a real hair cut faggot. i served my country in the marines for <number> years. what have u done.']\n",
      "[1] [0] [' <user>  \\nyeah man. he even scare me and i is a nigger']\n",
      "[1] [0] [\" <user> :  <user>  aw. . <repeat> fag  don't tweet aw to me lol\"]\n",
      "[1] [0] [' <user>  i told u ugly niggas get bitches young i promise u! <repeat>  work ya magic lol']\n",
      "[1] [0] [' <sym> rt <allcaps>   <user> : niggers rt <allcaps>   <user>  before any moves are made. <repeat>  my black ass must take a nap!']\n",
      "[1] [0] ['almost got in a fight with a southwest faggot at the carnival lol']\n",
      "[1] [0] [\" <user>  not fair! you're still a faggot <neutralface>\"]\n",
      "[1] [0] [' <user>  ugly white bitch']\n",
      "[0] [1] ['but atleast they let me know. <repeat> ur a faggot if u keep those type of twitter secrets']\n"
     ]
    }
   ],
   "source": [
    "clusterzip = zip(alllabels[cluster], allpred[cluster], alltweets[cluster])\n",
    "for y, yp, t in clusterzip:\n",
    "    print y, yp, t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2] [1] [' <user>  the early bearded man gets the clam ? <hashtag> herkfacts']\n",
      "[2] [0] [\" <user>  let the coons be great it's in the dream\"]\n",
      "[2] [1] ['remember that fear is there to guide you  not cripple you.']\n",
      "[2] [1] ['rt <allcaps>   <user> : bunch of rappers boutta flood the internets w /  trash remixes']\n",
      "[2] [0] [' <user>  you havent evolved as a human being. typical meathead redneck. i pity you. you dont know what freedom is about. <repeat> ']\n",
      "[2] [1] ['rt <allcaps>   <user> : you know how in superhero stories the best insult for superheroes dumb mooks can come up with is do-gooder? <hashtag> whiteknight']\n",
      "[2] [0] [' <user>  you are hairy like a monkey. : p']\n",
      "[0] [1] [\" <user>   <sym>  <sym>  <sym>  you're a coon\"]\n",
      "[2] [1] ['looks like a tool but is useful as a clay hammer <hashtag> fag  <user>   <url> ']\n",
      "[2] [1] [' <user>  thank you jackass zebras']\n",
      "[2] [0] [\" <user>   <user>   <user>  btw  genocide isn't war. the people of gaza are no more combatants than the people of the warsaw ghetto.\"]\n",
      "[1] [0] ['not protected in the state of utah. there is no fear of queer couples forcing churches to marry them. they do not legally have to do so.']\n",
      "[2] [0] ['the two ringless fags rt <allcaps>   <user> : barkley &am<smile> reggie were talking nonsense the entire game']\n",
      "[0] [1] ['no these are only whites pies.\\nwell do you have any negro pies?']\n",
      "[0] [1] [' <user>  never followed him ignorant monkey']\n",
      "[2] [1] [' <user>  nah some honkey lookin dude at chr']\n",
      "[1] [0] [\"lol at these honkies talking trash i'm done with this shit <hashtag> growup <hashtag> whitetrash\"]\n",
      "[2] [0] ['it be so good to not gotta woyke in da moanin. i da only colored dat woyke cuz colored folk be lazy and lives off da white guilt']\n",
      "[1] [0] ['looks like the next douche bag <hashtag> teabagger to be crowned governor is some ghoul named ducey (rhymes with douchy) <hashtag> azgov <hashtag> azvotes <hashtag> tcot <hashtag> gop']\n",
      "[1] [0] [\"maybe reluctantly  but they've done it. what does this mean for a discrimination law in the state? culturally for queer people in the state?\"]\n",
      "[1] [0] [\"so is the term wigger. if someone chooses to listen to hip hop and act a certain way it's cause of his interests not race\"]\n",
      "[1] [0] ['part chink.']\n",
      "[2] [1] [' <user> :  <url>  love frat boy w /  soft long soles']\n",
      "[1] [0] [\"u coons watching love and hip hop ain't you\"]\n",
      "[0] [1] [' <user>  you tell me  coon.']\n",
      "[2] [0] ['god damn zebras every virginia possession the whistle blows geeze.']\n",
      "[1] [0] [' <user>   <user>  <\\ni hates to interject but cans i have yo digits? i likes wiggers dat wanna be fucked by coloreds']\n",
      "[2] [0] ['swap meet bound <hashtag> beaner']\n",
      "[0] [1] ['what be the peckin order?\\n<number> white christian\\n<number> colored\\n<number> porto ricans \\n<number> arab \\n<number> jews \\n\\ni donts know. i be axin']\n",
      "[2] [0] [\" <user>   <user>  hey  <user>  why dont u get involved in black on black situations? 'cause hate whitey? b honest now <hashtag> mikebrown\"]\n",
      "[1] [0] [' <user>   <user>   <user>  after you spread that filth of urs to that white dog  he &am<smile> the good ol boys were ltao on fuckin a monkey']\n",
      "[1] [0] ['rt <allcaps>   <user> : do i support killing terrorists. <repeat>  yes. will i still mock hypocrites. <repeat>  hell <allcaps>  yes <allcaps> !']\n",
      "[1] [0] [\"rt <allcaps>   <user> : a black man asked me hey white boy  do you like niggers?\\n\\nwell i wouldn't use that word personally i said  like is a st <sym> \"]\n",
      "[2] [0] [' <user>   <user>  crystal probably only person in world interested in my poor black hillbilly:jamaica:<smile>oor white hillbilly:wv <allcaps>  idea']\n",
      "[2] [0] [\"if u don't buy the box of colored goldfish you r a racist tbh\"]\n",
      "[2] [1] ['little things can just kill a negros mood man']\n",
      "[1] [0] [\"no thanks lady  you look like you just got off the white trash train  i'd rather not catch a disease. <hashtag> kthxbai\"]\n",
      "[1] [0] ['rt <allcaps>   <user> : white ppl will call mexicans beaners and claim they taking their jobs but have sugar skull tattoos <sadface>']\n",
      "[0] [1] ['<hashtag> somethingig <allcaps> etalot are you. <repeat>  asian? black? hawaiian? gay? retarded? drunk?']\n",
      "[0] [1] ['gotta love rednecks. loud  stupid  stubborn  and full o schitt.']\n",
      "[1] [0] ['the way a klansman would say nigger slave is the way the  <user>  says conservative. they  <user>  literally sees conservatives as their slaves.']\n",
      "[2] [1] ['holy monkey balls its warm today']\n",
      "[0] [1] ['people who grow their own vegetables are nothing but common peasant trash.']\n",
      "[2] [0] ['hick and raver is a venn diagram that has a very large intersection']\n",
      "[1] [0] [\" <user>  what's the difference between the three of the nig nog's?\"]\n",
      "[1] [0] ['all the coons use the same effect on their pictures']\n",
      "[1] [0] [' <user>  we just gotta have a red headed afrotino-asian albino autistic branch davidian hermaphrodite on the avengers!']\n",
      "[2] [1] [\"rt <allcaps>   <user> : i like being asian and all but it's a struggle having squinty eyes in every picture\"]\n",
      "[1] [0] [\" <user>   <user>  what's next? fingers in dykes?\"]\n",
      "[1] [0] [\"one of the best <hashtag> faggot <hashtag> jokes of all time is <hashtag> stephenking's <hashtag> it <allcaps> > <allcaps> anybody seen that <hashtag> faggot lately? i believe he's dressed as <hashtag> obama .\"]\n",
      "[2] [0] ['grandma: (macon) is a rinky dink mosquito-filled cop-infested swamp. lmao <allcaps> ']\n"
     ]
    }
   ],
   "source": [
    "for i, c, x, y in zip(indices, colors, Y[:, 0], Y[:, 1]):\n",
    "    if c=='black' and -60 < x < -40 and -40 < y < -30:\n",
    "        print alllabels[i], allpred[i], alltweets[i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2] [1] ['rt <allcaps>   <user> : shy girls are undercover freaks. <repeat>  <sym> ']\n",
      "[2] [1] [' <user>  el negro?']\n",
      "[2] [1] [\"rt <allcaps>   <user> : my bro made out with an ugly chick at a festival while drunk so now he's known as larry bird because he hits threes  <sym> \"]\n",
      "[2] [1] ['remember that fear is there to guide you  not cripple you.']\n",
      "[2] [1] ['rt <allcaps>   <user> : bunch of rappers boutta flood the internets w /  trash remixes']\n",
      "[2] [1] [' <user>  thank you jackass zebras']\n",
      "[2] [1] ['rt <allcaps>   <user> : skin diamond really was the last champion for ebony porn. everything else is kinda trash now.']\n",
      "[2] [1] [\" <user>  lemme just throw a <number> in it  how's the tranny? <repeat> \"]\n",
      "[2] [1] ['thou shall not mock ryan(the future)kelly']\n",
      "[2] [1] [' <user>  thanks! <repeat>  now go clean that trash can ya lil nasty! lol']\n",
      "[2] [1] [' <user>  some weird local ghetto school haha']\n",
      "[2] [1] ['rt <allcaps>   <user> :  <user>  i go on drudge report every day now hoping to see a story about your tranny army']\n",
      "[2] [1] [' <user>  whoa <allcaps>  sorry for the spell check error  its not ho it was hey so sorry']\n",
      "[1] [2] ['dayum u gyp  u gone have mfs thinking im wiping my face w / pissy diapers n shyt grrrrrr <elong> ']\n",
      "[2] [1] [\"rt <allcaps>   <user> : it's unattractive when girls act ghetto\"]\n",
      "[2] [1] [' <user>  nah some honkey lookin dude at chr']\n",
      "[2] [1] [\" <user>   <user>  i don't suck tho  you're just mad because you're trash and i carried you. you always had <number> points\"]\n",
      "[2] [1] [' <user> :  <url>  love frat boy w /  soft long soles']\n",
      "[2] [1] [\" <user>   <user>  i see. so you feel betrayed  your racism comes out. shocked you didn't call him uncle tom you bitter loser\"]\n",
      "[2] [1] [\"i confess. i'm autistic or something. i thought <hashtag> aerosmith <hashtag> dreamon was <hashtag> ledzeppelin until like yesterday. <repeat>  <hashtag> retarded\"]\n",
      "[2] [1] ['u ho <user>  u hot i really like the way u keep te flow natural']\n",
      "[2] [1] ['my doctors office is retarded  we noticed you put in a prescription order  so we canceled it. give us a call if you need a refill  thanks!']\n",
      "[2] [1] ['rt <allcaps>   <user> :  <user>  so the ball did roll down the slope &am<smile> found a natural spot  <user>  defending brother &am<smile> the scumbag  <user>  <sym> ']\n",
      "[0] [1] ['gotta love rednecks. loud  stupid  stubborn  and full o schitt.']\n",
      "[2] [1] ['rt <allcaps>   <user> : <hashtag> whiteculture thinking weave is ratchet and ghetto while extensions are perfectly fine.']\n",
      "[2] [1] ['white kids  black kids  yellow kids hell even purple kids  if you carry yourselves like daniel <hashtag> geale you will go far. <hashtag> gealemundine<number>']\n",
      "[2] [1] ['rt <allcaps>   <user> :  <user>  that monkey is from hell']\n",
      "[0] [1] ['people who grow their own vegetables are nothing but common peasant trash.']\n",
      "[1] [2] [\" <sym>  <sym>  <sym>  <sym>  these folks so bad. i'm just here to talk trash.\"]\n",
      "[2] [1] [\" <user>  i'm redneck crazy\"]\n",
      "[2] [1] [\"you've gone and broke the wrong heart baby  and drove me redneck crazy\"]\n"
     ]
    }
   ],
   "source": [
    "for i, c, x, y in zip(indices, colors, Y[:, 0], Y[:, 1]):\n",
    "    if c=='black' and -45 < x < -35 and -35 < y < -25:\n",
    "        print alllabels[i], allpred[i], alltweets[i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] [2] [' <sym> como se llama el ni <sym> o m <sym> s delgado de jap <sym> n? yocomo poko\\n\\n <sym>  <sym>  <sym>  <sym>  gino  <sym>  <sym>  <sym>  <sym> ']\n",
      "[1] [2] ['thank god fob <allcaps>  didnt come back doing some shitty arena tour. <hashtag> iwaited<number>yearsforfobandiallgotwasthisshittyarena sykeeee <allcaps>  <elong> ']\n",
      "[1] [2] ['these girls going to school with all kind og aquatic colored weaves in their head.fuck going on?']\n",
      "[1] [2] ['just a casual ghetto family twerk session  <url> ']\n",
      "[1] [2] [\"rt <allcaps>   <user> : to fez: your nipples couldn't be covered by two trash can lids.  <user> \"]\n",
      "[1] [2] ['the ghetto thuged out version of tree of life coming soon. <repeat> ']\n",
      "[2] [1] [' <user>  el negro?']\n",
      "[1] [2] [\"if only my new local mall wasn't so ghetto\"]\n",
      "[1] [2] [' <user>  wtf mine was just a fried twinkie w powdered sugar i got hoed']\n",
      "[1] [2] [\" <user>  sheet i can't do that too a cripple\"]\n",
      "[0] [2] [\" <user>   <user>  you're reading you coon\"]\n",
      "[0] [2] ['poor whitey  <url> ']\n",
      "[1] [2] ['those my v necks now ho']\n",
      "[1] [2] ['<hashtag> porn <hashtag> android <hashtag> iphone <hashtag> ipad <hashtag> sex <hashtag> xxx  | <hashtag> desi | spicy oriental paki brunette sucks an un  <url> ']\n",
      "[1] [2] ['two years strong with this honkie  <sym>  <sym>   <user>   <url> ']\n",
      "[0] [2] [\" <user>  we hate the yankees though  right? i feel like i'm really good at hating them.\"]\n",
      "[0] [2] [' <user>  some negro amigo pulled a gun on nate and i a few weeks ago. i was stoked <allcaps> ! <sym>  <sym>  <sym> ']\n",
      "[0] [2] ['every slant in <hashtag> losangeles should be deported. those scum have no right to be here. chinatown should be bulldozed.']\n",
      "[1] [2] [' <user>  thank you. i hate you. eat poison. fall down. run face first into a wall. yankees missed the playoffs.']\n",
      "[0] [2] [' <user>  \\ny <sym> all whitey gots to pay <allcaps>  fo da preparations']\n",
      "[1] [0] [\" <user>  you're such a darkie.\"]\n",
      "[0] [2] ['no. its wrong to try to change <hashtag> faggots> there is no therapy so <hashtag> tcot should understand and sympathize like they are <hashtag> retards>']\n",
      "[0] [2] ['not trying to follow any spooks  no offense . <repeat> ']\n",
      "[1] [2] [\"rt <allcaps>   <user> : toss 'em out of office? or just throw 'em in the trash? <hashtag> trashbucketchallenge has politicians on the run at. <repeat>   <url> . <sym> \"]\n",
      "[1] [2] [' <user> :  <user>  i was heartbroken tx inniz ho. lmao haha naw chill  you the one laughing at vdawg']\n",
      "[1] [2] ['rt <allcaps>   <user> : if there was an invisible celestial judge who killed those who spew hate on palestinians  celebrities &am<smile> politicians would <sym> ']\n",
      "[2] [1] ['thou shall not mock ryan(the future)kelly']\n",
      "[1] [2] [\"the hitman holla vs charlie clips match-up is bittersweet. shit's gonna be cold cus hitman <allcaps>  holla <allcaps>  gonna <allcaps>  work <allcaps>  but it's his last battle. <repeat> \"]\n",
      "[1] [2] [' <user>  read the constitution you love. all spending starts in the house. love uninformed teabaggers. <hashtag> morningjoe']\n",
      "[1] [2] ['rt <allcaps>   <user> : whatchu know bout livin in the ghetto  eating cottage cheese <number> times a day. lil salt lil peppa lil a<number> lil barbeeequeee  <user>  <sym> ']\n",
      "[1] [2] [' <user>  they trash though?']\n",
      "[1] [2] ['hey morons at <hashtag> foxnews and <hashtag> foxandfriends was it political when bush raised terror threat right before the election? lmao <allcaps>  at u <hashtag> teabaggers']\n",
      "[1] [2] ['rt <allcaps>   <user> :  <user> :  <user>  i sang <allcaps>  for <allcaps>  you <allcaps>   you <allcaps>  nazi <allcaps> \\n\\n*beaner']\n",
      "[2] [1] [' <user>  some weird local ghetto school haha']\n",
      "[1] [2] ['rt <allcaps>   <user> : a girl tweeted you might be ghetto if u bring food from outside into the movies\\n\\nno u might be stupid if u pay <number> for a ba <sym> ']\n",
      "[1] [2] ['rt <allcaps>   <user> :  <user> :  <user>  they trash though?  <url> ']\n",
      "[1] [2] [' <user>  not home. headed to work sorry ho']\n",
      "[1] [2] ['rt <allcaps>   <user> : i love when celeb nudes leak and all the girls with trash bodies try and critique them']\n",
      "[0] [2] ['lakers are trash right now.']\n",
      "[1] [2] [' <user>  this pic is trash. d!ck is dry af.']\n",
      "[2] [1] [' <user>  whoa <allcaps>  sorry for the spell check error  its not ho it was hey so sorry']\n",
      "[1] [2] ['rt <allcaps>   <user> :  <user> :  <user> :  <user> :  <user>   <sym>  <sym>  whatupwyd b  <sym>  <sym>  <sym> chilling in the square wbu ?bitch wat u  <sym> ']\n",
      "[0] [1] [' <user>  \\nyou gots da bet <allcaps>  and da msnbc <allcaps>  wit dat colored reverend who only listen to coloreds. what else i missing?']\n",
      "[1] [2] ['montana  wisconsin  maine  new hampshire  north and <allcaps>  south dakota  wyoming. all places you can move an ex-hoe to and be happy.']\n",
      "[1] [2] ['good day  honkies.']\n",
      "[1] [2] ['dayum u gyp  u gone have mfs thinking im wiping my face w / pissy diapers n shyt grrrrrr <elong> ']\n",
      "[1] [2] ['alright your time is up rt <allcaps>   <user> : cheesecake trash']\n",
      "[0] [2] [' <user>  i agree my fellow cracker.']\n",
      "[2] [1] [\"rt <allcaps>   <user> : it's unattractive when girls act ghetto\"]\n",
      "[1] [2] ['rt <allcaps>   <user> : ead rt <allcaps>   <user> : especially after rita died. <repeat>  rt <allcaps>   <user> : dexter was just as trash as breaking bad.']\n",
      "[1] [2] ['lmaooooo <elong>  im outta here rt <allcaps>   <user>  bobby shmurda looks like a negro league player  <url> ']\n",
      "[1] [2] [' <user>  wonder how many us <allcaps>  citizens have joined isis <allcaps>  after listening to joe scarborough trash this black president? good job joe! <repeat> ']\n",
      "[1] [2] [' <user>   <user>  *draws perfect scorpion*\\n\\n*writes name all retarded*']\n",
      "[1] [2] [\"julia roberts  you're a ho  <user>  <hashtag> nottinghill\"]\n",
      "[1] [2] [\" <user>  ja zo denkt ieder wel 't zijne over zaken he. &am<smile> je mag mij noemen hoe je wilt  ben namelijk erg voor vrijheid van meningsuiting.\"]\n",
      "[1] [2] ['<hashtag> crack that whip  cracker']\n",
      "[0] [2] ['giving you that trailer park trash. <hashtag> transformthursday <hashtag> ladykimora <hashtag> vegasqueens <hashtag> vegasshowgirls  <url> ']\n",
      "[1] [2] [\"where r the fun twins at  <user>  i'm trying to lick cheeto dust and coleslaw off your nips\"]\n",
      "[1] [2] [\" <user>  and because it sounds like there is no <allcaps>  prenup  he's gonna cash in  not her. he apparently has ghetto credit. 'magine that! <repeat> \"]\n",
      "[1] [2] ['thanksgiving with some <hashtag> fam <hashtag> shaylay ignore the chink eyes  <url> ']\n",
      "[1] [2] [\" <user>  omg my mom did it on christmas once if i hadn't been the hostess that year i would've slit her throat\"]\n",
      "[1] [0] ['rt <allcaps>   <user> : obama is allowing millions of illegal aliens  drug cartels  and terrorists to enter our open borders. <repeat> liberal retards <sym> ']\n",
      "[1] [2] [\"rt <allcaps>   <user> : joan rivers said i was gay and michelle was a tranny. perhaps her death was no accident. see clinton's and ron brown / vin <sym> \"]\n",
      "[1] [2] [' <user> : in a relationship with the idea of you - girls with trash love lives']\n",
      "[1] [2] ['rt <allcaps>   <user> : a girl tweeted you might be ghetto if u bring food from outside into the movies\\n\\nno u might be stupid if u pay <number>  <sym> ']\n",
      "[0] [2] [\" <user>  i'm surprised you could read it with slits for eyes\"]\n",
      "[0] [2] [\"twice divorced teabagger florida attorney general says marriage is reserved for 'stable  enduring family units'  <url>  <hashtag> wtf\"]\n",
      "[1] [2] [\" <user> : what's the symptoms for ebola? my stomach been hurting b. i'm nervousbitch you better not be we was drinking out same bottle\"]\n",
      "[0] [2] [' <user>   <user>   <user>  anything to trash this black president! <repeat> ']\n",
      "[1] [2] [\"rt <allcaps>   <user> : charles manson's fiancee will have a difficult time planning their honeymoon. charlie can't surf.\"]\n",
      "[0] [1] [\"bitches be like i'm mixed wit italian chinese nd african american i be like bitch just cuz you ate ur <sym>   <url> \"]\n",
      "[0] [2] [' <user>  stop oppressing me! have you heard of free speech? stop shoving your lifestyle down my throat! <number>st amendment <allcaps> ! <hashtag> tcot <hashtag> teabaggers']\n",
      "[1] [2] [' <sym>  <sym>  <sym>  rt <allcaps>   <user> : brees been trash since this. <repeat>   <url> ']\n",
      "[1] [2] [\"rt <allcaps>   <user> : america is like a drunken redneck flailing his fists around  raving incoherently. he's kind of funny  but also you'r . <repeat> \"]\n",
      "[1] [2] [' <user>   <user>  gabby why are you so ghetto?']\n",
      "[1] [2] [\"if you said more today on the internet about duck dynasty than about the <hashtag> northwestimperative  you're a useless whigger.\"]\n",
      "[2] [1] ['u ho <user>  u hot i really like the way u keep te flow natural']\n",
      "[1] [2] ['rt <allcaps>   <user> : hi  can i buy you a margarita?\\n\\nsure!\\n\\nso  i like the way your barstool shows off your clam.']\n",
      "[1] [2] ['chiefs fans are the only ones that claim my takes are wrong about dogshit trash quarterback alex smith.']\n",
      "[1] [2] ['stop trying to be down honky  <url> ']\n",
      "[0] [1] [\"sorry fo da rant. it make me mad and ashamed to be colored. i wish i be white so y'all would like me\"]\n",
      "[1] [2] ['this is how you know lhs <allcaps>  is ghetto.  <url> ']\n",
      "[1] [2] [\" <user>   <user>  atf <allcaps>  is in charge of prosecuting cases and the <hashtag> teabagger republicans won't confirm a director to lead the agency.\"]\n",
      "[1] [2] [\" <user>  you a poop. <sadface> see i'm going all ghetto talk. wtf!\"]\n",
      "[1] [2] ['da house next door to me been sold to honkies']\n",
      "[1] [2] [\" <user>  monkey &am<smile> his cigarette. he's dead serious  <sym> \"]\n",
      "[1] [2] [\" <user> :  <user>  my ananconda don't want none unless u clean those shitty buns hun  <sym>  <sym> \"]\n",
      "[1] [2] [' <user>   <user>   <user>  dead babies piled up like trash at a dump something to be proud of']\n",
      "[1] [2] [\"rt <allcaps>   <user> : one man's trash is another man's wife <hashtag> fact\"]\n",
      "[1] [2] [\"rt <allcaps>   <user> : s / o to  <user>  for his shitty fuzzy hat. made sure he wasn't getting laid lmfao\"]\n",
      "[0] [2] [\" <user>  i don't hate the japs. but  i aint <allcaps>  forgetting <allcaps>  gettin <allcaps>  japped <allcaps>  either <allcaps> .\"]\n",
      "[1] [2] [' <user>  \\ntanks a lot dare mr. pubes. i love my uncle tom <smile>']\n",
      "[1] [2] ['this was my chit shake that monkey beeotch  <url> ']\n",
      "[1] [2] [\"let's do nips ahoy and spank me maybe\"]\n",
      "[2] [1] ['rt <allcaps>   <user> : charlie sheen slams <allcaps>  rihanna for rejecting his fiancee: you <sym> re a rude idiot with bad wig  <url> ']\n",
      "[1] [2] [\"oh. <repeat>  trash you say. <repeat>  this trash gonna keep driving thru ky. <repeat>   <user> :  <user>  she's trash. just gotta ignore her.\"]\n",
      "[2] [1] [\"at work but wish i was floating in my <number> ft.  on sale at walmart  redneck pool that my husband probably hasn't cleaned since last weekend.\"]\n",
      "[1] [2] [' <user>  at my club ho <smile>']\n",
      "[0] [1] ['i really just want to kill some towel head terrorists already  <sym>  can high school be over now please?']\n",
      "[0] [2] [\" <user>  if racial minorities weren't criminally inclined  they wouldn't have so much to worry about. act your color  race traitor!\"]\n",
      "[0] [2] ['rt <allcaps>   <user> :  <user>   <user>  you the whitest person on my tl <allcaps>  but you always so ghetto. im sick of it']\n",
      "[0] [2] [\"playing to white guilt lasted one last time  whitey felt 'absolved'  it ends today. it ends in the fields / suburbs of pennsylvania.\"]\n",
      "[1] [2] ['lol i liked that album rt <allcaps>   <user> : that double up album was so trash son. <repeat> smh']\n",
      "[1] [2] [' <user> : you can be seminoles but not redskins? ks <allcaps> eminole tribe got an agreement with them. <repeat> fsu pay them to use the name']\n",
      "[1] [2] [' <user>  im not a bully  you half-retarded talking flotation device!  <user>  i assure you  im no bully.']\n",
      "[1] [2] ['gonna straight hip check the next hillbilly who tries to apply the term derecho to a run-of-the-mill thunderstorm. <hashtag> wvwx <allcaps>  <allcaps>']\n",
      "[1] [2] [\"<number> otakon badge  now with what i'm going to lovingly refer to as my cripple ribbon.\"]\n",
      "[1] [2] ['bae made me deep fried oreos  <sym> ']\n",
      "[1] [2] [\" <user> :  <user>  bol that called the girl a bitchoharrd coo i'm both of them tho  <sym>  <sym>  <sym> \"]\n",
      "[0] [2] [' <user>  ok wat ever u say whitey. u prolly never even seen shaft.']\n",
      "[1] [2] ['i hit raw while im listening to papoose']\n",
      "[1] [2] [\"ain't this a bitch---> clock mistake in alabama-arkansas - via  <user>  champ drive  <url> \"]\n",
      "[0] [2] ['i wonder if that latino strategy is working? <user> : gop <allcaps> er doubles down on wetbacks but backpedals on shoot on sight  <url> ']\n",
      "[1] [2] ['rt <allcaps>   <user> :  <user>  half of it will be about how you became ghetto in compton.']\n",
      "[0] [2] ['it happens again <allcaps> ! <repeat>  black pack beats whitey. this should make national news.  <url> ']\n",
      "[1] [2] [' <user> :  <user> :  <user>  yasss\\n\\n*trys new things with bestfriend*\\n\\n*bitch who do you love*']\n",
      "[1] [2] ['rt <allcaps>   <user> : and apparently i sound like a country hick. perks of being from kentucky']\n",
      "[1] [2] ['i love when my mom goes to the grocery store until she gets home and i have to carry it all in. then it sucks monkey nuts']\n",
      "[1] [2] [' <user>  bitch***']\n",
      "[1] [2] [' <user>  trash']\n",
      "[0] [2] [\" <user>   <user>  an enraged <number>'<number> <number> lb mike brown lethal weapon on legs.his hatred <number> the police &am<smile> whitey added fuel <number> his arsenal\"]\n",
      "[2] [1] ['rt <allcaps>   <user> : touch my swag. wish you could. rt <allcaps>   <user> : i look <allcaps>  fly <allcaps> . i look <allcaps>  good <allcaps> . rt <allcaps>   <user> : on my momma. <repeat>  on my ho <sym> ']\n",
      "[1] [2] [' <user>   <sym> ']\n",
      "[1] [2] ['brad pitt is older than charlie sheen. what the fuckkkkkkkkkkkkk <elong> .']\n",
      "[0] [1] ['dumb bitch  <url> ']\n",
      "[0] [2] ['people who live in <hashtag> thenetherlands are unwashed trash.']\n",
      "[0] [2] [\" <user>  i can guarantee a few things: you're white. you've never been anywhere near <allcaps>  a real ghetto. you  or a relative is a pig. <number>%\"]\n",
      "[0] [2] ['good morning coons.']\n",
      "[1] [2] [\" <sym>  <sym>  <sym>  <sym>  these folks so bad. i'm just here to talk trash.\"]\n",
      "[1] [2] [\" <user> : kobe stay talking trash. but let's not forget  <url>   <user>  i meant to do this one. smh.\"]\n",
      "[2] [1] [\" <user>  i'm redneck crazy\"]\n",
      "[1] [2] ['rt <allcaps>   <user> :  <user> :  <user>  yu ah hoelmfao ']\n",
      "[1] [2] ['in redneck land <smile> <hashtag> tennessee']\n",
      "[1] [2] [\"you can take someone out of the ghetto  but you can't take the ghetto out of them.\"]\n",
      "[1] [2] [' <user>  lmaooo roosters is hot trash bro u know it']\n",
      "[1] [2] [' <user>  <hashtag> sequester \\nden the fat colored girl chased me down day street while she swingin da table wit one arm. <repeat>  i wants my pay! <repeat> ']\n",
      "[1] [2] ['innovative ideas about an unresolved issue relating to your ho. <repeat>  more for libra  <url> ']\n",
      "[1] [2] [\"rt <allcaps>   <user> : the awkward moment when you're changing in the gym and your penis head slips through the slit of your boxers.\"]\n",
      "[1] [2] [\"rt <allcaps>   <user> : idkmadz tbh i've seen you in recess at the monkey bars but i was too busy getting beat up lol ! we should talk more! rate  <sym> \"]\n",
      "[2] [1] [\"you've gone and broke the wrong heart baby  and drove me redneck crazy\"]\n",
      "[1] [2] ['my neighbors hate me cuz i smoke weed and blast the most ghetto music from my room.']\n",
      "[1] [2] ['ok this is funny. <repeat>  a proud liberal who wants to end racism calls tim scott an uncle tom lolz lib idiots <hashtag> tcot  <url> ']\n"
     ]
    }
   ],
   "source": [
    "for i, c, x, y in zip(indices, colors, Y[:, 0], Y[:, 1]):\n",
    "    if c=='black' and -40 < x and y < -30:\n",
    "        print alllabels[i], allpred[i], alltweets[i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_confusion_matrix(cm, classes,\n",
    "                          normalize=False,\n",
    "                          title='Confusion matrix',\n",
    "                          cmap=plt.cm.Blues):\n",
    "    \"\"\"\n",
    "    This function prints and plots the confusion matrix.\n",
    "    Normalization can be applied by setting `normalize=True`.\n",
    "    \"\"\"\n",
    "    if normalize:\n",
    "        cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
    "        print(\"Normalized confusion matrix\")\n",
    "    else:\n",
    "        print('Confusion matrix, without normalization')\n",
    "\n",
    "    print(cm)\n",
    "\n",
    "    plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
    "    plt.title(title)\n",
    "    plt.colorbar()\n",
    "    tick_marks = np.arange(len(classes))\n",
    "    plt.xticks(tick_marks, classes, rotation=45)\n",
    "    plt.yticks(tick_marks, classes)\n",
    "\n",
    "    fmt = '.2f' if normalize else 'd'\n",
    "    thresh = cm.max() / 2.\n",
    "    for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n",
    "        plt.text(j, i, format(cm[i, j], fmt),\n",
    "                 horizontalalignment=\"center\",\n",
    "                 color=\"white\" if cm[i, j] > thresh else \"black\")\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.ylabel('True label')\n",
    "    plt.xlabel('Predicted label')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.49186992 0.94180585 0.8589306 ]\n",
      "[0.41016949 0.9452593  0.89454976]\n",
      "[0.44731978 0.94352941 0.87637841]\n"
     ]
    }
   ],
   "source": [
    "print(precision_score(alllabels, allpred, average=None))\n",
    "print(recall_score(alllabels, allpred, average=None))\n",
    "print(f1_score(alllabels, allpred, average=None))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Normalized confusion matrix\n",
      "[[0.49 0.45 0.06]\n",
      " [0.04 0.94 0.02]\n",
      " [0.03 0.11 0.86]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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WU9ccs7nDeJvzl99n6vTNs8Gmm2XSalOy4yOekIvP/v6IcT/9/Aezz1Ofl0lTpozDLGFi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\nARLODRitgXdbAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10cf08090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "class_names = ['Hate speech', 'Offensive', 'Neither']\n",
    "\n",
    "# Compute confusion matrix\n",
    "cnf_matrix = confusion_matrix(allpred, alllabels)\n",
    "np.set_printoptions(precision=2)\n",
    "\n",
    "# # Plot non-normalized confusion matrix\n",
    "# fig = plt.figure()\n",
    "# plot_confusion_matrix(cnf_matrix, classes=class_names,\n",
    "#                       title='Confusion matrix, without normalization')\n",
    "\n",
    "# Plot normalized confusion matrix\n",
    "fig = plt.figure()\n",
    "plot_confusion_matrix(cnf_matrix, classes=class_names, normalize=True,\n",
    "                      title='Normalized confusion matrix')\n",
    "\n",
    "plt.show()\n",
    "\n",
    "fig.savefig(TEST_PATH + '.cnf.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['<pad>', '<unk>', '<user>', '<allcaps>', '<sym>', 'a', 'bitch', 'rt', 'i', 'the', 'you', 'to', '<repeat>', 'and', 'my', 'that', '<hashtag>', 'bitches', '<url>', 'in', 'is', 'like', 'me', 'of', 'on', 'hoes', 'be', 'this', 'pussy', 'for', 'it', 'hoe', '<number>', 'with', \"i'm\", 'ass', 'your', 'all', 'up', 'if', 'but', 'just', \"don't\", 'get', 'fuck', 'so', 'they', 'when', 'these', 'no', 'u', 'got', 'shit', 'nigga', 'not', 'she', 'was', 'are', 'her', 'trash', 'at', 'lol', 'out', 'have', 'about', 'he', \"ain't\", 'some', 'what', '&am<smile>', 'do', 'know', 'can', 'niggas', 'we', 'them', 'one', 'how', 'love', \"it's\", 'or', 'who', 'as', 'fucking', 'go', 'yo', 'now', 'want', 'from', 'why', 'bad', \"can't\", 'then', 'his', 'good', \"you're\", 'man', 'too', '<elong>', '/', 'off', 'say', 'look', 'make', 'still', 'ya', \"that's\", 'hate', 'see', 'an', 'im', 'back', 'only', 'think', 'need', 'never', 'time', 'will', 'faggot', 'really', 'girl', 'people', \"y'all\", 'real', 'right', 'being', 'even', 'would', 'white', 'lmao', 'said', 'bird', 'here', 'more', 'by', 'had', 'over', 'their', 'let', 'wit', 'been', 'dick', 'wanna', 'than', 'down', 'day', 'bout', 'stop', 'damn', 'because', 'little', 'tell', 'call', 'there', 'talk', 'gotta', 'come', 'da', 'dont', 'take', 'life', 'cause', 'new', 'gonna', 'dat', 'every', 'him', 'always', 'its', 'charlie', 'has', 'money', 'niggah', 'going', 'better', 'girls', 'n', 'eat', 'lil', 'ever', 'ghetto', 'give', 'retarded', 'where', 'dumb', 'yellow', 'other', 'ugly', 'cunt', 'aint', 'twitter', 'talking', 'tho', 'put', 'into', 'ur', 'big', 'stupid', 'getting', \"i'll\", 'fuckin', 'yankees', 'am', 'nigger', 'yall', 'keep', 'did', 'hit', 'yeah', 'fat', 'same', 'much', 'birds', 'should', 'way', 'feel', 'black', 'fag', 'today', 'game', 'old', 'mad', 'well', 'after', 'made', 's', 'those', 'cuz', 'smh', 'around', 'oh', 'could', 'before', 'boy', 'ho', 'last', 'gone', 'best', 'someone', 'em', 'play', 'something', 'side', 'called', 'happy', 'us', 'tryna', 'next', 'first', 'many', 'face', \"he's\", 'mean', 'shut', 'work', 'fucked', 'another', 'monkey', 'any', 'thing', 'night', 'sex', 'nicca', 'most', 'school', 'colored', \"didn't\", 'crazy', 'were', 'baby', 'head', '@', 'two', \"she's\", 'god', 'women', 'name', 'nothing', 'such', 'haha', 'having', 'told', 'find', 'w', 'looking', 'try', 'while', 'start', 'broke', 'hell', 'doing', 'thats', 'beat', 'again', 'b', 'show', 'gay', 'bruh', 'bro', 'high', 'seen', \"'\", 'friends', 'year', 'stay', 'gon', 'watch', 'house', 'swear', 'loyal', 'done', 'ima', 'trying', 'tweet', 'tonight', 'guys', 'kill', 'dude', 'nah', 'phone', 'home', 'our', 'cute', 'use', 'thought', \"won't\", 'ask', 'hard', 'wrong', \"i've\", 'trust', 'does', 'please', 'turn', 'act', 'funny', 'pretty', 'already', 'wish', 'might', 'wtf', 'fight', 'niccas', 'everybody', 'makes', 'guy', '|', 'yes', 'long', 'hot', 'free', 'sorry', 'hair', 'straight', 'care', 'lot', 'nig', 'mom', 'days', 'buy', 'kids', 'making', 'dis', 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\"lady.she's\", 'savoury', '<number>gram', 'kegals', 'clowns', 'emoto', 'encourages', 'mortgage', 'nigor', 'sirens', 'phalarope', 'fearless', 'como', 'cities', 'superstar', 'bouncin', 'summa', 'summn', 'summm', '.now', '<number>accountsgate', 'baldheadass', 'pakistan', 'neverad', 'pussy.-drake', 'fireflies', \"shop'\", 'abstract', 'hokage', 'dahlia', \"faggotyou're\", 'knowwwww', 'dorky', 'dorks', \"ahmed's\", 'telephone', 'zahra', \"(i'm\", 'bowf', \"satan's\", 'bows', 'reminder', 'isle', 'screenshot', 'bookgeek', 'brokeass', 'driven', 'submarines', 'westvirginia', 'trashbucketchallenge', 'foyer', 'unconstitutional', 'kilt', 'youwillnotbetakenseriouslyif', 'kilo', 'hinouchi', 'styles', 'mugged', 'styled', 'sasquatch', 'possibles', 'arrsted', 'ibuprofen', 'sittn', 'caribbean', 'tourching', 'nationaldoughnutday', 'smalltownproblems', 'ahahahaa', 'n*gga', 'allowin', 'gonetofar', 'bbn', 'itching', 'kamehameha', 'bitch!dasss', 'ratha', 'baffles', 'cambridge', 'sistas', 'harrell', 'disposed', 'christianity', 'towie', 'ewing', 'her.seeding', 'amcw', 'maaad', 'maaaa', 'sleazy', 'cinema', 'britain', 'dreamgirl', 'spends', 'rubbed', 'krug', 'igo', 'championship', 'stocks', 'alcs', 'calld', 'talentless', 'truuuuuuuuuuu', 'jellyrolls', 'lacs', 'lacy', 'sparkling', 'siblings', 'sone', 'ticked', '*falls', 'inflammed', 'uwi', 'fai', 'fal', 'fac', 'ticker', 'ranting', \"'member\", \"linin'\", 'nbp', 'lbcc', 'imported', 'spendin', 'depreciation', 'revamping', 'squirrelly', 'endlesslove', 'thrift', 'heifer', 'mallet', 'flask', 'ericksen', 'tightness', 'mme', 'appliances', 'jerkin', \"moe's\", 'shite', 'nowwww', 'ladybug', 're-elected', \"'worst\", 'thinkingofyou', 'pre<number>s', 'harris-perry', 'berto', 'schieffer', 'firstworldproblems', 'juwanna', 'speeding', 'crowther', 'mah', 'b*****', 'gossman', \"dave's\", 'nannie', 'assaulting', 'harmless', '<number>=======', 'rellos', 'jail.lmao', 'refresh', 'wunna', 'adme<number>', 'malfunction', 'rerouted', 'computerscience', \"fucc'n\", 'lolg', 'loli', 'warholian', 'combed', 'cop-infested', 'cooties', 'lol>', 'lol<', 's(<number>+', 'temples', 'regulation', 'pitted', '(his', 'helloooo', 'treasures', 'pro-scab', 'reliever', 'neanudda', 'dans', 'dank', 'stale', 'cleaner', 'gaywrites', 'garfield', 'gala', \"wapo's\", 'yourenotmytype', 'window*', 'hurling', 'givingup', 'seasons', 'doggie', '*beaner', 'font', 'badongle', 'starters', 'betray', 'amici', 'hii', 'hij', 'pffttt', \"wcw's\", '-hunter', 'twitterlessalex', 'cartoons', '(live', 'ars', 'bart', 'arc', 'sheboons', 'learnt', 'rocken', 'freshmen', 'consecutive', 'currieries', 'raqqa', 'yakked', 'otheeeeeeeer', '-simplyaddictedtoguys', 'movers', 'hamesha', 'pussy&am<smile>ass', 'suspenders', 'whoo', 'nottinghill', 'letsbereal', 'janoskianator', 'moustache', 'engineers', \"supporters'\", 'rir', 'rohan', 'rii', 'rig', 'rib', 'ethnicity', 'shithell', '<number>come', 'cheques', 'myboy', 'noodle', 'dared', 'huggin', 'pon<number>', \"pirlo's\", 'intervals', 'karass', 'cabaret', 'tamed', 'theorem', 'sharpener', 'kass', 'kfan', '*yawns*', 'sharpened', 'mariah', 'yangervis', 'seperate', 'non-physical', 'godiva', 'buzzzzz', 'teairri', 'litter', 'illinois*', 'prog', 'anne', 'prod', 'palmer', 'chart', 'alleen', \"hester's\", 'parton', 'faceeeee', 'resilience', 'bruv', 'xtima', '(photo', 'mybaby', 'leerkrachten', 'bitties', 'flciking', 'slightlyadjusted', 'upright', 'hash-browns', 'calles', 'malicious', 'sotloff', 'shylocks', '(ghetto', 'damnismartallofasudden', '>mfw', 'aiko', 'nevertrustabitch', 'mardi', 'lhhny', 'vape>', 'homestand', 'twijfel', 'adjustment', '.water', 'ridiculousness', 'ioeno', 'hahahaahahahaha', 'circumcise', 'vipper', 'dodo-bird', 'cfl', 'bowyer', 'obey', 'attire', 'bazinga', 'non-titled', 'hellyeah', 'metro', 'fuked', 'initials', 'girllll', 'streetart', 'scales', 'forbid', 'offends', \"chavez's\", 'unprovoked', 'covington', 'maryjane_militant_que', 'inclined', 'rabbit', 'giantduck', 'openwide', 'slapp', 'hookup', 'bangbangbirdgang', 'voeckler', 'stiff-arm', 'lollollol', '-fruit', \"cruise's\", 'lolnot', 'tal', 'onions', 'seatbelts', \"darby's\", 'taylors', 'thursty', 'hoodbitches', 'interrupted', 'kuroda', 'okaysomaybeimlying', 'meningsuiting', 'comeatmeut', 'choosy', 'standwithcruz', 'multi-purpose', 'flour', 'chuckstrong', 'zzzquil', 'trae', 'transmitter', 'trav', 'tray', 'bentley', 'whitish', '(sudan', 'xscape', 'semen', 'dicklicker', 'hun-gry', 'cousintoucher', 'anyhow', 'bigass', 'fitzpatrick', '<number>grand', 'chalupa', 'cain', 'timbers', 'firehouse', 'greenmile', 'j.j', 'probation', 'homers', 'overdraft', 'altyd', 'patrickos', 'flowcity', 'mmkay', 'fuuuuuuuuck', 'sculpture', 'outduels', 'beter', 'yoursel', 'divers', 'youuuu', 'pubeless', 'stands.like', 'dent', 'playbook', 'candidates', 'unchained', 'sues', 'penetrate', 'delgado', 'loveoohyie', 'trued', 'postin', 'generations', 'ebt', 'violet', 'pumprules', 'closes', 'mexicano', 'panty', 'simms', 'rickjamesbitch', 'addin', 'gambino', '(stevie', 'eminism', 'tierd', 'grail', 'sheeba', 'f***', 'shoving', 'dreigdwergen', 'bryanna', 'also.pussy', 'bbm', 'bbl', 'kenobi', 'monistat', 'butchers', 'constituants', 'wilt', 'lilway', \"nobody's\", 'omgod', 'cowgirls', 'kim>kourtney>kendall>khloe>', 'stadiums', \"montana's\", 'utica', 'privileged', 'kobeshia', 'premiere', '::faints', 'vertonen', 'breaker', \"privilege'\", 'rachels', 'bautista', 'hoe-dyke', 'i.s.s', 'googling', 'hoppy', 'madurito', 'protesters', 'knot', 'sicc', 'starred', 'rocephin', 'dispossession', 'holler', 'niggy', \"gettin'\", 'leap', 'sting!green', 'murdock', 'enuf', 'haywood', 'murderer', 'slur', '*pats', 'wesley', 'slum', 'mite', 'gotta.fuck', 'biscuit', 'dependence', 'surge', 'fudg', 'spiller', \"bees.'\", 'man-hoe', 'registration', 'grusty', 'wacthh', 'grapevine', 'kang', 'youmynigga', '(during', 'funds', 'bratwurst', 'nassau', 'ateinstagram', 'backpagepussy', 'lvg', 'lvl', 'hilfiger', 'spanks', 'boop', 'boos', 'june', 'clevelandfans', 'emers', 'rotting', '&am<smile>m', '&am<smile>i', 'untalented']\n"
     ]
    }
   ],
   "source": [
    "VOCAB_PATH = 'data/twitter_davidson/vocab.dat'\n",
    "VOCAB_TEST_PATH = 'test/vocab_hate_phrases'\n",
    "vocab = []\n",
    "with open(VOCAB_PATH, mode=\"rb\") as f:\n",
    "    vocab.extend(f.readlines())\n",
    "vocab = [line.strip('\\n') for line in vocab]\n",
    "print vocab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "hate_phrases = [\"they call you %s\" % w for w in vocab]\n",
    "hate_df = pd.DataFrame(hate_phrases, columns=['tweet'])\n",
    "hate_df.to_csv(VOCAB_TEST_PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "hate_pred_df = pd.read_csv( VOCAB_TEST_PATH+'.pred.csv', header = 0, quoting = 0, index_col = 0 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                      tweet\n",
      "118                    they call you faggot\n",
      "372                   they call you faggots\n",
      "436                   they call you niggers\n",
      "537                      they call you fags\n",
      "542                    they call you racist\n",
      "1049                    they call you coons\n",
      "1334                   they call you beaner\n",
      "1798                  they call you beaners\n",
      "2099                   they call you queers\n",
      "2490                  they call you wetback\n",
      "3241                 they call you jiggaboo\n",
      "3276                     they call you jews\n",
      "3450                 they call you wetbacks\n",
      "3936                   they call you jewish\n",
      "4343                  they call you wiggers\n",
      "5554                     they call you nazi\n",
      "5564                    they call you spics\n",
      "7141               they call you fatherless\n",
      "7168                they call you pedophile\n",
      "7689                 they call you 'believe\n",
      "8962               they call you alcoholics\n",
      "10333                they call you swagfags\n",
      "11958  they call you blue-sapphire-earrings\n",
      "13095                  they call you disown\n",
      "13376              they call you four-piece\n",
      "13862         they call you credibilityshot\n",
      "14032                 they call you swaggot\n",
      "14291                 they call you gingers\n",
      "14299                  they call you sumpin\n",
      "14945                they call you cornball\n",
      "15611            they call you commandments\n",
      "15777                   they call you athea\n",
      "16151                they call you whoopass\n",
      "16941             they call you sapiosexual\n",
      "17383            they call you urs<hashtag>\n",
      "17672                   they call you (idea\n",
      "18156                 they call you wagwuan\n",
      "18460           they call you thurmanmunson\n",
      "18605                  they call you cholas\n",
      "19129                 they call you weirdos\n",
      "19745         they call you mosquito-filled\n",
      "19894           they call you <number>-cent\n",
      "21124         they call you fundamentalists\n",
      "21614                   they call you faggs\n"
     ]
    }
   ],
   "source": [
    "hate_idx = hate_pred_df.index[hate_pred_df['0'] == 0].tolist()\n",
    "print hate_df.iloc[hate_idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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