"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"add_source(sns.distplot(temp_df))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Mit dem Shapiro Test kann man prüfen, ob eine Wertemenge normalverteilt ist."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Shapiro Statistik: 0.970\n",
"Shapiro p-value: 0.173\n",
"Die jährliche Durchschnittstemperatur ist wahrscheinlich normalverteilt.\n"
]
}
],
"source": [
"stat, p = shapiro(temp_df['TMK'])\n",
"alpha = 0.05\n",
"\n",
"print('Shapiro Statistik: {:.3f}'.format(stat))\n",
"print('Shapiro p-value: {:.3f}'.format(p))\n",
"\n",
"if p > alpha:\n",
" print('Die jährliche Durchschnittstemperatur ist wahrscheinlich normalverteilt.')\n",
"else:\n",
" print('Die jährliche Durchschnittstemperatur ist nicht normalverteilt.')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Auch wenn die durchschnittliche Jahrestemperatur stark schwankt, scheint es zumindest optisch einen klaren steigenden Trend zu geben."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABKMAAAJYCAYAAAC+fyXxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdeXhU9fU/8PfsSWbLSjYgJGEHE1C2gOwEwYXFqrVVqdRSqfVrq9bWX7+21dYWta3Vqq31W7VabF1aN0QRRBQFIig7gixZgEkCmZkkd5bMfn9/TGYkLMkkmZk7k7xfz+PzmDsz956Z+TAwJ+ecj0wURRFERERERERERERxIJc6ACIiIiIiIiIi6j+YjCIiIiIiIiIiorhhMoqIiIiIiIiIiOKGySgiIiIiIiIiIoobJqOIiIiIiIiIiChumIwiIiIiIiIiIqK4YTKKiIiIiIiIiIjiRil1AImgudmBQECUOgzqx7KydLBY7FKHQRQTXN/Ul3F9U1/HNU59WVfr++9//xtOnjyB++9/EA0N9fjGN67C5s2fQansH1+jH3zwV8jJycWtt94mdSgJY+3at7FmzZt4+unnAABz516KF198GYWFAyWN67PPtuH111/Dww8/2uF4vD/DH3/8UQwePBhLl14DuVyGjAztBe/bP/4UdSEQEJmMIslxDVJfxvVNfRnXN/V1XOOUyN59dw1efnk1TKaT0Gp1mDFjNlauvB06nS6ix3e2vkVRDN8ndL9ofHd89tm/4cUXn4NarQEAZGVlY9KkyVi27BZkZ2f36twAsHPn5/jNb36JN954t1fnEcXgaxCLz4ANG9bhhReexerVr4WP/fjHt8Fsbjrn2CWXTMJNN93c6fmeffZvMJlO4pe//E342O23fx+XXXY5rrpqSdTiDr4mX6+bDRs+ARC7z8lI38unn34Kd97503Acl146ASkpKZDL5VAqVRg2bDgWLVqKuXPnt8fd/df/mmuugtVqhUKhgEIhx5AhJViw4HIsWnQ15PJg0923vnUTvv/97+DyyxdBo1F3GjPb9IiIiIiIiCjp/Pvfq/HXvz6B2277Ed5//2P87W/Po7GxHnfe+UP4fD6pw+vU3LnzsWHDZrz33of43e9+D6vVgltuuRFms1nq0GLC7/d3+Hn8+EtQW1uD5uZmAIDP58PRo0fgcrk6HDtwYB/GjRsf93iBc2NOVAcPHoDDYcfYsRd1OP6Pf/wbu3btwr/+9V8sXHgl/vSnR/Dcc88A6Pnr//DDj2LDhs34z3/ewY03fgcvvfQiHnro6wRgdnY2Bg8uwqefftxl3ExGERERERERUVJxOOx47rm/4cc/vgdTpkyFUqlEfn4Bfv3rh9DQUI8NG9YBAH772/vxzDN/CT9u587PsXTp5eGfzeYm/O//3oMrr5yHa69dhNdeezmi69vtdqxa9WssXnwZlixZiGee+UuPkhdKpRIlJaV44IFVSE/PwMsvrw7ftmXLJ7j55m9jwYJZWLnyuzh69Ej4tksvnYCTJ0+Efw49z7a2NvzkJz+C2dyEysrpqKycDrO5CV9+uR+33HIT5s+fiauumo8nnvi6nWvPnt1YufK7WLBgFq6++gq8++6a8G02mw333PMjVFbOwIoV34HJdDJ8W11dLX7849uwcOEcfOtbV2Pjxg0d4vnDH1bhJz+5A/PmXYqdOz/v8Lyzs3NQUFCIPXt2AgAOHz6E4uISjBt3cYdjgUAAI0eOBnDh96qqaiv++c/nsXHjelRWTsd3vvMt/O1vT2Hv3t34058eQWXldDz66MM9irm1tQU/+9mdmD9/JlasWNbh+Z/9Png8Hjz55GO4+uorcNVV8/H73/8ObrcLwNfr7t//Xo0rr6zE4sWXYe3at8Pn2bbtU9x447WorJyBJUsW4l//+ucF38uzVVVtxbhxF59zPCQ9PR0LFlyBu+++F6tX/wOtrS09ev3PpNPpcOmlM/HAA7/De++9g+rqo+Hbxo+/BNu2bblgPCFMRhEREREREVFS2bdvLzweD2bOnN3heFpaGqZMmYrt26u6PEcgEMBPf3onhg4djjfeeA+PPfYXvPrqv/HZZ9u6fOxvf/srKBQKvPzym3j++ZewY0cV1qx5EwDQ2NiIBQtmobGxMeLno1AoMH36TOzZswsA8NVXh7Bq1a9xzz0/x9q1G7F48dW499674PF4Oj1Pamoq/vCHx5GdnYMNGz7Bhg2fIDs7B48//kdce+31WL/+Y7zyypuYPbsyHOtPfnIHvvGN6/DOOx/g+edfwrBhw8Pn++CD97F8+Qq8996HGDhwEJ555ikAQFtbG+6884eorFyANWvW4/77f4dHH30I1dXHwo/dsGEdli37Ltav34yysnHnxDpu3MXYvTv4fHfv3oXy8vEoKxvX4diYMRdBpVJ1+l5NmTIVN920vL3a7BO88MK/ceutP0RZ2TjceedPsWHDJ7jrrp/1KOZHH30YarUGb721Dv/v//2yQwLpbH/96xM4caIO//jHv/DKK2+gqakJzz//9/DtVqsFDocdb775Hu699xd49NGHIQgCAOChh36De+75OTZs2IwXX3wFl1wy8YLv5dmOHTuKwYOLOl0XADB9+iz4/X58+eWBbr/+FzJ69Fjk5AzAnj27w8eGDCnG0aOHu4yHySgiIiIiIiJKKq2tLTAa0887TDwrKxstLc1dnmPfvn1oaWnG8uUroFKpUFg4EIsWLcHGjes7fZzVakFV1Vb86Ed3IzU1FRkZmbjuum+HH5eXl4d16z5CXl5et55TdnY2bLZgcmLNmjewePHVGDNmLBQKBRYuvBIqlQoHDuzr1jlDlEolTKaTaGlpQVpaWrila8OG9zBhwiRUVi6AUqmE0ZiOYcNGhB83c+ZsjB49FkqlEvPnL8CRI8Ekw9atnyAvLx9XXLEISqUSI0aMxMyZc/DRRxvDj7300pkoKxsHuVwOjUZzTkxnVuHs3bsL5eXjUF4+vsOxUMXPwYNf9ui9OlN3Y1Yqlfjoow/xve+tRGpqKkpKhmLhwivPe25RFLFmzRu44467YTAYkZamxbJlyzvEp1AocfPN34NSqURFxaVITU3D8eN14dtqaqrhcNhhMBgwYsTIiJ+X3W5DWlpal/cLvb+hNdad178z2dk5EITW8M9paWmw2boems4B5kRERERERJRUjMZ0tLa2wOfznZOQsljMSE/P6PIcJpMJFosZCxbMCh/z+wMoLz+3iudMjY0N8Pl8WLx4QfhYICBiwIDc7j2JszQ1NUGvN4Sv8d577+C//30lfLvX6z1vm1Yk7r33F/j735/GDTd8A/n5hVi+fAWmTZuOU6dOdboTXGZmVvj/NZoUtLW1heP78sv9Z712flx22dctkF29HuXl4/HQQ7+BIAg4cGA/fvnLB5GWlgaLxQJBELB37x5cd923w9fryXt1pu7G3NLSDL/f3+FYbu75E4wtLc1wuVy45ZYbw8eCw98D4Z+NRmOHtZqSkoK2NicA4Le/fQQvvPAsnn76SQwdOgwrV96OsWPLInpeer0BTqezy/v5fD60tDSH11h3Xv/OmM1NMBiM4Z+dTif0+q43EGAyioiIiIiIiJLK2LFlUKlU+PjjTZg7tzJ8vK2tDVVVW7FixQ8AACkpqeG5PUCwqikkPz8f+fkFePnlN7p17QED8qBSqfHOOx+ctzKrJwKBALZs+QQTJkxqv0Yuli37Lr7znVvOe/+UlBS4XF8/L4vFgpycAQAAmUx2zv0HDRqMBx74HQKBAD7++EP84hc/w9q1G5Gbmxtu2+qOAQNyMW7cxXjssb9c8D7ni+NMhYUDkZ2dg7fffh25uXnh6p4xYy7C22+/jrY2J8aMGQsAyM3N7fS9Ot+1zj7W3ZjT0zOgUChw+vQpFBUNAQCcOnX+1kujMR0ajQb//Oer4fehO0aNGoOHHnoUPp8P//3vK/jlL/8fXn99bZevIQCUlg7FiRPHu7zfJ598BIVCgdGjxwDo3ut/IQcPHkBT0+kObZi1tTUYOnR4J48KYpseERERERERJRWdTofly1fgscd+j6qqrfD5fGhoqMcvfvEzpKenY/78hQCAYcOGY9u2LRCEVlgsZrz66r/D5ygrK0NamharV/8DbrcLfr8f1dVHcfBg58mZ7OxsTJo0GU8++RgcDjsCgQBMppPYteuLbj8Pn8+H2toa3H///8JqteD6628AACxatBRvvfU6DhzYD1EU0dbWhq1bP4XT6Qg/rw0b1sHv96Oqait2794ZPmdmZhZaW1tht3/dKvX++++iubkZcrkcOp0eACCXy1FZuRCff74dGzdugM/nQ2trC44c+arLuKdNm44TJ45j3bq18Pl88Pl8OHjwAGpra7r1/MvKxuGVV/7VocIpdGzkyFHQaFIABJM1nb1XmZmZaGio71CJlJmZifp6U49jVigUmDlzDp577m9wuVyoqanGunVrz3tfuVyOq65aij//+VE0N1sBAE1NpyOaP+b1erF+/Xuw2+1QKpXQarWQy+Xtz+Hc9/JsFRWXYteunRe8XRBasX79e3j00Udwww3fgdGYHr4t0tf/bA6HHVu2fIJf/ernmD9/IUpLh4Zv2717JyZPntrl82YyioiIiIiIiJLODTd8B7feehueeuoxzJ8/A9deuwgulwuPPfYXpKamAgAuu+xyDB06HNdcswh33XV7hyoqhUKBRx75E44cOYxrr12MK66Yh4ceerDTL/4h9933a/h8Xtx443VYuHA27rvvp7BYzACCQ8ErK6d3OsA8tPPbggWzcO+9d8FgMOLZZ/8ZHlA9cuRo/PSn/4s//ekRLFw4G9dfv6TDLnc/+tFPsGXLJ1iwYDY2bHgP06fPDN9WVDQE8+bNx3XXLcaCBbNgNjfhs8+24aabrkNl5XQ8/vgfcf/9v4NGo0FeXh7+8IfH8fLLq3H55XOxfPkNHXbtu5C0NC3+9KcnsXHjeixZsgCLFl2Gv/71CXi9nQ9YP9u4cRejudnaobKmvHwcmputKC//el5RV+/V7NnzAACXXz4X3/1uMKF37bXfwqZNG7FgwWw89tjvexTznXf+FG1tbVi06DL87nf34/LLr7rgfX/wg//BwIGD8P3vL8f8+TPx4x/fFp4J1ZV1697FNddchfnzZ+LNN1/HL37xGwDnfy/PNmLESOh0Ohw4sL/D8Ztv/hbGjx+Pb35zKdaseRP/8z934XvfW9nhPpG+/iE/+9ldqKycgauvvgIvvvgcvvnNG/Dzn/8qfLvZbEZtbQ1mzJjV5XOWiaIodnmvPs5isSMQ6PcvA0koJ0ePpiab1GEQxQTXN/VlXN/U13GNUzJ555238Nxzz+Avf3k2ouHhXN/UV2zfXoU33ngNq1b9scPxeK/xJ574EwoLB+Lqq6+FXC5DVtaFZ0dxZhQRERERERElvSuvXAylUon9+/d0eyc7omQ2adIUTJo0Reow8D//c2fE92UyioiIiIiIiPqEBQuukDoEIooAZ0YREREREREREVHcMBlFRERERERERERxw2QUERERERERERHFDZNRREREREREREQUN0xGERERERERERFR3DAZRUREREREREREccNkFBERERERERERxQ2TUUREREREREREFDdMRhERERERERERUdwwGUVEREREREREJDGfP4C6RpvUYcQFk1FERERERERERBLbur8Rv3nhc7g9fqlDiTkmo4iIiIiIiIiIJHbK6oRcDqhUfT9V0/efIRERERERERFRgrMILmToNZDLZFKHEnNMRhERERERERERScwquJFlSJE6jLhgMoqIiIiIiIiISGJWmwuZTEYREREREREREVGs+QMBNNvcyDRopA4lLpiMIiIiIiIiIiKSUKvdA1EEK6OIiIiIiIiIiCj2LIILAJCpZzKKiIiIiIiIiIhizCq4AQBZbNMjIiIiIiIiIqJYs4Yqo9imFx8PP/ww5syZgxEjRuDw4cNdHj/bE088gYqKCixevBiLFy/GAw88EI+wiYiIiIiIiIiiwiq4kapRIlWjlDqUuJD8Wc6dOxfLli3DDTfcENHx81myZAl+9rOfxSpEIiIiIiIiIqKYsQiufrOTHpAAyagJEyZ06zgRERERERERJQ+fP4B3ttZi3oRB0KWqpA4nIVltLmT1kxY9IAHa9KJh7dq1uOqqq/Dd734Xu3btkjocIiIiIiIiImpX22jD21tq8f7241KHkrCsghuZelZGJY3rr78eK1euhEqlwpYtW3Dbbbfh3XffRUZGRsTnyMrSxTBCosjk5OilDoEoZri+qS/j+qa+jmuc+jKu7/g4dsoOANiyrxG3LCmDStkn6mKixuXxwd7mxaB8Y9TXZKKu8aRPRuXk5IT/f9q0acjPz8eRI0cwadKkiM9hsdgRCIixCI8oIjk5ejQ12aQOgygmuL6pL+P6pr6Oa5z6Mq7v+DE1CgCAFrsb72+pxuTRuRJHlFgaLA4AgEaBqK5JKde4XC7rtPAn6dORp06dCv//wYMHYTKZUFxcLGFERERERERERBQiODwAgCyDBpt2npQ4msRjFdwA0K9mRkleGfXggw9i/fr1MJvNWL58OdLT07F27doLHgeAFStW4I477sBFF12ERx99FAcOHIBcLodKpcIjjzzSoVqKiIiIiIiIiKRjc3qhUSsw55KBeG3TMZxssmNgDsflhFgFFwAgsx8lo2SiKPb7/jS26ZHUWCJMfRnXN/VlXN/U13GNU1/G9R0/z7x9AMfqW3Hfsgm4+6mtmFGejxvnj5A6rITx5ifVWLOlFn+7ZxaUiug1sLFNj4iIiIiIiIj6JcHpgSFNDX2aGhNH5mDr/ka4PD6pw0oYVpsbBp06qomoRNd/nikRERERERERxZ3N6YU+TQ0AmD1+IFweP6q+PNXFo/oPq+BCpr7/tOgBTEYRERERERERUQwJTg/0aSoAQGmhAYMG6PDRThM4NSjIKriRZdBIHUZcMRlFRERERERERDEhiiLsTi8M2mBllEwmw+zxhTh+2o7qekHi6KQnimKwMqofDS8HmIwiIiIiIiIiohhxun3wB0ToU1XhY1PG5CJFrcCHO00SRpYYHC4fPL4Ak1FERERERERERNEgODwAAH17ZRQApKiVqBibhx2HTsPe5pUqtIRgaXUBADL1bNMjIiIiIiIiIuo1mzOYbDKkqTscnz2+ED5/AJ/ubZAirIRhtQWTUVlGVkYREREREREREfWazdleGZWm6nB8YI4OwwYa8dEuEwL9eJC5VXADYGUUEREREREREVFUCO2VUfqzKqOAYHXU6ZY2fFlrjXdYCcMquKBUyDq0MfYHTEYRERERERERUUzYHOevjAKAS0YMgD5NhU39eJC5RXAhU58CuUwmdShxxWQUEREREREREcWEzelFmkYJpeLc9INKKcf0sgLsPmqGVXBJEJ30rIIbmYb+1aIHMBlFRERERERERDEiOD2dtqDNGlcAiMDmPfVxjCpxWG0uZBr61/BygMkoIiIiIiIiIooRm9Nz3ha9kOz0VFxUmoWP99TD5w/EMTLp+QMBNNtYGUVEREREREREFDU2pxeG8wwvP9Os8YVotXuw+4g5TlElhla7B6IIVkYREREREREREUWL4PTA0EllFACUlWQhy5CCTbv61yBzS/ucrEw9k1FERERERERERL0WCIiwt3mh66IySi6XYea4Ahysa0aDxRGn6KRnFdwAgCy26RERERERERER9Z7d5YUoosvKKACYXl4AhVyGj3b1n0HmoR0E2aZHRERERERERBQFNocHAGDoZDe9EKNWjUtG5GDLvga4vf5Yh5YQrIIbqRolUjVKqUOJOyajiIiIiIiIiCjqbE4vAECf2nVlFADMHl8Ip9uH7QdPxTKshGERXP1yJz2AySgiIiIiIiIiigHBGayM0kdQGQUAwwelozBbi007+8cgc6vNhax+2KIHMBlFRERERERERDEQqowydDHAPEQmk2HW+ELUNtpQ0yDEMrSEYBXcyNSzMoqIiIiIiIiIKCpsTg9kAHQRtukBQMWYPKhVcmza1bero9xeP+xt3n45vBxgMoqIiIiIiIiIYkBweqFNVUEul0X8mLQUJaaMzsP2L0/B4fLGMDpphXbSY5seEREREREREVGU2Bwe6NMir4oKmT2+EB5fAFv3NcYgqsRgFdwAwAHmRERERERERETRYnN6Ip4XdaaiPD1KCwz4aLcJoijGIDLphSqj2KZHRERERERERBQlgtMb8U56Z5s1vhANFicOHW+JclSJwSK4IAOQwQHmRERERERERETRYXP2rE0PACaNGgBtihKbdp6MclSJwWpzw6BTQ6non2mZ/vmsiYiIiIiIiChmfP4AHC5fj9r0AEClVODSsnzsOmJGi90d5eikZxVcyNT3zxY9gMkoIiIiIiIiIooye1twJzxDDyujAGDWuEL4AyI276mPVlgJwyq4kdVPh5cDTEYRERERERERUZTZnMFklL6HlVEAkJuZhjFDMvDx7nr4A4FohSY5URSDlVH9dHg5wGQUEREREREREUWZ4PQAQI9nRoXMGj8QzTY39h61RCOshOBw+eDxBZiMIiIiIiIiIiKKFpsjmIwy9HA3vZBxw7KQoddg0y5TNMJKCJZWFwAgs5/upAcwGUVERERERDF0ssmOf77/FQIBUepQiCiOotGmBwAKuRwzywuwv8aK083OaIQmOastmIzKMrIyioiIiIiIKKpEUcQL6w5h0y4TmlrbpA6HiOJIcHogl8mQlqLs9bmmlxdALpPho119Y5C5VQjuDsjKKCIiIiIioij74qsmHDMJAIBWu0fiaIgonmxOD/RpKshlsl6fK0Ovwfjh2fh0XwO8Pn8UopOWVXBBqZBB38sWxmTGZBQREREREUWdzx/Afz4+Bm17VUSrg8koov7E5vT2enj5mWaPL4S9zYsdh05H7ZxSsQguZOpTopKoS1ZMRhERERERUdR9tMuE081tuH7uMABAi90tcUREFE+C09PreVFnGlWUgdzMtD4xyNwquJFp6L8tegCTUUREREREFGVOlw9vb6nFqKIMVIzNg0Iug8DKKKJ+xeaIbmWUTCbD7HEFOGYScPyULWrnlYLV5kKmof8OLweYjCIiIiIioih777M62Nu8uG72UMhlMhi0alZGEfUztjYPDFGsjAKAaWX5UCvl+CiJq6P8gQCabayMYjKKiIiIiIiixiq4sH7HCUwZk4uiPD0AwKhVc2YUUT/i9QXQ5vZHfUC3NkWF8cNz8MXhJgREMarnjpdWuweiCFZGSR0AERERERH1HW9sroYoAlfPKAkfM2rV3E2PqB+xOYN/3qPZphdSVpoFm9OL2obkbNWzCC4AQKaeySgiIiIiIqJeO37Khq37GzFvwkBkG1PDx406DVrZpkfUb9icXgCIepseAFxUkgUZgL3HzFE/dzxYheBnYRbb9IiIiIiIiHrvtU1HkZaixJUVRR2Op+vUsDm98AcCEkVGRPEktFdGxSIZpUtVoaTQgL3HLFE/dzxYQ5VRbNMjIiIiIiLqnf3VFhyobcZV04qRltKxNceoVUMEIDi80gRHRHEVyzY9ACgrzUZtoy0pKy6tghupGiVSNUqpQ5EUk1FERERERNQrgYCIVzcdRU56CuZcXHjO7UZdsB1F4BBzon4hlHjWx6AyCgDKS7MAAPuqrTE5fyxZBFe/30kPYDKKiIiIiIh6acv+BpxscuAbM0uhVJz7FcPYvqNWSxJWMRBR99mcHigVMqRqFDE5/6ABOqTr1Ek5N8pqcyGrn7foAUxGERERERFRL7i9fryxuRolBQZMHDngvPcx6oLJqFZWRhH1CzanF/o0NWQyWUzOL5PJUFaahQO1Vvj8yTWLziq4kalnZRSTUURERERE1GPrd5xAi92D62YPveAXz1BlVDLOdyGi7hOcnpjNiwq5qCQbbW4/jp5sjel1osnt9cPe5u33w8sBJqOIiIiIiKiHBIcH71XVYfywbAwflH7B+6mUCmhTlKyMIuonbE5PzOZFhYwekgGFXJZUu+qFdtJjmx6TUURERERE1ENvbamBxxvANbNKu7yvUadBq53JKKL+wOb0whDjyqhUjRIjBqdjb3UyJaOC1aEcYM5kFBERERER9UCDxYGPd9Vj5vgC5Gdpu7y/UatGi4NtekT9gRCHyigAKCvJQr3ZAXNLW8yvFQ2hyii26TEZRUREREREPfCfj45BrZJj8bTiiO5v1KlZGUXUD7g9fni8gZjPjAKAsqHZAIA9SdKqZxFckAHI4ABzJqOIiIiIiKh7Dp9owa4jZiycUgSDNrLqB6NWjVaHB6Ioxjg6IpKSzRlMOhviUBmVm5GKAemp2JckrXpWmxsGnRpKBVMxfAWIiIiIiChioiji1U1HkaHXYP7EQRE/zqjVwOsLoM3tj2F0RCQ1wekFAOgjTFT3hkwmQ1lpFg7WNcPtTfzPFqvgQqaeLXoAk1FERERERNQNOw6dRnW9gCXTi6FRKSJ+nFEX/GLayrlRRH2a0F4ZFY82PQAoG5oFry+Ar443x+V6vWEV3Mji8HIATEYREREREVGEvL4A/vvxMQzM0WLa2PxuPTa9vUqCc6OI+rZ4tukBwIhB6VCr5Ak/N0oUxWBlFIeXA2AyioiIiIiIIrRplwlNLS5cN3so5HJZtx5r1AWrAbijHlHfZmtv04tXMkqlVGB0USb2HrUk9Ew6h8sHjy/AZFQ7JqOIiIiIiKhLTpcXa7bUYPSQDIwpzuz248NteqyMIurTbE4P1Eo5NOrI23h7q2xoFiyCC/UWZ9yu2V2WVhcAIJM76QFgMoqIiIiIiCLwzrY6OF0+XDd7KGSy7lVFAUCaRgmlQo5WB5NRRH2Z4PBCH6eqqJCykiwAwN5j5rhetzustmAyKsvIyiiAySgiIiIiIuqCubUNH3x+EhVj8zA4V9+jc8hkMhi1arTa2aZH1JfZnB4YtPEZXh6SaUjBwBwd9iXw3CirEPzsY2VUEJNRRERERETUqdc3V0MmA66eUdKr86Tr1KyMIurjbM74V0YBQFlpFo6cbIXT5Yv7tSNhFVxQKmTQa+P/2iQiJqOIiIiIiOiCahsFVB04hcoJg3o9eNegVXNmFFEfJzg90KfFt9noRygAACAASURBVDIKCCaj/AERB2qtcb92JCyCC5n6FMh70ObcF0majHr44YcxZ84cjBgxAocPH+7y+Nn8fj8eeOABzJs3D5WVlXjttdfiETYRERERUb8giiJe/fAodKkqXD6lqNfnS9dpWBlF1IeJogib0yNJZVRpoQHaFGXCzo2yCm5kGtiiFyJpMmru3Ll46aWXUFhYGNHxs61ZswbHjx/H+vXr8corr+CJJ57AyZMnYxkyEREREVG/8cWh0zh0vAWLpg1BWoqy1+czatWwt3nh8weiEB0li1PNTjz/7kEmIvsBl8cPn1+EQYJklEIux5jiTOw7ZkFAFON+/a5Yba5eV5f2JZImoyZMmID8/PyIj5/t3XffxbXXXgu5XI7MzEzMmzcP69ati0WoRERERET9ij8QwPPvHMCAjFTMGt/5L4kjZdQFv6AKTEr0GwFRxLNrD+KTvQ145u0DCAQSL0lA0SM4g3+2pWjTA4Dy0mwITi/qGm2SXP9C/IEAmm2sjDpTUs+MamhoQEFBQfjn/Px8NDY2ShgREREREVHfsGVfI4432nDNzFIoFdH52mDUBb+ItXBuVL+xeU89jp5sxfhh2ThY14w3P62WOiSKIZvDCwCStOkBwJiSTMgA7E2wXfVa7R6IIlgZdYbe19r2AVlZOqlDIEJOTs+2SSZKBlzf1JdxfVNf9f72ExhRlIEFl5ZAFqWBu0Pad7kSFXL+2ekHmgUX/vvRMVxUmo0Hbp2KJ17djXe21uHiUXmYODpP6vAA8DM82o6dsgMAigrTJXltcwAML8rAwePN+F5OWdyvfyFN7Qn44oEZcX9dEnWNJ3UyKj8/H/X19SgrCy6ysyulImWx2FkuSpLKydGjqSmxSkmJooXrm/oyrm/qq5wuHxosDsyfUgSz2R6184pePwDgRH0rSnP5C+G+7um39sPt9eP6OaUwm+34xvRiHKq14o8vfYFf3TwR2empksbHz/DoO9nQCgDwe7ySvbajB6fjzU9qcKzWAoNWmgqts1UfbwYAKMVAXF8XKde4XC7rtPAnqdv0FixYgNdeew2BQABWqxUffPABLrvsMqnDIiIiIiJKavVmBwBgcF50f6OuT1NBBqDF7o7qeSnx7Ku2YPvB07iyYgjys7QAALVKgduWjkVAFPGXN/fD6+Mg+75GcIba9KSZGQUAZaXZEBFcg4nCKrgAsE3vTJImox588EHMmDEDjY2NWL58Oa644opOjwPAihUrsG/fPgDA4sWLMXDgQMyfPx/XXXcdfvjDH2LQoEGSPBciIiIior7iZHs1VFGeIarnVSrk0KWpOMC8j3N7/Pjn+18hPysNC6cUdbgtNyMNt1wxGrWNNry88YhEEVKs2JwepKgVUCkVksUwOFcHo06dUHOjrIIbqRolUjVJ3ZwWVZK+Evfddx/uu+++iI8DwP/93/+F/1+hUOCBBx6IWXxERERERP2RqckBjVqBnPRUWCzRa9MDAKNWzQHmfdxbW2pgbnXh3hsuhkp5bv3DxcNzsGDSYKzbfhxDBxpRMSYx5kdR79mcXhgkGl4eIpPJcFFJFr74qgk+fyBqGzD0hkVwcSe9s0j/rhARERERUUIxNdlRmK2FXB6dweVnMuo0aGVlVJ91/JQN67efwIzyfAwflH7B+31jVgmGDzTihXWHYGqKbsKTpGNzeiRt0QspL81Cm9uHY6ZWqUMBAFhtLmSxRa8DJqOIiIiIiKiDerMDhdnamJw7XatGq4Mzo/qiQEDEC+sOQZeqxLWzh3Z6X4VcjpVLxiJFrcRTb+xHm9sXpygplgSHF3qJK6MAYPSQTCjksoRp1bMKbs6LOguTUUREREREFCY4PBCc3pgloww6NVrtHogid7Puaz7ceRI1DTZcP28YtCldV8ek6zRYuWgMTjU78cK6Q1wTfUCiVEalapQYPig9IZJRbq8f9jYvMvVs0zsTk1FERERERBRmat9JrzDnwlty90a6VgN/QITDxUqYvsQquPDfzdUYU5yJyaNyI37cyKIMXD2jBNsPnsaHO00xjJBiLSCKsLd5YdBKXxkFAGWlWTCZHTC3tkkaR2gnPbbpdcRkFBEREVEPiKKImvpWBPibfOpjQvN7CnNiUxll1AW/qLbY2arXl7y04TDEgIibLhsBmax7s8YWTilCeWkWXt54JGFm/FD3OV0++ANiQrTpAcFkFADsk7g6yioEP+s4wLwjJqOIiIiIemDXETPu+ONHuP+57fjiq9NMSlGfYTI7oE1Rwhij6obQeTnEvO/YebgJu46YsejSYgxIT+324+UyGb531Whk6DX461v7YXNybSSj0PuWCG16AJCXmYac9BTJW/VClVGcGdURk1FEREREPVDbKEAul8HnF/HUG/vxwPM7sPNwE2eeUNIzmR0ozNF1u7olUkZdsDqglZVRfUKb24eXNhzGwBwd5k8c1OPzaFNUuG3pWAgOD/5vzZcIBPhZmmxsTi8AwJAglVEymQxlpdk4WNcMj9cvWRwWwQUZgAzOjOqAySgiIiKiHjA1OZCfpcWD35uMFVeOhsfrx5Ov78Ov//E5dh8xMylFSUkURZiaYreTHsDKqL7m9c3VaLG58Z2FI6BU9O7r5ZA8A75dORz7a6x4Z2ttdAKkuBEciVUZBQRb9Ty+AA4db5EsBqvNDYNO3es/H30NXw0iIiKiHqg3OzA4Tw+5XIaKsXl4cMVk3HLFKDjdXvz5v3vxmxc+x95jTEpRcmm2udHm9sVsXhQApKgVUKvkaLUzGZXsqusFfPjFScy+uBClBcaonHNmeQEqxuThrU9rsL9G+p3QKHJft+klRmUUAIwcnA61Ui7p3Cir4EKmni16Z2MyioiIiKibvD4/Tre0YXCePnxMIZdj2kX5+O2KKVi+cCTsbV489tpe/PafX2B/tYVJKUoK4Z30YlgZJZPJkK7VsDIqyfkDAbyw7hCMOjW+MbM0aueVyWRYdtkIFORo8czbX4bn7VDiC7XpJVJllEqpwKiiDOyR8JdDVsGNLA4vPweTUURERETd1GBxQhSBolzDObcpFXJMLy/A774/BTcvHIlWuxuPvroHq1bvxIFaK5NSlNBMTe3JqBxdTK9j1Kk5MyrJbdhxEidO23FD5XCkapRRPbdGrcBtS8bC5w/gr2/uh88fiOr5KTYEpwfaFGXCtaOVDc2GudWFRqsz7tcWRTFYGcXh5edIrFVCRERElARC1SNnVkadTamQY0Z5AVbdWoFll42ARXDhjy/vxsMv7cShuuZ4hUrULSazHUadGrrU2FY2GLVqtLBNL2mZW9rw5qfVGDc0GxcPz4nJNfKztFh++Sgcqxfw6qajMbkGRZfg9EKXQC16IWUlWQCAPUfj36rncPng8QWYjDqPiJNRo0aNwt133x3LWIiIiIiSQr3ZAYVchoIIqkeUCjlmjS/EQ7dW4Mb5w3G6pQ2P/HsXHvnXTnx1nEkpSiyxHl4eYtSxTS9ZiaKIf64/DBlkuHH+8JjtuggAE0cOwLwJA/HB5yex/eCpmF2HosPu9MCQQC16IVnGFBTmaLH3mDnu17a0BttMM7mT3jkiTkZptVoUFBTEMhYiIiKipFBvdmBARipUysiLzFVKOeZcPBAPr6zAt+YNQ4PFiYf/tQu///cuHDkp3S4/RCEBUUS92YHC7Ni26AHByqg2t0/S7dapZ3YcOo191RYsnVESl2qP62YPRWmhAc+/dwgNFkfMr0c9Jzi9MCRgZRQQ3FXvyMlWtLl9cb2u1RZMRmUZWRl1tm5VRh09yvJIIiIiIpO559UjKqUClRMG4eGVFbh+zlCYmuxYtXonPvj8RJSjJOoec0sbPL5ATHfSCzHqgl9YWR2VXBwuL/71wREU5ekx75KBcbmmUiHHDxaPhUohx1/e2A+3hwnMRGVzehJqePmZykqy4A+IOFBjjet1rUJwNh7b9M4VcTJqxYoV2Lx5M7Zs2RLLeIiIiIgSmsfrR1NzGwp62cqkVikwf9JgPPyDqRiQkYqDnCNFEvt6eHkcklHaYMtKK+dGJZX/fHQMNqcHNy8YCbk8du15Z8s0pODWRWNQb3bgxfcPcSOIBBQIiLA7vdAnaGXU0IFGpGmU2Fsd37lRVsEFpUKWsEk6KUW87YHVasX06dOxYsUKzJs3D2PHjkVOTs55e4SXLFkS1SCJiIiIEkWDxQkR0dttTKNSYEB6Kppt3FmMpBUazF+QFftkVHq4MorrPlkcPtGCj3fXY/7EQSjqZPOGWBlTnInF04vx5ic1GDk4A9PLOUImkdjbvBCBhE26KORyjC3JxL5jFgREEfIYzjo7k0VwIVOfErfrJZOIk1H33nsvZDIZRFHE+vXrsX79egDokIwSRREymYzJKCIiIuqz6sNf2NOids50vQYnmuxROx9RT5jMDmQZUpCqifgrQo8ZdcHKKO6olxx8/gBefP8rZBk0WDK9WLI4rpw6BDu/asKn+xqYjEowNmfwz7JBm5iVUQBwUUkWth88jeOnbBiSZ4jLNa2CG5mGyIeXt7Q0w2azYdCgwTGMKjFE/DfNqlWrYhkHERERUVIwte+kl5sZvWRUhk4DweGBPxCAQh75UHSiaDI12ePSogcA+lQVZDJWRiWL96rqUG924EfXlCFFHftk5YXIZTKMGJyBj3eb+HmZYASnFwAStk0PCCajZAD2HrPELxllc2Hk4IwL3u71erBnz25s27YFVVVb8eWX+5GamorNm7dDqZTuz1o8RPzsli5dGss4iIiIiJJCvdmB3Mw0KBXR+xKUoddAFIPzczjklKTg8wfQYHHiotKsuFxPLpfBoFVzZlQSaLQ6sWZrHSaMHIDyodlSh4PiAj02fB6AqcmBwbnxbxek8wtVRiVqmx4QrNoakm/A3mMWLJoW+wo/fyCAZlvHyihRFFFXV4Nt27Zg27Yt2LFjO9ranFAoFCgrG4eVK2/HnDnz+nwiCuhGMoqIiIiIAJPZjqIo/0Y1XR/8h2qz3c1kFEnidHMb/AERA7OjMwstEkatmrvpJThRFPHiukNQKeX49rxhUocDACjJD37+1jQITEYlEFt7ZZQhgSujAKC8NAtvfVoDwemJeaytdg9EEdDI3Xj//fdQVRVMQDU2NgAABg0qwlVXLUFFxTRMmDAJen3/Ws9MRhERERFFyO31w9ziwtSx+VE9b0b7/JxmwQ1wDApJIDS8PF5tegCQrtOwMirBbd3fiEPHW3DTZSOQrot87k0s5aSnQpuiRE2DgJnjCqUOh9oJDg9kAHSpiVsZBQBlQ7Pw5qc12F9tifrf5SGh1ru16zfi0Acf4b5XjkMURej1BkyePAXf+95KVFRMQ2HhwJhcP1lEnIyaO3duRPeTyWT44IMPehwQERERUaJqsDiCO+llR/cLe8YZlVFEUjA12SGTAflRHMzfFYNWjbpTtrhdj7rvg89PYnCuDjPHJU6WXCaTobjAgOp6rp1EYnN6oE1VQS5P7F3jBufqYdCqsfdY9JJRF2q9k8sVSM0cgm/f9H1cNm82Ro8e2y/a7yIV8SshiuJ5j9vtdgiCAAAYMGAAX1wiIiLqs0xN7TvpRTkZpUtTQamQocXGZBRJw9TkwICMNKiUirhdM12nhs3hRSAgJvwX2P7I6wvgZJMdl00anHDb0pfkG7CmphZujx8adfzWLF2YzelN6J30QuQyGcpKsrDzcFOvhuC3tDTjs8+qOm29a0E+1nzWiNt/OCMuu5Qmm4hfkQ8//PCCt9XV1eHBBx9EW1sbnn322agERkRERJRo6tt30huQkRrV88plMqTrNKyMIsmcNDswMMpJ1q4YtRoERBG2Ni+MSfAltr8xme3wB0QU5SXeHJvifANEEag7ZcPwQelSh0NA+wymxG7RCykrzcKn+xpwzCREvH7Ot+tdV613L60/jFSNkomoC4jKq1JUVIQnn3wSV155JZ588kncfffd0TgtERERUUIxmR3Iy4ruTnoh6XoNK6NIEl6fH6ebnZg8akBcrxtKQLXa3UxGJaDaxmAbXKImowCguj7yZALFluD0YtCA+G2A0Bujh2RCIZdh7zHLBddPJLveVVRM67T1ziK4OuykRx1FLUWn0WgwdepUrF27lskoIiIi6pPqzQ6UFER3J72QDJ0Gxzk/hyTQYHFCFIHCnPh+kQwNxOaOeonpeKMNaRolcoyJt8OnQatGtjEFtY2C1KFQO3sSVUalpSgxbKARe4+Zcc2s0vDxSFrvurPrndXmQhZ3yL2gqNaLKZVKNDU1RfOURERERAnB5fHB3OrCpWWx2X0nQ6/BnmNmiKIIWYLNZ6G+LVaz0Lpi0AWroVrYnpqQahttKMrTJ+znUXG+AdX1TEYlAp8/AIfLB0Na8lQ4lpVm4+UPDuHDjz/Fl/s+x7ZtWyJqvesOq+BGSYExypH3HVFLRlmtVmzYsAH5+bH5BxoRERGRlBosTgDR30kvJF2ngccbQJvbh7SU5PjtMvUNJ812KOQy5EZ5FlpXQq15AiujEo7PHxxePu+SQVKHckHF+QbsOHS6fVZR8iRB+iJ7mxcAoE/wyihRFFFbW4Nt2z7Fpo83Y+8XO3DXa+5utd5Fyu31w97mRaaebXoXEvEr/OSTT573uN/vR2NjIzZu3AibzYa77rorasERERERJYpYV49ktP+DtdnmZjKK4srU5EB+jGahdUajUiBVo0CLncmoRFNvdsDnT8zh5SHF+cHYahsElJVmSxxN/xZKKOsTMCnY3NyM7du3hWc/nTrVCAAYPLgIhcOnYviYS3D/Hd+MuPUuUlbBBQBs0+tEr5NRITqdDj/4wQ+wYsWKXgdFRERElGjqzQ4oFdHfSS8knIyyu+M+u4f6t3qzA6WF0rSSGLUazoxKQHUJPLw8JNhCGBxizmSUtGzOxKmM8ng82LNnZ3jXu4MHvzyj9a4CK1b8INx6t3r9V/h0XwNSUtOiHodVCLYfc4D5hUWcjHrxxRfPe1wul8NgMKCkpKTXpWxEREREicpkdiAvUwuFPDbVI+lnVEYRxUubOzgLbUZ5gSTXN2rVaOXMqIRTe8qGFLUiZsn3aEhRK1GYrUVNAzd+kJrNGUwoGyTYFVMURVRXHwtXPn3xxQ64XG1QKpUoKxuH2267A1OmTMPo0WOgUCg6PHbc0Gx8uNOEXUfMmDQqN6pxhSqjMlkZdUERZ48mTZoUyziIiIiIElq92Y6hA2O3hXhGaJgzk1EUR/WWYPtprGahdcWoU6O2kcmERHO80YbBuXrIE3R4eUhxvgG7jnDjB6kJ4cqo+CSjrFYrPvtsazgB1dR0GgAwZEgxliy5OrzrnVbbeZXx6OJM5GWmYe22OkwcOSCqa8giuCDD11XPdK5utelNnjwZEydOvOB9Pv/8c1RVVeH222+PSnBEREREiaDN7YNFcGNGDL+wq5QK6FJVaOb8HIqj0Cy0whxpklHpOg1a7RZJrk3n5w8EcOK0HTPHFUodSpeKCwz4ZG8DmlpdGJCeuFVcfZ3N6YFcJkNaSmw6pTweD3bv3hlOPh069CUAwGg0YvLkqZgyJfhfQUH31qxcJsPlU4rw3LsHsa/aEtV2T6vNDYNOHfdZfMmk2zOjOktG7dixA0899RSTUURERNSnxKt6JF2nYWUUxZWpyQG1Uo5sib7IG7VquL1+tLl9SNVw5EciaLA44fEFMCSB50WFlOQbAAA19QKTURKyOT3Qp6miVkkniiKOHTvaPvcp1HrnglKpQnn5ONx++48xZco0jBo1+pzWu+6aMiYXb31ajXe21uGikqyoVUdZBRcy9WzR60xUP/H9fj/kMZqjQERERCSV+qb4JKMy9BrOjKK4qjfbUZCtlawdy9jenio4PExGJYjQ8PLBSZCMKsjWQq2Uo6ZBwOTR0Z35I4Uva63YddiMG+YPlzqUbhEc3l636F2o9a64uARLl17b3no3EWlp0f17WKmQY8HkIry04TAOn2jBiMEZUTmvVXBjoEQVp8kiqp/4+/fvR0ZGdN48IiIiokRhMjugUsqRE+PfvGfo1ag7xfk5FD8nzQ6MLc6U7PpGbXCeSovdjdzM6O9oRd1X12iDWiVHfhK8H0qFHIPz9KhuEKQOJSp2Hm7ChztNuHJqEYy65Jk1FKqM6o6uWu8qKqZhypSpyM+P/eYK08vysWZLDdZuq4tKMkoURVgFF8pKs6IQXd/VaTJq2bJlHX5+4403sH379nPuFwgE0NDQgPr6elxxxRXRjZCIiIhIYvVmB/Iz0yCXx7Z6JF2ngc3hgc8f4JwJijl7mxetdg8Kszsf8htLocqoVgdnpSWKulM2DB6gj/nnXbSU5Bvw0S5Tn/jcdLh8AICaBhvGDUumZJQXxQWd/7Imkta7ioppGDmy96133aVWKVA5cRD++3E16hptKOplVaDD5YPHF+BOel3oNBl1ZuJJJpPBZDLBZDKdcz+5XI709HRcfvnl+PnPfx79KImIiIgkZDI7MGJw7HbSC8nQayACaLV7kGXkP2IptkxNdgDSDS8HgjOjgOCaJ+kFAiKOn7Lj0rJ8qUOJWHG+Aet3nEC92YHBuYnfWtgZhyu4K111g4Bxw6I3TDvWhAtURlmtFlRVbW1PQG2NW+tdT8wePxDvVh3H2m21uG3pRb06l6XVBQDI5E56neo0GXXo0KHw/48cORK33347h5MTERFRv+J0+dBsc8d8XhTw9RbQzXY3k1EUcyZzfGahdUaXqoJCLmNlVII41eyE2+tHURIldYoLgkPMqxuE5E9GtYUqo5Kn7dDr88Pl8UOfpobb7cbu3TvDCajz7XpXUTEtLq133ZWWosTcSwqxdmsdGiwO5Gf1/HPRagsmo/j3eOcinhm1atUqjBo1KpaxEBERESWc0E56BXH4wp7ePiOEQ8wpHkxmB1I1ynASVAoymQxGnRqtdq75RFDbPrw8GXbSC8kxpkCXqkJNvYBZ4wqlDqdXQpVRtQ0CRFGM2s5usSKKIvbuP4hTX23Evw48j98e2ZcwrXc9MW/CIKzffgLvVtXhlitG9/g8ViH4ecY2vc5FnIxaunRpLOMgIiIiSkj1caweCf3Dlcmo8zM12ZGXlQYFd2+OClOTA4U5Wsm/8Bq1alZGJYi6RhtUSjnysxN/eHmITCZDcb4hqaqJLsTp8kGjUsDh8uF0SxtyMxLvfejYercFTU1NAIBAYVHCtd51lyFNjRnjCrBppwmLLy1GtrFnm5ZYBReUClm3h7r3Nz3aTa+xsRGnTp2Cx3P+vzQmTpzYq6CIiIiIEoWpyQG1Uo7sGO+kBwDaFCWUCjlamIw6R4vdjV8+tx03LxiJ6eWJ1+KRbERRhKnJjgkjB0gdCoxaDcztM1ZIWnWNNgwaoEu6hG9xvh77ayxweXxIUUd1w/i4CYgiHC4vykuzsfuoGTX1QkIko0Ktd6Fd77766iCAr1vvBg0tx2cndLj/1koMHWiUONreWzBpMDbtNOH9z07ghvnDe3QOi+BCpj4F8gSvbJNat/6kfvrpp1i1ahWqq6s7vd/Bgwd7FRQRERFRoqg325GfpY3LPyplMhky9Go0s2XpHKeb2yCKwVkqTEb1XqvDA4fLJ+m8qBCjTo1j9a1Sh9HvBUQRx0/bMGV0ntShdFtJgQGiGEymjRicIXU4PeJy+yGKwLBBRnxZZ0V1g4ApY+L/XgR3vTsSTj7t3Pl5p613W/Y1YJf1IPTavlEFlGlIQcXYPGzeW48rpw0Jb7LQHVbBjUwDh5d3JeJk1J49e7By5UpkZGTghhtuwOrVqzFx4kQUFxfjiy++wLFjxzBnzhyMHt3z3koiIiKiRGMyOzCqKDNu18vQadimdx5WIVg5c6J9BzjqHVNTe/tpjk7iSIJtenanFz5/AEpFclXk9CVNzW1oc/t7va29FIbkB4eY1zQkbzIqNC9Kn6pGUa4+rm2HFosZVVXbUFXVsfXu613vpmLChEnnbb2zOb+Ou6+4fEoRtuxtwIYdJ3DNrNJuP95qc2Fkkq7DeIo4GfX0009DrVbjP//5D3Jzc7F69WpMnjwZt99+O0RRxBNPPIHnn38ed955ZyzjJSIiIoobp8uLFrsHhTnxqx5J12tQ22CL2/WShbU9QXfytAMBUWT7Qy+Fd9KL49q+EKNOAxHBL7VSDlPv7+pOBT93kmknvRBDmhrZxhRUJ/HcqFAySpuqRHG+AZt2mWKWoO2q9a6iYhqmTJka0a53NqcHSoUMqZrEH1AeqbzMNEwYOQAf7jyJy6cMRlpK5FVf/kAAzTZWRkUi4mTU7t27MWfOHOTm5oaPiaIIIFhSfscdd+Djjz/GE088gT//+c/Rj5SIiIgozurNTgDx2UkvJEOvwa4j5qTYSSmeLO2VUW6vH00JOtg3mZia7DCkqWBIk76aIb29DabV4WYySkK1jTYoFbKESFD2REmBAcdMyZyM8gEAtCkqlBQYsH7HCZiaHFGpVOtu6113CE4P9GnqPvf31RUVRdhx6DQ27jThqqlDIn5cq90DUeROepGIOBlls9lQUPB1ZlSlUsHpdHa4z8UXX4x33nknetERERERSchkDraExXOuToZOA68vAIfLB11q35jBEQ3W1uDuRD6/iJOn7UxG9ZLJ7IhrkrUzRl0wAdVi5456UqprtKEwR5e0rZJD8gzYfvA0BIcHhh7M+ZGao629MipFGU7K1jQIPU5GXWjXu69b76Kz653N6e2Tu8YNztWjrDQLG3acwPyJg6BRRZakC/3iJFPPZFRXIk5GZWVlobW1tcPPJ06c6HAfn88Hl4s7YRAREVHfYDI7oFbJkWWM3z8q09u/hLTY3ExGncFqc2P4oHQcrGvGidN2XDJC+l3gklVAFGEyO3DpRflShwIA4QHBgoPJKKmIoojjp2wJsbtiT5UUhOZGCSgfmi1xNN0XqoxKS1EhXaeGLlWF6gYBs8YXRvR4t9uNXbu+aE8+be1V61132JyehKiwjIUrKoqwavVObN5Tj8oJsSHhAAAAIABJREFUgyJ6jFUItpRnsU2vSxEno4YMGdIh+VReXo7NmzejpqYGxcXFaGpqwvr16zFkyJBYxElEREQUd/VmR9x20gsJ/Ua82e7GwAHSD5dOFFbBhaEDjWi2uXHiNIeY94a11QW3x58w7VihKpYW7iIpGXOrCw6XLynnRYUU5eohkyVvMsrp+roySiaToaTA0OkQc1EUceTIYVRVfd1653a7w613P/zhjzF1as9a77pDcHiRl5kYnyXRNmxgOoYPSse6z45j9vjCiKoGQ5ttsE2vaxEno6ZPn47HHnsMLS0tSE9Px7Jly7BhwwYsXboUpaWlqKurg8PhwD333BPLeImIiIjixmR2YMyQ+O2kBwTb9ABwR70zuDw+OFw+ZBlSMGiADtX1yTsXJhGEhpcPzE6MZKdKKYc2RYlWtulJpq6xfXh5Eu6kF6JRK1CYrUvaIeaONh/USjnU7e1gQ/L02HfMgja3D6ma4Nd2s7kJVVVbw/+ZzcHWu5KSUlx99XVRa73rDpvT0yfb9EKurCjCo6/uwbb9jZhe3nVVmVVwI1WjDL9ndGERv0LXX389Jk6cCKUy+JBLLrkEjz/+OB5//HEcOXIEhYWFuOeee7BkyZKYBUtEREQULw6XF612T1znRQEd2/QoKNT2kKnXQBRFbD94usMXNOqeUDIqUWZGAUC6ToNWtulJpu6UDQq5DAMTpFqup0oK9Pjiq6ak3ADC4fIiLeXrz7SSAgP8Pg/WrPsAJ4/tQVXVVhw+/BUAID09HVOmTMWUKdNQUTENubl5ksTs9vjh8QWSckZXpMYUZ6IoV493q+ow7aJ8yOWdryuL4GKLXoQi/htcp9OhvLy8w7HKykpUVlZGPSgiIiIiqZmapPnCrlTIoU9ToZktS2Fntj2EElAnTtsxfFC6lGElLVOTHRl6TYcvvlIzaNVo5Zr//+y9eXhcZ33+fZ/ZR7NLmhmNFsuS40XeZcuyZIdsTkIgAYeEBBIHExK2JkCBtilQSvoCpVeghL4lpX1LgV/Ji0mBJKSJQxaSOE5syba8L7ItW/tImn3fl/P748wZS7aWGc05M2ek53Ndua5YGp15JB2dmec+931/S8bgRAB11SpIJfzFuYpBk0WL/SfH4fBGYCqzIQehaBIVCjEuXDiPrq4DeP/Aezh5tAcn/pCEVCrFxo2b8JWvfB2dnduxcmULRKLSF837w4yAvJCdURRF4c7ORvzsj2fQc8GO9hbzrI93B6IkopcjOb8CffOb38TKlSvx8MMP87gcAoFAIBAIBGEwlnGPFNsZBTBRPRLTu4I7wBbCKsCaHYgYNX+sjpBg+qJY9GoZ+kZ9cz+QwDk0TWNoIoCNy8uvZ+lqmixMiXn/uL9sxCiHw47u7oN48/cvY2LoNF55hokZLlu2HA1rbsbq9Vvw5Jc+DqVSeN/PFTFq4TqjAGDTSiNqKiuwt2sIW1aZZnXduf0xNNfqiri68iVnMeqVV15BdXX5X6AIBAKBQCAQcsHqDEEuFaOyiJP0WPQaOYnpTcLli4KiAL1GBhFFQaWQYNRBSsznQzpNY8wVxuoid6HNhU4lhzcYL8t4Vbnj9scQjCSwtIz7oljqjCrIJCIMjAXQsbo00bW5iEQiOH68Jzv1rq/vIgBAptSgYdkG7L7vw+jo2A6z2Yz/eOkMLlv9ghSiACAQZkrXF+o0PRYRReHDHY345au9ON3vwvpl0+sisUQKwUgClRoS08uFnMWouro6uFwuPtdCIBAIBAKBIBjGnCHUVlcUdZIei0Ejn3WK0mLDHYhCr5ZDnImlNJjUZKLePLF7I0im0oJzRunUMiRTaURiSVQoFm7kR4gM2TLl5WU8SY9FLBKhsUYjqOtnOp1GX99FdHUxU++OH+9BPB6HVCrFpk1t+Mu//Gt0dm7Df/7ZhbVN1dh5Z0v2a5ssWhzutcMXikMnwF6mQGjhx/RYOtaY8dL7/Xjl4BDWNVdNK5qzkfIqEtPLiZzFqLvuugvPPfccfD4fdDpiOyMQCAQCgbCwsTpDWNdcGveIQS1HIJxAIpmGVFL6XpBS4/bHUDmpELbepMb+k2NIp+k5y2QJU7FmHGVCFKMAwBuMEzGqyAxNBCCiKDSYhDFdsVCaLFq8c9yKZCoNibg01082ese6n9xuxtSxbNly3H//A+jsvB6bNrVBqVRmvyay991retzY2OHAuB8brxNeSikQWRzOKIDpc7xjayN+8+ZFXBzxYuUSwzWPyQ7bIAXmOZGzGPWFL3wBZ86cwe7du/HVr34V69atI7E9AoFAIBAIC5JgJAF/KI666tJsztiJer5gDNV65RyPXvi4/NEpEaIGkxrxRBoObwTmSmHGV4SK1RECBcBSJTAxSpU550NxQU35WwwM2QKwVFdAJi3v8nKW5lot3jgyAqsjhMYiRQ9nit4ZDJXo6NiGzs7t2Lp1G8zm6cuvE8k0YokUVMqpQmyjWQOKAgbGhClG+UNxyKQiyGUL49yZiw+st+DlAwPY2z00gxh1ZdgGYW5yFqPWr18PgCm4e+yxx2Z8HEVROHfuXOErIxAIBAKBQCgRrHukVJtiQ0aM8hAxCjRNw+2PYdMKY/ZjrINjxB4kYlSejDpDMOqVkAtMeNBnnFFkol7xGZoIYG2TsDrECmGym4gvMSqdTuPixQtZ99NM0bsVK1blNPUuHGUcRuqrnFFymRh11WpBxQ4nEwjHoVEufFcUi0wqxm1bGvD8u/0Ymghcc365/FFQuPIaTpidnMWotrY2PtdBIBAIBAKBIBhKOUkPmCRGkRJzBMIJJFPpKYWwddUqiCgKw/Yg2laZSri68mPMKbxJegCyfTjeYLzEK1lceAIx+EJxLFkA5eUs1ToF1Eop+sf9uKm1jrPjzha9u+++B7Bt27XRu1wJRZMAMG1EtblWg6MXHIIs9w+EE9CqFles9ubWerzaPYy9XYN47GPrpnzOHYhBq5aVLB5abuQsRj377LN8roNAIBAIBAJBMFidIShk4pL1PghBjDp12YUGk7rkd3jdgWsLYaUSMWqqKjBKSszzIpFMw+YOY9MK4cV9lHIJpBIR/CEiRhUTtrx8IUzSY6EoCs212oLdRJOjd11dB3DpUh+A3KN3+RDKOKNUymu3500WLfafHIfDG4HJICwnqD8ch169uFxAFQoJdmyuw96DQxh3haZEnt3+KCo1JKKXKzmLUQQCgUAgEAiLBWaSnqpkd6Er5BLIJKKSiVGJZBr/+odTuLWtHp/csbwka2Bx+dhC2Klv8OuNKly2CjO6IlRs7jBSabpkXWizQVEUdCoZvCHiBiwmQxMBUMCCKS9nabJocfqyC5FYEkp5blveuaJ3d965E52d27Fixcqconf5EIowzijVNM4oNnbYP+4XnBgVCCcW3LmTC7e2NeCNwyN4tXsIj965Ovtxtz+GegE6T4XKvMSocDiMwcFBhMPhguN7Tz31FF5//XVYrVa8/PLLWLFiBQBgYGAA3/jGN+D1eqHX6/HUU09h6dKl13z9T3/6U+zZswcmE2PR3rRpE5588smC1kQgEAgEAmFxY3WGsKGEZbEURUGvkcNbov4chzeCNE3D7omU5Pknc6UQdurd9waTGod77QhHE2T6Wo6MOjOT9ARaEK5Ty+AjMb2iMjQRQE1VBRSyheVRaLJoQQMYtgWmLZpmsdls2Lv3jWuid9ddtxyf+MSD6OjYPu/oXT5knVGKa38PdUYVZBIRBsYC6Fhdw+s68oGmaQTC8UUxSe9qtBUy3LCxFu8cs2Ln9U2o1ikz/YZRrF9WVerllQ15XXUmJibwj//4j3jnnXeQSqWmlJX39PTgO9/5Dp588kls3bo152Pu2LEDu3fvxq5du6Z8/Mknn8SDDz6InTt34qWXXsJ3vvMd/PrXv572GHfffTf+9m//Np9vhUAgEAgEAmFa/OE4AuFEyTfsBrW8ZM4omycMAHD4BCBGBaKQSURQXzVlqsHExIpGHSGsaNCXYmllh9URglhEoaZKWO4KFr1KjnF3uNTLWFQM2QJYuWTh/f00WZjrQ/+4f4oYlcvUu46ObTCZCo/e5QPbGXX1ND0AEItEWFKjEVyJeSSWQjJFQ7MIxSgAuKN9Cd45ZsXrh0aw6/YVCEWTiCfTZJJeHuQsRtntdtx3331wuVy45ZZb4HK5cOLEieznN2zYAJfLhVdffTUvMWo6Z5XL5cK5c+fwq1/9CgBw11134Xvf+x7cbjcqKxfOpAcCgUAgEAjCY8xR2vJyFoNGjktWX0me2+ZmRCinN1ry0lyXPwaDVnHNGiZP1CNiVG6MOUMwV1YItlxXq5bh/LCn1MtYNPhCcXgCMTSaF05fFIumQgajXoF+qxfnz4dnjN5961vfwvr1W3iJ3uVDOJoABcwYKWy2aPHOcSuSqbRg/n4DYcbFqKlYnM7USq0CnWtrsP/UGO7avhTezM2jqhJ1TZYjOYtRzzzzDNxuN371q19h69ateOaZZ6aIUVKpFG1tbTh27FjBixofH4fZbIZYzIycFYvFMJlMGB8fn1aM2rt3L95//30YjUZ8+ctfRmtra17PV1W1+HKuBOFhNC68NwIEAgs5vwnlxOELDgDAupVmVOvnjmbwdX7XmjQ4etGB6mp10cUgf+YufSyRgkwph76EJeaBcAKWKtU1P+fqajU0FTI4/DFyjcmRCXcEy+p1ef+8ivXzrTNpEDpmhd5QAalEXJTnXMwMOW0AgA2rzAvqb8hms2H//v0Y6n4R71w4jp9HGEfRqlWr8PDDD+PGG2/E1q1beY/e5UMaFFRKKcwm7bSf37DShDeOjCCSApoFUjbvDDLRwoba/K8pC4WHPrwaB06P48BZG1Y1Mg685iWVgvt5CG09LDmLUfv378ctt9wyq+vJYrGgp6eHk4Xlyic/+Ul88YtfhFQqxYEDB/DYY4/h1VdfhcEwczb4alyuINJpmsdVEgizYzRq4HAESr0MAoEXyPlNKDcuDLqhlIuRjifgcCRnfSyf57dcTCGRTGNg2F30GMTQ2BVH1vnLDiyr0xX1+Sdjc4ewtrlq2p9zvVGFvmEPucbkQCyewoQrhK2rTXn9vIp5DZdkNNdLgy5U64QjFCxUTl20AwC0MnFZ/w3NNPVOrdFDZVqJv3poJ26+8QNTonfBYBLBYEAw71GcnjCU8pl/D1Vq5jXg6LlxaGTCcEYNj3kBAHQiJYifYSmQAWhbacIr7/cjlWwEAIjSaUH9PEp5jotE1KzGn5zFKKfTicbGxlkfI5VKEYkU3i1gsVhgs9mQSqUgFouRSqVgt9thsViueazRaMz+//bt22GxWNDX14f29vaC10EgEAgEAmHxYS3xJD0WQ8aN5AnEii5G2TxhNJo1GLIF4PBFSiZGJVNp+IJxVM7gzGowqbHvuBXpNA2RqLS/L6Ez5gqBRunjp7OhUzHnuS8UJ2JUERiaCMBsUKJimtJsITPT1DuZTIbW1itT76A044e/PYGVG9fDZCrdQIpcCEWT007SYzHqFFArpRgY8+OmjXVFXNnM+Bd5TI/lzs5GHDlvx+uHhiERU4v+55EPOV959Ho9xsfHZ33MwMAAqqsL/0OvqqpCS0sLXnnlFezcuROvvPIKWlpapo3o2Ww2mM2Myt3b2wur1YqmpqaC10AgEAgEAmHxQdM0xpwhbFpR+o0LG43zBmNYUsROl3giBbc/ho7VNYwY5Y0W7bmvxhuIgQZQNUMhbL1RjXgyDZsnDEuVcEUWIWBlu9CMwq2n0GXcH2SiXnEYmghgWd30sTChYbfb0N19MPvf1VPvOju3o7V16tS7WDwFEUWhf9yPjctLf02fjVA0MW15OQtFUVhqEVaJeSDMxPQWu/iyxKzB+mVVOHXZBZNeCVGJb2SVEzmLUZs2bcLbb78Nh8MxxY3EMjg4iPfffx8f+chH8lrA97//fbzxxhtwOp34zGc+A71ej7179+If/uEf8I1vfAM/+9nPoNVq8dRTT2W/5nOf+xy+8pWvYN26dXj66adx9uxZiEQiSKVS/PCHP5x2fQQCgUAgEAhz4Q8nEIwkUFtd+g27QX3FGVVM7F7G5d5gUkOrksHpLd1EPZefEcJmmk7ElpiPOkJEjJqDMWcIErEIphx60EqFTsWc874QEaP4JhhJwOWP4pbNwnDZXE0kEsGxYz3o6nof3d0Hs9G7ysoqdHRsy/4329Q7uUyMOqNKUALOTISiSVTrZp/C1mzR4uWBQUTjSShkpXezBUJxKGRi0u8Gxh116rILlaS8PC9yPosfffRRvPXWW3jooYfwrW99KxvHC4fDOHLkCP7pn/4JFEXhkUceyWsB3/72t/Htb3/7mo8vW7YMv//976f9mp///OfZ/58sUhEIBAKBQCAUwpgjCEAYUSadWgYKxRej2El65koljHoFHCUUo9x+5nuf6Q1+bbUKIorCiD2ALatMxVxa2THqDKK2ukLQcUatSgoKgC9Y3HN+MTI0wXTICGWSXjqdxoULvZOid0eRSCSy0bu77robnZ3bsXz5irym3jVZtDh6wV7yqaBzEYokZo3pAcz3QtPM727lktz7kfkiEElAW+QIuVBZXq/H9rU1qDeV/kZWOZGzGLVhwwZ897vfxZNPPokvfvGL2Y9v3rwZADPx7gc/+AGWL1/O/SoJBAKBQCAQioDVyUSZagUgRknEImhUMniLvDG3e8IAALOhAkadEn2jvjm+gj/cgdmdUVKJCJaqCozYgsVcVllidYSwSgAb2NkQi0TQVEiJM6oIDE4wbqHGEk5ms9km0NV1AN3dB3Ho0EF4PB4AwIoVK/HAA59CR8c2bNrUBoVidsfQbDTXarH/5Bjs3gjMhgquls4pNE0jHE3O2d3VZGEilQPjwhCj/KE4NKrFHdGbzKN3rS71EsqOvPx99957LzZv3ow9e/bg5MmT8Hq9UKvV2LhxI3bt2oXm5ma+1kkgEAgEAoHAO2POECrkEujVwrjba1DL4QkUd2Nu84ShrZBCKZegWq/EoV4bkqk0JOLiT3By+WNQK6WQS2eOgTSY1Ogb9RZxVeVHOJqAJxBDnbH0Iutc6NRy0hlVBIZsQVTrFHO6cbgkEgmjp+dIVoDq778EAKiuNmL79hvQ2bkdW7d2orqau8qVrIAz5hesGBWNp5Cm6Tl/F1qVDNU6hWBih4EwGTRAKIy8w6ZLly7Ft771LT7WQiAQCATCooSZliYtyWafMBWrM4RaY+kn6bEYNHI4fcUtELe5IzBVMps2o04Bmgbc/ihMJdjIuf3ROTs4GkxqdJ+zMQXARdxYlxOs408I8dO50JXADbgYGZrwYynPrqh0Oo3z58+hq+sAuroO4MSJ40gmE5DL5di8eQvuvvsedHZux3XXreDtmltbXQGZVIT+cT861tTw8hyFEoowReAq5dxb86UWrYDEqASaa8ujAJ8gTErffEYgEAgEwiKm57wd//HSWXxix3W4ra2h1MtZ1LCT9NoE1D2k18hxyVrcmJzNE8aaJmaCsTFTdu3wlU6MmuvOO9vRMWoPCiK6IkSyYlRZOKNk2fUS+CEUTcDhjeKGDbWcH3tiYjwz8Y5xP3m9jGtx5coW7Nq1OzP1bjPk8uIUPYtFIiw1C2sK3dWEokkAyElMb7Zo0XPeDn8oDq2qdA7eNE0jEE5AQzqjCAWQtxjV09ODF154Ab29vQgEAtBoNGhpacE999yDtrY2PtZIIBAIBMKC5PhFB/6//z2LNE3D7ildSTSBwReKIxRNCqIvisWgliEYSSCRTBVlYlEsnoI3GM/GWbJiVIlKzF3+GFY2zC4wsRP1RogYNSNWRwhymRhVM3RvCQmdSg5/KI40TZMR6TwxnOlY46Ivamr07gD6+y8DAIxGIz7wgZvQ0bEdHR2dqKqqLvi55ktTrRZvHbWWLG48F6Foxhk1R2cUADRZmN/ZwLgfG64r3c80HE0iTdNEjCIURF5i1Pe+9z3s2bMHNE1P+Xhvby9efPFF7Nq1a9rJeAQCgUAgEKZy4pITP/vjGSwxa+APxcn0KAEgxCiTXsO4BzzBOEx6/rs5bGx5eSamZ9DIIRZRcHqLGxUEgEgsiUgsiUrd7A4KnUoGTYUUI3ZSYj4TVkcQ9dXCiZ/Ohk4tQypNIxTh13XRO+jG28esqDOqsNSixdIaDfTqxTGWvZBJenNF7z72sY+js3M7li1bLpjzrcmiRTI1AqsjVNLC9pnIOqOUczujGms0oKjSi1GBMNPrpq0g0WjC/MlZjHr22Wfxm9/8Bg0NDXjsscfQ3t4Oo9EIh8OBQ4cO4d///d/xm9/8Bk1NTdi1axefayYQCAQCoaw53e/Cz148jXqTGn/1iQ145oXT8JLpUSVnzCE8MapSwzhZvIFYUcQo1qFnNjDPJRJRqNIpSuKMcvszk/Q0s7t5KIpCvVFNxKhZsDpD2FjCjWs+6DLRI18wzqsY9eejozh12YVjFx1gb7Pr1TIsrWGEqcYaDZZatNn1LCSGbAFUaeU5/3xni9499NCn0dm5HRs3bipa9C5fmjMl5v3jfoGKUawzam5hRyGToK5ahf4Sxw79mfcsmgX490EoHjmLUc899xxMJhOef/55aLVXisrq6upwzz334JZbbsFHPvIR7Nmzh4hRBAKBQCDMwNlBN376/GnUVqnwV5/YiAqFFHq1HJfHitsLRLgWqzMElUJS0h6Oq2GdUe5AcZxJrDPKZLgifBlLJUYFGLdgLtGyBpMa7xy3IpVOQywSXgynlPhDcQTCCdQZ1aVeSk6w7iRfKI56np6Dpmn0jfrQsdqMXbevwLAtiKGJAAYn/BicCODkJWdWoDJo5FfEqYxQJaRrxHwYnAhgySyuqHKI3uVDlU4BTYUUA2N+3NxaV+rlXEO2wDyHmB7AOL2O9zlB03TJ3GeBMLNmTQ5uLgJhJnIWo0ZGRnD//fdPEaImo9fr8cEPfhC/+93vOFscgUAgEAgLid4hD/71D6dQU6nEXz/QCnXmTZxOLYMvGC/pG0sCMOYKoU5gUSZDZmPuDRTHOWdzR6BTy6CQXXmLaNQrMXTBUZTnn4yLdUbNMU0PYMSoRDINuycCS5VwnG1CoJzKywHmegiA14l6464wgpEEljfooZBJsKJBjxUN+uznI7Ekhm2BjEDF/He8z5n9fKVWjqU1WjTWaNCUEarKpTsnEkvC5g5j2xpz9mNzT727F9u2XS+o6F0+UBSFJgFNobuaUDQJiVgEmTS3XsAmixbvnRpnBksUwTE7HdmYXpkLs4TSkrMYpdfrIZXOrnxKpVIYDKQ4kkAgEAiEq7kw7MH/+4eTMOmnClEAU9gbT6YRiaVQkeOdUQK30DSNMUcI7S3CmaQHAEq5GHKpGJ5AcTrFbJ5wtrycpVqvRDCSQCSWhFJevPPT7Y9CRFE59fhMLjEnYtRUrA4mvlgvoPjpbLCxOD+P0eWLo0zMbLIANRmlXIKVSwxTCvFZgWpgPIAhWwCD434cu8iItCKKwlc+vg7rlwnfKTRsY/qi1JIw/vjH58s2epcvzRYtTl92Ff06lgvhaAIqZe5rasrEDgfG/CUTo/wZZ5SaOKMIBZDzWX/rrbfi7bffxte//vVpRal4PI63334bt956K6cLJBAIBAKh3Okb9eJffn8KVVoF/vqBVmivuoOun+QEIGJUafAG4wjHhDVJD2Du6Os1cniKVHBv80SwYVnVlI9Nnqg3W7SHa9z+GAwaGUSiuZ0YlioVxCIKI/Yg2lvMcz5+MWF1hqBWSsvGwaCQSSCXieEN8idG9Y14oa2QZrvRcmE6gSocTWDIFsR/vXIObx+zClqMYqN3//PH13DuSBe+9twEgPKN3uVLU60WNJjy9lWNwjJPhCJJqHPoi2KpM6oglYgwMO7H1tWlud75w3GoFBJBTicklA85v+P9+te/jlOnTuEzn/kMvv71r6O1tRUURYGmaRw7dgxPP/00tFotvva1r/G5XgKBQCAQyorLVh9+8ruT0Gvk+JsHWqctw9WxHSnBmODEkMXCmAAn6bEY1DJ4i+CMisSS8Ifi2Ul6LEY909nk8EaLLEZFYcihLwoApBIRLFUVpMR8GqyOEGoFFj+dC51KBl+Iv3P+4ogXyxv0Bf9MKhRStDQasHW1GW8eGUEwkhCMU2Sm6J1YIoOuZjke/9ynBTf1jk+ybqJxv/DEqGgirxtRErEIjWZNSUvMA2F+p10SFgc5n/U7d+5EIpGAw+HArl27IBaLYTAY4PF4kEqlADDK+s6dO6d8HUVR+POf/8ztqgkEAoFAKAMGxv14+ncnoK2Q4YkHWmeMG2WdUWSiXslge3VqBVjybNDIcXGE/4L7qyfpsVTrmH87fcUtMXf5o2iu1eX8+HqTGheGvTyuqPygaRpWZxAda2pKvZS80KuYHj0+cPmicPljuH3L9BG9+bC1xYzXDg3j6AU7btxYuoLsyVPvDh3qgsfjATA1evfH40lYqnX41MfXl2ydpUCtlMKkV5Z8Ct10hKLJnAY1TKbJosW7J0o3tCEQikNTIQzhlVC+5CxG0TQNiUQCi8Uy5eMmk+max832bwKBQCAQFgNDEwH8+LkTUCmkeOLBVhg0M/du6FSsM4qIUaVizBlkokwCfHOt18jhDcaQpmmIeHQwsJP0ru6MUikkUMolRZ2ol6ZpeAKxnMrLWRpManSftQnKnVJqPIEYIrFU2fRFsWjVct5cbnP1Rc2HJWY1zJUVONxbXDEqHA6hp+dIVoCaPPVu+/Yb0Nl5/ZToXSyewn/uexdb1whPdC8GSy0aXLIKb3JtKJrAElN+v5OmWg3e7EnD6ggV1bHK4g/HUUv6+QgFkrMY9fbbb/O5DgKBQCAQFgzDtgD++bnjUMrFeOKBVlTOccdTKRdDJhHxOj2KMDtWp3CjTAa1HKk0jWA4wWvvj83NiFHGq5xRFEXBqFPA4Y3y9txXEwjFkUzRqNTk7hZgS8xH7UHBxXBKxZVJeuUlPuhHjreSAAAgAElEQVRVMpzlKabXN+KFUi7Oni9cQFEUtraY8PKBQXiDsZxK9+dDOp1Gb+9ZdHcfnHbq3cc+9vFZo3cj9iBoGlhaM/109IVOs0WLw712Xn9H8yEUTUKVp4A+OXZYCjEqEE5As4TE9AiFQVpSCQQCgUDgkFF7EP/83AnIpGL8zYObUJ3DpBuKoqBTy+AjMb2SQNM0xpwhdKwWZpSJddV5AjF+xShPBAaNHPJpxosb9UqMuUK8PffVuDMdWflEVxqMVybqETGKwerIxE/LzBmlU8sQiaUQS6SmPR8L4eKoD8vqdDkV4+dDe4sZ/3tgEEfO23FbWwNnx2Wjd11dB3DoUGFT7wYnmIhaY03xxQsh0FR7RcBpXW4s8WoYkqk0YvEUVHkOLzHplVApJBgY9xc9GppO0whFEtAQByqhQIgYRSAQCAQCR1idIfzoueOQiCk88WBrXiOXdWo5fMQZVRLYKJNQN+x6VowKxtAI/jaRNk94xuli1XoFTl528R4VZHH5GBdWPjE9nVoObYWUlJhPwuoIQqeWlV1sMRtdDsU5HV0fCMczwjP3E8hqq1VoMKlxuNdWkBjFRu+6ug6gu/sABgb6AXAz9W7IFoBWJcv2FC42lpg1EFGUoMSoUDQJgCnDzweKotBk0aJ/LMDHsmYlGEmABspmQidBuOQtRp0/fx7nz5+HzWZDIpG45vMUReHxxx/nZHEEAoFAIJQL464QfvTb4xBRFP7mgdZrenfmQq+SYdRRPOcJ4QpCnqQHMDE9ALxP1LO5I9i8cvoNmlGvRDKVhi8Yn7X/jCvcflaMyq/Ut8GkxoiDiFEso85Q2fVFAVeGOviCMU7FqL5Rpi+Iy76oybS3mPD8u/1weiM5uWIBIJVKobf3HLq7mal3J0+emBK9u+ee+zibejc0EUCjWSPIOHIxkEvFqDeqMDAmnBLzcJTZT6uU+XtEmixavNI1iFg8BbmMWwfhbPjDjIubFJgTCiXns97r9eKJJ57Ae++9B2DmYnIiRhEIBAJhsWFzh/HD3x4HaBp/8+AmWOZR6qlTy3F20M3D6ghzcWWSnjA37Tq1DBTFOLj4IhxNIBhJzCiiGjMba4c3UhwxKhCDXCrOO7rSYNLgz0dHSzZhSkikaRrjzhBuai3ddLf5wjouuB7qcHHEC4mYQpOFH4dhe4sZz7/bjyPn7fhQR+OMjxsfH8s4nw7i0KGD8PkYkWzlyhbs2rUbnZ3b0dq6OafoXa7EEymMOcPYKBBHUKloqtXiSK+9aC7PuQhFGGeUOk9nFMB8LzTNON74ElinIxBixSjijCIURs6v8D/4wQ+wf/9+bNu2DR/96EdhNpshFhdPgSUQCAQCQYjYPYwQlUrReOLB1nlHvfQ8dqQQZsfqDEFTIYVWoG+sxSIRtCoZPDzGOG0eZlLejDE9HeNQcvoiRdn0uPxRVGrleTs46k0qJFNpTLgjgnW6FQunN4J4Ml2WPwe2XJrrHr2+US+aLVpIJfxcY416JZprtTh0zjZFjAqFgujpOZwVoAYHB5jHG4244Yab0dm5HVu3zi96lysjjiDSNI3GEpRdC4kmixbvnhiD3RNBTWV+DmY+CGWcUfnG9ICpJeZFFaMizJqFOH2WUF7kLEbt27cPra2t+OUvf8nneggEAoFAKBuc3gh+9NvjiCdS+JsHWlFfwMSq7OYrGIMpz4gfoTDGnCHBb9gNajmvMT12kp5phs1ZtU4BCijaRD23P5Z3RA9gnFEAM0hA6L9TvmHLy8ttkh4AqCukEFEUpxNGo/EkhiaC+FDHEs6OOR1bW8zY8+YFvPN+Ny71HkdX1wGcOnUCyWQSCoUCmze34957P5GJ3l1XtMjc8ATTLbR0kZaXszSzAs6YX1Bi1HxiejqVDFVaOQbGixs79LPOKNIZRSiQnM/6VCqF1tZWPtdCIBAIBELZ4AnE8MPfHkckxghRhY5W1mU6UrzBOBGjigg7SW/bWmFO0mMxaOSweyO8Hd/miYACYNJPLwBJJWLoNXI4eFzDZNz+KOqNVXl/naWqAmIRhRF7EFt5KKkuJ0bZ+Gl1+V1PRBQFrUrKqTPq8pgfaZrmzUFitY6iq+sA9r/3Hk51HcTXfscIvC0tq7F792fQ0cFMvZPJSrOBH5wIQK2U5jUUYCFSW62CXCpG/7gfnQK47rMxPdU8nFEAMiXmRRajwglQmF+0kECYTM5i1OrVqzE6OsrnWggEAoFAKBveOzkGly+Kb3+6jZMx2XoVP7EUwuy4/TFE4ynBu2j0Gjkujnh5O77NE0alVjFrfMmoU8BZBDEqkUzDF4qjah7OKIlYBEuVikzUA+P4q9YpoJCV5/BsnUrOaWdU34gXFAVcV6fj5HjBYBBHjhzKTr0bHh4CAJjNNWhcuQXamhb8+BufQlVV/qIqHwzZAmisWbzl5SwiEYXGGg0Gi+wmmolsTE8+v7/Tplotei444A/HixY1D4bjjHtRtLjPJULh5HzWP/bYY/j85z+Pnp4etLW18bkmAoFAEDyRWBLBSCJb6ktYfEx4wqjUyrOdDYVyxRnF78Q0wlSy5eUCF6MMajlC0STiiRRkPHSK2dwRmCtnv54Z9UqcG/Jw/txXw3ZjzSemBzAT9c4P879OoWN1lHdUUaeWcXo9vDjiRYNJDeU8N/3JZBLnzp1Bd/fBbPQulUpBoVCira0dn/jELnR2bkdTUzPePTmGX792AaGkDEKQohLJNKyOED7YLoTVlJ5mixZ/PjqKZCpd6qUgFE2iQi6Zt7DDxg4Hx/1Yv4y/zrHJ+MMJUl5O4IScr8adnZ34yU9+gi996Uu4+eabsXr1amg0098JvvvuuzlbIIFAIAiRf3/pDKyOEH78+PZSL4VQIhyeCKdxOrVSCrGI4nx6FGF2xpzl0avDTrDzBGMzTrwrBLsnjPaW2WNt1XolvGcmkEimeCuABgC3j+mlmm+cqMGkRtfZCQQjCaiVizNGkkylMe4KF21zygd6tQxDmZ6jQkmm0rg85seNG2vz+jo2etfdfQCHDnUjEPCDoii0tKzGpz/9KDo7t2PDhtZronebVxjxmzcu4lCvreAINxdYnUGk0jQnLt6FQFOtFsnDaYw6grDUcOOUmy/haAIVeU4NnQzjdgP6x4opRsVJeTmBE3I+8+PxON566y34/X68+OKLePHFF6+xedI0DYqiiBhFIBAWNL1DHpzpdwNgHFLzvctKKG9sngg2r+RuRDZFUZw7AQhzY3UGoVXJBC9asGKUN8C9GBWMJBCKJmecpMdi1CtAA3D6orBU8ee4cQcYMWo+MT2AEaMAYMQWQMvSSs7WVU7YPBGk0jTqjOXrjNKq5PCH40in6YLjQIMTASSSaayon70varbo3Y4dt6Gzczva2zthMBhmPY6mQobVSytx+JwdH79xWcmjcayoR8QohiYL83MYGPNjy7q6kq4lFE1CVcDrj0ImQW21CgPj3Ai3uRAIJ7DEJOwbOITyIOcd1NNPP40XX3wR1113HT70oQ/BZDJBIiEbMAKBsLigaRrPv3s5+2+nL5rd+BAWD+FoAsFIAqY5Nu/5wnSkEDGqmJTDJD3gihjl5mGi3lyT9Fiqdcz57vDyK0a5/Mz3yH7P+ZIVoxyhRStGWR1MZ1Y5nNszoVfLQNNAIByHTl1Y6XZfpm9t+VXl5bNF77ZsmRq9y1dQam8x4Rd7e3F5zM9ZT9V8GZoIoEIugVE3P4F3oVGlVUBbIUW/AHqjQpEEVAU4owCgqUaLE5ecWWMI3wRCcWiIM4rAATmf+Xv37sWKFSvwhz/8oWRTIAgEAqHUHLvoRP+YHze11mHfcSsc3ggRoxYh7FQzk55bh4peLeN1YhphKmmaxpgzjOvXW0q9lDnRq684o7jG5mHEqLmdUcznnT5+z1G3PwpNhXTe3VhalQw6lQwj9uI5BYTGmDMEimKmC5YrOtWVCaOFilEXR7wwV1ZAp5LNO3qXL5tWGPHfr13A4XO20otRpLx8ChRFocmiLaqbaCZC0eS8+/FYmmq1eP/0OJy+KO9dpslUGuFYsmhl6YSFTc5iVCAQwF133UWEKAKBsGhJpdN4Yf9lWKoqcPf1Tdh33FqUyVIE4WH3ML/3uTbv+aJTy9E36uP0mISZcfuiiCWEP0kPAJRyCRQyMTy8OKMioCjMuYnRqWWQiEVw8Hzdc/tjBW/O6k3qRT1Rz+oIwWyo4LXbi29YAarQCaP+QADdB9+FNNyPj370ySnRu1tuuRXbtl2fU/QuX5RyCTYsq8KR83Z8csfykk0eS6bSGLGHcOvm+pI8v1BpqtXi1GUXwplpdqUiFE0UFNMDrpSYD4z7eRejAmHm56VREU2AUDg5i1HNzc1wOBx8roVAIBAEzcEzExh3hfH4x9ZCUyGFUi6Bwxst9bIIJcCWEaO4ftOnV8kQjCSQTKUhEYs4PTbhWsplkh6LQSPPTprjEpsnjGqdYs5zTkRRMOoVcPJ83XP7owVHYBtMavy5ZwSpdBpi0eL7Wxp1hlBfxn1RwBVnVL7R5VQqhXPnzqCr6wC6ug7g5MkTSKdTkMkUaG/fWlD0Ll/aV5tx9KIDF4Y9JYuMjjlDSKbSpC/qKpotWtAALo16YSlRfJGmaYQiyYJjenVGFSRiEfrH/HMOoiiUQJgRhzUC71kklAc5n/mPPPII/v7v/x4DAwNoamric00EAoEgOBLJFF56fwBNFg02rTCCymzKHDzHVQjCxO4JQ6+WQS7j1nWgU7ObrziqSLcH71yZpFcem3a9Ws5TTC+Scym6Ua/k3Rnl8kfR0liYS6XBpEYyRWPCFRb8pESuiSdSsHvC2NpiKvVSCkLPXg9zcEbNFr27+Y77MRwx41+++QDqTMWNy61fVgW5TIxDvfaSiVGkvHx6lmbcRBeHvbCsqynJGqLxFNI0DZWiMGFHIhahsUaNgSJ0YLHOKC1xRhE4IGcxymw24wMf+ADuv/9+7N69G2vWrIFGM/1FbcuWLZwtkEAgEITA28escPtjePTDLdk7qUadEmOuUIlXRigFdk8EJh6s8GwsxRuKETGqCFidIejUsoI3AsXCoJHj/LCH02PSNA27J4zranPrzarWKdA36uWtKDccTSIaTxUc02vICFAj9uCiE6PGXWHQNMr++5ZKxKiQS+ALXitGsVPvursZ99NsU+/+46UzwKgPtUZtsb8FyKVitC6vxtELdjx0+4qSOF6HbAEoZGLOB26UO2qlFCaDEheHPbixRGJUKBMRrCjQGQUATRYt9p8Y490N6medUaTAnMABOZ/5n/rUp0BRFGiaxr/927/N+gakt7eXk8URCASCEAhHk9jbNYQ1TZVT7mwa9Uqc6nchTdMQkVLQRYXdE8G65irOj6uf5Iwi8I+1TCbpsRg0cviCcU6vOYFwApFYCqbK3DaqRr0SkVgKoWgSah5iGm4/EwGs1BZWWF1TVQGJmMKII4gOLhZWRrx3agwUFoYTRqeWwReKXRO9mzz1rq1t5ql3NE3j4ogXKxr0JSvvbm8xo/usDWcH3NhwXXXRn39oIoAlZg15nzINTRYt+jgW+PMhHE0CACc3RJosWvy5ZxRjzjCvg3UCIVaMIs4oQuHkLEY9/vjjZAIDgUBYlLx+eBjBSAL33tg85eNGvQKJZBq+YHzeI8gJ5Uc0noQvFOflLrNOlSns5aEXiDCVNE1j3BXCDRtqS72UnNGr5UilaQRChU8XY8l1kh5LtY55nMMb4UeMCjBiVFWBziiJWITaKtWiKzE/N+jG28esuH1LAy/uzWJitY7C0fceTr5xCr99+kI2erdqVUvOU+8cvii8wThWNOiLuPKprG2qhEohweFeW9HFqFQ6jRF7EDe11hX1ecuFpTUaHDpngz8cL8l0uFCEcUaplYU7oyaXmPMqRkUSEIsoTtxcBELOZ9GXv/xlPtdBIBAIgsQXiuONIyPYssqEpTVTLf5sebXDGyFi1CKCLa3nQ4zSqqSgwIwyJ/CL0xdFPJEuO2cUAHiCMe7EKDc7GTLXzihGJHL6omiycB97cvkZIbbQmB7ATNQ7O+gu+DjlQiSWxK9e7UVNZQXuuaF57i8QGDNF7xQqA+64bWr0Llf6RrwAgBX1pROjJGIRNq804lCvHfFECjJp8SYcjrvCiCfTaDSXv0uOD1jR2xuIlUaMyjijKjhwRpkMSlTIJegf8/N6k8UfikOtlBKnHYETiKRJIBAIs/DKgUEkkml8bJo39pPFqFLedSUUF3vWSZLb5j0fxCIRtComlkLglzFHpry8unx6dbJiVCCGpRxVnNg8YYgoKueOssnXPT5w+6MQi6jsJLVCaDCpcfDMRMlcD8Xmf97ugzsQw7c+tbmogsd8mS16t2VLOz75yV3woB6nxig8+Vc3zSuhcWHEC5VCgtoSDylobzFj/8lxnLrsQtuq4hXLk/Ly2WGHhvhzKMnnA7YzqtBpegBAURSaarW8l5gHwgkS0SNwRt5nfiKRQFdXF/r7+xEKhfD4448DAGKxGILBIAwGA0SLcIQugUBYeNi9Eew7YcUNGyyoqbxWeKjUKkCBv00ZQZjYPczv28hTBEanlhFnVBGwOpn4Vm0196IiX+jZgnsOJ+rZPBFU6xU5Fysr5RKolVI4eRSjDBo5RKLC77qzUZVRexCrSzTJrFicuuzC/pPj+HBHI5bVFndiXD7MPPVuDR5++LPo6Ng2JXr3p0NDODp8GdF4Ckp5/hv2vhEvltfrS+7iWLXEAK1KhkO9tqKLUXKpeNr3MIQrE+FymdjIB6wzSsVR5LnJosWrXUOIxVOcT/tlCYTj0KpIeTmBG/K6qu/fvx9/93d/B6fTmZ2iwopRvb29eOCBB/CjH/0Id911Fy+LJRAIhGLy0nv9EIkofGR707Sfl0pEMGjlcPqiRV4ZoZTYPBFoKqS89SXo1XJSYF4ExpwhGDRyTuIRxUKnkkFEUfBw2Clmd4fzdvkZ9QreRHiXP4ZKjmLP9aYrE/UWshgViibwf/7UizqjCjuvn/71qlSw0TtWgJo89e7WW29HR8e2WaN3erZHLxTPW4zyBWOweSK4YWPpe+FEIgpbVpmw/+QYIrHkvIS1+TBkC6DBrOZE3F2I6EouRiUgEVOQSbgxcjRbtEjTNIZsAd4c+/5wHM164QrehPIi5yvh6dOn8fjjj8NgMOCb3/wmTp06hb1792Y/v3HjRtTX1+PNN98kYhSBQCh7RuxBdJ+14Y6OJbP2QRl1SuKMWmTYPWFeR2TrVDIM2QK8HZ/AYHWGUFtGfVEAs6HVqWXwcOSMomkaNk/+MeNqnZK3c9Ttj+K6em42OtoKGXRq2YIvMd/zZh8C4QT+8uMbIOVoUztfksnklOjd6dMnkUqloFRWoK1tCz75yV3o7LweS5c25RS702UnjMbydvf0jfoAlLYvajJbW8x46+gojvc5sG2thffnS6dpDNuCuH49/89VrihkEihk4tLF9CJJqBRSzoaENVmYOObguJ9HMSoBTUX53MQhCJucxaif/exnUCqVeP7552E0GvHMM89c85h169bh7NmznC6QQCAQSsHz716GUi7BhzsaZ32cUa/EmQFXkVZFEAJ2bwQrG3Iv0M0XnVoOfyiOdJomd7N5Ip2mMe4KY9US/n6PfKFXyzmL6flCccQSKZjz3OQb9Uocu+jg/BxNp2l4ArGCJ+lNpsGkxugCFqOOXXSg6+wEPrp9acl6gUZHR6ZE74LBACiKwurVa/GZz3wuE73bCKk0/56ZQpwrF0e8kElEgulLaq7Tokorx+Fee1HEKJsnjFgihaUC+f6Fil4jL6kzikuXtU4tR6VWjn6eeqPiiRRi8dSi6OAjFIecz/5jx45hx44dMBqNMz6mpqYG+/bt42JdBAKBUDIujnhx6rILH79pGVRzRHiq9Qp4g/GiT8ghlIZ4IgW3PwYzj84ovVoGmmas8HqOJqYRpuLwRZBIpsvOGQUwJeYT7jAnx7K52TL+/M7nar0CqTQNdyCKah13fwu+UBypNM1ZTA8AGoxqvDk0gmQqnXMvVrkQCMfx69fOY4lZjbu2LS3a8/r9fvT0sNG7gxgZGQYAWCy1uO22OzJT77ZCry9c7GWnRs6nR+/iqBfNtVrB/N5FFIX2FjPeODKCYCQBNUc9QTMxyJaXk0l6s2LQKODjMPqcD+FokrO+KJYmC38l5oEwU7hOnFEErshZjAqHw3OOUo1Go6BpuuBFEQh8QNM0Dp6ZwJZVJiIaEGaEpmn8Yd9l6NUy7NhcP+fj2RJrlz8KS1X5bWwJ+eHI9IMZeY3pZTpSgkSM4gt2kl65ilG9Qx5OjmXLlPGb5uGMAgCnl1sxyh1g/r4qOXZGJVM0JlzhbIfUQuHZNy4iFE3irz/Zyqvgkkwmcfz4MXR3M9G7M2dOIZ1Oo6KiAu3tHdi1azc6O7djyZKlnMWNWFQKCSRiKu8Jo+FoEiO2ID6yfSmn6ymU9hYz/nRoGD0X7LhpYx2vzzU0EYBUIoKljIY0lAK9Ro4hnifQzUQokuD0egcwvVFHLzgQCMc5n3rnDzOiMHFGEbgiZzHKbDbj0qVLsz6mt7cX9fVzb94IhFIwOBHAL/b2Ik3T+MD60pdZEoTJyUsuXLL6sPuOlZDnIFpOHnNOxKiFj93DOEn47IzSZzpSvMEYGkHuaPPBmCsjRpXh36xBI0ckluRkWpLNE4ZYRKFKm5/oadQxmyeHN4JVjdxFHd1+RnDgWowCgBFHcEGJUYd7beg5b8e9Nzbz8n2NjAxne596eg4hEAhAJBJhzZp1+Oxnv4iOjm1Yt24DpFJ+HRIURUGnkuU91OGS1Qca4K03Z74sMathrqzA4XO2oohRDSY1xGTK+azoNXKc6iuNMyoUTaLexG2ZfZNFCwAYGA9g/bIqTo+ddUapiBhF4Iacz/4bbrgBzz33HHp6etDW1nbN5999910cP34cn//85zldIIHAFWysYdzFTbyBsPBIp2k8v/8yzAYlrl+XW5/DFTGKTNRbDNgzTpJ8p4/lQ7awt0QdFosBa3aSXnEmWnGJIeOW88yj0Plq7O4IjHpl3pvVSq0CFHXFKcgVbj9zvHzFsdmoqaqARExhxB5E5xrODltSfMEYnn39AposWtyxdQknx/T7/ThypDsrQFmtowCA2to6fPSjH0Vrazva2zug1RZ/ipZWJc87RtU36oVYRGFZrbCmflEUha0tJrx8YBDeYIw392uapjFsD6BjTQ0vx19IGDQKhKLJkkR5Q9HEnHUQ+dJYowEFYGDcz4MYxbwvITE9Alfk/C7sC1/4Avbu3YtHH30UDz30EKxWKwBg3759OHLkCPbs2QOj0YiHH36Yr7USCAXBdmNMEDGKMAPd5yZgdYTwxZ1rcn5Doq2QQiYVkYl6iwS7J4IKuQQqHkUMNqbnLVGHxWLA4YkULOSUCn2mT8kTKFyMsnnC8+o/k4hFqNIq4OT4uufyR6GQiTkdey8WiVBbrVowE/VomsZ/v3YB8WQan72rZd6ul0QigTNnTqOr6310dx/AmTOnkU6noVKpsGVLB3bvfgSdndvR0LAEJpMWDkfpJnzq1bK8X2MvjnixxKwp2D3IB+0tZvzvgUEcOW/HbW0NvDxH75AHkViK9EXlADsx2R+Kcx6Zm41kKo1oPMX5+wmlXAJLtYqX3ijWGUViegSuyCum98tf/hJf/epX8Ytf/CL78b/4i78ATdNYsmQJfvrTn6KyspKXhRIIhcJ2Y4xn4hkEwmQSyTRe3D+ARrMGbatMOX8dRVEw6pREjFok2L0RmAxKzntRJiOViKBSSPKOpRByJxhNoqGImw4uMWTFqMJcSWmaht0Tweql83vfVq1TcH7dc/tjGdcVt39fDSY1zvS7OT1mqTh4ZgInLjnxiVuuyzsaPjl6d+RIN4LBIEQiEdauZaJ3nZ3bsXbtet6jd/miU8nQN+rL+fGJZAoD4/6ceh9LQW21Cg0mNQ6fs/EiRl0c8eKZ50+jprICm1bMPHiKwMAK/L4ii1HhWBIAOC8wB4AmiwanLrtA0zSn11N/OA6JWASFAEVeQnmSlxS7Zs0avPbaa9i3bx9OnDgBr9cLtVqNjRs3YseOHZBIys/uTlg8sM4ou5eZoiSVkAw94Qr7Tljh8kfx8IdWQZTnC7dRryQxvUWC3RPO9jHwiV4tJ84oHglHE7y62/gkG9MLFHZ+eAMxxJPpeU+GNOqVOHnZVdAarsbtj6KSw4geS4NJgwOnJ+APxaEt464Ttz+KPX/uw/J6XU4ixmzRuw9+8MOZqXelid7lg04tRzCSyDlGNTAeQDJFY0W9sPqiJtPeYsLz7/bD4Y1k4/5c0DfqxU9+fxIGjRxPPNjK+8S+hYBhkhhVTEIRxmXEx2tRs0WLA6cn4PJFUc3h+RUIxaGpkPJ6Q46wuMj77BeLxdixYwd27NjBx3oIBF6gaRo2TwRqpRTBSAJ2Txh1xoVTZEoojEgsiVcODqKl0YDVS/Mv463WK9A77OH8DhRBWCRTaTh9UWxdzX8Hh04tI51RPEHTNDNOm+OejmIhz8TYvIHCzo/5TtJjqdYr4Q/FOSlSZ3H7o1jCQ6yowcg4iEbsQaxpKk8HP03T+D9/Oo9UOo1H72yBSHTta83U6N3B7NS76aJ35fRaxfbo5RqjujDiBQAsF1h5+WS2tpjx/Lv9OHLejg93NHJyzL5RL57+3Uno1YwQRaax5oZBw5xT/mKLUVHGGVXBw2tRUy1z06x/3M+tGBVJkIgegVNyFqN2796Ne+65B3ffffeMj3nppZfw/PPP49e//jUniyMQuCIQTiASS2Lb2hocPDOBcRcRowhXePPICALhBO69cdm83qAb9UrE4inyIr3AcfmioGnM20mSDzqVHDa3h/fnWYzEEimk0nTZOqMA5k6+p0DnnC0zGXL+zihmA+f0RTh5PU0kU/CHE5yWl7M0ZASuchaj9p8cw5kBN3bdtgKmSQMUZoresViM+RkAACAASURBVFPvhBq9ywed6spQh1zEqL4RL+qqVYJ2BVXrlVhWq8WhczZOxKhLo74rQtQDRIjKB32JnFHhaMYZpeT+tajeqIZELMLAuB/tLWbOjuvPOKMIBK7I+ew/fPgw2tvbZ33M2NgYjhw5UvCiCASuYd90b7iumhGj3KTEnMDgD8fxp8PD2LzSiOba+cWvjDp2ol6EiFELmKyTpAhilD7jjCJuO+4JZ+9Gl7EYpZYVHNOzuyOQiEXz7kiZPEmUCzHKnfl++OhsUSulMGjkZVti7vRG8Nzbl9DSaEDbcg3eeuuNso/e5QMrrOTSo5dO07hk9ZXFFLn2FjN++1Yfxpwh1Fbn1/81mUujPvz4dyegV8nwxAOt2dgZITdkUsZt6i9yT2MowrwWqXlwRknEIjSa1RgY47bEPBCO591VRyDMBqfvxKLRKMRiUmhGEB42N7OJXGJWo1IrxwQpMSdk2HtwCPFECvfc0DzvY2QdAt6o4MZIE7jDnhG1J7sS+EKvliOZohGKJgV9d78cYaMR5RrTA5g7+WOuwpxzNk8YJoMy7448lqwI7+OmxNztY3r3+CoQrjeqy1KMisXjeOo//4iRMz3w9gzj5h+dXRDRu3xgnVHe0NwC7Ig9iGg8hRX1wn8t3tJiwnNv9eFwrw13f2B+70EuWX14mhWiHtxEhKh5olPJ4AsXO6bHOKP4ujGy1KLFe6fGkEqn5z11czI0TSMQTkCrKt/XToLwyOvsn+lFjqZpjI2NYf/+/bBYLJwsjEDgEpsnDLGIQrVOAUtlBcZcxBlFYOIl7xwfxfXrLAXd6anWX3FGERYudk8EcpkY2iJY1NmOFG8wRsQojgnzvAEoBgaNHL5gHOk0PW13UC7YPJGCIqeaCinkUjFn1z3WGcVHTA9gJuqdG3TnXIJdSiZH77q6DyIaCYOiRFi3buFE7/KBLZ3PxblyMdMXtULAfVEserUcK5focajXjp3XN+UtJl6y+vD0/5yAjghRBaNTyeAv8tCQEM8u3WaLFm8dHcW4M4x6U+Hu1VgihXgyDQ1JABA4ZNazf9WqVVMujM888wyeeeaZGR9P0zS+8IUvcLc6AoEjbO4wqnUKiEUiWKpUeO/UOIm/EPDSewMAKOy8vqmg48ilYuhUMiJGLXDs3ghMemVRrhuTYyn1ZDI3pwQj5e+MMqjlSNM0fKH4vDagaZqG3RPB+uaqea+BoihU6xVwcjRJ1OVnjsOWCXNNg0mNVJrGuCuMBg42Zlwy09Q7c00ttPWb0bFuC/6fv7wfOp3wBRY+kIhFUCul8ObQ6XNx1IsqrYI3hx3XtK8249evXcCwLYjGmtzL+y9nhCgtEaI4QauSYdgWKOpzhiIJKOViTlxL08GWmB8+b+dEjPKHmRs5pDOKwCWzilFbtmzJ/n9PTw8sFgvq6uqueZxYLIZer0dnZyfuu+8+7ldJIBSIzROBOTMxyFJVgVgiBU8gVjZvVgjcM+oI4uCZCXywfQkn50G1XkHEqAWOzRNBvbE4XQmTnVEEblkIzii2cNcbjM1rE+r2R5FMpWGqLKz/zKhTchfT80ehVckglfCzMWM3YyP2QMnFqKlT7w7gzJnTk6J3W7F79yPYunUbfvOeE+POMJ787FboFrnYoFPL4JvjekjTNC6OeLG2jErq21aa8Js3LuJwry1nMeryGBPN01aQjiiu0Klk8Bc9psfvVFezQYnNK4145eAgpBIR7upsLOhmWiDz8yHdqAQumfWd2LPPPpv9/1WrVuGee+7Bl770Jd4XRSBwCU3TsHnCWLXEAACoycSxxt1hIkYtYl7c3w+FXIwPd3IzUtmoV+LSqI+TYxGERzpNw+mNYNOK6qI8n15Vmuk+i4GF0BnFbj49gRia5tGOwJbxmwvsP6vWK3BuyM2J09jtj/EW0QOAmkolJGIRRu3F74ykaXpK9K6n51B26t3atdNH7147NIzLVj8+e1cLERsA6FWyOa+HE+4wAuFEWUT0WNRKKdY0VeJwrw333rRszg63y2OMI0qjlOGJB1vJ+1iO0KlliMRSiCVSkEuL038ciiZ4fR2iKApf3LkGv9x7Hi/u70cklsR9N81vajQABEKsM4qIUQTuyPm24FtvvQWtdn6TpgiEUuINxhFPpGHO3AG2VDFvvidcYaxZWj53zwjcccnqw/E+Jz52QzNnfTxGnRKHztnKoo+EkD9ufxSpNF3w5j1X5DIxFDIxvAVOTCNcSziWAEUBCnn5DlwxqK+IUfPBnpkoW0hnFMCI8PFEOlNqW9gGxeWPopbHKU1ikQh1RhVG7MWJ4vj9Phw+zETvursP5jX1bswZwgv7+9G6vBqdZTAVrhhoVXJMuL2zPqYvc0OonMQoAGhvMeG/LrvQb/XjulmK1/vH/Hj6f05ArZQSIYpjWLePPxTPTgrlm3A0ybtDVywS4dG7WqCUi/HaoWFEY0k8dPvKeXUN+rPOqPK9kUMQHjn/BUwXzwMAt9uNo0ePQqFQYNu2bWSaHkFw2LJvuplNpE4lg1IuxhiZqLcooWkaf9h3GVqVDLe3NXB2XKNeCZpmRItiTFsjFBdbJoJpKtKbVADQqeU5daQQ8iMUTaJCLpn3FDkhoFHJIBZR845x2jwRyCSibNxvvhgnDW8oRIyiaRruQAxrm+bfYZULDUY1Tl128nJsJnp3KiM+XR29y33qXSqdxi/2noNCJsbuO1aRbssMerUMvlBsVhfexREvNBVS1FSW12tw63IjpJILONRrm1GM6h/z48f/cxxqpRR/++AmIkRxDBuNL6YYFYomUGfkPzIsoijsum0FlHIJ9nYNIRJP4dE7W/K+ccrG9IgzisAlOYtRe/bswYsvvoif//zn0OuZOw5nzpzBZz/7Wfh8zJ2ItWvX4r//+79RUVFeLwKEhY0tM46ddUZRFAVLlQoTZKLeouR0vxsXR7x46PYVkMu4E8+NeuaNocNLxKiFiD0TazIV6CTJB71q7o4UQv6Eee7pKAYiioJOLZu3M8rmDsNkUBYsyBl1meueL4JldTM7OuYiHEsiFk/xGtMDmBLz90+PwxeKQ1egk4umaQwPD2WdT0eOdCMUCs0avcuFP3UPY2A8gC/uXFPwGhcSOpUMyRSNcGzmv9+LI14sr9eXnYCnlEuwflkVjpy344Edy69xrQyM+/Fj1hH1ABGi+EBXgmh8KJKAqkjdhRRF4d4bl6FCLsHv911GJJbEY3evhSyPSGIgnIBMKuL0vTOBkPNfwJ/+9CdQFJUVogDghz/8Ifx+P+655x64XC7s27cPzz33HB555BFeFksgzAebOwKJWDTlxdtSWYGzg+4SropQCmiaxgvvXoZRr8ANG2o5PfZkhwBh4WH3hCHlwEmSDzq1DIPjxZ3usxgIRRNlXV7OYlDL5y9GeSKoqy48Eledve4VNlHP5WO+nu9NdsOkEnPdPFxYPp93SvRubMwKgIne3XHHnbNG73JhxB7ES+8PYMsqE9pbzPM6xkJFp2ZL++PTilFufxROXxS3bq4v9tI4YWuLGUcvOHB+2IPVkyokBsb9+OfnTkClkOCJBzahSkeEKD5gnZ3FEqNomua9wHw6PtTRCIVcgv//9Qv4l9+fxJfvXQ+lPLfXw0A4TsrLCZyT87uxwcFB3HTTTdl/u91uHDlyBPfddx+++93vAgDuu+8+vPLKK0SMIggKm+faO8A1VRU4cGYCkVgy54swofxx+qIYtgex67YVnPc66dVySMQUZ5OlCMLC7onApC/cSZIPerUc3pCTk3JowhVCkWTR7kbziUEjh9WZf9w8lU7D4Y2glYMyfrlUDK1KVrAI786IanyLUVcm6gVzigQmEnGcOnUS3d0H0dV1AOfOnUE6nYZarcaWLR349KcfzSl6lysvvHsZFQoJHrp9RcHHWmiwLjFfMDatkHpxlOmTWl5mfVEs65dVQS4T43CvLStGTRai/vZBIkTxiSbTg+QvkhgVS6SQStNQKYv/WnRzax2UMjH+65Ve/PNzx/G1+zfm1J/qDydIRI/AOTn/BXi9XlRWXlHqjx07BgC49dZbsx9ra2vDCy+8wOHyCITCsXki15S0WjIlqRPuMJospJh/sTA0wbhMmmu5/52LRBSqdMqCHQIEYWL3RIoa0QMYZ1Q8kUY0niKiOYeEowlUL4BNnV4jx5mB/B2+Ln+M0zJ+o14BZ6FilJ91RvHrPFQrpTBo5BixB6f9PE3TGBoamBS9O4RwOJyJ3q3H5z73F+jo2I61a9flFb3LFZc/iuvqdGTDNw1sp89MzpW+ER/kMjGWmPnv4OEDmVSMTcurcfSCAw/dvhKjjiB+zDqiHmwlQhTPSMQiqJXSojmjQpHSTnXtWFMDhUyCn/3xDJ7acwx/9YmN0Ktnv/4GQvGiusMJi4Oc393qdDp4PJ7sv48cOQKRSIRNmzZNeVw8nvsf8VNPPYXXX38dVqsVL7/8MlasYO4EDQwM4Bvf+Aa8Xi/0ej2eeuopLF269JqvT6VS+P73v4/33nsPFEXh85//PO67776cn5+w8Emnadg9YaxfNvUOKDtRb9wVImLUImJwIgCxiEI9T4WRRr2CxPQWIGmaht0bwdrm4k7f1KvYWEqMiFEcEoomoeJoimYpMWjkiMZTeTt8uZqkx2LUKbNTzOaL2x+DWEQVPJEvFxpMaoxOEqO8Xg8OHepGd/cBdHUdwMTEOPO4hiW4886PorNzO9rathZlonQomsTSMu8z4wt2o+wLTr/PuDjqxXV1OohF5TvNtr3FjK6zNrzaNYQ3joygIiNEVeuKeyNksaIrYk9jKJoAgJK6dDcur8bX7luPf/2/7L15lBxnfff7rd73dXpmWvtuLciWZGPPSMYi3oAAthwDNpgY8mITgrBzXuCCeS83wIXYgbwx4ZiQEK5vEhJIgHAdY7Y42IBjeUayLI1kS0YayZrRNt09Pb3X0mvdP7qrZ0azVfdUdVX3/D7n+BxrpqfrmZ56qur5Pr/v9/fjV/EX/3IEn753R916PRtZvohVPe4WjpBYCsieAevXr8evf/1rJJNJGI1G/PznP8f27dvhck0u6i5duoSuLvll37fccgvuv/9+3HfffdO+/oUvfAEf+MAHcOedd+Lpp5/Gn/3Zn+G73/3ujJ9/5plncP78eTz77LNIpVLYt28f+vv7sWJFe/rFCeVJZASUyuKMh+6Qzw6jgcEYhZgvKUYjGSwPOWE2qfOwGvLace5yRpX3JrQjlc2jWKq0tJMeMKUSIFeoV3MSi0MUxVqAefuLe35Xc2JltBbG36NQx7Eunx0HX4+iVK40bX9OZAQEPNaW2GCXBawYGBzEN75xAAcPvoTXXz8BURThcrlxww19+MhH/hh9fbuxcuUq1cdyJa1o9d6u2CxGWEwGpNmZYkGOL+LSOIvrN3drMDLl2LY2AKfNhP948RyCHhs+834SolqJx2lBhmtRZZRQrYxyaCw+b1kTwKffvwN//cNjeOx7VUFqtucNURSRYQt1OyNBKIXsO97999+P/fv3Y+/evTAajRAEAZ/+9Kfr3y+Xyzhy5Ah27twp++DXXXfdjK9NTEzg5MmT+Id/+AcAwLve9S58+ctfRiKRmGYTBICf//zneO973wuDwYBAIIBbb70Vv/zlL/HAAw/IHgPR2UgP3Ve2+TUZDej220mMWkKIooiRSBbXXhVS7Rghnx2sUAInFDV/wCCUY7KTXmu7JNYDe2dZfBHNIRTKqIhiRyz4/TW7RDKbb0isjCY4WC1GxTq1hXw2iGJVUGp2jkxkBATc6tiQRFHEyMg5DAy8iIGBAzh06BDyeR7DBiO2b78aH/vYJ9DXtxvbtm2HyaTdeVEqV5AvljtCKFUDptZBcrbKqDO1yrxNbZoXJWEyGrB3x3IcOT2OT77vmnmrVAjl8bos9XNJbTgdVEZJrF/mxWc/sAv/+wdDeOxfqpa91b3TK6D4fAnlikgWYkJxZM+AW265BV/60pfwgx/8AABwxx134M4776x//6WXXkI+n8eNN964qAGNjY2hp6cHRmO1baTRaER3dzfGxsZmiFFjY2NYtmyyI1Y4HEYkElnU8YnOIpqsik2zPSD3BhwYm2g8/JVoTybSAlihhNW96lktQr5am/OUgNW9JEZ1CrGUJEa1dmHgn1IZRSgDJ2ib06EkviliVCNEkzx6fHbFQvFDtcqN8XTzYlQik1dUSEgmkzh0aKCe/TRpvVuN2972LpxMBPDxP3wXbr1ho2LHXCxSpUQnWEjVwuu0zprpc/piCkYD0xGxC3fvXYe7966jphUa4HFYkGELLWkaIs13OcHhrWBFtwuf++Au/O9/HcLX/vUI/vQ910y7Jme5qnjmcepjvETn0JAce8899+Cee+6Z9Xtvectb8PLLLysyqFYTDLZn2CGxMBm+BJvFiI1rgzNuLOtX+vHqGxPwB5yKd1ZrhlCIfNhqcnqsGl6+Y3OPap/1pkIFAJAX6e95Je38eWSFEkxGBlet64KxhdcKURRhMRlQqLT356cncsXqHO3tdiv6mWrx9/H4qsJPo+dHPCNg3XKvYmMWTdXNQ6EkNvWe5YqIZC6PFb3N/00KhQJeeeUV/Pa3v8ULL7yA48ePQxRFeDwe3Hjjjbjppj/FTTfdhNWrV6NcruB9/+tn4CoWXc0roVK9R/WGlD03lUIPY+oOOnAhmp0xlnNjWWxa5cfyZe1dGUVoRyjkxvIeNwqlClweu/rV7bVss1Ur/LrJhAyF3PjLh2/C//Xtl/D4D4/h//zw9dhVs76O1zbFVoSVu3cQrUWvfzd9nP1TCIfDiEajKJfLMBqNKJfLiMViCIfDs7728uXLuPrqqwHMrJSSy8REDpWKuOixE/pj5HIaIZ8d8fjMzjleuwmlsojXz4zPsPG1mlDIjfHxrKZj6HRePR2D0cDAZWZU+6yNlepC9+z5BDaF9XnR14J2P79HL6cR9NqRSLS+ktLjtGBsPNvWn5+euHC5asEo54uKfaZant9OmwkXoxnZxy+VK4hOcNi1sUuxMYsVEUYDgzcuJjE+Hlz4B64gkRFQqYiwmwyyx3Sl9e7w4ZfB8xyMRiO2b78GH/vYJ9Dfvwdbt75pmvVOev9lXU6cGknoal5dHKudm8WSrsYF6OcabjMZMJESpo0lXyjjzMUU3nb9Kl2MkWg/pPPbiOpa8I3RhGKZenMRm2BhNDDIpjnkdFYF93/cuwOP/2AI//eTg/jjO7bhus3dOH+pen0Si2WaZ22Iltdwg4GZt/CnYTHq+eefxzPPPIOzZ8+C53n813/9FwDg7NmzeP7553HHHXegp6en6QEHg0Fs2bIFP/3pT3HnnXfipz/9KbZs2TLDogcAb3/72/GjH/0It99+O1KpFH71q1/he9/7XtPHJjqPaILDyjk6P/RKHfXirOZiFKE+I5Eslnc5Ya7t4quBw2aC02bCeEpQ7RhE64klecU6jzWKz2Ulm56CSDkdnZLp5nNbkWrApjeRFlARRfQomH9mMDAIem2IN3ndS9TGH/DMnxklWe8GB1+6ouvdarz73ftqXe+uh9u98EbAym4Xjg7HW2LHkcvkuam7fWLd4HVZweVLKJbK9Xv5G5fTKFdEbFrp1Xh0RLsjdfNMswXVxShWKMJpN+vm+jMVj9OCz3xgJ/76R8fxt0+/hj8qbEGpttlKAeaE0si+44miiEceeQQ/+clPAAA2mw2CMPng4fF48PWvfx2iKOKjH/2orPf8yle+gmeffRbxeBx/9Ed/BJ/Ph5/97Gf44he/iEceeQTf+ta34PF48NWvfrX+Mw8++CAefvhhbN++HXfeeSeOHTuG22+/HQCwf/9+rFy5Uu6vRHQ4pXIF4ykB183RXSUcqAa+jiU4yI/dJ9oRURQxGsli50b53T6bJeSzI17LGCLaH1EUEU3xmgXjel0WXI5Ttp1STObydMaC3++yNpQZJeUo9gSUFVdDXhvGm7zuJTLVZ8mAxzrt68ViAceODWFg4AAGBg7M6Hr3wAN/jL6+PVixovHnvpXdLvz38TGk2QJ8LuvCP9ACWL6WIdMhQqkaSKH76VyhHu59+mIaDIANy0mMIhaH11m9FsyWS6Y0rM67ujpsZnzqnh345v93HP/vz1/Hyu5qZQsFmBNKI3sWfP/738fTTz+Nu+++G4888gj+8R//Ed/61rfq3w+FQti1axd++9vfyhajPv/5z+Pzn//8jK+vX78eP/rRj2b9me985zv1/zcajfjSl74k91cglhgL7QA7bCZ4XRYKMV8CTGQE5Pgi1vSqb50L+ew4H6US5k4hwxWRL5RbHl4u4XNa8fpIUpNjdyKdFGAOVCujLozPtKHPRTRRFYyUrIwCqte90VPjTf1sIlOrjHJbce7cGw1b75pBWlhdiOX0I0ZRZdSC+FyTlSt1MepCCiu6XR1T7UhohyR2ZlohRvFF3d+HrBYjHn7PNfj7n5zAK6fHYbcaYTZpn7FLdBay73j//u//js2bN+MrX/kKGIaZtaxw9erVePHFFxUdIEE0i7QDPJ8FLxxwIDLBtWpIhEaMRqrikJqd9CRCPjuOnB5HpSLCYNBf+TXRGLF5OnK2Aq/LAi5fQqFYhsWsnsV0qcAKRRgYBjZLZ3yWfpcVGbaAcqUCo2HhRUI0ycFuNSputQj57MjxRXBCqSExJZlM4sAL/4WLh1/CH+z78qKsd42woiZGXYzlsH1d4zlXaiAJpSRGzY1UuZKqWZdL5QrOXk7jLdsbz4sliCtx2c1gGCDNNtahtBlYoagbIXw+zCYDPrZvG773X8PIchQZQCiP7DveuXPncM8998zrbQ0Gg0gkEooMjCAWS6S2A9w9jx0hHHTi4MmornIjCOUZiWRhNDBY2e1U/VhdPlu1O1Q2j6B3/gwUQv/EklIliTaVUd5aJUCKLaDbp80YOglJLOmU673fbYUoVm1LC2UuAUA0yaPb71D895eqVOJpHqtscwtHc1nvTBYH3nrTjYuy3jWC02ZG0GPFhZj8qjK1YYVq9185ouJSRboeZmpiwWg0i0Kxgk2rqIsesXgMBgYeh6UlOY2cUMLyrvbo5m40GHD/267SehhEhyJbjDIajcjn51eKo9EoHA4Kgib0QXUH2AS3fe4d4N6gA1y+hAxbgLcNdiiI5hiNZLFM5fByidCURRmJUe1PNMnDwDCa/S2lndN0Lk9ilAKwQrGjKk987ur5kczl5YlRCQ7rlilfIRryVY89nhKwakrTEDld705OBLB6/VX45D27FB/XfCwPuXBJR3lsnFDUdYaMHvA4LGCYycqo4QvVDl+bVlBeFKEMXqelNTY9odgx2YUEsRhkz4INGzbg0KFDc1aQ5PN5DA4OYuvWrYoOkCCaJZbg0Buwz7sDvCxYCzGf4EiM6lBEUcRIJIsdG9QPLwcmxahYisdVq/wtOSahHrEkh4DHCpNRm2qFqYG9xOLhdB4a2yj+2n1LTke9UrmCiYyA/m29io+jy1u97o2n+HrXu4GBAxgcfGmK9W7VrNa7h7/x3+jytn4j0+u06CrfrxporO8MGa0xGBi4HZZ6wPTpCyl0++30/EYohsdpUT3AvFypgM+Xab4TBBoQo+644w58+ctfxqOPPorPfe5z075XLpfx2GOPIRaL4VOf+pTigySIZogm+QW7q4SD1QfgsQSHzatJOOhEEpk8cnwRq1sQXg5UQ3gNDIPxJtucE/oiluQ1s+gBk5VRqZz6GRZLgWplVOcsAPxSZZQMMWo8xUMUle+kVywW8PprRxE78Qy+/uIwYpfO1rve9fX1z2u9KxTLyPFFWVVdSuO0m+vdFfVAp1XtqYXPaUE6l0dFFDF8MYWdG0NaD4noILxOi+oVk5ONNGi+E4TsWXDvvffi+eefxz//8z/jl7/8JZzOakXJww8/jKGhIcRiMdxyyy244447VBssQcilWCpjIi1g95vm3wH2ua2wmo3UUa+DGamFl7eikx4AmIwGBDxWxJtsc07oi1iSxw1bezQ7vsthhtHAtKTV9FKAFUr16sVOQDo/kjLESqU66c1lvWMYA0LLNzbU9S5RE9GCWohRNhOKpYpumgNwQmnehitEFY/LghRbwFicBSuUsHElWfQI5fC4qjY9NbNk2Q7r6koQi6GhzKhvf/vb+Nu//Vt873vfw8jICADg2Wefhcfjwcc//nF8/OMfV2ucBNEQsZQAEUDPAg92BoZBL3XU62hGoxkYGKbeyrsVhHx2jKdJjGp3cnwRXL6Ebg0rowwMA4/TQpVRCsF1mBXKwDDwuayybHpSh9mF7ouzMbf1brLr3dCYE3EW+OMH+2S/70SmWkEa8LTeZuWs5UmyQkkXYhRVRsnD57Ti0jiL0xdreVErKbycUA6vw4JyRQQrlOCaJ3N2MbBCEQAoM4og0IAYBQAmkwkPPfQQPvGJT+DcuXNIpVJwu91Yt24djEbtb+QEIRFLVB+65ewyhoMODNceaojOYySSxbIuR0sXGyGfDUNnJlp2PEIdpE56WopRQNU2QJlRi0cUxXo3vU7C77HKsulFkzycNpOsBVaxWMDQ0FEMDr40revdfNa78efP4PVXLqIiijDIrChI1MWo1ldGuWqiJMsX63ZHLWGFUl0gI+bGW6tcOXU+Ca/LQo0dCEXx1Do2ptmCemIUT5VRBCEh+4nsm9/8JlasWIF9+/aBYRisW7dOzXERxKKISDvAMhaR4aADgyejyBfKsFpIVO0kRFHEaCSLq9cHW3rckM+ODFugc6rNidWuI92LtDUtFp/LiniaMsgWi1AooyKKHbcA8LusOB/LLfi6aIKb81wWRRHnzr2BgYEDGBg4gFdemdn1biHrXZfPhlK5gnSuIFvcSWTyYABNxKDJyqhiy499JcVSGcVShTJkZOB1VitXXn1jAm9aG1TNSkUsTbzO6rUowxawvMupyjGka06nbYwQRDPIngV/93d/h/vvv1/NsRCEYkQTPFx2s6yg2vKBxgAAIABJREFU2nCto14kwbUs5JpoDclsHlmuiDW9yrcynw8pk2Y8zWNFqHX2QEJZYkkeDIBuX+urNqbic1lw9jJVby6WTl0A+N1WHD87sWDGSSzJYeMUS1Mikahb7wYGDiAWiwIAVq1aPWvXu4WoX/dSfANilACPy6JJt0pJ+Mnx2oeYSxkynRSurxZSUwc+XyaLHqE4HqmDLaueNb4eYE6VkAQhX4zq7u5GLrfwzhtB6IFYkpMdBNpb76jHkhjVYUjh5a3+u05tc05iVPsSTfLwe6wwm7StbvO6rMhyRZTKFU0W7Z1Cp3Yw8rmsyBfL4PPlOYW2YqmMeDKHZdYYvvGNX2Jw8ABef/0kAMDj8eL66/vQ378HfX27sXz5iqbG0eWtirbjKV62SJDICJqElwOoW3D0UBnFdui5qQaSWAAAG1dQeDmhLN7a+ZVR0RrP8rXMKJrvBCFfjLrtttvw/PPPQxAE2Gza7hITxEJEEhy2rQnIem2P3w6GAYWYdyAjkSwYBi0NLweqmVEAEE+RtaqdiaU4XeSReGsZFhm2oEm2TqcgLQA6rfpEqkJK5vLTxChRFHH27BkMDBzAb154AUNHXsbRchEmkwnXXLMD+/f/Kfr69mDr1m2K5H52eW1ggIYspROZPFaE1LHCLIRzSmaU1nAdWrWnBr7a9dBuNdFmD6E4Tpup2sGWU1GMEkqwWYwwGmhziSBk3/UeeughHD58GPv378dnP/tZbNq0Sc1xEUTT5AtlpHIFdMusjDKbjAh57RgjMQoAMDbB4icHRvA/fn8LzKb2vlGORrJY1uWEtcWdklx2M2wWI8ZT1FGvnYkleezcGNJ6GPDVMizSJEYtik6tPpHEqFQ2D7tBqIeODw6+hPHxGAAgvHw1utbtwYP3vRvvvG0vnE7lF/FmkxE+t1X2dU8URSSyQssz/SQsZgNMRgY5PVRGUaCxbKRMn40rvDAYKC+KUBam1sFW1coooUhznSBqyH4iu/POO1EsFnHy5EnceeedsFqtCAQCM/IJGIbBr371K8UHShBykdpXy7XpAVWr3tgEq9aQ2opX30jg4Mkobn/zSqwNtzZrSUmq4eUZbF/X+oUOwzAI+ewkRrUxnFBClitq3kkPmKyMSuXUy7BYCnD5zlvw5/N5nDs9hEtDT+GzLz2Oi+fPAAB8Ph9uuGE3+vqq/w2dL+JHvz6Ld739LapWhoW8NsRlXvdYoYRCsaKZwMowDJw2c10I0pJ6q/cOE0rVwGoxYufGLvRt69V6KESH4nVakGbVtenRXCeIKrJngiiKMJlMCIfDM74+378JotVI7djldNKTWBZ04uRIEpWKuOR32qQFbyTBtbUYlcoVkOGKmuWAdXltiCZJjGpXJCFRDzY9KbA3reJO7VKgEwLMq9a7YQwMvITBwWrXO0EQwBiMWLN+Gx566H+iv38PNm/eCsMUC8h/Dv1OdlOPxRDy2XFyNCnrtYlM1c4X9LS+k56E027WRWYURwHmDfHQ3VdrPQSig/E6LUhm1dv8YfMlCi8niBqyn8ief/55NcdBEIoRSUjt2OUvInuDDpTKFcQzgi4Wn1oiiVHRRHvbFkciGQBoeSc9iZDPjhPnEgt2uCL0iVRhqYfKKI/TDAZUGbVYOKEEA8PAZtE2kL5REomJKda7AxgfHwcArFu3Hnfd9V709+/BDw4VccP2Vbj/bVfN+h6xJIeegPrncpfPjuRrERRL5QWD/ydqYpSW1lOnzaSLzKi6UGptX6GUIDoFj9NSb4CjBixfxPIubbLyCEJv0F2P6DiiSQ5elwU2i/zTO1zrqBeZYEmMqu0GtXtVz6gUXt6jTcBpyGdHoVRBhi3A69Ju559ojnpllA7EKKPBALfDjBRVRi0KVijBYTPpXhzO5/MYGjqCgYEDGBg4gFOnXgcwab2Tut719k5Wqv9q+FD92j0b0SSPLav9qo+93rwhLSAcnH+xlchUx6ulGOWymxsKXFcLVijBYTUt+cpsgtADXpcFGa6gmluiei+iyiiCAEiMIjqQaJJHr19+XhSA+kPz2ASHq9erMar2QfLJR9q+MiqLZcHWh5dLhGqi5nhKIDGqDYkmeXidjYnaauJ1WZGmyqhFwQn6zOmYy3pnMpmxY8fOOa13U/G7rXPaSvLFMpLZfEPW9Wbp8k5e9xYWowSYjFWhVSucNjNGo+pVQMiFE4ptbR8liE7C67RCFIEcX4THaVH0vUVRrN6L7DTfCQJoQox69dVXcfz4cWQyGZTL5RnfZxgG+/fvV2RwBNEM0QSHnRu7GvoZl90Ml91MIeaYtALFklxbW8xGI1lsWxvQ7PhShcB4iseGFV7NxkE0RyzJ66IqSsLrsiClYqDqUoDli7rZjZ7Lerd27bq69e66694Mh0OelcPvtswpqkg5it0NbtI0gyTCx9MLV9ZOZAQEPFYYNLzHOO0m5HRh0yt1VLA+QbQzkgCVZguKi1GFYgWlskjznSBqyBajcrkcPvGJT+DgwYPzhpSTGEVoidQBq6eJh+5lQQfGJtq7Gmix5Atl8PkyvC4L0rUAcK/CN+JWkMzmkWYLmoWXA9UAcwDUUa9NiSU5TcXMK/E5rbgYy2k9jLaGFUpwaVSF04z1rhF8LiuybAGlcgUm4/TqKSn/rxWZUV6XBWaTQdZ1L5HJI+DWtmrUaTOjUKzIyrhSE65mISUIQnu8dTEqj5VQNuqBOmcSxHRkz4Svfe1rGBwcxHXXXYc/+IM/QDgchtHYXiGgROcjhQ73BBoXo3qDThw5Pa70kNqKFFutitq8yo+DJ6OIJri2FKNGa8GTazQUo8wmI/xuK8ZlVAgQ+iJfKCOVK7SkkkQuXpcFGbZIHT8XASeUmro3NIMS1rtG8LutEFHtuBj0Ts9gqt8XW3A+GxgGXV4bxlML5zAlsgK2rFI/x2o+pI5WrFCCz6XdMy0rUKAxQegF6bk3o0I1MlvrnEmVUQRRRbYY9dxzz2Hr1q347ne/q8iDE0GoQX0HuAl7TTjoQI4vIssV4Ha0nwCjBFIA7lWrfHUxatNKn8ajapyRSAYMA6zq1k6MAoCQzEUZoS+kqo5WZOzIxeeyoiKKyPLtWa2oB1iVc3nkdL1rxHrXCP5ahVEyl59FjOLhcZhhb1GntpDPjvgClVHlSgXJbB5+DcPLgcnqBJYvwqdhth8rUKt3gtALU216SiN176TKKIKoInsmZLNZ3HHHHSREEbommuTBoLkOWPWOeglu6YpRtW5d65d5YTQwiCTb07Y4GskiHHTCqnEL95DPjpOjSU3HQDRONKmfTnoSddtALk9iVBNURBFcvqToAkCy3h079jKee+7XilvvGkESUmbrqBdLcOhuUUUYULUoD19MzZs5mM4VIIpA0KOxTW9KZZRWSIHGZNMjCH1gsxhhMRmQVqGDbb0yisRnggDQgBi1evVqTExMqDkWglg00SSHgMfWVPZD75SOehtXtF81kBJI3boCHiu6/XbEEu1pMRuJZrF1tfZ5P10+O1KvRVAsVWA2kZDfLsRSVRG226cfMaouNuQKWNWj8WDaECFfhigCDmvzC4C5rHdmsxnXXKO89a4R6pVRs4hR0SSPN61r3fUw5LODz5erGV1zLLgmMtWK0aDGlVGumlWG1TDEvFCiQGOC0BMMw8DjtCDDqSFGVa81JD4TRBXZM+G+++7DX/3VXyEajaKnh56ECX0STfBNh7R2eWwwmwxLuqNeKleA2WSAw2pCj9/RlpVRqVwe6VxB07woiZDPBhHVhVdvCysTiMURS/Jw2c266bwGAD7XZGUU0Thck6Gxcqx3b3/7zeC4iuJjbgSX3QyT0YDkFecHny8hzRZakhcl0eWt3oPHU/yCYpTmNr1ae/WcoJ0YxdUqJWhxShD6QWrkozQcZUYRxDTmvPNdvnx52r9vuukmDA4O4v3vfz/279+Pbdu2wePxzPqzy5YtU3aUBCEDURQRTXC4YWtzYqnBwKDHv7Q76qVqFiCGYdATsOPESAIVUdS09XajjNTCy7XspCchtTkfT/EkRrURsSSvK4seUH0wBoCUChkWSwG2vuCffwHQTNc7p9MJjsuqN3gZMAwDv9syw6YXq1lOWxXcDlRFeACIpwWsDc/+nJjM1KpwddBNDwBYXjubnlSV5aLFKUHoBo/DUr9+KgkrFGE0MLBpHCNBEHphTjHq5ptvntXrL4oiPv/5z8/5hgzD4OTJk8qMjiAaIMcXweVLiwodDgcd9U5sS5FULg9fbXHQE3CgWKogmZkZiKtnRiNZMABW9SjbjrcZpopRRPsQS3LYqLPgfrPJCKfNRJVRTSJZI1z26Y89re56pyZ+l3WGTW+yk17rxFU5172JjACH1dSyUPW5sFmMMBqY+vmhBWTbIQj94XVZMXwxrfj7snw1H26uPD2CWGrMeefbt28fTRSirYgqsAMcDjpw+FQMxVK5qdypdieVK2BFd1XEkWwdkSTXdmJUb9ABm0X7B3uv0wKzyUBiVBtRLFWQyOR1lRcl4XVZVbENLAW4KZVRWna9UxOf21qvDJXQIozfbjXBZTfPe91LZPIIaGzRA6obqE6bSdPMKLLtEIT+8DotyPFFlMoVmIzKbUSwQonmOkFMYc7V2l/8xV+0chwEsWiiidoO8CLEqN6gA6JYfYBfEdK+sqbVpHL5etCtZCuLJThsW6N9GLhcRiIZbFnt13oYAKoLnS6vDeMpQeuhEDKJp3mIQEszduTidVqQYqkyqlHy+TyOvDKIi0PP4n/u/wbODJ8CoE3XOzXxu60YGo5P62IXS3DwuiwtF+dDPhvi84pRguad9CScdjNyGnbTYykziiB0h6fWtTbLFesNIpSAFYr1rDqCIBoIMCcIvRNNcjDUFv/NEg5MdtRbamKUUChBKJTrXbt8LgssZgMibdRRL53LI5UrYHXv7DklWhDy2eddlBH6QotKErn4XBZVbAOdhiiKGB4+jcHBau7TkSOHkc/nwRiMWLFzFx566H+ir283Nm/eCqOxcypg/S4rCqUKuPzkzns0yWsirHZ57fNa3icyAtYv97ZwRHPjtJk1rYximwzXJwhCPbw1MSrDFpQVo/hSPQOSIAgSo4gOIprg0eWzLaqctjdYfWhfih31JPuP1LWLYaqB7tE26qgnWVT00ElPIuSzY/hialq1AqFfYjoWo7wuK1K5PJ1LszA+HsPBgwMYGDiAgwcHEI9L1rsNuPvue1BxrcPppBdP/q+3d+xnJ+X9JbP5KWIUhx0bulo+lpDPjiOnx1GpiDAYpn/e+UIZrFBCQC+VUTbTjC6ErYQVSmAYwKZxfhZBEJNIYlSazQNQ7pmSFYpY1qW/ymuC0IqG73zHjx/Hiy++iGg0ikJhZnYFwzB49NFHFRkcQTRCNMEtegfYajYi6LEhsgQ76qVqD+NSZRRQtTxeiLZPoLsUXr6yWz9VbSGfHXy+uviaq805oR9iSa6eeaM3fE4LSmWRziUAPM/j6NHD9eyn4eHTAAC/3z/NetfT0wsA+O4vf4ex0+MdK0QBqO/ep7J5rAi5wAklZLliSzvpSYR8NpQrIhJZAV3e6cJuIlu1LQd1kBkFVG16F8e124DihCIcVlNbda0liE5HsukpndPICqUFu7oSxFJCthgliiIeeeQR/OQnP6nvyoqiWP++9G8SowgtEEUR0SSPTQp0wAoHHRhbgmKUtDPsnSpG+e04cmpc8QBHtRiJZNETcGjeoWkqoZptdDzFL3kBoR2IJXl0++26FC2kuZnO5ZfcuVSpVHD69Kl66PjRo6+gUCjAbDZj167r8Kd/+in09+/Bpk2bZ+16l1sCCwB/7fxI1DrqadFJT6Kr1gAgnppFjMpUx6eHAHMAcNnNmnbT4yjQmCB0hyRGZTjlxKhKRQSfL5EllyCmIHs2/Mu//Auefvpp7Nu3D3/4h3+Iu+++Gx/60Ifwjne8A4cOHcLf//3fY+/evfjkJz+p5ngJYlbSbAH5YlmRHeDeoAOnL15GRRSX1E6ltPvjn+Jl7w04UBFFTKQFTXbXG2U0msVVCgiSSjK1zfnasLpZVqORLPh8CZt1EuDejsSSPNaE9WPznIpkoU2xBSwPaTyYFhCLReuVTwcPDiCRmAAAbNiwEffc8wH09e3Brl3XwW5fWGzhhCJcHb4A8E2pjAImLadaZEZNve5deT2ayFQro/Rk0xMKZc02XaqVEp19bhJEu2E1G2G3GhWtjOLytc6ZS2wziSDmQ/bd76mnnsLatWunddlzu93YsWMHduzYgRtvvBHve9/7sHv3btx9992qDJYg5mKyk97id4DDQScKxQqSmTyCiwhDbzdSuTwsJsO0qiJpERNJcLoXo9JsAclsHqt1lBcFAF2+ycootfmnX/4OabaAv9q/R/VjdSKlcgXxtIA3b+nWeiizMrUyqhORrHcDA9Xg8TNnhgEAgUAQfX276/91d/c0/N6sUILH0dmhsSajAW6HuV7lKlVGhTSojAq4rWAYYDw987qXyAhgMN0SriXSwpAVSvWcmFZS7a5Fi1OC0BsehwVpVjkxSmqUQJVRBDGJ7Nlw7tw57Nu3b9rXyuVy/f+3bt2K3/u938P3v/99EqOIlhNVcAd4mRRinmCXmBhVgM9lnWZPksQ96fPVM6ORDAB9hZcDgM1igsdhxnhKUPU4yWy+HuCeyuV1s9BrJyYyAiqiqMvwcmBKoKrCGRZacaX17siRwygWi7BYLNi581q885131qx3V81qvWsETigirHNBXQn8LiuSkk0vwcPvtsJqbn3HQJPRgKDHhvgs171EJg+f26ob67dkkWP5okZiVGlRXYAJglAHr9OCjJJilFCrjCJbLkHUaUiadbsnF3l2ux3p9PQW06tXr8aLL76ozMgIogGiCQ4mI6NIIGpv0AkAGJvg8Ka1wUW/X7uQyuZntJt12c1w2kz1yjM9Iwkxq3r0JUYB1fwUtSujhs7E6/9/biyDnRuXgI9LYbS0NcnBbjXBajYi1cZi1HzWu3vvvQ/9/Xuwc6c8610jcEvECuVzW6fY9DhN8qIkury2Wa97ExlBNxY9AHDaq+eFVrlRnFDs+DwzgmhHPC4rLsZyir2fdI0hMYogJpH9ZNbd3Y1oNFr/98qVK3HixIlprxkdHYXDoc+HeKKziSZ5hHz2GS2km8HjMMNhNS25jnoptoBVV3ShYxgG3X4HIm0gRo3qMLxcIuSz443L6YVfuAiGhuMIeKpVESNjWRKjmkASo/RaGQUAXpel1mq6PVjIetffvwc33NDflPVOLhVRrIlRnb8A8LutODdWrRKNJnlce5V214GQz45jZydmfD2REXS1aTBZGVVq+bHF2rlJth2C0B9ehwUnFK2MqolRdprvBCEhezZcffXV08Snm266CU8++ST+5m/+BrfffjsOHTqE5557Dm9961vVGCdBzEs0wSlWzcAwTK2jnnatnrUglcvj6nUzK8F6A3acvpDSYESNMRrNYuMKfYWXS4R8Nrz8egzlSgXGRdqNZkMolPD6aAI371qBkyMJnKtZFonGiCV5WMwGTaw6cvG5rLqujGql9U4uQr4EEUsjp8PvsiLLFZFmC8jxRU2r/EI+OzJsAflCGVZL1SooiiIS2byuxPLJzKjWV0YJhTLKFXFJVO0RRLvhcVnA50solsowmxZvd5YEb6qMIohJZN/93va2t+G1117DhQsXsHLlSjzwwAP4xS9+gSeeeALf/OY3IYoivF4vPvWpT6k5XoKYQUUUEUvxeNO6gGLv2Rt04LVzCcXeT+/w+RLyhXK9W9dUegIODJyIolAsw6JB9ogcMlwBiUweq3W02z6VkNeOiigikcnXu0wpyYlzCZTKInZu7AInlDB0Jg5RFKflfxELE0ty6PY5dP25+VwWjNYsqXpBK+udXHK1nI6lsOCXOupJGwia2vRqzRviaR7LQ9Wq2yxfRLFUgV9HNj2py6IULtxKOMqQIQjdUs9pZAvo8i7+WioJ3kvhXkQQcpE9G2699Vbceuut9X/7fD78x3/8B374wx/i/PnzWL58Ofbt24fubn12ISI6l2Qmj2Kpomi3t2VBJw68GlkyOSNSt5DZQq+lnfVYkseKK2x8ekFanOstvFxiaptzNcSoo8NxOG0mbFjhxeU4ixdfHcNEWkCXCsfqZGIpHstqmXF6xeu0IsXOtD61krmsd35/AP39exbV9U4NuNoCwLUEFvz+mhj1u/NJAEC3hqHtk9c9oS5GJTNVi6kS+Y5KYbeaYGCYumjZSiYzZDr/OYMg2g2PwmIUJ5RgtRh107yBIPTAou5+brcbH/nIR5QaC0E0hdS+Wkk7Qu+Ujnrrl3kVe1+9IgXezlYZ1VtbzESTnG7FKD2HlwOTFQJqhJiXKxUcPzuBq9cHYTQYsCbsAVD9TEiMkk+lImI8xWPHhi6thzIvPpcF+UIZQqEEm6U1C9i5rHdmsxm7dl2nifWuEdglVBnlr20onDqfAgOg26ed6BPyTorwEhOZanc9PYlRDMPAYTNpYtPj6udm5wulBNFuSJVRSnXUY/livRKTIIgqNCOItkfq9KakHSFcq46ITHBLQ4zKVcUo7yyVUVKYs55DzEcjWfT47bpdbAbcNhgNDOLpmW3OF8vZSxnk+CJ21DJYVoRcMBoYnBvL4LrNVKkql0RWQKks6jq8HEC942U6V4AtoN75rnfrXSMsJSuUZH+7HGcR9NgUyTlpFrfDDKvZiPH0TDFKTzY9oJobpYVNjyqjCEK/TLXpKQG7RBppEEQjzHv3u3z5csNvaDab4fP5YDbTZCNaQ7QWOixlZShBl7cqHowtkY56UiDybDY9u9UEr9OCaFL5qh6lGI1ksH65fkVDg4FBcI4254tlaDgOk5HBm9ZWM9PMJgNWdrvqHbUIeUx20tN3R1hJME7l8opak+ez3kld7/RkvWuEpZTT4bCaYDEZUChV0BPQVihkGAZdPhviqUkRPpnJw2wywG3X1zOiy2bSSIxaOkIpQbQbkk0vo1DTEFYokvBMEFcw74y4+eabmwpyNRqN2Lp1Kx588EHcdtttTQ+OIOQQTVRDhw0Khg6bjAZ0++1LpqNeKpeHxWyA3Tr7LnpPwFGvQNMbWa6AiUwet1zr0Xoo8xLy2RUXo0RRxNHhcWxe5YfdOnk5XxP24ODJCCqiqOi86GQkMUrLwGc5+BTaqZVnvduNTZs269J61whLqTKKYRj43FbEkrymnfQkQl77jMqogNuquyYBTrtZseqHRuCWkIWUINoNk9EAp82ENKdcZVRYwxw/gtAj8979li1b1vAbVioVpFIpHD9+HA8//DCeeOKJacHnBKE0kSSPFSHlQ4fDQScux5eOGOVzzb1A6PHbcexMvMWjkocUXr5ap+HlEiGvDYcV7oIWSXCIJnnc9uaV076+tteN3xy9hGiCq1tOifmJJXmYjMpWWKpBvTKqlvPWCJL1TvrvSutdX98e7NrVHta7RmCFIowGBhZze4tqcvG7JDFK+79jyGfHydFEvbtnIisgoKO8KAmnzaTJ/Z4VijAwDGwWfXaqJYiljtdlVbYyyk7CM0FMZd4Z8fzzzzf1pqIo4oUXXsDDDz+MJ598ksQoQjXKlQriKR7Xbgop/t7hoAPHzsRRKlc6vvNFKleoV1zMRm/Agf/mirrsLiiFl6/WaXi5RMhnR44vgs+XplUxLYah4apAeGXo9tQQcxKj5BFNcgj5bLqvJHPaTDAZDUjJqOLoZOtdI7B8CU6bSXfVOGohddTTspOeRJfPhkKxggxXhNdpQSKTx7Y1Aa2HNQOnzVy3zLUS6Z66VM5Ngmg3PA5lqiZFUazdizq/QpcgGkGVVSXDMNi7dy/e8Y534D//8z/VOARBAAAm0gLKFVGVbIxw0IFyrcNWpy/o07n8vJVFUo5ONMlhbVhfdrjRSBbdOg4vl5hsc84r1vXv6Jk4Vve4Z1QaLOtywGIy4NxYBv3behU5VqcTS+nD1rQQDMPA67QgnZtZGXWl9e7o0VdQKBTapuudWnBCEU6dZRSpiVTdp5fKKACIp3g4bSaksnkEdBZeDlRteny+hHKlAmML5wZlyBCEvvG6rDh3efEZnIVSBaVyRffPqgTRalSdEZs3b8bLL7+s5iGIJU4kIeW8KL+IlASosYnOtjqJoohUroBrZgkvl+itiX16FKNGIlmsX66vMc3GpBglKCJGZdgCzl5M444b1874ntFgwKpeN0bGlLUFdiqiKGI8yeuyYmM2fC5LvenA1K53g4MvIZlMAKha7+655wMda71rBFaHFZ1qsnmVH8MXUvVrjpaEvFWhfDzFw+uyQAR0adNz1cRKTijB7Zi7SlhpWKG0pIRSgmg3vE6LIpVR9exCmu8EMQ1Vn84+/OEP48Mf/rCahyCWONFkNVRbya5SEr2196yGmCtvA9QLQqGMfLFcbxk/G91+OxgA0YS+Ourl+CImMgJuvna51kNZkC7f5KJMCY6djUPETIuexJpeN14Yutzynf52JJUroFCqoFsHlSQLwfMcMmMncfrkK7j73/8MZ89WrXeBQLBuu1sK1rtG4ITSvNe3TuPq9UFcvT6o9TAAAF2SCJ+ezIoK6lCMkqqT2BaLUUutao8g2g2P04J8sQyhUILN0vyyWerWSTY9gpjO0tkqJDqSWIKH3WqEx6H8xd1uNcHnsmBsQp9d5JQiVbP7+OapjDKbjAh4bLrrqDcSqZZOr9F5XhRQfQBxWE3TOksthqHhOAIeK1b1uGb9/tqwB786fBGX4xxWds/+GqJKrCZq61GMqlQqOHXq9Xrl09Gjr6BYLIIxmHD9m6/Hu9+9D319u5ec9a4RWKGIcJf+LZidiNVshMdpwXiKr1dJ6dWmB1Q3OFoJK5TqNniCIPSHt5anmmELixOjBEmMoqU3QUyFZgTR1kSTHLr9DtXCP8NB5xIQo6rlx/OJUUDVqidVoumFdumkJxHy2RFPCYt+n0KxjBNAryDSAAAgAElEQVQjCdy4PTznub+m9pmMjGVIjFqAWLIqEOplURiNRuq5TwcPDiCZTAIANm26Cu9//wfBeNbjWMSFbz5yG8wm6sK1EJxQgtNKu9FaEfLZEE/xmKiJvQG3HiujqucH22oxii8uKQspQbQbkhiVZguLekaQGiRQZRRBTIfugERbE0lwWLdMvbygcNCBgRORelvqTmSyMmp+a0J3wIHBE1FdfRYjkSy6fXY42uTmHvLZcHF88e3DT44mUShWsGPj7BY9oGpdtVuNOBfJ4i3XLPqQHU0sxcNoYBDUqGKD41gcPvwyBgdfwuDgAbzxxlkAQDDYhT17bkJ//x7ccEM/urqqduEXjl3Gq7/4HdK5Qt0GRcxOpSKCzy+tzCi9EfLZMXwhjUQmD6fNBKtFfwKq1G5dql5oBRVRBJen7loEoWc8khiVW1xu1KRNj+5FBDEVmhFE21IqVzCREbD7Tep1CwsHneDzZaTZwoKVQ+2KHJseAPT6HeDzJWT5IjwtzNSYj9FIVneB6vMR8tkxdCaOiijCsAhBb2g4DpvFiKtW+ud8jYFhsKbXg3Nji+8C0+lEkzy6vLaWZWtVKhW8/vqJevD40NBRlEpFWK1W7Np1Hfbtuxv9/XuwYcOmWYVfaa6mWBKjFoLLlyCCFgBa0uW14+DJKMZTvC7zooCplVGllh1TyJchinRuEoSeqdv0uEWKURRgThCzQndAom0ZT/EQRXU66Un0BqUQc65jxah0rgCr2QjbArvVUkh8NMHpQozK8UXE0wJ+b6f+w8slunx2lMpirb15c4uyiiji2Jk43rQuCLNpfvFkTa8bz758AcVSZcHXLmViNbuvmkQiY3Xx6eDBl5BKpQAAV121Bffddz/6+nZj167rYLUufJ2RqhjTNSGZmBtOyumgBYBmhHw2iCJw9nJ6XgFdSxxWExi0tjJKOjepao8g9IvbYQHDKFAZJRRhYJgFn7UJYqlBd0CibYnUwrS7A+pVBoRrAkxkgsWW1fp8iF4sqVwePpdlQetdT+1zjiQ4bFzha8XQ5qXd8qKA6qIMAOJTOks1yshYFmm2gJ1zdNGbytqwB+WKiIvjubaqIGsloigiluSxcbmy57RkvZPEJ8l619UVwo037kV//43o6+tHMLjw3/FKvFJl1CIfjpcC0m40Lfi1I+St3jv4fFmX4eUAYDAwcNhMLa2MogwZgtA/BgMDt92MNLv4yiiHzaSbmAuC0AuKPZ2Nj4/j8ccfB8MwePTRR5V6W4KYk2iiGjqsZmWU322F1WLE5Q4OMU9l8/XF7XxUbUxMPexZa6ROeu0lRtXanKd4bFrZnPhxdHgcBobBdhmt26eGmJMYNTtZrgihUF50J725rHc2mw27dl2Hu+56D/r792D9+o2Lfhh1O8wwMAzSLFVGLQRHC37NCU2xkurVpgdUq+daWRlF3bUIoj3wOK3ILFKM4oQiVegSxCwodgfMZrN46qmnSIwiWkYsycFlN8Ol4sWdYRiEAw5EJhYfOq1XUmyhLlrMh9FgQMhnr1ekac1oJIuQz9ZWi8ygxwaGqYpRzTJ0Jo5NK72yzvug1waX3YxzY1n8XtNH7GwmO+k1LkbNZ7374Ac/hP7+PdixY5cs610jGBgGHqeZKqNkwJIVSnP8biuMBgbligi/TiujgKpgmWupTY+EUoJoB7wuy+Iro/giCc8EMQuKzYru7m489thjSr0dQSxIJMGhZ5HVDHIIBx04dSGl+nG0QBTFmk1PnlWox29HVCdi1EgkizVtVu1jMhoQcFubFqNiKR6Xxlnce/MGWa9nGAZrwx6ci1CI+VzEUjW7r4xryVzWu1AohLe85a31rnfNWO8axeuyLjrDYilAC37tMRgYBL02xJL6DTAHqh31pI5XrYCEUoJoDzwOy6I3pVmhBLcO8lYJQm8odgd0uVy46667lHo7gliQaJLH5lXq5zj1Bp0YOBGFUCjBZumsh0Y+X0ahWJEdzt4TcOD10eSiu8EtFim8fO+OZZqNoVlCPjvGU0JTP3tsOA4A2LFRvtixpteN185NIF8o67KlutbEkjwYptrx60rms95de+2bcddd70Ff3+45u96pic9pQTJLNr2FoAW/Pgj57LoXo1w2M2KJ1tnQSSgliPagWhlVhCiKTd/rWaFYb4pEEMQk9HRGtCX5YhnJbB69KoaXS4TrXeT4tsonkoOUOSN151qInoADhVJlUd3glGA0Wg0vX9PbXpVRQLWj3qtvTDT1s0Nn4lje5Wyo89vasAeiWP3Mms2p6mSkBbLUbVAr612jeF1WnBujireFYIUSTEYGFuomqSkhnx0GhoFX5r1GC5y21mZG5YQijAYGFjOdmwShZ7xOC0rlCvh8CY4mxWOWL8FpJeGZIK6ExCiiLRmv5bz0BNTfZQjXdjIuT7AdJ0alspIYJW9h3VuzMkUTnLZiVBt20pMI+exI5wrIF8uwmuVXKrFCEafOp/COvlUNHW9NuBZiHiExajYuRZMoTJzCV7/66zmtd319uxEILBwY30p8LguyXBHlSgVGAy1m54ITinDazNTBSGNuu24FNq3w6vpcddpN4IQSKhURBoP65wsnlOC007lJEHrH46yK6Gm20JQYVamI4PMlOO207CaIK2loVqRSKfz4xz/G8ePHkclkUC6XZ7yGYRj80z/9kyKD+81vfoNvfOMbKJVK8Hq9eOyxx7By5cppr3niiSfw/e9/H93d3QCAXbt24Qtf+IIixyf0ixSirWYnPYluvwMGhsFYB3bUkwKQ5e5WS+JfJMljyxq1RrUwI5Esumrh3O1GyFcV8eJpAcu7nLJ/7tWzE6iIInZsaCyPyOeywu+2YoSqaADMtN69cuQViJXyNOudUl3v1MTrskIEkGGL8Lv1GwqtNVI7bUJbwkEnwkH51zstcNrMEAFw+VJL7i2sUKJAY4JoA7w1MSrDFpq6jnH5EkSg6aoqguhkZN8Fz549i/vvvx+JRAKiKM75OqUe3tPpND772c/i3/7t37B27Vo8/fTT+OIXv4gnn3xyxmv37duHz372s4ocl2gPokn5ocOLxWwyIOSzdWRHvVSuscoon9sKi8mgeYj5+Ui2LauiACBUyyYaT/ENiVFDZ+LwOC1Yu6xxa+KaXjfO1arJliJzWe82btyM7k03491vvxUPvv/tmlvvGsFXezhO5fIkRs0DJ5Qok4eQhVS1wArFlohRnFAkoZQg2gDvlMqoZuBq9l8SnwliJrJnxde+9jVMTEzgox/9KN73vvchHA7DaFQvDHd0dBRdXV1Yu3YtAGDv3r34zGc+g0QigUAgoNpxifYgmuThdVpgt7bmwh4OOjGmky5ySpLKFWC1GGV/jgaGQbffoakYxQlFxFI83nJNWLMxLIaQrypGxRvoqFcqV/DqGxN48+bupoLj14Q9ODocry1+On9hLrfrXaZgwZf/6TD27N7eVkIUUK2MAkAd9RaAFYqyxXZiaSMJUCxfAtTvjQKWL+k6Q4sgiCp1m16T91tWalbQhtX8BKE2slfyhw8fxlvf+lZ88pOfVHM8ddauXYt4PI7jx4/j6quvxjPPPAMAGBsbmyFG/exnP8OLL76IUCiEhx56CDt37mzoWMGgS7FxE60hkc1jRY8boVBrqmPWrfDhtXMJBIIuGFXKkmjV7zIVvlhGl9fW0LFXhd0YHctoMl4AODY8DgC4+qoezcawGLq6RNgsRuQKZdnjP3oqBj5fxt5rVzX1O+/Y3IOnXngDKb6M1Su1EfPV/FtVKhW8+uqreOGFF/Db3/4Whw8fRrFY7XrX39+PD37wPuzduxdXXXXVtOrd3x65CAC4an1X+51Lpurtu8ww7Tf2FiIUKwj47Kp/RvQ3aH+Wc9XqBZPV1JK/p1AsY61X/XNTKdplnATRDPOd38GKCKOBQWmB183FhYnq5uPyXg/NI0Iz9HruyRajRFHE+vXr1RzLNNxuN77+9a/jscceQz6fx0033QSPxwOTafqQ7733XnzsYx+D2WzGgQMH8PGPfxw///nP4ffL39aamMihUpnbekjoj4uxHK5eH8T4eGusR167CaVyBa+fiamSUxUKuVv2u0wlOsHCZTM3dGy/04KDExwi0bQmYbTHTkWr47CbNPnMlKDLa8P5yxnZ4//t4QuwmAxY5rc19Tv7a/aToVNRLPO3PnhejfN7vq539903e9e7eDw37T3OnE8AAEyVStudS6VyBQBwMSL/PFqKZNkCjICqn5FW129CWYo1K82lSAarWtCCPcsWYGTUPTeVgs5xopORc357nBaMxXJNzYPL0WpmZ1Eo0jwiNEHLa7jBwMxb+CNbjNq2bRvOnTunyKDksnv3buzevRsAEI/H8eSTT84IMA+FQvX/37NnD8LhMIaHh3H99de3dKxE6+DzJWTYAnpb0ElPIlzL9hmb4FoSmt4q0rlCwxlEPX4HyhUR8bSgyWcxGski6GnP8HKJLq8d42l5Nj1RFDF0Zhxb1wQa6r43FZfdjJDPhnNtHGIuWe8GB1/C4OABRbrexZI8/G4rLE1+rlpiMhrgdpiRruW+ETOpdzCinA5CBtJ5wvJF1Y9VEencJIh2wuO0NJ0ZxVJmFEHMiexZsX//fjzwwAM4ePAgbrjhBjXHVGd8fByhUAiVSgWPP/447r33Xjgc0xe/0WgUPT09AIDXX38dly5dqudMEZ2JFF7e04LwcglJ+IpMcMCGlh1WVURRRCqXh6/BzIqeQPVzjya0EeZGIlmsadPwcomQz46To9VmEAs1fbgQy2Eik8cdexZ3XVvT68Ebl9tHjCqXy/jd705iYOAABgYO4NixIZRKRUW73sVSPLp9rbuOKI3Xaa13xCRmwuVrOR1LICeNWDxSmLiU76ImPHXXIoi2wuu0NJ8ZVRO4ab4TxExki1GRSAQ333wzPvKRj+Cd73wntm3bBo9n9oqKffv2KTK4v/7rv8aRI0dQLBaxZ88efPrTnwYAPPjgg3j44Yexfft2PP744zhx4gQMBgPMZjO+9rWvTauWIjqPaKJaUdJKIcRlN8PjMGOsgzrq8fkSCqUKvM7Gwn17asJcNMEDrXPuAqh2xooledy4vT3DyyVCPhsKxQqyXLEejDkXQ8NxMACu3tC1qGOuDXvw8u9iyHAFeBz6DM0dG7s8zXqXTqcBAJs3b8UHP/gh9PXtxs6d1yoWNh5L8rhmvfxKKr3hc1mQZqkyai6k3WjqWEbIwWgwwG41taQySjoGVUoQRHvgcVpwPtqczYkVSrCajTCbWh9tQRB6R/Zd8JFHHgHDMBBFEU8//TSefvrpGbvR0i6/UmLUn//5n8/69e985zv1///qV7+qyLGI9kGqjOpuYWUUAPR2WEc9qaLC525MmHDbzbBbTYgkW/9ZjNYeBDqhMgoAxlP8gmLU0TNxrFvuqbcWbpa14epnNjKWwdXrFydsKQXL5nD48KG6ADUyUrWCh0Ld2Lv35nrXu0asd3KR7L6tvo4oiddlwaV45wjkSsMJVBlFNIbTZqqLmGrC0rlJEG2F12lBhi2iIooNdzVmhSJtihDEHMieGY899pia4yAI2UQTPAKe1ue8hIMOHP5dTJa1qh1I1bJm/A22PWcYBr0BO2IaCHOjkaoYtbrNxaiuKWLU+uXeOV+XyAgYjWRx9951iz7mqh43GAAjY1nNxKhyuYyTJ1+ri0/Hjw+hVCrBZrPj2mvfjPe851709+/BunXrVZ9j46nWV1gqjc9lRYYtNPVwvBSgyiiiUZx2c0tsepJQSucmQbQHHqcFFVEEyxfhbrC6nBNKJDwTxBzIvgveddddao6DIGQTTWqTVRQOOsEKJWT5om5tTo0giVHeBsUooGrVG76QVnpICzISySDosTb8IKA3urzVjnaSIDIXx85OAAB2bly89dhuNaE36Gh5iPmlSxfx7LNH8Oyzz+HQoUFkMmkwDIMtW7bi/vv/CP39e3DNNbtgsbT2bxpLVj/7tq6MclpQrojIdcg1SWkmK6NowU/Iw2U3t8amR4HGBNFWSNXpabbQ8DMoyxfhstNcJ4jZoJlBtB3RBIc3b+lp+XHDwckQ805Y+Ek2vWbsXz1+Bw6eiKJYKsNsal2F2mgki9W9jXX/0yNWsxFelwXjaWHe1x0dHke3314/9xbLml4PTo7IC05vllyuar0bGHgRAwMHcP78KACgp6cXN998K/r79+D66/vh9/tVOb5cJLtvqI0DzH01ITmd028OmJaw9eoT2pEm5OG0mRBf4LqsBHRuEkR7MVWMWtHg/iArlOp5qwRBTIfEKKKtyPHF6kVdg2qGcO1GMjbBYtNKX8uPrzSpXB42ixF2a+OXgZ6AHSKq1SXLQy7lBzcLnFBCNMljd5uHl0uEfHbE56mM4vMl/G40iZt3rVBMOFobdmPgRATJbB4Bj02R95Ssd1LXu1dfPYZSqQS73YHrrnsz7r33Pvz+798Or7dHV/bWWLKa19XM+a8XvLVOmOlcHiu7WzMP2wmOqk+IBnG2qDKKzk2CaC+kfM8M23hHPVYo0lwniDloaGYcOnQITz75JI4fP45MJoNKpTLjNQzD4OTJk4oNkCCmEq3lFGlh0wt4bTCbDBib6IwQ81SuUK+saJTemjAXSbROjDrfIeHlEiGvHacvJOf8/olzCZTKInZuVC7faW24WlV2biy7KDHq0qWLGBg4gMHBl3Dw4ACy2UzNercNH/rQR2rWux0wm6sPb6GQG+PjzXWhUYtYkm9rix4wabFN5qij3mywfAlmk6Hl+YJE++K0mcEKzYUUNwIr0LlJEO2E1Hk6nWtGjKLMKIKYC9li1G9+8xvs378f5XIZy5Ytw9q1a2E00k2UaC2StaYn0PpFpIFh0BtwINIhHfVSuTx8ruasPZIYGGthR72RDgkvlwj5bBg8kUepXIHJOLPd79CZOJw2EzasmDvgvFFWdrtgNDAYiWRw7VXy68zns97deuvt6OvbrQvrXSPEUjy2rG6f8c6GT7INNPFwvBSgDkZEo7hsJogiIORLqlroODo3CaKtsFuNMJsMDVdGFYplFEsVOCkziiBmRfbMeOKJJ2AymfDtb38bN954o5pjIog5iSZ4MIx2OS/hoANvXG5tALRapHN5rF/WnNBht5rgcVpaKsyNRrMIeKwdk40T8lWtjhMZYUalX7lSwbEzcVy9vgtGw0yhqlksZiOWdzkxskCIuRzrXX//jVizZq2urHdyyRfLSGbzbV8ZZTFXbbYkRs0OdTAiGsVpr54vOUFdMYrl6dwkiHaCYRh4HBakGxSj2HojDZrvBDEbssWo4eFhvPOd7yQhitCUaJJDl9c2ayVJKwgHnXj59RgKxXJbl9eLorgomx4A9PjtddtkKxiJZLG6pzOqooBJQXU8xc8Qo85cTIMVSopa9CTWhN145dT4jBDzSevdARw8OLig9a6dkboYtrsYBQA+lwUplmx6s0GVUUSjSAtGli8CKm560blJEO2H12VBpsH7rdQ5k+Y7QcyO7JnhcDjg9SpnFyGIZogmZi7cW0k46IAIIJrk2zowmMuXUCxV6gHIzdATcODVsxMKjmpu+HwJ0QSH3dta30VRLSbFqJmdm4bOxGEyMti2NqD4cdeEPXjh2BhGLo1jZPjVugA11Xp3yy23oa9vN264YXdbWe/kMp6silFaXkuUwuu0UGXUHHBCCX5384I7sfRw1SqjpAWkWnBCSbEmEgRBtAav01LfzJILJ1VG2akyiiBmQ7YY1d/fj6GhITXHQhDzIooiokkOG1Zo102td0pHvXYWo1K1xetiKqN6Aw68eHwMfL6kekcyKbx8da9H1eO0Eq/LApPRMOPBRhRFHB2OY/Nqv6Kfa6lUwsmTr+HQc7/GqV/9Cnf/cASVSrljrHeNEE12UmWUFWcupbUehi5hhVLLGiwQnYGU68LyJVWPwwolrOimSgmCaCc8TkvD91upOyd10yOI2ZE9Mz796U/jve99L771rW/hT/7kTzp+sULojwxXhFAoo0fDBWRPwAEGQKTNO+qlat23mg0wB1D/O0STHNaoLBJJOV2d0kkPqAbid3ltM8SosQkOsSSPt7155aKPMZf1zuFfhb6b/wD/4953d4z1rhFiKR5Om6kjMhy8rmqGxZW2SwLg8tROm2iMuk1P7cqoPNn0CKLd8DotyHFFlCsV2XmeOUESo9r/eYMg1GDOO+HnPve5GV/bsGEDnnjiCfz4xz/Gli1b4HbPXBgyDINHH31U2VESBFDPJ+oJaGetsZqNCHptuDzBajYGJUhlJTFqEZlRtb9DNMGrLkYdHY5jVY8LHmdniSYhnx3xK2x6Q2fiAIBrNjSeF5XL5fDyywfrweMXLsze9e5vnjkLk9GA667btfhfog2JJTl0d4BFD6jO4WKpAl7l7l/tRrlSAZ8vkzWCaAhJIMrx6olR9XOT5itBtBVepwUigCxXlP38zFGAOUHMy5xi1FNPPTXnD126dAmXLl2a9XskRhFqoQcxCqiGmHdKZdRiMqO6a5lHaoeYp3J5nLmUxl1vWavqcbQg5LPh7BUl30PDcazuccvKE5Gsd1O73pXLk9a7979/duvdml43DrwWQaUiwmBYetU0sSSP9cs7IwNRmsOpXIHEqClICwCqPiEawWQ0wGYxqmrTm1yc0rlJEO2EtCGabqABECsUwTCAzdq+TY8IQk3mvBM+99xzrRwHQSxINMnDaGAQ9GgbSBsOOnDqfBIVUYShTW0x6VwBdqsRNkvzD8MWsxFBjxXRpLpi1JHT4wCAa6/qVvU4WhDy2cHlS2CFIpw2MzJsAWcvpXHnjXMLb1Xr3YsYHHxpRte7D3/4AfT17caOHTvntd6tDXvw/JFLGEtwWN7lVONX0y3lSgWJTB592zojPNjnrF4P07k8li2xv+V80IKfaBanzayqTY8qJQiiPfHW7rcZTn7TEFYowWkzt+16gSDUZs6ntOXLl7dyHASxINEEh5DPLtunrRa9QQcKpQoSGQFd3vYMQE7l8ouy6En0BByIJBrrLNIor5waRzjo6MiFtnT+jKd4OHvNOHYmDhHAjo2TFj251rtGut5J2VsjY5klJ0YlMnlURLFt5+6V1CujWOqoNxW2XhlFC36iMZx2Uz10WA1YqtojiLbE45qsjJILy1M+HEHMB80Oom2IJjlNw8slwjWbYGSCa9sFbSpXgFeB/KUevwMHT0ZVC0/OcgWcOp/C7/evUvy99UDIV63OiacErOn1YOhMHD6XCcnIGfziP15qyHrXCOGgE1azESNjWezZrl13Si2I1wLjQ94OqYxySZVRJEZNhROogxHRHNXKKPVseiwFGhNEW+J11MQoNi/7Z6TKKIIgZkf2U9ovfvEL/Ou//iv+8i//Ej09PTO+H41G8ZnPfAb33Xcfbr/9dkUHSRAVUUQsyWPrmoDWQ0E4WK0kuTzB4U3rghqPpjlSuTw2rFh8Zk5PwAEuX0KOL8LtUD5cfGg4jooo4tpNnWfRA6o2PQA4deYczh57Dk997ydgx0/j+f+HnWa96+/fo2jXO4OBwepeN85FMoq8XzsRT1cD44O+9hSSr8RmMcJiNtRz4IgqVBlFNIvLbsbF8Zxq7y+JUVQtQRDthdVihNXy/7N358Ft3Pf98N+L+yBOggBJHSRN6rIlUrIuUlKcn2MndaaN7RxO7Ni52jjJz078S9NOMplJp3Gftk7n6eM4kzyeZjKZzthO4k7y1EnTuIljJ45tmbQl2aIk6yQlUgdJgABxLxbAYvf5A1iIsngsgF2cn9eMZywSxH4l7mJ3P/s5tIgl5WdOslyWBmkQsgLZZ8Jf/OIXiMfjSwaiAMDn8yGRSODnP/85BaOI4iLxNDK8UPPm5QBgs+hhNekw16AT9URRRKSE5osrkTLV/AspVYJRR87Ow+MwYb2vTfH3rqV4PF4svTv525fw1rMBAIDe7MT+/e/DB99/a8mld6Xq7bThD29dAZ8ToNPWtvS1muajHBgGcNtq23tOKQzDwGk1IkpletegzChSLqtZr2qZXrFnFN2gEtJwHFZDaZlRKb5ppvcSogbZV2lnzpzBrbfeuuJrtm7dij/+8Y8VL4qQdytO0quDMj2GYdDVbsVMg07US3I8+JwApwJlep2F4KA/zCqSabUYy/E4ObWA23auVaUEsJp4nseJE8cwNpYvvTtx4lix9M7ZuRFr99yBGwd341xQj3/96i1VCQ71ddnB5y7hynwSPYUeUq0gGE3BbTM2VQDO0WZAlDKjrpGgBuakTFaTDkmOV638PEn7JiENy241IFbCw5/8gBo61glZjuyjIxqNwu1euUTK6XQiHA5XvChC3s0fzvd56ayDzCggv47j50O1XkZZpHIepwKZIe0OE7QaBnMLygfmjk0GwefEhp2id+nSRYyOHsTY2Ot4880xJBJxMAyDG2/cis997kEMD+/D0NB2/Pj5szg/E8PFmIDBfmfVgiS9XYUm5nOxFgtGNe7ggeU42oy4FFCvrKgRsVwWBp0Geh2N0yalsZr0yAkiuEwOZqPyN5Esl4VBr2mqgDghrcJhNWAmKK8yQhBFsNQzipAVyT7LulwuTE9Pr/ia6elp2O32ihdFyLv5wyz0Oo0iARQl+NxmvHY8g1SaV+ViVU1So2MlyvR0Wg08DlMxc01JR87Mw9lmwA3djfGZEovFcOjQWDEAdfnyJQBAV1c33v/+OzAysh979uyF03lt6V2H04w3T+XL9BZP0VOb12mG1aTDhdk43ru9aputuWAkhZv6at97TklOqwEnKDPqGkmOp548pCxWc36/Saayqpzfkym6OSWkUTmsBpyelpd4kUrzEEFZkISsRPbRcfPNN+MPf/gDJicn0d/ff933Jycn8dJLL61aykdIOfwLKXhdZmjqpFzLV6j/DoRTDZdVImVGSSPhK+VzW4qZa0pJZ3M4fj6EA4NddfM7f7dsNosTJ45jdPQ1jI0dxIkTx037M/YAACAASURBVCEIAiwWC/bsGcYDD3wGIyP7sX5974qlHlITcw3DYFsVG+IzDIPeThumZluniXmWFxBJZJowM8oALpNDOpOD0UCZQADoaTQpW1thv0lyPNR4PEBlO4Q0LrvVgCTHI8sL0OtWzm5MUn84QlYl+2z4l3/5l/j973+PT37yk3j44Yfxnve8Bz6fD36/H6+88gqefPJJCIKAv/qrv1JzvaRF+cMsugtT7OqBb1GvpEYNRjmtymSZdbotOH0xrGh/jRPnQ8jwQl2V6ImiWCy9Gx09iEOHxpBMJqHRaHDTTdvw+c9/CcPD+7Bt2xD0evkXHh6HCQCwcZ0DbVW+YOntsuO3b1xEJpuDQd/8QYxQLD9JT/o3bxZSlmMkmYbPUB+lzLXGclnKjCJlkW4cE5w6TcxZjqcpj4Q0KEeh32qczcBtX/laQhqEQOciQpYn++gYHBzE3//93+Mf/uEf8Nhjj+Gxxx675vtarRbf/va3MTQ0pPgiSWsTBBGBcKqqJUyr8RanyDVeE/NIIgOzUadYBoXPZUYmm884cSlURnnkzDzazHpsXKdsU/RSxWJRvPnmWDEANTNzBUC+9O6OO/4cw8P7sHfvCOz28tfZ6baAYYCbN3YotWzZejvtyAkiLgUS6F9T23/raghG8hl8UjZas5CyHKOJTDFrs9UlOR7tq9woELIUKWtJrYl6SY5Hh5P2TUIakaPwIDealBGMKk51peAzIcspKVT78Y9/HDt37sRPf/pTjI+PIx6Pw2azYfv27bjvvvuWLN8jpFLBGIecINbVTZZRr4XLZlS8PK0aIok0nAqV6AFXs8TmFlhFglFZXsD4ZBC7Nnmh1VS3wWu+9O5Yoe/T1dI7q9WK3buH8ZnP/BWGh/dh/foexbLA3HYTvv25PVjjqX7mX1+xiXm8NYJR0SbNjCpcHEeob1QRy2WxzttW62WQBiRlqEolNkpLcln0mGjfJKQR2a1XH/6shqUyPUJWVXLeYH9/P/7u7/5OjbUQsqRAIfvI56qvbAafy9ygmVFpRZqXS6QgoX+BxZYe1yqvXt2p6QWk0rmqlOitVHq3dWu+9G5kZD+2bh0sqfSuVLW6aXbZjLBbDbjQIn2j5qMpaDWMovt/PVicGUXyEtQzipRJKqFTKzOK+pkR0rikMr0Yu/r5VvoMoR5xhCyPjg5S96Tso053/WRGAfmMoCNn5mu9jJJFExlsWKtcFozLboRep4E/rExg7vCZeZiNWkUCW0tZXHo3NvY6rly5DOBq6V1+6t1wRaV3jYJhGPR12jA1F6/1UqoiGOHQbjdBo6nPpvjlajProdUwiCQpMwoA+JyAdCZHNwCkLHqdBka9tlhioyQ+JyCdpX2TkEZ1NTNq9fNtsYE5He+ELEv20XHy5Em8/fbbuPPOO2Gz5Us7WJbFo48+ipdeegkmkwkPPvggPvOZz6i2WNKa/AssjAZt8QRQL3wuCxKpLBKpbNUbT5dLFEXFM6M0DFPIEqu8ZDEnCDh6LoihAc+qU0rkWm7qnVR69+lP/6XipXeNpLfLjmOTIaTSvCpjzOtJMMrB04S9WhiGgbPNQJlRBWw6fwNATWNJuaxmHRIqZEZJZTvUwJyQxqTXaWAx6hBNysiM4rIw6DTQ65p/QAwh5ZJ9pfajH/0Ihw8fxv3331/82uOPP45f/epXsFgsiEQi+M53voP+/n4cOHBAlcWS1uQPp+BzmesuUOBzF5qYh1m0mRsjiybJ8eBzIhwKlyn5XBbMhJIVv8/ZixEkUlnsrKCZt1pT75pVX5cNIoCL/jg2rVcnG61eBKMp7NhQ/Ubx1eBoM8p6UtsKin066IaflMlq0iOZUr5n1NWGxhQoJaRROdoMiMkJRqV46hdFyCpknw1PnDiBPXv2FP+czWbx3HPPYXBwEE8//TQikQg+/OEP4+mnn6ZgFFFUIMxinc9W62VcR+qVFFhIob+7MYJRkXj+ZlXJBuZAvmTx6EQQOUGoqOn44bPzMOg12HpDe0k/t9zUu+7uNS1Xeleq3k47AODCbHMHo9KZHOJstumal0scVgMCkcYbqKAG6YafMqNIuawmnSpleknKjCKk4TmsBtmZURR4JmRlso+QUCiErq6u4p9PnDiBZDKJT3ziEzAajfD5fLjtttvw6quvqrJQ0ppygoBglMOuzeo3sy5Vh9MMhoFivZKqQeopo3QDZ5/LjJwgIhTl4C1z6qEginjr7Dy23dAOo37llGY5U+9GRvZj3br1dZdRV2/sVgPa7UZMzTV3E/NgNB+oacYyPSB/TJ+7HK31MuoCZUaRSlnNesyGlD+3s1JmlJluUAlpVHarQVavzSTHU+CZkFXIPhsyDINcLlf885EjR8AwzDXZUm63GwsLC8qukLS0UCyNnCDC66yvSXpAvm683W7CXANN1IvE809y1MiMAvIlleUGo85fiSGayCxZoidv6t0BbN26jUrvytDbZcfUbHM3MZ+PcgCADkf9fZYowdFmQCKVBZ8ToNMq02+tUVFmFKlUvkxPvcwoCpQS0rjsVnlleiyXRUcd3r8QUk9kX6l1d3fj6NGjxT+/9NJL6OzsxLp164pfCwQCsNvtyq6QtLRAIevI66rPD3Of21Kc9tcIIoWeMkr3jJImHc4tsNhWYomd5PCZAHRaBkMDHgArl9598IN/gZGR/di9ey+V3imgt9OGI2fmG6oZf6lChWBUs5bpSdmO0UQG7U36d5RL6vVDvTpIudrMeiS5LERRVDS79moDcwqUEtKoHFYDuEwO6UwORsPymfxJjkcvnYcIWZHss+Edd9yB73//+3jkkUdgMBhw9OjR6ybnnT17FuvXr1d8kaR1BQqBnnKzbdTmc5lxfiaq+AWrWqKJDCxG3aplcKWyWfQwG7Xwl5klJooiDp+aRbs2gH//8ZPXlN61tbVR6Z3K+rryDxGm5mLY2ldeMLHezUdSMOg0dTeVUymOwt8rkky3fDCKpSbRpEJWsw58TkQmK6x4s1kqKdvK0uSTSwlpZtJ1RJTNwGtY/mF5MkU9owhZjewj5LOf/SxeffVVvPDCCwCALVu24OGHHy5+f2JiAu+88w6++MUvKr9K0rIC4fwNpNJlZUrxuS1IpXOIsdnizWA9iyTScNqUzYoC8mW8PldpWWKLS+/+8PKfcOjQGxB4jkrvaqC3Mz8gYGo23rTBqGCUQ7vD1LSBTCkzSirFbWVJjodBr2n5ckVSPqmMLslllQ1GcTyMBi3tm4Q0MIc1f76NJTPLthHJ8jlkeIFKcglZhexglNVqxbPPPouzZ88CAAYGBqBZNDXLZDLhBz/4AbZt26b8KknLCoRT8LrMdXsDKU3U8y+wDROMUmudPrcFk1dWbqC8XOmd0+1De+9ufPWvPoL37N9HpXdVZjHp4XOZcWG2eZuYB6MpeJq0XxSQ7xkFANHCkIJWxnI83QCQikj7TyKVhduuXKYhy2XRRpkShDQ06To6mlj+4c/V/nB0vBOykpKPkI0bNy759bVr12Lt2rUVL4iQxfxhFl3t1lovY1k+d/7m1h9msXGds8arWV0kkVFtnT6XGW+e9CPLC9Dr8oHq5abeSaV3n/3s5zE8vA//9tsZuGwm/PkHd6iyNrK63i47zl6K1HoZqglGOPSvad4gp91iAMPkj/FWl+Sy1JOHVKStMO1O6SbmNF2LkMYnPfyJrfDwR/rsoN6FhKyMrtZI3RIEEfORFLYXGlrXI4/DBK2GgX+h/puYi6JYKNNTJzOq022BIIp4+8QZnD/9FsbGXpc19e5KMIm5hUncvmvdKlsgaurrtOGNk35EE2nFG9zXGstlwab5pm1eDgAaDQO7xYBogjKjWI6HlXrykApcLdPjFX3fJEc9ZAhpdDaLHgyA6AoT9WhyJiHylHRGnJqawlNPPYVjx44hFoshl8td9xqGYfDiiy8qtkDSusLxNPicWLeT9ABAq9HA4zTDHy6vcXc1JVJZ5AQRTquygYZoNII33xzDCy+9jHdefRVf+I8QAGDNmrX44Af/AsPD+7Bnz/CypXdvnQmAAXDzxg5F10VK01toYn5hNo7tG5orGBUsTNLraOIyPSD/tHali+NWkeSaO/BI1CdlMyQ4ZTOjWI6Hz12fA1kIIfJoNRq0WfSIrRiMKgwroOAzISuSfYS8/fbb+NznPgeO46DT6dDe3g6t9vqmjqIoKrpA0roChQBPvU7Sk/hc5obIjJLKdyptYJ7NZnDs2DjGxl7H6OhBnDx5AoIgwGptg9nVjw/edR8+f9+dWLdO3mTNI2fm0b/WUWzATGqjx2cDw+Qn6m3fUL/ZiOWYj+SDUR5ncwconG1GRCgzCkkui57OtlovgzQwKXtJ+TI9yowipBk4rCs//GGlzCgq0yNkRbLPiI8//jgymQweffRRfPSjH4VORydToi5/JB/g8dVxZhSQL087PR2GIIrQ1GmjdQDF8p1SJxOKoojp6QuFvk+v49ChN8CyLLRaLbZuHcQXvvAQhof3YevWQfztk6Po2+CRHYgKRFK4GEjgE+8bKPnvQ5RlNGjR7bHiwmy81ktRXCia/yxp5gbmQP7Ynp5rvt9fqaiBOamUQa+FQadRvEyP9k1CmoPdalg5M0rqGUXBZ0JWJPsIOX78OP7sz/4Mn/jEJ9RcDyFFgYUUdFpNxZk8avO5zMjwAiLxtKJTd5QWLgSj5PQDikTCeOONMYyN5afezc3NAgDWrevBn//5XRgZ2Y/du/fCZrNd83Net6WkLLG3zswDAHZSiV5d6O204dhkCKIo1u0Ey3LMRzmYDNqmvyh0WI2IsRkIggiNpnl+f6XgcwLS2RyVRpCKWc16RTOjpFHvtG8S0vgcVgPOhZefIJ3geDAAzNS/kJAVyT5C9Ho9urq61FwLIdfwh1l4Xea6zjYC8gEYAPCHU3UdjCqW6Vmvz4zKZjMYHz+K0dF88OnUqXcgiiJsNjv27h3G5z//RQwP78fatSs3Ge90WXD8Qkj2mo6cCaDHZ4PH2dwZK42ir8uOg8fnEIpxTZVFFIyk4HGYmyrAthRnmwGiCMTYTMuWvbLUNJYoxGrSKZoZRaPeCWkeDqsR0WRm2Yd3bGGqa73fwxBSa7LPiDt27MCpU6fUXAsh1whEUvA2QJCis9DTyr/AYkuPq8arWV40kYbVpINBr4UoipiauoDR0dcKpXdvIpXKl94NDm7Hl770ZezbdwBbttxUUkmuz23Ga8czSKX5VZ8GLcQ4TM7E8JFbbqj0r0YU0ldoYj41G2+uYFSMa/rm5cDVrMdoonWDUdQ0lijFatIjoWBmlBSMslCglJCGZ7cakOUFcJnckte7SSrJJUQW2VdrX/va13Dvvffil7/8Je6++24110QIBFHEfDiFm3rdtV7Kqlx2I/Q6Td1P1JsLhMDOHsWjj75wTend+vU9uPPOuzE8nC+9a2srv/GvrxCYC4RT6Om0rfjat88FAQA7N1GJXr1Y29EGrYbBhbkYdm321no5ihBFEcEIV9eBYqU4Cv3gIok0erDy8desWMo+IQqxmvWKntfZQqDUaqZ9k5BG5yhUGUSTmWWCUVk61gmRYdmj5Ac/+MF1XxseHsY3v/lN/OIXv8BNN910Xb8YAGAYBg8//LCyqyQtJ5rIIMMLdd+8HAA0DAOvs/4m6r279O7kyXcAiDhbLL37EkZG9mPNmrWKbbOzWLLIrhqMOnImgG6PFV3tVsW2Tyqj12mw1tuGqSZqYh5PZZHO5loiM8ppLWRGrdBUtdlR9glRitWkU7RnVJJKSAlpGvbCw59oIl289l0smeLpPESIDCUFoySHDx/G4cOHl/weBaOIEgKFp5Fe1/Uf8PXI57ZgNpSs6RpWK73r33UXduwcxje/8CFotVpV1tBRCB76F1Z+mhxjMzhzKYK/GOlVZR2kfH2dNrxxKlD30yHlCkU5AIDHUb/93JSyODOqVUllepQZRSplNeuV7RmVohJSQpqFw5I/38bYpQPWSS6LDmfzX3cQUqllz4hPPfVUNddByDX84XyWkbcBMqOA/ES9Y5PBqk+xWm7q3btL7yxWK774f7+MzVvWqxaIAgCjXgu33Yi5VbLEjp4LQhSpRK8e9XbZ8fLRGQTCqSWf9jWa+Uh+X2yFJvk6rQZtZj2iidbNjKIG5kQpVpMOWV5AJpuDQV/5eZP2TUKax+LMqKWwHA+rmY51QlazbDBqz5491VwHIdcIhFPQahi47Y3RhNfntoDPiQjFOHSoeNMrZ+rdyMiB60rvYmwGOUEsZk6oyeeyrNpn4/CZADqcJqzzlt+fiqjjahPzWFMEo4ItlBkF5LOjKDOKsk9I5doKN5JJjlckGFXcN2nUOyENr82sh4ZhliyLF0Qx3zOKzkOErIqOElKXAmEWHqcZWo2m1kuRxbeoPE3JYNRqpXf/+39/BSMj+3HjjVtXzHiKxPM3p64qTNjyuS04dMq/7PdZLotTU2G8f/e6Jcfhktrq9lhg0GlwYTaO4Zs6a72cigWjHKwm3arTHZuF02pApMUzo4x6LXTaxjh3kPolZTAlU1m4bJWfO1kuP2W2mtnThBB1aBgGNqsesSWCUVyahyhSFiQhcsi+Oh8dHcV//dd/4atf/Sp8Pt913/f7/XjiiSdw9913Y+/evYoukrSeQDjVEM3LJb5i4+4Utlb4XnJL70qZeic9uanGuPdOlxlJjkcilS0+WV5sfCKEnCBSiV6d0mo0WO+z4cJcrNZLUUQwkmqJEj2Jo82I2YVwrZdxjVfGZxBNpPGh/X2qbyvJZSkriijCWsyMUqaJOWVKENJcHFbDkplRNKyAEPlknxWffvppnD9/fslAFAD4fD4cPXoUiUSCglGkIqIowh9JYeN6Z62XIpvDaoDRoF21cfdSstkMRkdH8T//8/tlSu8qn3onZUZVo0zPWwjMzS2wGFjjuO77h88E4LIZi+VgpP70dtrwyrEZ5AShYbITlxOMcljT0ToTGzucZoy+M7dsMLjaRFHErw9OIcvnqhKMYjmebviJIqT9KKHQRL0kx1OglJAm4rAalwlG0SANQuSSfZScPHkSIyMjK75m586dOHjwYMWLIq0txmaRzuTga5BJekB+iqTPZcbcKr2SgGtL70ZHD+Lw4UNlld6VQuoh46xCMErqM+RfIhjFZXicuLCAW4a6m2JSW7Pq67LjxSOXMRNkG7qvlyCKCEY5bB/w1HopVbO1z41fvXYBJ86H6qLM8sp8EqFYvm9XKs2rXi6Zv+GvfRCONL7FPaOUkA+U0r5JSLOwW/W4PJ+47uvFzKg6eCBESL2TfVUYCoXg9XpXfE17eztCoVDFiyKtLVAI6DTKJD2Jz2XB9Fx8ye+Fw2G8+eYoRkcPYmzs9WtK7z70obtxxx23Y+PGwZJK70oRSWZgNemg16k3SU/icZigYZglm5ifOL+ALC9gF5Xo1bVNhazE8YlgQwejookM+JwATwuNV+7rtsNu0WN8sj6CUeOTweL/B8Ip9HTaVN0ey2VVHSJBWsfinlFKSHJZrPG0TpYmIc3OYTUilsxAEMVrHrBKnxmUCUnI6mQfJTabDXNzcyu+Zm5uDmYzXQSSyvgX8qPYGy4Y5TbjyJl58DkBosDj6NG3MTb2uqzSu44OG+bnlw5kKSEST8OpQANWOXRaDTxOU/H3uNjhMwHYLHpsWNs4JZityG03ob/bjsOnA/iLfb21Xk7ZQi02SQ/IN1Ud7PfgrbP5z6JaN/I+OhGE1aRDkuPhD7OqB6OSHI9eyj4hCjDoNdBpGSQU6hnFUtYeIU3FYTUgJ4hgOf6asnjqGUWIfLKDUYODg3jxxRcxPz+Pjo7rsxr8fj9efPFF3HzzzYoukLSeQISFhmHQbm+cG0hRFCGmgpg78wc89NBPcPzYW6qX3pUiksjAaVW/RE/S6bZc1z8ry+cwPhnC3i0+mibUAHZv9uLZP0zAv8AWG/Q3mvloPiDqcTRWYLtSQwMevHZ8FhOXo9jc46rZOmJsBuevxHDH3vX4nzcultVTr1TUwJwohWEYWE16JFOVl+mJNOqdkKZjL1xXR5OZa4JRLPWMIkQ22UfJAw88gJdffhn3338/vvGNb+A973kPDAYDMpkMXnnlFfzLv/wLWJbFpz71KTXXS1pAIJyCx2Gq+RP91SwuvRsdPQi/P585mO1aW/bUO7VEk2l0t1fvptTrMuPMxQhEUQRTSF1+ZyqMdCZHU/QaxK5CMOpQA2dHBSNSMKpxAttKuKnPBZ2WwdGJYE2DUccnQxAB7N7ixdhJP/zh67MllcTnBGSyAt0AEMW0mfWKTNPL8AL4nEiBUkKaiKMQjIol0teU4CZTPPQ6DQz66j98JqTRyD4rHjhwAA899BCefPJJfPnLXwbDMLDb7YjFYvmsEFHEww8/jFtuuUXN9ZIW4A+n6rJEL5PJYHz87ULfp4M4derkNaV3n/7MF/D8SR0+c+cwPrBnfa2XWySIIqKJTNXK9IB8ZlQ6m0MkkYGrsN0jZwIwG3XYUsObYyKf225C/5rGLtULRjnYrYaWuyA0GXTYvN6F8Ykg7r1tQ83WMT4RhLPNgB6fDT6XGQGVg1FSaQSVQhGlWE06RXpGsdTQmJCmI02ofvdEPcqCJES+ko6URx55BDfffDOeeeYZjI+PIx6Pw+FwYGhoCJ/61Kewf/9+tdZJWoQoigiEU+jvttd6KRBFEefPTxabjh8+/CY4LgWdTodt24bwpS99Gfv2HSiW3omiiLHvvYo5lW+4SpVgs8gJYvEJTjX4Fk3Uc9mM4HMCjp4LYvuAp+4z3shVuzc1dqleMMqho8WyoiRDAx785PdnMRtKoqu9+k2T+ZyAExcWsGeLDwzDwOuy4O1z86puk0ojiNKsZj2Chd5zlbg66p2CUYQ0C6lML3ZdMIomZxIiV8lXbAcOHMCBAwfUWAshSKSySKV5eF21ufFdWFjAG2+8XgxABQJ+AEBPTy/uuuvDGBk5gF279ixZeifdcFWjL0opIok0AMDZVr3MKF8hs80fZrG5x4UzlyJIcjyV6DWYRi/VC0ZT6OuqfWC7FoYG2vGT3wPjE6GaBKPOXIqAy+QwNNAOIP+ZEGezhSbO6gSLKDOKKM1q0mNqmSm5paDpWoQ0H4tRB52WuT4zKkWZUYTIJftI+fSnP42bb74ZX/3qV9VcD2lxUhlHtcr00uk0jh59qzj17vTpkwAAu92BvXtHMDy8D8PD+4pT71bjc5tx7lJEzSWXLJLInySrWabntud7fkkT9Y6cmYdRr8XWPnfV1kAqJ5XqNWIwShBELMTS2LOl/kp+q8HjMGNtRxvGJ4K4Y2/1y4bHJ4LQ6zS4sTd/zEsPGPxhVrUAYTEzykw3AUQZVrNOkZ5RxTI9ukElpGkwDAOH1bBEmR6PDmdrZmUTUirZZ8Xx8XFs375dzbVc5+WXX8b3vvc98DwPh8OBxx57DOvWrbvmNblcDv/4j/+IV199FQzD4Atf+ALuueeeqq6TKEcKRvlUCkaJoojJyXPFzKcjRw6B4zjodDoMDW3Hww9/FcPD+3DjjTeVNfWu02XB2Dt+ZLK5uulTU8yMqmKZnoZh4HOZMbfAQhBEvHV2Htv62+vm34TIt3uzD8++dA5zCyw6G6hUbyHOISeILde8fLHtG9rx/OjFQv+K6mULiaKI8YkgtvS4YCwc8z53/jM9EFYvW02aekblEUQpVpMemayALJ+DXlf++Yuy9ghpTnarYYkyvSx6TLUfXkRII5AdjOrp6cHs7Kyaa7lGNBrFN77xDTz77LPo6+vDr371K3z729/Gj3/842te9+tf/xoXL17ECy+8gEgkgrvvvhsjIyNYu1ZeJgupL/4wC4ZRdhR7KBTE2Ngoxsbyjcfn5/N9S/r6bsCHP/wxjIzsx86du2G1Vn7i8Eo3XJEU1nbUx4lICkY5qlimB+T7Rs2Gkpi4EkUsmcHOjVSi14h2berAsy+dw6HTAXyogbKjQoU+L0p+ljSaoQEP/vv1aRyfDGH4ps6qbXc2xGI+wuGOvT3Fr3mdV0t31SJlsFApFFGK1HA8yfFwtpUfjJKy9tpo3ySkqTisRoRi1/aVY6lnFCGyyT4r3nPPPfj+97+PmZkZdHd3q7kmAMD09DQ8Hg/6+voAAO9973vx9a9/HQsLC3C7r5b6PP/887jnnnug0Wjgdrtx++2347e//S0+//nPq75GorxAJIV2uwl6XflNrqXSu9HRgxgdPYgzZ04BABwOB/bu3YeRkf0YHt6Hri7l92OfVIqyUD/BqGgigzazvqJ/03L43GYcmwzi0OkAdFoNBvvbq7p9ogy33YSBNQ4cbrBg1HykEIxq4VT5vi477BY9jk4EqxqMGp8MAgCGFh3zBr0WLpuxWLqrBqkUymKkG36iDKmsLpnKVtR3McHxYACYaN8kpKnYrQacn40V/5zlBaSzOZqcSYhMss+Kt956Kw4ePIj77rsPDz74ILZt2waPxwOGYa57rRLBqr6+PgSDQRw7dgyDg4P49a9/DQCYnZ29Jhg1Ozt7zfa6urowNzdX8fZJbQTCqZL7RS0uvRsdPYi33jpcKL3TY2hoO7785a9iZGQ/Nm++sazSu1L4FvVFqReRRBrOtuqV6El8Lgv4nIjXjs9ia58bZroIb1i7NnsbrlQvGE2BAdBub91glIZhMNjvwZGz8+BzQtUmWY6fC2K9tw3ud/3b+1xmBFTNjOJhNGhpYidRTNuizKhKsFwWFpMOmiWumQkhjctuNSDOZiAIIjQahqa6ElIi2UfK7bffDoZhIIoi/umf/mnZ1zEMg5MnT1a8MJvNhu9+97t47LHHkE6nccstt8But0OnU/7gbm+vjwwWks9mODDUjY4O28qvm5/Hq6++ildeeQWvvPIK/P781LuBgQHcf//9uOWWWzAyMgKrtfpTpJxtRkTZ7Kp/h3cr9fVyJTgeHS6Lau+/nM03eAAA6UwO7925rurbJ8r5s319ybnycAAAIABJREFUePalczh5KYJtm3xlvUe1f/+JdA7tDhO6Oh1V3W69uWXnWrx2fBbziQwGB9QvlY2zGUxcieKe2zZe9zvv6XZg9PisavtCDoDNYqjJZw19vjWntekcAEBr0FX0O86JDGzW2uybSmnktROymnL377U+G0QRMFgMcNlM4IT817u8NjpmSF2p1/1RdmTn7rvvXjILSk379u3Dvn37AADBYBA//vGPr2tg3tXVhZmZGQwODgK4PlNKjlAoAUEQlVk0KVuSyyLOZmAz6TA/f+0o5ZVK74aH9xen3i0uvWNZASxb+UjmUnmcJkzPxq77O6yko8NW0utLEYyk4HWaVHv/5RiZ/DGl1TDo72yr+vaJsgbWOPDy4ct431Dpma9q7t/LuTwXg9tmbPn9bq3bDJ2WwZ8OX0JXFZq5j74zB0EEBrqv/507zHrEkhlMX1pQpZHzQiQFk15b9d95LfZvUh0ZLt+YeMYfw7yv/AeXC9Ha7JtKoX2cNLNK9m+NmL/WPT+9gPU+Gy7N5Cdq5zI8HTOkbtTyM1yjYVZM/JEdjPrOd76jyIJKMT8/j46ODgiCgMcffxz33nsvLJZrS0TuuOMO/PznP8cHPvABRCIRvPjii/jJT35S9bWSyi2epFdPpXel6nRZcPx8qNbLAAAIoohoIlNRr4ty2a0GmI1a3NBlL5Y6kMa1e7MXP3vpHGZDSXS1Vz/jsFTzUQ5bely1XkbNmQw6bO5xYXwiiHtv26D69sYngrBb9EtOzJNKsP3hFPq6lP9MYLks2sxUGkGUIzUhliY1lovlslS2Q0gTshcmVcfYfOC6ONWVrnsJkaWuz4xPPPEE3nrrLWSzWezfvx9/+7d/CwB48MEH8cgjj2Dbtm246667MD4+jg984AMAgIcffvi67CnSGM5NXcbC1Jt45kfP4+tH31hi6t0B7Nq1GxZLfd8I+9xmvHY8g1Sar3mfpDibhSCKNQlGMQyDL3zoJnicrTvNrJns3NSBn710Lt/IfH9frZezIj4nIBJPw1OFTKBGsH3Ag2deOKt6IJHPCTh+fgE7N3Ys2RvHJwWjFtglg1WVSnI8fA3S04w0BpNBC62GKU5qLFeC46/roUYIaXyOQk/WaKIQjKKeUYSUpK6PlOV6U/3oRz8q/r9Wq8Wjjz5arSURBS1XerfgcGBkmdK7RiA1MQ+EU+jprG19biSeBoCaNDAH8qPlSXOQpuodOj1f98GoUIyDCMDjoEAoAAz1e/AMzmJ8IqRqMGrichSpNL/sce91mcHgahas0pKFJtGEKIVhGFhNOiRTlQWjKDOKkObkkDKjklIwqjDVVYVSdEKakewz4ze/+U1Zr2MYBv/8z/9c9oJI81qt9G749k8i19aPf/u7e+uu9K4U0pN5f5iteTAqmpSCUdXPjCLNp1FK9YJRDgAoM6qg3WHC2o42HJ0I4o6961XbzvhkEDotgxt7ly6P1Ou0cNuNqk0bZTmebviJ4qxmPRIVTNMTRREsx9PNKSFNyGTQwaDXIFoIRrFcFgwAC02QJkQW2UfKc889t+L3pUl7FIwii4VCQYyNjWJs7CDGxg6+q/TuHoyM7C+W3v3z00eg0zINHYgCFvVFWVBvhLlckULasKNGmVGkuTRKqV4wks+88TgpGCXZvqEdz49eRCKVVa2H29GJEDatd61Ynux1WeBXITMqywvI8ALd8BPFWU36ijKj0tkccoIIK/UzI6QpOayGq5lRqXyLDo2mukO/CGlUss+ML7300pJfj8fjOH78OJ588kns2LEDf/M3f6PY4kjjKWfqnSQQZrF9Q+OXdRn1WrhsRlVuuEollek5rJQZRSrntpswsLb+S/WCUQ5aDQOXjfZ7ydCAB//9+jSOnw9h5KZOxd9/boGFf4HF7TvXrvg6n8uMQ6cDim+fpT4dRCVtZj0W4lzZP19saEyBUkKaksNqLGZGJbksBZ4JKYHso2XNmjXLfm/z5s04cOAA7rzzToyMjOCee+5RZHGk/ik19S6V5hFjs/C6mqP5rM9lro/MqGQGbWY99DpNrZdCmsTuTfVfqheMcnDZjNBqaL+X9HXZYbcaMD4RVCUYNT4RBAAM9bev+Dqvy4IkxyueoXW1TwfdBBBlWU06XAqUX6YnNTSmsh1CmpPdaihe8yc5ngLPhJRAsTNjV1cXbr31Vjz11FMUjGpg0WQG5y5FsGuzd9nXlFJ6J5fU0NbbJJPXfG4LjpyZr/UyEImnqV8UUdSuQt+oei7VC0ZS6GiSzxKlaBgGg/3tOHJmHnxOgE6rbKBufCKINR3WVadn+tz57wfCKUWDUWwhGNVGNwFEYVazvqJpetK+SVl7hDQnh9WAs5ciAAqZUXSsEyKbokdLe3s7pqenlXxLUmUvHr6E34xO418f2lccQ7xc6Z3T6cTevfswMpIvv+vs7Cp7u4FCjxep31Kj87ksSKSyqvZnkSOSSNdskh5pTi6bsVCqV7/BqPkot2qGTivaPuDBa8dmce5yFFt6lm4yXg6Wy+Lc5Sj+bM/qzdGl7Fd/mMUN3XbF1pCQsk8oGEUUZjXpwGVyZQdxpaw9aw2vBQgh6nFYDUiksuBzApIcT8NTCCmBYsGoXC6HN954AzZbbaeHkcpMzcYgiiJefeMoYnOnriu92759B77ylb8ult5pFCqDCRSmKzVNMKrw9N8fZtFmdtRsHZFEGms72mq2fdKcdm/24mcv1mepXiabQyyZoYvBJdzY64JOq8H4RFDRYNSJCwvICSK2D6ze88/rNIGB8gMeqGcUUYsUREpyfHGMeynYYqCU9k1CmpG98LkQZ7NIprL0UISQEsg+Mx46dGjJr/M8j7m5Ofznf/4nTp06RSV6DSpfevc6fvfz5xC+chJv/0cUAHDDDf34yEc+juHhfSWX3pXCH07B0WaAydAcF2u+wtP/wEIK/d21CUYJgohYMgunjTKjiLJ2bcoHow6dDuDOOsuOCkbzjYZXKxdrRSaDDpt7nDg6EcQn3jcAhlFm2s/4RBBtZr2sTCe9Tgu33VTMhlUK9YwiapH6vyRT2bKCUcXMKLpBJaQpSZ8LkUQaLMfTQxFCSiD7aPnUpz614oWrKIrYvXs3vv71ryuyMKIujuPw9ttHMDb2OkZHD+Ls2dMAAK3BCnvnZvRvvhn/+LVPVlR6V4pAOAVfE908djjNYJh8ZlStxNkMBFGkSXpEcS6bERvWOnC4LoNR+SBHh6N5Pk+UtH3Ag2deOIu5BVaRrLacIODYZAiD/R7Zo6x9bjP8C8oGo1gKRhGVSJOxyu0bleSy0DAMTIblh7gQQhqXvdAOwx9mIYgiBZ4JKYHsq7aHH354yWAUwzBwOBwYHBzE4OCgoosjyhFFEefOncXo6GsYG3sdb711GOl0GjqdHjt23IxHHvkaHF1b8N9H09i03o3zMzG0e3xVW18gzGJrX/P0eNHrNGi3mzBXw4l6kUR+zCw1MCdq2FWnpXpSZlQ7lektaajfg2dwFkcngor83iavxJDkeGzfsHqJnsTrsuDQKX/F214syWVhMmhpgiJR3NXMqPIm6rEcD4tJp1gmIiGkvkiZUbPB/DU/ZUYRIp/so+UrX/mKmusgKpifD+CNN0YxOnoQb7wximAwP92tv38DPvaxezEysh87d+6C2ZwvKfv//jQJreYi3ru9G2cvRXAxEK9KiVk6k0MkkWmaflESn9sCf1jZp/+liCTSAEBlekQVuzZ58WwdluoFIxx0Wg0c1Lh/Se0OE9Z52zA+EcIH9/ZU/H7jE0FoNQxu6nXL/hmfy4wkxys64IFKI4ha2oo9o8rPjKJ9k5DmJQWjZkJJADSsgJBS0NmxiaRSKbz99uFi6d25c2cBAC6XG8PD+wr/7YfPt3TG0/RcHN0eKzavzze2nbwSq0owqtkm6Uk6XRa8PjMLURRr8kS0GIyiMj2igsVT9eoqGBVNod1hgoayEJY1NODB86PTigSDxidD2LjOWVJ5nG/RRD2lBjzkg1F0A0CUt7hnVDmSHE8NjQlpYnqdFmajDrMhyowipFR0tDSJ73zn/8J//ufPkclkoNfrcfPNu/B//s/fYmRkHzZu3Lzq1DtRFDHtj2Oo3wOXzQi33YjzM1EA61RfuzRJT7pBaRZetxmpdA4xtrymp5WSyvQoQ4SoZfdmL3764jnMBJPo9tRHqd58lEMHleitaPuAB//9+hSOnw9h5KbOst8nEElhJpjELUPdJf2cNG1UyQEPCS5L/aKIKsxGLTQMgwRXbplelgKlhDQ5h9VQnBJLxzsh8i175XbbbbeV9YYMw+DFF18se0GkPD5fJz7xiU9iZGQ/duzYBbO5tCyjcDyNOJtFT6cNANDf7cDklagaS71OoFDK1tFEDcyBRU//F9iaBKOiiTRsFj10WuqhQtSxszBV7/DpAO48UB/ZUcFICn1dq091a2W9XTbYrQaMTwQrCkaNTwQBANsHSuv353EoP+CB5Xh0uZvrgQapDwzDwGLSVZQZ1WzXN4SQa9mthmKfWCrTI0S+ZYNRoihe97VsNov5+XzfIZ1OB6fTiUgkAp7PPy3q6OiAXk8HYC187nMPVvTzU3NxALgajFqTL78Jx9Nw2dQt8/KHU7BZ9E33VLuz8PTfH2axcZ2z6tuPJDLUvJyoSpqqd+hMfQSjUmkeSY6HhzKjVqRhGAz2t+PImXnwOaHsgPWxiSC62i3wlpjVKg14ULKnXpIyo4iKrGZ92T2jWI6nm1NCmtzih850LiJEvmWPlj/84Q/X/DmRSOCzn/0s1qxZg6997WvYtWsXNBoNBEHAoUOH8Pjjj0MQBPz7v/+76osmypuai4NhgHXeNgBAf3c+s+D8TBQ7N3lV3XYgzDZdvygg3yhYq2EUH2EuVziRphI9orpddVSqJ03So2DU6rYPePDasVmcuxTBlhKaj0tSaR6nL0bw/l3llXL7XOZiibYSqGcUUVNbmZlRgihSA3NCWoAUjNJpNTDoqCKBELlkHy3f/e53EY/H8dRTT2HPnj3FHkQajQZ79+7FU089hWg0iieeeEK1xRL1XPTnm5cb9VoAwHqfDTotg8krMdW3HYik4HU2X3mFVqOBx2lWtBSlFJFEmjKjiOp2bvKCAXD4dKDWS0Ew0pwlv2q4qdcNnVaDoxOhsn7+nQsLyAkihkos0ZN43Rb4F1JLZmGXKsvnkOUFehpNVGM168vqGcWlcxBFwGKkQCkhzcxeCEZZzbqaDC0ipFHJDkb9/ve/x/ve9z4YDEtnWhiNRtx222144YUXFFscqQ5RFDE1F0evz1b8ml6nQY/PhskZdftGZbI5LMTS8DVhZhQAdLrMNcmMEgQRsSSV6RH1LS7VqzUpM6qdMqNWZTRosaXHhfGJYFkBofGJIKwmHQbWlteA3Oc0g03zSJTZh2exZCFIQNknRC1Wk76szCi2UNpH+yYhzU3KjKIMXUJKIzsYtbg31HKy2SwikUjFiyLVFUlkEEtmsL7Tds3X+9c4MDUXB58TVNv2fOHmsRnL9ADA57YgEGYhKPD0vxQxNgNRBJxUpkeqYNdmL67MJzETTNZ0HfPRFIx6LWzUn0WW7QPtCERSxaarcgmCiGPnQ9h2Qzu0q0xqXY630Gxcib5RxWAU/d6JSqxmXXE/K4X0Mxa6QSWkqUltMSjwTEhpZF9Frl+/Hr/73e8Qj8eX/H40GsXvfvc7rFtXXv8IUjvTheblvUsEo7K8gEuBhGrblnqGlNoAt1H4XGZkeAGReLqq240k8tujzChSDfVSqheKcvA4TZQiL9PQgAcAcLQwFU+u87MxxNksBsss0QNQzIZVom+UlLFCZXpELW0mPVJpHjmhtIdzUmZUm5n2TUKamZ0yowgpi+xg1L333otAIICPfexj+OUvf4nLly+D4zhcvnwZzz33HD7+8Y8jGAzik5/8pJrrJSqYmouBAbDe+65gVKGJ+eQV9Ur1AoWn4j5382ZGAco8/S9FJJEBQMEoUh3FUr0aB6PmIxw8dirRk8ttN2Gdtw3j50oLRo1PBKFhGGy7ofxgVIfTDIaBImXMbLFMj24CiDqkrDu2xOwoyowipDU4rPnrbcqMIqQ0so+YBx54AFNTU3jmmWfwzW9+87rvi6KIBx54APfff7+iCyTqm56Lo7PdAqNBe83X3XYTXDYjJmdiuF2lbQfCKVhNuqa9ifAVMr78Cyy29Liqtt2rmVFUpkeqY/cWH37y+7O4EkxiTQ2m6omiiGA0hU3rnVXfdiMbGvDgN6NTSKSyaJNZ5jY+EcKGtY6KPrd1Wg3a7SZFBjwkOcqMIuqSbjATqSxsFvnn1ST1jCKkJdgs+fMhBZ4JKU1JzR6+9a1v4Wc/+xk++tGPYsuWLVi3bh22bNmCj33sY/jpT3+Kb33rW2qtk6hoyh+/rkRP0t9tVzkzim3aEj0AcNmN0Os0VZ+oF4mnweBq2jAhatu5qaOmpXpJjgeXycFDzctLsn3AA1EEjk/Km6oXjKZweT5RLPGrhM9tUSRrlDKjiNqkzKhS+0axxcwoCkYR0sx0Wg0+9YGNeM9QV62XQkhDKfnsuGPHDuzYsUONtZAaiCTSiCYy6Om0L/n9G7odOHxmHtFkpjgpQkn+cAoDa8qbxtQINAwDbw0m6kWTGdgseui05TUXJqRUzjYjNqxz4vDpAO460Ff17Qej+WPM42jOkl+19HbZ4LAacHQiiJGtnau+/lghaDVUQb8oic9lxvmZGERRrKjPVzEzykg3/EQdUqCz1Il6SY6HVsPAqNeu/mJCSEO79ea1tV4CIQ2H7lRb3HLNyyVSoEiN7KgsLyAU45p2kp7E57LUJDOK+kWRatu92YsrwSSu1GCqXjCSn8zZ4aTMqFJoGAaD/e04cSEka3Lq0YkgvC4zOt2VZ7T6XBak0jziJd7gvxvL8TAbtdBoqHE9UYe10IBcCnzKleSysJp0NFSBEEIIWQIFo1rc9FwcDIB13rYlv9/T2QathsHkjPLBqGA0BVFECwSjzJiPpCAIYtW2GUlk4KBgFKmyWpbqBaP5YBSV6ZVu+4AHqXQO5y5FVnwdl+FxejqM7QMeRW6upc/+QIWZo0mOpxI9oiqpn1oyVXoDc+ohQwghhCyNglEtbtofh89tgXmZ8ga9Tov1Phsmr8QU37Y0Sa+Ze0YB+b4ofE5EKMZVbZuRRJqal5Oqk0r1ajFVbz6agsWooxu/MtzY64ZOq8HRiZX7Rp2cCoPPiRjqr7xED1g8bbSyzNEkl6WePERVZqMODErPjGILmVGEEEIIuR4Fo1rc1Nzyzcsl/WvsmJqNySrhKMXVYFTzZ0YB+Yl61ZATBMTYDJXpkZrYvdmLmWASV+YTVd1uMMLBQyV6ZTEatNjS48L4RBCiuHwG5/hEEGajFhvWKTOx0OMwQcMwFTcxZykziqhMwzCwmHSUGUUIIYQoiIJRLSyWzCAcT2O9b5VgVLcDGV7AlXll+8AEwimYjVrYZI4Tb1RXn/5Xp4l5LJmFKIIyo0hN7CqU6lU7OyoYTVHz8gpsH2hHIJLCbGjpoLkgijg2GcLWvnbFBiPotBp4HCYEKDOKNACrWV9eZpSZ9k1CCCFkKRSMamFTqzQvl/SvyU/am1C4ibk/wsLrtDR9Y0+H1QCjQVu1zKhIIg0AlBlFasLRZsTGdU4cPjNftW2KoohQlKN+URUYGvAAyGc/LWV6Lo5oMqPIFL3FlJg2ms+Moht+oi6rSY9EqdP0UjysxuZ+4EYIIYSUi4JRLWzanw9GrZYZ1W43wdFmwHmFm5gHwqmmL9EDAIZh4HOZMVeliXrRRAYA4LRRMIrUxq4ql+rF2CwyvIAOZ/N/nqjFbTdhvbcNR5cJRo1PBMEwwLYblA1GSdNGVyoPXA2VQpFqsJp1JWVGCaKIVJqnrD1CCCFkGRSMamHTc3H4XOZVL5QYhkF/t0PRJuZ8TkAoyrVEMArI33BVOjFKLsqMIrVW7VK9YCR/bLVTZlRFhgY8mLgSXTL74+hEEP1rHLBZlC3/9brN4DI5xNnSMk4kmWwOfE6gzCiiujaTvqSeUak0DxGgfZMQQghZBgWjWtj0XAw9q5ToSfrX2BGIpBBLZhTZ9kKMQ04QWycY5bYgGOUUbwK/lEgiDQaA3UqZAqQ2ql2qNx/NB6M6KBhVke0bPBBF4PjktVP1wvE0LvoTik3RW8znqmyiXpLLBweogTlRm9VUWs+o4r7Z5H0xCSGEkHJRMKpFxdkMQrG0/GBUtwMAcH5GmewoaZKedCPS7HwuMwRRxHxE/eyoSCINm9UArYYOb1I7u7dUr1QvFOUAUGZUpXo6bXBYDdeV6kl9pLYX+kop6eq00fI+G6XgAJVCEbVZzTqwHA9BkFdSmkzRvkkIIYSshO5WW5TUL6p3lX5Rkt5OG7QaBpMK9Y3yF4NRrZMZBVRnol4kkaFJeqTmdm6sXqnefISDzaKHyUA3fZXQMAwG+9tx4kLomizO8YkgPA4Tuj1WxbfZ7jBBwzBlZ0axlBlFqsRq1kMEwKbllerRvkkIIYSsjIJRLWq6MElvvczMKINei3XeNkwqNFEvEE7BqNfCbm2NoElnIRgVqMJEvUgiTf2iSM1JpXrVCEYFoyl4HK0R2Fbb9gEPUukczl6KAADS2RxOTocxNOBRZfKpTquBx2kqZsuWijKjSLW0FYJKckv1aN8khBBCVkbBqBY1NRdHh9NU0hO7/m4HLszGkRMq73vkD7Pwusyq3NzUozazHlaTDnOUGUVayO4tXsyGWEzPKTf8YCnBKAcPlegp4sZeN3RaTbFU79R0GFlewNCA8v2iJNJEvXJczT6hG36iLqs5v4/JbWJOmVGEEELIyigY1aKm5+Lo6bSX9DP9a+xIZ3O4Mp+sePuBcKplmpdLvC4L/CpnRuUEAfFkhjKjSF2QSvVeOzqj2jYEQUQoysHjpGCUEowGLW7sdWF8IghRFHFsIgijQYtN61yqbdPrMsMfTkEU5fXiWUxqEm2hG36iMimotNS0yaVImVEUKCWEEEKWRsGoFpRIZRGMcuiVWaIn6V+Tb2I+WWETc0HIN/JutWBUp9uMQJlP/+WKJbMQkS+RIqTWHG1GbO5x4U9vXS4r0CBHJJFGThDRQWV6ihka8GA+wmEmxGJ8MoStvW7odepdLvhcZqQzOcRY+ZPKJKxUCmWkG36iLmkqnvwyPR46rQYGvVbNZRFCCCENi4JRLUhqXt4js3m5xOMwwW7RV9w3aiHGISeILTNJT+JzWRCKpZHJ5lTbRiSRBgAq0yN1Y9/WTsyGkjh3WZl+c+8WLEzSozI95Qz150vyfn3wAsLxNAZVLNEDFg14KCNzNMnxsBh10Ghao+Sb1I6U4ZSUmRnFclnKiiKEEEJWQMGoFnSx0Ly8p8TMKIZh0L/GUXEwyh/J903yOlsrk8Hrzv99AxH1+kZdDUZRZhSpD7s2eWE2avHa8VlV3n++cDx5WuzzRE1uuwnrfW1481QADIDBfo+q25OmqpbTNyrJZalBNKkKaT+TSkNXk+R42jcJIYSQFVAwqgVNzcXhcZjQZi69x0b/Ggf84ZTsnglLkaYmtV6ZnvT0X81gVAYABaNI/TAatDgwtAaHTgeQziifFRgqZEa12ykzSklDhQBUX7cdDpWnnrY7TNBqmLIm6rEcTw2iSVVoNRpYjLoSMqP4YmkfIYQQQq5HwagWND0XL7lET9LfnW96Xkl2VCDMQq/TwGlrrYCJVJZY7tQoOSLxNBgAditdAJP6cdvu9UhncjhyNqD4e89HU3C2GVTtadSKtm/IB6OGBtTNigLyN/kehwn+MoJRlBlFqslq1snvGZXKwkq9zAghhJBl0dV7i2G5LAKRVMklepLeTjs0DIPJmUqCUSl4nWZomNbq8WE26mC36FWdqBdJpGG3GqDV0KFN6seNfW54nWa8dkz5Ur1ghKMSPRX0dtrw8Ie34v271lZlez63BYEyPhvzmVF0w0+qw2rSl1imRw+GCCGEkOXQHWuLmfYnAKDkSXoSo0GLtV4rJq+UP1EvEG69SXoSn9tS1tN/uaLJDJXokbrDMAz2b+vE6YsRBBXumRaMctS8XAUMw2DnJi9MhuoEerwuM/zhVMlTF+mGn1ST1ayXX6aXpgbmhBBCyEooGNVipgvNy9eXGYwC8n2jzs/GIAilj2oXRBGBSAsHo1wWdTOj4mk4aJIeqUP7tnaBAfD6iTnF3pPPCViIc/A4WvPzpJn4XBakszlEkxnZPyOKIk0sI1VlNelk9czMCQJS6RyVkBJCCCEroGBUi5mai8FtN8JuKT9gMdDtQDqTw0wwWfLPRuJpZHmh2D+p1fjcZkSTGaTS8tL8SxVJpCkzitSldocJm3tceO34LIQSs1+WsxBPQxSBDsqManjSRL1SmphneAF8TqQm0aRqrGZ5ZXps4TW0bxJCCCHLo2BUi5n2J8puXi65YU2+iflEGX2jWnWSnkQKwpUzNWo1fE5AnM3CSZlRpE4d2NaFYJTDuUsRRd4vVCj5ozK9xuctThuVnzkq3fBT9gmplnzPqOyqAfViMIr2TUIIIWRZFIxqIak0D/8CW3a/KInXaUabWV/WRL1ApMWDUW71JurFkhmIAGVGkbp186YOmAxavHZcmUbm81EOAKiBeRNotxuh1TAl9dSTevdYqWcUqZI2kw6iCHCrZDcni4FS2jcJIYSQ5VAwqoVc9Of7RZU7SU/CMAwG1jhwfqb0Jub+BRY6LQO3rTUzGaQgnBp9oyKJfK8VCkaRemXUa7FnixeHT8+Dy1ReqhqMctAwDNx22ucbnVajgcdpLilQn+TywSjKjCLVIpXdJVYp1WM5KVBK+yYhhBCyHApGtZCpOSkYZa/4vW7otmM2xMpq5LlYIJxCh9MMjYapeA2NyKjXwmUzqjJRL5pIAwCcNirTI/Vr/7YupLM5HD49X/F7BaMpuGxGaDV0KmsGPpe5pBJmKoUi1SYFo1abqJem5wtNAAAgAElEQVQs7puUGUUIIYQsh67gW8i0Pw6XzQiHtfJgRf8aBwCUnB3lD6fgbfGSGp/LrFJmVCEYRZlRpI4NrHHA5zLjoAKlesEIhw5na2ZZNiOfy4JAOAVRZoN7KoUi1dZW2NekrLzlJCkzihBCCFkVBaNayPRcvOLm5ZK+LhsYBjhfQhNzURQRiLDwtugkPYnPbVElMyqcyIBhUNGkRELUxjAM9m/rwplLkWIPuXIFoym0U/PypuFzm5HO5oolx6uhUihSbVZzfl9LpqhnFCGEEFIpCka1iFSax1yIrbhflMRk0GFtR1tJTcyjyQwyWaFlm5dLfC4LEqlsySWOq4kk0rBbDS1bAkkax76tnWAAvF5BdlSWzwctOhyt/XnSTKRzQ0Bm36gkx4MBYDZSMIpUh1R2t9r5m+WyMOg00OvoMpsQQghZDp0lW8SlQAIiKm9evlj/GgfOz8ZWHXEskXqB+Fo9GOUuNDFXeKJeNJGhEj3SENx2E27sdeHg8TnZnx/vFixO0qPMqGbhc0nTRuVlzLEcD4tJBw1DAXhSHVKz/NXL9PhifylCCCGELI2CUS1iutC8vFfJYFS3Hal0DrPBpKzXS8EXyozK33AFFpQr1QtGUrgwG0O7nW7MSWPYP9iFUIzDmYuRsn4+JAWjKDOqabTbTdBpGdmB+iSXpUl6pKp0Wg1MBu3qZXop2jcJIYSQ1VAwqkVMzcXhsBoUzZyRmphPymxiHginoNUwLd/jpcNpBsMolxkVTaTxr/9xFIIg4u4DfYq8JyFqu3lDB8xGLV47Vl6p3nwxGNXanyfNRKNh0OE0yw7UJzmeevKQqrOa9KtmRrEcDyuVjxJCCCEromBUi5j2xxUt0QPy5XZWk05236hAON9suNXHsOt1GrTbTZhTYKJeksvi//mPcUQSaXz140NY621TYIWEqM+g12LPFh+OnAkglV45y2ApwUg+uO20UWlqM/E6zbID9SyXpeblpOrazHokV+kZRYFSQgghZHWtHRVoEelMDrOhpKIlekB+Klb/GkdJmVGtXqInUWKiXjqTw/d+fgyzoSS+8pFBDBQy1QhpFAe2dSHDCzh8OlDyzwajHNodJuoX1GR8bgsC4RREGb3E6Iaf1ILVrCtOy1sOm6ZAKSGEELIaCka1gEuBBERR2eblkv5uO2aCyeKI7eWIoohAhC32S2p1nS4LAmFW1g3XUvicgP/3ueOYnInii3fehJv63AqvkBD13dBtR6fbgoNlTNULRlPooBK9puNzmZHhBUQSmVVfS5lRpBbklOklU9TAnBBCCFkNBaNawNRcPnOpx6dCMKqQjXN+duXsqHgqi1Q6R5lRBV63Gal0DjF25QvapQiCiB/9+iROXFjAZ+7YjF2bvSqskBD1MQyD/ds6cfZytOQeasEoB4+TPk+ajdddmKi3ShmzKIr5iWWUGUWqzLpKmR6fE5DO5qiBOSGEELIKCka1gGl/HHaLHi4Veqv0ddnBAJi8snIwKlAoSfNRMArAohHmJfaNEkURT79wBodOB/DxWwdwy1C3GssjpGr2be0CwwAHj8/J/hkuwyPOZql5eRPyFQKMqwUnM1kBOUGkzChSdVZTvkxvucxmtlDCR4FSQgghZGV1HYz64x//iLvvvht33XUXPvShD+GFF1647jXf//73MTIygrvuugt33XUXHn300RqstL5Nz8XR02kHo0JvFbNRhzUdVkzOrNzEXAq6eKlMDwDQ6ZZ3w/Vuv/jTJP50dAZ/PtKDO/auV2NphFSVy2bETX1uvH5iFoLMstVgcZIeBbebjdtugk7LFB9gLEcqk6LsE1JtVpMeOUEEl8kt+X3aNwkhhBB56vZMKYoivv71r+MnP/kJNm7ciNOnT+O+++7D7bffDs27prHdfffd+MY3vlGjlda3TDaHmSCL7Rs8qm3jhm4HDp8OQBDFZZsJB8IpMAyNYZfkpwoy8MscYQ4Az49N43/GLuJ/7ViDj9xyg4qrI6S6Dmzrwr/96h2cmg7jpt7V+59dDUbR50mz0WgYdDjNqw54SFL2CakRqzl/6ZxMZWE2Xn8ZTZlRhBBCiDx1nRml0WgQj8cBAPF4HF6v97pAFFnZpUACgiiix2dXbRv9a+xg0zzmQstn+QQiKbTbTdBp6fcHAFqNBp4SRpj/6egV/OLlSezZ4sUD79+oSpYbIbWyY4MHFqNOdiPzYCQfqKCeUc3J57Ks+tnIUvYJqZG2QpBpuYl6UmYUlZASQgghK6vbMyXDMHjiiSfw0EMPwWKxIJlM4oc//OGSr/3Nb36D1157DR0dHfjKV76CHTt2VHm19Wvanw/m9aowSU8yUGhiPjkTRbfHuuRrAmGW+kW9S6fLLCsz6s1Tfjz12zPYdkM7Pv8XN0KjoUAUaS56nRZ7b/Th4PFZsO/nVw0wBKMcDDoN7BbKPGhGXpcZ70wtrJhtS5lRpFakKXmJZSbqSfsmBUoJIYSQldXtmZLnefzwhz/Ek08+iZ07d+LIkSP467/+a/zmN7+B1Xo14HHvvffiS1/6EvR6PQ4ePIiHHnoIzz//PFwul+xttbe3qfFXqAv+CAe71YBN/R7Vsmna29tgNesx8/+3d+/BUdf3/sdf370k2d2Qe7LZRLl6iMjlh4Z6Q2REBD0DhGr7g7Zm5vdzhukctSDVsSqdo05tET1H7VSsjrWd6UzHnmO9tKJlqCMWrbaiHhUFlQYIl1yXJOS2S7K73/PHZldDLiSRfL/L5vmYYZJ8P9/d/Sy8ye73ve/P+9MSUnHx4Emv5rawFl1YPuT4RDS1PE/7Dh9Kxt9gfzcffNakX23bq/OnFujf112qrIyU/S8LDOt0//dXXDlDO//nmD471q7ll04Z9tyOcET+Qq9KSsav4hP2OW9yvnbsPiJnhnvI6jfnwRZJ0jlluSouHPxDECvx2jZxhKLx3nZOt2vQf3eHq1mSNLk8X3njsHGMXYhxpDPiG+kuVWM8Za9s9+3bp6amJlVWVkqSKisr5fF4VFNTo3nz5iXPKy4uTn6/cOFCBQIB7d+/XxdffPGIH+v48U7FYiNrnHu2+exQi84tyVYw2DmujzMtMEmf1ATV3NwxYKwz1KvOUK9yslyDjk9UOVlO9fRGtf9gUBUzigf83fzz6An9x3/9jwKFPt2yerY6ToTE3x7ORsXFk077fz8vy6lAoVfb3z6oi2YM3zfqWGOH8idl8vskTXnd8eXce//ZrFlTBv9gqaE5/pp2srtHzbGYZXMbzEjiG+mjJ9QjSapv6hj0372x7/1WqCus3nCPpXMbL8Q40hnxjXRnZ4w7HMawhT8p28CntLRUDQ0NOnDggCSppqZGwWBQkyf330GssbEx+f2+fft07NgxTZs2zdK5pqreSFR1wa5xXaKXcF5ZruqauxQ6ObCHQmJXpBKW6fXjL4jvLDhYo97DjR169LmPlJ+dqR+umS8vS1GQ5gzD0BVzA/rnsRNqaBm+X1DwRJjm5WnMn5/43Th0HHSFIzIMKSvTadW0AElKvh53hYZYpheKKDPDSY9MAABOI2Uro4qLi3Xfffdpw4YNyeVlmzdvVl5entatW6f169dr7ty5euSRR/Tpp5/K4XDI7XbroYce6lctNZEdbe5SNGZqin/8k1HTy3NkSjpQ3z5gN6ymvguKkr4LDMQlL7hOufBubO3WI//9kbIynLp97Xzl+jLsmB5gucvmlOoPf63R3/bU64bFMwY9pzvcq+6TERXlktxOV/k5mXI5HWoapqdeV7hX3kzXkD2lgPHidjmU6Xaqc4hkVHe4l+blAACMQEq/Wq5atUqrVq0acPzpp59Ofr9lyxYrp3RWOdQQL8ebYkFl1PRArgxJB46dGCQZFZIhqSSPSoavys/JlNvl6Pfpf2vHSf3n7z9ULGbqzu9cyAU3JpS87EzNnV6otz9p0DcXTR+0WX9zW1iSqIxKYw7DUEn+8LuNdocjNC+HbXweV3LXvFN1hSPyZhKbAACcDjXEaay2oV2+LJclF23eLJfKinyqqWsfMNbYGupLvLCc4quSF1x9n/53hnr1n//1oTpCvdr4f//PkDsTAuls4dyAWjtOam9ty6DjwRPxZFTxEI2tkR78+Z7kEu/BdIV72a0MtvFludUVGtiWQKIyCgCAkSIZlcZqGzo1pXTSuO2id6rpZTmqOXZCptm/GXxTW7dKuHAclD/fq8bWbnWHe/Xof3+optaQ1t8wT9MC7BKGiWn+eYXyZbn0tz0Ng44HT8QTFIVURqU1f75XTW0hxczBNxeJV0ZxwQ97+LKGr4zyeaiMAgDgdEhGpaneSExHmzstWaKXMKM8V13hyICG3E2toWSzbvSX+PT/p795V7UNnfq3qtlD7h4FTARul1OXXODXB180q3uQi71gW1ieTCeJiDRXku9RbySm1vaTg453hSNs7ADbZHvc6goPXhlF1R4AACNDMipNHQt2Wta8PGFGWbyap+bYieSx7nBEHd297KQ3BH+BV9GYqY//GdT//9fzdeFMmu8DC+cG1BuJ6d19TQPGgidCKszxWFbxCXv4+14zmoboG9Ud7qX6BLbxedxD7qZH1R4AACNDMipN1fY1L59qYWVUoMgnT6arX9+opra+nfTyqIwazNTSSTIkrVs9RwvnBuyeDpASppZOUnmRT3/bUz9gLHgirGI2Q0h7iWraUyttJck0TS74YStflltd4d4BbQl6IzH1RGJU7QEAMAIko9JUbUOHPJkuS5v8Ogwj2TcqIdGA1k9l1KAm+yfp8Y1XatWiwbexByYiwzC0cG5ANXXtqj/elTxumqaaT4TYZXICyJs0cLfRhHBPVNGYyVIo2MbncSkSNdXTG+t3PLG0mEQpAACnRzIqTR1q6NAUf7blS1lmlOXoaHOnQifjvRQSn2qz89XQPJm8aQVOddlsvxyGobe+Uh3VEepVT2/Mkh1CYS+HYagk78vdRr+qu69Xj4/qE9gkEXudpyzV6yQ2AQAYMZJRaSgSjTcvn1pq/Y5sM8pzZZrxZJgU7/eRl52hzAyn5XMBcPbKzc7U3OkFeueTBsVi8aUwwbawJKmIZXoTQkm+R01tA5NRiV3MvCTyYZNEsunUHfWojAIAYORIRqWhumCXIlHT0p30Eqaf0sS8qTWkknz6RQEYvYVzA2rr7NGnh1okxZuXS1Ixy/QmBH+BV02tIcVO6cvzZWUUF/ywR7YnHnunNjFP7LBHzygAAE6PZFQaOmRD8/IEX5ZbgULvKckoLhwBjN78fylStsedbGQePBGvjCpkmd6E4M/3KBKNqaU93O84F/yw25eVUZF+x6mMAgBg5EhGpaHahg5lZThVbFMSaEZZrmrq2hU6GdGJrh6alwMYE5fToUsu8OuDL4LqCvcq2BZStsdNn7UJIlFVe+qOeskLfg9xAHv4PH09o05ZptcVivQbBwAAQyMZlYZqGzs0xT9JDoublydML89RZ6hXnx6ML61hmR6AsbpibkCRaEzv7m1U8ESY5uUTSOKDjKZTklFdNImGzRKVTwOX6dHPDACAkSIZlWaisZiONHXa0i8q4byyXEnSO582SJJK2EkPwBhN9mfrnOJsvbWnQc0koyaUvEmZynA51NjS3e94V7hXDsNQFhtjwCYZbqcyXI5BlulF5Ml0yuGw58NAAADOJiSj0kxdsFu9kZityaiyIp+yMpz6uOa4JNEzCsCYGYahK+aW6mB9u5pau1VEcnvCcBhGfEe9Acv0IvJmuWTYVP0LSPGleIM1MPdmUrEHAMBIkIxKM4ca2iXZ07w8weEwNC2Qo2jMVI6X/i4Avp5LZ5fK6TBkmqIyaoIpyfeqsXVgZZSXBtGwmS/Lpc5TklHd4V6alwMAMEIko9LM4YZOZWY45S+wt0/TjPL4Ur0Sm+cB4OyX48vQ3OmFkqSiXCqjJhJ/vkfNbSHFYmbyWHc4wgU/bOfLcg9YptcVjtC8HACAESIZlWYONbZrSkm2bc3LE84rz5Ek+VlSA+AMuLryHGW6nTq3JNvuqcBC/gKvIlFTLe3h5LGucERempfDZj6PO9mwPIGqPQAARo5kVBqJxmI60tipyTYu0UuYXpYrp8NQWZHP7qkASAOzpxVo6w+vVP6kTLunAgsldtRr/ErfKJZCIRVke1wDekZRtQcAwMjxiplGGo53qycSs7VfVEK2x61//3/fYCc9AGeM3RWfsF5Jfnypd2Nrt2ZPK5DUtxSKyijY7NRleqZpUrUHAMAokIxKI4caOiRJU0pzbJ5JHMtpAABfR152hjLcjuSOeqZpJnfTA+zk87jVG4mppzeqDLdTPZGYItEYlVEAAIwQy/TSSG1DhzLcDgVoGg4ASAOGYagkz6vGlviOeuGeqGKmSWUUbJdIOiWqo7r7vhKbAACMDMmoNHKosUOTSybJ4WApCwAgPfgLPMmeUYmG0VRGwW6JpFNnX98oYhMAgNEhGZUmYjFTRxo7NSUF+kUBAHCmlOR71NwWUjQW+0r1CRf8sJfPE09GJZqYUxkFAMDokIxKEw0t3TrZG02J5uUAAJwp/nyvojFTLe0nk0uiaBINu325TK+vMipEZRQAAKPBK2aaqE00L/eTjAIApA9/fnxX1sbWbp3siUqiMgr2y05URvUlSBNfExVTAABgeLybSxO1jR3KcDkUKKJ5OQAgffj7NuVobAnJ7YoXdLMUCnYbuEwv/pVEKQAAI8MyvTRxqKFD55Zky+ngnxQAkD5yfRnKdDvV1BqiSTRSRobLIZfToc7EMr1wRIYkTyaxCQDASJC5SBOtHWHNKM+1exoAAJxRhmGoJN+jxtZudYcjchiGsjKcdk8LE5xhGPJ5XOoKxZfndYcj8mS65DDY0RgAgJHg45s08cM185Xry7B7GgAAnHH+fI+ONHepICdL3iyXDC74kQKys9xfNjAP98rn4W01AAAjRWVUmvDne5WVwZsgAED68Rd4FWwLqbO7h548SBm+LFeyZ1RXOMIujwAAjALJKAAAkNJK8jyKxkwdburkgh8pw+dxqzO5TK+XRCkAAKNAMgoAAKS0xI56Ta0hlkIhZfj6LdOjMgoAgNEgGQUAAFKaP9+T/N7HBT9ShM/j6t8zisooAABGjGQUAABIaTm+DGX27aDn5YIfKSLb41ZPb0y9kai6wxESpQAAjALJKAAAkNIMw5A/L14dRfUJUkUi+dTSflLRmElsAgAwCiSjAABAyivp6xvlzaT6BKnB54nHYlNbSBJVewAAjAbJKAAAkPISfaOoPkGqSMRiU2uo72cSpQAAjBTJKAAAkPL8+X2VUVzwI0Ukkk9fJqNIlAIAMFIkowAAQMqbVpYjp8NQaaHX7qkAkuK76UlSU2u3JBKlAACMBh/hAACAlFde5NOTdyyW08HnaEgNycqoNiqjAAAYLd7RAQCAswKJKKSSrAynnA5DzW1hSVRGAQAwGryrAwAAAEbJMAz5PG5FojEZhpSV6bR7SgAAnDVIRgEAAABjkFia58tyy2EYNs8GAICzB8koAAAAYAx8nvjSPC/9ogAAGBWSUQAAAMAYZPf1iaJ5OQAAo0MyCgAAABiDRBKK5uUAAIwOySgAAABgDBLL9KiMAgBgdEhGAQAAAGPw1QbmAABg5EhGAQAAAGNAA3MAAMaGZBQAAAAwBtnJZXpURgEAMBokowAAAIAxSCShqIwCAGB0SEYBAAAAY5A3KVOSlN/3FQAAjAwf4wAAAABjUF7k06bqSk0ry7F7KgAAnFVIRgEAAABjNKM81+4pAABw1mGZHgAAAAAAACxDMgoAAAAAAACWIRkFAAAAAAAAy5CMAgAAAAAAgGVIRgEAAAAAAMAyJKMAAAAAAABgGZJRAAAAAAAAsAzJKAAAAAAAAFgmpZNRO3fu1OrVq1VVVaWVK1dqx44dA86JRqO6//77tXTpUl1zzTV67rnnbJgpAAAAAAAARsJl9wSGYpqm7rzzTv3ud7/TzJkz9dlnn+k73/mOli5dKofjyxzayy+/rMOHD2vHjh1qa2vT6tWrddlll+mcc86xcfYAAAAAAAAYTEpXRjkcDnV0dEiSOjo6VFJS0i8RJUmvvvqqvv3tb8vhcKigoEBLly7V9u3b7ZguAAAAAAAATiNlK6MMw9Bjjz2mm2++WV6vV11dXXrqqacGnFdfX6+ysrLkz4FAQA0NDaN6rMLC7K89X+DrKi6eZPcUgHFDfCOdEd9Id8Q40hnxjXSXqjGessmoSCSip556Sk888YQqKyv1/vvva+PGjXrllVfk8/nO6GMdP96pWMw8o/cJjEZx8SQ1N3fYPQ1gXBDfSGfEN9IdMY50Rnwj3dkZ4w6HMWzhT8ou09u3b5+amppUWVkpSaqsrJTH41FNTU2/8wKBgOrq6pI/19fXq7S01NK5AgAAAAAAYGRSNhlVWlqqhoYGHThwQJJUU1OjYDCoyZMn9zvv2muv1XPPPadYLKaWlha99tprWr58uR1TBgAAAAAAwGmk7DK94uJi3XfffdqwYYMMw5Akbd68WXl5eVq3bp3Wr1+vuXPnqqqqSh999JGWLVsmSbrlllt07rnn2jl1AAAAAAAADMEwTXPCN0uiZxTsxnp1pDPiG+mM+Ea6I8aRzohvpDt6RgEAAAAAAAAiGQUAAAAAAAALkYwCAAAAAACAZUhGAQAAAAAAwDIpu5uelRwOw+4pAMQh0hrxjXRGfCPdEeNIZ8Q30p1dMX66x2U3PQAAAAAAAFiGZXoAAAAAAACwDMkoAAAAAAAAWIZkFAAAAAAAACxDMgoAAAAAAACWIRkFAAAAAAAAy5CMAgAAAAAAgGVIRgEAAAAAAMAyJKMAAAAAAABgGZJRAAAAAAAAsAzJKOAM27Jli5YsWaKKigp98cUXyeNvvPGGvvnNb2rlypW68cYbdeTIEUnS0aNHVVVVlfyzZMkSXXzxxcnbHTx4UGvWrNHy5cu1Zs0aHTp0yOqnBCSNNr4laefOnVq9erWqqqq0cuVK7dixIzlGfCPVjCXGhxsjxpFKWltbtW7dOi1fvlwrV67UrbfeqpaWFknShx9+qFWrVmn58uW66aabdPz48eTtxjoGWGms8X377bfriiuuUEVFhbq6uvrdJ/GNVDKWGD948KCqq6t17bXXasWKFbr77rsVDoeT9/n666/r2muv1TXXXKPbbrtNoVDIuidkAjijdu/ebdbV1ZlXXXWV+fnnn5umaZptbW3mxRdfbB44cMA0TdN86aWXzJtuumnQ2z/wwAPm/fffn/y5urrafOmll5K3q66uHudnAAxttPEdi8XMBQsWJM/dt2+fOX/+fDMajZqmSXwj9Yw2xk/3+50YRyppbW01//73vyd/fvDBB827777bjMVi5tKlS83du3ebpmmaW7duNe+66y7TNM0xjwFWG0t8m6Zpvv3222YwGDRnzpxpdnZ2Jo8T30g1Y4nxI0eOmJ9++qlpmqYZjUbNDRs2mI8//rhpmqbZ2dlpXn755ebBgwdN0zTNe+65x/zFL35h2fOhMgo4wxYsWKBAINDvWG1trYqKijRt2jRJ0uLFi/XWW28lM9kJPT09evnll3XDDTdIko4fP669e/dqxYoVkqQVK1Zo7969A24HWGUs8e1wONTR0SFJ6ujoUElJiRwOB/GNlDTaGB9ujBhHqsnLy9Mll1yS/Hn+/Pmqq6vTnj17lJmZqQULFkiS1q5dq+3bt0vSmMcAq40lviXpsssuU2Fh4YD7I76RasYS4+ecc44uuOACSfH35PPmzVNdXZ0kadeuXZozZ46mTp2avN2f//xny54PySjAAtOmTVMwGNTHH38sSXr55ZclSfX19f3Oe/311+X3+zV79uzkuN/vl9PplCQ5nU6VlJQMuB1gp+Hi2zAMPfbYY7r55pt11VVX6ZZbbtGDDz6YHCe+cTYYLsaHGyPGkcpisZieffZZLVmyRPX19SorK0uOFRQUKBaLqa2tbcxjgJ1GGt/DIb6RysYS4+FwWM8//7yWLFkiaWCMl5WVWfoehWQUYIFJkybp0Ucf1ebNm3X99dfr+PHjysnJkcvl6nfe888/n6yKAs4Ww8V3JBLRU089pSeeeEI7d+7UL3/5S23cuHFATwYglQ0X4yP9/Q6kmp/85Cfyer268cYb7Z4KcMYR30h3o43xSCSijRs36tJLL9XVV189zrMbGd4pARa5/PLLdfnll0uSgsGgnnnmGZ177rnJ8cbGRu3evVsPPfRQ8lggEFBjY6Oi0aicTqei0aiampoGLCEB7DZUfO/bt09NTU2qrKyUJFVWVsrj8aimpkbl5eXEN84aw/0OH2osFAoR40hJW7ZsUW1trZ588kk5HA4FAoHksg1JamlpkWEYysvLG/MYYJfRxPdwiG+kqtHGeDQa1R133KHc3Fz9+Mc/Tp4XCAT0j3/8I/lzXV2dpe9RqIwCLNLc3CwpXlL5yCOPaO3atfJ6vcnxF198UYsXL1Z+fn7yWGFhoWbNmqVt27ZJkrZt26ZZs2apoKDA2skDpzFUfJeWlqqhoUEHDhyQJNXU1CgYDGry5MnEN84qw/0OH2qMGEcqevTRR/XJJ59o69atysjIkCTNmTNH4XBY7733niTp97//va677rqvNQbYYbTxPRziG6lotDEei8V01113yel06qc//akMw0je16JFi7Rnz57kTr9Wx7hhmqZp2aMBE8ADDzygHTt2KBgMKj8/X3l5eXrllVe0adMmffDBB+rt7dXChQt1zz33KDMzM3m75cuXa9OmTbryyiv73V9NTY3uuusutbe3KycnR1u2bNH06dOtflqApLHF95/+9Cc9/fTTyRe/9evXa+nSpZKIb6SescT4cGPEOFLJ/v37tWLFCk2dOlVZWVmS4s1tt27dqg8++ED33nuvTp48qfLycj388MMqKiqSpDGPAVYaa3zfeuut+vjjj9XY2KiSkhLNnDlTzzzzjCTiG6llLDH+xhtv6Pvf/75mzpwph141y8wAAAQfSURBVCNei3TRRRfp3nvvlSS99tprevjhhxWLxTRr1iw9+OCD/QomxhPJKAAAAAAAAFiGZXoAAAAAAACwDMkoAAAAAAAAWIZkFAAAAAAAACxDMgoAAAAAAACWIRkFAAAAAAAAy5CMAgAAOEtUV1eroqLC7mkAAAB8LSSjAAAAxllFRQVJJAAAgD4kowAAAAAAAGAZklEAAAAAAACwDMkoAAAAm7zwwgv6wQ9+oKuvvlrz5s3TRRddpLVr1+qPf/zjsLeLRCJ68skntWzZMs2ZM0eLFy/Www8/rJ6engHnVlRUqLq6Ws3Nzdq0aZMWLVqkWbNm6YUXXhivpwUAADAsl90TAAAAmKjuu+8+nXfeefrGN76h4uJitbW16a9//avuvPNOHTx4ULfddtugt7v99tv1/vvva9GiRVq8eLF27dqlX/3qV2ppadHmzZsHnN/W1qY1a9bI6/Vq2bJlMgxDhYWF4/30AAAABmWYpmnaPQkAAIB0lmhe/vnnn/c7fvjwYU2ePLnfsZ6eHq1bt07vvfeeXn/9dfn9/uRYdXW13n33Xc2ePVu//vWvlZeXJ0nq7u5WVVWVjh49ql27dqm4uHjAY1dVVelnP/uZXC4+iwQAAPZimR4AAIBNTk1ESVJGRoa+973vKRKJ6J133hn0dnfccUcyESVJXq9XK1euVCwW0yeffDLgfLfbrR/96EckogAAQErgHQkAAIBN6urq9PTTT+udd95RfX29wuFwv/HGxsZBbzdnzpwBxwKBgCTpxIkTA8bKy8tZlgcAAFIGySgAAAAbHDlyRN/61rfU3t6uBQsW6IorrlB2dracTqeOHTumF198cdCG5JKUk5Mz4JjT6ZQkxWKxAWNfXbYHAABgN5JRAAAANvjNb36jtrY2bd68Wddff32/sW3btunFF188Y49lGMYZuy8AAICvi55RAAAANqitrZUkLVu2bMDYu+++a/V0AAAALEMyCgAAwAbl5eWSBiae3nzzTf3hD3+wY0oAAACWYJkeAACADb773e/qhRde0IYNG7Rs2TL5/X7t379fb775pq677jq9+uqrdk8RAABgXFAZBQAAMI6i0agkye129zt+/vnn67e//a0uvPBC7dq1S88++6w6Ozv1+OOPa+3atXZMFQAAwBKGaZqm3ZMAAABIV01NTVq0aJH8fr927dpl93QAAABsR2UUAADAOPrLX/4iSZo/f77NMwEAAEgN9IwCAAAYBz//+c916NAhbd++XS6XSzfddJPdUwIAAEgJLNMDAAAYBxUVFfL5fJozZ45uvvlmXXrppXZPCQAAICWQjAIAAAAAAIBl6BkFAAAAAAAAy5CMAgAAAAAAgGVIRgEAAAAAAMAyJKMAAAAAAABgGZJRAAAAAAAAsAzJKAAAAAAAAFjmfwHNCxGX+fM36QAAAABJRU5ErkJggg==\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"temp = sns.lineplot(data=temp_df, legend=False)\n",
"temp.set_xlabel('Jahr', fontsize=20)\n",
"temp.set_ylabel('durchschn. Jahrestemperatur', fontsize=20)\n",
"add_source(temp)\n",
"\n",
"x = np.arange(temp_df['TMK'].size)\n",
"fit = np.polyfit(x, temp_df['TMK'], 1)\n",
"fit_fn = np.poly1d(fit)\n",
"\n",
"temp.plot(temp_df.index, fit_fn(x), 'k-')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Bei steigenden Temperaturen über die Jahre würde man erwarten, dass die Durschnittstemperatur der letzten Jahre über der Durschnittstemperatur der Anfangsjahre liegt.\n",
"\n",
"Deshalb unterteile ich die gesamte Messreihe in zwei gleichgroße Blöcke X1 und X2 und ermittel für jeden Block Durschnitt und Varianz.\n",
"\n",
"Achtung: Ab hier nutze ich logarithmisch vereinheitlichte Messwerte."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"mean1=2.2328857443616745, var1=0.006938846110188799\n",
"mean2=2.3336491381848457, var2=0.005676896339597946\n"
]
}
],
"source": [
"tmk_log = np.log(temp_df['TMK'].values)\n",
"tmk_split = int(len(tmk_log) / 2)\n",
"\n",
"X1 = tmk_log[:tmk_split]\n",
"X2 = tmk_log[tmk_split:]\n",
"\n",
"mean1 = X1.mean()\n",
"mean2 = X2.mean()\n",
"\n",
"var1 = X1.var()\n",
"var2 = X2.var()\n",
"\n",
"print('mean1={}, var1={}'.format(mean1, var1))\n",
"print('mean2={}, var2={}'.format(mean2, var2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Die Werte sehen sehr ähnlich aus, auch wenn die zweite Hälfte der Werte eine leicht höhere Durchschnittstemperatur hat."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Es gibt verschiedene statistische Tests, um zu prüfen, ob eine Zeitreihe stationär ist oder ob sie einem Trend folgt.\n",
"\n",
"Zunächst führe ich den Augmented Dickey-Fuller Test durch. Die Null-Hypothese dieses Tests ist, dass die Zeitreihe nicht stationär ist, sie also einem Trend folgt."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"H0 abgelehnt: Zeitreihe anscheinend (alpha=0.05) stationär.\n",
"ADF Statistik: -4.314\n",
"p-value: 0.000421\n",
"Critical Values:\n",
"\t1%: -3.555\n",
"\t5%: -2.916\n",
"\t10%: -2.596\n"
]
}
],
"source": [
"adfuller_alpha = 0.05\n",
"\n",
"adf_result = adfuller(tmk_log)\n",
"adf_statistic = adf_result[0]\n",
"adf_p_value = adf_result[1]\n",
"\n",
"if adf_p_value < adfuller_alpha:\n",
" print('H0 abgelehnt: Zeitreihe anscheinend (alpha={}) stationär.'.format(adfuller_alpha))\n",
"else:\n",
" print('H0 bestätigt: Zeitreihe anscheinend (alpha={}) nicht stationär (folgt einem Trend).'.format(adfuller_alpha))\n",
"\n",
"print('ADF Statistik: {:.3f}'.format(adf_statistic))\n",
"print('p-value: {:3f}'.format(adf_p_value))\n",
"print('Critical Values:')\n",
"for key, value in adf_result[4].items():\n",
" print('\\t{}: {:.3f}'.format(key, value))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Der Augmented Dickey-Fuller Test führt zu einer klaren Ablehnung der These, dass die Zeitreihe einem Trend folgt.\n",
"\n",
"Der KPSS Test ist ebenfalls anwendbar. Im Gegensatz zum vorherigen Test prüft er, ob eine Zeitreihe stationär ist, sie also keinem Trend folgt."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"H0 abgelehnt: Zeitreihe anscheinend (alpha=0.05) nicht stationär (folgt einem Trend)\n",
"KPSS Statistik: 0.593\n",
"p-value: 0.023313\n",
"\t10%: 0.347\n",
"\t5%: 0.463\n",
"\t2.5%: 0.574\n",
"\t1%: 0.739\n"
]
}
],
"source": [
"kpss_alpha = 0.05\n",
"\n",
"kpss_result = kpss(tmk_log, lags='legacy')\n",
"\n",
"kpss_statistic = kpss_result[0]\n",
"kpss_p_value = kpss_result[1]\n",
"kpss_critical_values = kpss_result[3]\n",
"\n",
"if kpss_p_value < kpss_alpha:\n",
" print('H0 abgelehnt: Zeitreihe anscheinend (alpha={}) nicht stationär (folgt einem Trend)'.format(kpss_alpha))\n",
"else:\n",
" print('H0 bestätigt: Zeitreihe anscheinend (alpha={}) stationär.'.format(kpss_alpha))\n",
"\n",
"print('KPSS Statistik: {:.3f}'.format(kpss_statistic))\n",
"print('p-value: {:3f}'.format(kpss_p_value))\n",
"for key, value in kpss_critical_values.items():\n",
" print('\\t{}: {:.3f}'.format(key, value))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Der KPSS Test lehnt bei einem Konfidenzniveau von 95% (alpha=0.05) ab, dass die Zeitreihe keinem Trend folgt, sie also stationär ist. Allerdings ist es nur eine schwache Ablehnung. Schon bei Anhebung des Konfidenzniveaus auf 97,5% kommt der Test zum entgegengesetzen Ergebnis."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Interpretation Temperatur Zeitreihe\n",
"\n",
"Und nun? Der KPSS Test bestätigt (gerade so), dass es wohl einen Trend in den Temperaturwerten gibt, während der Augmented Dickey-Fuller Test dies stark verneint. Das Diagramm weiter oben hingegen zeigt einen klaren steigenden Trend bei den durchschnittlichen Jahrestemperaturen.\n",
"\n",
"So einfach ist die Sache also nicht. Wenn ich im Netz nach ähnlichen Analysen suche, dann spielen die Tagestemperaturen keine Rolle. Genutzt wird stattdessen die Temperatur der Böden, denn diese sind letztendlich entscheidend, ob die Eismassen und Permafrostböden schmelzen. Solche Messwerte liegen mir aber nicht vor.\n",
"\n",
"Die Ergebnisse der beiden Zeitreihen-Tests (Augmented Dickey-Fuller Test und KPSS) sind besonders kritisch zu sehen, da unklar ist, welchen Trend (oder eben gerade nicht) die Tests erkennen? Hinzu kommt, dass ich mit gerade mal gut 50 Messwerten über wenig Futter für die Tests verfüge."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Zeitreihe jährliche Regenmenge (RSK)\n",
"\n",
"Bei den Regenwerten (RSK) ist die jährliche Regenmenge interessanter als die täglichen Einzelwerte."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"