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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"cell_style": "center"
},
"source": [
"_____\n",
"### Distribución de objetos en función del redshift"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"cell_style": "center"
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Histograma de Frecuencia Acumulada en distancia (redshift)')"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set()\n",
"plt.figure(figsize=(8, 6))\n",
"plt.hist(df.redshift, bins=int(1e3), \n",
" histtype='step',\n",
" density=True, cumulative=True,\n",
" color='k')\n",
"plt.xlim(0, 2.)\n",
"plt.ylim(0.35, 1.0)\n",
"plt.xlabel(r'$redshift$', size=15)\n",
"plt.ylabel(r'$\\frac{dN}{dz}$', size=20)\n",
"plt.title('Histograma de Frecuencia Acumulada en distancia (redshift)')"
]
},
{
"cell_type": "markdown",
"metadata": {
"cell_style": "center"
},
"source": [
"Alrededor del $90\\%$ de los objetos de nuestro dataset está concentrado en un redshift de hasta $0.20$."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Echemos un vistazo a la distribución de los objetos en **coordenadas ecuatoriales**:\n",
"\n",
"**En proyección [Mollweide](https://es.wikipedia.org/wiki/Proyecci%C3%B3n_de_Mollweide)**:"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"cell_style": "center",
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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69Uqam5vCXQajRo0jP38AbrcLTQvdjaPO4uLiSU5Owe1209LSjCRJeDyesNSSnJzCDTfMAWDr1s00NNShqn58Pm/IagieUyVJYu7cu4mPT+DkyRI2bVoLQFtba0jW1dM0HbfbT1ubm8ZGB+3tbjwef8e4Q9HOIAihI1r2hKiwZs0aXnzxRdxuN5MnT+app56iqKiIZ555Bq/Xy+zZs/mv//qvcJcZdsFuO7qu4/WqHS14oebxuLHb7WRkZLJ06QdMnjyVpKRkJEkKy51dv9+PyWTi+PEj1NbWcM0100New7ksWbKAa6+dQWpqWrhLweVysnz5Eu6442thD3pBoeyGFk0i7XnZvHk9mZlZYW3hCzIMg4UL3+Tmm++IiFbh8vKTHDt2hOuvvzGsXbN1XUeSJD74YAGzZt186iagLyznHpNJxmIxYbWaMJkU0d1TEHqYCHtCxKuoqOD+++9n0aJFpKWl8dBDD/Hoo4/yq1/9ijfffJPs7GweffRRvvGNbzB16tRwlxtS51oWwetVQzb27mwlJUfJy+tHY2M9FRWlTJgwOSx1BAUvipcsWcCUKdeRlhaYzCGcFxUul5NNm9YxY8ZsDMMI25pxQbquU15eSn5+/5CuG/hFmpoa2bFjC7Nm3RzyfWuaRltrC263m4riLfTOTCN31HQeevAuaqsreeW1d3j80Ydwu51k9+rN9PxYPtp6CL81iTfeWsyJfZ/x7e9+lySrgsuvMaGgLwWjrmbyxPFYE9MxTDZSsnLpnXNpMygePLgfn88X8omMziUYJOrqakhMTCY2NjzrMAZpmoaiKOzata1jLF04Bc/T77zzBrfddjc2W2zYg015+UmamhoZPXo8JSXHyM3tG9J1O4NkWeoY52exnJ5dNdzPjyBcTkTYEyLea6+9Rl1dHT/72c8AqKuro6ysjJdeeok33ngDgCVLlrB161aeeeaZcJYaEp0P2WC48/m0sHWLsdvbaWxsoF+/AWzbVsSQIcNISkoOSy2dNTc3snHjWubOvRtNU1GU0E/T3pnX66WtrZWMjEyqqyvo3Ts3Ii5oPB43RUUbmDp1RtiDZ5Cu67S1tfbIDJxNTQ38619v8MKf/wefx4PZJOFVDTISY/D4VUyyjGYYDM1JZeOv78CkyPR98m2cLldgA5KCrqlIksSEAZnEKDKFB6uQJIkrB+ex/1g5yTFm7F6VR68bxsurivnDvVexcMtxtp9oAMPAbFJQNR0UM9nZvbGaZdANxo6byLRrp3DT3HswfckyF06nA0VRQjb74oXYvXsHmZlZ5OTkhrsUAJqbmzpmyPR43GGbuTMoeB7auXMrJpM5LGtmns0wDDZsWMOkSdfQ3t6Gx+MJ6+sXDH1Wq6ljkpdIOE8KQjQL79WPIFyAsrIyzGYz//mf/0lNTQ3Tpk1j0KBBZGRkdPyfzMxM6urqwlhlzwp+4Gmafirchad7ZmcHD+6nb99+qKqK3d4GEBGTV+zevYP4+AQGDhzMzJmB8TPhDnqGYdDU1EBFRdmpi+G8sNYDgdaPvXt3cuWVY7juulnhLqdDfX0dPp+XPn0u7Tlyu9387re/YPlH79HQ3IxfMzDJEqpuIEsSMWaZ3PR4qlqcSBL0TonjZH0bkiTh82v0z0zCpARaOdvsjo7vdUNDNwxMkkRdm4tBWacXmY8xS8iA06+h6TqZCTacXj9ZSTYa2t1omk5cjBmfquHXdHTVQ311OboBqq5j8jTx1rvzkR5/jPEDM9l+rB4DyM7O4ZsPfo377n2ArLwBQGCsmt3eTmVlOQMHDrmk56q7jB49DgicG/r0ySMxMelLfqNnBbsoVlSUUVdXQ2pqeljDQ/A8NGrUWPx+FZfLydq1hdx009yw1SRJElOnXg8Ebki53YGbGnv37mLo0OEhb+3z+TR8Pg2Hw4uiyFitpo5JXkR3T0HoGhH2hIinaRo7duzgzTffJDY2lscee+zU7GKnT/iX492/MwOeH69XRVXD0z0zqK2tlYqKMoYPvxIILPydkpIa9jXQVFVl8+b1TJkyjX79BhATY0OSpLB3J4PAtOyxsbEMGzYybItRn4skSRHRZfNsfr8Pv993yduZNPFKqmtqSY6z4NcMZAmsJhnVpyFLYGCQFGOhGicS0O7yoekGimxgUWQWfHaM4bmppCfF8cST3+d///fPSEj8/bW3eOG5p6moqKBFNTH+xq/hSd1GeVUtP3v2Re6+7QZsFhMev8ZrGw7zwORBvFR4gNQ4K8cw0E9dsCqyhKGDYZxqrTd02hw+zIrEhEG92Hq0BgBZAs3RwNN/eo4//Ok5FFkiKTGRlORkxo0dy7898tglP1fdLTA2N3LeW7m5fcnN7Ut7exurV3/CbbfdE9bPC0UxoSgmdF1n/PirkSSJ3bu3k5eXT1paxpdvoIcEz0+6ruPzeTGZTFRVlaOqGn379gt5PZqm43L5cLl8yLKE1WrCajWL4CcIF0l04xQi3gsvvIDD4eCpp54CYP78+XzyyScoisLrr78OXD7dOCMx4EHgLm9ubl9iYmyUlZ1g6NDh4S4JCHTTam9vJT9/AMeOHaZ//4Fhb8ULOnz4IP37D0BVVSwWKyZTZNSl6zpr137K1VdfGxFhuDOXy4XNZuuWC7ic7GTAIDHGQpPTiwRIQPBokgGLAtkpcVQ2O9F1KCgo4MEHH6Jg6HAmXzO1S2MYf/nzH/Du22+gSAYGMoos4dd0VE1HlgACx3hmoo2yRgcmWUZRZDw+PzEmBatFYVBOKtuP1WJRFOJizDQ5PBhGYHyT1aSg6QYWk0xyrIVGuwefqpGYEMdfX5zHDTeGfpzjuRiGwcaNa7jyyjEkJYV+aZXzsdvbSUhI5PDhYgYMGIz5S7rLhkpp6Qmysnrh83lpbGxgwIDB4S4JgNraajRNo3fvPhQVbeCqqyZhMoX3ORPBTxAuTuTcehOE85g+fTqbNm2ivb0dTdPYuHEjN954IydPnqSsrAxN01i6dCnXXnttuEvtkuAHVWCqah8tLU6am504nb6wBj2Hw87OnVsBSEpKxmw2ExsbGxFBr6mpAb/fh65r+HyBVqBBgwoiIugFp6B3uRx4PB5iY+MiJugByLLMoEEFHWOZIsn27UWcPHm8W7b105/9Ar9m4PL7iTXLyLLMQw8/wsaNWzh8uJTa+nbKa9rZerCGqtp2aurbWbthG9/6j8eZfE1goqezg97mzeu/dL+Pf/eHWBQZk6zg9qn4VA1VN0CSkCWZBKuZGLOCbkBBdmBs65BeSVgUmRizCcOAz47UMrkgh7z0BBzeQAg0gPy0+MByKrpOZoIVu9uHqmvEx5jxeT08/PADFPTPYFC/dCZNGM6hQ8Xd8lx2hSRJ9O8/iPj4hLDVcC4JCYnouk5LSzNA2JaMOFt+fn9stlj8fhVVVYFA0Ar3/fhevXqTk5OLrmukpKSiKCZKSo5RWVketpp03cDt9tPa6qKpyYHT6e34rAwuNyQIwmmiZU+ICosXL+b111/H7/d3LL0QbMnzer1MnTqVn/3sZ1FzZy9SW/AAjh07TEJCIunpGRw9ephhw0aEu6QOPp8Xi8XKxo1rGDx4KFlZ2eEu6QyqqrJ48XzuuOM+LBZruMv5nDVrVjJ8+CgyM7PCXco5Rfod+j17djBq1Lgv/X9P/+4plix+m8zsXOx2OyZZ4viJE9jMCllJsVS3OtF0o6OlTgKanR50HVJiTfh0yEmNpbTejsVkwquqeFWD6QXZrD9SgwyYzQo2k0K7x0e81YzLrwVaKy0m7C4fihxY5uSDJSuYcNXVPf3UnJemqSxb9iGzZs3Bau2+Gwz33n0rW7dspm9eX9Zt2tnl98yKFR8yatR4srPDt77luaiqyieffMSsWbdgGDpmsyVijouamipMJjMpKSls376FiROnRERtosVPEM5NhD1BCJFIDng+n5c9e3YyfvzVVFaWExcXF/aZ687mdrtZsmQB9977jYgba+b1eigvL2XQoALcbjc2W+TMkAin33tNTY0kJ6dEzKybna1bV8jo0eNC1uXPMAxWr1rJ6jWrWfTuv8hItKJpOmaTQlZiDLkZiTS0OGj3GgwdMRprel+G9s/E6muitrmd2+5/kl179lFScow7bpxCi8vgxMFtTBiQihqTwwcb9pAeK7Nz30F65ebznSd/QGNjAzk5fZBlmQ3rV7N50wYWvvsm6bEmSmuasPu0wEB6SSIzLY7Wdg9mRabd7SPGBH5dIt5qotXt73gcVrMJDB1ZDqyvmRgfQ1ObG+XUMfLUL37LY99+MiTP6fk0NNSTkZHZbWOrW1qauXL4gI5Jc/7y4jxuufWOLm3L43FjtcZQW1uN2WwhPT18Y+bOZ/361fTu3YdBgyJjIp4gr9fLiRPHGDp0OEeOHCQ1NY2MjMi4kSSCnyCcJsKeIPSg4OFlGAYeT2QFPIDy8lIkSaJPnzz279/N8OGjIi5IHTt2mJaWJiZMmBwRSyicLTiZwZ49O7nqqskReTHx2WcbSEvLYPDgoeEu5byqqyvJysrukSB66OABHn3k6+SkW9my9xhTR+byydYTSBIokoTVYqJfRgKHa1oZm5/B3dcP5bdvFjEwK4kdJxsAuHnSIKYO78PK3aWs2n6SlHgrHq/K7VMLWL/zJAP7prHmuft59NmPeWPtIR64eiBvFx3DYjaRmWDDFmNi0hU5jO+dwtHaNnqPmMKDP3z2c7Xa7Xb++drf+fuL/4Nu6Hg8KiZFon9GIsU1baiqhtbpUzvRZkY+9Z4zKRKzxg9gw4EqGtvcDBo0hEXvLSUlJfxj5hwOOytXLuX22++95HOMy+WiYFAOJiUwNf+yTzYw7IpL615eUnIUi8XaMQtsJB3Huh74zKirq+HQoQMRNXtuUGlpCcnJqVitVg4dOsCYMRPCXVKHcwW/SHp9BaGnRdZVnSBcBoJjBgzDwOtVaWtz09QU/jF4Qbqus3fvLnRdx2w2YzKZkCSJkSPHRFTQ27NnBw6HnT598hgxIrAeVaQFvYqKMtau/ZSYGFvEdGXqzDAMdF1n1Kjx9O8/KNzlnFd5eSlZWb26JegFx3A+87v/5ooBmWRnJXLzjVNJsXhYveUgowdl8emOk5gUCUWW0AFFBtOpt77d62f38Tp6JcdiMwfqsZoUJl+Zh0mRabV7AfD4AuOqWtrdmBWZPhlJyJrBp7vLMQzIS0tAlmV0w2BMvwwG5KRi8musOVjNusM1LHhvMZ5T09x3lpCQwJTJ1+D1afj9OrIi4/LpHKppIyPOAmfdntX00zeUZo7tx1s/mkP5q9/C+d6TrFn+0UUHvcbGRvbs2XVRv3Mh4uMTmDXr5sBzol/aeTA2NpZ1G3cw59Y7eXvhx5cc9AAGDBhMbm5fjh8/QlHRhkveXneS5cCY06ysbMaOnYBhGGzbVoTX6w13aR3y8weQnJyCruvExcUDcPToIRwOe5grO3OMX3OzA5fLh67rYnyf8JUROVd2ghDlgh8cfr+G3e6hsdGB3e4J+3p4Qe3tbVRVlSPLcsf09tnZOWRn54S7tA66rlNbWw1AXFxgYgebLTbiukU6HHaamhrJycnl6qsjd2KgEyeOsXnzOmw2W0RNEtOZruscOVKMrnf9omvV/N8zfUw/hvbPoGBANoP6ZbJs0Ru4fCoWk4wiSbQ63AAcKm0kwWZG0w10AyTDwOnVcHpV+qTGIZkkSuvtpCVaibEqDOudTFailVc/3kWMBLdOGsjca4bw3NO/5frrb8CSkEFsnI2120+wqriSH9w1DlmCwuJK4qwmFElib1kjZl3HJ0vExwRmMrTFWM+7cPqYcRP4/bPP0ys7B4nA8guSJBEXY8ZkkrBZFGQgzqrg8ak4PX5kSWLvsRp63ftXJjz5Lz7bX4asXVwYqKwsZ8yowdxy03R6Z6dw65wZbNy4Do/H0+XXprP4+ATKy0+ydu2nl7ytnN45/OjHP+fqqyd3Q2WnDRgwmNGjx+P3+6muruzWbV8qWZZJSgoEKpstFrPZTFNTY7e9Pt0hLi6eIUOGAeB0OpFlueOzJxJomoHL5aOpyUlbmxuvVz3jBq0gXI5EN05BuASdx+F5PH48Hv8lXbT2hKqqcjIzs2lubqS+vo4RI0aFu6RzUtXALHRr1qzkxhtviaiW6ET/AAAgAElEQVRWxrOVlBzF4/FwxRUjw13KeWmaiiTJeL3eiAvLnV1MlyqPx82HS97j6ad/h6utAbtXY1T/DGIsZnLiLSzdXY7FpKDpOmZFxqvq+PwqiiITY5ZBlml3+cjNSKRXWiIPPPxdJk2bQV7f/kiShMft5vqpo6msqmXs+Im8+NI/6J3Tp6PODz9cxG233XNRj0/XdTweN7GxcajONioOFHGkvIax195IRtaXTwri9XqY98qLrF79KcX79hCjGLS5Vdx+jXirKdB6axhcf0Ufio7VokgSI/LSmD40h39tOophieXpX/wXV151PSnZX9y6+957i/jx9x7F7lVJiDFh9wRaL7PS07jrrnv51W8/3+30Yum6jtfrxWoNTGDUlePc5/Mxa/oEaqor6Z3ThxWrt3Tr5C8AjY0NHDlykMmTp3brdrvbjh1bSU/PIC8vH8MwInI8bm1tNY2NDQwffiXl5aXk5PSJuF4aVquJmJhAN0+IrG68gnCpRNgThIvU+ZAJBrxI6J7ZmaZptLQ0kZ6eSVHRegoKhpOamhbuss7r6NFD1NZWc+2114e7lC+0Z89O4uPjGTgwsiZKOFt7exuFhcu4446vRfRFi9/vY/Hit7nnngfPuPjTdZ1FC9/hoyWLGD7iStqqD3Joz172VzTg9QeCHIaBRzMY0juZkQN70VDXysHqVlxeFUmWeeSx7/LB+4sYPGgw3//BTxlSMCyiQ+/FKC4uZt68l/h4ySJUv4oswdyx+azcX0FqXAzXDcthf2Uzh6tbuHnSYDYfKKeuyYVqGGRlpDN/wUcMHvL58ZuapjFu9BCqa+uxWRRcPo0Yc2C2UMMwGJSfw43jB3L3Y78mv2D0JT2GrVs3ExcXz/DhV17079ZUVzF98pUd7+133/+EK0eNBeDIkUOkpaV320QrDoedTZvWMWvWzRF9LJWXn+TIkUPMnHlTuEs5L13XWbVqBdOnz8TtdmM2m7HZImutT1mWiIkxExNjRjk1JjSSX3dBuBAi7AnCBQoeKn6/htvtx3dqzE4k8fv9GIaBy+Vk27YibrhhTrhL+kI7dmwhLy+ftLR0QIrIu9IQmBDCarXS3t6GzWYjJiZyQ4OmaSiKgsfjjug6g5xOB3Fx8bS2tlBUtIkN773Kx2uLaHB4kCWYNDyXLcWVTOifye6yRiQJdANizTKtHpXkOAt9UuPpm9eLO+75FgUjxtJ38Ige6ba6bl0h06bN7PbtXiq3283e7ZvZufZj5r3zPqPzklFk+OxYHb/8xmR++c+NeFUNCYngdavp1LE2fcaN/L8XXj5jPTyHw8Ezf/gV7y54B83vxTg1xm7VH+9jwYZDOJtd+JEZfdPXeeCbj3epZp/P2xHwu3Lcf+exf2P1p8vpP2Awiz8qZMa0iVRWlne0FL7y6nxmzryxS7V1ZhgG9fW1ZGVld7xXI5XP50OWZdavX8XUqdeHffHzL3Lw4H50XWf48CtxuVzExkZW6AMwmeSO4Bckgp8QjUTYE4QvELyrp6raqVY8NSL79Qcv8DdvXkd6embHmIlIZBgGlZXl5Ob2paamiuTklIi7u3u2NWtWMnDgEPLy8sNdyhcyDIPFi99m9uxbI24x67Ppus6+fbupqanlr79+kl2lDegG3D2+H+/tOEmwN/SUkX3YeqCKGcNzKDpWi1/VQZKwxtgoGDSQRx59kltuuyskNRcX74vorrtBJ0+WkJycwtIPFlCxdxUfrd5CTYsrMCGNAYosIUsSPlXD7dfo3zsFCYnBV4zj1TfePSMoa5rG97/7nxzYv5fFP5zMfb9dwtSC3sxbdwizIjNm3FXMvn4SfQePYtr1F3dzyTAMlixZyPTpN5Cc3PUZQ91uN0MH9UaWJDTdIDXOgqoZ2L0qT3z3h/zwRz/v8raDvF4PH364mDvuuC9ix79C4LgqLz9Jfv4AamurSU1Nx2KxhLus83I47KxY8SF33fUAuq5H7A0/i8WEzSa6eQrRSYQ9QTiH4GHh9aq43ZExi+b5aJrKu+/+i7vvfhCz2RzRH0KaFpisZvXqT5g6dUbHuJ1IdfhwMXl5+cTE2CJ6DCEELvJkWY6KFr3je7dw1wP309zSgizBtILeLN9XgSTB2L7plDbaaXP7sZpkNF1nyqi+FJ9sYGD+QP77d88xemzkTOseiY4ePURKSurpNc90lXf+9QrvvPsuh44cRdcDC7C7fCrpybF4PD68qs5Ds69kedFR4uISeOPNxfQdfOYsl2+/9FvWFy4l3QILt5YgSRJ3TB/GP5fvIcYkY7PZmHvjdJ75y5vIF3jRHny/Bt+/XWEYBv3z0gEdXYesJBt1bYEJeTRdZ+LESSz+YEWXtt2ZrutIksSBA3sYOnR4RLecAWzevJ4hQ4aRkpKKLMsR+9kQvKm6fPmHjBo1lt69+4S7pPMKdvO02SwdreSR+rwKQpAIe4JwSvBQCEzT7IvYVryg0tITVFWVM3nyNLxeT7dPUNDd6upq2b69iJtv7trix6EUvPjYv38PeXn5JCUlh7ukL1VUtIHU1HQKCiKzVdfZ3sK3H3mQbww18/VX1qLIEmZFRtcNbhyZywe7SjEMSE9P5+UX/06v3r05WXKc8ooyZs2aQ36//uF+CMyb91f+/d+/E+4yLoiu6+i6fs5WKE3TeOpn32fBgrfpm5VAVX07QwdksO9IHRlJNjY8cw99eiWx8WgrP333AFOuncaPfvxUx+/XHN3DT3/+Yw6fKOOmq3L5v/e3oSgy2+d9k4ykWP70/hFuv//bFIy9FqQvD30Oh51PPvmYO+/s+hjTttZWZt9wDbMGxLFsTxl17R5UXSfWrOBVdUDinvse4LnnX+zS9oM0TWXXru2MGTMeWVai4kJ/375deL1exo+/OtylfCG/34eimKioKKWyMvDZFsmCk7pYLCYxtk+IaCLsCV95wUPA51Nxu/0Rs1TC+Xz22UYKCq7AZotF09SIHkMCgcV2JUkiL68fPp834kOpYRisWPEhkyZNvaSuZaFkGAY+nw9FUSKqi5mu6/zo+9/m02UfEGtRuG5oDgW9k/nJwq1YFRlVN7CaFDTdYFj/XF5f+AlZ2V8+Q2W4+Hy+iO4S19n69avJzu7N4MGfn4ilM5fLxX8/eQ+fbtiOy+Vj4pBsVj19NzoS8Xf8Bfep8+ENE0Zw9x13Mm/Rh/RNMfHUH+eRndufI3vW8cKzT7FxVwl1H32P6777Ft+fM4qbx/fHFZ+Pc8TDF1Svy+UkNjbuki+a5//rFTYseIWVe0+gaQYmRaZ/ZhLH69owCCy38dnWfeTm5nV5HxA45j7++D2uv/7GiD8H67qOqvpRVZUDB/YyYcKkcJf0hTRNxeFwkJCQyLp1hUyePDWiPzcURT7V2ifG9gmRKbL7JQlCDwmuqaPrOi6Xj+ZmJ+3tkbMm3tk8Hg8HD+4HIC+v76lJQmIi+iLDbm/vWA/KZotFkqSI/sCGwAWnJElcffW1UdGaB4EW008/XYrVao2YoLd59TLm/fhrjBuez7sL3iE7ORaH28+x2jauH9qb/ukJ6EgMHlzAwveWU1bVwoqN+yI66AFUV1eEu4QLNmXK1C8NehBYoPzP/1hK8dE6XvnHmzRosWw9UodhGB0LtuelxeNtb+QHv/49nrpSyk+Ucsfsa7hj7g0o8Tn87d1N/G3efF5YchCvJjF1eKAbXozzwtepi42N49ChA+zYsaVrD/iUB77xKK8s28X8BR8zriAHs0kGRQYMfJqBDFwz8Up+++tLG8cnSRJTpkwnLi4el8t5SdvqabIsY7FYkSSZlJTArMzt7W1hrur8FMXUcf7t128AFouV8vJSGhsbwlzZuWmajtPppbHRgcPhQdMCwz5EW4oQKUTLnvCVErxrHGzFi8QZNTtzuZz4/X5iY+PYvXsb48dPipo7hitXLmXUqLFkZWWHu5QLEpws4rrrbiApKTpa9CBQt93eTmJiUrhLobKygm99405m5cfQPyOBHy/cSrvLR3yMiav6Z7G7rJG87Azuuu9Bvvn4TyN+HOTZli1bwpw5t4W7jAt2+PBB0tLSycjIvPhfNnT+/srf+NWv/5vsZBuaZjCiTwoeVSc/PYFmh4fyZgcFeWmYFBNN/hj+9Mq7yLLCkVWvc11/C0r/a/FkjrngXQYWBze6bcyp02HnJ4/ezIGDJzlR346mG5hkGQMwKTKjx4znn/9aSGJiYpf3YRgG77//DjfccDMJCV3fTihpmsoHHyzgllvuivhx00HHjx8lPj6ejIxMmpqayMzMCndJX+jsmTyj5XNbuDxF1yetIHTB6VY8A7fbz7p1GyksXI3PpzJ//mu0trZQX1/HokVvAYFB7Xv27ADg9ddfwel0UFVVwZIlC4HA9OvFxfuAwBgen89HaWkJy5YtAaCwcBlHjx4C4OWXnwcCEyYUFi4DAheMpaUl+Hw+5s37KxCY5W/dukIAlixZSGlpCU6ng7ff/idVVeUUF+/F71eRJIlFi96ivr6O1tYW5s9/DYBt24rYtq0IIKyPyeVy8re//Rm/30efPrkcOnSg4zFVVVXgdDp4/fVXANizZwebN68HiIjHpOsaw4aN6NjnhbxO4X5MS5d+wOHDxWzcuLbb3ntdeUzP/c8fmDo6n6mTrqTs5AnirCYGZCbRNzWeCQXZxJjNkJbH49//Ke8u28TQMZP46KPF3freC8Xr5HI5euS911OPSdNUPvnko66991wu5txyK3/7v7/zf/9awrVTp2E2K1gUGd0wOFLXxu0T+vHBluMsLjrMhh17mTtrMpmZmexvNeGf+D32tdou6jE1NTWgqiqvvPIXWltbLvl42rN3F4/86P/xs2dexqpIYICq6VhMMtmpcezZvZ0xI/qzasWSLr9OZWUnmDPnDt599w1OnDjG/v27I+occa7HVFJyjDvvvJ9XX32JjRvXsmPHlrAcTxfzmLxeD7169ebVV19m375dlJaW8PHH713w6xTqx7R+/Vo2bdpMU5OD48dPoml6x7WIIISaaNkTLludJ1xxuXx4PP4wV3RhgneKZ8yYHTUtTKqq0tBQR3Z2DtXVlWRn50TNnUzDMCgq2sCoUWMjulvsudTX15GRkRmW59rn9fLYw3exYs0GzCaZJJsFl9ePSZawWU08MWMEvbJ6MetHf8NkO70MhNvtivilNs6nsHAZM2dG9tqVZ/P7fUiS1C0zR9ZUlPHcfz9GjMVEyYlj7C1txOH1YzrVQitJEifKmy5sY7qffz73HV5dtIrrZ9/Jb377x45/amioJy0tvVtbfn0+H+NHDcbjtOPXDfKzkjhY0RwIrxjceuvtvPx//+zy9gPnkfWMGjUuqs4j9fV1pKSk4nQ6UBQlalonDcNg0aL5zJ59a9TUbDYrxMZaxIQuQsiJsCdcds7squnD54vMcXhna21tYfPm9cyZc1vHunnRIngXPhIXnD4fwzDYtGkdY8aMj6qLMwjctZYkiUGDCkK+76b6Wj78y/f5w5uf4Fd1DAlMssyAzASO1LRhNSmYTAoffbKRwYOHnPG7fr+fhQvf5L77Hoqq93fQ0aOHLmgcXCQpLFzOkCHDun2NyOL9e3j2x99i/b4SlFOhLC4+ngOHyi/o9y3NO0gddj33XjuEmSNzWb+vmlm3PcCM+58AAueU4uK93T4j45vz/sLrf3seP1BS04okSVhMgffiC//7d2697c5L2n7wvDJ69LiIX+uys6NHD6GqKsOGjQh3KRcs+Dm5e/d2YmJsDB06/Mt/KQIoiozNJrp4CqEjwp5w2YimtfE6Ky8/CUjk5valtbWFlJTUcJd0wU6cOEZ9fR0TJ04JdykXJXhD4OTJEnJz+0bMxCYXqrW1BV3XSU1NC9k+NU3jztlT6GfzktM7mefe34lJkVA1gxiLgixJ/Pmvf6d//0Hk5uaedyZTcUc7tHr6+d7y2Wb+9y9/Ij0tnf98/HsMG3bmBbdhGGzbWkSf3L5gGOT0yQVAcZSQOXAMm/70NW765WIenT6MdpeXD/bV8tiTP+SRRx6jurqy20Nq0BMPzuHjdUXoOoFJXAC/qnHrLbfz0itdb+EDOHHiOH379ovote3Op6qqguPHjzB16oxwl3LBPB73qTUQZYqL9zFu3FXhLumCSJKEzXZ6zb5oe68I0UOEPSHqBd/Cbrcft9uHrkfHW7q6upJevXpTV1eDJEn06hXZMxF21tTUeGr2R3NULP/QmWEYLFv2AZMmTQ1pWOoOqqqyZ88ORo8eH7KWMdXnYcrEEegeBx6/zpyRedw3czh3PfsRdrcfCfjrS/O46657v3RbRUUbGDt2QsTPyno+L7/8PN/+9vfDXcZF27FjC0OGDAtLd7enf/9LXvnbX9GBGAWQJHQdNm7Zx/HiLVTt+Jg/vr6S//u3a5n7wicEz97f+rdv8pOfPkVdQz3p6ZmkpaV3e21LP36fw4v/Hy+vOYRX1TAMiDHJTBkznFcXrMBs6/p5Tdd1PvxwETfcMCeqzo+apmG3t5OUlExFRVmPhe2e4HI5qagoY8iQYdTUVJGZ2StqehDExJiJjbUgy4HAJ4Kf0J1E2BOiUvBtaxinx+NFyzvZ7/dhMplZu/ZTxo2bGBGzKF6oYCvB3r07SU5OpW/ffuEu6aK43S5iYmzY7e0kJCRG3Qeq3+/j0KFiRowY1eO1V1WV8/X77yZZa2HnyXoUWSYr0caEAZkkxVrJSIklffwdfO2bT1zQ9nRd5/DhYoYOHR51z3u0O3nyOJmZvcISOh7+xr2sWv0pD80azs4jtdQ2OxlXkE1zu5uS2lYWvLeKrRtWo+1fxk8XFmEYkJ1kw+H1YwDXTJnGn1+c12M3ZnS/l5uuu4p9x05iMcnEW020uXxoBtx33/08/8Lfurzt9vY2EhOTonKcqtPpYOvWzUyffgMQXeHDMAwKC5czefJULJbAkjTRUr/FYiI21oLZrIheEEK3EWFPiCrBt6umBdbH83oje+mEs7W1tVBYuII77/xaVJ7EV678mLFjJ5KenhHuUrpk6dL3ueqqKV2bij7MamqqiI9PCEnrzF/+8hzPPfs7ZElCUWR8p9aNUiSJvLR4nnn+ZabMuOWitulyOTvWW4xW0ThmLyhcz/+JkuP85EdP8s0pyTz2/Ar2/OtRBuWmseKzY3z72aW0OL0kxcexbX8pv/vNU/zj1b+THmfC4fEjSRIGcOh4LWVlJxgwYHCP1fmrp37Mm2/8AzCwWcz82zVDWLi1hJS0TD7dtKfL29U0jffee5tbbrkz6gIfBG7SfPTRImbNuiUq69+2rYiYGBsjR44OdykXxWSSOyZzgegK20LkEUsvCFEhGPL8fo22NjctLa6oCnolJccoLt5HUlIKt912d9SduGtrqzEMg6uumtIj3al6WnNzE6rqZ/bsuVEZ9CDQddZub+/Rffzxj79hQG4KRz99E4vZhKIEPiKCx9/QK0awcV/FRQc9CKy72Nra0q31hlpZ2Ylwl9Alga7LS3A4HCHfd/8BA1n0/nIOVPuxWc306x0Yy1nQN51mhxenT6WisZVhQ/KYNPkaKiob+faTPybYG99mi0XTNKqqKtD1nhuH/Zvf/w+r1m9DkWVG9EnhtfWHaXK4aW2qY8rIPNqaG7u0XUVRuPPO+7HZYmloqOvmqnueLMtMnToTmy2W+vpaNC06JjwLGj/+aq64YgTNzU1s2rQu3OVcMFXVaW/30NLiPNVzSSzbIHSdaNkTIlrnSVdcLh+aFh2TrgSVl5+kV6/euN2BAeTRNPlKkK7rrFz5MdOmzYzKO7sAmzatpV+/geTk5Ia7lItmGAYtLc09Pr6wqrKCiROGc/0VfejfK4nX1x9BliAhxozd7Sc2Pp7tu492eRFm0SUpvCLh+a88spfFr/6G68b04R8fbGX5Z8do96jEmGUsJoVYi4k7pw3FYovnrsf/yOaizdx+xz0kJSUDdCwP0F2Lrp+LYRhcN2kkldXVWEwymmYwaXAvRuSm8+3nF2FN6lqvBp/Py8qVS5k9+9ZuWQYjHNasWcmoUeOibqwzBJ7/pqZGsrNzTk2gk4+iRM/EXMHJXGJjLR0/C8KFEi17QkQK3sXyelVaWlzY7Z6oCno+nxeA2toaHA4HSUnJURf0PB43n366DMMwmD17blQGvZqaKtraWpkyZXpUBj0IXOBu3ryux+7q6rrO1CnjuPbqK9ENcPs0pg/pTWq8FVmSGDZ8JG8v+ph9B8u6HPT2799DU1NDN1ceesGFqaORpqls2rQ2bK0D3tY6Tr73NMPSLWzadpR+/Yfy3oeFZGekIUkSEhLjhvZm/f4KXlq8iR9+cy7eE1tITDi9fEFx8V4qKyt6tE5Jklj72X7e/3gNqmaQkWjj65MG8972Eu6dcw0bPpqP0YUWRovFyi233IkkyRw7drgHKu951103i9TUNHbs2EJl5YUtsREpLBYr2dk5aJpGWdkJdN3A5/NGTWtZcH6CpiYHLpdPtPQJF0W07AkR5cyWPC+aFn1vT6/Xy3vvvcO99349amYC68wwjI4JTKqrK8jJyQt3SV128OB+kpKSovYxBCfzudi7uI01ZTz/1ONMvvFO5tz98Hn/3yMP38+KT5ZhUiTMsoxf01F1g7H9Mrh+2nS++/u/gXzpd7/Lyk6QmppBQkL0rDt2LqWlJeTnDwh3GV1iGAaHDxczePDQsJyXnNXHeOVX/87uiiaKDlbh9esoMtx73ze4de4dfOfbD5OdbAYJVLef8iY7Lo8fWZa45qqxvPneKjh1HPj9PsxmS4/X3NhYzx03XM2Mgkw+2VdBdasTWZbJz+3Dms17u7RNt9vFrl3bufrqa7p10fhQamxs6JjsR1EULJaefy16wpo1K+nXbyD9+kXfMS1JYLNZxLINwgURYU+ICMG3ocfjx+WKnuUTOqurq6Giooxx4yaiqmrUrd0W1NTUyJYtG5kz5/Zwl9JlVVUV+P1+8vP7h7uUS7Jx4xp69ep9UYun3zTrWvJNbVyZl45f0xl7xxNcfeOZC0V/+OFivvedRzB0CV3XMQBJkpEl0A2DicMH8/bSTZi64YLa6/VgNlui9sK2M5/PF7UXtkFutxubree6QX6RRS/8hNcXvceeEw0oskyizYTTo9IrJZbZs+Zw9Yy5vPv3X1NV2cTh6hYMA356yyiO1duxKDIP/OQFBl4xig8/XMQ993w9ZO+pwzs28u+PPER1cxs2i4LDqxJns7Fi1eYuL01gt9s5efJ41E0c0tn+/btRVY3Ro8eFu5Qu0TQNSZKoqqqgpaWJkSPHhLukiyZJEBNjITZWhD7h/KL/01eIasGuCB6PSnOzE4fDG3VBr62tFYfDTlJSckdXwWgMei0tzRw6dIC0tHRuuum2cJdzSUwmU1S+BmebNGkq/fsPuqD/63Q6ycpMpLGyhDhrYEyQWZHZsX7pGf/vioG9eOKxRzBJJgwDZDnQhU7CYPCQYZwsb2Lhym3dEvQADhzYy759u7plW+H2xhuvhLuES9LS0syKFR+Gbf93f++PfO/7P0ORZQzA7vIzNCeF6mYnxw98xg+/+y30mN48+NiPiYuxEGNWqHF4yUmKpbiiidvvvIVxIwfQOzs3pDcPCsZdw/uFW1FMCnaPigS0ORxMnnglj3zz/i5tU1FkzOboHLsXNGLEaEaNGktDQx3Hjx8JdzkXTVEUZFkmNTWNrKzeGIZBTU1VuMu6KIYBbnege6fTGbhRLtpwhLOJlj0hLC6H7prBCQ/27NlBYmLSBV+URyJd13E6nVRXVzBkyLBwl9NlDQ11lJeXMXbshHCXckk8Hg+ffrqUOXNuv6Aud36/n4H5Gbj9OooE04b1IS81MM3+T/++guTUdP74h1/xv399AZtFwafqmJTAHWBVN+idncOWHcU99ngiYXIQ4fR5NxJei9///lfM/+fLjMxLo67dQ0lNKwCKBKoOc2+dS1JSChlte3E4PLy24QjZqXHMmDCA0pMNyIrEL15cxIBBoVsKQ9M0rh43lLr6ekAiPiYQ1v74/N+4ee6dX/zL51FVVUFzcxMjRozqxkpDq7GxAYfDTn5+f3Rdj9pWfLvdzpYtG5gx4yYgMo6TixXs3ikmchE6i84jUoha5554JTqD3kcfLaa1tYVRo8ZFddA7duwwn322gYSEhKgOegDx8QlkZfUKdxmXzGq1MmnS1AseW3XkyGGCH+maAesOVfFWUQnPLt6OIcl844G7ePGlv6AZBsmxViQJfKqOV9V5+90lPRb0GhrqOXy4+LK54Cgu3hfuEi6JJEmnXpOD4S6Fp576DYdKGhg7406cLh8GYJIl3KrOqLw0li37iDfe/CdN6eO44d6HMcsyPr9Ga307TS4vx+vt3DzrWn7xw/9AVUOzDI+iKGzddYTv/tdPUGQpMLGMJPHJiqUsXPB2l+pITEyO2nVLg9LTM8jP709lZTmrV38S7nK6LCEhgZkz5wDw/vvv4HDYw1zRxTMMxEQuwueIlj0hJIJ39r1eP05n9C2hEOTz+Th8+AAjR47B4bATFxcftReyTqcDTdOIjQ2sY2W1xoS7pC5rb29j69bNzJgxO2pfj6Dy8pMYhkHfvhc+3tDj8TBkSF9Qvaiazo9/9gseffQ7fOvh+1m7djUmWUKRJTx+DUWW6JOeyA++/0Pufvi7PfhIAt0G29vb6Nu3X4/uJ1TWrStk2rSZ4S7jkrS2ttDa2hJx41k/WPwOP/z+E7h9KilxVhodHsyyzBX56RiywjN/fo3HvnUPM4fmcLzFyc6jtXDqc8Xj13jjrUVcd13oXpt/vjqPv/75aTIysth38CC6AYMGD+H995eRmXnxa3nu37+bmBjbRY3PjTSGYeB2u7BaY2hsbIjqG28Oh534+AROnDhOcnIyqanRt74sBFr6YmMDE7kEfo7uz0eha0TYE3pU8O2lqjoOhxdVja4FWTvz+Xwoiszu3TsYM2ZC1HZVCTp4cD8Aw4aNCHMll+THDHgAACAASURBVE7Xderra+nVq3e4S7lkdXU1GIbRpccSnEBk/ht/56c//0ngNq9hoOkGVrMJWYaYmFiKj1b2QOVnMgwDVVWjflzS5UjXdXRdi8j13j5Y9DZ/+sNTlFQ3MiQvlRNVrVhMMlmJMaiGzKuvzefPv3+SjfsqkSSwu/0YQPBCZseOA+TlhW723U2b1nPXnbd0LAL/ve/9kJ///JcXvZ22thbMZguxsXHdXGHoNTc3sWfPDq67bla4S7lkx44dJiUljZSUFICoWpuvM1mWiIuzYrUG6heh76sluq9WhYhmGAa6bmC3e2htdUV10KuqKmfNmpUoiolx4yZGddArKTlKWdlJhg0bEfVBT9NUPv74PXy+/8/ee8dJdd13/+87dWd7X5aipXdEx0JIICFABWEkq1uWXJJYjmI7tp8njuXYcX5O7DiJHzuWYsWKXFBBhSKQBAiBRF/KAqLusoVdlrK9zM5Onzv33t8fw8Ci2JaA3Tkz9973P3qtgNnPmXPvOed7vi2sC0OvufkChYXFVz2WrqYznNi+jkCvmwcXTuXv//7/YpUgzW4l3Wkj0+Vg5Ohx1DS0J8TQA/B6e1m79vWE/K5EsX79KtES+oV9+3ZTU3NKtIw/yv0PfZ69Rxt49rnn0bAgSVCYlUaLJ0SXL8hjT36eb/9kBY8+8NnYHgMXQ0Ah3W5hzqzJLF50a8L03nLLAv7u775/qdjH9Okzr+lzcnLySE/PYNu29+noaO9nlYklP7+AhQvvJBDws3//npQOIxwzZjyFhUXU1dWwf3+5aDnXTPws5nYHkGXFDO80GKZnLwX4t3/7N9xuNz/72c/4r//6L9auXUt2djYADz/8MI8//rhghVcSW0QgEAgTDMqi5VwXjY0NAJSVjUBRlJSu8KiqKpIk0dbWgt1up6AgtfNE4qHBHR1tFBWViJZz3WiaxgcfvMe8eQs+9e2+z+fjB3//Lcao55DUKI0dvbxWXotmkci+GLajqhqSBK+t2cSMBBeuURQlJXtN/imams5fqribyqTSvPzlF5Zx8EAFvaHYXqJpcMesEeRkuZh315M8808/psfTS5rNQlhRKch00OWNgATr1r3HzTfPS4jOlpZmwuEww4dfX8hyV1cHubn5WCyWlPe+RCJhzp5tZMyYcSlduAVi67OiKEQiYSorjzN79lzRkq4Lu91KZqYTqzX1nzOTTyZ13zyDsG/fPtatW3fp55MnT/KLX/yCt99+m7fffjupDL34TVEwKNPd7UtpQy8Q8KOqKi6XC5crVtUwlQ09gAMHyqmpqWLQoMEpb+gBfPjhZtraWnRj6MmyzOLF93xqQ+/Agb1MGl/GO++uQ46EOdzYzrpDZ5CsFiyShHwxLzaqqqRn5yXc0Dt27COi0dRdA/4Yubl5oiX0C1arlZMnjxIMBkRL+UR+++q7HKq6wMgRI0hPT2dQQSYZLjvrdlTxvX/4PovuWMw777yHoqqkO2x0+yLYbRYcNisPPXgvp+vqEqKztHTwdRt6AAUFRWiaxvr1qwiHw/2gTBwOh5MxY8bh83l56603UtqTFD8DSJJEbm4+EMt7T1VkWcHtDuDzhWK9VlN4bkw+GdPYS2J6enr45S9/yde+9rVL/+/kyZO88MILLFu2jB//+MdJsRn0baPQ3e3H7w+T6uvG7t3baWtroaSkNKWTzCFWTjoSiTB9+qyUTv6PE3/eZs26SReGHkB7eytbtmz45L94kV07t/PoQ8vQNBVZUfntzlNsq2omzWHFommoikowEsUTCPOXX/oLPjqWmANvnJjxGknKnLDrYfXqlaIl9BuSZEmZ0Hq73c6Huw5TWXOBhx59Erc3hHoxTeCDze/yxc8/wG2338H82xdjuVghE8AiwZNPPMSePbs4ejR1ej3abDYWLFiE0+nUxSE8MzOLe+5ZjiRJdHd3iZZzXbhc6YwZMw5Zltm4cR2RSES0pOsiFIrS1eU3K3fqHDOMM4n55je/yWOPPUZLSwsVFRX88Ic/5Fvf+hbf+973KCsr43vf+x5Dhgzh29/+thB9VxZfCRGNpmaFzTiqqrJ3705mz56Lw+HUTWjDvn27KSkpZeTI0aKl9AsnThxBVTWmTp0hWkq/oijR/5X8/58//1c+3LGNr/31N1m6dBkA06aMwtPjRlG1WGjuxaboFgkskkRBpoOeQJQhBels2HGMzOzEe6NSPWTLKKTqPO3fto7nf/0sew8dR1EvH2HSM7L5yU//g7/926+hqrH9qGTQYJqbLmCVYP5td/DCiy+RmZklSvpV0dXVQUXFXu6+e7loKf1CIOBn69ZNLFv2QEo+dx8nnkpQUVHO+PGTyc7OES3pupAkiYwMB2kX+0fq5QxkYhp7Scvq1as5ffo0zzzzDG+99RYVFRX87Gc/u+LvVFVV8f3vf5/169cnXF+8+IrPFyYSSUyPo4EkEAiQnp5OXV0Nw4eP1EUFwbNnz5CdnUNubp5uFm1N04hEwiiKSnp6umg5/cKRI4fIycm5olejz+dl8bwbaWjpQiMWdnfhQiceTw+zpo0FQFFUZEUhzWYBixU5qiBJoKrw/375ax55VFyI94cfbmbEiFEp3X/yj3H06CGmTZslWka/EA6HWbXqFb7whb9I2fXh1Zd/z7O/+g86O9oJhmUkSaIkP4Nv/sXD5I+cy0dHjmKzO3jxv3+FrMaq0o4aNZodO/bhdDpFy/9ENE3D4+khNzfvkmGR6sRz36qrK5k06caUH5OmadTX11JWNpJoNEpaWlrKj8lqtZCR4cThiOX1pvp4TCC1k5B0zKZNm+jo6GD58uV4PB4CgQDPPPMMM2fO5MEHHwRii0yi88jidwN+f+oXX4kTCgV59901PPjg44wZM060nH4jHA4RiaT+xhOnq6uTgwf3ctddnxUtpV8ZOXL0FcUyOpvOMu+WWbjsViRJQtM0HHYbVquVvLx88vILcHd3Xa5CaLUyYlAOre4ADruVAyfOC781v+22xboMB/L7/aIl9BtOp5NHHnkipdeHLzz5FR5/4svcc+cCjp08jlWCPS98heGD84i4LCy//1/x+byU797BkaNHAKivP01PTw8lJckfAh7LD8vj5MljKEqUqVOvrdJnMiFJEtFoNCXyRT8NkiQxenTs3LBv3y6GDBnGqFFjBau6PhRFpbc3iN1uJSsrDYvFNPhSHdOzlwLEPXvf/e53ufvuu1mzZg1Dhw7lH/7hHygrK+Opp54acA198/L8/jCqmvqPjcfTw5kz9UybNjNlw5n+GEeOHCQvryDpmiZfD/Hnr6fHTV5evmA1/Ud1dRUjRoy65GUItdTy029/kdf31eG0SURVjYii8eaajcyecxOfXbqYo0cOkuWy0xOI5Yoomka63cYTT36F/+8nPxc5HCA2R36/lyFDEtfrzOTa8Hh66O31MGxYmWgp101DQz2fvXch59Y+jdNhI2rLxV32F5f+fPfuXfzqV/+PO+5YzNy5c/mLLz2Opin8+F/+nXuX3S9Q+ScTCASwWCScTv1c3kEsrHPPnh0sWnS3LvbfeMXrCxfOIcuyblInXC4HGRlmU/ZUxvTspRD5+fn8+Mc/5q//+q+RZZkZM2bw5S9/ecB/b99+ebKcGgn9f454s2enM+1SKKCeNpobbhiui8a8cRRFYcOGt7jzznt1Zehpmobb3cWoUbEDwdTJI/jBneMZWZRJSI6iaBYsFhuvrVpPVmYWw4bkoURVkDQK0h2E5CjhqMboYUPYfaAyaTbhYDBAb28vQ4aIVtL/rF79Kg899AXRMvqNSCSMx+PWhbE3cuQoTladJeSvp+PcPqS8uTj6/Pmtt87n1lvnA7Bo4c10drQhSfCdr/8Vv/3vZ1m3cVvSvEMfJ75PbdmykRkz5lBYmPrVlCFW7GTSpBuxWCwp1Q7kTxE/R6SlubDZbJfOGqmeFhIMRgiHZTIznTgcZlP2VMT07Jn8SeKPRiAQIRBI7YpTfamrq6Gl5QLz598hWkq/cuBAOVlZWUyceKNoKf1OV1cnBQWFomX0G7EWJQHS0zM4f66Rz3xmKk6rhX9+YA7vHT9HaW46W6taaHFfLu1ttUhImkZUA7tVwiJJ/ORf/o0nvzLwnn2TGO3tbRQXJ3/4nwnIsoyqqn80N+8733qatatfx2mzYrPGDuivvPkOM2fflGiZV0V3dxe5uXm6uJzsS2+vh61bN/K5zz2mKyPi7Nkz1NVVs2jR3aKl9BsOh5XMzDQsFklXc6V3TGPP5H8RfyRkWcHrDekiZBOgra0VSYLCwmJUVU35vnlxIpHIpTmz2Wwpfzval8OHD1BQUMjw4aNES+lXYoebTZSVjeSJB5fiCUZId9oIR1UmD8nlXJef7kDkikqDFknCagE0DYvFwgfb9zFu3ARxg/gjhMMh3nlnLQ8++HldHgR6ety66bUXZ9++3RQXl6R8ntHH2b9/Dzk5uUyYMPl//ZmmafzsX3/M737zLA6bFQ3YsfcYJYNKEy/0KvH7fezevZ0lS5bqyugLBgOkpbnw+30pUy310yDLMpqmcebMacaOnaCbdTEjw4HLZYZ2pgqmsWdyBfE+K16vPqpswmXjtbGxAUmSdJXLBrEKgZIk6SJ5/+P09LhxOp24XPqovBnnQPlOfvmDpwmEwtS39eAJyqhqzGuX4bAysjiHMx0efOHLYdMWCUDihmHDOHDwRFJusJqm0dvbQ06OvgyiOCtX/p7HH/+KaBn9is/nJS0tTXc9ET9N9cqtW97j5RUv8p2/+z7Tp6dGlVVN02htbaG0dLBoKf1Od3cn5eU7uffezyXl+nateL291NScYtasz+imqirEqnZmZjqx282qncmOaeyZAJcNomAwgt+vn5BNgPLynZSWDtZdGXifz0s4HCY/vwDQ10Lb1dVJTU0VN988X7SUfud73/0Wh7etp6wgdnt9qrmbLm8Yh9NOZ08Al8OCN6wwf+wg6to8RKIqXf4wAP/1Xy/w8MOPiZT/Z2lrayEnJ4+0tDTRUkw+JZqmcf78WYYNK9PVGgLQ0tJEXV217kL2Ac6cqcfv9zF58lTRUvqVeJ5bZ2c7paX6SvwNBoNs2rSe++57WFcROE6njczMNCRJX+cQPaGfGACTaya2uKq43QFdGXrd3Z0oisKNN86grExf3jyA9vZWWlouIEn6i53PysqmrGyEaBn9zqYN61nzxiv0BiMxT56q0uYJEFQtuL1BFE0jJCs4rRK7a1u5cWg+BZlpTBySQ2Nja1IbegCnT9fg9/s++S+mKBUVe0VLGBBOnTpBJKKftT9OQUERU6ZMFy1jQCgoKGTwYH0ZQxAzFjyeHhoaTouW0u+4XC4WLbobq9VKR0e7aDn9RjgcpbvbRygkX4oOM0kuTM+egYlPvc8XJhTSR8+8vmzfvoWJE2+kpGSQaCn9Sm+vh46OdkaN0penEmLP5MGD+5g8eZpumqYDtLQ0c+tnpmCxSIQiMhlOBzaLRECO4g9HUTVIs1kIRVUArBLcNGkIdec6KSoZxvbyjwSPwARixt6cOTeLlmFyFUQiERob6xk7NrnyW/uD2Hq5lylTpusu1B1iYfw9Pd26y9mORqNs2vQ2d911Lw7H/y4glMrYbBays11mAZckw/TsGRRN05Blhe5uv64MPU3TqKgox+/3cfvtS3Rn6AFEozLhcFC0jAEjKysbp9PxyX8xRejt9TB39mTS7FYynHZCUQ1PMExxTjoOa6w4hEWCm0aXcN/MMiRA1aCx2c1//OdvUsbQa2ys5/jxI6JlDCh6NfTa2lo4cKBctIwBQZIkOjraUFVVtJR+J9Z0PR9J0udRTpZlQqGQaBn9js1m47OffQC73cH+/XsIBvWzn0ejKt3dfoJB08uXTJiePYOhZ29evE/P6dM1DBtWhtOpr7yh3l4P1dWVuj5wKorC4MFDRUvpN777f7/JK6++RLrTylcXTsIbjLDl2Hl6/CFsdiud3jAOm8Tc0YNY97d3AvCjtw6ypbqDbftPpVR/pngOqZ5aZHwcPRZogVgukdfrobhYf5djccLhkO72hDiBgJ/z588ybtxE0VIGhDNn6lFVRXcVYzVNo6amijFjxgPoKo8PTC9fMqHP6yCTP0o8N09v3jyIje2tt97A5/MyevQ4XW7qaWlpuj5Iy7Ksq7yhf/nxD3n99VdwWCX+6cHP8PMnb+GFpxZy701jiWqQne6kKNOJ02alMPPy8/rwHbPZffh0Shl6ELtsiRcL0itLl94vWsKA4HK5yMrKIRwOi5YyIGiaxrp1b+o2n1TTNAKBgGgZA0ZWVjbZ2TmiZfQ7kiQxfvwkLBYL77yzBre7W7SkfsX08iUPprFnADRNQ1VVqqpq6OkJ8Morv6Onx017exurV78KxCpWHj16CIAVK17A7/fR1HSe9etXAbBjx1YqK48D8OKLz13Kg9i4cT0AW7dupLb2FADPP/8LAGprT7F160YANm5cT2NjPZFIhBdffA6Aysrj7NixFYD161fR1HQev9/HihUvALGWAuXlOwFYvfpV2tvb6Olxs3Ll74FY/kxFxV5aW5t57bU/MH/+QgKBgC7GBDEvQk+Pm3PnzvLb3/4am81Oa2uLLsZ05bO3g23b3mfIkGHs2LFVF2NauOAz/OY3z5Fut5LuvNJo8/oDhOQoqqbiD0eJKhqbjp3jH9ceZPPZCOO++POkHNOfe5/C4TBr1rxGVVVqzdPVrhF+v193Y4rP05o1K2lpadLVmOLz9MEHm5g2bRYZGZm6GVPfeXrppf9h+vRZHDy4j/fee0cXY+o7T0eOVFBUVMJrr/2Bgwf36mJMfZ+9s2cbWLToLtasWUl7exsnThxN+TH1ffb8/jBHj54kGAyaBp8gzDBOnRP35nm9QRRFf1OtKArvv7+BhQuXkJbmEi2n34m/ni0tTboKb+xLKBRi796dLFiwKOXDWBRFYdTwEiRURhRm0tjpwyJJZDjtPLlgHOe7fKzZX8+UkYW0d/npCURw2ixEFZXpM2bx5rr3RQ/B5M+wevWrPPTQF0TLMLlGDhwoZ8yYceTn6zNC4qOPKhg0aLBu94qurk4yMjJwOtN0Gxa4ffsWbrxxOgUFRaKlDAiZmU7S0mIXoHqdw2TENPZ0Snxa/f4IwaB+QuPiKEqUQ4cOMHPmHN01A46jqiobNrzFokV3k56eIVrOgKCnhs6qqjJ21GDC4RCapnH3jTfQ2Onj2PkurBaJ7DQbc8cMosUdoDMYpq3bz8wRRXR6gzzwyBN85wc/Ez2Ea+bUqZMUFhZTVFQsWorJNSLLMocO7WPuXP31tozT1HSe/PxCXC79XQzG0TQNj6eH3Nw80VIGjPfff5fZs+fq1mgHOHbsI8rKRuhyHu12K9nZabpsG5WsmGGcOkTTNBQl1jdPj4aepmlYLFYyM7N0u1DExmhh3rzbdGvoAVRVndBNP6Xf/vY3BAIBJDQkSWJr1QXunTaMB2aPID/Dgd1iYXdNC55gBJdFIjczjbp2D7ctfSSlDT0AlysdhyP1DfZPIh46pUdsNhuZmVm6rFoZZ8iQYYTDId3m7kGsWMuOHVt1HS43e/bN5OUV6HqMLpcLp9OpyzFergQfNXP5EoRp7OmI+EsTCERwuwMoiv42bVmWeeut14lGZSZNuhGr1SZa0oCwZcsGWlubdV2QJRKJMHv23EuVyFKdHnc3ORlOkCQUVUNRNP5j0zHKq84hR1UCssL9DzxCr2yhJyCzfPmDVJ3u4Cc/+4Vo6deFqqqUlY0gJ0d/N9AfJyNDvxcvkiQxZcp03R+8GhrqdNXQ+uNkZGSyfPlDqKqKokRFyxkQ8vMLUBSFNWte021RobFjJ+BypfPhh5tpaWkSLaff0TTw+UL09gbRNHS/7ojGDOPUCXFDr7c3hCwrouUMCH6/j4yMTDyeHnJyckXLGRBUVUWSpEtj1avn0uv18t57b/PQQ4/rZoyzp0+gpbUFqwUURcVmtTLxxukcOhxLhP/DH15l6dLP0lB/mvr6Wm5fuASbLfUvK86fP8uJE0e5557loqWYXCeVlcdxu7u45ZbbRUsZcDRN083a88fYu3cXeXn5TJgwWbSUAcPr9ZKVFfNGWyz69F14vb1kZGQSCgVxudJ1+cxaLBLZ2S5sNosux5cMmMaeDog3SO/tDen2dkSWZdate4P77nsEh0M/Dbc/zqFDB3A4HNx443TRUgacaFTWRa7eSy/9lpf/8FsAsuQuWnv82G02Xlm/ncqqEwwbNpzS0iEUFekz4R5iObR69bL3ZcWKF/jSl54SLWPAUBQFi0X/B66TJ48RDoeZOXOOaCkDRjQqY7XadD+XPT1uduzYwvLlD+t6rFu2bGTy5Km6Lb4DkJHhwOWKne/0PJciMI29FCY+dYFAhEBAf7l5EBvj2bNnKCsbcSmPTa8oinIpXybVeqxdDfv376GoqIRRo8aIlnLdnDpVydIlt2K1WFBUlSe/8hSRSITPP/5F3n33bR577HGGDx8pWuaAcvp0DUOHlpGWpr/elh8n7nHXM7W1pxgxYhR2u34v1YLBADabXdfrLMSe1w8+eI9lyx7Q9d4ZDAZIS3OhqmrKV3T+U8S9l01N5ykuLtHt+xkr3uJCkkyDrz/R/1WsTjFC2CaAqio0NNRRWjoEp9MpWs6A0dR0npMnj3HnnfeKljLgTJkyTRdeoA3rV/E3f/NVbBcPFxZJ4h9/9BMCvd2MGT8aRVV5+eU/cOpUg2ClA0tHRztDh94gWkZC6Olx697Y6+lxEw6HdXuYhFhBoa6uDoLBoK6f3YyMTG69daGuDT2IzWd1dSXd3V3cfLM+q8nG5/Ds2TOkpbl0m88vywput98M6+xnTM9eCmKEsE1FUTh4cB8zZszRddgmQDQaxWq1Eg6HdNkrMI4sy+zfv4ebb56f8revP/zB93h31Qp6QzIRWcFqsfCFL36F1gtn+MfPDWP2V2PNbR0OBxcudApWa9JfrF+/ivvue1i0DJN+oKWlCZ/Px5gx40RLGXBOnjxGYWERgwYNFi1lwFAU5VIYstVq1b2RcOTIQUaNGkt2do5oKQOGGdbZf+j7ukdn9K226fEEdWvoQewWKzs7B6tV349oKBRizZqVqKqia0MPQJJg0KDSlDf0INZmIRpVUFQVq1Vi2V2LGT9uHGdrjzJrwmD+7rGbGFqcwy9/+ZxoqQNKdXUVR44cFC0jYRjB0GttbWb79i2iZQw4paVDGDNmHLIsi5Yy4OTl5em6hQ+A1WrF4XCwe/c2GhvrRcsZcDIyMnV/Ee73x8+6ZrXO68X07KUIRgnb1DSNzZvf5ZZbbicrK0u0nAFFUZRLHj2nU9/5Tp2dHUiSlPKhJ4cOVeDpcfNXf/UlggE/FkniG9/8FgcqDnL88H7CisoPv3QrN08eSrh0EbNuf0C05AElFAohy7Lu39U4O3Zs5bbbFouWMaBEIhFCoaCuPQZx6utrOXeukdtvXyJayoATDodoaWnWfQ5xOBzG4XDoOn8vjqZpbNmykZtuukW3FcrBrNbZH+jbbaIT4mGb3d0BXRt68bYDM2bMITNT33kxAJs3v0tbW6vuDT0Aj6cHt7tbtIzrYuk9C/nsvYt54gsPs3jxnTz62BP8fsVryLJC+d49WCwSdquFn760hzWncnRv6EFsXvXce+7jFBWViJYw4DgcDqLRqG77l/Vl+PBRLFiwSLSMhBCJyDQ3XxAtY8BxOp2oqsKaNSsJhUKi5QwokiQxffossrNzLhV30yOqqtHTEyAYjJhN2K8R07OX5GiaRjAo4/frf+N99921zJ07n8JC/Zaoh8vhCKFQiLS0NN3fVMV7IaUyU8YNocvju/TzoEGlHDxcyc0zx3GutQNFjc2pzSKx8rXV3L5Q/54CVVV5553VLFv2oO5v0I3Grl0fMm7cREpKSkVLGXA6Otrp7GzXdT+6vvh8Xl33cI0TDAZxuVy67sEXR1EU1q59nWXLPofLlS5azoDicNjIzo5dkOv9Ge5P9P0GpDDx2wufL6x7Qy8YDKBpGnfccbfuDT2AqqoTHDq0H5fLpfvFSlVV3n//HQIBv2gp18y8udORIxEsfabqh//4z/ztY3fQ2tGFompYJZgyaTLl+z5i1Oix4sQmEIvFwn33PWIoQ+/FF/Wdgxln/vw7DGHoQcyT6XLpO1+6L9u3b8Ht7hItY8BxuVy0tbXw/vvvipYy4FitVu69N2boBQIB0XIGlEgkSk9PwPTwXSWmZy8JiT3E0Nsb1HXYZpytWzcxYcJkXZfAjqNpGqqqIMuy7guywGUvZqoatd7284yeMomheRl4/GEU4LvP/IjMrBz2vPEsB0830+ULU1KQx4flx3A6nbpPmo9TX1+LxWJhxIjRoqUkjEgkYoj57e31UF19kjlz5omWkhBUVSUUCuq+iAnE1mRJki79V8/EIqMCl7xdeh+vLEd46603+NznHtN9D0kzj+/qMD17SUbMGNBwu/26N/R8Pi/hcIg77rjLEIaez+fl7bdXYbFYDWHoNTWd58MPN6fsQvwf3/1Lnn70ThxWiQtuP8GoyptrN3Ds+HH+z//5JpuOnWPx1FH8zWdv5cDRWtrbW9m/f7do2QkjJyeXrCz9F/HoS3PzedESEoLTmWaI/MQ4Z8+eoaJin2gZCUGSJOrqqg2xVkmSRHp6BgcP7qW29pRoOQOO3e7goYe+gM1mo7tb3y1/4nl84XDU9PB9CkzPXhJxuX9erNSs3jl8+ACZmVmMGzdRtJSE4fH06LpqVl80TcPv95GZmXr5elMnjyTXKtPuDfHwnFE4M7L5yvf+g0FjpvLkk4+xefNGrFYrFRXHGDbs8kWFEW7L40SjMjabvm+PP87GjetZuvQ+0TISgqqqaJpmiDBdI723wKXiO06nU7CSxODzeUlLSzPMetXb62HXrm0sXXqfIZ7r9HQH6ekOQ4z1WjE9e0mCpmmEQvKlniJ6JhDw09XVwYwZcwxj6G3f3si0ogAAIABJREFUvoXOznbDGHqnTp2kra0lJQ29737ra3R3dxOOxqqb7TvdyqPP/BeDxkwF4Oc//xXf+c7f8corb1wy9Fpbmzl27LBhNptoVOaVV36r6wpwfwyjGHoQC68/f/6saBkJQZIkmpsvcPz4R6KlJASn04mmqezbt9sQXpHMzCwkSWLDhnW6r9AJkJ2dw9Kl9yHLMq2tzaLlDDiBQITe3pCZx/dnMD17gol//T5fmFBI/81dARobG+jpcTNt2kzRUhJGZ2c7eXkFhrglBzh3rpGcnBxycvJES7kqlt8ykcJ0Cx9UXiAcVVE1+Od//hlPPfX0n/13Pp8Xr7eX0tIhCVIqHiNUufs4W7duZPHipaJlJASjza/X24vP56O0dLBoKQlBVVWqqysZP36SYea5ra2V4uISw1zKtbe3UV9fw9y580VLSQg2m4WcnFjhO6PM8afFNPYEYrRCLKFQkObmC4wcOUa0lIRx/vxZurs7mTrVOIbthQvnGDx4aModIG6cPJo7x+Ry/8wR/NO6Cs50+fn5L/+b5fc/9Gf/XSQSIRIJp6QX81ppaWnGarVSXGycvC6A2tpTjB07QbSMhBAMBrhw4RxjxowXLSVhyLJMKBQkKytbtJSE0draTEFBke4LesRpa2vh3LlGZs+eK1pKwuju7iIcDhviIsNikcjJcWG1moVb+pJapzEdES/E0tOj/0IscYLBIG63W7SMhJKfX8CgQcbx9ihKlMrKYyhKVLSUq2Lp3Qtpa29ny4nzVLf2sHzmSJ7/7999oqEHMa/twYPGKO4QJxQKEgoFRctIOEYx9CC2R3k8PaJlJJQzZ05TXV0pWkZCqa+vw+Mxzr6ck5NriIJwffH7fXi9HtEyEkKswGGASMQs3NIX07MnAE3TUBSVnp6gIR5GRVE4deokEydOSTlvz7WiaRqHDx/gxhtnGKJUO1xuK2G12kRLuSq+/vWnePutNwhHtdjtlwQLFy7mtdfXipZmkmQ8//wvePrp74iWYWLSr6Tq2n09HDv2EaNGjTFUREZDw2kKC4vIzjZGFeXMTCdpaXbTw4fp2Us4mqYRjaqXmkIaAVVVCAb13ejz46iqisPhwGYzzubZ3t7Gpk1vi5ZxVTz11FdYtep1VFXDaQUVGFRS/KkNPY+nh927tw2syCRDURRWr15puOIsgOEMvd27t3HhwjnRMhJKXV0NNTVVomUklJMnj3L4cIVoGQnF5dJ/+6OPEw6HiEQiomUkDJ8vTDAoG+as/ecwPXsJJN5aweMxRviTpmmcOHGEsWMnGKKvXJz29jasVisFBYWipSScSCSMw5Ea5bxXr36Dv/mbr176WQK+98w/8u1v/99P/RnhcIiurk4GDx46AAqTE03TcLu7yM833vNtpJw9iF1mpKenY7cbIzoBwO3uRpIkcnNTq7jU9SDLMlar1TCRN3EikTAXLpxn5MjRoqUkDE3TOHbsIyZOnJwye/X14nI5yMgwdmsGY73ZAtE0jUgkahhDL07sKsFYL5jX66G311i5LnV11dTX16XM5nH8+JErDD2AJ5780lUZepqm4fV6DVWBE2L5H05nmmgZQjh7tkG0hISSnp6B19srWkZCycvLx+FwEAgYJxrFbrfj9fayb98u0VISiizLtLU1G87zI0kSqmqcMQeDEXy+sOHmuS+G8ez96le/4v3330eSJB588EG+/OUvs3fvXv71X/+VcDjM3Xffzbe//e0B+d2aphEOR/F69d/fJc7p07VkZ2dTXDxItJSE0tHRRlGRsSoUAnR3dwKkhLdH0zRKS/OuCEMcO3Yse/YcuqrP8fm8bN++hXvv/ZyhbgyrqyuRZZkpU6aJlmIywHR1dXDs2EcsXHinaCkJ5eDBfeTnFzBq1FjRUhJGNBrl/PlGRowwjpcrjsfjxuVKT5nLyv4gHA5RWXmc6dNnG2b/cjptZGXFLiqNMuY4hvDsVVRUsH//ft555x3Wrl3LK6+8QnV1Nd///vd5/vnn2bRpEydPnmTnzp39/rs1TSMYlA1l6AFYrVZD5asBhEIh9u/fg6IYo7pqnHjz9FQw9CDWKqGvoXfPPZ+9akMPYo16ly17wHCbxvjxkwxr6G3cuF60hIRSUFBkOEMPYPbsuYYy9ABsNhvDh48yXI4mQGXlcdraWkXLSChGPKOFw1F6e2PRdQbxc13CEMbenDlzePnll7HZbHR1daEoCr29vZSVlTFs2DBsNhvLli1j8+bN/fp7NU0jEIjg94f79XOTGY/HTXV1JSNGjEqZw39/EIlEcDgcLFv2gGEap8c5fbqW3t7UKevsdDp58skvk5bm4p57lrFixatX/RmaprFly0ZkWR4AhclNeflOIhHjrGl9mTRpimgJCefw4QOGa8EAsH//Hjo720XLSCiqqlJZecxQRTwAbr55AcOGlREOG+dS3mazc+ONM+jq6qS+vla0nIQRiVyum2Ekg88Qxh7EYtKfffZZli5dyty5c2lvb6eoqOjSnxcXF9PW1tZvv0/TNPz+MIGAsRZNTcNwxg7A0aOHqKw8JlpGwlFVlXnzFlBYWCxaylXx85//inPn2lixYuU1/XtN0xg3bqJhGhHH0TSNvLx8bDZjjTvO4MHDREtIOPn5hYZ7zgHKykaSkWGcsvwQ27vvvHMZNpvNUAdhiBUj2rDhLcON22IxVmQKgCwrFyviG8fgM4yxB/DNb36Tffv20dLSQmNj4xXhV5qm9Vs4lqZp+HwhgkHj3PorisKRI4fIyspmzJjxouUkFE3TmD17LhMn3ihaSkJRVZU333zFkM21PZ4ehg0rEy0j4WiaxoQJkw1XtS/OSy+9IFpCwhkxYpShqinHKS0dTDBonBZJfdm0aT3t7f13+Z0K5OTkct99D4uWkXDy8wsZNWostbWn8HjcouUkjMst0Ixh8Blix66vr+fUqVNArLfKkiVLOHDgAB0dHZf+TkdHB8XF1++diBl6YUKh6HV/ViqhqiqaphoufykcDrN27WsXG9Iay6NpsVi4//6HDXkQ3Lt3F15v6oSu9hd1ddXs2LFVtAxh/NVffUO0hITT0HCaDz54T7SMhKNpGuXlO/D5fKKlJJxFi+6mpMRYxdUArFYbu3ZtM1zV3TiKYqzeqYpiHIPPENU4d+7cybPPPsvrr78OwNe+9jUeeOAB/v3f/52XX36ZoUOH8tRTT/HAAw9w9913X/PviYduGsmjB7HDQHFxCZmZxgp5idPb6yE7O0e0jIQiyzKHDx/gM5+ZZzgD3+goivEuNuJUVh5n0iRjefAVRcFisZjvucGoq6smMzOb0tLBoqUkFK/XS0ZGhiGjFxRFoaamigkTJhvqfbfZLOTmpgP6rdJpiFI8CxYs4Pjx49x3331YrVaWLFnC0qVLyc/P5xvf+AbhcJgFCxZw1113XfPviBdjMZqhB7G+cvn5BaJlJJzGxgZkOWK4sFUAVVXIycnV7cL45zh27COKiooN1Ug9ztmzDRQXD8LlShctRQgdHcYKbYNYHldt7SlGjRprOCM/HA6xd+8ubrttseHWurQ0Fw6H8XI1s7KycLu7qa+vZdasm0TLSTgeTw/RaNRQebrRqIrHEyQnx9WvKV3JhCE8ewNNvL2CkapuAgQCfjyeHsM1lY7T3d2FLMuGC3dRFIVAwE9WVrZoKUJoa2shPT3DkOOvqChn/PjJhvNkG53du7cze/Zc0tLSREtJKJqm0dBQx8iRY3R5APwkZFkmEgmTkZEpWkpCCYfDNDWdZ+RI4/UcBOOe7RwOK9nZLl2+68bzU/czmqYRChnP0IPYDVBra4toGUJoaKgjKyvbcIYexBot7927S7QMIYRCQfLyCgxp6AHMmTPP0Ibe+vWrREsQwq233m44Qw9iIV0jRozG7zde3h5ATU0ldXXVomUkHKfTyYgRo6ivryUaNVb9BYilprS2NouWkXAiEYXe3pAu8/dMY+860DSNcDiKz2c8Q6+5+QKDBg1m+vRZoqUkHE3TaGo6b7jm6XGKiwexZMlS0TKE0NjYwJEjB0XLEILb3c327VtEyxDK7NlzRUsQQnV1JVVVJ0TLEEJrazP79u0WLUMIkyZNZdo04+3xEDP029vbCAYDoqUknNjZbjYdHW2G6yUbiUTx+fRn8JlhnNeIpmnI8uXmjEZClmU++GATixbdY6i4bohVHQ2FgqSnZ4iWIoTGxgY6OtoMe+g1MpFIBI/HTVFRiWgpwvD7fYYLaYPYTb8kSYb1aBuZpqZznDvXyNy580VLEYKiKEQiEVwu41WdLi/fyejRYykpKRUtJeG4XHYyMpy6Cek0PXvXgJENvUDAjyRJ3H33csMZehAr0LBz5weiZQijtHQIo0aNFS1DCD6fl4MH94mWIYxoVCY3N1+0DKGsXr1StAQhGLXScpzGxnoaG+tFyxBCQUEREyZMES1DGKdOnaCy8rhoGUKYN28BJSWleL29oqUknGBQJhCI6MbDZxp7V4mmaUSjKr29xjP0IFZ6vLb2lGgZQtA0jZKSUu6667OipQihp8eN19tryMqrABaLlYKCQtEyhHHixFEaGupEyxDKl770lGgJQgiFgmzZskG0DGGkp2eQnm48jy7EqnI6nWk0NZ0XLUUIkyZNZdasz+jm0H+1eL29fPDBe4Ycf7zCvh7Gbhp7V4Gmaaiqxo4duzhwYC8AK1f+np4eN+3tbaxe/SoQc30fPXoIgBUrXsDv99HUdP5Scv+OHVsv3RS9+OJzRCIRGhvr2bhxPQBbt268ZFA9//wvAKitPcXWrRsB2LhxPY2N9UQiEV588TkgZoTFmx2vX7+Kpqbz+P0+Vqx4AYCjRw9RXr4TgNWrX6W9vY2eHjcrV/4egIqKvVRU/PkxHT58gFmzbqKiYq9uxnQ181RevpN9+3azadPbuhnT1cyTx+Pmww/f09WYrmaeQqEQu3Zt09WYrmaeJEnC4+nR1Ziudp4qKsp1N6ZPM0/t7a2kpaXrakxXM08HD+6nt9dDMBjUzZiuZp5ef30FFy6c09WYPu08HTy4j/LyHbz99irdjOlq5mnt2tdZvPgeLlw4x7p1b+piTFczT6tWvUk4HE15g8/M2fuUxL8mtzuAoqiC1SQer7eXzZvf5cEHP6+bGOarJRgMIEkWQ1al02vvmU+LqqqsXPl7HnnkCRwOp2g5Qjh4cB8zZszGajVEe9Y/Snn5TubNWyBahhCqqyspLR1MTk6eaClC2LDhLWbNuolBg4zVZLwvRt4Henrc5OYa89kH2L9/D9nZ2UyceKNoKULIy0vHarWk7PNvGnufEk3T6O0NEYkYrwxvfIGXZdmQeXqapnH4cAVTpkzF6TSeoQdw+PABbDY7U6fOEC1FGKqqYrEYMxhCVVU++uggM2fOSdnNzuT6qK09RUnJIMMae0Z+/wG6ujrZs2c7y5c/JFqKMI4cOcS4cRMMWaBNlmVstthFnxH3AItFIi8vHUmSUnL8xl25rgJN0/D7I4Y09AB27vyAc+caDWnoQWz+7XY7drtDtBRhTJs2i3HjJoqWIYy6uhp6erpFyxCGxWJh1qzPpOQm15/EQ4KMyNixEwxr6EGsKuNHH1WIliGM/PwCliy5V7QMoaSnp6OqxovsArDb7UQiEd5663UUxXhnYVXVUrooo2nsfQLxXnrBYES0FGHMmnUTgwcPES1DCKqq4nZ3M3XqDMPe6ra0NNHe3mbI8NUrMa6h09BQx65dH4qWIZwFCxaLliCMhobThn4GbDYbqqoZ9rAvSRKqqlBTUyVaijDGjZuIzWbD5/OKliIEp9PJokX3GDaUPxpV8XpTswefMU+vn5J45U2vNyRaihD8fh87d35IRkYmNpsxvXoeT4+hy+1DLHxDlo172aFpGmPGjDNsFVKAG24YYfZWBBwO43r3hw69gTlz5omWIQxJkgzv3bZYLPj9PtEyhFJTU8W5c42iZQgjJyeX6upKGhpOi5YihLjzJ9UMPjNn70+gaRqapuF2B1BVY35FsizT3HyBsrIRoqUIwcjJ6HGiURmr1Wbo76G29hQtLU0sWLBItBRhdHa2k5GRZcjGwn1ZufL3PP74V0TLEIKqqrS0NDFkyDDRUoTR2FhPXV0NixffI1qKUKJR2bAXwHGMfD7o6GjH4XCQk5MrWoowsrPTcDhS52xkevb+DB5P0LCGXmNjPT6f17CGHsCJE0cMnaMBcOzYRxw5clC0DKGMGTOeuXNvFS1DKKdP1+LxuEXLEI5RDT2IebYOH64wbBgjwNChZSxcuES0jKviN795jm9842v95ono6urgnXfW9stnpSrt7a28997bomUIo6iomPT0DE6ePCZaijC83hCKoqaMh8/07P0RNE3D6w0RDhsvCTVOdXUlhYXFFBYWiZYiDEWJEonIhvZmxHpLKoaN0dc0jZqaKsaOnWDYnE2Ty1RU7GXOnJtFyzARyIUL58jOziE7O0e0lE/kn//5H3nuuf+89HN7e+91f6bR9wSIeblDoaAhq3LGUZQohw8fYObMm7BaraLlCCFWoTMDSUr+CqXm6eVjaJpGMBgxtKHX2dnB+PGTDG3o1dVV43a7DW3oNTdf4OzZM4be1KPRKO3trUm/kA8kqqqybdv7KXODaTJwHD9+hLa2FtEyhNLT000wGBAt41Px4Ydbr/h58OD86/5MSZLw+bxUVR2/7s9KVSwWCzabncOHKwy7LlqtNubMmYff7yMSMWZOv6pq9PamRoVO09jrg6ZpKIqK32/MBxcgFApRXr4DRVFESxGKJFkMe1sVx2q1XuqrY1Tsdjvz599haGNP01SGDSsz9HcQx+hevYKCQlyudNEyhDJ58jRKSkpFy/hU/Pa3L1/xczQa5d1311/359psdiwWY++PNpsNi0UydFgzmBdAsqwQCCR/wRbT2PsYqdxH43pRFAWn08ny5Q8Z2tDp7fUwatQY8vKu/xY0VYlGZQoLixk69AbRUoSye/c2mprOiZYhFEmyMHr0ONEykoKVK38vWoJQhgwZRmZmlmgZQpFlmbVrX0uJQ/7o0WN48MFHr/h/Z86cue7PzcjIZNy4iYTD4ev+rFTFYrEwffps/H5f0h/0B5JbbrmNYcPKDNl7L04gECEaTe78PdPYu0g8T8+oBVkAqqqOG77NgKZpbN++hd5ej2gpQjlzpoHdu7eLliGcadNmUVhYLFqGUE6frmH79i2iZSQFS5feL1qCUOrra/nww/dEyxCK3W7nttsWp4yn+/nn/4fvfOfvsdsdTJs2g69//W/75XPPnm1g9+5t/fJZqYqmaWzbttmwfffitLW18N5774qWIZRkD+c0C7RwuXG6UfvpxVFVlWg0auheUmDsksp9UVXV0EVJQqEggUDA0P314hj9WYjT3t5GcXGJaBnCUFUVSZIMvz4GAgEikTC5uXmipQjDfBZimOeF2HcQiURwOp2ipQjF6bSRlZWWlM+D4XfvWGUpDZ/P2Ibe7t3b8Ho9hjb0FCXKhg1vEY0aNxwBwONxc+LEUcMf7t3ubqqrK0XLEE5T0znDN1KOs3Pn1k/+SzpG0zTq6qpFyxBOa2szZ84Ys6l0HIvFQktLE/X1daKlCEWSJPbs2U5ra7NoKcKQJAmHw8EHH7xHKJTcHq6BJByOEg5HkzKc09jVFy7i9YZIwrlJKMOHjyIzM1u0DKFYLFZmz56L3W7sZrGSZCE93dhFGABKS4dQWjpEtAzhdHV1Yrc7yMoy9voA8NBDXxAtQSiSJHHhwjnGjBmflLfXiWLkyNGiJSQFdrsjJXIXB5rx4ycbusE4xNaGceMmGv785POFsNszsFiSqx2DocM4NU0jEIgQCBi3+qaiKNTX1xp+89Y0jYaG04wcOdrw34MsR3A4jB2OAbBr14fMnn2zodtvmFxJeflO5s1bIFqGSRKwd+9OpkyZbvhLEFVVURTF8If8trYWXK70lOi/OJC0tjbjdKYZusCdzWYlN9eVVGdJw8ZpaZpGNKoa2tCDWF5SZ2eHaBnCCYVCXLhwVrQM4fh8XtatezMpwxASzeDBwwyfg6BpGu++u9bQldb6kpFh3CbKcfbt20VbW6toGcIZOrTM8AYOwL59u83QXmL5vF6vsQu7AfT0uA0f9h+NJl87BsN69jRNo7vbb+jqm5FIBItFwmYzNyyzAMVlzO8CIpEwVqvN0C1IILZONjWdN3wLDpPLdHS0k5WVRVqasT3escJuIcN/D+Z+cSXm9xF7N0KhkOGjYnJz07HZLEnh4TPkE6lpGn5/2NCGHkBDQx0VFXtFyxCO293N+vWrRMsQjqZpHDy4D0VRREsRzqlTlRw+fEC0DOEoSpTCwiLRMpKGFSteEC1BOLEKlOIPL6Jpb29ly5ZNomUIx2KxcPLkMcO3KwI4fPgAx49/JFqGcJqbL7Br1weiZQgnmSr8G86zp2kaiqLidgdES0kKzFuoGKFQ0PA3tIqicOLEEaZOnZkUN1GiMUtqxzbtEyeOcued94qWkhT4/T4yMjJFyxBKZeVx/H4fc+bcLFqKUMz14TJ1ddWUlJQaPl8tHA5htzsMf6bSNA1N0wz/PQBkZDhwuRzC1wpDGns9PQGiUWNXkKqoKGfIkGEMGWLs8KxQKERd3SmmTJkuWopwotEoNptZoFfTNI4cOci0abPMzcrkCpqazjNkyDDRMkyShPr6WgoKigzdby+OuX/EaGo6jyRJDB48VLQUoYTDIbZt28KSJUsNnw6Rn5+BxSK2J6WhTjKxOGLZ8IYewOjR48nPN8OzolFZ+I1LsrBp03pD9wqKoyhRFEUxDT3gwoVztLW1iJaRNBw8uE+0BOEEgwGqqk6IlpEUKIpihr0TixB67bU/EA4nT9iaKFRVRdPMM6bTmcbUqTPMfRTw+cKiJRjLs6eqsaIsBhryH6W+vo5hw8oM3UAd4hVZZex2Y38PcRRFQZIkc3E2ucTZsw3YbHbTm2VyiWAwQHV1JdOnzxYtxSSJMD17lzHPFpc5fbqG4cNHGf7ZyMlxYbdbhTkXDHOqixdlMbqhp2kazc3nzZsnoKurg40b14uWkRQ0NZ2jo6PNNPSAAwfKqa6uFC0jKSgrG2kaen3YsWOraAnCcbnSTUPvIl5vL2+99YZoGUlBJBLm1KmTomUkBUeOHOT48aOiZSQFXV2dBAJ+0TKEI7pYiyE8e/Geej09ZlGWaFQ2Wy30QVEUw8eTg+nB6UskEkHTVJzONNFShLN58zvMmTOP/PwC0VKSgsrK40yadKNoGcJZv/5NlixZRnp6umgpQlFVlWAwYPiiPRDLf6+qOs6MGXNESxGOea64EjNqKEZ6uoP0dDHFWgzzzYu2qpMBWY7wxhsvmw2SgXA4TEVFubkgE7sMueGGEaahR+y7aG1txuEwdjP1OHPnzic7O1u0jKTBNPRiLFiwGKfTfEcsFgvBYNDwTaQB0tLSmDFjjuGjpwCsVisNDadpajonWkpSsG3b+5w/3yhahnACgQiqqgl5R3Rv7GmaRjAooyhm2KLd7uCRR57EajV27DTEbmRzcswKahArr79587uiZSQFshyhquq4WbSH2NoZiUTMSIA+vPjic6IlJAVWqxVZjoiWkRScPdtAT0+3aBlJQVXVcfbv3yNaRlLgdDrNS8OL3HbbYsrKRoqWkRSIcjzpPowzVpTFh75H+cmEQkE++uggc+feah5kgWAwiMtl7L56cTRNIxwOGb7PoMmVRCIRNm5cx/33PyJaStIQiUQMX9gKYN++3QwZMpQbbhghWopJEhGJhLFabWbEzEWiURlNA7vdvDA7fboGh8PJDTcMFy1FONnZaTgctoSexXXt2dM0jUAgbHhDL4ZEcfEg09AjVk1u/fo3zXCTi9TX15qb0UWqqys5c6ZetIykwOFwmIbex2huPi9aQlIwd+6tpqF3Ea/Xy+7d20XLSAocDidNTefNghwXKS/fxdmzZ0TLSAoyMrLIyMgQLSMp8PsTHxWhc2MPgkFZtAzhKIpCJBJm9OixoqUkBS5XOo8++kXT8CUWznruXCOSpOul4FNTWFhMXl6+aBlJQXd3F1VVx0XLSCoqK83+cgAtLc3U19eKlpEUpKWlccMNZaJlJA1dXR0EAmYxPID58xea566LlJYOJisrB5/PK1qKcBRFJRyOJtThoNsTXtyrZxI7tO3bt1u0jKRA0zT27t2FLJuXABArMLBw4Z2Gr5IVJysrm9xcM5cTYnlZZmjvlSxdep9oCUmB3W4385EuYrfHqhibhc9iTJ8+m8LCItEykgJJkjh69BAeT49oKUlBTU0V9fV1omUkBYFAYr17wk94Pp+Pe++9lwsXLgDwzDPPsGTJEpYvX87y5cvZuvXa+hqZXr3LFBUVc+ed94qWkRRomkZOTq4ZtniR/fv30NjYIFpGUqCqKq+99gcURREtJSnIycll5MgxomUkFVu3bhQtISkoLCxi2DDTmxVn69ZNtLQ0i5aRFIRCQd5+e7WZJnGR7OxcM4fxIlOmTGPq1BmiZSQFifbuCS3QcuzYMX7wgx9w5swZNm/ezNChQ1m2bBm/+93vKC4uvubPjTdQN4096Ohoo6amiltuuV20lKQgFAqRlmb2T4vj9Xqx2WxmsZqLaJpmhvde5NCh/djtDnNz7kNt7SnGjp0gWoZwurs72bVrG/fd97BoKUmBuW5cRtM0Ojs7KCwsMr+Ti5jnjsvU19fh83nNfQWwWiXy8jIS8p4I9eytWrWKH/3oR5cMu2AwSHNzM9///vdZtmwZzz77LKp69S0T4u0WTCAnJ4+xYyeKlpE0bN78Nl1dHaJlJAXhcAhZjpiG3kU6OtpoajILcMSZOnUmEyZMFi0jqTANvRg5OXncddcy0TKSBq+318xhvIgkSWRkZNLba4YuQuw8um7dm2bRmosUF5cwfLjZhgFAUbSEefeEGns/+clPmDVr1qWfOzs7uemmm/jpT3/KqlWrOHToEGvWrLmqz4zl6pn9fyB2m+TDW7n3AAAgAElEQVR2d1NcXCJaStKwfPnD5OcXipaRFPT0uKmsNAtwxJFlmUjEzPON43Z3oapmSGtfnn/+F6IlJAVWq5WOjnYzVO8iqqoSDJpFSeI0NZ030wMuIkkSjz76JOnpZiVKiOXF22w2uro6RUtJChJVW0R4zl5fhg0bxq9//WuKi4txuVw88cQT7Ny586o+w/TqXaa310NDg3nbGOf06Rra21vN0JKLlJSUcuutZnhvnMGDh5o5an04fboWr7dXtIyk4umnvyNaQtJw/PgRM7/1Irm5eUyePE20jKRhzJhxTJ06U7SMpCEcDnPo0AHRMpKG1tYWWlouiJaRFCTKu5dUxl5NTQ3vv//+pZ81TcNms33qfx/L1TO9enGKi0uYO3e+aBlJg93uuKrnSe/s2bPDDC3pw8aN682qaX24+eb5FBWZUQF9qa09JVpC0rB06X3metqHd95Za5aV70N5+Q78fp9oGUmB3W7HbrebnvCLjBo1xrwc6UMivHtJZexpmsZPf/pTPB4Psizz5ptvsnjx4qv49xAKmV49iLVbeP/9DaJlJA2KonDDDcMpKDBLQscpLR2M02mWT48zb94CMjOzRMtIGnbt+hBZNi/P+nL2rBmaFufQof309LhFy0ga5s9fiMuVLlpG0jB06A1YreZlAMTCnqdOnWF6wvtQWXmc48ePiJaRFCTCu5dUxt748eP56le/ymOPPcbSpUuZMGEC99776VoGxMI3zYNJnJycXGbPnitaRtLQ0HCaHTuurY2HHpFlmeHDR5mb8UVkOYKqqmaJ7D4MGjQYi8X8PvqyePFS0RKShqKiEhwOh2gZSYPD4TCbiffhhhtGmCkTfWhoOM327VtEy0gayspGMHbseNEykoZgMDKg74vQ1gv9iaZpdHf7UdVrH86pU6d4+um/QI7I5OflcfbMaQoHlTKoZBBDBg/FmeZg5qy55ObmMX/+gqRtRK2qKufONVJWZi62fVGUqGncXOTkyWN4vR4zzPcinZ0dHD/+EQsX3ilaSlIQ3xbM9eNKNm5cbzZW74PZcuAyVVUnUFXFDE+7SFPTeY4dO8w995jvC8SiiywWi/m+9KGrqwObzU5OTq5oKUlBXl4GNtvA2BXJaa1cJZqm0dXVzf795QCsXPl7enrctLe3sXr1qwCUl+/k6NFDAKxY8QJ+v4+mpvOsX78KgO3bt7Dw9ps4VXmS2roaTlcdoaOrixMnTrD1g628tnIFL/zPC3z1q1/i0UeWc8PgPH74+Fzuu2UMZUPyGFqay5DSHB66dSxlQ3IZOjiPP/zhfy55k9avX0VT03kaGk7zn7/8GQBHjx6ivDxWgGb16ldpb2+jp8fNypW/B6CiYi8VFXuvekzr1r1JY2MDO3d+cKna4osvPkckEqGxsZ6NG9cDsQbB8RyUeJW52tpTlxoHb9y4nsbGeiKRCC+++BwQc71/fEx+v48VK14Y0DHF52nHjq1XPabq6kpWrXoVi8WqmzFd7zxFo/KltiZ6GdP1zFNhYRFOZ5quxnQ98/TOO2t47bU/6GpM/TFPkyZN0d2YrnWe1qx5jQ0b1ulqTNczTxMnTqGzs0NXY7qeeaqsPM7ddy/X1ZiuZ55OnDjC+++/S2dnh27GdL3ztGfPTg4fPqCrMV3PPAWDketyWP05dOHZ0zSN3t4QkUj0mj8jEAgwfPggbBbQVEh3WvGHFVTAYbeiKSryxUmwSWCxSEwfWUzluS5kRSUcVSnMdBKRowSj6qXbmwvNlws+LF54Mz2tjYwozKLLH+Jspw+L1cbmD8oZOXL0dX0HJn+aUChIZeUJZs6cI1pK0nDs2GEmT55qejovUldXTUZGJoMHDxUtJWlQFMUMa/0YkUjEDF28iKrG9jnTUxEjFApy7NhHfOYz80RLSRrq6qopKSklOztHtJSkoL6+loyMTAYNGixaikkSIklQUJA5IGuqTjx7XJehB5Cens7tt9+BogISaLH/ABCRFazWPl/VxQ2uxx+i75TI0ZhB+KcmqqbmFJOG5CErKm5/hHBUJRiOcNcdN/HIstt48HP38PRTX+E/f/HvRCLXln+oqirr1r1p9gvrQ1qayzT0+hDrCRU087H6kJ6eQVpammgZSYPP56WtrUW0jKTjpZdeEC0hafB6PbS3t4mWkTRYrTbTqPkY0WjULErSh1GjxpqG3sfYvn2LuddcRNMYsEItKe/ZizdR769G6rF+KBVYJInqmioOHTzIkaOHiUajDB08lOraWno9bgoLC5E0icL87Ng/tDno7e0l4u2mwxMrN/y9Z37E17/x7UufPWvaWGyyn5FF2Zzp9HLBHSt777RZkKMKsqIyND+DXJeDvEwXx851MTg3jZNNHooynQRkhRkz5/CF++8liJ1ps+cxduz4K8pfx0JaOyksNKtOxtmwYR1z5txsNpc3+ZOYuUdX0t7eRlPTOaZPny1aikmScv78WbxeDxMn3ihaSlJhriUmfwpN03jjjZe4//5HzcvFi7jd3WRlZWGz2UVLSQpsNgu5uen9voakvLEH0NXlG7A41/7mlZd+x9HDB5gwfDC/efEFOntDIIGiakiA3Wbh64sm8+sPK8lx2ekNyATCMpJFYmRxDhYUqlq8DMpOo6M3hGSRkCSwShLZeQXMmjKJp7/xbSZOnWWWkb9IKBTEbrebIYsXOfb/s3fe8VXV9/9/nnF3bvaGkLCnLAEFFBG11tFq3VvrqLvVb6u1dVStlq/9un7V1jpBFBc4EUVBBGXJ3jICCSQhO7nJ3fes3x8nxBBBhsC9Ief5ePiQ3Jyc8zrv+znj/Xm/P+/3mhWAwJAhw+MtJWF4/fUXufTSa60HsMVPsmHDWgYOtJwbi73zySfTGTlyDHl5VvQGzMJXS5cu4uyzz4u3lIQhGAzgdnusCYEWDMOgvHwnXbt2s2zSwpEo1NKhnT3DMFAUjaamcLylHBKLF33LBb85F4dNIKboGECqx8F5w4p4a0kxGUl2AhGFiKITU3VO7pvLkq1VKAbYRAEQ0AwDuyQSVjT65HhRNJ037zmXJ9/7juUlNVQ3RRBEkbz8Lsyes4CUlM6VZuLzNaKqqhXpbEMsFkPTVKsnVBsURUGWZeth00Jx8WZUVaVfv4HxlpJQzJs3m/HjD7z367FMQ0M9mzZtYMwYq6Lvbqz7yJ6oqko0GsHjSYq3lIQhFArh8zVY68NbMAyDL7+cySmnnG5NtrbgctnweByH9T7S4Z29n1uYJVGIhMM4nE4EQeDjD99n55r5yC4v096fxvrSKmwiDOyaztZqH6Gojl0SMQRQNR2HLBJWdEYUZXLnr4ejiQIvf7qalaW1qLoBBmiGgSiANymJVye9xbhx4+N9ykeF0tLthEJBBgw4Lt5SEoZdu8rJycmzim+0EA6HaGiop0uXgnhLSRh8vkZ0XSc9PSPeUiwSlEgkTGNjA3l5XeItJWGwJhd/TG1tDV5vsvUi30JdXS3bt29l1Kgx8ZZikaAciUItHdrZ03WD+vpAvGUcNWKxGBVlpfzpT3ezfPkSVEU1i8VgENMMPHaJayYM4NozB/PopG/46vsKNM1Aa0lxdchmjxdvcgrrvy+N78lYxAXDMPj00w84++zzLWevhfr6WrZtsx6+bVEUBUmSEraXaLz46KP3OP/8S+ItIyEwM2sUqzppG0pKthGNRqyIeBsWLpxPnz79yMqy1sxb7B2fr5FVq5Zx6qm/iLeUhMHrdeJwHL4sgQ7r7BmGQTSq4vdH4i0lIdB1naVLF/P+9Gn0yRAY1K8v/53yHmu27qCuoYGYquFscfZ69e7LV/OWxFvyEUfXdWbO/NBybCwsDpL58+eQm5tP374D4i0loaioKLMiwC2Ew2GmT5/K1VffGG8pFhYdiiVLFlBY2N2Kiregqgp1dbVWpdI22O0yyclOy9k7llI4DweqqhAMBkhJSdvnNh9/9D6bvt/A7+/6U6dYr6XrOlVVu6zc+DaUl++kubnJSmttw/ffr8fhcNCjR+94S7FIcILBgLX+yGKf+P3NrFq1jHHjTou3lITBrOxbxrBhI+ItJWGoq6slKSkJp9MVbykJQyQSRlVVq7BgC4c7lbND5+goiuXo7cbn87F06aKf3Oa88y/kz395qFM4emCuxcrKyo63jITC6/Va67DakZOTS3p6ZrxlJBTbtxcTDHaeFPkDZdq0qfGWkFBs3LjO6qPWBqfTRffuveItI6Fwu91kZ1vP4bakp2cQjVq9kNtSXLyFkpLieMtIGAwDFEU7bD33OmRkr6NX4bQ4OixfvoSkJK+1fqINqqru0ZfRwlwLa7PZrAp6bVi1ahk9evQmJSU13lIsEpiFC+czatRobDZr3d5uFCWGLFv3k7ZomoooSpZNWggE/MyZ8xnnn39pvKVYJDCHsypnh43sWembe7Jo0TeEw6F4y0goRow40XL02vHhh+9SV1cbbxkJxYwZ02loqI+3jIRi2LCRlqO3F1avXh5vCQnF2LGnWI5eO6ZPf4tAwB9vGQnF22+/bmUKtCEpyWs5enthyZIF1jhpQzSqdu40TkEQiEYtZ68tGRmZ2O2OeMtIGDRNZfHibw9bCPxY4aKLriAjw0pZbMuFF1o2ac/nn39sTR7thWAwGG8JCcXcuV/g8zXGW0ZCcfnl1+H1JsdbRkJx5ZXXW2ux2rF16yaqq6viLSOhyMnJQxStYnq70XUDTdMPy746pLOnqjq6br3E70ZRFPr06W9VnGyDruskJ6dYaSNtiEQiFBdvsWzSBk3T2LBhbbxlJBzDho20Jo/2wtixp8RbQkJx3HFDcbs98ZaRUJSV7aCxsSHeMhKKmpoqamtr4i0joXA4HNhs1pKKtnTv3tNaZtKOaFQ9LEGLDufsGYZBLKbEW0ZCsWHDWpYt++niLJ0NWbYxcODgeMtIKBRFweezXkLaousaTU2+eMtIKAzDwOPxWj329sK0aW/GW0JC4fUmW5NH7QgGA8RiVvGNtgSDAUIhKyrelm7dupOWZhVLa0t1dSWfffZRvGUkFIdryVqHK9BiGAY+XxhVtSqAtUXXdevlrA2LFs0nOTmVQYOGxFuKhUWHQtM03n57MldddUO8pSQcNTXVZGdbzaF3M3fuF/Tq1Ydu3brHW4qFRYeiqcnHrFkzuPTSq+MtJWHY7Y5YE0h7kpGRhCj+PJt0SGevrs5awLkbwzBYu3YVgwcPsy6QNui6jqZp2Gy2eEtJGNauXYXD4bAaZbdh165ySku3M2bMuHhLsegA+HyNpKbuu5ephUVJSTENDfUcf/wJ8ZaSMDQ1+Vi6dCFnnHFOvKUkDOY7imoVOGpHael2UlJSSUtLj7eUhMHrdeJwyD/rHb/DhYIUxYrotUVVFSKRsOXotWPHju1WpLMd3bv3pEuXgnjLSCjS0zPp339QvGUkFNFolPXr18RbRkIyc+aH8ZaQUJSV7aCmpjreMhKKnJw8evXqG28ZCYXH42Ho0JHxlpFQiKJIbW0NoZBVCKst0WgEVbWWarXlcGQydqi3YcMwrPTNdthsdk44YWy8ZSQUhmGwZcsmywHeCy6XO94SEgwDt9uySVsMQ7fWHO2DK6+8Pt4SEgpVVaym6u1wOBxWRcF2yLINh8OBrh+eyoLHChUVZYRCVqZaW/r2HUBWlpUq3xZV/fnXTYdy9gAUxbpZtGXVqmVs3Lgu3jISCkEQOPPMc63IXjvmz59Dc3NTvGUkFFu2fM+mTRviLSOhcDpdDB8+Kt4yEpKlS61CWG3p3r0XeXn58ZaRUDQ2NvLtt3PjLSPh+OqrWVaRlnaMHDmazMzseMtIKHy+RiuDoh2HI6Oxw63Zq68PWG0X2hCJhNF1KzrRlvLyndTW1jBs2Ih4S7Gw6HDU1dWyevVyTj/9rHhLSTiWLl3EqFFj4i0jYdi4cR2qqjB48PB4S7Gw6HDs2lVOVdUua3KtDZqmEQj4SUlJjbeUhCI93YMkHXoAo0OFPnTdsBy9dvh8jTidznjLSChSU9Po2rVbvGUkFLFYjFWrlsVbRsKxdesmqydWO1JSUhkx4sR4y0hILEdvT4qKeljr09qh6zrLl38XbxkJR2npNqqrK+MtI6FISUmloKAw3jISCkmS0DSNSCQcbykJhaJoP6vfXody9qz1enuiaRpLliyw1qa1w2azkZGRGW8ZCYWu60iStY6kPR0sseGoYBjWWNkXU6e+Fm8JCYUoStY6rHYIgoCu/7wXs2MR8z3Feldpi9vtISkpOd4yEo5Nm9Zbk7Dt+Ln+T4dJ4zQMg3A4RjAYi7cUiwRn9uzP6NOnP4WFVu8nC4uDpbx8J9u3b2XcuNPiLSXhsFov7Mm2bVuor69l1CirSJiFxcGi6zpTprzMNdfcZNUYsPhJbDaJlBTXIQd3OpSz5/dHiEYPTzf5Y4Gqql00NNQzYMBx8ZZikeCUlm6jrGwHJ588Id5SEooZM95n3LjTrPUBFgeE1VTd4kD45JPpnHrqL/B6rajNbrZvL2bXrnJOOml8vKVYJDjV1VXU1lYzaNCQeEtJGATBbK5+xJy9K6+88oB25HA4eO21I5viYhVn2ROfr5FgMGD1TmvH2rUrGThwiJWK1gZFUVCUGG63J95SEoqmJh9JSV5rrLShpqYKv99Pz5694y0l4Zg27U0uvviqeMtIGBoa6qirq6VPn/7xlpJQWPeVHxOLRdE0zWr/045t27aSlZVNcnJKvKUkDE1NPvz+Zqv2Qjt+TpEWeX8brFu3jkceeeQntzEMg8cff/yQBBwohmEVZ2lPcnKKlVLUDl3X8fv9VkpEO0KhILK838u90xGLRRFF6yHbFlEUrZfUfWA5ensiCNZY2RtmT2DVsk0bRFGkqclnOXvtiETCqKqVsdaWlJRUKyq+FxRFQxSFQ4ru7fftb9iwYfzmN7/Z744+/fTTgz74waBp1iLw9syc+SHDho20Zj/aIIoiY8eeEm8ZCceOHdtxudz07t0v3lISBsMwmDdvDhdddEW8pSQUmZnZVu+nfbBw4Xzr/tKGtLR00tLS4y0j4Vi3bhW9evUlL69LvKUkDOFwhJUrl3HmmefGW0pCMXDg4HhLSDgMw+C11/7DddfdYk1St+Hn+EEdZs1eLKbS1NT5SrEGgwFuueV6/vnPZ8nLy+cf/3iEtWtX43S6AIPrrruR8eNPY9my73j++WeIRqNMmHAGv/vdbfGWfkRpb5ePP/6A6dPfQdM0MjIyePrpf2Oz2di6dTP/+7+PEQwGGTp0GH/60186xc3jjTcm89lnn2C325kw4QyuvfaGTmuL3SxY8A2TJr1MJBJm5MgTueuuP3W662ZvvPLKf5k37ytA4Nxzf83gwYNZtWoVX375eae2S1u+/HIWU6a8SjAY4KqrfsuFF14Sb0lHlfZj5LLLruLDD6fz7rtTiUQinHHGL7nttt8jCEKnuc/szSb7up90FpsAvPbaS8ydOweAMWPGMmzY8bz44n9af19XV8OAAYP45z+f7dR2ue22PwCwefNGZs2aydatW3n++ZcAqKqq4u9/f5DGxga6dSvkoYceO2Z7Ke/LLtFolHvvvYtrr72B4cPNnsmdabzsDafTRlKS45Aiex0i180wjE4Z2duwYT233XYjZWU7Wz/btGkjzz//MpMnv8UDDzzMuHGnEo1GmDjxUSZOfIo335zGpk0bWbx4YRyVH1na22Xnzh28/fYb/Pe/rzF58lukpWXwwQfvAfDoow9y99338s47H2AYBjNmfBRP6UeFZcu+Y86cWbzyyhRee20qGzeuZ8qUV/nb3/7a6Wyxm4qKcp58ciITJz7J66+/w5Ytm/j223k88sgDnea62RurVq1gxYplTJ78Nq++OoX3338PEJk+/d1ObZe21NbW8PLL/+E//3mFt976gE8++ZCSku3xlnXU2NsY2bmzlHffncrLL7/OlCnvsH79GpYtM3vLdYZ77t5ssnXrltbn8COPPM6aNatar5vOYBMwnz3Lli1h0qSpTJ78Fps3byIWU5g8+S0mTZrKxRdfgtvt4c47/wfo3HaZP/9rwOwf/fXXX+2x/dNP/y+/+c1FvPXW+/TrN4DJk1+Jh+wjzr7ssnNnKbfeegPr1q3ZY/vOMl72xc9ZynZAzt6GDRu44YYbuO6661izZs3+/+AI0BnX682Y8SH/8z9/JjMzC4BIJEJ1dRUTJz7KNddcxmuvvYRhGGzcuIGCgm7k53dBlmV+8Yuz+PrrOXFWf+Robxe73c4f//hnPJ4kNE2nZ89eVFdXUVVVSTQaZdAgs1rp2Wf/6pi2y262bt3MqFGj8XiSkCSJE04Yw7ffzicWi3U6W+zmm2/mcdppZ5CdnYMsyzz66EScThc5Obmd5rrZG8OGHc9zz72ILMs0NjaiaRqNjY3k53fp1HZpy/LlSxk+fATJySm8++4UTj31tJaITudgb2PE6XTx5pvTcDqd1NfXEQgESEpK6jT33L3ZJBDwtz6HXS4348efxtdfz+k0NgHIyMjk9tvvxmazIcsyhYVFVFdXAWafvblz53DeeRdQUNDNskt1FbFYjH/962muuuq61m1VVWX16lWMH2+2vjnrrHN/5AweK+zLLp9++jHjxo2jd+++rdt2pvGyL3RdP+RqnAcU//zzn//MCy+8QCwW44477uDzzz8/pIP9HDqjs3fffQ/u8XN9fR3Dh4/kj3+8j6SkJO699y5mzvwEl8u1RxPxjIxMamtrjrbco0Z7u+Tm5pGbmwfA+vWref/9d3n44X9QV1f7I7vU1By7dtlNnz79eO65p7n66utwOJwsWPANHk8Ssmxr3aaz2GI3FRVlyLKNP//5bqqrqxkz5iS6d+9BYWFR6zbH+nWzL2RZ5tVXX+Ttt9/g1FNPZ+vWTTidjtbfd1a77KbtfeTii69k7tw5bNy4Ic6qji7tx0hWVjaCIPD222/wyiv/5bjjhtC7d182b/6+09xz29uk7Tjp1q2I6upqFi36tlM9h3r06Nn677KyncydO4cXXni19eeSkhImTnwawLLLC6/y4ovPc/LJp9DU1Nj6e5/Ph8fjaU1PNO+/1Udd89FgX3YpKDDrUCxfvrz1951pvOyLIx7Z0zSzc7soiq3/Ptp0RmevPV26dGXixCfJzMwkFAoycOAgFi9eiGEY7OnsGwhCh8jQPazU1tbw/PP/jwsuuIThw0f8aBbEMAxE8dBmRToSI0aM4qyzzuXOO2/mj3+8k8GDh1BZuQtd/+Ha7Sy22I2maSxfvpT77nuIF198jY0b11NcvIXy8p1ttuqc1w3ADTfczKefzqGmphpdN9pV+e28doE9Z1N9vsZOd+3spu0Y+eSTDwG4/PKr+eKL+WRkZPDaay91untuW5uUle1sfQ6vWrWM4uLNCILY6WwCsH37Nu6++3Zuv/0PrS/un3zyIb169SYYDAA/jlJ0NrtUVe2iurqKK664hmHDRrZuYxg/jt4c69XF9zZeios3EwqFWrfpjOOlPUfc2XviiSd46KGHePjhh/nHP/5xyAc7VARBQNc735q99mzbVtyaPuR2u8nJyUWWZbKysqmrq2/drr6+nszMzH3t5phkx45SbrnlekaMOIFzzvk1ANnZOdTX17Vu09BQ35r6eSwTCgUZP/40Xn/9HZ5//iXsdjuDBg3G5/O1btNZbLGb9PQMRowYRVpaGg6Hk3HjTmXDhvU4HM7WbTrrdbN162YAnE7TLosXL6CioqJ1m85ol7a0vY8sW7a40107exsjGzeuZ+3a1YRCQVavXsFpp53Jtm1bO809d282WbVqRetzeODAwSQnp5CZmdlpbLKbtWtXc9ddt3HLLXdw1lk/VN789tt53HbbH1onkjq7XWbP/oKSku1ce+3lPProA2ze/D0PPfQX0tLSCQQCrYGV+vo6MjI6j112k5WVjd1ub/25s42XfXGoDt8BOXuDBw9m0qRJvP7664wYMeKQDvRzsSJ75kzGv/71NM3NzYDA/PlfM27ceAYMGERZ2Q7Ky8vQNI3Zs7/gxBPHxlvuUSMUCnL33bdz0023cu65v26d/cnNzcNut7N27WoAZs36jBNPHBNPqUeFXbt2cd99f0RVVQKBAJ9++jEnnjimU9piN2PGnMzSpYvx+/1omsaSJYs4+eRT2Lmz8143ALt2lfPEE48Ti8VQFIUFC+Zz5plnUVm5q1PbpS0jRoxixYplNDY28stf/pp58+Zywgmj4y3rqLG3MZKXl8+jjz5IKBQkKSmJefO+4rjjhnaae+7ebHLeeRe0PodDoTBffjmLE08c22lsAlBdXcVf//on/va3xzj99DNbP/f5fESjUVwuJ5FIBOhcz+e92eWvf/0bU6dO59VXp3DFFVfTt29/Hn10IrIsM2TIUL76ajYAs2bN7FR22U1SUvIefSo703j5KQ61gcJ+1+w9++yz3HXXXfvd0b/+9S9+//vfH5KIA8Fy9qBXr95cddV13HbbDYRCIfr1688ZZ/wSMG8c999/L7FYlNGjx3LqqafFWe3RY8aMj2hsbOCdd6a2fnbSSeO48cZbeOihx/jnP81SvX369OOiiy6Lo9KjQ69evRk/fgLXXXc5mqZx6aVXoCgRHnjgEZ58cmKnssVuBg4cxBVXXMNtt92AqqqMHHkCp5wygUgk1GmvG4DRo09i48YNXH/9lYiiyCmnTOCiiy6nqKhnp7ZLW7Kysrnpptv4/e9vprm5iUsuuYIBAwbFW9ZRY29j5LrrbiQ1NY277rodSZIYPHgYl19uNpzvDPfcvdnk9NPPJDU1jfvvv5dgMMCAAQNbr5vOYBOAt99+k2g0xnPPPdP62fnnX0CfPv3Iyspm+/ZievXqi8vlAiy7nH/+RciyjV69+vLNN/Nbf/fHP97HY4/9jSlTXiU7O5eHH348HrKPOD9ll7KyUny+xj227yzj5afQNB1JOvi03v322Rs2bBiffPLJfnd0wQUXsGzZsoMWcCDoukF9feCI7Nvi2LHwk8QAACAASURBVGLOnM8ZMOA48vO7xluKxWGgvr6O//znX1x11XV0797jsO5b13UqKspJT8/A4/Ec1n13ZBYv/pbk5BSr2e9e2LBhrWWXNjQ3N/HFFzO4+OKr4i3FwqLD8uabr3L55dftEcmysNgbXq8Th0M+6Kqc+3X2+vXrhyAI+w0dOhyOA27LMGPGDF544QVUVeXaa6/lyiuv/MntNU2noSF4QPvuLFRXVwICOTm58ZaSUIRCQWw2Ozabbf8bdxI0TWP+/DlMmHDm/jdOIKLRKAUFP+Tkn3/+hbz00qTDsu+33prCXXfd0frzPff8hXvu+Uvrz4qisHHjBnbs2E4wGOL88y9snY3eH7quEwqFKNtRwvvT3+XmW++kqclHxa4KGurrGTt2HNk5OYflPA4XD9z/Z156+QWSHDayU5zUNYVQdANF1clKdiFg4AvFEEQBDLNgQK+CdEorGogqOjf/agjvzN3EoF45zF5egk2EbhleCjO9fF/ZQL0/hk0SMDAfUNnJdmp8YcKqgUFLiokIJ/TIZmt1E01hhe5ZXu4+bzh/nPQtLptESNHAMFA1A1EEp13C43QQjCi47SKNgSjDC9NZVFyHKAo47TIXXXw5/3zq+SNuv9WrV7Hiu2+pbWggPT2bCRNOp6R0O5998gFN9RX0GjiSnJw8bDaJvj26EI0pfDF3ASeddAp9+/bboyrdkWDCqaPZtuV7TuyTy9rSeppCUVx2GdUwcNsldE0npOqkpmYQDEcQBPjgg5k896+nWTh/NhgqkZiGrWVG+bkXJnHmWb9C13VisShO54FdG8caDz98Px9Me5t+AwaxcsVyQqEgumGQ7nUjSTL5XQvZUV6OLMuo0QixaIhwTCMtLQ2Py0l9XR2qpiGKIheM7EFUUfhw5Q5kyc7k16eSm5vPNddcxoReKeiyk8+XbaZnrz5M//DzPdYzdRTWrl1FdnYOubn58ZaSUDQ3N+H1Jh9yWf1jkVAoxK5dZfTq1Xf/G3ciPB4HLpft8Dt7h5vq6mouv/xyPvjgA+x2O5dddhlPP/00vXr12uffWM7ejykt3YYgCBQWHt5oR0enrq6WlJRUy9lrg6ZpbN++ld69+8VbykExbdo73H777/b4bMOGbWRl/fxF2aeffjJr1/4wOZWU5OW3V1/NB++/S0p6Fhs3bdpj+/T0dL7/vmSPG+zs2V9wzz130bdvP9555wPmzZvLb6+5jKgSwyYKxDQdr9OGrhtIokAopmKXJQJRlZNOPIEPPpm9xzF0XT8sVdcCgQDvvfwYlds34FechEMhZn27DNUw0BQNFUhJTqVf3z7s2L6FmoYm+nRJZtOOetKTXTQEIgiGgaKBxyFhl2UCEQWPQ0bRdEx/T8DtkMlKcmKg0zUtiVU76oiqGnabTHM4hgRIkjlReNbgQr76voJgRCXdYyeqqDSEVTDAAATM/99z7lCWFVexuLiatCQnYwZ2ZcG6nURiGpoBMVXDJgpEVZ2cVA/BSAzNMJAEAIGIomIYYLdJ7H6yTX5jGqeMPzxpqC+//Bw33XTnHp/93/89zpsvPUtVU5ScZCeSQ6KmPgSGgSQDukBEM3DZJHoVpLFuex1OCSIaOGQRQRDo1acfc79efFg0ticajdK7KBtREvG6bPiCMWyyhKJqSKJAdrKLyqYQUWXPImgpKamokQD9CjPYVFqHXRZRdZAlEcMwmLtgJbm5+dTUVB32TApN0/aIciiKgs1mQ9M0NFXF1uLo6Lr+o2jI4biOdF3HMIzWCoCyLLdUvf7h+m9ubuK4AUXIooA/ouKQJVRNwwAkUUAWRRRNR9UNHJLAgKIs1pbUoukGdknAIUvENNPmKS47z1w1hqtemMvuFzKn04mh62Ql2fj8z+dw/P3TcdrMc/WmpLNq7dafdY7xYNeucpKSvCQnp8RbSkJRU1NNRkYGknRA3dA6BX6/ny1bNnL88SfEW0pCcajO3lEfWYsWLeLEE08kNTUVgDPPPJNZs2Zxxx137PNvjrI/2iEoKjqyM8EdlVWrljFq1GhSUtL2v3EnQZKkDufoAfTp0/dHP2dkZByWfd92253ccsuNrT//6lfnMWXyKwBU1NT/aPuGhgYikcge0b0//OE26upq2bWrgmnT3mHiPx4lFI3isEkYho5NEpElkaiuEVFUCtKT2FbrB+C7ZUu56ZeD+XJ9GeGYhigKOCQRUZKw221cctFl3HTr7+nStRt3XzaekvJKFFVDAzZVNFCUmczmqiaGFWWwsaye4X3y2FXrp6YpTEayk3FDCtm0o44NO+o4oWd2SwRGBQE0zcDXWM/SpUsAMDDYXN4ICDT4o9glgWDMICPJgcdtZ1ddALddJhRTEVteYi/75WCmzlqLXRaIaSIrdzaQ7LJBRKQuEMYhSYiSiAD8bkJ/Xv9mMxFVw+u0EVZUGkNqqx1FwCYJ3HfecJ6cuQZd05AEgRvPGcoz05YhSyJ2WaIw04Oi6myuakKWRPzhKBFFwyaLCAaEVQ1ZAATQdVrL4Pv9zYdlzABce+3NP/rsmWeewi6Y7W/sssSu+qBZct8w0BQQBAObZFaUrmk0S4lHNJBFAbklUla85fuD0lFdXcXZvzgFRJ0nHvsHc+bO5bPPP0eyOfAH/NhkGb/fj8clM6pPHqP75lLZGKQ5pAAtZcxb9uWUf3CM25KSkkJdOIBgmE47xg82FQSB7xYv5Oxzz2P9+jWHzdnbsaOUc84aTyzsx+t2UOcLEW5xQkUBdAOyvE5q/RFGD8hj5ZZqoqrO0IJ0asNRKuqCCIBdEpElAd0AUTRtrxtg6AaiZDphAuakAIaBYZiR4uOKslixtQpV16Fl0sAuS5w5qCvvL9+OKIikuGz4IwppbgdCiy3gh/cUw8CMPrd7F9N1o9XmZg0CAcMwJzoUVWPJ1ipS3Daiioaq6UQjEdLcdlJddobc9x6iAJouIosCweZGbr/1ev79wmuHxe5HC2t5xd5ZsWIJ48adhseTFG8pCYPX67Ucvb1yBKtx7uaxxx5j5cqVe3y2cuVKHn/8wBeP1tTU7DEzn52dTXX1sdkw8kiyZs1Kiou3xFtGwnHGGWdbjl47wuEQkyb9N94yDpohQ4axbNlaXnppMp99NocFC5Ydtn5DF1xwCYsXr+DNN99m+/YKnn323wwYaBbd2NsRrr76tz9K4ywq+iGq3rdvP44fMRJZAFXTAQFV11FVnaii4bLLBKIxXC0z83kpblbvqCWqmOW1dd2gKMtLKBJD1FTef28q99x1K1dceh56JIDTJjG8Xz4lNU1kJDkpawgiCeB22FB12FBaj9MmYpNFLjilH3OWl7C1ooHcFDe+UAxFMx1KSRTRDANZEltfUh2yhEOWkGUR3TBfigFimoFgCNgkAcF810fXDbxJTo7vm4+mG5TU+glFVVRVR9EMHDYRWTT3LQqgY6ZdCiIICGi6QSiiIrcYWRJAEM0XZcMARdMxBPOFua4hiCiakcGC9CSKq/0UV/tx2WUkEQTDdK6SXQ50BIqykxFblhxEFRVNN+jdpz+ybGPGjI8oLt6K3+9nxYqllJaWsKuinLVrVxMOhwEzBXx3aW9FUairrWblssWUlm5v/Z537Sr70dj45S/PwdA09Bb9aV4XqqYjtthg9/er6Aa+oHms/FQXmm6gG0ark9C3KJO+PbKZ+Pjf6FGYycj++fQpzKRfj2y65qcyckAevbplUNQtk1+MHUxDQx0n5LmZ+uLjvP7mVBrqG6iurKTZH6DR50PXNNJddraV1bF4aw2bKpvRDIPCrCQkQUAUBLxOG31zU8j1OrDLIl6XjMsuYZcEanftJKqobClvQFENdMxIV6rHTlG2lxmvPM7FEwZzw7VX0DU/lSGDezF//tcHcPXtmysuv4Amn49zx/alrl20UTdAFAQagxEyU1xkpSURU81Ic7dML5V1ZvaPJILDLqG2RNRV3WgdR7sdP5skoBsGIuC2yxjAg1eNZWVxFQAiIiAQ0wyGFmQwc/UODEDTdZrCCqluO9X+COGYhqJquGTzdy1Zzi3H1clJdiECimawpbyedK+tJZ0ZbDYRSTQ1BRWNNxYVE4yqaDpIkunUXTq6F5sqfciiOXEkCmZkVRIF5n4582fZOh7MnfsFmzZtiLeMhOOss86zHL12BAJ+vvji03jLSDgONfZ1UJG9Tz/9lHvvvXePzwYNGsTtt9/O/ffff0D72FtjRCtP+eApKuphLebdCytWfEe/fgOtG2cbnE4X1177u/1vmIAUFhZRWFh0RPZdVNSDwsLuyLJ5G/z4s3ksWfQtDoeTzVu3sHTpd3Tp0oWrrrp2r2tjP/30C954YxJDhgxjyJBhvPjiJJb89gbC4SjLln3HoEFDWLF8CZIokJubyzfzv2b5km9I99jRgSFd06lsChNTzRfaVJedNI+D3dP/Ho8H0WZn5y4/FQ1BXG4HffPS2LKrEacsElMwUy6B1CQHUdVMPav3mdEjmyRR4w/TJy+F7TXmi37bW+2+HhoxzVxH57QLZKe5kASDmuYIRZledtT7qfGFCEVjXH7GIGbM/56qphAFaR6iGFTWB+memURpXQAQ8ThEXvvme349rIiPVpQQUVRcdpmYoqICmgGSAclJTh77eCX5qW5qmsIgwMxl28lLdbOrMUh2ipP1FQ3YJZGC9CRiqkaNP4JkGPjDMQAqG4J4PXYiEQ0Ng7wUF+vWreOaa68gL9VFpc90tOwiuJ1mdOb8U/pz+ojuTFtYy+Jl5kRmj1592F68iYH5aWyu8iOJAjl5Xfl2yWo2bFj3o6yKSy65jM9nfoxNgNqmMIYIA/NT2VTpQ21jY1GAaMz8YFeLlnDMdPazvA5CMQ0HOq+8+DyarpOT5SFYoaDpOk6bhFOWiGpmxFgDQlGFxqjKV8vLSLILhGJGa0qs6XCbUSdV04m0TCqEYhqGqKDoBhkpTs7o14X3l5eQ5JARMMj0uiivDyCLZtRJMwy6pnqoDUaIxFQiikaNL8wNEwYyc0Upq3fUmc66DpVVNVx88XksWrSCXr167/vC+wl237dz0jyIgohDNgi3MaJuGNglkfrmMIJAS/TOYMLAfGau2Qm6gWEIRFqi0LsRMB1vURQwNHN/gmA6XQ5ZIhBRcNpkvG4HTcEoWsukh10Q2FDRiE0WCSkqkmg6Ws1hxVxHahgIooCITIrDjBgaMQ27LFKU6eXak/rw3OwN1PnD5Ka4GTeyO29/uc5Mn011U15jpnb7ozG0llkWAwPdEFB0g/pAhPQkJ75gFE0zkEXTBqIgINs63pq9U0/9RbwlJCRLly5i8OBhnXbt695wOl0MHRqfVm/HIgc1Tb63Qi2aph1Uw/Pc3Fxqa2tbf66trSU7O/sn/yYYDLJ06SIApk59DZ+vkZqaaqZNexOAhQvns3r1cgAmT36RYDBARUUZH330HgDz5s1mw4a1gLnmIhaLUVq6jZkzPwJg9uyZbGlJo/nPf54GYMuW75k925w5mznzI0pLtxGLxXj55ecAsyrbvHnmmpuPPnqPiooygsEAkye/CMDq1ctZuNAspTtt2pvU1FTj8zUydaqZdrF06aKfdU7Lli1h+/atx9Q5HY7vKRIJo2naMXVOP/d7qqqqZMOGtcfUOR2O76mkpJgPPnhnj3M6cczJLF+5hAsuuJjf//4P9OvXl5yc3L2eU3HxZvLzcxk6dDgzZ35EWVkpI0eOpqRkM3/5y4P06FHE+FNP5cG/PU5WTg6PPPZPbrj5D+T36Mfjz7xCWs9h3HPNhTzzzyd46qmneei5qfzx1t9x5aWX8sg/nuKq63/HTbfcQWr3oSg2N4PHX8g555zLWaeMpLBbAX0KcmjWXcg2G+W1fgxXOoJk48MFWzjphCEMPW4AE594hl/deB+jBxcQVTVssoQsQkzTMAwdA4OIohFVNMIxDU03U92yUuzUNUURNIOqxhCiIBCMqTx7/SlIosBTby5g6hfmS6skCvgVjbIaP3lZXkrqAi2FVHSawyo3nzWYNI8TSZboluHBF1EJaeCUoFdmEoIgUBeIoOsGDYGImTIInDysiNI6P7eeNpCapgiZXiearlNS6ycryUleqpuYZtA1MwlREBjQLQN08LjshCIqJbV+dMyHXG2z6VyZawMFBATSvE7efvRCslLdLFn+Q8bKtq2b6Z2TxpaqZuyyGVGpq64gOzuZ6397Dfl5yeTmJJOdnUyX3GSuueZynDaJ/HQPHqeITYD1u35w9Jw2M07kkNs6H6bzJ2A6enX+KMGoii+sohsG44YUsrG0gVS3gyHdMjmuawaDu6a3/J1AitucFPCHoub+BAkDWv+LaTpRVafWH6KmKUJRZhJZXifpHgdKy6RAksNOeWPAjKq2qGoOxVoK8Aitkw5el9zq/O3+MNVtpz4QNqNliBhtUouefnIiV1/0C579y/WMHd6HCScN5Zkn/8H709/i2acncs0Vv2HM4AKG9O/Kby8/h9HH9+OMU0bwp1uu5LxTTqBvYQ7FlU2cNLQHvYsKyExPbX1RkUSBiKrjkuGzxcU4ZBGvXWbip6spykkGTGdJ1QwQJGxODzZRBEnE5bDjSfLictgZ3iObwkwPTqcb3e4iKyONZ95fztiB3cjJzsIuS9hlkaTkFOxJKeiSHVmUkEQJm9OFK8lDano6brtMNKohiWZEPy/Nw4Bu6egGbK9pZuLHK+hSUEC3vGzKG4KEAxFOGtgFXTNTp71uG5qhIwHRqEK620a3dA92WUQSYEe1jy6pLkb1zaYwNxlBgAyPg7wUN4U9+3W4e3lNTRXffbfwmH/mHuw5VVdXsn79mmPqnH7u9zR37hcthQiPnXM6HN9Tc3MTh8JBFWi588476dq1K/fccw+iKKLrOk8++SQ7duzg3//+9wHtY3eBlunTp+Nyubjsssv4+9//zuDB+y5nraoajS1rHSxMli5dhNebTP/+naffk8WhEYtFWbhwvjWr2o7KygoqKysYPnxUvKUcWQyNvr3zaWwOY5MldpbVUV9XS1NzE2lp6QSDAWTZxnffLcLt9jJq1Ci+/34jXfJyKSvdyjPPPsu6NaYzFFEUREHELpkpn6Iokplkozag8NSN4/mfl+aaaayCiMchkel1sqMuQFaqG49dQlN1KpvC+CM/rNmTBAGbBBgGmgbJbhsNIYVkt43j++Uxb9VOXHaZqKJil0TToTEgyS4jyyLNYQW7zYzOFGZ7qWsKE4qqOCSRgKIhAnlpbipaniEC4HXKaAZsnnYn0ZjGqOtewh+Oma6MCLleN4ahE4ia6a+aruMLxVojZ5IAhgCabq69EwXz/4IgElVV1Dbzn267SCim47HL2GTwhVRETIdKkgQ8NpmGUKx1+6HHHUdRaow5S7fTMyfZjPYCXqeN7JQk1jQY3HnNRbz57gfUB2M01ldT6wuiqSphDZw2gYhiPtbN40BhRhKVjUGimoFdlpBkCUXR6NUtg1BzGF9YIb+ggIryMlRVId3tpKY5BIKZjliYlkRY0fCFIsQ0SHHbOWNwARvKGthe04yA6WCmOG1EVY2/X3ICD7z7HTZZxDBoXa8ZCCukuO00hmKcM7I7X6wsRTQMxvTJozEQZlNVMy6nnXAkBgIoqo6qacS0H5zjPt0y2LSjHrskYLNJyLJMKKIQUzUykxzUB6LYZZHhRZkUVzURimmAOSZlUaB3l1TKavykp3loaAzSEIyRm+IiyWljW3UTkmimtzaFFRCEljRMHVkUyEhyMvUv11BTUcoNL80x05JjGk5ZxO2UueKU/kyeswFV1bDZZGyigGoYhKIqw/vksra4mpimk5/qRtF0gjEVRdHwOGwEYirpbjv1wRgOSQBBQNF03C47TptIKKzSLy+FSTedik0SWaR256wbf6gg3BFYv34NaWlpdOnSLd5SLBIcv7+Z2bM/44ILOl8vvZ/C7bbjdtuPbDXOqqoqbr75Zmpra8nPz6eyspKsrCz++9//kpt74C0AZsyYwYsvvoiiKFx00UXcdNNNP7m95exZHCgffvgup5xyOunph6eQh4XFscDH777Ca5Nf47IrruXyq39cZKQt33zzFZmZWQwYYE7ArV2zkscffQBfQwO/u/X3FBdvZeOmjfTo2pWybWtxpObRu0d3ZFFgxNDBvPfxTErKynDZbfQqzGfsqWeTmpnLBeedSZLTjtch4QtGaY7tmREiAw67iKrp/Hp0Hxas20EwphOMKgiGmbIniyKKoiHJEqquI4nmOkBJNB1ATTNIS3K0FmlpDERx2iCkQpJDwh/R9jhmlywvI/vn02hkccYvzuHvj9yPLJkTmRluOwZQF4ihajoaP1QNlQTBTIvFdEJEAeyyKSKqGnukb4LpgDlkG03h2B6f73bGbJJEVNW49ebbuf6mWzlj/PE4JImYqlGQkURyejbTv/huv9/z3XffwdSpU8jyyCiiiM9vOg66YaAZAv3y05i3qnSff///nnmC//f0E+QkO8n0OllTZjY1lkW4YERPPly+naimc2KfXHxhhZEDujAsJ4W1JTW8sWALsmRGTX8zogfvL9uG0yYRbfF83Q6ZRn+EbplJlDUE6V+QTkWdH18wxi0TBrC0pIaNFT5CMZXuWV4a/GECMXPtZYrTRlNEJdkpI0gi/mAMWRbRNJ1ueWkUlzcgAh6njUhMIS/Vg9MuUd0URhIFmsIxkhw2JFGkZ34KO6qa0SUBlyhS3WymWDYEwuiGgCyZY2f392sY5no8SRT59fAiTu2fT0GGhwv/NdtcH6rquGwi+elJ9MhNZd76cpyyCIJAl1QPlc0hmkMxBnXP5Psd9eiGwZCCDBpDMWr9YbpleNi8qwmbLGKXRYJRs7KnIJiFXtJSXPgDEWySxFmDC/j7hSMBaMwZTtFZt+x3TFgkPu+99wZnnXUeXm9yvKVYJDhHxdkDc83d2rVrqaysJC8vj8GDBx+2ogn7wmq98GMqKsqQJMnqV9OOSCSC3W4/4mOyI6EoMebNm80ZZ5wTbykJRXV1JZWVuxg69Ph4S0koNE0zC6wc5mto5sxPuPdPd6KEg/QtSGfplqo91g3mZ7gJhBQMw6BfURaFuSnMW1GKYGgEoqYml01E1QxCisbxhRmsLmtE1zUMwyzgIQjgdkhoGmQkO6lqDBHTDNI9dm44uS8vzN1AIKa3Om27Kzz26NGTk8eOZfq7b5LhdVHVFKZ7lpcdtX4UXSfX66SiKYLXIZPmdVLTFMZlkwhEYig65HqdBGMqmq6jaTrRNn6siOksuZx2ooqCqoGq7/2xKwgCxcXleL1eQqEQ/fp2IxqLYZNE0tNSCQYDqKqG3e7g20WryM3N+9E+Lr3kN3w97ytGds+kvDFEVBfpnZ3EoL69efyVjxF/orx7U5OPiX9/kOnT3uKBS0bxyNtLCMbMqFxRZhLDCjP5cEUpBZlJ7GoI8tDlJ5KZ5aVIFDnj/z7j5D45LNhcxdnDCpm3saJ1v2FFx+OwEVNVAhGVFJfMkJ7ZLPm+kr45KYRUjbrmMMluO81RM9rlsJnObkzRUHUDzTBtmZ3upqohhE0El8NGc1jhVyf1YcaCLeSkuKhuCiMLcM7QQpZtr8YfbfledHDbTefTIYuMGdqNr5eVIoiQ7XURjKk0hxUEDLxOmYaggk0WccoSgaiCKAgUZSXz5DWnEgr4ufYlsxhNRDFbWLgcdi4a3YNpC7eakT1JxG2XaYooCIKAIIroqkZU07l6TG+Wb6/BF4kRUTTyU9wU1zSTm+KisimMtLvCJ+b7z9C+BXy/fReyJHD3mUPwOGR+ff8kUnO6HODVlxisXr2CrKxsunQpiLeUhCISCWO3O6z3ljaEwyFKSrYxYMBx8ZaSUHg8dlyuo+DsLVy4kJkzZ1JfX8+LL77IunXrCAQCjB49+qAOfDBYzt6P2bmzBEmSrZtmO6qrq0hJSbEWOrdB0zTKynbsUT3SwuzjEwg0k5fXsV6YjjR1dTXYbLYjWtX2u++W8J9Hb+HzZdvJTXdR1RAmO9XJLwd2Zdb6SsKRKJoBo3rnUheIUV7bjEM2CEQ1nDbJXCcuQEGal5LaZmK6joi5bmpUzxyWbquhV9dUyqqaCcQ0kl02zhrSjW83VbKrpYBNRpKDgUNPoLB7T6655jrOPnM8NptEYXoSJXV+kl02fKEoumZgt5t91nrnp7KtsokMj50qXxinQzb71QmgA9GYTtdMN5X1IRRjt0MptBQWEXA7bATCMTRj3wW0HXaZsvIGnn5qIv/7xMTWz23SD5EfWvZbVf3D+o01q1fyq3NOR5agS6ob3RCQHG7mLFp3SA24G+pqsYsxbO4MautqEATIzMjG4XQCUFNdhabr1NVUcdzAgcRiUep8zbglCCo6kWiMmppq+vXrT1paeut+d6/z390LtampCQwDm93Opk0b6dq1W+s6/kDAj6ooKKpKVlY2vvpamgMhqmuqKCgoJCMjA0EQiEQigDkZ7Xa7aW5uJhQK4na5iESjBPzN9OjZG0VRCAUDGECyN9lsvSDK+Hw+3G435eXlZGVl4WtsJDklGUmS2Va8mZSUNDKzsnC7PQiGTiQSwefz0djUTG5uTuv5rVmzkqee+icDBgxi7NiT6Nq1G6mpaVRWlDPwODNSvmtXBbqu88XU/7Bo5Uq+WbycsX3yCLpz8EdV/P4AD/3t70QiUVRF4eSTx5HdUiBqw4b1PP3U/3LjjbcwesxJB/2dxpuammpcLjderzfeUhKK8vKd5Od3tZy9NgSDAYqLtzBkyPB4S0kojkpT9TfeeIMpU6Zw8cUX8+KLL7JixQq2bt3Kgw8+yDvvvHPQog8UXdepr7ecPYv9s2jRfPr0GUBm5s9vvH2sYBgGqqpajebbsfvWZ1UD3pONG9fh8XgoLOyYkwPjBndlR4Of7jmplFQ1EVV03A6ZcX3z2FrVRFVLsZahQ4bz/owfGtsX5KcgiSK/Ob6I95aWcEKfbFYU1xBTdVLcdiIxlZOOipFZlgAAIABJREFU68b8tWV0S/eg6Br1gRhgmNEqt53mSAynLKEbZsRHxHQCrxjTi09WlmIYBi6bTH0giiBAYYYbFZHyukCr8ydLArsqm3jn7Sn84a47zCbxLSmikigSVn5IRa2p+aGH4OB+BTQ0+XHYJE7tn88nq3YA8MxTz3Ll1dcfEVuHQiGWLl3E+PGnH5H9d1QO9N6iaRrzv55NUfee9Oh5aBVMOxKqqiCKkuXUtOOzzz7iF784t7UytIXFvkhKcuB0Hryzd1BX3Ouvv86kSZP43e9+13qx9ujRg5KSkoM66MFivYz9mOLizSxbtjjeMhKOMWNOsRy9vTBp0n8PqmpuZ6CsbAeffvpBvGUkHAMGHNdhHT2Ap1+bTo7XTVV9AN0wx3w4qjJrXRkldc3EdMjIzuWxfz67x9/dcP1NiALMWFXKWYO7UlUf4LjCTNKT7ARjKjZZoqLWT5JLpqo5hE0SGd0zm8KMJLxOs52Ep6WPooCBx2EjI8lBptvOrFU7GdQlHZsoElNU8loKgtQHojQ0BbFLsLtY54ABZtGtc3/1G9w2ia5pbkb1zzcrn7b0WAMYM3rMHvrdHjdai5PROzcFQYAkp+2Izoy73W7L0dsL69atZsGC/fcclCSJCaf/slM4egCzZ39GefnOeMtIOM4++3zL0WtHRUUZ33zzVbxlJByiKByST3RQkb3Ro0ezYMECJEli1KhRLF26lGg0ymmnncaCBQsO+uAHQ12d/5CbCR6LhMNhNE0lKclKh2jL+vWryczMttYyWuwXq8fn3tm0aQMOh5Pu3Xvuf+M2hEIhZs78hCFDhpGbm8t7777F8OHHM/z4jlntNBqJtKYsAkSjUb7++guGDDme7OxcotEoLperdQxpmoYkSei6Wcpl94RoJNCEw5NMKBjE7nAQCPhb0/5CoRAOhwNVVVEUBTB+dE8/0HEaDoc579xTafYHKMrJpH+Wg1//9i6GnXzW4THIXggE/KxatYyTT55wxI7RUbHuLxYHgqqqLFjwNePHnxFvKQlFLBYlEomQnJwSbykJRWqqG5vt4HtsH9RUwsiRI3nppZe49dZbWz+bMmUKJ5xwwkEf+GARRbPyloWJJEkoSmz/G3Yy0tIycLnc8ZaRcGzevJGePftYs4dtCIfD1NXV0K1bUbylJBSZmdmHNE7uvvt2PvzwfZKSvEwYfTz5Wg3bZ08m+eGX6TVg3611Djdv/+NmnnpjBk3BqNk2wTDwR1Scdht3/8+93H7H3XukNE969b/838SHCUdjxBQNt11C0c0X9X75GUQ0UGIRSur8uF1unLKIosQ4YeggdlVWYnc4cbrdbNq+k4A/gNPh4Irzz2bmvEXkOHUqfX6agjHCURVBkhjYfwCCIOBxShR07co3CxdTVlWL3W5n06bSPc7lheefIbbhM95d8D0N/jBhRUPTDWyyhKLpCAI89viTXHvdjbhcLr78aslRszOA3e6gsLD7UT1mR6C+vg5d18nK+ukewp2NkpJicnLycbutZ/RuBEEgP79rvGUkHJqmI0kH79Qc64jioU0gHVQa5wMPPMDs2bOZMGECwWCQM888k1mzZnHfffcd0sEPFMMwDvkEj1UaGupYsWL/pbg7G126FFgzQXuhrq4GTdP2v2EnIhaLUlW1K94yEo709IxDuoYaGhoAs4qaUwlgk0RcNonyLWsOt8R9Ul9TwbyFS8ym8RjYJJFAxKywqOsaTz05kX8//0zr9tXV1Tzx2AMoirK7h3hL2wSDvBQXFfVN9M92U1zThCwIxKIRotEwDYEIGzZspKSiGi3azJKV6wn4AwAMK0jltXc/pLq6iuKqRpqDMaKKRkw3sImwadNGPDRQUryFz2fNoqyqFoBYLMaAAT9EU6e+MYnmFR8wY0UxTlkiqhoYCKS6bai62ffNIUs8/OC9R8m6P8Zms1k90/ZCc7OPpqbGeMtIOOrr61BVJd4yEgpRFOndu1+8ZSQcO3eWsHnzxnjLSDgO1Rc6qOnb7Oxs3n//fdatW0dFRcVRa70Ah36Cxyq5uflWquJeWL78O3RdY9SoH9azRKNRitctoqhXfzypB94P8lhi7Njx8ZaQcKSmpu0xTixMli9fgiRJHH/8wWVsPPPM87z00guceOIYehbkM+3//ZXk1AxGnfbrI6T0xxiCHa/L1poFohkGogBamyUAbdeuVlVVorVpgyCavawRBRFBEAjFNMKK2vo7hyyaLQAEAUXXcdltVDeGzGbrLY+oVI8Dw9AxEIipOgJG6+8EAQzdoCA7hZWbKrFJez47274I19ZWE4oqSAIIIkiigK4ZZhN3TA27dcVisUOquPlzqa+v5euvZ3PxxVce9WMnMt2794q3hIRkxIgT4y0h4aipqWbBgq+58MLL4y0loejbd0C8JSQcgnDoNUwOas1ecXExy5cvp6mpiZSUFI4//nj+P3tvHiTFdef7frOqsvat9xXoptl3EDRCSEggIdlCQlhIshZPeJk34zeOmfG88YTD1+H34nocd2bCEXZcjZ71rodrGdtCG0ICJCShFs2+qGl6oxu6abq76H2t6tqXrMx8f1QXFG1kgeiqk5XnfCL8hzDLJzuzss7v/H7n95s/P/0Hi2VZRjAYQzjMyhaTiKKI+vpzWL9+I2kVxRCNRvH663/E6dMnsGrlKhhNZvyPX/zf+ObDi/F5az8Gxnx49NFH8equN0mrZpwTJ45g6dIVyMtjzWuShEJBnDt3Clu2PEZahTGD/H+vvoxP3n4NvW4fopEotDoevkAQkizjySefwv98+X/dFBj99be/iWNHPwMgIxSNoyLfgmFfBBw4FNtNmAhEUZxjRu9EEHFJwuxcM0a8EeQ7TJjwRbBmQRHqrwwhKkjgNRy0GqCqyImLvRNwmA0IxwRoOQ2ikghZAvQ6LfJzzZhX7MSFK8OICgLCQuJr+NNPj2HVqkRDFVmW8Q//53dwtfEkIjEBk6EoApE4BEkCr0nMoNPptPi//uW/4R/+8V9I/KgZX0BraxOsVhsqKu7s3KvaOXRoP7ZufZzIxoSSSZ73Zdygvf0SCgoK2JolBa1Wg9xcy1f6s7cV7MmyjJ/+9KfYv38/iouLUVhYiJGREYyOjuKpp57Cv/3bv6X1ILIsywiHBQSD0bT9G9mGLMtoaqrHqlVrqTsELkkSIpEwPnr/LcyZtwg7dz6JSCyx+84h0aZcw3GICCI4AD/73ib8zzcTnUu1Wg06usfIyRNibGwEdrsDBoPxy38zJcTjAoaHh1BezsrQUpmYGIMoSigsLCKtojh27XoFf/M3/0BaQzGEQkGMjY2yc3vTcLvHodPx7EjBNAYH+1FcXMpGL6Tg9XoQjUZRWEhn1dEX0dXViby8fDid6Zv3mm3wvBYOh+krrflvq4zz7bffRl1dHd5++22sWHHjoH1LSwt+9KMf4a233sILL6QvBc1xHCvjnAbHcVi9eh1pjbTj8/nwP37x/2D/wffg83qxqCwHI54AeK0W3rAASZYQEW5u3JMsb0qUYwFvHG6Bw2qANxDFBkrLGe12J/uCnYZWq2MNFG6B3++HIAgs2LsFLNC7mWg0yoK9W2Cz2aHRsExNKrIsw+nMYd9D0/D5fPD5vCzYm0YVJeNI7oS7iYNu61N34MAB/OxnP7sp0AOAFStW4Kc//SkOHDjwlQVuF62WvSCm89FH+zEyMkxaI2384uc/w9c3LcWeP70GXghDlGQ4zHp4w3GIMqDTcDd1aOUAyADiU2dynv/mi/hvP/3vePwb38FP/vuv0djag91/2kvmYghTV3cGLlc3aQ1FIUki9uz5PWkNxVFRMRfz5y8kraFI2tpaSCsoipycXKxdm/5u3NnGiRO1uHYtvfOHs41IJIKDB98lraE4Zs2ag6VLM9etOFt4880/IBIJk9ZQFHezUXJbZZzV1dWora2F1Wr9s/8vEAhg8+bNOH/+/FeWuB1EUYLbHUzrv5FthEJBGI0m1e6UzS7PR/WSYpxt6cWSsjw0903g7x9fid/VtMJm5MHrNIjHRYz6o0g+xMsWLsA3X/wWvv93/0TUncHIVlyubni9k2kdxp2tHDtWw+ZhpTAyMoRr17pRXc3OjjMYX4XGxnoUFhayrrbTCAYDMJst1B1T+ktYLAaYTHz6yjhFUbxloAcAVqv1pu5m6YKVcf45oihhctKD3Nw80ippYcvDj6Dr4tmpMl5gQZEdv/vsIn7yD/8HzAVzsWrtfVi5ctVNf0aSJPT1ucgIK5jx8VGEQiE2U24a7e1tqKpacNPcNdrJy8uH3W4nraFIWKB3MzabAxUVrPPkdDo7O1BePovNfE3B653E+PgoqqoWkFZRFOXls2EymUhrKIpwOIxQKAiL5dZxB63wvOYrB7+3FezF43GcO3cOX5QEzNT8Lp1Oi3iczQpLMjY2gmDQr9pgb/cf3sKVjg60tTVj1eq1qKyc+6V/RqPRoLS0nHW3mkY8HocgsG6205mc9EAU4yzYS8FstkAUDaQ1FMn+/e9gx47nSGsoBr1ej5wc1kBhOl6vByUlbDRSKqIoIhZj30HTsdvt0OvZ+zYVn8+L7u5OFBSwc+Op6HRffU17W2WcW7Zs+dK/qLa29itL3A6J8QtRhMNsICfjL3Pw4LtYv/5+FBWxA88Mxp3S3X0VLlcXG0lxCwYG+lBWNou0hmLo7GzH4GA/HnzwEdIqDEZW8qc//W88++xLMBpZdo/xxWg0HPLyvnqm847m7JFElmVEo3H4/RHSKoohFovhzJnjrLSI8aW43RM4f/4MHnvsSdIqiuLkyVosXLiUdZ5k3BbBYICVFjG+lAMH9mLbth3Q6VjFQJKWlkZotVrWjITxpVy82Ij8/EKUlJSRVlEMBoMONpvxK5dxZk1nD47jwPOsLC8VnudRVjbrC8traWV0dASDg/2kNRSF3W7H+vX3k9ZQHEuWrIDDwWZhpRII+NHV1UlaQ5Hs3buHtIKiGBsbwdDQAGkNxVFdvRFa7W2dkqGGefMWoLKSDZlPJRgM4OrVDtIaiqOgoIhtqk3jbko4gds8s6cUWJOWm+E4DlVVCyCKInS6rLqVaSUWi7LzadPQ6XiIYhySJKm2e+tXgX2h/DnxeByBgJ+0hiL5zne+T1pBUUSjUcRiUdIaikIURdhsNtZFcBqxWIy9b6chCALC4RBpDUUhyzLy8grYOfpp6HRfvTkLkEWZPSAR3Oh0WaWcdk6erMXVq1dIayiK8vLZqKxkHeKmc/LkUbYwm8bFi43o7r5KWkNROJ05bOzCF9DUVE9aQVGUl8/G3Lls+HEqwWAAn332MWkNxXH+/Fn4fJOkNRSF05mD5ctXk9ZQFKFQEG+//UfSGorjbjN7WXNmD0hE/IFAFJEIa9KSRJZltoM4jUgkgk8+OYAdO75JWoXByDp8Pi/OnTuFRx/dRlpFcZw+fRwbNz5IWkMxtLQ0wGg0YcGCxaRVGIys49y5UyguLkVFxZd3GqcJtq69mbttzgJkYbDHmrTcTDQaQU9PNxYtWkJaRTHIsoyJiXHk5xeQVlEUnZ3tcDicKCxkXUqTTEyMwefzsbMkKcTjAjweDwoKCkmrMBSOz+eFRqOB1WojraIY3O4JeDxuVFWxjGeSeDyO+vpzuPdedm48Fb/fD57XsU6cKQwM9MFgMLL1Wwp6vQ52+1dvzgJkZRkna9JyMxy8Xg9pCUXBcRz0ej2iUbYpkIpeb2BnO6chy3LG5oRmCxqNFkajkbSGItm793XSCopCp+NhMLAZYalIkgRJYu+UVGRZZhsCtyAajcBgYO/aVMLhMDtuMg2ev/tQLasye0AyaxNkHSgZf5FTp46homIuystnk1ZhMLIKQYhh37438fzz3yatojhGR0fYmI4UTp06itLSWZg7l52RZjDuhHhcwIED7+Lpp59nJYuMv0hOjpmuM3tAItjz+yOIRuOkVRTDhQt1sFgsWLRoKWkVhoLp7+9FW1sLHnvsCdIqisHv9+Ho0Rps376TtAojC5ic9MDpzCGtwVAw9fWfw2azYeFCdrQiyaVLF+H1erBhwybSKgwFEwj4ceTIJ3jqqWdJqygGjuOQn3/3XWyzMtiLxeLw+ViJXpJgMACe10Ov15NWUQw+nxdXr3ZgzZpq0iqKIR6PQ5Yl8Dx7TpKIoohAwAeHgy3gU2lsPI/ly1ezst9p7NnzGl566XukNRRDe3sbyspmw2ZjJXpJQqEQNBqOncNKQRRFxONxVvKbgsvVBYBjzVlSkCQJfr+XfR+nYDTqYLXe3Xk9IMvO7AHJ81hsAZKKyWTG+PgoaQ1FodfrYbPZSWsoCp1Oh8HBAVYCnYJWq4UgCOzc3jREUWTPyS1ggd7NxONxAOw5SSUSCbOB6tMYHR2BLEukNRSFyWSGyWQmraEo3O5xGAxskySVmYp3si7YS8LzrFFLEo7j0NBQh3icjaRIYjSaMG/eQkgS+4JJpaPjEmIxNnA+lbNnTyIaZQfCU1m79l421PYW1NWdIa2gKJYtW8k21aZx4cLnCAT8pDUURXd3J0IhNjw8lYKCIhQVsc7YqXR0XIbXy2YxpqLX62bkTGfWlXECiVLOSERAIMAWaIwv5qOPDmD58lWYNWsOaRUGI6v45JODqK7eiNzcPNIqiqKu7gyqq+8jraEY9u9/B48+ug1ms4W0CoORNUiShN27f4tvf/tvWBaY8YXwvBYOh4neYA8ARFGC2x0kraEYhoYGMDQ0wM6opRCPC9DpWHYilY6OS+B5HnPnshlQSTo6LsHpzEFRUQlpFcXg9U7CYrGyM3uMv4jH44bd7oBWyyptgERZa13dGdx3H2tEkiQQ8KOx8TweeGALaRVFwdYnN9Pf34uJiXGsXLmGtIpisFoNMBr5GQn2sraMU6vVQKvNWv0Zx253oKxsFmkNRRGPi+jqukJaQ1Hk5RUgNzeftIaiMJnMrGnNNDiOmzqPxUhlz57XSCsohsSMyjgL9FKQZRlOp5O0hqLgeT0qKqpIayiK4eFBVq44DaczByUlpaQ1FMVMlXACWRzsybLMGrWkYLFY4XDksLNHKciyjNHRYdIaiiI/vwBmMzsUnsrs2RWsXHEaFy82sc/OLdi27RukFRSDKMZx/PgR0hqKgud5LFmygrSGouA4js27nYbf70cwyCrTUpFlGYWF7AxjkplOaGVtsMdxHAwGFuylcv78GQwM9JHWUAwmk4nN9ZlGMBjAu+++QVpDUXR3X8WRI5+Q1lAUGzc+iNmzK0hrKA7W3OgGOh2PnTtfIK2hKK5cucwC4GmcP38Wly+3ktZQFPPnL2Tv1xQikTA+/vgA6wCdgl6vm9GfR9ae2QMSOwFudxCSlLWXwEgzjY3nYbFYsWDBYtIqiiD5cZ+p0gA1kJg/KLPukyn09vZAo9GyHflp7N37Op599lukNRRBMBhAZ2cHVq26h7SKYpAkCfG4AL2ezZNLRZZl9p0zRTAYQG3tYTz55E7SKgwFk5Njhk43cyXyWZvZS2I0sgVaElmWcfr0MQgCG8GQZN48toOWCsdxuHatBx6Pm7SKYuA4DkND/aQ1FIVOx7PmLLeABXo34DgNjEYjaQ1FMT4+yr5/U5BlGc3NF0hrKAqj0YSNGx8kraEoGhrq4PN5SWsoBp1OM6OBHpDlwR7HcTCZWLCXhOM45OcXstlyKVitNkxOelh5QArRaITNZJxGW1sLe0ZSKC0tR3ExOyw/ndOnj5NWUAxmsxmLFi0lraEo+vp62aI1hXhcQCQSYVm9FDweN5tNOQ2r1QaDgW0cJTGZ9DO+HsnqMk4gsXPk80UQi7HOcUkikQjbcZ1ClmUcOvQ+tm59nL1MGIzbpLv7Kvr6XHjwwUdIqyiKpqZ6rFq1lrSGIujq6sTAQC82bXqYtAqDkTUcO1aDZctWIT+/gLSKIohGI9DrDWxDYAqOA/LyrDP+81BFsCcIIrzeMGkVRRCJhLFv35t48cXvsg8P45b4fF4cO1aD7dufIa2iGBoa6lBWNovN2ptCEARIksg2SBhfSDwuIB6Pw2g0kVZRBLIs49NPD2Hr1seh0WR10dSMcf78WdhsdpYBZnwhJ0/WorCwGAsXLiGtogiMRh5W68wHv1kf7AGsUct02GHomxkfH0VPTxfWrdtAWkURSJIEv98Hh4PNg0oyNDQAu90Bi8VKWkURCEIMbvcEC36nsXv3b/Gd73yftIYi8HonodFoWEnaFJIkweXqwty580mrKIZIJAxZTnTGZgAuVzfC4RAWL15GWkVRsDXrDWa6MUsS1Ww/sUYtN/B6J9HW1kJaQzFYLFaUlpaT1lAMGo0GkiQhFGJzfpIUF5eyDnophEIh9g65Bc8++xJpBcUwMNCHwUHW2CiJLEuYM2cuaQ3FkNiEn2BHSlLIyclFfn4haQ3FMDjYj56eqyzQmyIdjVmSEA/2Ojo6sG3btpt+7eGHH8ZTTz11/X9DQ0N/8e/gOA46HYfz588CAPbseQ2Tkx6Mjo5g797XASQO1jc11QNI7M4GgwEMDPRh//53ACTqqJOLm127XkEsFoPL1YVDh/YDAGpqDuHKlcsAgFdf/TWAxEydmppDAIBDh/bD5epCLBbDrl2vAEg0fTh2rAYAsH//OxgY6EMwGMDu3b8FkDj/kTzwv3fv6xgdHcHkpAd79rwGAKirO4O6ujN3fE1HjnwCnudVdU13c5/6+q6htbUZkUhENdd0t/fp1KmjOHHiiKqu6W7u09WrV/Duu2+o6pru5j6dOnUMW7Y8pqprmon7NDnpUd01fdX7FAj44fVOquqa7uY+9fR04623/qCqa7qb+3T48IdobKzHRx8dUM013c19amysR2PjeRQUFKrmmu72PrW1teDaNZeqrulu7pPJpE9bg0WiZZz79+/Hr371K/A8j9raWgCAx+PBCy+8gE8+ubMhx6xRy83IsoxYLMrO3Exx7twpOJ057OwA45awMpKbkWUZx47V4KGHtrKfSwr797+DHTueI62hCJqbG1BWNos1mkiBvUcYX4TP50VNzUfYufMF0iqKINERnGMjfqZIV2OWJMQye36/H0eOHMGvf/3rm3794sWLkGUZzz//PL7xjW/g448/vu2/k41huEF3dyfOnDlBWkMxrF+/kQV6KcRiUdTWHiatoSguXmxi4xem4DgOxcWl7OcxDRbo3SAnJ4dtJqbQ3d2JYDBAWkMxNDc3sDLfFOx2B55++nnSGorh2jUXTp6sJa2hGAyG9MYvxII9m82GV155BSUlNzcAiMVieOCBB7B792688sor+I//+A90dXV96d/HcRx4XgutlnhlqiKorJyHhx7aSlpDMXAch/r6c+zLeAqe12P27Eq2mJ+C4zgEAj7E46wyIMnixctYlmIayfIfBjBrVgVsNhtpDcXg9/shiuz9kaSoqJg170nh889PIxqNkNZQDFVV89lonxTMZn1av28VFxk98sgj+NnPfgaj0Yjy8nJs3boVp06duu0/bzbr02iXPWg0GgwNDaCzs520imJwOnPZ4nUKjuMwd+48CEKMtIpi2LBhE3ieVQckee+9tzA6OkJaQ1EUFBSRVlAMf/zjLtbkKYWVK9fA4cghraEIRFFEbm4+C/amkGUZVqsNPM/Wp0BisHxLSwMbUTKFwaCDRpPetWlGf9Ivv/zy9aYrR44cueXvOXr0KC5evHjTr91uTS/HcTAaeZbdm8JgMMJstpDWUAzz5i1g9eEpNDXVo7W1mbSGYmhqqkdHxyXSGoph+/ZnUFjIgptUli5dQVpBMbz00vdgMplJaygCv99/vWkEA3C7x/HJJwdJaygGQYhhyZLl0GrT02kx29DpdLDbHaQ1FIPFkv5O4BmNin74wx/iwIEDOHDgAB5++OFb/p6BgQH85je/gSRJGB8fR21tLR566KHb/jdkWYbFwnZPACAvLx/FxaUIhUKkVRSBIAh4++0/QRRF0iqKYPXqdVizppq0hmKoqlqA2bMrSWsoBo/HDZ/PS1pDUSQ7utFOPC6gv7+XVUpMYTabsGHD/aQ1FENBQRGefHInaQ3FcPz4EVy71kNaQxHE43HodDwqKqpIqyiCZFYv3e9SxaXAnn/+eRQUFOCJJ57At771LfzLv/wLysrKbvvPcxwHg4Fl95J0dLShtbWJtIYi4HkeL730Pba7NgXHcWhquoBIhJ0jAACz2YJwmG2MJBkdHYbX6yGtoSi+/W02UB1InK2/dq2btIZiCIVCrIomhZaWRkQiYdIaiuGRR76O2bMrSGsogtHR4etjnxiZyeoBhEcvpIvE2IE4fD62iGWtoG8mEPCjq6sTK1euIa2iCFpbmzF37jy2UAEQDAZQW3uY7UgzvhCXq4vtSDP+jIaGOlitNixYsJi0iiJobDyPZctWsjNqAK5d64ZOp0NZ2WzSKoqBrUsTGAw62GzGjPwsVJn+Ytm9G3Ach76+a2hpaSCtogj0ej17LlJYtmwlO3czhcViZYFeCgMDfWhuvkBaQ1G0tV388t9EAUNDA2hsrCetoRjWrKlmgd4Usixj9ep1LNCbQqfjodWyXgEAMDIyhPr6cyzQmyJTWT1ApcEewM7upeJ05qCkpJy0hiLQ6w1YtmwVBEEgraII3O5xvP/+26Q1FENbWwvGx8dIaygCu92BkpLbL6GngW3bdpBWUAQ2mx2lpezZABJrjZMnj0KSJNIqiuD8+bNobmaby0DifFpJSRmKi0tJqygCm82B8nKW4QQAo5HPyFm9JKoN9pLZPZ1OtZd429hsdjgcDkxMsEUskCjFYvOyEjiduXjiiW+Q1lAMVquVjV+Ywmq1IScnl7SGoqipOURaQREYDEY2hmIKSZKQm5vH2shPsXbtvVi8eBlpDUXQ03MVJ06wweEAEAoFIQhRFvhOkekxcap+O8myzObuTTE6OoLOzg7SGopg9uxKPPLI10lrKAKNRgOfz4exMTZPDQDmzJnLZkNN4ff78O67b5DWUBRz5swlraDvmT72AAAgAElEQVQIzp8/g7a2FtIaioDjODaSY4pIJAKXqxt6PVt3AcD8+YvwwAObSWsogvHxUXR0XCatoQgyndUDVNqgJRVZluH1hiEIrN0+wA7GJhkZGYLP58P8+QtJqxCnp+cqJElGVdV80irEGR8fw/Hjn2HnzhdIqzAYjCzg/Pmz0Gq1bIwNAK/Xg87ODqxdey9pFeK43RMYHh7EkiXLSasQh607b8BxQG6uJeOVAKrO7CWx2YykFRSB2z2BQ4feJ62hCHQ6nu0+TlFZOY8FelPk5uZhx45nSWsohvb2S+x8awqvvvpr0gqK4OrVKwiHWWt9IFG2uGIF6+4MAA5HDgv0ptBoNDCZTKQ1FEFj43k2AmwKs9lAJPBVfbDHcRw0Gg4mE1vY5+Tk4sEHHyGtoQjy8vIxa9YcRKNsPAcA1NR8hNFRVsqp0WgwODiAYDBAWkURTE66EY/HSWsohh/84J9JKygCj2cCksSqZQDg6tUOlrVAInuzb9+bbG4rAFEUYTabUVk5j7SKIli+fDWqqhaQ1iCOVquBycSzYC9dcBwHi0UPjYbuF3KiaY0Rra3NpFUUwcWLTWhpaSStoQiqq+9DXl4eaQ1FMD4+xoarT3Hvvfez3ekUrlxhZ04AYN26DbBYrKQ1iCOKIvr6rrHmLFNs3vwojEZWSTU2NoJPP2XNnADA5eqG3+9jI55AtsqQqjeU1Zq5mRZKRavVIhgMsDbRAJYvX4V16zaQ1lAEVqsNQ0ODpDUUwerVa5GfX0haQxHU138Ol6ubtIZiuHaN/Syi0Sg++GAfaQ1FoNVqsWXLYyyzh0SAwzaGEhQXl+Lxx9mYFgCIRiOsCgCJpiw6nYbYu4KaYI/jOOj1Ouj1WtIqRNFqtVi/fiPC4RBU3pvnS9FoNOjt7UFnZztpFUVw8WIjRJG9lCcnPfjss49JayiCefMWoLCwmLSGYti6dRtpBeLodDpUV99HWkMRtLY2o739EmkNReBydcPrnSStQRyv14P6+nMs2wsgGAxg4cIl1G+eJqoLyZzVS0Ld02i1shIDWZbx6aeH4PN5SasQx2KxwW53kNYgjlarxde//hS0Wro3Q4DErL2VK1nDBQBTpXp0bwqlcujQftIKxBHFOHtnTlFRMRdlZeWkNRRBdfV9bIYaAJ7Xo6CA7uAGSKwzP/nkIPx+H2kV4lgsepBO/qt+9MJ0ZFlGKBRDKBQjrUIU1gr3BoIgIBqNwGq1kVYhysTEOFpaGrB586OkVYgTDAag1eqoP3/S03MVAwN9uP9+NisKAFyuLlRUVJHWIEpPTxf6+3upnx8myzI8ngnk5ORR/1166dJFAKB+zEA8LiAcjsBmo3stkYStMwGdTgOn00z850BdZo/jOJjNemi1dD+AHMfhwoXP0d3dSVqFOJ2d7azxAgC73YFly1aR1lAETU0XMDLCzjBWVs5jgV4KpaWzSCsQp7KyivpADwBisRiOHq0hraEI5sypRFkZ+2yMj4/h889PkdYgTjgcxocfvk/9USFAOaPfqMvsAYndBkEQ4fXSPSfI43HDbLbAYGCNaxgJwuEwotEInM4c0ioMBSAIMbS2NmP16nWkVRTBrl2v4G/+5h9IaxClu7sTdrsT+fkFpFUYCiAajSAYDCI3l3VzZiSQJAnj46PUn/c2mXjiZ/WSUJfZAxJZLZ7XwmjkSasQJScnF5FIGC5XF2kV4vT1XUNd3RnSGsQZHOxDTw97HqLRCM6ePUlagzgajRaiyDr3JqE90AMA+raHb017exuGh1n23+NxXy/jpJn+/l7U1Z0mrUEcj8eNvj4X9YGeVqtRTKAHADrSAqTgOA5WqwGCIFK9mBHFOILBIGkN4uTlFVB/Zg8AG3w6Bc/rYbc7qD9zoNVqsXbtetIaiqGtrQVLl64grUGUqqr5pBUUgdVqg8GgjBItkhQXl7LGLAAKCgrZ6AkAsVgUkUiEtAZx7HZlvRuozOylorQbkmlyc/OxdOkK6jtzms1mmEwmDA72k1YhTltbC/XjKDQaDZYsWc7mAwE4fPhDjIwMk9ZQBGNjI6QViPP2239CNBolrUEUSZJQWlqOnJxc0ipECQT8qKn5iLQGcbxeDwIBP/Ly6C5t9vt9KCgowsKFS0irEMViMUCrJTdT71ZQHexxHHc91UozgiDg8OEPIQgCaRWihEJB9Pa6SGsQp7S0HCUlZaQ1iNPUVI+GhvOkNYizceODyM/PJ62hCB56aCtpBeJ8/evbodfrSWsQZWxsFAcP7iWtQRyDwYjly1lTL4/HwzbEANTXn8PAQB9pDaLo9VqYTLyiAj2A0gYt05FlGT5fGLEYvbv4qY+B0h7STCNJEvUDUScnPTAaTVSPHhBFERqNsnbnSBAI+CFJEputBmD//newY8dzpDWIEYtF4fP5WHMWJN4PtM8lHRkZRmFhEdXvSLZeSMDWkInrzs21gOOU9zNgT+gUNptJcTcnk3AchxMnjqC3t4e0ClF8Pi/27XuT+pbBbW0tmJgYI61BFK1Wi8uXLyIepzvjPTDQxzLeU6xbt4G0AlF8Pi/a2lpIaxCns7MdsRjds3oFQcDnn5+CJNHb8wAAPv/8NPUNaqLRKN599w1Ikkj1OtpuNyoy0ANYZu86bBxDYgffbLZQv0sViYRhNLKD1gzg/PmzWLp0BcxmC2kVhgIIBgOwWKykNRiEOX/+LJYtWwmTyUxahUEYUYxDFCXqS5t9Pi/V1R9GIw+rVTndN6dD96o+heQ4BpOJ3nEMVqsNk5MeNDTUkVYhCs/rcfbsSYgivWW9AHDixBGMjY2S1iDKunUbqA/0QqEgzp1jg4IBYO/ePaQViNLZ2Y7+/l7SGsRZt24D1YGeJEk4dOh96hv1tLQ0wu/3Ux3o9fa60NFxiepAT6vVKDrQA1iwdxMcx13vokMrZrMFOTl0D0fVarVwOBzUl6csXrwcDoeTtAZRxsZG8fHHB0lrEIXneTYweYrvfOf7pBWIYrXaqA5yAKClpQHNzRdIaxCF4zisWVMNg4Hu5nZGo5H68Rs2m536dUI2dPVnZZzTkGUZkiTD4wlSOzxWlmV0d3eioqKK6gPok5Me2Gx2qn8GQ0MDKCwspvZnEI/HEYmEqZ/BmPyaUPLOZSZoaqrHqlVrSWsQg/a5kwAgCDEIQhxmM71B79DQIAoLC6HVUjuqGW73OHJy8qj+PLhcXSgrmwWepzezabUaYDQqr/vmdOhNYX0BHMdBo+Fgt9N9Zmt4eBDhcIi0BlHq6s7A43GT1iDK5cutCAR8pDWIodPpEIvFqJ9D+d57b2F8nO6GPQAQDAZJKxDl9dd/h2AwQFqDGKIoYnh4iOpAT5ZlNDfXUz2qSZIkHD9+BNEovcPDZVlGX981CEKctAoxTCY+KwI9gGX2vhBZlhEOCwgG6a1JF8U4QqEwbDaW1ciGDzMjPVy82Air1Y7KyirSKsSIx+PQ6ejdxWckEMU4NBotte/DQMCPuroz2LLlMdIqDILQviaIx+MIh+leG/K8Fg5H9nTxZ5m9L4DjuOtRO6309HShtbWJtAZR2PkM4KOP9mNy0kNagxjLl6+mOtADAL/fh7GxEdIaxNm793XSCsQIhUIYHBzImsVNOrBabVQHerIs4+DBfQgE/KRViOF2T+DQofdJaxBleHgQ9fVnSWsQQ6vVwOHIruo/ltn7EmRZhtcbhiDQ15kx+WiIokjtrn4oFALP8+B5eoN+t3sCTmcO1SM5Dh/+EJs2baG2OYXL1Y1oNIKFC5eQViHK6OgICguLSGsQYWJiHD09V7F27b2kVYhx9OinWLOmmuqGFLSfVZNlGYGAHzabnbQKEZJVHrRmNzkOyMmxQKPhsur66V293QF2uwkaTfbc1JmC4zjIsox9+96k9pyG2WxGKBREa2szaRVi5ObmweXqQjxOb23+ihVrqA74KyrmUh/oAaC6xXpeXj7VgR4ALFq0lOo5iy5XF6xWe1YtcmeSgYE+XLvWQ22gJ8syPvhgH9zuCWqfgWQ8kG3Xz4K9L4HjOHAcpmpzSdtkHo1Gg2984zmqv+D0ej3VWS0AGBkZQihEb3OKwsIiBAJ0bngAQCQSxqefHiKtQRyay7eamurR2+sirUGMYDCA3Nw8aqtcZFmGy9UNmovBdDodtfcfSKyHt23bQe0oHqvVAJ7PzjPLrIzzNpFlGbGYCJ8vTFqFCC5XFwYHB3DffZtIqxBjbGwEBQV0lnABiQ5kic2P7HvR3S2Tkx6cPn0c27btIK1CBEmSMDDQh1mz5pBWYRDC7R6HXm+gdgxJS0sDNBotli1bSVqFCJIkUb3pOTExBqczl9oxRH191+BydeGBB7aQViGC0cgrfnD6X4LeT+4dwnEc9HotLBY6y3hKS8uxfPkq0hrEEEUR586dQiRCZ7APJLIaY2OjpDWI4HTmUBvoAYkMf2FhEeJxetutA4lxLLRiNJqorvBYsWIN1YHe22//CeEwvd9/TU0XqB7FVFpahuXLV5PWIALPa7M60ANYsHdHJDp06mEw0JfGT+7onjhxhMqZY1qtFk8+uRMGgxGSJJHWIcIjj3wdBQWFpDWI0dd3De3tbaQ1iHH8+BEMDw+R1mAQQJIkvPvuG9SW8E1MjOPChTrSGsTQaDTYseNZmEzZ1YFwphBFEQ8//DXk5xeQVsk4kiTh6NFPEY1G4XTmkNbJOFqtOuZus2DvDuE4DjabEdeudQIA9ux5DZOTHoyOjlxvy3369HE0NdUDAHbv/i2CwQAGBvqwf/87AIBjx2rQ1tYCANi16xXEYjG4XF04dGg/AKCm5hCuXLkMAHj11V8DAK5cuYyamsSZmUOH9sPl6kIsFsOuXa8AANraWnDsWA0AYP/+dzAw0IdgMIDdu38LIHHe4vTp4wAS7cNHR0cwOenBnj2vAUjsWCd3rb/ompqbL6Cych7ee+8t1VzTnd6nTz45iL1796jqmm73PplMZrzzzuu4dOmiaq7pTu6TRqPFmTMnVHVNd3KfnM4cDA72q+qa7vQ+LV26QnXXdDv3qbe3B3l5BdBoNKq5pju5T6dPH4Mkiaq6ptu9T4GAH7t2/b/geV4113Qn9+n06WP44x93QZZl1VzTndynP/5xF0pKyuB2T6jmmm73Pg0O9sJo1IDjkNVZPYCd2ftKJH9ktI5k8Pm8uHath8qyzmg0Ar0+u9P5d0NHxyUUFZVQucMHAIIQA8BR2ZnT43HD7R5HVdUC0irE2LPnNbz00vdIa2Sc8fExBAI+VFTQOW8yFArBbKZz7Eo8HkdzcwPWrFlH7fdeJBKG0Zj92Z07ZWCgD4IgoKJiLmmVjMNxHHJyzFnZefNWsMzeVyB54x0OE3Q6+n6EPK+n9pCywWCExzOBs2dPkFYhwsKFS2CxWCEIdJ7dOnbsMwwNDZDWIIIsS1SP3wCAbdu+QVqBCJIkQRTp29gEAEEQ8N57b1J8/THcc0+1Kha8d8rVq1fQ3n6JykAPSHQf5Xn6ji1xHOB0ZueIhS9C9Zm9YDCIn/zkJ3C5XNBqtfjxj3+M++67DwDw2muv4Z133oEsy/jRj36ERx999I7+7uSPzuMJQRTpO8fV2+uC3e6gLssjCAKGhwep7Ux44sQRlJaWY968haRVMg6tg2QZCWgeqk4ztH7uQ6EgDh7ch29+86+ovH6fzwtBiCEvj66zeqIoor29DUuWLKfuvidGrZmh02lUde2qT0v9/ve/x5w5c/DBBx/gV7/6FX784x8DAFpaWnDw4EEcOHAAb7zxBn75y19icnLyjv7u5IPgdJqh1ar+R/lnhMMhRKMR0hoZh+d5lJfPRnt7G5UZrvvv30xloJfk7NmTU+Wc9LF37x6qO9IeP15DWoEIH310ABMTY6Q1iNDYeB7BIJ0zNs1mC5577luqWvTeLomMnpG6QA9IZHNpfebtdpPqAj2AgmDv7//+7/FP//RPAID+/n44HA4AwIkTJ7B161YYDAbk5eWhuroax44du+O/Pzl0PZnypYmFC5egsLAYXV1XqOvSxnEcgsEgIhH6gl2NRoOuriu4dOkiaZWMk6jjz6Mykw8Ajz32BPR6A2kNYjz77LdIKxBh06YtcDjoquBIYjSaqHzmJyc9OHnyKJWz9WRZhsczAYCuNR2Q6DrNcRyqq+9TXcDzZTgcpqwdmv5lUPEp1ul0+Ou//mv83d/9Hb773e8CAEZHR1FYeKONfEFBAYaHh7/S358cNO10mqkL+CRJRF9fL2Ix+jId99xTDaPRSOUoiry8ApSWlpPWIMKiRUuoXAABAMdpEAj4SWsQI9kNjiYEIYZwOASdjr6zO7FYDIsWLYVeT998XZPJjKqq+aQ1Mk48LsDn82LDhgeovO+Dg/0IBoOkNTKOzWZUbaAHUBLsAcDvfvc71NTU4OWXX0ZXV9ctZ6XdzQKO4zhoNBwcDpNqH5ZbodXq8NBDj4DjOIyMfLVgOZtxubqpnL3mdObAYDBidJS+ex6JhPHOO3+iLpsNAP391zAw0EdagxgWi4W0Qsbx+/3XW5LTxtmzJ9HZ2U5aI+MEgwH4/T4qN/RGR0fQ2HietEbGCYWCcLvHsX79RuTm5pHWyShWqwEGg07Va3dVbtW9/PLLqK2tBQBs3boVzz33HAoLC1FWVobVq1ejs7MTxcXFGBu7cQZhbGwMlZWVd/XvchwHrVYDp9OEyckQaFoLejwT6O6+iqKiYtIqGWX+/MTZNUEQqGvHPznpRn9/LwoL6brnRqMJL774XVV/MXwRixcvI61AlFWr1pJWyDi5uXl46KGtpDWIsGnTFio3ddzuCYyPj1I3RFwQBJSWllMZ5I6NjWJiYgy5ufmkVTKKxWKA0cir/vtclZm9H/7whzhw4AAOHDiAUCiE//qv/wKQKN1sbW3F8uXLsWnTJnz66acIh8Nwu904d+4cNmzYcNf/9o2Az6z6hyeVoqISbNjwADweN0IhukoAJEnCvn1vIBwOkVbJKCUlZVi3bgOVLckDAT9aW5tJa2ScWCyGEyeOkNYgRnLAL020tjZjaGiQtEbGGRjoQ1+fi7qSbVEUMWvWHKxevY60Ssb56KP9GB+nqxGRLMsYGhrAnDmVWLOmmrRORrFaDTCZ1B/oASoN9lL5wQ9+gLGxMTz55JP427/9W/z0pz9FWVkZVqxYge3bt+OZZ57BCy+8gH/8x39EUdHMtNROBnzJgYw04XJ1UVfOqdFosHPnCzCZ6Bu6Gwj48e67b1C3+63T6ahbBAKJTrRFRSXU3e8kzz77EmmFjJObm0flQHGNRgutVpXFT3+Rc+dOor39EmkNIjz++FPUZTNDoSAuXmyi7p1usxmpyOglUf2cPZLIsgxJkjE5GYIk0fVjHh4eRFFRCTUfJADo7OyAxzOB6ur7SKtklEgkAqPRSFoj48iyjHg8Tl35buK9JkGr1ZJWyTgDA30oK5tFWiNjJO61SF3Qk6xWoPEZF8U4JEmm6r02PDyIS5cuYsuWx0irZJSRkSEUFBRRt3Fptxuh16v7jN506LrDGSbZtCUnh645fLIso7m5AYEAXXNaystnY9mylaQ1Mo5er8fp08epmznY2dlOZXfG48c/Q2dnB2kNIpw/f5a0QkYJh8PYs+f3pDUyTl+fC7W1h0lrZJyGhjoEAgGqAj0AKCgooq5s9cY6jZ7uyomB6SbqAj2AZfYygizLkGXA6w0hHqdnPpcsyxgeHkRJSRlplYwhSRJOnjyKe+/dCIOBnmxXR8clzJ07DzxPT6tqURSh0ahv+OqXIUkSdTvBNEPr/RZFkbrMXkfHJVRWVlE1V/DcuVNYvHgpVXMk3e4JmExmmEwm0ioZIxHomVU5MP12oO8NToAbg9fN4Hl6vjxCoSBaWhpvOeZCrWg0GpSXz6ZuJtXChUsQCAQQiYRJq2QMrVaLwcE+9Pa6SKtklFgsRm1m79ixGtIKGWVoaABu9wRpjYwSDAbQ3NxAXaA3PDyIBQsWUxXoAYnmcmazlbRGRkn0VqCn6ZJGk5iDTWugB7BgL2MkH7BkCpkGLBYrHnvsCcRiMQwP0/NiqaqaD6/Xi66uK6RVMsqVK5ep62SWaOJA16IQkDExQdd9TlJQMDNNvLKFYDBI1QYOAEiSTN0Z5EgkgoaG81RtzE5OetDZ2YHKyipqylZDoSBGR0ewZk01KiqqSOtkhGSgp9XSG+gBrIwz4yR/3H5/BNFonLBNZhgeHkRvr4uqxiUejxujo8NYuHAJaZWMQ1vZlyRJEEWRmgUDg6FmYrEY9Hp6ytETx0xkqt7ZADAxMQa3ewLz5y8irZIx+vt7MTY2Qs35xOTc60R1Hb2BHsAyexkn+dAl277SQHFxKaqr78P4+Bg8HjdpnYyQk5OLhQuXoLe3B/E4PY1Luro6ceJELWmNjHL27El0draT1sgoZ86coK58FQB27XqFtELGiMfj2LfvTapasvv9Prz//ltUXbPL1U1debLL1QWnM5eaQC8ej6Onpwvl5bOpCfR0uhvzrmkP9ACW2SOKLMsIhwUEg1HSKhmhvf0SDAYDKivpKB8AgNOnj2Pp0hVwOuk4/B2PC5BlUJXlorGRg9frgdFohsFA1/kemrI+kiTB7Z6gbu4YbZ9nWZYRjUZgNNLRrEOSJBw//hk2bNhETbmu3+9HS8sF3Hffg1QEPnq9DnZ74t7ScL23Awv2CCPLMgRBhM8XBi134urVDhQVlcJms5FWyQiSJGF8fBSFhcWkVTJCJBJBXd1p3H//ZmpKgzo6LsHpzEVRER33OB6Pw+fzIjc3j7RKRnG5uqg56+L3+6HTaWEy0TFQXRTjqKs7g/Xr76fmvdXS0oCCgmKUlJSSVskIXu8keF4Ps5mOZ1qSJLS1NWPp0pXUPNNmsx5ms54FedOg4+4rGI7jwPNa5ORYoNHQ8XBGo1GqShsDAT+ami5QUxpkMBhQWlpOWiOjmExmqrKZwWAAdXVnSGtknLa2i6QVMkZPz1X09HSR1sgYoijB4cihZlEMAPn5hdRsugJAb28Pent7SGtkDEkSEYlEIMt0NN6x2Yws0PsCWGZPISRn8fl8YQiCSFon7ciyjPPnz2LZspUwmy2kdTJCsqsdLeUy/f29yM8vpKZUJhaLTW3e0BP0MRhqIRQKUZPxAYCeni7Mnl1BRcmqLMvw+SapmaWXWF+dwbJlq6l4pjmOg8Nhonq0wpdBzxaWwknO4nM4TFQ0buE4Dna7k6qFcVvbRXR3XyWtkTGGhgYQCPhIa2SMkydrMTDQR1ojY7S1tWB0dJi0RkapqTlEWiEjSJKEEyeOUFONEItFsX//OxBF9W+0Aomz1T09V6m5v17vJE6cqKXmegFQs77SajXIzaV7ht7twDJ7CoSmxi2CIOD48c+wadPDqm98IMsyOI5DKBSkJptJ0+H/5P2lhb6+a7DbHXA4nKRVMsaVK5exYMFi0hppJx4XcPVqJxYtomd0DC2fX1EUIYpxaoanJ79vabm/Z8+exLx5C6iYCcoasdw+LLOnQDiOg8nEw+EwQe3Pr06nw/z5i8DzvOp33TiOgyzL+PjjA/D7/aR1MkJ391V8/vlp0hoZgeM4NDdfwMgIHdmuWbPmwGql57wPACoCPQDgOA01gZ4oijh69FNqBor39V3DqVPHSGtkBFmW8emnH2Jy0qP6YCC5fpozp5KKclWTSc8CvTuAZfYUjCzLEEUJXm8YkqTu2xQOh/Hxxwfw1FPPqv4MQXLoeCQSVn3GKzmwl5ZZNwMDfbDbnVQ0PfD7ffjgg3148cXvklbJGK+++mv84Af/TFoj7Zw+fQwORw6WLVtJWiXtxONxXLvWjaqqBaRV0k7yXZz8DlIzsVgMWq0WHMep/loB4NSpYygrK0dl5TzSKmnHZjPCYNBRsaaYKViwp3Boatzi9U7C4XBCEGLgeXWXdHo8bhw7VoMdO55T/QtLFEUcOLAXjz++g4pmLYGAHzodr/prlWUZkiSpfnOGRmi6t273OHJz80lrZITDhz/E6tXrUFio/hK/+vrPwfM8Vq5cQ1olrcTjcXAch3A4BJPJBK1WR1opbWg0HOx21ojlq6D+7Y4sJ7Vxi9ms7gDI4XDC653EwYPvqr6kMycnF9u3PzM1Z1HdYyi0Wi22bHlM9cFPkqameioal3Ach5GRIbjd46RVMsaVK5dJK6QdUYyjvb2NikAvGo3g+PEj1JRw3nvv/cjPLyCtkXZisSjuuacay5evIq2Sdhoa6nD58kVYrTZVB3rJEWUs0PtqsMxeFnFjAHtE1cGQIAjQarXw+bxwOtVde97c3IB4XMA996wnrZJ2urqugOf1mD27grQKY4a4cuUyLBYryspmkVbJCDU1h7B16zbSGmklHA6hpaUR69dvJK3CmCHC4TCamy9g/fqNql8oj4+P4syZk9i+fSdplbQSiUQgSSL0egM0Go2qS1WTg9IBdj7vq8KCvSwjeQbK54uouqxzfHwUFy7U4bHHniCtklZEUQTHcRCEGPR6g6pfZENDg+B5noqd5YaGOjiduZg7V/3nJxiMbCQSCePIkcN4/PGnVP3eBRIZzN5eF+bPX0RaJa1EoxEYDEbE43HodOrNcgGJ0TeCIGDVqntIq6QNjYaDzWYEz2tV/xlNN+rdClApyUYXai/rzM8vxKOPbkMkEkZX1xXSOmlDq9VCo9GgtvYwhocHSeuklZKSUuTk5Kj6fiapqKhCaWkZaY20E48LePfdPdSUwR06tJ+0Qto5ebIW/f29pDXSjl5vwNq161W/iBwc7EcsFlN9oBePC3j//bcRjUZVHei53RMYGhrAkiXLVX0eMVm2yQK9mYEFe1lIMuAzm/VT4xnU+UHgOA6RSARe7yRplbSzdes2lJSUIRIJk1ZJK6Ioob+/T/XDi3Nz8xAKheDxuEmrpBWdjsfmzY+p9h00naVLl5NWSDurVq1FQUEhaY20Iopx9Pa6UFRUQlol7YyPjyEQCJDWSCuRSBharQ7PPPMSDBInLv0AACAASURBVAZ1zw8MhYLw+32q7nB9Y23LyjZnChbsZTEcx4HntcjNNYPn1XmY3unMwZo11RgfH0Nd3RnSOmlDp9MhHo9j//69iEajpHXShl6vx4MPPoxoNIJoNEJaJ62Mjg7D45kgrZF2TCYTfD4vaY2MUFqq7rOJ0WgUsVgUBoO6mykFg0EqspeTkx6sWLEaJSWlpFXSytGjn2J4eEjVGb3eXhdaW5tQXj5btfM+NZobVWtqDmZJwIK9LIeWsk6bzYaysnIAUG3JmE6nw7PPJnYmQ6EgaZ200tzcoPrF1qJFSzF37nzVPq9J+vt70dvbQ1ojI/zhD78lrZBWvN5JtLW1kNZIK7Isw2az4/77HyKtklaCwQCOHatR9fsnFotBEAQ8+ugTqg5oJUlCTk4uCguLSaukDVa2mV5YgxYVQUO3zv7+Xly+3IqtWx8nrZI23O4JnDxZi+3bn1HtSy853FcQBPA8T1onbVy6dBFe7yQ2bHiAtAqDwUDiDFtLSwO+9rXtpFXShiAI17Ncav0OAYDGxvPQaDRYuVK9TUo6O9sxOjqCjRsfJK2SNli3zfTDgj2VkezW6fdHEIup71yULMsIh0MwGIzw+32qHc0gSRIkSUI4HIbNZiOtkxZCoRAOHtyL5577K9W2jY7FotBotKouLwISTT3uuWc9zGYLaZW00tbWgqVLV5DWSBunTx/DypX3wGpV5zsHSHyHRCJhmExm0ipp48SJIygpKcf8+QtJq6QFURQRCgWvP6dqDBBisRii0ShMJhPicQFGo4m00oyj1XKw2diQ9EygzhUWxSTLOu12E2w2I9T2+Uk0prFMjWb4nLRO2tBoNOjru4bm5gukVdKG2WzGzp0vQqPRqDYTrdcb4PN50d5+ibRKWpk9u1LVA32TjI2NkFZIKyUl5apcVCYZHR1Gd3enqgM9WZZx330PoqpqPmmVtDE42I+GhjpVn+vq6bmKjo426HQ6VX4mjUaeDUnPICyzp2LUPpMvmeVzubqxZIk6u+TJsoxAwA+tVgezWZ0LlIaGOuj1BixbtpK0Slrw+bwYHh5U7aF6IPGcRqMRVS5KaCEWi0Gr1UKrVWezLyAxvzUQCKCiYi5plbTg9U7i+PHP8OSTO1W5gJZlGWNjoygsLLp+FEBtjIwMIRaLobx8NgD1ZS3Z7DwysMyeiklt3mK1GlSZ5RNFUdUH0DmOQ3d3J/r7r5FWSRuLFi3FwoVLSGukDbvdgfnzF8Hv95NWSRvDw0P47LNPSGuknf373yGtkDY6Oi6hvv4caY20EQqF4HTmqjbQAxLvmgcffES1i2i/34fGxjrVBnpA4giHKIqqzFoajTxyc1kTFhKwYE/lJF8Yer0OFgsPntdiz57XMDnpwejoCPbufR0AcPr0cTQ11QMAdu/+LYLBAAYG+q4vbo4dq7nepW3XrlcQi8XgcnVdHzJcU3MIV65cBgC8+uqvAQBXrlxGTc0hAIlhxC5XF2KxGHbtegVA4vzLsWM1ABKLqIGBPgSDAezeneh419RUj9OnjwMA9u59HaOjI5ic9GDPntcAAHV1Z3D5ciuWLVuJP/3pf+ODD/ap4pqSIyaS96mkpBzNzRcwMNCH48ePqOKaUu9TY2M9WloacPjwh9i9+3+p4pqmP3vDw4P46KP3VXVNqfepuLgEVqtVVdd0q/u0atVa1V1T8j719rpQXX2fqq4p9T6dOnUUly5dVNU1pd6nM2dO4MKFz1FXd1o115S8T59+egjd3Z04ebIWCxcugSAIWX9N05+9pqYL+O1vX0ZJSdn1TqrZfk3JZ0+j4aDTibBY2EgFUrAyTopI3upwWEAwqK5ZbrIsw+NxIzc3Dz6fF3a7g7TSjFNffw6zZ1eisLCItEpa6O/vRVnZLNV+Eah5NxoAXK4umM0WVbcHDwYDsFispDVmnHg8jubmBtxzTzVplbSi5s/g8PAg8vLywfPqG8EkCDGcPn0cGzc+pLruzeFwGFqtFoKQKKNWWym8waCDzZaY26nWz142wDJ7FJHcUTGZEql0nU49t5/jOOTm5sHv96O29hNVNvxYu/ZeFBQUorW1CeFwmLTOjFNePhvDw0O4fLmVtEpakCQRH3ywD7FYjLRKmlD/F/nevXtIK6SFeFwAz6u3wc6xYzUYHR1W5WJzYmIczc0NKC4uVV2gJ8vy9SZlDz20VXWBHgA0N1+Ay9UFi8WqqkDv5kaBLJtHGpbZoxS1Z/kkSUJz8wWsXHmPqhoOyLKMixcbMW/eIlU2bPF6J+H3+64fTlcbo6PDKCgoUu0Xn5ozJ2pG7fdtYmIcDocDOp36goVAwI+JiTHMmaO+s4iyLKOpqR5Ll66EXq+uQLaj4xIKC4vhdOao7rNnMOhgtSa6wavt2rIV9aR2GHfE9Cwfz6snIOI4DpIkQaPRqK6tP8dxWLFiDQwGA06cOIJIRF0ZPofDifLy2Whra1HdtQFAYWExuro6EY2qa4MFSCzMXn/9d6q8tiTJcy5q48MP38PIyBBpjbRw5cpl2O3qC/QSG39N0OsNqgz0zp49CZ9vEqtXr1NVoJdcj2g0WtVtsmg0HOx2I2w2IzQals1TEizYoxyO46DRJDp2JtPtaoDneaxatRaSJOLdd/cgEomQVppRtFotyspmQa83qCqYTSKKIuLxOGmNtODzTSIcDpHWmHE4jsOzz34LBoOBtEraCAaDpBXSwte+9iTy8wtJa8w4kiRhZGRYdZ2ogRvjTjQadV1c8vuspKQMZrOFsM3Mc/jwBxgZGcL8+QuRm5tHWmfGSCYO9HqdataRaoKVcTKuk5jLBwSDUUQiAmmdGSMQ8MNqtWFwsB9FRSWqKusUBAEffvgetm37hqp2P4HEtblcXZg/fxFplRlHFEWIYhx6vboCo2AwALd7ArNmzSGtwrhN3O4JCIKAoiJ1NdZR8+zHoaEBmExmOJ05pFVmnNraw1i8eBlKSspIq8woAwO9KC2ddb3Jk1oCIp1OC5vNAK2WDUdXMiyzx7hOMstntRqQk2NWTQMXq9UGWZbR3t6GYDBAWmdG4XkeDz20FXq9HoKgrsYfohjH2NiIKjOXjY3n0d7eRlpjxolGoxgdHSatkTaSrcvVRCDgx+Skm7TGjOPxuPHxxwdJa6QFr9eLQEBdczsFIQZZlnHPPdUoKiohrTOjyLKMy5cT6w+r1aaKoIjjOFitRjidJhboZQEss6dw4vE4XnrpJXzzm9/E008/DQD4q7/6K7jdbuh0ie5p//qv/4qVK1fO6L+bfCwikUQDFzU9JWfOHEdV1QJVfaFEIhHs3/82nn32JWi16uqq5/VOQhAE5OcXkFaZMZJnShnZxejoiGpHn6gRtX3OBEHA8PCgKjPntbWHUVk5D5WVVaRVZgxBEHDkyMd4+OGvq6qTqNHIw2IxsAYsWYS6VoUq5De/+Q1cLtf1/5ZlGS6XC0ePHr0e7KWD5AfYaORhMPAIBCKIRtVxhmrevEXIyclBKBSEXq9XxcF9o9GInTtfhEajxcTEGPLy1BMYjY+Pqi7Y02g0GBsbQXt7Gx54YAtpnRmloaEOFosVCxcuIa0y46itVDoYDODIkU+wffszpFVmlM7OdkQiESxfvoq0yozi9/vQ339NVcGe3++DwWDAAw9sSeuaJpPIsoxAwA+bzY7ly1er5rp0Og2sViN0OpbJyzbUs+WlQhoaGtDe3o7Nmzdf/7Xu7m4AwPe+9z1s374dr7+e3rKiRNdOwGYzwuFIpOuzncLCIvC8Hm1tLbhypZ20zozB8zxCoSDOnDkBSZJI68wYVVULsGjRUgwO9quqaYvTmavKgGj+/EWoqFDP7nwqhw69T1phRjEaTbj//s1f/huzjLKy2aob39LXdw05ObnYsGETaZUZ5dKli+jv7wXP86oJIAIBPz777GPIsoyysllZf10cB1gsBjidZhboZSnZv3JXKYFAAP/+7/+OX/ziFzf9us/nw4YNG/Cb3/wGu3fvxltvvYXTp0+n1SU5poHntcjJMcNiUcfu9tq192Lx4mUYGOhFa2szaZ0ZwWKx4sknd0KSRFy82Kiq825dXZ3w+SZJa8wYPM8jL68AbW0tqrpPNpsdExNjEEWRtMqM89JL3yOtMKOMj4/CZrOT1phRuro6IcsScnJySavMGKIoor29DdGoerpKu1zdcLvHsX79RsydO5+0zowwNjaChoY62Gx27NjxnCqCIoNBh9xcC0wmng1Hz2JYsKdQfv7zn+P73/8+8vPzb/r11atX45e//CVsNhtyc3PxzDPP4Pjx4xlxujGbT4/cXAsMhuwuTUhej93uRF5eAWRZVk0Dl3hcRCymroYtDzywGTk5eejv7yWtMmNoNBr4fF7VNde5dOkiQiH1jZeoqztDWmFGaWlpUFUAAQBer0dVlQ2joyOIx+PYuvVxVXUWjccFCII6KjXi8TgikTCsVjsKChJnerM9KNJqNTeN5Mr266Ed1qBFQbz88suora1FMBiEz+dDSUmigcjQ0BDMZjP++Z//GaWlpRAEARs2bAAA/P73v8fY2Bh+/OMfZ9Q1+diIooRAIApByP5d/PHxUZw7dwpPPPE0aZUZIxgM4NSpY9i69XFVNCqIRqM4fvwzbNnymGrOQQBAJBKGVqtT1SF+NVJXdwbV1feR1mB8AX6/HzabjbTGjFJXdxrl5XNQWlpOWmVGaGw8D6czB5WV80irzBjNzQ2QJBGrV68jrXLXaDQcLBbD9c18FuSpAxbsZQE/+clPUF1djaeffhpHjx7Ff/7nf+Ktt96CIAh48cUX8fOf/xyrV68m4ibLMjiOQzSa6Nopitn9OEmSBFEUUVd3Gvfe+0DWz+STZRnDw4MoKSmDIAiqCSZisRgmJ90oLFTHbLDjxz/DnDmVqjnrFgwGcO7cKTz88NdIqzC+gJaWRthsdtV0P4xEwvjgg314+ukXsv69DQChUAiRSAi5uflf/puzgHhcgEajxeSkB2azWRVZytbWJhQVlSAvryDrs18cB5jNephM+qn/zt5rYfw52b/VTxmbN2/Ggw8+iB07dmDnzp3YuXMnsUAPuPFC0Ot1yMmxwGo1ZPVLQqNJHD7Ozy+EVquF3+/L6vNUHMehpKQMoVAQ7733lmrKm9zucXR1XSGtMWNs2vQwKiqqsvpZS8VkMmPBgsWkNWacPXteI60wY8yaNQd5eeoIJGRZhtFowjPPvKSKQA9InP9yubpJa8wY586dwtWrHcjNzcv6QM/v9wEAHI4cGAzG6+uGbMVo5JGba4XJpM/6oJVxa1hmjzGjJB+nUCiGUCi7zyHJsowDB/Zi8+ZH4XA4SevcNYIgQKfToa/PhVmzKlTxQvd43OA4Dk5nDmmVu2ZoaBCtrY3YunUbaZUZQRAEhMMh2O0O0iozxuSkRxXPWiQSQTwuwGpVR8njpUsXEQwGsG7dBtIqd40oxjEw0I/ZsytIq8wIIyPDcDgc0Gp10Ol0Wf+9I8sy9u9/B4888vWsb26k1+tgtRqg0bAAT+2wzB5jRknuCpnNeuTlZXcTF47j8NRTz8LhcKKx8XzWNwbh+f+/vTuPkqq88z/+qbWr94VmaRABQUAUQUUFERAUQUFA4pYYo3HyyzpxMpnMHJM5J5kxyZyZJDNmNVGTjElcJm40KkrABRdE9p1mt2nolaa36qW6tvv7o6iiG6o36O5bdfv9OodDd1X1vd966tat+6nn3udxqbW1VQcP7lc4nPzXWEpSZWW5qqtPml1GrxgyZKilhlU/fvyY9u7dZXYZvcoqgx5VVVVox44tZpfRa8aPv0yTJk02u4xe0dTUpGPHjlqml//48WLV1JxK+qkVWlpa9M47q2UYhpYtuyepg57TaVdOTpqysjwEvQGCnj30GSsN4nLyZJXS0tJktzsUDAaTfhCAQCCg9evXaebMmyxxHd+xY59q2LACpaR4zC7lgoTDYW3Y8KGuvXaG5SbwtoKXXnpWd9/9ebPLQBtbtnyi8eMvS/oeZMMwdPjwQY0de6klBtPasuUTjR59ifLzh5hdygUJhYKqr69Xbm6eSkqKdfHFyXtWTHTwFY/HFRtvAQND8u9RkLCivXzRIXyTeVL2wYOHKD09Q+XlJ1RUtNvsci6Y0+nUyJGj5XQ6FQgEzC7ngp08WWmJaTPsdrsGDx4iq3wGFxXtUUlJsdll9BorBL3W1latW7fWMj1HWVnZSk1NM7uMCxYKhVRRUapQKLmnI4h+ngwbNtwSpwlXVVVqz54dstlsGjVqTFIGpOik6G2nzErG54HzR88e+k10U2ttDaq5OblH7qyvr9WHH67TokXLknqnGQqF9NJLz2rp0nuUmprcF80bhqG9e3dq4sTL5XQmd29lXV2tgsGg8vMHm13KBamsLJfH41F2dvJf5yZJ69e/r5kz55hdxgXx+/0qKzue9CO/BgIBlZUd16hRl5hdygUrKtqjMWPGJv3AJZL02muvaMaMWRo8OLl79Hbu3CaHw6ErrphidinnzWaTUlPdSktjhM2BLjm7WZCUoj19KSmRkTszMyPniyejrKwczZw5RzabTQcO7EvaSbEdDoeWL/+sUlNTVVx8NKl7+QzDkM/nUyiU/COOVlefVG3tKbPLuGBDhxbI5XInfW9FVHp6utklXLDW1lZLBKTGRq/KykrNLuOCndlvJe9lDoZh6MiRQwqFQlq48I6kDnoHDxbJ7/dr7NhLNX78RLPLOS/RaRTy8jKUlsYImyDswQRtQ19eXnpsNKhkYrPZlJubp3A4rFOnTkqyye9vTcpTo9xutwzD0IkTx9Ta6jO7nPNmt9s1bdp02Ww2ffLJR0l98DRu3HhdeulEeb1es0u5YO+9t1anTiV/cJWkqVOnmV3CBTEMQ6tWrVBra6vZpVyQxkavsrNzNGPGLLNLuSD79u1SdXWVrrpqmtLTM8wu54KUlZ2Qz9eStNca+/2R90Rjo1c+X4syMjLldqeYXFXPpaaeCXkMvoIowh5MEw19kTlekjP02e123XDDHLlcLn300bqknRfJZrPpxhvnKiMjU++//7aqqirNLum8ORwOZWVlJf0gB62trVq9emXS94rdfvtSDRky1OwyesUzzzxpdgkXxGaz6d57H5DHk9wDGW3ZstES14KmpWUk9aBSwWBQq1atkN/v16xZc5M2sLa2+vTKKy8oFArp6quvS8rBflJTXRo0KEPp6YQ8nItr9pAwopuizxdQc7Nf4XBybZqhUEg2m02lpcdVV1eryZOnml3SeamurlJOTp5aWlqUmpoqpzM5p8+or6/Tzp1bNWvWvKT94Iu+JwzDSNrwGg6H9dFH72nmzJuSfsLrpqbGpD2glaTt2zdr9Oixys3NM7uU8xYKhWLvhWR9Xx84sE+SNGHCJJMrOX/19bXKzs5VZWW5hgwZlpSvRWVlhU6cOKZrrrlewWAwKT/rUlNdSktLkc2WvO8H9L3kPHqAJZ3b05dc1/Q5HA7Z7Xbl5ORpyJChMgxDxcXJN19Sfv4QOZ1O7d27U8XFR8wu57xlZGTokksulc1mS7rXIMpms2nTpo9VVLTH7FLOm91u17BhwxUOJ/+1lHV1tWaXcEGys3OSeiAmr7dBK1b8VVLyHtgahqGhQws0bNhws0s5b83NTXr33TUKh8MaOrQg6V6L6uoqeb1eZWVlx16HZAp60YFXIj15TIqOrtGzh4TVfvROf9INvNHc3KyNGz/STTfNVzAYTLr57KLtf+zYpwoE/Lr00uS8WL2s7ISKivbo5psXml3KefH5fHK73UnbsxfV3NyktLTkHuCksPBFLVt2j9llnJeWlmalpHiSfjuKnnGQjA4d2q9Tp6o1ffqNZpdyXmpra3TkyEFNmzY9KedpCwQCcrlc2rlzm/LyBmnkyFFml9Qj0ZCXmuqmJw89ktx7fVha+9E705SZ6ZHTmTybbFpamubOvVU2m01vvPGqamqqzS6pR6Ltn5WVraysHIXD4aQcwGXYsOG69toZMgwjKUcb9Xg88vtb9eabhUk76IzP16KVK19O2h7WqGQNepK0bdsmHT58wOwyztsnn3yk48ePJWXQi+57Ro8em5Sn90dHDE1PT9egQfmSki9oGIahV155Qc3NTZoy5eqkCnqRydAjPXkMvILzQc8ekkb0m8RAIKTm5lb5/clz4Bv9RnH//n1yuZwaO3a82SX1WElJsQ4c2Kf58283u5TzcujQflVUlGnWrHlml3JeKirKkvrUr2TsCTjbunVrddNN880u47wl82tQW1ujtLS0pBzQxBr7znLNmjXX7FJ6rL6+Trt379CNN94U+xxOFg6HXampbnk8TISOC0PYQ9KJbrLhsKHmZr98vuTpramtrZFhGMrMzFJx8ZGkOzUyFAopGAxq165tsWkOkoVhGAoGgwqFQgqFgkk50MaRIwfldLo0atQYs0vpsYaGeh08WKRp06abXcp527t3ly6//Eqzy+ixo0cPy263JeVE6s3NTdq1a7uuv35mUu1vpMjgRPX1dcrJyVUwGJDLlVzTEhw9ekgeT6oKCkYk3SBRJ09WxqZIOnHieFLtM10uh9LS3HK7nUn9BQ0SR/K8c4HToqcX2u02ZWSkxE5tSIYdYm5unvLyBqmlpTk22EMyzaXmcDhkGIYyMjJls9nk8yXPaZ02m00ul0slJZ8m7YAn6ekZSRlSJcnjSVV2do7ZZVyQZAx6kpSRkZm0243D4dCgQYOTYv9+tpMnK7Vt26bT+57kCXo+n0+GYcjtTpHL5T79eZsch4ter1eGYaihoV6NjV45HM6kCXrRS1ays1PlckVGLk7G7R6Jh549WEKyTttgGIZWrPir5s+/PRagkkUoFNJLLz2rZcvuTbp5uwzD0KlT1QqFgho6tMDscnokFAqpqGiPJk2anDQHYFGGYai5uSlpg8fTT/9K/+//fdPsMnqktdUnu92RVKevRR06dEDDh49Iuu3F5/OptLREY8eOT8qemTfeWKFrr52eVPvG6DHAypUvau7cBUnzxZLNJnk8rnZfWCfb9oLEl1xHCkAHzp62ISsrOQZzsdlsuvPOe5WZmaUtWz7Rvn27zS6p2xwOh+6++/PyeDzauXOr6uuTZ1h6m82mpqbGpOpVjbLZbGpublIwmHyTrZeWHtfHH39gdhnn7cEHv2J2CT1WXHxUmzd/bHYZ56WpyZuUU3b4/a2qra2RlDwH7qFQSBs2fKhgMKjbbluSVEGvrq5Wr732siRp6dJ7kiLoRQZdSWkzfYI9dhwD9DZ69mBJ7Qdz8cvvT/wD40DAf/p6spB27dquGTNmmV1Stx04sE+jRo2RYUhut0sOR/LMWXTo0H5JNl166QSzS+mR5uZmeb31SXVQloy9HG0VFx9Jyuvekq3dfb4W1dXVJt2ARPX1tdqzZ6duuGFOUrV3U1Oj0tLSVVS0R5deOjFpeoGPHj0kSRozZpwaG73KzMwyuaKuORx2paW5lZLCoCvoP4nf9QGch+gO1Om0KyvLo7y8dKWmupTI+1WXyy2PJ1UOhyN2kHP48AH5fC0mV9a1CRMmyeNJ1b59u5Kqd1KKTCI/aFC+wuFwUk0NUFtbrbKyE2aX0SM2m00VFWXauXOb2aWcl717k2vbLi8v1e7dO5LugLK2tlYnTpSYXUaPhEIhpadn6KKLRiVVe9fX12nNmlWSpEmTJid80DMMQ0VFexQKhZSZmaWsrBzZbLaED3put1PZ2anKy0tXSoqTXjz0K3r2MGC0naS9pcWvYDCxTw8yDEOffPKRrrpqmkKhkOx2R8LPMRVt46qqChUXH9X11880uaLu27lzm4LBoK655jqzS+mR6uqTys3NTZreVK/XK6+3XsOHX2R2KZbn9TaosdGrgoIRZpfSbZWVFRoyZGhSHQhXV1dpw4YPdccdnzG7lG4rKSlWTU21pk6dlhQ9v6FQSPX1dcrLG6RNm9briiumKi0t3eyyOmW3Ry4tiXzRzPV4MA89exgwot+kud0O5eamKzc3TTt3blJ9fZ2qqir10kvPSpLWr39fO3ZskSQ988yTampqVGnpcRUWvigpMtfW3r27JEUGbPD7/SouPqJVqwolSWvXrtLBg0WSpCee+B9J0sGDRVq7NvLt6apVhSouPiK/36+nn/6VpMiQ7uvWrZUkFRa+qNLS42pubtKBA/vk8aRq/fr3tXr1a5KkF1/8i6qqKlVXV6vnnvujJGnTpo+1aVPkupznnvuj6upqTXlOgUBAv//9r5WTk6twOKT33luj8vLS2HNqamrUM888KUnasWOL1q9/X5L00kvPmv6crrjiSqWmpuqtt15TU1Njt18ns5/Thg0fxq5X6a1try+fk91uUzAY0CuvPN+r215/PKc//OE3fbLt9cVzKi09Lq+3Qe+++7c+2/Z6+zmVlHyqDRs+0J/+lJj7iHOf0wrt3r1dmZnZKi8v69Ntr7ee06pVK7Rnz07l5Q2KXT976ND+hNpHtH1O4XBY7777N23Z8om2bt2op5/+laZOvVZVVRUJuY946aVn5XI5FAo1Ky8v/fQk6FyPB3PRs4cBq+2m7/MF1NISUCiU2L19TU2Nev31V3TvvV+QlPjfEra0tGjdurW69dZFsQ+8RLd//z61tDTpqquuNbuUHqmvr1V2dq7ZZXTLkSMHdfJklaZPv9HsUnrk4MEijR9/mdlldMvx48d09OhhzZlzs9mldIvX61VqaqqczuTooZYiPXo7dmzVLbfcZnYpXYr23m3a9LEKCkZo5MhRZpfUqWi969ev06BBgzVx4uVml9SpyABxTqWmumW304uHxELYA9R+QJeWFr9aWxN3QJdgMCCn06W1a1dp8uSrkmYQg9dee1mzZs1Tbm6e2aV0S2VluRoa6pNi4vvm5ib97W9vaOnSu5NuOgZAkj7++H0NHVqgsWPHm11Kl2pra1RWdiJp5l00DEOvvvqCFi5ckhTTWIRCQa1Y8VctWXK37HabHA5nwgYn4yR6aQAAIABJREFUp9Ou1FQGXEFiI+wBbUTfDoYh+Xx+tbQEEnbOPq/Xq7S0VFVUlKu8vEzTpl1vdkmdamz0Kj09QyUlxXK5XAl/zdapU9VqamrUxRePVjgcTvgQZRiGwuGwfL6WpDigO3GiRBUVZZo2bbrZpXTbE0/8j77+9W+bXUaXkqltQ6GQWlqalZ6ekRQHyuFwWC0tzSorO5HwXwQ1Nzfp8OEDuvLKq+X1epWZmWl2SZ0qLS1RRUWFrrnmuoQ+U8Fmk1JSItfiORz207cl/raLgSuxj16AfhY9r95utyk11a28vHRlZ6fK7XaYXdo5MjMz5XA4lZeXr4svHi3DMLRx43q1traaXVpc0UnjHQ6H7Ha7QqGQvN4Gs8vq0KBBkXY9duxTvf/+22aX0yWbzabi4iOxa18SXV7eII0ZM87sMnokGYKeJA0aNFijR19idhndUlZ2Qps3b0iKg+WjRw/po4/eU3p6RkIHvUAgoKamRjmdLhlG5IugRA5627dvltfrVU5OnkaNGiNJCRn0HA67MjIic+NlZKTI4eBaPCQHevaALrTv7QvI50vMa/vC4bD27dutyy+/UhUVZXK53MrPH2x2WR2qrCzXzp3bdOutixJ6NDjDMNTS0qyUlBTV1tYoP3+I2SV1Klqvx5Oa8L2RPl+LvF6vBg9O7DaNSoZr9pqaGtXa6lNeXr7ZpXSpsdGrjIzMhH7/S5Frj/3+VmVkZCgQCMjjScxRkaPtuG/fLvl8Pl19deKOLOzztaikpFjjx1+mI0cOaujQAmVkJF4gjV6L5/G45HQ6En5bBeJJ7CMBIAG07+1zKS8vMpJn2+GUE4HdbtcVV0yRzWZTc3OTfL4WhcNhffrpkYScP27o0ALNn3+7gsGgXn31Bfn9frNListmsyktLV01NTXas2en2eV0yWaz6ZNPPkqKecpOnapWcfERs8votmPHjppdQpdqa2v06aeJ36atra16882VCgaDCbUfjaek5FMVFx+Vw+FM2KAnSe+++zeVl5fpsssmJ2zQq64+qfr6WtlsNp06VS3DMDR27PiEC3opKZF58QYNSld6eoqczsjZPYm+rQLx0LMHnKfoWycyqEtAfn/iDerS2OjVtm2bNHv2zaqurlJWVo7cbrfZZZ2jrq5WOTm52r9/n/Lz8xO696y5uUmffPKR5s69NWE/+KPXGDY01CsrK9vscrrEt+W9I1nasaGhXpmZWTIMI6F7n/fs2an09AyNGTPW7FI65Pe3aufObZo2bXqsXROtTQ3DUEVFmQoKRmjfvl1KS8tIyNOMnU67PB6XPJ4zE8snw/sJ6Epi7RGAJBLt8XO5HMrK8ig/P3Iev9OZOG+rjIxMzZ4dGXr9wIEi1daeUiAQSLhr5XJyItdnuN0uuVxu+Xwtqqk5ZXJV8aWkeDRu3IRYD2oistvtCofDevvtt9TU1Gh2OZ2qqqrQ6tWvm11Gt0Tn9UpUe/bs0Pbtm80uo1OGYeiDD95RbW1NwoWSqJaWZoXDYQ0dWpCwpxi3traqpqZaTqdLKSkehcNhZWfnJFSbRj9rwuGwtm3bpEAgoEmTrkyooGe325SW5j59xk66PB5X7LOdoAeroGcP6EXRb9ZDoXDs+r5EG82zvLxU+/fv1dy5t6qpqTEhR24sLT2ukpJizZgxS6FQUA5H4s29FQgE9OqrL2j58s/K5XJ1/QcmiO7e6+vrYoE60URHY0y007jiKS4+otGjE7eXJxgMyO/3Ky0t3exS4mps9ColJUVOZ2KdAn+2NWtW6fLLr9SIESPNLuUcoVBINptNx48Xq6qqUtdeO8Psks7R3Nyk1NQ0HTxYJK+3IeFGhbXZJLc7ch2e2+1Mmh5x4HwR9oA+Ev0A8fuD8vkip3km0rvNMAy9/PLzuu22JXK73bLbHQk3obHf79fLLz+ne+55IOFqk86cLrl9+2ZNmDApIQ+yGxu9eued1Vqy5K6EPaDx+VpUXHw04SdO9vv9CXkatBQZtt7tTtHgwUPNLqVDmzZ9rJyc3IQc5MYwDG3dulGTJ0+Vy+VOqB6yttaufVPjx0/UqFGJ0zsmRdrP52tRamqaVqz4q+bOvTXhvmByuRzyeFyxOfEkTtPEwJCYezPgNMMw9Jvf/EbLli3TggULVFh45jSqP/7xj1q4cKEWLFigNWvWmFhlfNEPEZfLocxMjwYNylBWlkcpKU4lwueLzWbTXXd9ThkZmTp69LA2bVovKXLgnSjcbrfuuutzcjqd+vjjD1Raetzsktqx2+0yDEMuV+T009bW1oQbDCcjI1NLltylUCiokyerzC4nruj1hYnWdmf705+eNLuEDrW2tioQCJhdRlwtLS2qq6vVtdfOSMig19raGhuIKRGvI/T7W/XGG68qFAppzpybEyro+f2tCoVCKi09rg8+eFeStGzZPQkT9FwuR2y6hOzs1NOfv5ymiYGFnj0ktJUrV+rFF1/U//7v/6q+vl5Lly7V6tWrVVxcrO9///v661//qsbGRt177716+eWXlZOTY3bJnWr7dvP7g2ptDSZMj19kUu6Q/u///qx77vm8wuFIiEmUA5/a2hqlpqbFJjS+/PIrzS7pHO+8s1pjx45PqGtSoiory3XwYJFmzZpndikd8vlaEnq0w0Tl87UoJcWTsAevR48eVl1dTUKOENna2qpXX/0/3X33/Ql39kBlZbm83gaNGzdBFRVlGjq0IGFeY5/PJ4/Ho7feWqkpU65RQcEISYnRU+ZyOZSS4lRKiiv2xWoi1AWYJTGO4oAOvPXWW3r44Yfldrs1ePBgPf/88/J4PPrggw80f/58paSkaNCgQbruuuu0bt06s8vtUttvFN1uZ0L1+EUmPHfqs599SC6XW3v27NCuXdskSa2tPvMKOy03N08ej0d2uy0WCEpKPlUoFDK5sjNuuukWjRo1RidOlKik5FOzy2ln6NACzZo1T/X1dTp5stLscs4RmYLj/xK2d0qS9u7dZXYJcb3//jsJ1+stRXp9SkqKdckl4xIu6Hm9Ddq1a7tSUlISLuiVlh6X3++X0+mS0xm5HnjYsOGmB5ZQKKhgMKDa2hqtWrVCkrRgwR0aPvwi03vKzu7B83hcstvpwQMkwh4S3LFjx3TkyBF94Qtf0J133ql9+/bJ7XarqqpKQ4acGSVt8ODBqqioMLHSnusq+Jkl2pN3zTXX68orr1ZLS4teeeWF05N1R+buM1N2dq7Gjr1UoVBIBw4UKRwOq6mpUcGg+VNfOByRU4ScTqecTlfsOpZEUltbk5CnczqdTt1334MJO9iNpIQMyZI0f/7tCTmYSGNjo8rLS80uo51wOCyfzyeXyy2HIzJ3WiIEPcMw1NBQL0kqKSlWQ0O9Bg3KT4izBJqbmyVJH374noqLP1Vubp7uvPNeSTL1zA8CHtA9hD0ktMgB/QH94Q9/0BNPPKGf/OQnKi4ujhs4EuV0w/MRL/jl5ydG8EtNTdV99z0om82mbds26eDBonYHJmZxOByaP/92uVwu7du3W4cO7ZdhGAnRMzRs2HANH36RKirKtG7dWrPLaWf06Es0adJkFRcfVXl5mdnltGO327Vu3VrV19eZXUpcN9003+wS2jEMQ2+//ZZ8vpaEOrj1+Vq0Y8dW5ebm6frrZ5pdTjv79+/Vjh1b5PF4EuJUcMMwFAwG1NTUqHfeWS3DMDRjxizl5w82ta7W1lb5fC1qbm7Wa6+9JMMwNHv2zRo3brwk8z5vCXhAzyXv0TEs6xe/+IWWLl2qpUuXKi0tTQsXLpTL5VJBQYGmTJmiffv2adiwYTp58mTsb06ePNmupy+ZdRX8zPg8i36wz5w5RxMmTIqN8GgYhurra00PWNdeO0MTJ16u2toavf76K5KUEIN9FBSM0K23LlYgENC77/5NoZD5vY9RdrtddnviHRwl6qimklRY+KLZJZxjwoRJSk1NM7uMdmw2e8J9+bZ9+2ZVVJRp4sTLEyKARvdPW7du0u7dO5WRkally+4xNbAYhqFTpyKfq9u3b9axY58qLS1N9977BdlsNgIekKQYoAUJ7emnn1ZRUZH++7//W3V1dVq+fLn++Mc/yuv16vvf/75eeOEFtbS06K677tILL7ygoUMTd9jxC9X2rRoMhtXaGpDfH1IoZM5pldGpJTZs+EAFBRdp5MhRqq6u0tChBabUExUMBuR0uvTGG6/qhhtmKy8v39R6pEgPdUnJpxozZpxOnTqp3NxBCXMwvHXrJg0bNkwjRlxsdikxJ09Wye12KTs7MUb0iyotPZ4wp0uGw2EVFx/RmDHjEuaA1+dr0UcfrdPcubfGTpE0W3V1lQYNGqyKijJlZ+ckxBcJhmHolVee1+23L5PbnSKHw2Hqa+j1emUYYXk8qVq1aoWWLr3b1CAV+aIzMsiK2800CcCFIuwhoQUCAf30pz/V+vXrFQqF9Hd/93e6++67JUWmXnjllVcUDAb1ta99TcuWLTO52v7VdgL36KiegYB5g5XU1dVq69aNuvnmhSorO6Hs7BxTJ2z3er3KyMjQp58ekddbrylTrjGtlrb+9rc3dN11NygnJzchDl6qqiqUmZmtlJSUhAmg+/btVkZGhi6+eIzZpbTT1NRo6jbdVlNTo7Zt26wbb7wpIbajcDh8erLvY7r44tFmlyPDMGQYht58s1Bz596aEK9bRUWZPv30sGbMmC2vt0GZmVmm1RIKhXTs2Ke65JJx2rNnh1wutyZMmGRaPQ6HXW63UykpTjmdZ/ZDibBtA8mOsAdYQNu3cTT4+f0h005l3Lp1k0aOHKWsrGwdPXpQkyaZd21Mc3OzfL4W5eTkat26tZo1a15CDAKyefMGpadnaNKkyWaXIikybcT48Zdp5MhRZpcS4/e3yu1OMbuMmGeeeVIPPfQVs8tQMBiQzWZPmN4zv79VhYUvafnye2OjR5qprq5W77//tpYsuSshwsKmTR9r7NhLlZGRKa+3Qfn55l1yEBkwx6ahQ4fpvffWaM6cW0wboCY6RYLb7ZTDYY99gQmgdxH2AIs593TPSPgz43RPr7dBR48e1pQpV2vPnp0aNmy4aQMPtD2V8vDhA/J4UnXRReaduuj3+xUOhxQKhXT06GFNnjzVtFokqbm5SR5Pqpqbm5SWlm56L19p6XHt3r1dCxcuMbWORLR//16dOlWtmTPnmF1KrIcqEXo9y8tL5ff7dfHFo+X1NigrK9u0WpqaGrV37y5dd90NKi09rtzcQUpLM+faymAwoI0bP9YNN8zW8ePHZLPZTPlSh9MzAXMkxjk7AHpN2wFeXC6H0tPdystLV15eutLTU+Ry9V9vQGZmlqZMuVqSlJ6erpSUFDU01OuDD97ptxqiHA6HxowZd7qWTHk8qQoEAtqyZaMpPaBut1seT6rC4bBcLrekSI+EWaIBb+PG9SorO2FaHVHDh1+k+fMXmV1GOzt2bDG7BEnSxImXa/p08wcZCQT8Wr36dQUCAVODXkNDvUKhkOx2e2zfZ1bQKy4+ooqKMnk8HmVmZskwDI0YMdKUoHfwYJEOHNgnh8Op3NxchcMhXXzx6H4Neg6HXWlpbuXkpGnQoHRlZnrkdjvbfU4B6FuEPcDioh+mDoddqakuZWenKj8/MqpZaqq73fURfWnMmHHKzMxSSopH48ZNkCStW7dWpaXHTw8/3n8jVRYURHoYg8GgPB6PbDabDh8+oNramn6rISozM0sTJ05SKBTUO++8Jb/fb+pIovPmLdBFF12sY8eOqrHRa1odNpstds2V399qWh1tNTU1mV2CPvzwXVVVVcrhMG9KllAopP3798rpdOmuuz5n2mnR0ffJxo0fxQaHMuN6wWAwoO3bt8gwDNntjtOn2Dp12WVX9FuYie5Dg8GAXnrpOYVCQQ0ePFTDhhXIZrNp0qQr+2Wbsdtt8njOzBubl5eutDS3XC4HAQ8wCadxAgNU9K1vs9kUDhuxAV78/qDC4f7ZLTQ2euV2p5yeY+ot3XXX/aqvr1NaWlqst6u/7N+/V8OGDZfb7dbRo4d1xRVT+nX90plBd9atW6tRoy7RmDFj+72GqJ07t+mii0Zq0CBz5/sqLy+LHbBCqqqqVF5enqnXxkVPC7z++pmmXe/l87WosPAl3X33/bEevf5WXl6qYDCoiy66WFu3btTUqdP6tT3C4bBqa2s0aFC+Nm36WCkpKZoy5RrV1tb02wBQNpvkcjnldjvaXXsXuY/3LJAICHsAJLUPf6FQODbISyAQVH/sJUKhoBwOpzZs+FAFBSM0cuQoHTlyUOPHX9b3K2+joaFeJ06UaNKkydq3b7dGjhzV76Pmtba2ym63q66uRiUlx3TNNdf16/rb2rTpYw0dOkyjRl1iWg0lJZ/K40nTkCHmTq3y0kvP6u67P2/KuoPBgPbu3aUrr7zatIPo5uZmrVu3VgsX3mHaNZ2lpSWqra3VFVdMiV1f2p/C4bC2b9+sqVOnqbKyXKFQqN+vf6usLJfL5VZGRqbeeONVLVt2jwwjfLpXse+3DZfLIZcrEu4YORNIfOadBwIgobT9oHY47PJ4XPJ4Ir0H7cNf30zvED3FaMaMWZIiAxxEJvi9TIcO7VdmZpaGDRveJ+tuKysrOzZCZigUksPhVG1tjaqqKvptaPKUlMgIlOnpGRo2LDJv4aFD+3XJJeP6/fS98eMvk8eTKp/PJ5fLZcoIkKFQWOGwedOKRM2ZM9+0dUe/dDHrgLqlpVmpqam65prrTAl6xcVHNWxYgTIzs2O9mv0Z9E6erJTX26BLLrlUDodTwWBQw4df1G/r9/latGvXdl133Q2qq6tVWlq68vIGafny+04/ou9ek8i0CJFw1/aab8IdkBy4Zg9AXG2vr3A6HUpNdZ91vZ+rT6/3S0/P0IwZsyVJKSkeud1utba2auXKl2QYhgKBQJ9f2zZ58lSlpaXJMIxYyNm6daOamhr7dL1RaWnpGjFipILB4OlBU2yqr69TIODvl/VLUk5Orjwej3bt2qaioj39tt62xowZqyFDhqmystyU9Ue53f17anFUXV2tbDZp6lRz5opsaKjXm2+ulCQNHVrQb+s1DOP0Fz5STU21mpqalJWV3a81fPLJR/L7W2Wz2SVFws3UqdfEvpDpK9H3+ObNG/Tpp4flcrmVmpoqwzA0YcKkPu1NdDjOve4uOrgX190ByYfTOAH0WNtTPiMDA4RivX59ObF7KBRSbe0p5ecP0ebNG+RyuTR16jQdP35Mw4df1C+9Tvv27dall05UdXWVTp6s1JVXXt3n62xry5ZPlJ2dq3HjxisQ8PfbPHTRSapPnqxSU5NXl1xyab+sN8rr9Wr9+ve0YMEdph1oPvfcH3X//Q/3+3p37tym1NTUfj+lub6+VmVlpbrssisUDof7rUcv+mVOMBjU22+/qTvu+Ey/vubl5WWqqqrQlClX68CBfRo1aow8ntQ+X29lZYWys7PV0tISu4a5rq5WqampSknx9Nl6nU577NRMl8spu93GdXeAhRD2APSKtruSyGmfZ8JfX+1mwuGwDCOsNWtWacGCO1ReXqpAwK/Ro/t+YBOv16umJq+GDRuutWtXacaM2crIyOzz9UadPFmpDRs+1JIld/XrZMQnT1aqublJo0Zdcvo01/49rdPvb5XD4UyYCcX7ms/X0i9Boy3DMBQOh9XS0qzjx4/pssuu6Lf12mw27dixVcFgUNOmXd8v641au/ZNTZ8eOY28sdGrgoK+P228vr5WJ04c1+WXX6mNG9dr9OixGjJk6OmRPfsmXJ8Jdo5Ybx3hDrAuwh6APhFvwJdo+Our0T4rKysUDPo1fPhIvfHGq7rlltuUmtq381sZhqHy8lIVFIzQ4cMHVVtbreuu65850KJzixUWvqh58xYoOzunX9YrRSY937NnhxYsuKPf1ilJ7723RqNHjzVlpNJNmz7Wddfd0G/ri4w4+aLuvvvz/Rpu9+/fq5qaat1wQ/9N2m4YhgoLX9TNNy9UenpGv42weeJEiY4cOag5c25RZWW5Bg3K75eRTteufVPXXHO9UlJSdOJESZ9dDxwdLTMa7BhQBRh4uGYPQJ9oe12Hw2FXSopT6ekpGjQoQxkZTnk8DgWDPr333mpJ0vr178cmrX7mmSfV1NSo0tLjKix8UVJkTr69e3dJkp5++lfy+/0qLj6iVasKJUlr165SfX2tRoy4WL/97eOaPv1GlZQc09q1qyRJq1YVqrj4iPx+v55++leSpL17d2ndurWSpMLCF1VaelxNTY165pknJUUm0V6//n1JkZEYq6oqVVdXq+ee+6OkyMH/5s0bNHz4RXr++f9VTk6uhgwp0EsvPdtrz+ngwSJJ0hNP/I+kyETJ0ee0evXrOnbsqObMuUUvvviXXntOmzZ9LCly2mJdXa2qqirPeU7Dh1+ksrLSXn9OXb1OdXW1crvdffKc+up1Ot9tb+vWTbr77s/r1Vdf6NfnNG7cBHm93j55Th29TjabTYMHD9X+/XvlcDj0/PP/2y+vU0NDfWz+xC1bNurEiZJe30fEe52qq6uUlZWtHTu2qqWludeek91uU21tlerqqpSXl678/ExlZXnk8bi45g4YoOjZA2CKc6/7CysQCCkY7NvePwCwApvNJpfLLqcz2mvn4Ho7AOcg7AFIGGdP9B4NfsFgWMEgARDAwGSzSU5n5DTMaLhrO4F55DGEOwDnIuwBSGjtA2A4Fv6ivYDswQBYTdtQ53JFeuzaItgB6C7CHoCkcvY32aHQmeAX7QFkrwYgWTgc9tjgKdEeO0bIBNBbCHsAkl68AHgm/IUVCoUUCrGrA2Aeu90mh8Me67VzOu0EOwB9jrAHwJLODoCGYcR6ASNhMPKPXSCA3hYNcpFTMe1yONoPniIR7AD0D8IegAHl7IOtcPhM8Iv2BoZCYRMrBJAs7HZbrKcuejqm3W6jtw5AwiDsAYDOnQoiFIqMBhoKhWP/gkFCIDAQORyRUzCj/6KnYbYNdRLBDkDiIewBQAfiHcSFw2eCX9v/mRYCSG42my12+mXkny02dx2hDkCyIuwBwHmId01gdG7AaACM/mMvCySOM71z7f+PBjhOvwRgJYQ9AOhF8XsDjXbhL9oTSI8g0PtsNlvstEu73d7uFEx66QAMNIQ9AOgnZ+9u2/YIRgaKMWKniRIGgfiiYe7sINc2zEnxv3gBgIGGsAcACSLewWn7MNg+BBIGYUV2u+30P8IcAFwowh6Ac3z/+9/Xzp07Y78fPHhQjz/+uBYuXKibb75ZGRkZsft+97vfqaCgwIwyB5yODm6jgTAa/sLh6P+RUUWjvwNmOhPiIkEu+nM0xNntdtlsIswBQC8i7AHo1Msvv6y33npLv//971VXV6fPfvazWr16tdlloQPxThVte19HobDtPz4W0F3RcHa+IS6yDIIcAPQVp9kFAEhctbW1+uUvf6kXXnhBNptNu3fvlmEYuu+++9Ta2qovf/nLuu2228wuE210duDcduCKrkKhYUT/PzcInv1z9H8kt2hoaxveIj+3DXRnTqVsG+Ck7oc4wh0A9B/CHoAOPfPMM1q0aJFGjBghSfL7/Zo1a5a+853vqLq6Wvfff7/Gjx+vsWPHmlwpeqqrUBi5u+MD+XjLOTscRkNj25+jj+nsZ/RMNHS1DWDtfz73tvZhznbO9hDv9e4qpBHiACDxcBongLjC4bBmz56tl19+WcOGDYv7mB/96EcaOXKkHnzwwX6uDsmiq4+YeAHhTOg7EwTbBsa2y237uPZ/2/ljztweW2uc27qn/VOwtbst+vyi4bknt5/9c0fB7Wzn0+YAAGuiZw+AJOkXv/iF3n33XUnSI488opycHI0ePbpd0HvvvfeUn5+vyZMnx25zOtmNoGPnEyzi9Sye7Xy/pzQj6FzId6rn234AAEj07AHowB/+8Ac1NDToH//xH2O3Pfvss/roo4/0xBNPqKamRvfcc4/+8pe/xE7zBAAAQOLgK3kAcR0/flwTJkxod9t9992nAwcOaPHixQqHw/rOd75D0AMAAEhQ9OwBAAAAgAXZzS4AAAAAAND7CHsAAAAAYEGEPQAAAACwIMIeAADdNGHCBE2dOlWPP/54l4/9whe+oMmTJ+uzn/1sP1QGAMC5CHsAgAFj3rx5uvLKK3XVVVdp5syZevTRR9XU1HTO4x544AFde+218vv959y3cuXKdlOS7Ny5UwsXLtTtt9+u3bt3x27/85//rH//93/vmycCAEA3EPYAAAPK7373O23fvl2FhYXat2+fnnrqqXb3nzhxQlu2bJHNZtM777zT5fIef/xxPfnkk/rtb3/brR4/AAD6C2EPADAgDR48WDfeeKOKiora3V5YWKgpU6bozjvvVGFhYZfLCYVCCoVCCgaDCgaDfVUuAAA9xqTqAIABqaKiQh9++KGuv/76drevXLlSDz30kKZMmaJ7771X1dXVys/P73A5jzzyiL7yla/IbrfrP//zP/u6bAAAuo2wBwAYUL7xjW9IkpqbmzV9+nQ98sgjsfu2bNmisrIy3XbbbcrLy9PIkSP1xhtv6KGHHupweddee63Wrl3b12UDANBjnMYJABhQfvOb32j79u36y1/+oqNHj6q2tjZ2X2FhoWbOnKm8vDxJ0uLFi7VixQqzSgUA4ILQswcAGJCuu+46LV++XP/1X/+lJ554Qj6fT2+99ZbC4bBmzpwpSfL7/WpoaND+/fs1ceJEkysGAKBnCHsAgAHrwQcf1Lx581RUVKQjR47I4XDo9ddfl8vlij3mW9/6lgoLC/Xoo4+aWCkAAD3HaZwAgAErLy9PS5cu1RNPPKEVK1Zo+fLlGj58uAYPHhz7d//99+v1119npE0AQNKxGYZhmF0EAADJYPLkyXK73XrggQf0rW99q9PHfvGLX9SOHTt05ZVX6k9/+lM/VQgAwBmEPQAAAACwIE7jBAAAAAALIuwBAAAAgAUR9gAAAADAggh7AAAAAGAcJ7+NAAASjklEQVRBhD0AAAAAsCDCHgAAAABYEGEPAAAAACyIsAcAAAAAFkTYAwAAAAALIuwBAAAAgAUR9gAAAADAggh7AAAAAGBBhD0AAAAAsCDCHgAAAABYEGEPAAAAACyIsAcAAAAAFkTYAwAAAAALIuwBAAAAgAUR9gAAAADAggh7AAAAAGBBhD0AAAAAsCDCHgAAAABYEGEPAAAAACyIsAcAAAAAFkTYAwAAAAALIuwBAAAAgAUR9gAAAADAggh7AAAAAGBBhD0AAAAAsCDCHgAAAABYEGEPAAAAACyIsAcAAAAAFkTYAwAAAAALIuwBAAAAgAUR9gAAAADAggh7AAAAAGBBhD0AAAAAsCDCHgAAAABYEGEPAAAAACyIsAcAAAAAFkTYAwAAAAALIuwBAAAAgAUR9gAAAADAggh7AAAAAGBBhD0AAAAAsCDCHgAAAABYEGEPAAAAACyIsAcAAAAAFkTYAwAAAAALIuwBAAAAgAUR9gAAAADAggh7AAAAAGBBhD0AAAAAsCDCHgAAAABYEGEPAAAAACyIsAcAAAAAFkTYAwAAAAALIuwBAAAAgAUR9gAAAADAggh7AAAAAGBBhD0AAAAAsCDCHgAAAABYEGEPAAAAACyIsAcAAAAAFkTYAwAAAAALIuwBAAAAgAUR9gAAAADAggh7AAAAAGBBhD0AAAAAsCDCHgAAAABYEGEPAAAAACyIsAcAAAAAFkTYAwAAAAALIuwBAAAAgAUR9gAAAADAggh7AAAAAGBBhD0AAAAAsCDCHgAAAABYEGEPAAAAACyIsAcAAAAAFkTYAwAAAAALIuwBAAAAgAUR9gAAAADAggh7AAAAAGBBhD0AAAAAsCDCHgAAAABYEGEPAAAAACyIsAcAAAAAFkTYAwAAAAALIuwBAAAAgAUR9gAAAADAggh7AAAAAGBBhD0AAAAAsCDCHgAAAABYEGEPAAAAACyIsAcAAAAAFkTYAwAAAAALIuwBAAAAgAUR9gAAAADAggh7AAAAAGBBhD0AAAAAsCDCHgAAAABYEGEPAAAAACyIsAcAAAAAFkTYG4BqamrMLgEAAABAH7MZhmGYXQT634033qjS0hOx3202m6T26T962+n/2t0mSbZ4t7V97OlH2OPcpg6WaT/37tgyu1pP+78597H2uH8ff5n2eM897nq6qDNOTfYOnnu82+xxboutp4Pa475ubZZv76zODmqP2x6dtFG7OjtapuIt89wH2uP8fdz26Kjd464n3jYXpz3jPK59Heeux95u5d1/v3S2zbVrj3htHOe29nW0Lenc7Tjee6PdMuMUHG877lF7xHmvd3f/09V7Pe77v91fdb6euG18Hu/1uO+h9ivvdJnx9p1dtkecxcfd3uPse9re3tF+6sxbtHvt3lHt9jjtGu/9Eu+1aLuuuO3eUe1xtu147/94P3bYHp1sC+fz2dhhe8TZjuNvk3GW2W6R8fYVndfefn8cZzltl9/F/raDP4pX/LkPbP/mibOceOuJ8/cdbPtxd0qdrbujZXa3zo6WefbjOlpPvD/vqD3itWenj+tgXfFq7+xx7izp8ofjVYx+5DS7AJjjxIkTKik5Fvv9fMJeZ0Gk3TK7ecDS9rE9OZCIdxDV3bDXUWDqNOzFeVyHdcapKe5Bcge1x/1g7eSApd0y49Te5TI7qL27YS/+QXIHbdzZwWtHbXzW4zpaT4+2425uc93djrs8SO5qOz6fbS5u2Ov8fRnv9W23zC5qP5+wd8HbcSf7qQ5rj7ZHV6HhPLbjeNtmh8vs5n7qgre5bm7H5/ul1Hltc51sxx29L21nPa6jx3Z3P9VR7Z3tD9s+tidhr7ufjUY3X9/2t/dgO277S9w/0uk6On9cu7tt8W6M83e2OLd1UUeX4STeMi90PfEe29V6+iLs9WXt7W7vQe2d1dST2mE6TuMEAAAAAAsi7AEAAACABRH2AAAAAMCCCHsAAAAAYEGEPQAAAACwIMIeAAAAAFgQYQ8AAAAALIiwBwAAAAAWRNgDAAAAAAsi7AEAAACABRH2AAAAAMCCCHsAAAAAYEGEPQAAAACwIMIeAAAAAFgQYQ8AAAAALIiwBwAAAAAWRNgDAAAAAAsi7AEAAACABRH2AAAAAMCCCHsAAAAAYEGEPQAAAACwIMIeAAAAAFgQYQ8AAAAALIiwBwAAAAAWRNgDAAAAAAsi7AEAAACABRH2AAAAAMCCCHsAAAAAYEGEPQAAAACwIKfZBcAcF110kWy2M7/bTv/SNv1Hb4v3OEmyxbut7WNPP8Ie5zZ1sEz7uXfHltnVetr/zbmPtcf9+/jLtMd77nHX00WdcWqyd/Dc491mj3NbbD0d1B73dWuzfHtndXZQe9z26KSN2tXZ0TIVb5nnPtAe5+/jtkdH7R53PfG2uTjtGedx7es4dz32divv/vuls22uXXvEa+M4t7Wvo21J527H8d4b7ZYZp+B423GP2iPOe727+5+u3utx3//t/qrz9cRt4/N4r8d9D7VfeafLjLfv7LI94iw+7vYeZ9/T9vaO9lNn3qLda/eOarfHadd475d4r0XbdcVt945qj7Ntx3v/x/uxw/boZFs4n8/GDtsjznYcf5uMs8x2i+x57XE3sA62n9gDOnge3V6mLc4D2795urmeOH/fUe3xdkqdrbujZXa3zo6WefbjOlpPvD/vqD3itWenj+tgXfFq7+xx7qx41aKf2QzDMMwuAv2noaFBbrdbHo/H7FIAAABgYT6fT36/X1lZBD+zcBrnANPQ0KDZs2ervLzc7FIsoby8XPPmzaM9ewFt2btoz95Fe/Ye2rJ30Z69i/bsPeXl5Zo9e7YaGhrMLmVAI+wNQPX19QqFQmaXYQmhUEilpaW0Zy+gLXsX7dm7aM/eQ1v2Ltqzd9GevScUCqm+vt7sMgY8wh4AAAAAWBBhDwAAAAAsiLAHAAAAABbk+Ld/+7d/M7sI9K+UlBRdf/31SklJMbsUS6A9ew9t2btoz95Fe/Ye2rJ30Z69i/bsPbSl+Zh6AQAAAAAsiNM4AQAAAMCCCHsAAAAAYEGEPYt5/fXXdfvtt+vWW2/Vc889d879RUVFWr58uRYsWKB//dd/VTAYlCSVlZXp/vvv18KFC/W1r31NTU1N/V16wumqLd9++20tXbpUS5Ys0de//vXYXDIrVqzQjTfeqKVLl2rp0qV6/PHH+7v0hNRVe/7617/W3LlzY+0WfUxH2+xA11l7FhUVxdpx6dKlmjVrlhYvXiyJ7bMjjY2NWrx4sU6cOHHOfew3e66z9mTf2XOdtSf7zp7pqC3Zb/bcr3/9ay1atEiLFi3ST37yk3PuZ9+ZIAxYRkVFhTF37lyjtrbWaGpqMu644w7j0KFD7R6zaNEiY/v27YZhGMZ3v/td47nnnjMMwzC+/OUvG2+88YZhGIbx61//2vjJT37Sv8UnmK7a0uv1GjNnzjQqKioMwzCMn//858YPf/hDwzAM47HHHjNef/11U+pOVN3ZNr/yla8Y27ZtO+dvO9pmB7LutGdUc3OzsWjRImPz5s2GYbB9xrNjxw5j8eLFxuWXX24cP378nPvZb/ZMZ+3JvrPnuto+2Xd2X1dtGcV+s2vr16837r33XqO1tdXw+/3GF77wBWPNmjXtHsO+MzHQs2chH3/8saZPn66cnBylpaVpwYIFWr16dez+0tJS+Xw+TZ06VZK0fPlyrV69WoFAQJs3b9aCBQva3T6QddWWgUBAP/jBDzR06FBJ0oQJE1ReXi5J2r17t1asWKE77rhD3/nOd2LfWg9kXbWnJO3Zs0dPPvmk7rjjDj322GNqbW3tcJsd6LrTnlFPPvmkrr32Wk2bNk0S22c8L774on7wgx9oyJAh59zHfrPnOmtP9p0911l7Suw7e6Krtoxiv9m1wYMH69FHH5Xb7ZbL5dLYsWNVVlYWu599Z+Ig7FlIVVWVBg8eHPt9yJAhqqys7PD+wYMHq7KyUrW1tcrIyJDT6Wx3+0DWVVvm5uZq/vz5kiSfz6ennnpKt9xyi6RI+33961/Xa6+9poKCAj322GP9W3wC6qo9m5qadNlll+mf//mftWLFCjU0NOiJJ57ocJsd6Lpqzyiv16sXX3xRf//3fx+7je3zXD/+8Y9jB3VnY7/Zc521J/vOnuusPdl39kxnbRnFfrN7Lr300liQKy4u1ltvvaU5c+bE7mffmTicZheA3hMOh2Wz2WK/G4bR7veO7j/7cZLO+X2g6aoto7xer77xjW9o4sSJuvPOOyVJv/nNb2L3f+lLX4od2AxkXbVnenq6nn766djvDz/8sL73ve9p9uzZ3XodBprubp+vvfaabrnlFg0aNCh2G9tnz7Df7BvsO3sH+87ex36zZw4dOqSvfOUr+pd/+ReNHj06djv7zsRBz56FDBs2TCdPnoz9fvLkyXanKpx9f3V1tYYMGaK8vDx5vV6FQqG4fzcQddWWUuRbq8997nOaMGGCfvzjH0uKHMA888wzsccYhiGHw9EvNSeyrtqzrKxML7/8cux3wzDkdDo73GYHuu5sn1JkIIzbb7899jvbZ8+x3+x97Dt7D/vO3sd+s/u2bt2qhx56SP/0T/8U+9Imin1n4iDsWcgNN9ygDRs2qKamRi0tLVqzZo1mz54du3/EiBFKSUnR1q1bJUkrV67U7Nmz5XK5NG3aNL355puSpMLCwnZ/NxB11ZahUEhf/epXddttt+lf//VfY99KpaWl6fe//7127twpSXr22Wf5BlBdt6fH49FPf/pTHT9+XIZh6LnnntP8+fM73GYHuq7aU4ockOzdu1dXXXVV7Da2z55jv9m72Hf2LvadvYv9ZveVl5frG9/4hn72s59p0aJF59zPvjOB9OdoMOh7r732mrFo0SLj1ltvNZ566inDMAzjS1/6krFr1y7DMAyjqKjI+MxnPmMsWLDA+Pa3v220trYahmEYJ06cMD7/+c8bt912m/Hwww8bdXV1pj2HRNFZW65Zs8aYMGGCsWTJkti/733ve4ZhGMbmzZuNZcuWGQsXLjS++tWvGg0NDWY+jYTR1ba5evXq2P2PPvpobNvsaJsd6Lpqz+rqauOGG2445+/YPjs2d+7c2Ah97DcvXLz2ZN95/jraPtl39lxHbcl+s/t++MMfGlOnTm33Xn7++efZdyYgm2EYhtmBEwAAAADQuziNEwAAAAAsiLAHAAAAABZE2AMAAAAACyLsAQAAAIAFEfYAAAAAwIIIewAAnOWxxx7Tr371q04fM2/ePO3evfuc23fv3q1HHnlEUmQuqsWLF2vp0qXavn27Hn74YdXU1PRJzQAAnM1pdgEAAFjJ5MmT9ctf/lKStHHjRuXn5+uZZ56RJK1fv97EygAAAw09ewAAy9q4caOWLFmi++67T3fccYfefvtt3X333Vq2bJnuu+8+bd++XZLU2Niof/iHf9CCBQv0wAMP6OjRo7FlPP/881qyZIk+85nP6HOf+5wOHz4cu++vf/2rli9frptuukmPP/54bJ2LFy/WJ598op///OfavXu3HnjgAX33u9+VJD344IMqLy/vx1YAAAxU9OwBACzt0KFDevvttxUIBPTNb35Tf/7zn5Wbm6tDhw7pi1/8otasWaNf/vKX8ng8Wr16tWpra3XnnXfqmmuuUSgU0n/8x3/o3Xff1ZAhQ1RYWKitW7dq3LhxkqSUlBS9+uqrOnnypObNm6f77rsvtt7p06frkUce0d/+9jc9+eSTkqRXX31Vf/rTn5SXl2dKWwAABhbCHgDA0goKCjRixAg999xzqqqq0kMPPRS7z2azqaSkRBs2bND3vvc92Ww25eXlaf78+ZIkh8OhhQsX6r777tNNN92kG2+8UXPmzIn9/eLFiyVJgwcPVn5+vk6dOtWvzw0AgM4Q9gAAlpaWliZJCofDmjFjhn7+85/H7isvL9eQIUMkSYZhxG53OByxn3/2s5/p4MGD+vjjj/XUU09p5cqV+sUvfiFJcjrPfIzabLZ2ywAAwGxcswcAGBBmzJih9evX68iRI5Kk999/X0uWLJHP59OsWbP08ssvKxwOq76+Xu+8844kqaamRnPmzFFOTo4eeughfetb34o7Amd3ORwOBYPBXnk+AAB0hZ49AMCAMG7cOD322GP69re/LcMw5HQ69dvf/lbp6en65je/qR/84Ae67bbblJeXp/Hjx0uS8vLy9LWvfU0PPfSQPB6PHA6HfvSjH513DQsXLtQDDzygX/3qV7F1AADQV2wG55wAAAAAgOVwGicAAAAAWBBhDwAAAAAsiLAHAAAAABZE2AMAAAAACyLsAQAAAIAFEfYAAAAAwIIIewAAAABgQYQ9AAAAALCg/w8nGOOe4GhcfAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1080x1080 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15, 15))\n",
"ax = plt.axes(projection='mollweide')\n",
"\n",
"plt.scatter(np.radians(df.ra-180), np.radians(df.dec), \n",
" marker = '.', c = df.redshift,\n",
" cmap=plt.cm.copper, \n",
" vmin = 0, vmax = 2.0, \n",
" linewidths = 0., zorder = 10)\n",
"plt.colorbar(orientation = 'horizontal', shrink = 0.8, label='redshift')\n",
"plt.grid(linestyle='dotted', color='grey')\n",
"\n",
"tick_labels = np.array([150, 120, 90, 60, 30, 0, 330, 300, 270, 240, 210])\n",
"tick_labels_y = np.array([-75, -60, -45, -30, -15, 0, 15, 30, 45, 60, 75])\n",
"ax.set_xticklabels(tick_labels)\n",
"ax.set_yticklabels(tick_labels_y)\n",
"\n",
"ax.set_xlabel(r'$\\mathrm{RA[\\degree]}$')\n",
"ax.xaxis.label.set_fontsize(12)\n",
"ax.set_ylabel(r'$\\mathrm{Dec[\\degree]}$')\n",
"ax.yaxis.label.set_fontsize(12)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**En coordenadas polares**:"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"cell_style": "center"
},
"outputs": [],
"source": [
"gb_class = df.groupby('class')\n",
"# Split DataFrame grouped by classes\n",
"splitted_df = [gb_class.get_group(x) for x in gb_class.groups]"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"cell_style": "center",
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(10,10))\n",
"ax = fig.add_subplot(111, polar=True)\n",
"ax.scatter(splitted_df[2].ra, \n",
" splitted_df[2].dec,\n",
" s=10, c='y',\n",
" alpha=0.5,\n",
" label = splitted_df[2]['class'].unique()[0])\n",
"\n",
"ax.scatter(splitted_df[0].ra, \n",
" splitted_df[0].dec,\n",
" marker='o', s=10, c='r',\n",
" alpha = 0.5,\n",
" label = splitted_df[0]['class'].unique()[0])\n",
"\n",
"ax.scatter(splitted_df[1].ra, \n",
" splitted_df[1].dec,\n",
" marker='o', s=10, c='b',\n",
" alpha=0.5,\n",
" label = splitted_df[1]['class'].unique()[0])\n",
"ax.legend()\n",
"plt.title('Polar scatter plot (Right Ascension [deg] vs Declination [deg])')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"______________"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"class\n",
"GALAXY 4998\n",
"QSO 850\n",
"STAR 4152\n",
"dtype: int64"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.groupby('class').size()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A continuación, se ofrecen las funciones de **densidad de probabilidad** de cada clase en redshift y en distancia [Mpc]. "
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"astrObjs = df['class'].unique()\n",
"featurecols = ['redshift']\n",
"plt.figure(figsize=(15,5))\n",
"sns.set_style(\"ticks\")\n",
"for i in range(len(astrObjs)):\n",
" plt.subplot(1, 3, i+1)\n",
" for j in range(len(featurecols)):\n",
" sns.distplot(df[df['class']==astrObjs[i]][featurecols[j]], \n",
" hist = False, kde = True, \n",
" kde_kws = {'shade': True, 'linewidth': 1}, \n",
" label = featurecols[j])\n",
" plt.legend()\n",
" plt.xlabel(astrObjs[i])\n",
" plt.ylabel('Density')\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"De acuerdo con los parámetros cosmológicos derivados de **Nine-Year Wilkinson Microwave Anisotropy Probe (WMAP) Observations**, publicación que podéis consultar [aquí](https://arxiv.org/pdf/1212.5226.pdf), se puede derivar la distancia de luminosidad de cada objeto haciendo uso de la librería `astropy`:"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"from astropy.cosmology import WMAP9 as cosmo"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(8,8))\n",
"ax = fig.add_subplot(111, polar=True)\n",
"ax.scatter(splitted_df[2].ra, \n",
" np.log(cosmo.luminosity_distance(splitted_df[2].redshift).value), \n",
" s=10, c='y',\n",
" alpha=0.5,\n",
" label = splitted_df[2]['class'].unique()[0])\n",
"\n",
"ax.scatter(splitted_df[0].ra, \n",
" np.log(cosmo.luminosity_distance(splitted_df[0].redshift).value), \n",
" marker='o', s=10, c='r',\n",
" alpha = 0.5,\n",
" label = splitted_df[0]['class'].unique()[0])\n",
"\n",
"ax.scatter(splitted_df[1].ra, \n",
" np.log(cosmo.luminosity_distance(splitted_df[1].redshift).value), \n",
" marker='o', s=10, c='b',\n",
" alpha=0.5,\n",
" label = splitted_df[1]['class'].unique()[0])\n",
"ax.legend()\n",
"plt.title('Polar scatter plot (Right Ascension [deg] vs log (Luminosity Distance [Mpc]))')\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"latex_envs": {
"LaTeX_envs_menu_present": true,
"autoclose": false,
"autocomplete": true,
"bibliofile": "biblio.bib",
"cite_by": "apalike",
"current_citInitial": 1,
"eqLabelWithNumbers": true,
"eqNumInitial": 1,
"hotkeys": {
"equation": "Ctrl-E",
"itemize": "Ctrl-I"
},
"labels_anchors": false,
"latex_user_defs": false,
"report_style_numbering": false,
"user_envs_cfg": false
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": true,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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