"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"has Porch\", s=15, data=df);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Neighborhoods\n",
"\n",
"The instructors' notes say:\n",
"\n",
"> For instructors who cover nominal variables in their class, I would suggest incorporating the neighborhood variable into their models by converting it to a set of dummy (indicator) variables. I have found that the coefficients for the continuous variables tend to have values with more realistic interpretations when used in conjunction with the neighborhood variable.\n",
"\n",
"Indeed, plotting the price distributions by neighborhood reveals significant differences in the price level."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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u7u7YsmULnJ2dUVVVVWvfiKjxGAKJyGT9+OOPmDt3rvDaysoKr7766gM/Z+HChY2aSqd0/3IUc+bMqTNs1Wf79u3ChWlISAj+85//PLD9gAED4O/vD+DeM47nz59X2696sapN8Y3GsrCwQFhYWJ3f5xYtWiAsLEx4ffr0aWRmZtZopzql8+DBg3WO1FZVVSE+Pr7Wz9M1Pz8/IcBWVVUhOjpaq+McOHAAt2/fBgC8+uqrtY7EqOrcuTNGjBgB4N605uPHj2t1XtWw/Prrrz/wvfbMM8+gf//+DT7H2LFjH/g85vDhw4WiH1lZWRotudGxY0dMmjSpzv3Ozs4IDQ0VXu/fv7/GzZErV66ohZMlS5Y8MJi9++67QrAsLS3FN998U28/g4ODNSrapEoX36/Dhw8Lz8M6OTnVOsVaycrKSm0EOzk5ucbvn0KhUHt2OSQk5IE3ip555hm1ELt79+5a+6i8eeHi4vLA9TYdHR0xa9asOvcTUeMxBBKRUfv111/x/vvvq/1577338NxzzyE0NFS4kAbuVfR80IVKt27d0LlzZ530KzU1VTi3nZ2dRgUW6qJaIGHYsGEafc6AAQOEj1VH/oB7F1hKtV2MNTUfH596g2y3bt3UqoMmJyfXaOPt7S1Ua83LyxOmsN3vp59+QmFhIYB7o0L3Ty3VNdXRwEOHDgkjaw2RmJgofKwc8azPg37mmigtLVW7YaDJc5aatLnf888//8D9EolEmNqrUCg0Gk3VpFrkSy+9JIwq3bhxo0awOXnypPBxjx496qxOq2Rra6v2s6ntPXo/baYh6+L7pfq1vfjii/VWIPb29kbXrl2F1/d/bVeuXBGmuYvFYgwfPvzBXwTUb76cOnWqxn7VcwQGBtY7BT0wMLDBszOISHN8JpCIjNq5c+dw7ty5B7axs7PDokWLMHr06Ae28/T01Fm/lM+fAfcWE6/voqsut27dEkKEpaWl2lTPB7l8+bLwsfL5P6UXXngBBw4cAHDvOciMjAyMHDkS/v7+Oq0AWhfVxdXra6cMJX/++WetbcaMGYOIiAgA90Z3Bg8eXKON6ujWyy+/3MDeNlzfvn0REBCAxMREyGQyfP7553VOqatLSkqK8PHevXtx6NChej9HuSQCUPNnromLFy9CLpcDuBcsNBm5rm+Esjaq4aIuDg4OwseajAT6+PjU28be3h7u7u7C78aff/6pdtNH9T2myfEAoE+fPtixYwcA1Bhxv5+lpaVGX/v9dPH90vZr++uvvwDU/NpUX7u7u2tUIEj15kt+fj7y8vLQvn37Wvuoyb8REokEXbt25XOBRE2EIZCITI6trS3atGmDrl27ws/PDyNGjEDr1q3r/TxdTo28efOm8HFjKtipVhWtqqpCbGxsg4+hOhoKAIMGDcKECROEi1fVIO3k5IS+ffuiX79+ePrpp9VGDXXFzc1No3aqo7bKkbz7vfTSS/j4449RVlaGn3/+GYWFhWo/x9zcXGGE0NLSUqMRC114++23cfz4cSgUCiQkJGDatGlq6+k9yJ07d9SWMtm3b1+Dz3//z1wTqpVgXVxcNKp2qc37Q5Nqn6ojPNXV1fW21/SZVVdXVyEE3v+eUn2t6Xu0Q4cOwsf1VdJt3bq1Vmvb6eL7pfq1qfb5QR70tWnzvXJycoK1tbVQAfnWrVtqIVD1mA35eTIEEjUNTgclIqM2c+ZMYa0s5Z+UlBT89NNPWLduHV577TWNAiAArUfraqN6EW9nZ6f1ce5fp0wbtT0rFxYWhi+++KJG0Y+CggJ89913+OCDD/DEE09g1qxZyM7ObnQfVGn6fba1tRU+rmt9R4lEghdeeAHAvZB8/4hZXFycMLo1ZMgQvT0D6enpiWeeeQbAveI2DVnTTJORr/o0tJItoP491uZnpClNwmVDtWzZUqN2D3pPKZ+Zu7+dpuetbw1Sbf990cX3S/Vr0/X3StPj3d9WF8dsyLmJqGE4EkhEpAXV4FffxeGDqF6ISSQSrZ71qsszzzyDZ555BtnZ2Th16hTOnj2LM2fOCCMlCoUC3333HZKTk7Fnz54GF7SoS3l5uUbtVC8KHxSkx4wZI0xv3b9/v1AgRKFQIC4uTmjXlAVhajNr1iz8+OOPkMvlOHbsGNLS0mqttHm/+y9sT506VetyBrqm+j3W9GekbRVSXdO0Hw96T6n+rqm20/S8jbnZ09RsbW2FG0q6/l415D3woO+XNn00lvcfUXPEkUAiIi20bdtW+FjbZQLuP05paWmTXPS4ublhxIgReP/993HkyBH88ssveOutt4QwUlRUpNV6cHXRdGRR9Rm3Bz1z1Lt3b2Gq5ZUrV4Tn6U6ePInr168DuDe1zc/PT9sua+WRRx5RKxyi6Whg69at1YpiFBQU6LxvtVF9rkxZ+r8+qj8jQ9L0GcgHvadUR4k1PZ7q77Ymz8UZiurXpunv34O+Nm2+Vzdv3hSmgurqmNo8+0pEmmEIJCLSgmphg5SUFI1HVu7Xrl07tedjVAuGNBVXV1fMnDkT77//vrDtt99+03pNuPv98ccfGrVTLa5TX6XGMWPGCB8rC8GoFoQZNWqUTpb+aKi33npLeA7sxIkTta6PVhvVEcOzZ882Sd/u1717d+F7VFJSgitXrtT7OWlpaU3dLY2ovlfqcvv2bbWKoPe/p5SVZgHNf89Ufzb1vUcNSZuvTbXd/V+b6uvMzEwUFRXVezzV75Wzs7Pa84D391GTn+edO3dw6dKletsRkXYYAomItNC7d29hCt+dO3c0qu5YlyeeeEL4WHXtwab21FNPCR9XVVVpdKGnibNnzwojdHW5dOmSWsEH5dp7dXnppZeEZ64SEhKQm5uLH374AQAgEonqrQzbVP7zn/9g1KhRwuvVq1dr9HmqP/Pdu3fXWNOuKUgkErUL8cOHD9f7OV9//XVTdkljR44cqfc5yMOHDwttnJ2da1Q/VV1i4/z587hw4cIDj3f37l0kJCTU+vnGRrVvR44cURuRq825c+dw8eJF4fX960F27twZzs7OAO49f6rJ+0D1pkxt60uqbjt69Gi9C8EnJCTo7MYUEdXEEEhEpAUrKyu88sorwuuVK1fWuuC5JiZNmiSsb/bDDz+oPedWH9Xqokp1Vdq8n+rUOZFIpDZdsDEUCgWWLVtWZ7CRyWSIjIwUXvft27fe9Rtbt24tFIgpKyvDrFmzhAvdgQMHalxtsCmEhIQI0ztPnz5d53qGqsaNGycUNMrIyNB4aRDg3s9Xm8IwANTC8rZt2x4Y1o8dOwapVKrVeXTt77//xtatW+vcX1BQgOjoaOH1yy+/XKPgSufOnfH4448Lrz/44IMHBpHVq1cLVYAlEonG6zkawrBhw4Tn+PLz8x/4fqqsrFT7/evfv3+NwGxhYaE2+h4dHf3AKcTHjh3DL7/8IrweN25crX1UTkHPycnBhg0b6jzerVu3sGbNmjr3E1HjMQQSEWlp6tSpwqLoJSUlePXVV3HkyJFaw8/du3fxzTff4L///W+Nff/5z38wY8YM4fXChQvx4Ycf1hnmqqurceLECcydO7fWRerHjRuHOXPm4Ndff63zTnpWVhbmz58vvPb19a138WZNWVpa4ueff8aCBQtqVMIsLi7Gu+++KyxubWFhgXfffVej46oWflGdcqrvgjD3c3V1xdixY4XXmkx1a9Wqldp74YsvvsD8+fPrfJ5LoVDgzJkzWLp0KZ588kmtpx+PHj1aWCuyrKwMEydORHp6eo123377Ld577z2dvScay9LSEitXrsS2bduEarBKV65cwcSJE4XA5uTkhDfeeKPW47z77rvCDZfTp0/jrbfeUlvuBbgXklatWqUWOmfOnGnUhWEkEglCQkKE119++SVWr15d4/e/oKAAISEhwnu0RYsWmDNnTq3HfP3114UpnUVFRXj99ddrXc/zyJEjasd48skn1cK2UqtWrTBlyhTh9Zo1a/Dll1/WuKFx9epVTJo0CTdu3OBi8URNiNVBiYi0JJFI8Pnnn2PSpEm4efMmbt26hXfffRfLly+Hj48PHB0dUVFRgb///hvnz59HeXk5unfvXuuxZs6ciX///RcHDx6EQqHA5s2bsWPHDnh5eeE///kPbGxscOfOHfz777+4ePGiUNmvttG76upqfPPNN/jmm29gY2ODbt264aGHHoKdnR1u376N69evq13429jYYN68eTr7vkyfPh3bt2/HoUOH8MMPP2DAgAFo27Yt8vPzkZycrFaVcPr06Xjsscc0Om7fvn3xyCOPqD0n1LZtW7VprYby5ptvYv/+/Q0q7DNq1Chcv34dMTExAIBDhw7h8OHD6N69Ozw8PGBra4uysjLk5eXhzz//1MlyIjY2NlixYgUmTZqE8vJyXL9+HS+//DIeffRRdO7cGVVVVUhLS8PVq1cBAEuWLBGeHW2KpR80NXfuXCxfvhzLly/H5s2b0bdvX9ja2uLq1as4c+aMEAxbtGiB5cuX1zmq3adPH8yZMwcfffQRAODnn3/GE088gf79+8PV1RXFxcVITk5Wmxr9zDPP1BkqjcnkyZNx5swZ/PzzzwCAtWvXYvfu3ejfvz/s7e2Rk5OD5ORktWA4d+5cPProo7Uez97eHqtWrcLUqVNx9+5dZGVlYeTIkWrvlT/++APXrl0TPufhhx/G8uXL6+zjtGnT8Ntvv+Hs2bNQKBRYtWoVtm/fjn79+sHW1hbXrl3DmTNnIJPJ8Oijj+Khhx7CN998o6PvEBGpYggkImqE7t27Y9++fZg/f75QFKSgoEB4Xu1+da1PZmFhgaioKHh6euLzzz9HcXExqqqqkJKSUmehBwsLC/Tp06fG9vuXAvjjjz/qLNbSsWNHfPzxx3WGU2106NAB69evx6xZs5Cfn49jx47VaCMWizF16lS88847DTp2UFCQ2kXm8OHDjWK0wMnJCRMmTMCXX37ZoM+bPXs2HnnkEaxYsQI3btyATCZDRkbGAxfI9vb2btTX3LdvX6xduxZz5sxBYWEhFAoFUlNT1UYwRSIRQkNDMWbMGCEESiQSrc/ZWEOGDIGVlRWWLVuG3NxcHDlypEab1q1bY/ny5Rg8ePADjzV58mS0bt0aUVFRKC0tRWVlJY4fP16jnVgsRnBwMBYsWGDQAKwpkUiEL774AitWrMDu3bshk8lQVFSE7777rkbbVq1aYeHChWrPs9bm8ccfx9atW/Hee+/h+vXrtb5XlPz8/LBq1aoHrtVpZWWFDRs24O233xa+5/n5+TV+nj4+PlizZg0++eQTDb5yItIGQyARUSN16NABO3fuhFQqxdGjR3HmzBnk5+ejtLQULVu2hJubG7y8vDB48OB6R60mTJiAkSNHIj4+HklJSbhw4QIKCwtRWVkJOzs7tG/fHo888gj69euHwYMH1/os3KFDh5Camork5GSkpaUhKysLN27cQHl5OWxsbODs7Izu3bvjqaeeQmBgYJNM+evTpw++/vprfPXVV/jhhx/w77//oqysDO3atcOAAQPw6quvwtPTs8HHffbZZ9VCoKGngqqaMmUKdu/e3eARu8DAQDz99NM4cuQITpw4gXPnzqGwsBBlZWVo2bIl2rdvj86dO6Nv374YPHiwTtZz9PPzw9GjR7Fz504cO3YM169fR3V1Ndq3b4/HHnsMY8eOhbe3t9ryFcpnGA3llVdewWOPPYY9e/YgKSlJeKa1Y8eOePLJJzF+/Hi0a9dOo2MFBQVhyJAh2LdvHxITE3H16lUUFxfDzs4OLi4u8PPzw+jRo9GlS5em/JJ0rkWLFli8eDHGjRuHAwcOQCqVIjc3F3fu3IG9vT0efvhhDB48GEFBQRovedG7d28kJCTg66+/xo8//ogLFy7g5s2baNGiBZydndG3b1+8+OKL8Pf31+h4EokEGzduxPfff4+4uDikp6ejqKgIbdq0QefOnTFs2DC89NJLRnFzh6g5s1DooyQZERGRDhw8eBALFiwAcG9ES5/VVM3Rb7/9hkmTJgEABg0ahI0bNxq4R0REpAssDENERCZDtQy9avVCahqqSyT06tXLgD0hIiJdYggkIiKTcP78eZw+fRrAvYI4yiUjqGn88ccfiI+PF14b8xIJRETUMAyBRERk9CoqKvDBBx8Ir8eNGwdra2sD9sh0ZWdnY9asWTh9+nSty5nIZDLEx8dj8uTJwjp6Tz31VL1rORIRkengM4FERGSUdu7ciWvXrqGkpEQocAEAbdq0wbfffquzxe3NzT///IMhQ4YAuLfEhqenJ5ydnSEWi1FQUIDU1FS1NSqdnZ0RFxencdEVIiIyfqwOSkRERum7777DqVOn1LaJxWIsW7aMAVBHbt68icTExDr3e3l5Yc2aNQyARETNDEMgEREZPXt7e/j4+GDatGno27evobtj0jp27Ih9+/bhp59+wh9//IHc3FzcunULJSUlsLW1Rdu2beHj44Nnnnmm3iVNiIjINHE6qBGSy+W4ceMG7OzsTGKBWiIiIiIiahoKhQJ37txBu3btIBLppqQLRwKN0I0bNzB48GBDd4OIiIiIiIzEr7/+ChcXF50ciyHQCNnZ2QG494OWSCQG7g0RERERERlKaWkpBg8eLGQEXWAINELKKaASiYQhkIiIiIiIdPqYGNcJJCIiIiIiMiMMgURERERERGaEIZCIiIiIiMiMMAQSERERERGZEYZAIiIiIiIiM8IQSEREREREZEYYAomIiIiIiMwIQyAREREREZEZYQgkIiIiIiIyIwyBREREREREZoQhkIiIiIiIyIwwBBIREREREZkRhkAiIiIiIiIzwhBIRERERERkRhgCiYiIiIiIzAhDIBERERERkRlhCCQiIiIiIjIjDIFERERERERmhCGQiIiIiIjIjDAEEhERERERmZEWhu4AERERkSZkMhnS0tJQWFgIR0dHeHt7QywWG7pbREQmhyGQiIiIjF5iYiJiYmKQm5srbHNxcUFISAgCAgIM2DMiItPD6aBERERk1BITExEeHg4PDw9ER0cjISEB0dHR8PDwQHh4OBITEw3dRSIik8IQSEREREZLJpMhJiYGvr6+iIyMhKenJ2xtbeHp6YnIyEj4+vpi7dq1kMlkhu4qEZHJYAgkIiIio5WWlobc3FwEBwdDJFK/bBGJRAgODkZOTg7S0tIM1EMiItPDEEhERERGq7CwEADg7u5e637ldmU7IiKqH0MgERERGS1HR0cAQFZWVq37lduV7YiIqH4MgURERGS0vL294eLigtjYWMjlcrV9crkcsbGxcHV1hbe3t4F6SERkerhEBBERERktsViMkJAQhIeHY9GiRejXrx+sra1RUVGBU6dO4eTJk4iIiOB6gUREDcAQSEREREYtICAAY8eOxb59+yCVSoXtYrEYY8eO5TqBREQNxBBIRERERi0xMRFfffUVBgwYUGMk8KuvvkLPnj0ZBImIGoAhkIiIiIzW/esEqi4TMXz4cISFhWHt2rUYOHAgp4QSEWmIhWGIiIjIaHGdQCIi3WMIJCIiIqPFdQKJiHSPIZCIiIiMFtcJJCLSPYZAIiIiMlpcJ5CISPcYAomIiMhoKdcJlEqlCAsLQ0ZGBsrKypCRkYGwsDBIpVLMmDGDRWGIiBqA1UGJiIjIqAUEBCAiIgIxMTEIDQ0Vtru6uiIiIoLLQxARNRBDIBERERm9gIAADBw4EGlpaSgsLISjoyO8vb05AkhEpAWGQCIiIjIJYrEYPj4+hu4GEZHJ4zOBREREREREZoQhkIiIiIiIyIwwBBIREREREZkRhkAiIiIiIiIzwhBIRERERERkRhgCiYiIiIiIzAhDIBERERERkRlhCCQiIiIiIjIjDIFERERERERmhCGQiIiIiIjIjDAEEhERERERmRGGQCIiIiIiIjPCEEhERERERGRGGAKJiIiIiIjMCEMgERERERGRGWEIJCIiIiIiMiMMgURERERERGaEIZCIiIiIiMiMMAQSERERERGZEYZAIiIiIiIiM8IQSEREREREZEYYAomIiIiIiMyISYTAp556Ct26davxJyIiAgBQUVGBiIgI9O/fHz4+PnjrrbdQUFCgdozs7GxMmzYNjz76KHx9ffHhhx+iurparU1ycjJGjhwJLy8vPPPMM4iLi6vRl9jYWDz11FPo1asXgoKCkJaWprZfk74QEREREREZikmEwP379+PEiRPCny1btgAAnn/+eQDA8uXL8fPPP2P16tXYsWMHbty4gZkzZwqfL5PJMH36dFRVVWHPnj2IiorCwYMHsWbNGqHN9evXMX36dPTv3x/x8fF4/fXXERYWhuPHjwttEhISsGLFCoSGhuLgwYPo3r07Jk+ejJs3bwpt6usLERERERGRIZlECHR0dISzs7Pw5+eff8Z//vMf9OvXDyUlJThw4AAWLFgAX19feHl5Yfny5UhJSUFqaioA4MSJE7h8+TI+/vhj9OjRA4MHD8bs2bMRGxuLyspKAMCePXvQsWNHLFiwAJ07d8b48ePx3HPPYevWrUI/tmzZgjFjxmD06NHo0qULIiIiYGNjgwMHDgCARn0hIiIiIiIyJJMIgaoqKyvx9ddfY/To0bCwsEB6ejqqqqrg5+cntOncuTPc3NyE4JWamoquXbvCyclJaOPv74/S0lJcvnxZaOPr66t2Ln9/f+EYlZWVyMjIUDuPSCSCn58fUlJSAECjvhARERERERmSyYXAH3/8ESUlJRg5ciQAoKCgAJaWlmjdurVau7Zt2yI/P19ooxoAAQiv62tTWlqK8vJy3Lp1CzKZDG3btq1xHuUzf5r0hYiIiIiIyJBMLgQeOHAAAQEBaN++vaG7QkREREREZHJMKgT++++/SEpKwssvvyxsc3JyQlVVFW7fvq3W9ubNm3B2dhba3F+hU/m6vjYSiQQ2NjZo06YNxGKxWhEY5XmUI4ia9IWIiIiIiMiQTCoExsXFoW3btnjiiSeEbV5eXrC0tIRUKhW2ZWZmIjs7G7179wYA9O7dG3/99ZdagEtKSoJEIkGXLl2ENidPnlQ7X1JSknAMKysreHp6qp1HLpdDKpXCx8dH474QEREREREZUgtDd0BTcrkccXFxGDFiBFq0+F+3W7VqhdGjRyMqKgr29vaQSCSIjIyEj4+PELz8/f3RpUsXzJs3D3PnzkV+fj5Wr16N4OBgWFlZAQDGjRuH2NhYfPTRRxg9ejROnjyJo0ePYv369cK5Jk6ciPnz58PLywve3t7Ytm0b7t69i1GjRmncFyIiIiIiIkMymRCYlJSE7OxsjB49usa+hQsXQiQSYdasWaisrIS/vz/Cw8OF/WKxGOvWrcPSpUsxduxYtGzZEiNHjsSsWbOENg899BDWr1+PFStWYPv27XBxcUFkZCQGDRoktAkMDERhYSHWrFmD/Px89OjRAxs3blQrKFNfX4iIiIiIiAzJQqFQKAzdCVJXWlqKvn374syZM5BIJIbuDhERERERGUhTZAOTeiaQiIiIiIiIGochkIiIiIiIyIwwBBIREREREZkRhkAiIiIiIiIzwhBIRERERERkRhgCiYiIiIiIzAhDIBERERERkRlhCCQiIiIiIjIjDIFERERERERmhCGQiIiIiIjIjDAEEhERERERmRGGQCIiIiIiIjPCEEhERERERGRGGAKJiIiIiIjMCEMgERERERGRGWEIJCIiIiIiMiMMgURERERERGaEIZCIiIiIiMiMMAQSERERERGZEYZAIiIiIiIiM8IQSEREREREZEYYAomIiIiIiMwIQyAREREREZEZYQgkIiIiIiIyIwyBREREREREZoQhkIiIiIiIyIwwBBIREREREZkRhkAiIiIiIiIzwhBIRERERERkRhgCiYiIiIiIzAhDIBERERERkRlhCCQiIiIiIjIjDIFERERERERmhCGQiIiIiIjIjDAEEhERERERmRGGQCIiIiIiIjPCEEhERERERGRGGAKJiIiIiIjMCEMgERERERGRGWEIJCIiIiIiMiMMgURERERERGaEIZCIiIiIiMiMMAQSERERERGZEYZAIiIiIiIiM8IQSEREREREZEZaGLoDRERERJqQyWRIS0tDYWEhHB0d4e3tDbFYbOhuERGZHIZAIiIiMnqJiYmIiYlBbm6usM3FxQUhISEICAgwYM+IiEwPp4MSERGRUUtMTER4eDg8PDwQHR2NhIQEREdHw8PDA+Hh4UhMTDR0F4mITApDIBERERktmUyGmJgY+Pr6IjIyEp6enrC1tYWnpyciIyPh6+uLtWvXQiaTGbqrREQmgyGQiIiIjFZaWhpyc3MRHBwMkUj9skUkEiE4OBg5OTlIS0szUA+JiEwPQyAREREZrcLCQgCAu7t7rfuV25XtiIiofgyBREREZLQcHR0BAFlZWbXuV25XtiMiovoxBBIREZHR8vb2houLC2JjYyGXy9X2yeVyxMbGwtXVFd7e3gbqIRGR6WEIJCIiIqMlFosREhICqVSKsLAwZGRkoKysDBkZGQgLC4NUKsWMGTNMfr1AmUyGlJQUHDt2DCkpKSx0Q0RNiusEEhERkVELCAhAREQEYmJiEBoaKmx3dXVFRESEya8TyDUQiUjfGAKJiIjI6AUEBGDgwIFIS0tDYWEhHB0d4e3tbfIjgMo1EAcMGICxY8fCxsYG5eXlOHXqFMLDw5tFyCUi48MQSERERCZBLBbDx8fH0N3QGeUaiF27dkVmZiakUqmwr3379ujatSvWrl2LgQMHmnzYJSLjwhBIREREZADKNRBzc3Ph6+uLcePGwdraGhUVFTh16pQQCtPS0ppV+CUiw2MIJCIiIjKAgoICAMAjjzyCrKwstZFAFxcXPPLII7h06ZLQjohIV1gdlIiIiMgAioqKAACXLl2Ch4cHoqOjkZCQgOjoaHh4eODSpUtq7YiIdIUhkIiIiMgAWrduDQBwcHDA+++/D09PT9ja2sLT0xPvv/8+HBwc1NoREekKQyARERGRAdy+fRvAvZG+JUuWqK2BuGTJEmEEUNmOiEhX+EwgERERkQEoR/oeeeQRZGZm1lgDUflMoLIdEZGuMAQSERERGYCTkxOAe88E+vr6YuzYsbVWB1W2IyLSFYZAIiIiIgPw9vaGi4sL7O3ta6wT6OLigm7duuH27dvw9vY2YC+JqDkymWcC8/Ly8N5776F///7w9vbGsGHDcO7cOWG/QqHAZ599Bn9/f3h7e+ONN97A1atX1Y5RVFSEOXPmoE+fPnjsscewcOFC3LlzR63NhQsX8Oqrr6JXr14YPHgwNmzYUKMvR48exfPPP49evXph2LBh+PXXX9X2a9IXIiIiMm9isRghISH466+/4OHhgdmzZ2PevHmYPXs23N3d8ddff2HGjBlcKJ6IdM4kQmBxcTFeeeUVWFpaYsOGDThy5Ajmz58Pe3t7oc2GDRuwY8cOLF26FHv37kXLli0xefJkVFRUCG3ee+89XL58GVu2bMG6detw+vRpLFmyRNhfWlqKyZMnw83NDXFxcZg3bx6++OILfPXVV0Kbs2fPYs6cOXj55Zdx6NAhDBkyBKGhofjrr78a1BciIiKigIAAREREICsrC5999hk++ugjfPbZZ7h69SoiIiIQEBBg6C4SUTNkoVAoFIbuRH1WrlyJs2fPYteuXbXuVygUGDRoECZOnIjJkycDAEpKSuDn54eoqCi8+OKLuHLlCgIDA7F//3706tULAJCYmIhp06bh119/Rfv27bFr1y6sXr0aJ06cgJWVlXDuH3/8Ed9++y0A4O2338bdu3exfv164fxjxoxB9+7d8f7772vUl/qUlpaib9++OHPmDCQSifbfOCIiIjIJMpkMaWlpKCwshKOjI7y9vTkCSEQAmiYbmMRI4E8//QQvLy/MmjULvr6+GDFiBPbu3Svs/+eff5Cfnw8/Pz9hW6tWrfDoo48iJSUFAJCSkoLWrVsLARAA/Pz8IBKJkJaWBgBITU3FY489JgRAAPD390dWVhaKi4uFNr6+vmr98/f3R2pqqsZ9ISIiIlIlFovh4+ODIUOGwMfHhwGQiJqUSYTA69evY/fu3Xj44YexadMmvPLKK4iMjMTBgwcBAPn5+QCAtm3bqn1e27ZtUVBQAAAoKCiAo6Oj2v4WLVrA3t5e+PyCgoIaFbiUr1WPc38b1fNo0hciIiIiIiJDMYnqoAqFAl5eXnj33XcBAD179sSlS5ewZ88ejBw50sC9IyIiIiIiMh0mMRLo7OyMzp07q23z8PBAdna2sB8Abt68qdbm5s2bwqidk5MTCgsL1fZXV1ejuLhY+HwnJ6cao3XK16rHub+N6nk06QsREREREZGhmEQI7NOnD7KystS2Xb16FR06dAAAdOzYEc7Ozmrr65SWluKPP/6Aj48PAMDHxwe3b99Genq60ObkyZOQy+XC+ju9e/fG6dOnUVVVJbRJSkqCu7u7UIm0d+/eOHnypFpfkpKS0Lt3b437QkREREREZCgmEQJff/11/PHHH1i3bh2uXbuGw4cPY+/evXj11VcBABYWFnjttdewdu1aHDt2DBcvXsS8efPQrl07PP300wCAzp07Y9CgQVi8eDHS0tJw5swZfPDBB3jxxRfRvn17AMCwYcNgaWmJRYsW4dKlS0hISMD27dsxceJEoS+vvfYajh8/js2bN+PKlSv4/PPPkZ6ejvHjx2vcFyIiIiIiIkMxiSUiAODnn3/GJ598gqtXr6Jjx46YOHEixowZI+xXKBRYs2YN9u7di9u3b6Nv374IDw+Hu7u70KaoqAgffPABfvrpJ4hEIjz77LMICwuDnZ2d0ObChQt4//33ce7cObRp0wbjx4/HtGnT1Ppy9OhRrF69Gv/++y8efvhhzJ07F4MHD25QXx6ES0QQERERUXOXnZ2N0tJSjdpKJBK4ubk1cY+MU1NkA5MJgeaEIZCIiIiImrOioiKMGjUKcrlco/YikQhxcXFwcHBo2o4ZoabIBiZRHZSIiIiIC6oTNR8ODg7YuXNnjZHAa9euYdmyZVi0aBE6deokbJdIJGYZAJsKQyAREREZvcTERMTExCA3N1fY5uLigpCQEAQEBBiwZ7rBgEvm6EHTOzt16oSuXbvqsTfmhSGQiIiIjFpiYiLCw8Ph6+uLxYsXw93dHVlZWYiNjUV4eDgiIiJMOgg294BLRMbHJKqDEhERkXmSyWSIiYmBr68vIiMj4enpCVtbW3h6eiIyMhK+vr5Yu3YtZDKZobuqFWXA9fDwQHR0NBISEhAdHQ0PDw+Eh4cjMTHR0F0komaIIZCIiIiMVlpaGnJzcxEcHAyRSP2yRSQSITg4GDk5OUhLSzNQD7XX3AMuERkvhkAiIiIyWoWFhQBQ5zJLyu3KdqakOQdcIjJuDIFERERktBwdHQEAWVlZte5Xble2MyXNOeASkXFjCCQiIiKj5e3tDRcXF8TGxtZYT0wulyM2Nhaurq7w9vY2UA+115wDLhEZN4ZAIiIiMlpisRghISGQSqUICwtDRkYGysrKkJGRgbCwMEilUsyYMcMkl1NozgGXiIwbQyAREREZtYCAAERERCAzMxOhoaEIDAxEaGgosrKyTHp5iOYccInIuHGdQCIiIjJ6AQEBGDhwYLNbUF0ZcGNiYhAaGipsd3V1NemAS0TGjSGQiIiITIJYLIaPj4+hu6FzzTXgEpHxYggkIiIiMrDmGnCJyDjxmUAiIiIiIiIzwhBIRERERERkRhgCiYiIiIiIzAhDIBERERERkRlhCCQiIiIiIjIjDIFERERERERmhCGQiIiIiIjIjDAEEhERERERmRGGQCIiIiIiIjPCEEhERERERGRGGAKJiIiIiIjMCEMgERERERGRGWEIJCIiIiIiMiMtDN0BIiIiInOTnZ2N0tJSjdpKJBK4ubk1cY+IyJwwBBIRERHpUVFREcaPHw+5XK5Re5FIhLi4ODg4ODRtx4jIbDAEEhEREemRg4MDdu7cWWMk8Nq1a1i2bBkWLVqETp06CdslEgkDIBHpFEMgERERkZ49aHpnp06d0LVrVz32hojMDQvDEBERERERmRGGQCIiIiIiIjPCEEhERERERGRGGAKJiIiIiIjMCEMgERERERGRGWEIJCIiIiIiMiMMgURERERERGaEIZCIiIiIiMiMMAQSERERERGZEYZAIiIiIiIiM8IQSEREREREZEYYAomIiIiIiMwIQyAREREREZEZYQgkIiIiIiIyIwyBREREREREZoQhkIiIiIiIyIwwBBIREREREZkRhkAiIiIiIiIzwhBIRERERERkRhgCiYiIiIiIzAhDIBERERERkRlhCCQiIiIiIjIjDIFERERERERmhCGQiIiIiIjIjDAEEhERERERmRGGQCIiIiIiIjPCEEhERERERGRGGAKJiIiIiIjMCEMgERERERGRGWEIJCIiIiIiMiMMgURERERERGaEIZCIiIiIiMiMMAQSERERERGZEYZAIiIiIiIiM2ISIfDzzz9Ht27d1P48//zzwv6KigpERESgf//+8PHxwVtvvYWCggK1Y2RnZ2PatGl49NFH4evriw8//BDV1dVqbZKTkzFy5Eh4eXnhmWeeQVxcXI2+xMbG4qmnnkKvXr0QFBSEtLQ0tf2a9IWIiIiIiMhQTCIEAsAjjzyCEydOCH927dol7Fu+fDl+/vlnrF69Gjt27MCNGzcwc+ZMYb9MJsP06dNRVVWFPXv2ICoqCgcPHsSaNWuENtevX8f06dPRv39/xMfH4/XXX0dYWBiOHz8utElISMCKFSsQGhqKgwcPonv37pg8eTJu3rypcV+IiIiIiIgMyWRCoFgshrOzs/DH0dERAFBSUoIDBw5gwYIF8PX1hZeXF5YvX46UlBSkpqYCAE6cOIHLly/j448/Ro8ePTB48GDMnj0bsbGxqKysBADs2bMHHTt2xIIFC9C5c2eMHz8ezz33HLZu3Sr0YcuWLRgzZgxGjx6NLl26ICIiAjY2Njhw4IDGfSEiIiIiIjIkkwmB165dg7+/P4YMGYI5c+YgOzsbAJCeno6qqir4+fkJbTt37gw3NzcheKWmpqJr165wcnIS2vj7+6O0tBSXL18W2vj6+qqd09/fXzhGZWUlMjIy1M4jEong5+eHlJQUjftCRERERERkSC0M3QFNeHt7Y8WKFXB3d0d+fj6io6MRHByMw4cPo6CgAJaWlmjdurXa57Rt2xb5+fkAgIKCArUACEB4XV+b0tJSlJeXo7i4GDKZDG3btq1xnszMTOEY9fWFiIiIiIjIkEwiBA4ePFj4uHv37nj00Ufx5JNP4ujRo7CxsTFgz4iIiIiIiEyLyUwHVdW6dWs8/PDD+Pvvv+Hk5ISqqircvn1brc3Nmzfh7OwM4N6I3v0VOpWv62sjkUhgY2ODNm3aQCwWqxWBUZ5HOYKoSV+IiIiIiIgMySRD4J07d3D9+nU4OzvDy8sLlpaWkEqlwv7MzExkZ2ejd+/eAIDevXvjr7/+UgtwSUlJkEgk6NKli9Dm5MmTaudJSkoSjmFlZQVPT0+188jlckilUvj4+ACARn0hIiIiIiIyJJOYDvrhhx/iySefhJubG27cuIHPP/8cIpEIQ4cORatWrTB69GhERUXB3t4eEokEkZGR8PHxEYKXv78/unTpgnnz5mHu3LnIz8/H6tWrERwcDCsrKwDAuHHjEBsbi48++gijR4/GyZMncfToUaxfv17ox8SJEzF//nx4eXnB29sb27Ztw927dzFq1CgA0KgvREREREREhmQSITA3NxfvvvsuioqK4OjoiL59+2Lv3r3CMhELFy6ESCTCrFmzUFlZCX9/f4SHhwufLxaLsW7dOixduhRjx45Fy5YtMXLkSMyaNUto89BDD2H9+vVYsWIFtm/fDhcXF0RGRmLQoEFCm8DAQBQWFmLNmjXIz89Hjx49sHHjRrWCMvX1hYiIiIiIyJAsFAqFwtCdIHWlpaXo27cvzpw5A4lEYujuEBERkR789ddfmDZtGr788kt07drV0N0hMgj+HtTUFNnAJJ8JJCIiIiIiIu0wBBIREREREZkRhkAiIiIiIiIzwhBIRERERERkRhgCiYiIiIiIzAhDIBERERERkRlhCCQiIiIiIjIjJrFYPBHphkwmQ1paGgoLC+Ho6Ahvb2+IxWJDd4uIiJox/t9DZHwYAonMRGJiImJiYpCbmytsc3FxQUhICAICAgzYMyIiaq74fw+RcdLZdNDCwkKcO3cOv//+u64OSUQ6kpiYiPDwcHh4eCA6OhoJCQmIjo6Gh4cHwsPDkZiYaOguEhFRM8P/e4iMV6ND4LFjxzBy5EgMHDgQY8aMweuvv662v7i4GJMnT8bkyZNRUlLS2NMRUQPJZDLExMTA19cXkZGR8PT0hK2tLTw9PREZGQlfX1+sXbsWMpnM0F0lIqJmgv/3EBm3RoXAL7/8EjNnzsSff/4JhUIh/FFlb28PGxsbJCUl4dtvv21UZ4mo4dLS0pCbm4vg4GCIROq/8iKRCMHBwcjJyUFaWpqBekhERM0N/+8hMm5ah8DU1FR8+umnEIvF+O9//4uTJ0/Cycmp1rYvvfQSFAoFkpKStO4oEWmnsLAQAODu7l7rfuV2ZTsiIqLG4v89RMZN6xC4fft2AMD06dPx+uuvw8HBoc62jz/+OADg/Pnz2p6OiLTk6OgIAMjKyqp1v3K7sh0REVFj8f+e5kEmkyElJQXHjh1DSkoKp+82I1pXBz179iwAIDg4uN62jo6OaNmyJW7cuKHt6YhIS97e3nBxcUFsbCwiIyPVpuXI5XLExsbC1dUV3t7eBuwlERE1J/y/x/SxsmvzpvVI4M2bN2FnZ6fxHRwrKytUVVVpezoi0pJYLEZISAikUinCwsKQkZGBsrIyZGRkICwsDFKpFDNmzOCaTUREpDP8v8e0sbJr86f1SKCtrS3u3LkDmUxW7y/wnTt3UFJSwiF/IgMJCAhAREQEYmJiEBoaKmx3dXVFREQE7+gREZHO8f8e03R/ZVflKK6ysmtYWBjWrl2LgQMHMsSbMK1DoLu7O/744w9cvHgRPXv2fGDbH3/8EXK5HN27d9f2dETUSAEBARg4cCDS0tJQWFgIR0dHeHt78x9wIiJqMvy/x/QoK7suXry4zsquoaGhSEtLg4+Pj4F6SY2ldQh86qmnkJqaivXr1+Ozzz6rs11ubi5WrVoFCwsLPPfcc9qejoh0QCwW8x9sIjIZ2dnZKC0t1aitRCKBm5tbE/eItMH/e0wLK7uaB61DYHBwMGJjY/H9999j3rx5mDJlirCvqqoK//77L37++Wds2LABhYWFcHd3x4gRI3TRZyIiImrmioqKMH78eMjlco3ai0QixMXFPbBaORHVT7Wyq6enZ439rOzaPGgdAu3s7LBu3TpMnjwZX3/9NQ4fPizsU630pFAo0K5dO0RHR8PS0rJxvSUiIiKz4ODggJ07d9YYCbx27RqWLVuGRYsWoVOnTsJ2iUTCAEikA6zsah60DoEA0KNHD8THx+PTTz/FkSNHUFFRobbf0tISQ4cOxbvvvgtnZ+dGdZSIiIjMy4Omd3bq1Aldu3bVY2+IzIOysmt4eDjCwsIQHBwMd3d3ZGVlITY2FlKpFBEREXyu08Q1KgQCgLOzM5YvX46lS5ciPT0dN27cgFwuh5OTE3r16oWWLVvqop9ERERERKQHrOza/DU6BCpZWVmhT58+ujocEREREREZCCu7Nm86C4FERERERNR8sLJr8yWqv0ntLl26hJkzZ+LTTz+tt+3KlSsxc+ZMXLlyRdvTERERERERkQ5oHQLj4+Nx7NgxdOzYsd62Tk5OOHbsGL7++mttT0dEREREREQ6oHUITEpKAgA88cQT9bYNDAyEQqHAb7/9pu3piIiIiIiISAe0DoE5OTmwtbXVaOmHdu3awdbWFrm5udqejoiIiIiIiHRA6xBYWlqKFi00ryvTokULFBcXa3s6IiIiIiIi0gGtQ2CbNm1w+/Zt3Lp1q962t27dQklJCezt7bU9HREREREREemA1iGwV69eAICDBw/W2zYuLg4KhQKenp7ano6IiIiIiIh0QOsQ+OKLL0KhUOCzzz7D8ePH62yXmJiINWvWwMLCAsOGDdP2dERERERERKQDWi8W/8ILL2DXrl04ffo0pk+fjsGDB+PJJ5+Em5sbACA7Oxs//fQTEhMTIZfL8fjjj2Po0KE66zgRERERERE1nNYh0MLCAp9//jlCQkKQkpKCX375Bb/88kuNdgqFAn379sWaNWsa008iIiIiIiLSAa1DIHCvOMzOnTsRFxeHuLg4nDt3DtXV1fcO3KIFvL298fLLL2P48OEQi8U66TARERERERFpr1EhEADEYjGCgoIQFBQEmUyGoqIiWFhYwN7ensGPiIiIiIjIyDQ6BKoSi8Vo27atLg9JREREREREOqR1dVAiIiIiIiIyPRqNBGZnZ99r3KIF2rVrp7atoZTVQ4mIiIiIiEj/NAqBQ4YMAQB4eHjgyJEjatsawsLCAufPn2/w5xEREREREZFuaBQCFQqF2t/3f6wpbT6HiIiIiIiIdEejEHjs2LF7jVu0qLGNiIiIiIiITIdGIbBDhw4abSMiIiIiIiLjpvUSEYcOHQIA+Pv7w8nJSVf9ISIiIiIioiakdQhcsGABWrRogd9//12X/SGiJiSTyZCWlobCwkI4OjrC29sbYrHY0N0iIiIiIj3SOgTa29sDAFq2bKmzzhBR00lMTERMTAxyc3OFbS4uLggJCUFAQIABe0ZERERE+qT1YvEeHh4oLS3FnTt3dNkfImoCiYmJCA8Ph4eHB6Kjo5GQkIDo6Gh4eHggPDwciYmJhu4iERERGRmZTIaUlBQcO3YMKSkpkMlkhu4S6YjWI4GjRo1CSkoK9u3bhzfeeEOHXSIiXZLJZIiJiYGvry8iIyMhEt279+Pp6YnIyEiEhYVh7dq1GDhwIKeGEhEREQDOIGrutA6BQUFBOH78OFauXAlLS0uMHTtWbQkJIjIOaWlpyM3NxeLFi4UAqCQSiRAcHIzQ0FCkpaXBx8fHQL0kIiIiY6GcQeTr64vFixfD3d0dWVlZiI2NRXh4OCIiIkwyCGZnZ6O0tFSjthKJBG5ubk3cI8PROrX997//hZ2dHaysrBAZGYk1a9agV69eaNu2bY0LTSULCwssX75c684SUcMVFhYCANzd3Wvdr9yubEdERETmS3UGUUREBNLT0yGVSuHo6IiIiAiEh4eb5AyioqIijB8/HnK5XKP2IpEIcXFxcHBwaNqOGYjWIfDgwYOwsLCAQqEAABQXF+PEiRO1tlW2Ywgk0j9HR0cAQFZWFjw9PWvsz8rKUmtHRERE5ks5g2jYsGGYMGFCjemgQ4cORVJSksnNIHJwcMDOnTvVRgKvXbuGZcuWYdGiRejUqZNae4lE0mwDINCIEDhixAhYWFjosi9E1AS8vb3h4uKC2NhYtWcCAUAulyM2Nhaurq7w9vY2YC+JiIjIGChnBm3YsAF+fn41poNu3LhRrZ0pqWt6Z6dOndC1a1c998awtA6BUVFRuuwHETURsViMkJAQhIeHIywsDMHBwWr/mEulUkRERJjUlI7acA1EIiKixlOOfvXq1avWgnKzZ8/GuXPnmvUomTlgJRciMxAQEICIiAjExMQgNDRU2O7q6mqyD3erYgUzIiIiIs01OAQWFhYiLi4O586dQ2lpKRwcHPDoo49i5MiRaNWqVVP0kYh0ICAgAAMHDmx2o2XNtYIZERGRIRQVFQEA0tPTa51BlJ6ertaOTFODQuCvv/6Kd999F2VlZWrbExISsHbtWsTExJjUA6JE5kYsFjer31GugUhERKRbykJxU6ZMweHDh2vMIJoyZQo2bNjAgnImrva1HGqRk5ODd955B3fu3BEqfbZp0wYAoFAocOvWLbz11lsoLi5uss4SEalSVjALDg6ucw3EnJwcpKWlGaiHREREpkVZUC4jIwM7duzAp59+isWLF+PTTz/F9u3bkZGRwYJyzYDGIXDnzp0oKyuDRCJBZGQkUlNTkZSUhLNnz2Lu3LmwsrLCzZs3ERcX15T9JSIScA1EIiIi3VIWlJNKpQgPD4eVlRV8fX1hZWWF8PBwSKVSzJgxgzNsTJzGIVAqlcLCwgLz5s3Dyy+/DCsrKwBAy5YtMXnyZEybNg0KhQJJSUlN1lkiIlWqayDWhmsgEhERNZyyoFxmZiZCQ0MRGBiI0NBQZGVl8Vn7ZkLjZwL//vtvAMDQoUNr3f/SSy/hiy++wPXr13XTMyKienANRCIioqYREBCAAQMGID4+HtnZ2XBzc8Pw4cOFgSAybRqHwDt37qBNmzawtbWtdX/Hjh0BoEbRGCKipmIuayASERHpW23LLx04cIDLLzUTGodAhUJRo/CCKuU+uVze+F4REWmoua+BSEREpG9cfqn542LxRGTymusaiERERPrG5ZfMQ4NCYFlZGb744otGtZk5c2ZDTklEpJHmtgYiERGRISiXX1q8eHGdyy+FhoYiLS2N/++asAaFwLt37yI6OrrO/RYWFvW2aWwI/PLLL7Fq1Sq89tprWLRoEQCgoqICUVFRSEhIQGVlJfz9/REeHg4nJyfh87Kzs7F06VIkJyfD1tYWI0aMwJw5c9Cixf++BcnJyYiKisKlS5fg6uqKGTNmYNSoUWrnj42NxaZNm5Cfn4/u3btj8eLFakUnNOkLEREREZEx4vJL5kHjJSKAe88FNvZPY6SlpWHPnj3o1q2b2vbly5fj559/xurVq7Fjxw7cuHFDLWzKZDJMnz4dVVVV2LNnD6KionDw4EGsWbNGaHP9+nVMnz4d/fv3R3x8PF5//XWEhYXh+PHjQpuEhASsWLECoaGhOHjwILp3747Jkyfj5s2bGveFiIiIiMhYcfkl86DxSOCFCxeash/1unPnDubOnYvIyEisXbtW2F5SUoIDBw5g5cqV8PX1BXAviAUGBiI1NRW9e/fGiRMncPnyZWzZsgVOTk7o0aMHZs+ejZUrV2LmzJmwsrLCnj170LFjRyxYsAAA0LlzZ5w5cwZbt27FoEGDAABbtmzBmDFjMHr0aABAREQEfvnlFxw4cADTpk3TqC9ERERERMaKyy+ZhwaNBBrS+++/j8GDB8PPz09te3p6OqqqqtS2d+7cGW5ubkhNTQUApKamomvXrmpTMv39/VFaWorLly8LbZTBTbWN8hiVlZXIyMhQO49IJIKfnx9SUlI07guRIclkMqSkpODYsWNISUmBTCYzdJeIiIjIiCiXX5JKpQgLC0NGRgbKysqQkZGBsLAwSKVSzJgxg0VhTJxJVAc9cuQIzp8/j/3799fYV1BQAEtLS7Ru3Vpte9u2bZGfny+0uf+ZPOXr+tqUlpaivLwcxcXFkMlkaNu2bY3zZGZmatwXIkOpbb0fFxcXrvdDREREarj8UvNn9CEwJycHy5Ytw+bNm2FtbW3o7hCZJEOt9yOTybhsAxERkQni8kvNm9GHwIyMDNy8eVOtSqdMJsPvv/8uVOqsqqrC7du31Ubgbt68CWdnZwD3RvTS0tLUjltQUAAAam2U21TbSCQS2NjYQCQSQSwWqxWBUZ5HOYLo5ORUb1+I9M1Q6/1w5JGIiMi0cfml5svonwkcMGAADh8+jEOHDgl/vLy8MGzYMOFjS0tLSKVS4XMyMzORnZ0tFGLp3bs3/vrrL7UAl5SUBIlEgi5dughtTp48qXbupKQk4RhWVlbw9PRUO49cLodUKhV+OTTpC5G+Kdf7CQ4OrnO9n5ycnBo3ShpDOfLo4eGB6OhoJCQkIDo6Gh4eHggPD0diYqLOzkVEREREDWP0I4ESiQRdu3ZV22ZrawsHBwdh++jRoxEVFQV7e3tIJBJERkbCx8dHCF7+/v7o0qUL5s2bh7lz5yI/Px+rV69GcHAwrKysAADjxo1DbGwsPvroI4wePRonT57E0aNHsX79euG8EydOxPz58+Hl5QVvb29s27YNd+/eFUYpW7VqVW9fiPRN3+v9GGrkkYiIiIxXXl4eiouL62137do1tb/rY29vj/bt2zeqb+bI6EOgJhYuXAiRSIRZs2apLdCuJBaLsW7dOixduhRjx45Fy5YtMXLkSMyaNUto89BDD2H9+vVYsWIFtm/fDhcXF0RGRgrLQwBAYGAgCgsLsWbNGuTn56NHjx7YuHGjWkGZ+vpCpG+q6/14enrW2K/r9X6UI4+LFy+uc+QxNDQUaWlpnGJCRERkBvLy8jB+wmuoqqzQ+HOWLVumUTtLK2vs3LGdQbCBTDIE7tixQ+21tbU1wsPDHxi2OnTogA0bNjzwuP3798ehQ4ce2Gb8+PEYP358nfs16QuRPul7vR99jzwSERGRcSsuLkZVZQXuegyG3MZeZ8cVlRcDmb+iuLiYIbCBTDIEEpHmlOv9hIeHY9GiRejXrx+sra1RUVGBU6dO4eTJk4iIiNDZ1Ex9jzwSERGRaZDb2ENu51R/Q2pyDIFEZiAgIABjx47Fvn371AoXicVijB07VqfVOvU98khEREREDaOzEKhQKHDr1i2Ul5fDzc1NV4clIh1ITEzEV199hQEDBqBfv36wsbFBeXk5Tp06ha+++go9e/bUWRDU98gjERERETVMo0NgRkYG1q5di6SkJNy9excWFhY4f/68sL+4uBirVq0CcK9oio2NTWNPSUQNUFe1TgAYPnx4k1Tr1OfIIxEREZExys7ORmlpqUZtJRKJXgfSGhUCDx06hLCwMFRXV9fZxt7eHn///TeSk5PRv39/vPjii405JRE1kCGqdd4/8qg6EqjrkUciIiIiY1NUVITx48dDLpdr1F4kEiEuLg4ODg5N27H/p3UIvHz5MhYvXozq6mpMmDABI0aMwJQpU1BUVFSj7YgRI3Dy5EkkJiYyBBLpmbGsEwg03cijIchkMqSlpaGwsBCOjo7w9vY26a+HiIiIdMfBwQE7d+5UGwm8du0ali1bhkWLFqFTp05q7SUSid4CINCIELhlyxZUVVUhODgYixYtAoA6L4B8fX0B3Js6SkT6xXUCdS8xMRExMTHIzc0Vtrm4uCAkJIQjnERERAQAdU7v7NSpE7p27arn3qgT1d+kdsnJybCwsMDUqVPrbdu+fXvY2NggJydH29MRkZZUq3XePyWhqdcJrKysxL59+/DZZ59h3759qKysNPl1AhMTExEeHg4PDw9ER0cjISEB0dHR8PDwQHh4OBITEw3dRSIiIqIH0nok8MaNG2jZsiVcXFw0am9jY6Pxg5FEpDuq1TrDwsIQHBwMd3d3ZGVlITY2FlKptEnWCfzkk0/w888/QyaTCfvWrVuHJ598Uq2dKalrqqunpyciIyObzVRXItKtvLw8FBcX19vu2rVran/Xx97engtkE5FWtA6BVlZWqKiogEKhgIWFxQPbVlZWoqSkBK1bt9b2dETUCAEBAYiIiEBMTAxCQ0OF7a6uroiIiND5OoG2trb48ccf0aZNG0yePBm+vr6QSqXYtGkTfvzxR9ja2prkOoHmMNWViHQrLy8P4ye8hqrKCo0/Z9myZRq1s7Syxs4d2xkEiajBtA6BDz30EC5cuICsrCx4eHg8sO3x48chk8nQpUsXbU9HRI0UEBCAgQMHNnkxE5lMhvLycgBAt27d4O7ujpYtW8Ld3R3dunXDyZMnUV5eDplMZnKjZfouskNEpq+4uBhVlRW46zEYcht7nR1XVF4MZP6K4uJihkAiajCtQ2BAQAD+/PNPbNu2DREREXW2Ky0txapVq2BhYYEhQ4Zoezoi0gGxWNzkI1Tx8fGQy+V46aWXcOrUqRojj8OGDcPhw4cRHx+PoKCgJu2Lrum7yA4RNR9yG3vI7ZwM3Q0iIgCNCIGvv/46du3ahb1796JNmzaYNGmS2v7y8nIkJibi008/RVZWFpydnTFmzJhGd5iIjFt2djaAe/9GzJ49u8bI461bt3D48GGhnSlRLbJz//IXTVFkh4iIiKgpaF0d1NHREZ999hmsra2xfv16+Pn54datWwAAf39/PPbYY5g9ezaysrJga2uLNWvWwNbWVmcdJyLjpCyHLJVKhZHHIUOGwMfHB2KxGFKpVK2dKVEW2ZFKpQgLC0NGRgbKysqQkZGBsLAwSKVSzJgxw+SmuRIREZF50XokEAD8/Pzw1VdfYfny5UhOTha2FxQUCB/369cPixcvxiOPPNKYUxGRiRg+fDjWrVuHTZs24fnnn0eLFv/7Z6a6uhqbN2+GWCzG8OHDDdhL7emzyA4REZE+ZWdnN6iav0QiMcmbutTIEAjcK/ywbds2/Pvvvzh79ixu3LgBmUwGZ2dn9OnTB506ddJFP4nIRFhZWSEoKAh79uxBUFAQJk2aJFQH3bx5M27duoVx48bBysrK0F3Vmr6K7BAREelLUVERxo8fX2NN4QcRiUSIi4uDg4ND03WMmkSjQ6BShw4d0KFDB10djohM2JtvvgkA2LdvH1atWiVsF4vFGDdunLDflOmjyA4REZG+ODg4YOfOnTVGAq9du4Zly5Zh0aJFNQZ3JBIJA6CJ0lkIJCJS9eabb2LSpEmIj49HdnY23NzcMHz4cJMeASQiImrOHjS1s1OnTujatasee0NNSesQWFlZiYKCAlhaWsLZ2Vlt3507d/DFF1/gt99+g0gkwhNPPIE333wTNjY2je4wEWlPJpPpdQqjcmooERERERkPrUPgvn37EBkZiREjRmDFihVq+6ZPn44zZ85AoVAAAC5evIgzZ85g+/btsLCwaFyPiUgriYmJiImJQW5urrDNxcUFISEhLGZCREREZEa0XiLixIkTAIBhw4apbT927BhOnz4NCwsLDBs2DEFBQWjRogVOnz6N+Pj4xvWWiLSSmJiI8PBweHh4IDo6GgkJCYiOjoaHhwfCw8ORmJho6C4SERERkZ5oHQIzMzMBAJ6enmrbv/nmG1hYWGDq1Kn4+OOP8cEHH2DhwoVQKBQ4fPhw43pLRA0mk8kQExMDX19fREZGwtPTE7a2tvD09ERkZCR8fX2xdu1ayGQyQ3eViIiIiPRA6xBYWFgIGxsb2Nvbq21Xrhf48ssvC9uU64FdvHhR29MRkZbS0tKQm5uL4OBgiETqv/IikQjBwcHIyclBWlqagXpIRERERPqk9TOBd+/ehbW1tdq2f/75B4WFhXBzc8NDDz0kbLe1tUXr1q1RVFSkdUeJSDuFhYUAAHd391r3K7cr2zVGQxaZ5QKzRERERIahdQi0t7dHYWEhbt++jdatWwMATp48CQC1rp1VXV0NOzs7bU9HRFpydHQEAGRlZdWYvq3crtpOWw1dZJYLzBIREREZhtYhsGfPnjhx4gT279+PSZMmQS6XY//+/bCwsED//v3V2hYWFqKsrAydO3dudIeJqGG8vb3h4uKC2NhYREZGqk0JlcvliI2NhaurK7y9vRt1noYuMssFZomIiIgMQ+sQOHLkSBw/fhyrVq1CUlISCgsLcf78edjZ2eH5559Xa3v69GkAYAgkMgCxWIyQkBCEh4cjLCwMwcHBcHd3R1ZWFmJjYyGVShEREaGT9QK5yCwRERGR8dM6BAYGBuL48eM4ePCgsFyEtbU1IiIihOmhSgkJCbWOEBKRfgQEBCAiIgIxMTEIDQ0Vtru6uiIiIoLrBBIRERGZEa1DIACsWLECL7/8MlJSUtC6dWv4+vqqFYQBgMrKSrRq1QojRozghSaRAQUEBGDgwIFIS0tDYWEhHB0d4e3trZMRQCIiIiIyHY0KgQDQt29f9O3bt879VlZW+OCDDxp7GiLSAbFYXGvhJiIiIiIyH40OgURERGSeZDIZZxcQEZkghkAiIiJqsMTERMTExCA3N1fY5uLigpCQEK0e/8jLy0NxcXG97a5du6b2d33s7e3Rvn37BveHiKg50zoEvvbaaw3+HAsLC2zbtk3bUxIREZERSExMRHh4OHx9fbF48WK1isPh4eENLjiVl5eH8RNeQ1Vlhcafs2zZMo3aWVpZY+eO7QyCREQqtA6Bp06d0qidhYUFAEChUAgfExERkWmSyWSIiYmBr6+v2tqjnp6eiIyMRFhYGNauXYuBAwdqPDW0uLgYVZUVuOsxGHIbe531VVReDGT+iuLiYoZAIiIVWofAmTNnPnB/SUkJ/vjjD6SmpsLBwQGvvPIKnxMgIiIycWlpacjNzcXixYuFAKgkEokQHByM0NBQpKWlNbgQldzGHnI7J112l4iIatFkIVBJKpXirbfewpUrV7BmzRptT0dERERGoLCwEADg7u5e637ldmU7IiIyPqL6mzSOr68vFi1ahB9++AH79u1r6tMRERFRE3J0dAQAZGVl1bpfuV3ZjoiIjE+Th0AACAwMhFgsZggkIiIycd7e3nBxcUFsbCzkcrnaPrlcjtjYWLi6usLb29tAPSQiovroJQRaW1ujZcuWuHLlij5OR0RERE1ELBYjJCQEUqkUYWFhyMjIQFlZGTIyMhAWFgapVIoZM2awDgARkRHTyzqBeXl5KCkpga2trT5OR0R14MLORKQLAQEBiIiIQExMDEJDQ4Xtrq6uDV4egoiI9K/JQ2B5eTmWLl0KAOjatWtTn46I6qDrhZ2JyLwFBARg4MCBvLFERGSCtA6BX3zxxQP3V1ZWIicnBydOnEBRUREsLCwQHBys7emIqBF0vbAzERFwb2poQ5eBICIiw2tUCNRk8XeFQgGRSIQZM2Zg2LBh2p6OiLTUFAs7ExEREZHp0joEPv744w8+cIsWaN26Nbp3744XXngBDz/8sLanIqJGaMqFnYmIiIjI9GgdAnfs2KHLfhBRE+HCzkRERESkSi/VQYnIcFQXdvb09Kyxnws7EwBkZ2ejtLRUo7YSiQRubm5N3CMiai5YmZrI+DAEEumZvi+2VRd2Vn0mEODCznRPUVERxo8fX2Ph77qIRCLExcXBwcGhaTtGRCaPlamJjJNOQmBBQQG+++47pKen4+bNmwCAtm3bwsvLC8899xycnJx0cRoik2eIi23lws7h4eEICwtDcHCwWnVQqVSKiIgI3pU1Yw4ODti5c2eNmxPXrl3DsmXLsGjRInTq1EnYLpFIGACJqF6sTE1kvBoVAmUyGT777DNs2bIF1dXVAO5VAwUACwsLHDp0CFFRUZg0aRJmzZrFi0wye7VdbNd1oQ3o7mLbHBZ21vd0o+Y2velBI86dOnXiOq9E1CCsTE1k3BoVAufNm4eEhAQoFApYWVnBy8sLLi4uAIDc3Fykp6ejsrISX375JbKzs/Hxxx/rpNNEpqyui+2mvtBuzgs763u6Eac3ERE9GCtTExk3rUPgjz/+iCNHjgAAJk6ciBkzZqB169ZqbUpKSrB27Vps3rwZ33zzDZ5//nkMGTKkcT0moga5/xlEOzs72NnZAQCuXLmi1tYUC37oe7oRpzcREdWPlamJjJvWIXD//v2wsLDA9OnT8fbbb9faplWrVpg3bx6srKywbt067Nu3jyGQSI+ae8EPfU834vQmIiLNsDI1kXHTOgSeO3cOIpEIkydPrrft5MmT8eWXX+LcuXPano6ItGCoZxD1Rd/TjTi9iYhIM6xMrTtcwoeagtYhsLi4GBKJBK1ataq3batWrdCqVSsUFxdrezoi0pKhnkHUB31PN+L0JiIizbAytW40txk9ortFRn08c6J1CLS3t0dRURFKS0shkUge2LakpAQlJSVo06aNtqcjIqpB39ONOL2JiLRljhe/5lCZuqk1txk9LbMSDd0F+n9ah8BevXrh119/xdatWzFz5swHtt26dSvkcjm8vLy0PR0RUQ36nm7E6U1EpC1zvfhtzpWp9aU5zei56x4AeUsHnR1PdLfIbH+3GkvrEDhq1Cj88ssviImJQXV1NaZOnSpUHFQqLS3Fhg0b8OWXX8LCwgIvv/xyoztMRKSk7+lGnN5ERNoy54tfsVjM56QJACBv6QC5nZOhu0FoRAh89tln8cILL+Do0aNYv349tm7dil69eqFdu3YAgLy8PKSnp6OiogIKhQKBgYF45plndNZxIiJA/9ONlOeLjo5WO5+LiwunNxFRnXjxS0TGpFGLxX/00UdwcXHBjh07UF5ejt9//x0WFhYAAIVCce8ELVpgwoQJePfddxvfWyKiOij/zVHS9CF6bSn/rSMiIiIyNY0KgZaWlpg/fz7eeOMNfP/990hPT8fNmzcBAG3btoWXlxeeffZZtG/fXiedJSK6n+ri7UuWLOFi8UREGpDJZHxOj8iMNSoEKrVv3x4TJkzQxaGIiDTGxeKJiBouMTERMTExyM3NFba5uLggJCSEN7GIzISo/iZERMZJuXh7cHBwnYu35+TkIC0tzSTPR0Ska8rZDB4eHoiOjkZCQgKio6Ph4eGB8PBwJCaaRrEZImochkAiMllcLJ7IsGQyGVJSUnDs2DGkpKRAJpMZukv0APfPZvD09IStra0wm8HX1xdr167lz5HIDGg8HfTQoUM6OeGIESN0chwiIi4WT6ROn895cUqh6VHOZli8eHGdsxlCQ0ORlpbGJR2ImjmNQ+CCBQsaXQ3PwsJCqxC4a9cu7N69G//++y8A4JFHHkFISAgGDx4MAKioqEBUVBQSEhJQWVkJf39/hIeHw8npf6WYs7OzsXTpUiQnJ8PW1hYjRozAnDlz0KLF/74FycnJiIqKwqVLl+Dq6ooZM2Zg1KhRan2JjY3Fpk2bkJ+fj+7du2Px4sVqC0Nr0hci0g0uFt9weXl5KC4u1qjttWvX1P6uj729PQuBGZA+QxkLJJkm1dkMtd0w4GwGIvPRoMIw95dg1xcXFxe899576NSpExQKBQ4dOoTQ0FAcPHgQjzzyCJYvX45ff/0Vq1evRqtWrfDBBx9g5syZ2LNnD4B7d0anT58OJycn7NmzBzdu3MD8+fNhaWkpLF1x/fp1TJ8+HePGjcPKlSshlUoRFhYGZ2dnDBo0CACQkJCAFStWICIiAo8++ii2bduGyZMn49tvv0Xbtm0BoN6+EJHucLH4hsnLy8P4Ca+hqrKiQZ+3bNkyjdpZWllj547tDIIGoM9QxgJJpks5S+HgwYM4fPhwjRsGw4YNU2tHRM2XxiHw2LFjtW5XKBQICgpCUVERfvzxR511TNVTTz2l9vqdd97B7t27kZqaChcXFxw4cAArV66Er68vgHtBLDAwEKmpqejduzdOnDiBy5cvY8uWLXByckKPHj0we/ZsrFy5EjNnzoSVlRX27NmDjh07YsGCBQCAzp0748yZM9i6dasQArds2YIxY8Zg9OjRAICIiAj88ssvOHDgAKZNm4aSkpJ6+0JEumWoxeL1dT5dKi4uRlVlBe56DIbcxl6nxxaVFwOZv6K4uJghUM/0Hcqackqh6G5Ro/vXlMczdd7e3nBwcMCGDRtq3DDYuXMnNmzYAAcHB6OezUBEuqFxCOzQoUOd+5T/qTyoja7IZDJ8++23KCsrg4+PD9LT01FVVQU/Pz+hTefOneHm5iYEr9TUVHTt2lVtSqa/vz+WLl2Ky5cvo2fPnkhNTRWCm2qb5cuXAwAqKyuRkZGB6dOnC/tFIhH8/PyQkpICABr1hYh0LyAgAAMHDtTbs1D6Pp+uyW3sIbfjFPXmQt/PeTVlgaSWWaxMaWiNffSnNlyTkMj46GSdQH24ePEixo0bh4qKCtja2iI6OhpdunTBn3/+CUtLS7Ru3Vqtfdu2bZGfnw8AKCgoqPFMnvJ1fW1KS0tRXl6O4uJiyGQyYdqn6nkyMzOFY9TXFyJqGmKxWK+FDPR9PqK66LtqbVMWSLrrHgB5S4dG9U+V6G4Rg6WKtLQ0FBUVYerUqTh8+HCN2QxTpkzBxo0bdVoYhgWEiIyTyYRAd3d3HDp0CCUlJfjuu+8wf/587Ny509DdIiIiMih9V61tygJJ8pYOHKVuQsobASNHjkRQUBDi4+ORnZ0NNzc3DB8+HNXV1di4caPObhiwgBCR8TKZEGhlZYVOnToBALy8vHDu3Dls374dL7zwAqqqqnD79m21EbibN2/C2dkZwL0RvfsXby4oKAAAtTbKbaptJBIJbGxsIBKJIBaLcfPmTbU2N2/eFEYQnZyc6u0LERGRLum7aq2pF0gyZw8qDHPgwAEMHTpUrV1jsIAQkXEz2cXi5XI5Kisr4eXlBUtLS0ilUmFfZmYmsrOzhWfwevfujb/++kstwCUlJUEikaBLly5Cm5MnT6qdIykpSTiGlZUVPD091c4jl8shlUqFKROa9IWIiEiXlKFMWdU6IyMDZWVlyMjIQFhYGKRSKWbMmKHTC21lgaTMzEyEhoYiMDAQoaGhyMrK4uiOEVMtDOPu7o7o6GgkJCQgOjoa7u7u2LhxI9q0aaOTGwbKZ1WDg4PrfFY1Jyenxk16ItIPkxgJXLVqFQICAuDq6oo7d+7gm2++walTp7Bp0ya0atUKo0ePRlRUFOzt7SGRSBAZGQkfHx8hePn7+6NLly6YN28e5s6di/z8fKxevRrBwcGwsrICAIwbNw6xsbH46KOPMHr0aJw8eRJHjx7F+vXrhX5MnDgR8+fPh5eXF7y9vbFt2zbcvXtXWEtQk74QERHpmiGq1pp6gSSqna6WA9P3s6pE1DAmEQJv3ryJ+fPn48aNG2jVqhW6deuGTZs2YeDAgQCAhQsXQiQSYdasWWoLtCuJxWKsW7cOS5cuxdixY9GyZUuMHDkSs2bNEto89NBDWL9+PVasWIHt27fDxcUFkZGRwvIQABAYGIjCwkKsWbMG+fn56NGjBzZu3KhWUKa+vhBR88Bqd2RsDBHKWCDJtNRXGGbq1KnYsGGDTgrD6PtZVSJqGJMIgcplGupibW2N8PDwB4atDh06YMOGDQ88Tv/+/XHo0KEHthk/fjzGjx/fqL4QkWljtTsyVgxl9CCqhWHGjRtX44ZBRUUFNmzYoJPROX0/q0qkKi8vD8XFxfW2u3btmtrf9bG3t691LVx9n08XNA6BPXr0aHQbCwsLnD9/XtNTEhEZHVa7I2PGEWp6kPtH5+6/YaDL0TkWECJDycvLw/gJr6GqskLjz1m2bJlG7SytrLFzx3a1YKaP89nZ2Wl8bE1pHAJ1NUeciMhUsdodGTOOUFN99D06Z4hnVYmKi4tRVVmBux6DIbex19lxReXFQOavKC4uVguB+jifQUPgzJkzdX5yIiJToqx2t3jx4jqr3YWGhup0oWUiTXCEmjRhiNE5FhAiQ5Hb2Ot13VF9n6+xGAKJiDTEandkjDhCTQ1hiNE5PqtKZHxMojAMEZExYLU7MkYcoaaG4ugcEZnsYvFERPqm+jyNXC5X28dqd2QohhyhlslkSElJwbFjx5CSkgKZTKbzcxARke5xJJCISEOsdkfGyFAj1CxEY7r4syMijgQSUbOgrxEJ5fM0mZmZCA0NRWBgIEJDQ5GVlcXiG2QQhhihVhai8fDwQHR0NBISEhAdHQ0PDw+Eh4cjMTFRZ+ci3eLPjogAjgQSUTOg77vaAQEBGDBgAOLj45GdnQ03NzcMHz4cVlZWOj9XUxDdLTKJY5Jm9D1CzUI0pos/OyJSYggkIpNmiNL4tYXOAwcOmMxUqpZZvNPf3Oiz4iML0Zgu/uyISIkhkIhMliHuajeH9djuugdA3tJBp8cU3S1iuDQwfY1Qc6kU06X6s5PJZDWqg/JnR2Q+GAKJyGTp+662auiMiIhAeno6pFIpHB0dERERgfDwcJOYSiVv6WBSC9qSZvQ1Qs2lUkyX8mdy8OBBHD58uMYU+mHDhqm1I6LmiyGQiEyWvkcklKFz2LBhmDBhQo0LqKFDhyIpKYlTqUjv9DlCrVqIRnUEHuBSKcbO29sbDg4O2LBhQ433ys6dO7FhwwY4ODjwZ0dkBhgCichk6XtEQhkmN2zYAD8/vxoX2xs3blRrR6QP+p4WrVqIZtGiRejXrx+sra1RUVGBU6dO4eTJk1wqxYRZWFgYugtEpAcMgURksvQ9IuHg4AAA6NWrV60X27Nnz8a5c+eEdkT6YIhiHwEBARg7diz27dsHqVQqbBeLxRg7dqzRPxdrrtLS0lBUVISpU6fi8OHDNYoITZkyBRs3btT5bIbanj/kTQIiw2IIJCKTxcXbiQxTqCUxMRFfffUVBgwYUGMk8KuvvkLPnj21CoKi8mKd9bEpjmfqlO+BkSNHYty4cTWCWUVFBTZu3Kjz9woXpicyPgyBRGTS9Fkav6ioCACQnp5ea+hMT09Xa0ekD/qeFl3X9FMAGD58uFbTT+3t7WFpZQ1k/qqTPqqytLKGvb29zo9riu5/r9w/2qfr90pzqKZM1FwxBBKRyQsICMDAgQObfLqR8sJoypQpdU6l2rBhAyvrkV7pe1p0U0w/bd++PXbu2I7i4vpH7q5du4Zly5Zh0aJF6NSpU73t7e3t0b59e4360dzp873ChemJjBtDIBE1C2KxuMkrciovoDIyMrBjxw6kp6cLodPLywvh4eGsikh6p+9p0U01/bR9+/YNCmudOnVC165dG3QOc6fP9woXpicybgyBJio7OxulpaUatZVIJHBzc2viHhEZlj4KD6heQC1ZskR4Furq1avYu3cvqyKSwehzWjTXCTRt+nqvGOJZVSLSHEOgCSoqKsL48eMhl8s1ai8SiRAXF8eKhdRs6bPwgLIq4t69e9WqIopEIlZFJIPS17RorhNo+vTxXuHNAiLjxhBoghwcHLBz584aI4F1PSchkUgYAKnZ0nfhgcTEROzZs0eohqhkaWmJPXv2aF0VkUgX9DEtmlV5TVNtM4js7OxgZ2cHALhy5YqwXRcziHizgMi4MQSaqAf948znJMhc6LvwgEwmwyeffAIA6NOnD8aPHy9c/O7cuRNSqRSffPIJCx1Qs6fP6afUeIaYQaR6s2DRokU1lhLh9Hkiw2IIJCKTpe/CA6mpqSgqKkKvXr2wbNkytdC5bNkyYbH41NRU9O3bt9HnI2oofS/KrVAo1F5rGjJIvww1g0g5fX7fvn1q0+fFYjGnzxuBvLw8jSvyqv5dH1bkNQ0MgURksvRdeCA1NRUAMHHixFpD5xtvvIE5c+YwBJJB6PPZWNVp2EuWLOH6bybAEDOIEhMT8dVXX2HAgAHo168fbGxsUF5ejlOnTuGrr77i9HkDysvLw/gJr6GqsqL+xv9v2bJlGrWztLLGzh3bGQSNHEMgEZksQxUeuH/0g8jQlKFswIABGDt2rNq0O12HMtVp2BEREUhPT4dUKoWjoyMiIiIQHh7O9d+ozun6ADB8+HCuE2hgxcXFqKqswF2PwZDb2OvsuKLyYiDzVxQXFzMEGjmGQCIyWfouPNC7d2/s2LEDW7duhbe3d411Ardu3Sq0M2ai8vqn/xjDMUkzyovtrl27IisrS23anYuLC7p27arTi23lNOxhw4ZhwoQJNUYehw0bhqSkJK7/Zua4TqBpkNvYQ27nZOhukAEwBBKRydJ3lcLevXvDwcEB586dw4svvojKykphn5WVFSorK9GmTRujDYH29vawtLIGMn9tkuNbWlnD3l53d5RJM8qL7by8vFqr5EqlUigUCp1dbCunV2/cuLHW823cuFGtHZknrhNIZNwYAonIpOmzSqFYLMbzzz+PPXv2oLq6Wm2f8vVzzz1ntFOb2rdvj507tmtUCACou2hEXVgMwDAKCgoAAP369au1Su5///tfJCcnC+0aS1kwxMvLq9bzKQskcWkidboeLTf20XeuE0hk3BgCicjk6WuRbJlMhl9++QXdunVDcXGx2jS4du3awd7eHr/++iumTp1q1EGwoUGNy84Yt6KiIgDAoEGDap125+/vj+TkZKEd6VdTjsAb8+g71wkkMm4MgUTULOhjkWzVZ1weeeQRxMfHIzs7G25ubhg+fDguXbrEZ1xI75QjbsePH8dzzz1X41nVEydOqLVrLGWYPHfuXK3TsM+dO6fWztw1ZAS+OY2+63u6PpGhie4WGfXx7scQSETNgj7WR1M+u5KdnY0PPvhAbSTwwIEDmDx5slo7In1wcrpX1CE5ORlDhw5FRcX/Sr4rq4Sqtmss5fS9qVOn4uuvv1abhu3i4oIpU6Zg48aNnOanoqEj8M1l9F2f0/WJDK1lVqKhu9AgDIFEZPL0tT6a8qJ22bJlsLa2Vtt369YtYQ0lXvySPnl7e8PBwQFFRUU1FmtXLmfi4OCgs2l3yml+R44cwY0bN9T25eXlISEhgdP8SKCv6fpEhnbXPQDylg46O57oblGTBkuGQCIyaaqLVt9fpVDX66N5enpCJBJBLpfDx8cHEyZMEM63Y8cOnDx5EiKRqNYiCET6cP8zgRYWFmp/64JYLEbnzp3x22+/1dinUCiQnZ3Ntd9IjT6m6xMZmrylg0ktt8EQSNRE8vLyNH4GRPVvTRjzcyD6VNdixMoqhbpejPjcuXPCSItCocBPP/2EiooKWFtbCyMucrkc586dQ9++fRt9PiJNpKWlCc/fKd+HSsrXt27d0tmzqpWVlUhKSgIA4aaIkvJ1UlISKisrYWVl1ejzkenTx3R9ImoYhkCiJpCXl4fxE15DVWVF/Y3/n3IqoSYsrayxc8d2sw+C+l6MODU1FcC9kJmcnIzk5GS1/Z6ensjIyEBqaipDIOmNcukHV1dX5OXlqe2rrq6Gq6srcnJydLZERFxcHBQKBWxtbXHw4EGcP39euLjv2bMnRo4cibKyMsTFxWHcuHE6OSeZLn1N1yeihmEIJGoCxcXFqKqswF2PwZDb6LZ8t6i8GMj8FcXFxWYfAg21GHFGRgbatGmDZ555Bm5ubsjOzsYPP/yAjIwMnZ6HSBPKUcCcnBy0adMGkydPhq+vL6RSKTZt2oScnBy1do2lrDb62muvoUUL9cuIFi1aYMKECVi/fj1OnDjBEGjm9Dldn4gahiGQqAnJbexNan64qdH3YsReXl4A7j3fsmvXLly4cAGFhYXw9fXFxIkTMXToUMhkMqEdkT5IJBIA9wLYV199JUzBHDp0KJ599lkEBgaiurpaaKcrmZmZCA4OrjHC06tXL52eh0yTvqfrE1HDMAQSkclSXYx4yZIlOHz4sLBu37Bhw3S+GPHVq1cB3Lu4GT58OCorK4V9VlZWkMlkQrv+/fvr5JxE9bl48SKAe1M/ly5dWmM9turqaqHdCy+80OjzDRw4EOnp6fj+++/Rv39/jB07VliK4uTJk/jhhx+EdmS+9D1dn4gahiGQiLTSVIVvGlL0RrkY8ZIlS/D888+r7YuOjgYAvP/++zq7y6w64qG8sK7ttWo7In3p3Lkzrly5UmPdPuV2XRkxYgTWr18PAPj999/Vno1VvdgfMWKEzs5JpsdQ0/WJSDMMgUTUYE1Z+KahRW/Onz8PoO4qhefPn9fZMycuLi4AIPRNtQhHu3btoFAokJeXJ7Qj0ocOHToAAK5cuQJfX1+MGzdOGJk7deoUpFKpWrvGunDhgvDx/esSqr6+cOECR3jMmL6n6xNRwzAEElGDNVXhm4YWvamsrMS+ffvQpk0b7Nmzp0aVwnHjxmHfvn2YNGmSTkrVe3h4AADKysqwa9cubNq0Cf/88w86duyIyZMn49VXX1VrR6QPw4cPx7p162BjY4PMzEwh9AH3blzY2dmhvLwcw4cP18n5VKuR5ubmqi1LYWFhARcXF51WIyXTpDpdX/WZQODezQJdT9cnooZhCCQirRm68E18fDxkMhkmT55ca5XCSZMmYdWqVYiPj0dQUFCjz3f79m0AQElJCYYNGyZsP336NA4dOlSjHZE+WFlZISgoCHv27EFZWZnavry8PCgUCowbN05na/Ypq4wGBwfj2WefRXx8vPAs7vDhw/Hdd99h1apVOqtGSqZJOV0/PDwcYWFhNZ5VlUqliIiIYFEYIgNhCCQik5WdnQ3g3uhDbVUKx48fr9ausTSdtsTpTaRvPXv2BFD3YvHK/brg4OAAADh+/DgCAwPVbrDI5XJhCQllOzJfAQEBiIiIQExMjNqzqq6urlwegsjAGAKJyGS5ubkBAD7++GP4+fnVWIdq5cqVau0aq3v37gAAS0tLHDx4EEePHhVGQF544QWMHDkSVVVVQjsifVCW4vfz86u1Su7777+v01L8Tk73Rv+Tk5OxcOFCdOjQARUVFbC2tsa///4rFIpRtiPzFhAQgIEDByItLU2Yru/t7c0RQGpyortFRn08Q2MIJCKTNXToUERHR8PS0hKLFy/GhQsXIJVK4ejoiMWLF+Oll15CVVUVhg4dqpPzffPNNwCAqqoqLF++HMHBwXjxxReRlZWF5cuXo6qqSmini+mn+pSdnY3S0lK1bXVVdpVIJDoL1tR4qqX4bWxsarz3dF2KX/msl3JJiPu1adMGNjY2fNaLBGKxmEWCSO9aZiUaugtGjSGQ6D4ymYx3LE2EskphVVUVXnzxxVqrgyrb6eICRDmtdO7cudixY0eN6U3vvfceVq5cqbPpp/pSVFSE8ePH16j0qHR/ZVeRSIS4uDhO9zMSyuUfZDIZ/vrrrxr7letXZmRkoH379o0O8GKxGJ07d8Zvv/1W6/5bt25xAXAiMri77gGQt3TQ2fFEd4uaVbBkCCRSkZiYiJiYmBrPloWEhBj9swvGsG6fvqmuL/WgUvW6WodKefGsUCgQGxtb42ZBQkKCWjtT4eDggJ07d9YYCayLRCJhADQSRUVFwpqYs2bNemDbjRs3YvPmzY0O8JWVlUIFUuVSFErK11KpFJWVlTorRkNE1FDylg4GLV5n7BgCif5fYmIiwsPD4evrW+PZsvDwcKN+iN2Y1u3TJ+WFbK9evfDxxx/XeBZq7ty5OHfunM4CS//+/bF27VqsX78eHh4esLOzg52dHQDg4sWL+PLLLyESieDp6Sn0w1SYUl/pfxwcHLBjxw7Mnj0bHTp0QEhICK5fv45ly5Zh0aJFeOihhxATE4Ps7GxERkaidevWjf59OHjwIORyOTp37ox169YhPT1duBni5eWF6dOnIzMzEwcPHsTYsWN184USUZPgc3PmiyGQCP8rrODr66u2npGnpyciIyMRFham08IKumYs6/YZkrJMvlJdUxu1VVRUhDfeeANyuRwlJSUICQmps21ISAinTJLedOzYEbNnz0Z4eDi2b9+OQYMGAQCqq6uxfft2nDt3DhERETorWHTu3DkAwJQpU2BpaVljqvXkyZOxaNEinDt3jiGQAPAxC2Om7+mNovL6ZywZ8njmhCGQCOqFFVQXtAXuPf+k68IKTcXQ6/bpm3IdsvT09FrXoUpPT1dr1xiqUyb379+PH3/8scYziE8//TRefvllAJwySfqlWoo/KSkJAPDhhx82SSn+li1bAgBycnJq3a+cTq9sR+bNlB+z0JQph1x9PTdnb28PSytrIPNXnZ1LydLKGvb2ursBbi4YAonwv2fG3N3da92v3K6rZ8tIN5Tr8U2ZMgWHDx+uUahlypQp2LBhg87W7VNOmVy4cCHee+89bNy4EXv37sWYMWMwZcoUPv9EBqUsxZ+QkIBVq1Zhzpw5CAwM1PnF6LPPPosffvgBW7ZswUsvvYQWLf53KVFdXY2tW7cK7ci8mfJjFpoy9ZCrr+fm2rdvj507tmtcu0A5pb1Tp071tjfm2gXGjCGQCP8LE1lZWfD09KyxPysrS60dGQdlqfqMjAxs3bq11vXRXF1dm6RUvZWVFZ5++mns3bsXTz/9NAMgGQWxWIxu3boBALp169YkoxF9+vSBra0tSkpKEBQUhEmTJsHX1xdSqRSbN29GSUkJ7Ozs0KdPH52fm0yHqT9moQlzCLm61L59+waFtU6dOqFr165N2CPzxhBIhP+FidjYWERERNQodBAbG9tkYYK0JxaLERISgvDwcAwfPlytSuHGjRtRWVmJiIgIk73AIDJGYrEYCxYswJIlS3Dr1i2sWrWqRpv58+fz987MNZfHLOrSFCHXHKt8k+EwBBLhf2FiyZIlGDp0aK0lz99//31e1BgphULRoO1E1DjKqae1rRU4cOBAjn5Qs3/MQtch11yrfJPhMAQSqbCwsGjQdjIs5Z1YPz+/Wkdww8PDTX66kTkw5aIK5mrdunX47bff4ODggGeffRZubm7Izs7G999/j99++w3r1q3Dm2++aehukgE198csdB1yWeWb9I0h0ARwekDTU53WsWTJklqfLWOYMD6qd2JrK1Vv6tONzIGpF1UwR5WVldi3bx/atGmDffv2qRWGmTZtGoKCgrBv3z5MmjSJz8qaMdXHLFSnSwL3lvAx9ccsmirkmluVbzIchkAjx+kB+qEME8OGDcMbb7yhdkF64MABDBs2DElJSQwTRqY5TzfKzs5GaWmpRm0lEolJLvbOogqmKT4+HjKZDJMnT1YLgADQokULTJo0CatWrUJ8fLza2p1kXlSf2a5tCR+pVGrSz2w395BLzR9DoJHj9AD9UIaEDRs2wNraWm3frVu3sGHDBrV2ZBya63SjoqIijB8/XuMF701xYXpzqBzYXGVnZwMAfH19a53K6+vrq9aOzJfq+pX3L+Fj6jd5mnvIpeaPIdBEcHpA01K9ePbx8UH//v2FgjDJyck4efJkjXZkeM3lTmxtU74/+OADlJWVqW3LycnB5s2bMWnSJLi6ugrbbW1tcePGDdy4cUOtvTFP+W7ulQObM+Wo87Zt23Dq1KkaU3n79eun1o7Mm7KIUHN87rc5h1xq/hgCiQBhxMXGxgZZWVlC6APurWtjY2OD8vJyjUdmSD+aw51YbaZ8b968WaN2xjzluzlP5W3uhg8fjrVr1+Lrr7+u8cxfYWEhvv76a4hEIgwfPtxAPSRjIxaLm+3NnOYccql5Ywgkwr1RCQAoLy9HZWWl2r78/Hwh/KWlpeHxxx/Xe/+obqZ+J9Zcp3w316m85kAsFsPS0hIVFRU1/r1Uvra0tORFMJmN5hxyqfliCCSC+npyYrFYbcRP9TXXnTNOzeFOrLlN+Vadylvb8h6mMpXXHKWmpqqtpVqbiooKpKamom/fvnrqFRERNQRDIBEAOzs7AICVlRXatGmDvLw8YZ+joyNu3bqFyspKoR0ZH96JNS2qU3mHDh2qFiqsra1RWVlp9FN5zdXZs2cBAD179sQnn3xSY0mdd999F+fPn8fZs2cZAg2ES0sRUX0YAokAoRR/ZWUlKisr8d5778HX1xdSqRSbNm0SpjhpWrKfiDRT1+g6R92Nl7IA0dNPPw0bG5say0AMGTIE58+fr1GoiPTDGJeWqqysRHx8vHCzYPjw4VxDksjATCIErl+/Ht9//z0yMzNhY2MDHx8fvPfee/Dw8BDaVFRUICoqCgkJCaisrIS/vz/Cw8Ph5PS/6VXZ2dlYunQpkpOTYWtrixEjRmDOnDlq6xwlJycjKioKly5dgqurK2bMmIFRo0ap9Sc2NhabNm1Cfn4+unfvjsWLF6tNWdKkL2S87ty5g5UrVwqv+R8Vke4pl4jw8/OrdTpoeHg4l4gwUu3atQMAHDt2DCNGjKhRlffYsWNq7Ui/jO0543Xr1mHfvn2QyWRq24KCgvDmm2/qrH9E1DCi+psY3qlTpxAcHIy9e/diy5YtqK6uxuTJk9XKpy9fvhw///wzVq9ejR07duDGjRuYOXOmsF8mk2H69OmoqqrCnj17EBUVhYMHD2LNmjVCm+vXr2P69Ono378/4uPj8frrryMsLAzHjx8X2iQkJGDFihUIDQ3FwYMH0b17d0yePBk3b97UuC9kfFq3bg3gXiXQ+5eBaNOmjfAfnrIdETWOcomI4OBgWFpawsfHB0OGDIGPjw8sLS0RHByMnJwcoWgTGY8+ffoAADIyMrBo0SJkZGSgrKxMeH3+/Hm1dmQYyueMdfZHi0C5bt067NmzB61bt8Z7772HAwcO4L333kPr1q2xZ88erFu3rgm+ciLShEmMBG7atEntdVRUFHx9fZGRkYHHH38cJSUlOHDgAFauXCksUrt8+XIEBgYiNTUVvXv3xokTJ3D58mVs2bIFTk5O6NGjB2bPno2VK1di5syZsLKywp49e9CxY0csWLAAANC5c2ecOXMGW7duxaBBgwAAW7ZswZgxYzB69GgAQEREBH755RccOHAA06ZN06gvZHyUFQjz8vIwYMAAvPLKK7WuE8hKhUS6wSUiTFN2djbs7OwgkUhQWlqK06dPQyqVCvuVMydatWrFZ8fMXGVlJfbt24c2bdpg3759wqyroUOH4vnnn0dQUBD27duHSZMmccYNkQGYRAi8X0lJCYB7DygDQHp6OqqqquDn5ye06dy5M9zc3ITglZqaiq5du6pNyfT398fSpUtx+fJl9OzZE6mpqUJwU22zfPlyAPf+QcvIyMD06dOF/SKRCH5+fkhJSdG4L6YoOztb4+fhJBKJyS0SrPq+SElJUVsn0NrautZ2xkh0t0ivx9P3+aj54BIRpqeoqAjjx49Xq55cVVWl1kb5/HRJSQlee+01xMXF1ZhdQeYhPj4eMpkMkydPVnvsBgBatGiBSZMmYdWqVYiPj6/xXGlDNeQaBTDN6xQiXTO5ECiXy7F8+XL06dMHXbt2BQAUFBTA0tKyxlS9tm3bIj8/X2hz/wW88nV9bUpLS1FeXo7i4mLIZDK0bdu2xnkyMzM17oupqe0//gcRiUQm9x+/sly9vb09bt26pVbQwMHBAQ4ODrh9+7bRl6tvmZXYrM93v+Z0c8LcArXqEhGRkZE1nivjEhHGx8HBATt37hR+586ePYu9e/eqjda2bdsWQUFB6NOnDyQSiUn9P0C6lZ2dDQA1bq4rKbcr22mrodcogGlepxDpmsmFwIiICFy6dAm7du0ydFfMxv3/8QP3ykkvW7YMixYtQqdOndTam+J//Krl6u+fDnrq1CmcPHlSq3L1TXEh/qBj3nUPgLylg07P9aCgp+/zqWpuNycMHaj1TfV3LiwsDMHBwXB3d0dWVhZiY2MhlUq5RIQRUr2R0rVrVwQFBSEhIQGrVq3CnDlzEBgYyJ8ZAfjfe0UqlWLo0KE19iunETf25lxt1yhA87tOIdI1kwqB77//Pn755Rfs3LkTLi4uwnYnJydUVVXh9u3baiNwN2/ehLOzs9Dm/gIDBQUFAKDWRrlNtY1EIoGNjQ1EIhHEYrFaERjleZQjiJr0xRTV9Y90p06dhBFZUxcQEICIiAjExMSoPePi6uqKiIgIBAQENPiY+r6wl7d00OuC4/o+n6qmvDlhiDW2DBmoDUX1dy40NFTY3pjfOdIvsViMbt26AQC6devGAEiC4cOHY926ddi0aROef/55tSmh1dXV2Lx5M8RiMYYPH97ocz0oSOrjOkUmkyEtLU2ocOzt7c3fBTJ6JhECFQoFPvjgA/zwww/YsWMHHnroIbX9Xl5esLS0hFQqxXPPPQcAyMzMRHZ2tvAMXu/evbFu3TrcvHlTmM6ZlJQEiUSCLl26CG0SE9UvmpKSkoRjWFlZwdPTE1KpFE8//TSAe9OWpFIpxo8fr3FfyHgFBARg4MCBOvvHXNcX9oBpXNzrS1PcnDDUGluGDNSGpOvfOSIyDlZWVggKCsKePXsQFBSESZMmCevvbt68Gbdu3cK4ceNMvihMYmIiYmJikJubK2xzcXFBSEgIb2SRUTOJEBgREYFvvvkGMTExsLOzE56ta9WqFWxsbNCqVSuMHj0aUVFRsLe3h0QiQWRkJHx8fITg5e/vjy5dumDevHmYO3cu8vPzsXr1agQHBwv/AI0bNw6xsbH46KOPMHr0aJw8eRJHjx7F+vXrhb5MnDgR8+fPh5eXF7y9vbFt2zbcvXtXWEtQk76QcROLxfDx8dHJscz1wt6UGdsaW+ZAl79zRGQ8lOsA7tu3D6tWrRK2i8VijBs3zuTXCUxMTER4eDh8fX2xePFitSnt4eHhnNFARs0kQuDu3bsBABMmTFDbvmLFCiF8LVy4ECKRCLNmzVJboF1JLBZj3bp1WLp0KcaOHYuWLVti5MiRmDVrltDmoYcewvr167FixQps374dLi4uiIyMFJaHAIDAwEAUFhZizZo1yM/PR48ePbBx40a1gjL19UUb5lY0gsjQlGtsERGR9t58801MmjQJ8fHxyM7OhpubG4YPH27yI4AymQwxMTHw9fVVK27l6emJyMhIhIWFYe3atRg4cCBnNpBRMokQePHixXrbWFtbIzw8/IFhq0OHDtjwf+zde1yN6fo/8At7z3z3d2Zvtpnfd8zs/Xrtbe/93QuRCiURkRSFEkUJiShETqEkhYgwxqHB5GzkNIYYckgoh3GKxqlESKR0UFmp9fn90fe593o6UK3VSdf7nxlrrdbzrLWew33d93Vf98aN730fIyMj+umnn977GmdnZ5H+Wd19qSpO/2OMMdbYlFcBuKK5uPW9AnBjJqWGfkzi4+MpLS2N/Pz8ZNWNiUoKkTk5OZGnpyfFx8dzpkMj0fTth2sJ1OX7ldYggkDWOItGMMYYa7w+VAG49Fzc+l4BmH1cpKVRWrduXe7z0uPqS6iwj1Pz5s3p9598SvTwrNbf+/effCrWRdc2DgIbCJ5bxhhjrDGpqPR/RbjsP6tNLVu2JCKi5ORk0tHRKfN8cnKy7HXs4/XVV1/Rju3bKl1VvKIq5uWRqopX9jpYFRwEMsYYY6xe4vROVh+lpqbSH/7wB/riiy8oLCyMPDw8ZCmhKpWKwsLC6Msvv2zQy4M1dLWZnvnVV19VqehbfVhijYNAxhhjjDGmVeXN56xIQ5rPWTpNOSMj471VTl1cXDhNuZY11PTM2sZBIGv0PtYbFWtYGtqEcsYYq8iH5nOW1pDmc5ZOU7527Rrt3buXMjIyxGu+/PJLsre3JwMDA05TrgO1kZ75MeAgkDVqH/ONimmmtpZl4R5LxtjHprz5nO9rbDe0QEm9M/jf//43DR06lI4ePUorVqyg6dOnU//+/XlZiDrWENMzaxsHgaxRq6jwQEU3q4Z2o2LVV1vVc7nHkjFWE+p6feGKsmY+xsZ2s2bNSKFQEBGRQqFoUAEgZ6E0XhwEskbvfemdH+PNilVObS7Lwj2WjDFt42WgGibOQmG1hYNAxhgrBy/LwhhryHh94YaJs1BYbeEgkDHGGGPsI8MdWQ0TZ6Gw2sJBYAPBOduMMcYYYx83Dt5ZbeEgsJ7jnG3GGGOMMcaYNnEQWM9xzjZjdYNH31l98+LFi0rfC9T/+yF8L2CMscaHg8AGgHO2Gas9PPrO6qMXL16Q80gXeleorPTfLFq0qFKv+/0nn9KO7ds4EGSMsUaEg0DGalBNjP7wiFLN4tF3Vh9lZ2fTu0IlFfyjJ6n+S3sdCU3fZhM9PEvZ2dl8bDLGWCPCQSBjNaAmR5OIeESppvHoe81LTU2lN2/eVOq1n3/++XvX82xMVP/VnItGMMYY0xgHgYzVgJocTSLiESXWsGVlZZGzszOpVKpKvb5p06Z04MABatGiRc3uGGOMMdZIcBDIWA3h0STGyteiRQvasWOHbCTwfZ0hn3/+OQeAjDHGmBZxEMgYY6zWVZTeyZ0hjDHGWM3jIJAxxhhj7CPDy9wwxt6Hg0DGGGOMsY8EL3PDGKsMDgIZY4wxxj4SvMwNY6wyOAhkMi9evKj0jUP9vx/CN47awek/jDHGPubCZNxOYUw7OAhkwosXL8h5pAu9K1RW+m8WLVpUqdf9/pNPacf2bXyBrSGc/sMYY+xjx+0UxrSHg0AmZGdn07tCJRX8oyep/kt7jf6mb7OJHp6l7OxsvrjWEE7/YYxpG4+4sPqG2ymMaQ8HgQ1UamqqbI0toopvxJ9//nmF5djLo/qv5qT67EvNd5LVqo85/Yexhqy4uJji4+MpMzOTWrZsSbq6utSsWbO63q334hEXVp9xO4UxzXEQ2ABlZWWRs7MzqVSqcp8vfSNu2rQpHThwgBdbZlrHcxBrTk129LDaExMTQ+vWraO0tDTxWKtWrcjDw4NMTU3rcM/er7GOuJR33lWEzzvGWEPGQWAD1KJFC9qxY0eVblQcADJt4jmINYs7ej4OMTEx5O/vT8bGxuTn50etW7em5ORk2rlzJ/n7+1NAQECVA8GmBVla3ccPvV9jGnH50HlXmqbnHXf0MMbqEgeBDRTfDFhd4jmINYs7ehq+4uJiWrduHRkbG1NQUBA1bdqUiIh0dHQoKCiIfH19af369WRiYlKl1NA/JMfU1C43euWdd++7fmly3nFHD2OsrnEQyBirFp6DWLO4o6dhi4+Pp7S0NPLz8xMBoKRp06bk5OREnp6eFB8fT/r6+pV+34LWpqT6Qwut7WfTgiwOLNVUdN5p+/rFHT2MsbrGQSBjjDGmZZmZmURE1Lp163Kflx6XXldZqj+0aDTpmR877uhpGLhKLtNE6bTv9x0ntZ32zUEgY4wxpmUtW7YkIqLk5GTS0dEp83xycrLsdYyx+qcuquRywbWPx/vSvss7Tmo77ZuDQMYYY0zLdHV1qVWrVrRz507ZnEAiIpVKRTt37qSvv/6adHV163AvGy8e3WGVUZtVcrng2senvqd9cxDIGGOMaVmzZs3Iw8OD/P39ydfXl5ycnGTVQePi4iggIKDerxf4MeI1EFlV1UaVXC649nGqz2nfHAQyxuq9muq1J+KbI6s5pqamFBAQQOvWrSNPT0/x+Ndff12t5SGYdkijO2//YkD45HOtvW+TwjdEz67V2zUQWf3HBddYbeIgkDFWr9Vkrz0R99yzmmVqakomJiYUHx9PmZmZ1LJlS9LV1eURwHrgv55dq+tdYIyxOsNBIGOsXqupORlE5c/LeJ/6XOWL1V/NmjWr0jIQrHbwchuMscaMg0DGWINQG3My3qe+V/lirCY0Lciq1++nCV5uQzu4yA5jDRMHgaxR4ZsVq67SVb5UKhU9ePCAsrOzqXnz5vS///u/sgqQvLgz+xjwyBZ7Hy6y8/EpnfFCxFkvHysOAlmjwTcrpinpRhcTE0Pr1q2jtLQ08VyrVq3Iw8ODi33UscTERLEGn+Tx48eUk5NTqb//05/+VG61vdatW9O//vUvrexjQ/Ixp0zyemyaq80lFFjNe1/GC9HHkfXC0zr+g4NA1mjwzYppQ0xMDPn7+5OxsTH5+fnJyv77+/tz1cc6tmbNGrp586bW37djx460evVqrb9vffcxpkzyemzaV9vp+h9zmnJdquq6dkQNK+uFp3XIcRDIGp26nlvGGq7i4mJat24dGRsbyxYA19HRoaCgIPL19aX169eTiYkJV3+sI5MnT66xkcD6gEevNMfrsTV8tT2a3JiCzo955Ku+L95e2zgIZIyxSoqPj6e0tDTy8/OTzf8jKukxdHJyIk9PT4qPj+dqkHXkX//6V52nbZY3p6YilU034tEr7eL12Bq22k5Tri8pzExzH3OQW1UcBDLGWCVlZmYSUcWjQtLj0utY4/OhOTWlVTbdiEevGPuP2k5T/pjnxrLGi4NAVkZjSntgrCpatmxJRETJycmko6NT5nkpDVF6HWt8Kko3qigwq0q6EY9eMVY3Psa5sYxxEMjK4N4pxsqnq6tLrVq1op07d8rmBBKVLBmxc+dO+vrrr0lXV7cO95LVtfelG3Fgxhhj/1GVJSk+9mqdtY2DQFYGpz0wVr5mzZqRh4cH+fv7k6+vLzk5Ocmqg8bFxVFAQAAXhWHsI1BcXEz37t0jIqJ79+7RP//5Tz63GdOiqi5J8bFX66xtHASyMj72tAdOd2WaMDU1pYCAAFq3bh15enqKx7/++mteHoJ9dBpbNVJpVOLatWu0d+9eysjIICKiFStW0JYtW2jo0KFkYGBARDwqwZimuFpn3eIgkNVLNVFdT8KjkkxTpqamZGJiQvHx8ZSZmUktW7YkXV1dHiUox4sXLypdzET9vx/CxUxqVmOsRvqhUYmMjAzasGGD+DePSjCmOe5IqTscBLJ6p6aq60k43bVhqokRV03es1mzZrwMxAe8ePGCnEe60LtCZaX/prwFe8vz+08+pR3bt3EgWEMaYzXSFi1a0LZt28jLy4s+//xzys3NlVX6bdmyJf3xj3+kvLw8CgoKoj/96U8cADYSjW1EnDUOHASyeqe89ID3NTKqmh7wsae7fqw40G54srOz6V2hkgr+0ZNU/6W9kZ+mb7OJHp6l7OzsehlMfCwaYzXS9PR0ysjIoIyMDOrWrVuZeb+xsbFERFRQUEBt2rSp471lNa0xjoizxoODQFZGfejxqig94GNoZLDq0fYILhGP4tYW1X81544X1iC8evWKiIiMjIxkFYB1dHQoKCiI5syZQ5cuXRKvYx+3xjgizhoPDgKZwD1erD6rbyO4xcXFPCeQsY9MVlYWERH16NFDtgQMUcnUg+7du9OlS5fE69jHrzGOiLPGgYNAJnCPF2OVExMTQ+vWraO0tDTxWKtWrcjDw4OrgzLWgElTC86dO0f9+/cvsxbo+fPnZa9jJbjqNmMNDweBTIZ7vBh7v5iYGPL39ydjY2Py8/OTzRfy9/fnZSIYa8C+/LIk2+Dy5cvlrgV6+fJl2etYCU6rZ6zh4SCQMcYqqbi4mNatW0fGxsblzhfy9fWl9evXk4mJCaeGMtYA6erqUqtWrah58+b08OHDMmuB/vvf/6acnBzS1dWtw72sf7jqNmMNDweBrFJKr9v3vjW9eAFd9rGKj4+ntLQ08vPzK3e+kJOTE3l6elJ8fDwvH8FYA9SsWTPy8PAgf39/6tq1Kzk4ONCnn35KSqWSLl++TBcvXqSAgADu5Cmlvs3ZZox9GAeB7IPet25feWt6VWXdPl5ImjUk0pphrVu3Lvd56XH1tcUYYw2LqakpBQQE0Lp16yguLk48/vXXX3O6dz1RH6qYM9bQcRDIPqi8dfvep7Lr9vFC0qyhadmyJRERJScnk46OTpnnk5OTZa9jjDVMpqamZGJi8lFVAC6d0UNUcQdrfc3o4SrmjGkPB4GsUmriZsALSbOGRpovtHPnTtmcQKKSyoE7d+6kr7/+mucLMfYRaNas2UeT1v2+jB6ish2sVcnoqU1cxZwx7eEgkNU5Xki6ZvF8Tu1Rny9UXuXAuLg4ni/EGKt3aiqjpy5wFXPGtIODQMY+YjU5n7OxUp8vVLpyIM8XYozVV9zBxxhTx0Ega3TqekJ5bY7MfUy9v/XJxzhfiDHGGGONBweBrM41LciqlferDxPK62Jkjnt/a8bHNF+IMcYYY41LgwgCr1y5Qps3b6bbt29Teno6rV27lszNzcXzAOjbb7+lvXv3Uk5ODhkYGNCCBQvo73//u3hNVlYWBQYG0pkzZ6hp06ZkYWFB8+bNo88++0y85u7du7Rw4UK6desWtWzZkpydnWncuHGyfTl27BitXr2anj17Rn//+99pxowZ1LNnzyrtC5OrrQVh68OEch6ZY41RbXX01LbKLnFDxMvcMMYYq18aRBCYn59PCoWChgwZQpMmTSrz/MaNG2n79u0UHBxMf/3rX2n16tU0duxYOnr0KH366adERDRjxgxKT0+n8PBwevfuHc2dO5fmz59PK1asICKiN2/e0NixY8nY2JgCAgLo/v37NHfuXPrTn/5EDg4ORER07do1mj59Onl7e5OZmRkdPnyYPD096cCBA2LScWX2hckVtDYl1R9aaO39mhZkVRhY1ocJ5TwyVz01sY4Trw1VO2qro6c2VWeJGyJe5oZ9nOp6mgVjrOoaRBDYs2dP2WibOgC0bds2mjhxohgdXLZsGXXr1o1OnjxJAwYMoKSkJDp37hzt27ePOnToQEREvr6+NH78eJo1axZ99dVX9PPPP9O7d+9o8eLF9Mknn9D//u//0p07dyg8PFwEgdu2baMePXqQm5sbERFNnTqVYmNjaceOHbRw4cJK7QsrS/WHFlwdlFWoJtN4iXhtqNpQmx09taWmlrgh4mVuWMNRH6ZZMMaqp0EEge/z9OlTSk9Pp27duonH/vjHP1LHjh3p+vXrNGDAALp+/Tr96U9/EgEgEVG3bt2oadOmFB8fT3379qUbN25Q586d6ZNPPhGv6d69O23cuJGys7OpefPmdOPGDRo9erRs+927d6eTJ09Wel8YY1VTk2m8RJx2Vxs+5o4eXuKGNWb1YZoFY6x6GnwQmJ6eTkREX3zxhezxL774gl69ekVERK9evaKWLVvKnv/d735HzZs3F3//6tUr+utf/yp7zZdffimea968Ob169Uo8Vt52KrMvjLGqqw9pvIwxxsri6zNjDVPTut4BxhhjjDHGGGO1p8GPBP6///f/iIgoIyOD/ud//kc8npGRQW3atCGikhG9zMxM2d8VFRVRdna2+Psvv/yyzGid9G9p9K+812RkZIjnK7MvrCyeUM4YY4wxxljtafBB4F//+lf6f//v/1FcXBy1bduWiEoqfd68eZOGDx9ORET6+vqUk5NDt2/fpvbt2xMR0cWLF0mlUpGuri4REenp6dGqVavo3bt39Pvf/56IiGJjY6l169ZiYrKenh5dvHhRNi8wNjaW9PT0Kr0v7D94QjljjDHGGGO1r0EEgXl5eZSSkiL+/fTpU7pz5w41b96cvvnmG3JxcaH169fT3/72N7Esw//8z/+ICp3//Oc/qUePHuTn50cBAQH07t07CgwMpAEDBog8dhsbG1q7di3NmzePxo0bRw8ePKBt27bRnDlzxHZdXFxo5MiR9MMPP1DPnj3p6NGjdPv2bVq4cCERETVp0uSD+8L+gyeUM8YYY4wxVvsaRBB4+/ZtcnFxEf9esmQJERHZ2tpScHAwjRs3jgoKCmj+/PmUk5NDnTp1ok2bNsnW5Vu+fDkFBgbSqFGjxGLxvr6+4vk//vGPtHnzZlq4cCHZ2dnRn//8Z/Lw8BDLQxARGRgY0PLly2nVqlUUGhpKf//732nt2rWyCc6V2Rf2HzyhnDHGGGOMsdrVIIJAIyMjunfvXoXPN2nShLy8vMjLy6vC17Ro0UIsDF+RNm3a0K5du977GisrK7KystJoXxhjjDHGGGOsrjSIIJAx1jCkpqbSmzdvZI89fvxY9l/J559/Tt98802t7RtjjDFWE4qLi8Vgxb179+if//wnNWvWrI73irH34yCQMaYVWVlZ5OzsTCqVqtznFy1aJPt306ZN6cCBA9SiRYta2DvGakbTgqwG8Z6MMe1R7/C8du0a7d27lzIyMoiIaMWKFbRlyxYaOnQoGRgYcIcnq7c4CGSMaUWLFi1ox44dZUYCK/L5559zAMgavD8kx9T1LjBWLcXFxRQfH0+ZmZnUsmVL0tXV5dGrSvhQhydRydJgGzZsICLu8GT1FweBjDGt4d5O1tgUtDYl1R9aaPU9mxZkcXDJalRMTAytW7eO0tLSxGOtWrUiDw8PMjU1rcM9q/+kDs+cnByaN28e/eUvf6EJEyZQUlISZWdnU/Pmzemf//wnbdiwgVJTU2nVqlUcALJ6iYNAxhhjrJpUf2hBqs++rOvdYKzSYmJiyN/fn4yNjcnPz49at25NycnJtHPnTvL396eAgAAOBD/gm2++oRcvXlBGRgbZ2dnRwoULywTUNjY2tHHjRkpPT6e//vWvdbi3jJWPg0BWL5UuMFJRcREiLjDCGGOMVUZxcTGtW7eOjI2NKSgoiJo2bUpERDo6OhQUFES+vr60fv16MjEx4dTQD8jMzCQiok2bNpUbUG/atEn2OsbqGw4CWb3zvnz70sVFiDjfnjHGakvpDjqVSkXnz58nopIRJpVKJQIL7qCrf+Lj4yktLY38/PzE7yRp2rQpOTk5kaenJ8XHx5O+vn4d7WXDILU52rdvX25A7eXlRbdu3eK2Cau3OAhk9Q4XGGGMNRRN32bX+XvWVubEhwpi7Nixg3bs2CH+zR109Y80KtW6detyn5ce59Erxj5+HASyeol7jxlj9Vnz5s3p9598SvTwbI28/+8/+ZSaN2/+wdfVZuaEegfdtWvXKCwsjDp06ED9+/enb775hlJTU+no0aN069Ytcnd3J1NTUw4A65mWLVsSEVFycjLp6OiUeT45OVn2OlaxrKwsIiK6desW+fr6kpOTkywd9NatW7LXMVbfcBDIGGOsRml7tKwmRt+q6quvvqId27dRdnbl9uXx48e0aNEimjdvHv3tb3/74OubN29OX3311QdfV9uZE9988w0VFxfT/Pnzy8wr09XVJQsLC/L19aVDhw7R0KFDq70dVjN0dXWpVatWtHPnTtlvR1SS2rtz5076+uuvSVdXtw73smGQAuVx48bR4cOHydPTUzz39ddfk5ubG23atIkDalZvcRDIGGOsRtTkaFllR8pq0ldffVWpQE3d3/72N/r3v/+t1f2o7cwJnlfWcDVr1ow8PDzI39+/3NGruLg4CggI4KIwlSAF1AkJCbR9+3a6ffu2WHOxffv25O/vzwE1q9c4CGSMMVYjqjJaVlMjZUz7eF5Zw2ZqakoBAQG0bt26MqNXvDxE5akH1P7+/uTk5ETGxsaUnJxM/v7+HFCzeo+DQMYYYzWmqqNlNTFSxrSL55U1fKampmRiYkLx8fFi9EpXV5cDlirigJo1ZBwEMsYYY6zS1OeVBQQElEmD43llDUOzZs04XVcLOKBmDRUHgYwxxpgWlV6ygajiZRsa4lp6Uhrc/PnzydrampRKpXju008/JaVSSQsXLuRGMGs0OKBmDREHgYwxxpiWfGgtvdLLNjTktfSaNGlSpccZY4zVHxwEMsYYY1pS20s21IXi4mJat24dGRsbl5sO6u/vT+vXrycTExMeDWSNQnFxMaeDsgaHg0DGGGNMixpaemdVqS8R8fvf/75MGhwvEcEak5iYGFq3bh2lpaWJx1q1akUeHh5aKwxTOsW8ovRyooaZYs7qBgeBjDHGGKs0XiKCsRIxMTHk7+9Pn3zyiezx169fk7+/v1YqhL4vxbx0ejlRw04xZ7WLg0DGGGOMVRovEcFYSQpoaGgoASADAwNydnam1q1bU3JyMu3YsYPi4uJo5cqVGqdFN4YUc1Y3OAhkjDHGWKWpLxERFBRETZs2Fc+pVCpeIoI1Cjdu3KCsrCzq0KEDLVq0SJwHOjo6tGjRIvLy8qJbt27RjRs3qFOnThpti9M7WU1o+uGXMMYYY4yVkJaIiIuLI19fX0pISKD8/HxKSEggX19fiouLo4kTJ3JhDPZRu3HjBhERjR49WtYRQlSSkjl69GjZ6xirb3gkkDHGGGNVYmpqSgEBAbRu3Try9PQUj3/99ddamQfFWEPBS6KwhoqDQNbofewLOzPGWE0wNTUlExMTLo3P6lxV7uNE2rmX6+np0fbt2yk8PJz09PTKpEVv2bJFvI6x+oiDQNaoNaaFnT9GXDabsbrVrFkzXgaC1amq3seJtHMv19PToxYtWtCtW7do3rx5ZQrD3Lp1i1q0aMFBIKu3OAhkjVp5VbdUKhU9ePCAsrOzqXnz5vS///u/ooePq27VH1w2mzHGWFWrZxJp517erFkz8vb2pvnz59O1a9coLi5OPPfpp58SEZG3tzePjLN6i4NA1uipjw7VxqKvTDu4bDZjjDGiuqueaWpqSgsXLqS1a9fSixcvxON//vOfud3A6j0OAhn7P9Kir8bGxuTn5yfSOnbu3Km1RV+ZdnF6J2OMsbrEc2NZQ8VBIGNUsujrunXryNjYWLbulY6ODgUFBZGvry+tX79e40VfGWOMscagMc3Z5rmxrCHiIJAxIoqPj6e0tDTy8/Mrd70fJycn8vT0pPj4eL7QM8YYY+/Bc7YZq/84CGSMiDIzM4mIqHXr1uU+Lz0uvY4xxhhj5VOfs33t2jXau3cvZWRkiOe/+OILGjp0KBkYGBARz9lmrC40/fBLGPv4tWzZkoiIkpOTy31eelx6HWOMMcYq9s0331BaWhqFhYWVKeD15s0bCgsLo7S0NPr3v//doFNBGWuoOAhkjIh0dXWpVatWtHPnzjLpKyqVinbu3Elff/016erq1tEeMsYYYw1HcXExhYaGEgAyMDCgtWvX0tGjR2nt2rVkYGBAAGjlypVUXFxc17vKWKPEQSBjVDKp28PDg+Li4sjX15cSEhIoPz+fEhISyNfXl+Li4mjixIlcFIYxxhirhBs3blBWVhZ16NCBFi1aRDo6OvTf//3fpKOjQ4sWLaIOHTrQ69ev6caNG3W9q4w1ShwEMvZ/TE1NKSAggJKSksjT05P69+9Pnp6e9PDhQ14egjHGGKsCKbgbPXp0uQXXRo8eLXsdY6x2cWEYxkpp0qRJXe8CY4wx9lFo0qQJFRcXl1lHjzFWtzgIZOz/8GLxjDHGmHbo6enR9u3badWqVaRUKunFixfiua+++oo+/fRT8TrGWO3jdFDGqOxi8epzF4KCgsjY2JjWr1/PE9jrseLiYrp+/TqdOnWKrl+/zr8VY4zVIT09Pfrv//5vSklJocLCQpo+fTrt27ePpk+fToWFhZSSkkL//d//zUEgY3WERwIZI14svqGLiYmhdevWUVpamnisVatW5OHhwaO3jDFWRz755BPKz8+n/Px8WrFihXhcGgWU/ssYq308EsgY8WLxDZmUxvuPf/xDVoL8H//4B/n7+1NMTExd7yJjjDU68fHxlJWVRePGjSuzEPyf//xncnNzo9evX1N8fHzd7CBjjRyPBDJG8sXidXR0yjzPi8XXT6XTeKVRXCmN19fXl9avX08mJia8vAdjjNUiqdPU1taWHB0dyxSGUSqVtGnTJu5cZayO8EggY8SLxTdUUhqvk5NThWm8z58/555mxhirZeqdq82aNSN9fX3q06cP6evrU7NmzbhzlbE6xkEgY8SLxTdUnMbLGGP1E3euMla/cRDI2P+RFot/+PChbLH45ORkXh6inlLvaS4P9zQzxljd4M5Vxuo3nhPImBpTU1MyMTEpM3eBb1L1k3pPs/qcQCLuaWaMsbomda6uW7eOPD09xeNff/01d64yVsc4CGSsFGnuAqv/pJ5mf39/8vX1JScnJ2rdujUlJyfTzp07KS4ujgICAjiIZ4yxOsKdq4zVTxwEMsYaNO5pZoyx+o07VxmrfzgIZIw1eNzTzBhjjDFWeRwEMsY+CtzTzBhjjDFWOVwdlDHGGGOMMcYaEQ4CGWOMMcYYY6wR4SCQMcYYY4wxxhoRDgIZY4wxxhhjrBHhIJAxxhhjjDHGGhGuDsoYY4wxxmpMcXExL+HDWD3DQSBjjDHGGKsRMTExtG7dOkpLSxOPtWrVijw8PMjU1LQO94yxxo3TQRljjDHGmNbFxMSQv78//eMf/6C1a9fS0aNHae3atfSPf/yD/P39KSYmpq53kbFGi4NAxhhjjDGmVcXFxbRu3ToyNjamoKAg0tHRof/+7/8mHR0dCgoKImNjY1q/fj0VFxfX9a4y1ihxOihjjLFal5qaSm/evBH/fvz4sey/6j7//HP65ptvam3fGGOai4+Pp7S0NPLz86OmTeVjDk2bNiUnJyfy9PSk+Ph40tfXr6O9ZKzx4iCQMcZYrcrKyiJnZ2dSqVRlnlu0aFGZx5o2bUoHDhygFi1a1MLeMca0ITMzk4iIWrduXe7z0uPS6xhjtYuDQMYYY7WqRYsWtGPHDtlI4Pt8/vnnHAAy1sC0bNmSiIiSk5NJR0enzPPJycmy1zHGahcHgYwxxmodp3cy9nHT1dWlVq1a0c6dOykoKEiWEqpSqWjnzp309ddfk66ubh3uJWONFxeGYYwxxhhjWtWsWTPy8PCguLg48vX1pYSEBMrPz6eEhATy9fWluLg4mjhxIq8XyFgd4ZFAxhhjjDGmdaamphQQEEDr1q0jT09P8fjXX39NAQEBvE4gY3WIg8AasnPnTtq8eTOlp6dTmzZtyM/Pj1MeGGOMMdaomJqakomJCcXHx1NmZia1bNmSdHV1eQSQsTrGQWANOHr0KC1ZsoQCAgKoY8eOtHXrVho7diz98ssv9MUXX9T17jHGGGOM1ZpmzZrxMhCM1TM8J7AGhIeH07Bhw2jIkCH0r3/9iwICAui//uu/aP/+/XW9a4wxxhhjjLFGjoNALSssLKSEhATq1q2beKxp06bUrVs3un79eh3uGWOMMcYYY4xxEKh1r1+/puLi4jJpn1988QW9evWqjvaKMcYYY4wxxkpwEMgYY4wxxhhjjQgHgVr25z//mZo1a0YZGRmyxzMyMujLL7+so71ijDHGGGOMsRIcBGrZJ598Qjo6OhQXFyceU6lUFBcXx5WxGGOMMcYYY3WOl4ioAWPGjKHZs2dT+/btSVdXl7Zu3UoFBQVkZ2dX17vGGGOMMcYYa+Q4CKwB/fv3p8zMTPr2228pPT2d2rZtS5s2beJ0UMYYY4wxxlid4yCwhjg7O5Ozs3Nd7wZjjDHGGGOMyfCcQMYYY4wxxhhrRDgIZIwxxhhjjLFGhINAxhhjjDHGGGtEOAhkjDHGGGOMsUaEg0DGGGOMMcYYa0Q4CGSMMcYYY4yxRoSDQMYYY4wxxhhrRDgIZIwxxhhjjLFGhINAxhhjjDHGGGtEOAhkjDHGGGOMsUaEg0DGGGOMMcYYa0R+V9c7wMoCQEREb968qeM9YYwxxhhjjNUlKSaQYgRt4CCwHsrLyyMiop49e9bxnjDGGGOMMcbqg7y8PPrjH/+olfdqAm2GlEwrVCoVvXz5kj777DNq0qRJXe8OY4wxxhhjrI4AoLy8PPqf//kfatpUO7P5OAhkjDHGGGOMsUaEC8MwxhhjjDHGWCPCQSBjjDHGGGOMNSIcBDLGGGOMMcZYI8JBIGOMMcYYY4w1IhwEMsYYY4wxxlgjwkEgY4wxxhhjjDUiHAQyxhhjjDHGWCPCQSBjjDHGGGOMNSIcBDLGGNNITk5OXe9Co6BSqRr0+zPG6h8Adb0LrAq0+XtxEMjYR6ImL+T1oXFYH/ahOqTfBcBHebM9dOgQTZ8+nVJSUup6Vz56TZs2pYcPH9LatWu1+r5Hjx6lzMxMatq0aYM9z+qLwsLCut4FVg2ZmZlUVFRUq9tUP9fevn1bq9uWREdHU0xMDBHVXBuitu970vZq+lyMjo6mnTt31ug21Emf68WLF1p7Tw4CGWugpAtCfHw8ERE1adKkxrbTtGlTsa03b97UyHbK2y4R0e3bt+ndu3diHxqaJk2aUGZmJr17946aNGlC0dHRdODAgVrfD23fiKX3y87OptzcXFq9ejU9efJEq9uo6r7UxTZrO2i6cOEChYeH04MHD7TyfomJibRu3TqaMWMGvX79mgNBDezevZt2795da9fIxkyb53xeXh4NHDiQgoKC6N27d1p73w+R7mlLly6l3bt3U0FBQa1tW/r+li9fLjqVmjRpUiP3Caltkp2dXSvXliZNmtCZM2fowIEDlJ+fXyPbiI+Pp1mzZtEf//jHWus8aNKkCR09epR69epFjx490sp7NsxWFdOq2mxAqW/rYxwVqU1NmjShs2fP0rBhw+j8+fM1sg31C/jSpUvJ39+fsrKyamRbpTVp0oRiYmJozJgxdOnSpVrZZk0ck2/evCEbGxv69ttv6fDhwzRx4kT67LPPtL6d0qTPcvfuXXrx4oXWOwkSEhKIiMjFxYWGDBlCL168oNDQ0FoNBKUGRU11gJSnuLhYbPP8+fO0bds2Iqq965menh798Y9/pOvXr8v2p7r+8Y9/kLu7OxUWFtKsWbNqPBCUvqe8vLwaef+KvO/zaPpZpc8UFxdHW7dupWPHjtVaIHj//n3x/7t27dJa50Blle4MqYnjRtpGZmYmvXr1ioi0e85/9tlnNHPmTPrpp58oNDS0xgNB9WvF9evX6eDBg6Svr09/+MMfanS75e3D4sWL6enTp7Ru3Toi0u73+uzZMxFg/vLLL+Th4UHZ2dlae//SpM90584dmjJlCv3hD3+gTz/9VOvbSUlJoYsXL5KjoyMNHDiw1jqoMzMz6erVq+Tr60t///vftfKeHAQ2ciqVSpz0pdMRtNmokd5L/eJaU71ORCWjRydOnKBt27bR69eva7ynRtpuQUEB5ebmlvuctj1//pySkpLIz8+PunfvXiPbkI6N9PR0evToEc2ZM4f++te/1si2JNL3lZaWRidPnqSpU6fW2Ocrvd0mTZpQbGwsrV+/XmupJJ9//jktW7aMtm3bRj4+PrRw4ULq16+fVt67ItJnOXnyJI0bN452796t1UZ3bGwsjRs3jrZv305EREOHDiUbGxtKT0+vtUDw0aNHtGrVKpo+fTrt27dPqyky5Tl58iQVFhZSs2bNxLGxfv168XxtBaIdOnSgPn360Pr16yknJ4eaNWtW7feSRvkHDBhAjo6O9ObNmxoNBKXj8uzZszRt2rRaC1hUKpVoqO3fv5+CgoJo4cKFtHfvXiIijRtxz58/JyKib7/9lrp160YbN26kyMjIGg8Ef/vtN5o1axZ9//33tHjxYlq4cCF98sknNbpNddLvGRcXRyEhIVRQUFAjDeImTZpQVFQUOTk5kbOzM7m6utKzZ8+0uo1BgwZRcHAwbd++nVauXFmjgaB0rdi6dSv9+uuv5OzsTHp6ejW2vfJIv1Pr1q1pwIABFBMTQ7dv39ba+6tUKjp06BCdOHGCpkyZQt7e3jR06FD685//rLVtlNakSRNKSEiglJQUGjNmDA0aNEirxyMAysjIIGdnZ1q3bp0IaJs2bVrjnYC3b9+mCRMm0K1bt8jQ0FBr2+MgsJGTTpAffviBPD09ac6cOXT06FEi0l6Qpt649vX1FdvJy8vTesOpSZMmdPz4cZowYQJt27aN9u7dS7a2tnTw4MEayw+XPt/p06dp2rRpNGjQIPL19RW54pp+xvJ+gwcPHpCbmxvt2LGDvvnmmwpfpw1bt26lESNGUFZWVo0HgEQl31d8fDwFBgbS7du3qV27dkRUs2l30m94/PhxmjZtGr148UIrgYz0m3zyySdUWFhIAOjp06c1PldBSjudPn06TZkyhYYPH67V0ccvvviCBgwYQD/++KM4zh0cHGotELx79y4NHz6cHjx4QMnJybRo0SIKCwursdGlu3fv0tKlS2nGjBlUWFgoGtqFhYX0+eef18g2Sx/vKpVKPGZtbU2ffvopnT17ttzXVlaTJk2ouLiYmjZtSv3796cRI0ZQbm5ujQWCTZo0oRMnTpC3tze1bdu21ubPSfe5ZcuW0cqVK+l3v/sdqVQqWr58OQUEBGj03gcPHiQ/Pz+6ePEiEREFBQVRp06daPPmzTUeCLZq1YpMTExo27ZttG/fPvrpp5/ob3/7W62mpx0/fpymTp1KRUVF9PDhQ/GcttoORCUjO/PnzycbGxsaO3YsvX79mlxdXbUStKh/V5aWlhQSEkLbtm2j0NDQGm3Yv3nzhs6cOUMrVqygx48fE1HtZBMcPnyYQkJCKD09nd69e0d//OMfacCAAfT06VM6ceKE1vajadOm5OHhQf/617/oxIkTZGpqSoMHDyYizbMXylNcXExKpZKmTZtGXl5e9OjRI1kmk6ak9/riiy8oICCAWrRoQQkJCeIYrOlOwKdPn1LTpk3pwYMH1LRpU3Ht1hQHgY2U+kn+ww8/0Pr160mhUNDDhw9py5Yt9N133xGRdgJBaUTC09OTvvjiC+rWrRtdu3aNhgwZIlI7tOX27dsUEBBA06dPpx07dtDOnTspLS2N8vLyaqyHVMo/nzZtGhkYGND8+fOpsLCQli9fTr/++qtG7y2N1Kanp9O5c+fo5MmTlJeXR8XFxdS+fXvKzMwUjW1tBe3379+nCxcu0OXLl4mIyNjYmH7/+99TQkICZWRkaPz+ldGkSRN68eIF3b9/X1xka6q3rbi4mJo0aUI3b96kefPm0axZs2jBggX0z3/+UzxfXdKxv3v3blq7di1t2LCBNm/eTCtXrqzRBvDbt2/pwIEDNHr0aBo6dCj96U9/oidPntD3339Pp0+fptTU1Gq977Zt20ilUpFCoSAXFxcyMTGh7du312ogeP/+fXJ0dCRnZ2f67rvv6MCBA9StWzf65ZdfxPwPbXcYtG7dmsaNG0dpaWk0a9Ys8dv9/ve/pxYtWhARiSBfW9tv2rQpvXz5kq5duyb+LQUzenp69NVXX9G+ffvEc1Ul7WvTpk1JqVSKEcHRo0dTTk5OjQSCUsA+ffp0mjZtGuno6BAR0ZMnT2o8IIyLi6MTJ07Qd999Rz4+PmRoaEhKpVJ0Mkmqeo357LPP6PXr1xQRESHS1pcsWVKjgWBcXBwlJCRQy5YtqXXr1vT27Vv65ptvKCYmhgDQ7373uxppaJd269Yt8vPzo+nTp9O8efPE76lUKrXSKJZGdp49e0bDhw8nDw8PGjp0KO3Zs4f+/Oc/0/Tp00VaelU8e/aMFixYQCqVqsx3ZWVlRcuXL6ft27fTxo0bNf4MktLH1eeff06LFy8ma2trOn36NN26dYuaNGlSo2nY2dnZtHLlStq8eTNt3ryZwsPDKScnh/T09MjT05M2bdpEly5d0mpA8+c//5nMzc0pOzubQkJC6N27d9SsWTOtHJ95eXmUlZVFb9++pWbNmtGnn35KP/zwAxkYGFBCQoKsU6K6pN9NqVQSUUmngZmZGfn7+1N6enqZFOyaCuQtLS1pwoQJ9Ne//pVmzZpFqamp1KxZM82PF7BG7dq1a1i6dCnOnz8PAEhPT0dISAgGDx6MNWvWiNcVFxdXexuvX7+Gvb09Nm/eDABIS0tDr1694OfnJ3udSqWq0vvGx8cjNzdX9tiJEycwduxYAEBiYiLMzMwwb9488Xx2dnZ1PoJMUVERgJLvRKVSITc3F+7u7vj+++8BADk5OTAxMUFQUJBG25G+83v37sHW1hbu7u5YuXIl3rx5AwB48OABZs2aBRMTExw5ckT8XVW/R3WHDh2CnZ0dJk+ejHXr1onHk5KSYGZmBmdnZ2RkZFT7/avizp07cHZ2hqOjI06ePCke1+TzSfbv349ly5aJfxcXF2PPnj1wd3cHAGRlZeHEiRPw9PTEiBEjEBERgbdv31b6/aV9TElJweDBg7Fv3z7xex49ehQ6OjoICQmBUqkEAGzfvh0HDx7U+HNJ8vPzYWtri0WLFuH169cIDAyEs7MzevTogW7dumH9+vWy/ayMxMRE2Nvb4+HDh+KxBw8eYNGiRejXrx927NghHv/xxx/h5OSE6dOnIzk5WWufKyMjA126dMHIkSPFdwcA8+bNg0KhwPXr1/H27Vtxjko0OWak93r37h327NkDe3t7TJkyBQUFBRg9ejROnz5d5m/U9606VCoV3rx5A1tbWxgZGWHWrFm4cuWK7Bi8evUqTExMcPTo0Wq9PwCcPXsWM2fOxJAhQ7B8+XLEx8cDKDlGHR0d4ebmhtevXwPQ7B4guXz5MqytrVFcXIysrCzs2rULLi4u6NixI+bMmYOnT59qvI2KHDx4EA4ODgCA48ePQ19fH7t37wYAvHnzBrGxsVV6vzNnzojv8dy5cxg6dCi8vLxw8eJF8RofHx/07dsXP/74Y5l7VXWlp6dj1KhRsLa2RlJSEjIzM3Hnzh2EhITA3t5edt+uaXv27MGYMWMAlFwzjx07hokTJ8LS0hJ79uzR6JgpLi7G27dv0bt3bygUCsyaNUv2vFKphIODA6ysrHDz5s1Kv69KpcK+fftgZmYGHx8f8RuWvmbs3LkTOjo6uHHjRrU/g/pnkaSlpSEpKQn5+fkASr43Nzc3GBkZ4cGDB2Ver22RkZHQ19dHQEAAAgICYGVlhXv37uHFixeYOXMmXFxc8OzZs2q/v/R9Xr9+Hffu3QNQcu0MDQ3F0KFDsWzZMrx79068/sWLF9W6Pj948ADOzs4YNGgQzMzMcOfOHfHc06dP0a9fPwwbNgxpaWkaf5Zz585hypQpcHV1xcSJE5GamgoAOH36NHr27Im5c+eK304bpO3eu3cPly5dwrFjx8Q9JSYmBs7Ozhg5cqTYj9LHblXwSGAjo95rcObMGZo3bx5FRUVRq1atiIjoyy+/JBcXF+revTudPn1aTOqtak+zSqWSFQDIzs6mIUOGUHp6Og0dOpR69OhBCxcuJCISKQiV7X0CQFevXqWhQ4fSvn37ZClgjx49IqVSSQUFBeTm5kbdu3cX2zl+/Dht3rxZox7ngwcPUkBAABUWFooh+U8//ZQyMjJIV1eXnj9/TgMGDCAzMzOaN28eERGdPn26ymkr+L+5OomJieTs7Ew9evSgoKAgmjp1qkjr+9e//kVjx46lXr160dq1azVO45XSmlxdXWn+/Pk0ceJE8dw//vEP2rhxI6WkpNDMmTMpMzOzyu9fEWlfk5KSKDY2li5fvkw5OTnUpk0bmj17Nv3ud7+jH3/8kc6cOUNEmo94KpVKunHjBsXFxYnJ8NIoY3R0NB05coSmTJlC+/bto88++4xatWpFa9asqdIoaJMmTejq1av0008/0d///nfq16+fOL6lnuYtW7aQt7c3zZo1i5YvX05t27at9mcq/X384Q9/IEdHR9q9ezf16dOH0tLSyM7OjmJiYsjKyori4uJk84Er429/+xuFh4dT69at6fr166RSqehf//oXDRs2jExNTcuMCA4aNIju379P33//vdbm17Rs2ZJ69epFGRkZdPDgQSIiCg8Pp4MHD9Lf/vY32r59O1laWtK0adMoMjKSbt26RUSapepI177ffvuN2rRpQ/b29vT06VPy8vKihw8f0qZNm2jChAnk5uZGnp6e5O7uTgsWLNA4Je+zzz6jgIAAmj9/Pt24cYN8fX1p1KhRdOnSJXrx4gUZGBhQ69atxYh9VXqEpRFqLy8vatmyJQ0fPpxOnDhBCxYsoMePH1O/fv3IycmJCgoKaMKECZSVlaWVuTVff/01PXjwgKZOnUpOTk50/vx50tPTo6VLl9JPP/1Ed+7c0XgbROX3xjdv3pz+8pe/UGRkJM2ePZtmzZpFjo6ORER07do1OnXqVKXnlZ46dYo2b95ML1++JCKi7t2708SJEyk1NZV27dpV7ojgsWPHyswXr44vv/ySxowZQ3/5y1/Ix8eHXr58SW3atKHRo0eTgYEBnT17VlzXiIhWr15NycnJGm9Xov7dtmjRgmJjYyk8PJwmTZpEP/30E7Vo0YJ69OhB8+fPp6dPn1Z7Oy9evKBPP/2Utm7dSnp6enTz5k2RWQCAPvnkE9q2bRs1adKEFixYUKn7upT10a9fPxo/fjzdvXuXZs+eTQDKjE716dOHvv76a43nHkr3ciKiVatWkZeXFw0ZMoRmzpxJq1evpubNm9OSJUtIT0+PRo4cSUlJSTU6x6xv3740fPhwIiJydXUlExMT8vb2pp9++ok+++wzUqlU4vit6j7g/1Imo6KiaOLEiRQREUEvX76k3/3udzR+/HgyNjamX3/9lVasWEFKpZJWr15NM2fOFKNslXXnzh0aNmwYKRQKGjVqFLVp04Y8PT3FMfCXv/yFNm/eTK9fvyYvL69qzxeXrpOTJk2i1q1bk42NDb169Yrs7Ozo2bNnYkTw0qVLtHbtWkpKSqrWdtRJ3+GJEydo7NixtHr1alqwYAG5ubnRsWPHqEePHuTi4kJERHPnzqWnT59qNC+cRwIbEfXegqdPn+Lly5eYOXMmDAwMEBYWJnvty5cvERoaClNTU+zdu/eD7y31XKn3VEs9I+/evYOTkxO2bdsGMzMz+Pn5obCwEADw/PlzTJgwAWfPnq3y51mzZg10dHSwdetW0cuakpKC/v37Q0dHR4w0Sr0qixcvxoQJE6rdI/vu3TsEBwfD1tYWy5YtEz0zWVlZcHFxwbp162Bubo558+aJbaalpWHmzJk4cuRIlXu7cnNzMWbMGMyZM0f2eOlewjt37mDevHmwtrau9mjSnTt3YGFhUea3Lr3PiYmJ6NmzJ8aOHYv09PRqbUsijaQCwLFjx9CjRw+YmZnBzMwMpqamonc3Pj4ezs7OcHd3x/HjxzXapiQjIwPBwcFwdHTEqlWrxOPz589H7969MW/ePFy9ehVAyejxgAED8Ntvv1VpG0uWLIFCoUCPHj3w5MmTMs9fvHgRLi4umDx5sqwXs6rUe1537dqF48ePi98mISEBMTExAP5z3AQEBGD27NmVGq2S3lv9nMnIyICVlRUGDx4s3rOiEcEDBw5obXRHvfd47ty5sLS0hKenJwwNDXHlyhXk5OQAAI4cOYKQkBB06NAB9vb2Whm5jouLg0KhwIULF/DmzRtERETA0dERenp6CA4ORlhYGEJCQhASEoJFixZp3CusPpIMlIzs/vzzz5gwYQI6d+6MoUOH4siRI9iyZQvat28vetwr+94ZGRkYNmwYtmzZAqDku+3atSsWL14stq1SqXDw4EGMHTtW9DhX5zOkpaUhPT1dfJbY2FhMnjwZK1euxKNHj8Qx5OzsjMjIyCpvp6LtAsDhw4fF75+QkIDOnTtDoVDIjtGCggKMHTtWNipUEWlfs7OzxfsmJSWJvzt9+jSGDh2KKVOmyEYE582bB0NDQxw4cEAro9JAyajqhAkTMGzYMNy/fx8A8OrVKyxZskRkc4wbNw7GxsYajRRI1K8FRUVFYiRr1apV6Nu3L+bPny9GzQoKCmBra4uEhIRqbevJkyfo1q0bTpw4AaCkvWJhYQEHBwcxsiPtj1KpLPf6Wt57rlmzRpyb+fn52LVrFwYPHoyZM2eK31a6zmRmZsLBwQFnzpyp1mcobe3atTAyMsK5c+eQkpIirl3StT8tLQ3u7u5QKBSV+jyVdezYMURERMjO4SNHjsDd3V3c0w4dOoTFixfDyckJCoUC/fr1E79vVZ07dw4dO3bEvn37yrS18vLysHbtWlhZWaFPnz4wNjau8kjr/fv3oauri++++048duHCBbi6uuLRo0d4+PAhsrKyAJQcN1ZWVrCyssKLFy+q/Flyc3Ph5OSEjRs3Aihpr0ptWHWRkZGwtrau1jbKc+PGDRgaGor2WHx8PBQKBbZt2yZec+rUKQwePBju7u549+5dta8rHAQ2EkePHhU3vsWLF4u0mJSUFPj4+GDIkCEiNUaSlpaGXbt2VfoGkpKSgjlz5uDJkyc4duwYFAoFEhIS8PbtW/j4+EBPT0+k20mk1NOqDNmrB0Fr165FmzZtsHXrVrx58wb5+fnipiSlxaSkpCA0NBSGhobiZlldeXl5WLNmDUaMGIHFixeLhvSuXbugUCjg4uIie31oaCj69etXrYt6SkoKLC0ty003A+QNgkePHsHLywv29vbIzc2t8gXh1KlTsLS0REpKSrmpKOrvl5iYiLZt22LRokVV2obkyJEjePXqlfj3zZs3oa+vj4iICDx9+hQJCQmYMmUKOnXqhFu3bonXDB48GFOmTBHpsNWhUqnETf7u3bvw8/ODpaWlSOUFUOZCvnz5clhbW1crmPjuu+/QqVMnrF69WvaZpd+uoKCgSmmmFTl+/DgMDAzQr18/mJubw9nZGUlJSbLXJCUlITQ0FJ06dapS0JCRkQFjY2PRQFcqlTh9+jQGDRqE4cOHlwkEBwwYgE2bNmn8mSRv376FSqUq0yjx9/eHQqFAUFBQuQFtUlKSRqlAkidPnuDEiROyjjKlUok9e/bAyckJM2fO1Hgb5cnIyIBCocCuXbtkj586dQrBwcFo3749bG1toVAosGrVqiqlkOXk5MDOzg4vX75ESkoKunfvDl9fX/F8XFwc3rx5g+Li4mp1mknXi6ioKAwePBjW1tYwMTHB2rVry21choaGonv37hp3GKh/B7/99hv69+8Pd3d3kdIaFRUFhUKBxYsXIyoqChcuXMDo0aNhY2MjrgsfunYmJiaKRuCjR49ga2uLJUuWfDAQDAgIwKNHj6r1uaRGLSDvaHV0dIS+vj7s7e1Fgz4jIwPh4eGYMmUKvL29RYerJimG0meLjo7G+PHj4ejoCGdnZ9y+fRsAyhwjy5cvR79+/WTXvKpITU3F9OnTsXDhQnHdfV8g+CF3796FhYUFPD098eOPP4q/y8/Px86dOzF48GBMmzZN9jehoaGwtLTU+BqiUqnw6tUrjBw5UgS1Fy5cgJ6eHiIiIgD8J/BMS0tDcHCwVoJ26X0DAgKgUCjg6emJn376STw3Y8YM2Nrain8/e/YMMTExMDQ0hIWFRaWPl9K/ga+vLwIDAwGUHBcJCQlYtGgRwsLCkJycjMLCQly9ehUHDx4UHUOV9fr1awwaNAhWVlayx0NCQqCjo4N+/fqhbdu28PLyEve4lJQU2NnZVasN9urVK/Tu3RvPnz/Hq1ev0KNHD1kAeOjQIRQUFACARu0SifRd7ty5E+PHjwcAPHz4UAwuSKTz7cyZMxpfMzkIbCQ2bNgAhUIBV1dXGBgYyEYekpOT4ePjAwcHB/z444/l/n1lLko3btyAkZERhg8fjvbt28tGpaQT0cnJCRs2bEBkZCT8/PzQqVOnao2ClBcIhoeHA/jPhbR79+4wNDTEwIEDYWFhUe1eSYl0oU5MTMSCBQtgYWGBFStWiJvyihUroFAosGTJEgQHB2Pu3LkwMDCo8giSJDY2Fnp6erh79y6A8m/iRUVFonEu5fVXx+rVq2FiYvLe1yQlJYl5M0+fPq3WjWrp0qUwMzOT9Uru378fTk5Osoa8UqnE5MmTYW5uLi54d+7c0dqoUmRkJEaPHo0xY8bA0NAQJiYmZebSREdHY/78+TA0NPzgsSNdvJ88eYKkpCRZ72ZISAh69eqFH374QTRoVCqVVuY2AiU3Rl9fXxw8eBBKpRInT56Em5sbrK2txXy8GzduYOrUqbC0tKzy8ZibmwtfX1906NBBjMQqlUqcPXsWAwYMkAWCiYmJmDdvHoYMGYKsrCyNP2NiYiKmTJkCJycnuLq6lgls/fz8YGFhIZtzpT7CrKnnz5+jTZs26NixIzZs2CDeHyhpjEdERMDe3h6urq7i+K3utsv7u9WrV8Pe3r7ca+TDhw+xcuXKcgP+9ykuLsaLFy9gZmaGffv2wcLCAr6+vuJ8fvz4MTw9PXHhwoVqfQ6JNCKwY8cOPH/+HFu2bIFCocDZs2fFZz158iSmTZsGExMTja/P6t/fxo0b4e3tDQsLC7Rr1w7u7u7i3Dt06BCsrKzQrVs3DBs2DBMnThSBUmWuaZGRkejUqROuX7+O3NxcLFy4EI6OjggNDS0TCHp7e4v59tUVHR0NDw+PMvPepkyZIrI/3N3dZceJ9Hkk6qPo1XXq1Cno6upiw4YNOHnyJCZOnIg2bdogMTFRvObChQti1LMq1xn166fk6NGj6N69uyxL6OnTp+jfv3+VRnYSExPRtWtXLFu2TBZMS3Jzc7F3715YWVnB2toaQUFBmD59OkxMTKp97y59r87NzcWgQYOQlJSEkydPQk9PT3TuKJVKREREiIBaoulvpr4PkZGRmDp1KvT19eHj44O0tDS8ffsWLi4uWL58uezvMjIyxHlQmfNB+u2uXLkCAOJ6/ezZM8yePRsuLi4YPHgwTE1NMWPGDI0+09u3b7F06VIMHz4cwcHBAIDw8HB06tQJP//8M549e4Yff/wROjo6YvQO0Oy7dHV1RVhYGHr16oX58+eLc+vly5fw8PDAsWPHAGg271z6W6lmxapVq0SnnBR4Sr/nL7/8IhsR1BQHgY2IjY0N2rZti9DQUADyg1YKBIcPHy6CqaqQ3uuHH35AmzZtYG9vL7s5ACUX47lz58LKygqDBg2Cu7u7CHA0tWbNGigUCrHvBQUFePbsGfbv349r165pZUQAKLmYDh8+HOPGjYOJiQmMjIywdOlS0QDcvXs3xowZA2dnZ/j5+WmUFvbgwQO0adMG+/btA1D+RebgwYOYMWOGxjeMXbt2wcDAAPHx8RVezEJDQ8WFV1KVQDAlJQV9+vQRhSyeP3+Od+/eYevWrejUqVOZCfpXrlyBmZmZxo3D0hISEsTI48uXL5Geno5Zs2bBzs5OFMN58+YNNm/eDFdX1w+Omkn7feLECdjY2MDCwgIWFhaYMGGC6CVctmwZzMzMEB4eXu3e8fLEx8fD0dERo0aNko0yXLp0CWPHjoW1tbUsDa86aX1AyUjE4sWL0bZtW1Gkp6JAMCkpSeNUYaBkJKdTp07w8/PDggULYG1tDVNT0zLn8ty5c9G3b19ERESIlFBtefv2LX788UcYGhpi9uzZ4nHpGFUqldi+fTtGjhyptWuMerbC/fv3MXr0aHz//fcoLi4W37F66tr70nrV04RKvy40NBRt27YVhbTUHx84cCCeP3+u0edYsGABlixZAqDk3JeCTXUxMTFYsGBBmXuFJr7//nvo6enh7NmzSEhIwJo1a2Braws3NzcRCL58+VJMiZC+n8peQx8/fgwLCwtxH83MzMTSpUsxdOhQWSAYHR2Nfv36wcfHB/n5+dVuJF65cgUmJiaYNm2aODYmT56MAQMGiGMuJiYG48ePh4ODQ5lgQhsdIgUFBRg3bpzoCElNTUWfPn1koyK5ubnYsmULJk6cWK2Mm8uXL0OhUMDLy0tcP0JDQ2FiYoLMzEzxuqqM7CiVSkyfPr1M+l5BQQFevHghO+5u376NWbNmwcPDA4sWLZIVwKqu2NhYZGRkIDMzE7a2tvD29oahoaEsHTkpKQlubm6IiorSeHvlCQ4ORkREBJKTk3H06FGYmJjA1tYWa9aswZ49e+Dv7y+OGfX7eVXu7RcuXIBCocD58+cRHx8PU1NTGBgYYPLkyfjll18AAPv27cOgQYOqPR1HuuYVFBRg9erVcHBwgIODAzp37oxff/1V9loHBwdMnDix0u9dulNW/ZoQGBgIPT09jBs3TvY3UoaQptdJaVtnzpwRx6k0Uqynp4dFixbJ9m3+/Pnw9vZGXl6eRtuVcBD4ESvdG+Xn54f58+ejTZs2souQ9Lrk5GR4eHjI5rRVhvprDx06hLVr16Jv377w8vIS1eYkSqUSSqUSOTk5VU6Dk7Zz//59XL58GefPn5ddqKRAcMuWLVqrxKb+2e7evYvOnTsjIiICr1+/xtu3bxEQEFBmjqC07dK9sVXZ3s2bN5GQkIBJkybB1NQU165dA4AyKUtLly7FggULqvxdlj42Hj16BAMDA9FgKb0/OTk58PT0LJOaVhUpKSmwtrbGvn37EBERATs7O6SlpSExMRHW1tb49ttvZRc2qbprVSq/laf0sXzixAn07t1bpIgBJY1Cb29vdOvWDT/88AOAkptgZYOK2NhYdOzYEXv27EFGRoZIOzt06JB4TUhICPT19bFjxw6tVX87fPgw7O3t0blz5zJByKVLlzB+/HiYmppWOu2m9H6VnmtgZ2cHHR0d0WCRAsFBgwaJqo/a8ODBA7Rv3140OgEgLCwM7dq1Q3R0dJnX+/r6amXOVXl/m5+fjz179qBdu3b49ttvxePqgaC2gs979+5BoVBg3LhxOH78uBglMDIyEr9hZRpnN2/elF0TYmJiMH36dEyfPh2nT59GQUEB0tLSMG3aNHTr1g27d+/Gnj17sHDhQujr62s0RxUoOW6GDRsmqupKvdnS97t161aR6q1JJVXpPVQqFYqLi5GXl4exY8fKRvWLioqwf/9+WFhYYOLEieWOBlX1uA0PD0fnzp1FEJGVlVVuIBgTE6PR/C5pv65du4Y+ffpgxowZojJo6cbn+fPnMWzYMFnamLZkZ2ejd+/e+O233/D69esyaXH79+9HVlYWlEplte+9d+7cgZ6eHhQKBSZNmoSNGzfiypUrmDVrFgIDA2XHc2UDdqnCrnrH9tmzZzF//nx07twZOjo6mDZtmlYCPnXFxcX47bffoFAoRBsoMjIS7dq1g5eXl3hdbm4uxo0bBxcXF62lgKpfw65duwZDQ0Ncv35dPJaRkQFfX18MGTIEnTp1Qrdu3WTz66oqJSUF27Ztk41O5eTklGn7LV68GO7u7loJXvLy8rB69WqYmZlh0qRJ4nGlUol3795h7NixCAkJ+eB5LWUWScdTTEwM/Pz8MGnSJHFM5+bmYvTo0bCzs0NISAgiIiIwd+7camexAcDPP/+MU6dOyR4LCQkRFeVzcnIQHBwMY2Nj0Wn+6tUrhIaGwsjISKudZhwEfqTULwT79u2TlWlfv359mUAQKDkhcnNzxYlTmcaU9JqLFy9i48aNIoC4evUq+vTpAy8vL1nP5KVLlzT6PCdOnICJiQlsbGygo6MDb29vWS/QmjVr0L59e4SFhWl0sdm8eXOZE/zMmTNlRiJycnLg5+cHQ0NDrFy5Unajqm5jNDo6GoaGhrh48SIOHz4MCwsLDBo0SPY5X716heXLl6Nbt24aXRBiY2NF43L79u1o164d/Pz8ZCWi09PT4ebmhuHDh2t8o1qzZg26du0q5nECJT170qR06TvMzs5GaGgoLCwsNB5VUj9Gr127hnPnzsHc3Fz8vtLx/vTpUxgaGqJHjx6y4KMyVq9ejcWLFwMoSWnq3bs35s+fL9s+UJLmUd15QeVRqVSIioqClZUVRowYgZcvX8qev3DhAiZPnlyluRdSSo1E+n7CwsLQtWtXuLu7o23btrLU0JMnT8LBwUEr6bp5eXlwc3ODgYGBLLgKCQmBQqHA+vXrkZiYWCYdLDAwUKPvVvqdYmNjsXr1aoSEhIiOApVKhd27d6Nt27ZlAgxtSkxMhImJCUxNTbF06VJMmjRJBGsjR46s1PbOnDkDCwsL0fC9fv26OK+tra1ha2uLVatW4e3bt3jy5AlCQkLQvXt32NnZwcPDQ2vZGd999x1cXV1hYmKCBQsWiIZWYWEhpk6ditDQUI0yGKR52KU7BcaOHQtvb+8yr581axYUCoUsEHzfNbp0A7KoqEi8/sGDB7C2tpY1fLOzs7F06VI4OjoiKChIa50RUmfilStXYG5ujo4dO8oakOrf4c2bN2tseYGpU6di+fLl6Nmzpywt7vXr15g0aVKVi5JJn7GwsFD8/65du+Dr64vQ0FAEBgbC0tISY8aMgaura7XSS4uKijB58mS4u7vj3r17WLduHSwsLODt7Y29e/fi1KlTMDAwKHO911Y6+cSJE+Hh4SHmi23cuBEKhQIeHh5wd3eHs7MzrK2tq5SOXFlbtmzB999/X+71qqCgAFeuXIGPjw8UCgXs7e2rtY2kpCT0798f3bt3F9NSSnd+x8fHIyQkpNpBU0UFpgoKCrBmzRoMHToUS5YsEZ1Jq1evhrGx8QdT5KOjo6FQKMQUl5MnT6J9+/bw9PSEh4cH9PX1MWXKFDx48ACvX7/GokWLYG9vD1tbW0yZMqVK8+rVPXv2DM7OznBycsK5c+fE497e3mIuJVDSKeLn54d27drBysoKdnZ26N27t9YzozgI/Aip3wSk4gLu7u6yE3DDhg1o164dwsPDkZKSggkTJoiJqKXfoyLSyfnLL7+gc+fOCAkJET2zwH9uWl5eXoiKihIjdeopOFVx4cIFGBoaYs+ePQD+U7Fv4sSJsuBy2bJlMDQ0LLfHtzKSk5Ph5eVVpnfw119/RZ8+fcSonHRBzcrKgomJCbp37y5ShKrr9evXWLx4saxQSUREBKytraFQKDBlyhSMHTsW48aNQ48ePap8QVD/XePi4mBhYYHg4GBkZmZCqVQiLCwM7du3h4WFBSZPngwPDw8MHToUtra2Gt2opL+5ePEiFAoFunTpgsOHD4vfKDc3F8HBwbCxsUGHDh0wZMgQGBsbl0ltqgr1Y0w6VqKjo5GSkgITExP4+vrKJnM/fvwYrq6uWLp0aZXXSXJzc0NISAhycnJgamoqG/XYs2ePSOnVhHoD9Ndff8WpU6fE93ry5EkMHz4cY8aMKRM0SymplfHu3TssWbIE/fr1E0E6UNJxZGhoiPPnz0OpVIrUUKnQgVKp1EoPb0pKCtLS0vDzzz/DxcUFrq6uAIBt27ahY8eOmDFjBmbPno0RI0bA0NAQy5cvl50rmjp37hx0dHRE8NK7d2/ExsaKdKHdu3ejQ4cOsjUmtSEjI0N0IJ04cQJmZmbYs2ePKGg1a9YsmJqaikIS75OXl4eZM2di2LBh2Lp1K0JDQ2XByooVKzBkyBCEhoaK4z8jIwMqlapKx4pEOi5fv34tO/aio6NhY2ODQYMGifNJWi/MzMxM486QpKQk+Pn5oUuXLqJ4VlFREVauXAl7e3tcu3ZNdq3asmULJkyYAFdXVyxbtqxS17Hnz59XWJhr1qxZsLS0lF1Ts7OzsWDBAowePbraVWnVr1v79+/H/v37RefqzZs30adPH3h7e8tGWkoH09ooAqNUKsU1X6VSYeXKlejUqRNGjx4t297y5cthaWlZrbXlfv31VwwcOBBRUVHIycnBw4cP4eXlhTNnzojqnd26dYNCoSiTSlyR5ORkzJ8/X4xI/vzzzxg2bBiMjIxgaGiIiIgIWafYpEmT4O7urvGahuqk723fvn2wtbWVbe/8+fPw9/eHv78/fvjhB/FdamPepiQ3NxejRo2CQqEQ8/DUq/6q++WXXypdFKm0xMRE+Pv7w8DAACtXrhSPq88R9/Pzw8CBAzUKAEsXmPr222+Rn5+Pt2/fYvXq1Rg6dChWrlyJ5cuXo0OHDpVqN2RkZIiChXFxcdi0aZPsOnnx4kWx9uebN29QVFSEd+/e4e3btxqvAxsXFwdPT0+4uLiIOa8+Pj5YvXo1gP8cC9nZ2bh48SK2bNmCqKioak/neB8OAj9iISEhCAwMhLW1NXR0dODs7Czrvfjhhx+gUCgwYMAAWW9UVVy7dg2dOnUSgZlEakzcuHEDtra2GDhwIHr37i0LEqsiLy8PgYGBIshKSUlB3759MWnSJPTq1QvOzs6yQFDTsvDSDeTq1avigpKZmQlzc3NMnjxZFmCmpqZi3LhxWLFihUYn6a1bt2BkZARra2vRuJbEx8dj48aNcHNzg7u7OzZv3lzlylrqF/itW7di2bJl6Nq1K/T19bFs2TLxnV27dg1Tp07FyJEjMWPGDISHh8sWzK6ux48f4969e4iJiUFQUBCMjY0REREhvkulUonU1FTs378fp06d0loRmNTUVOzdu1cskA6UjPbo6Ohg7ty5uHr1KtLS0hAaGopx48bJ0kQrKyIiAu7u7ujWrZtsaZLCwkL4+fkhODhYoxuH9NsdP34cPXr0gIODAwwNDeHq6ipSM48ePYoRI0bAzc1No1LVKSkp8Pf3x7Bhw3Dw4EFs3rwZhoaGshEXKWhXKBRl0lqq686dO7IU2qNHj8LJyQl9+vSBgYEBbt++LQs49uzZAw8PD3Tv3l3jeRmSNWvWiIZAcXGxCAbPnz8vAsHw8HAYGRlpZekJoGSOqqOjo+iMAUqu3VKjSirnrlAo4Obm9t7jSDpP8/PzMXv2bIwcORLW1tZiXg7wn0BsyJAhWLFihex4r+4IyIkTJ2BtbQ0LCwvMmDFDjEhv374dgwcPho2NDaZNmwZ3d3cYGRlprTf7+fPnWLJkCTp16iR69DMzM9G/f384OTnhwoULyMvLQ35+Pjw9PbFlyxYsWrQI1tbW701bVKlUUCqVcHJyQpcuXeDs7IyTJ0/KgtxHjx7BzMxMZNRI331OTk615/2qBxOpqakwNzfHkCFDcPToUXFPvXLlCvr06YOpU6dW+35aEfXCNuPHj4ebm5voeCgsLISXlxcGDBiAuXPn4vvvv8esWbPQqVOnahdQyc/Ph6urK5ydncWo9/bt22FhYSF+n/j4eAQHB1c64+XXX3+FQqHAzJkzRZsmNTUVt2/fLnPOKpVKeHh4yAIYTVy+fFl2XBUWFqJv375l5iSWPs80HQEs77x99uwZpk+fLub6A/Ljq7zU/+ps58mTJwgICEC3bt3KZJcVFBSUm7VRFaULTG3dulWWAZCfn481a9agR48e6NChQ5XOidevX2Pu3LnQ0dGBhYWFqJ6qnj2kp6enlaVr1N8XKMmKmzBhApydnREXF4fly5cjIiICxcXFst9C04DzQzgI/Eht2bIFXbp0wY0bN3D//n1cu3YN3bt3x/Dhw3Hv3j1xMMbHxyM2NrbajfyNGzeKCbPZ2dk4deoUvLy8YGtrK9LFnj17hvv375dJVStPRY0QpVKJCxcuIDk5GdnZ2bC1tcXcuXMBlPSstW/fHmPGjMHly5ff+z4VkS6I6vPhMjIyMH78eFhaWooLy+3bt6Gnpyeq5z169AgrVqyAi4uLbPJ6dXl4eIiUt/JO/uoE6oD8+1i7di0MDAwQFRWFixcvYv78+bCwsMDSpUtFqqt66pNEkxvVkydPMGjQINnFdP78+TA2NsbevXtFVSxte/78ORQKBTp27CiKvkguXrwo1iU0MzND165d39uDqD4/LiMjQ9aguH37NqytrWFlZSXmMObl5YnS99qYcyLN75AaZVJjR7rxqlQqHD9+HNbW1pg0aVK1fi/11Fip8ma7du1EqXv160NOTg5CQ0O1Mj/h7t276Nixo6wxplKpcPToUQwfPhyDBw8Wx4j6JP68vDyN5v9K7yN1UCxbtqzMmqVSIKg+IqjN41WpVGL58uVwdXWFmZkZLl26hN27d8Pd3V18t48ePcLBgwerVAU0Ly8Pfn5+0NXVxcKFC2XHQ3FxMVatWgULCwusWbNGo/S3e/fuwdTUFGvWrMGuXbtgamoKe3t7sa/nz5/H6tWr4eXlhXXr1ml8Lqg3Xg8ePCjShPX19XHm/9Z0e/XqFezs7ETno1SwCSgJcCwsLN4bqEnfx9OnT3Hx4kU4OzvDwsIClpaWOHTokPgMkyZNks1J0lY635IlSzBp0iQ4Ojqia9euMDMzQ2RkpAgEf/31V1hYWGDMmDFanR8kvXfnzp0xb948TJ8+HW3atBEFwZRKJdasWYNx48Zh2LBh8PHxqXQRmIqKbwAlnVuenp7Q09PDwYMHYWNjA39/f3EPrEy75NGjRyJL58qVKzAwMIC3t3eF691Jo8Y9e/aUTZepCvVj8fLly+jTpw969uyJn376SdxLfv75Zzg4OMjSrLWVblp6H9LS0pCUlCQ+c1ZWFtzc3GBkZCSK1FV3xFO9Cui2bdvg7++PmzdvIj8/H69evUJQUBD69eunUd2A8ryvwJS0T2/evMH3339frd9RWjNYoVCIpY3UU5RHjRql1Xm26teI2NhYTJgwASNHjkTHjh1hZGQEGxsbWFlZoX///rC0tISzszOys7O1esyo4yDwIzVnzpwy5XifPXsGExMTjBkzBr/99lu1G/ml01U6d+6MHTt2YOzYsRg/fjymTJmCefPmoW3btlXqoVdfiPfx48f46aefEBsbK3pfpXSpo0ePws7OTowUSfORhg4dWq2ROGm7jx8/hp+fH44cOSKei4mJgaenJ+zs7ERvmrT+VO/evWFqaoru3btr3COr/p1OmjQJnTt3RnR0dJmbX0UpHRVR36+ioiLk5ubC3t5etuYZUDJXrVu3bli2bJnWqhyqe/LkCSZOnIjAwEBZCqa/vz+MjY2xf/9+rRXzKe3AgQPQ1dWVVdSSvr+XL1/ixo0bOHv2bIXHakREhGzfTpw4AQsLC5ibm8Pc3By7d++GUqnEpUuXYGFhAVtbWzg4OMDNzQ3dunXT2qjH9u3bxTqbycnJMDc3l6VISd9rVFRUlUdRyzueUlJS4OfnBxsbG1kPr/oxqY0bU2JiIrp06YKpU6eKx9Q7O6QRQfVU1+p2hpTn2LFjMDIyQp8+faBQKBAaGlomLXL8+PHQ0dGRrftWXerzldTPhRcvXmDevHno2bMnQkJCYGJiUmZd1cq87/Xr18Vck4KCAvj6+mLw4MHYunWrrGOpuLgYa9eurXLhktKNeWkdVolURMTOzk7rAYq6pUuXokePHtixYwdWrlyJESNGoFOnTmJkPCcnB1FRUQgLC8OuXbvEcevr64tRo0ZVmL6s/vnu3bsnjjWpkmnnzp1hbW2NsLAwHDx4UFRF1Jb9+/ejS5cuuHPnDjIyMvDmzRs4OzvD0tJSNiIYGxuLKVOmaGUOoPrvGRMTI7s/HD16FDo6OmXWhS0sLPxgm0F939Tn3Pr7+8Pb2xsbNmyQXVs3b96MAQMGoE+fPujSpYtYduBDlEolvL29MWjQIHH/kgLB6dOnl1nD7dixY/D19YWxsbFWrs/Hjh1DcXGxGJm2t7eHubk51qxZg0OHDsHc3Fx0gGqzMa/+XitXroSDg4PopF61ahWAkjn97u7u6Nq1qzgfq7sPx48fR5cuXeDl5YWxY8eiZ8+eCAwMxLt375CcnCzWia1OhfnyVKbA1NWrV6v0nuV99vT0dPj5+UFHR6fMHGMnJyetpP+rB6zq99Bz585hwoQJsLa2xowZM3D9+nVERUXhwIEDiIyM1HrRotI4CPzISGtkTZgwAW5ubuJx6ea/Y8cOKBQKjB8/XuTwV3VRUKmXqbCwEJmZmQgMDISpqSnmzZuHK1euQKVS4cmTJ7C1ta30AayeQ+7u7g5ra2uxPpeJiQnOnj0rbji7d++GlZWV6GleuXIlNmzYUK35LNJ27969i169esHHx6fMWokXLlyAu7s77OzsxChPVlYW7ty5g8uXL1craJK+yydPnuDBgwd4/Pix7Hnpol1eIFhZYWFhsLa2Fr3jQEkg7ejoKG4Q6u89fvx4mJiYYMWKFVorxvL06VPxu8TExEBHR0eMEEsWLlyItm3b4qeffqqx3q79+/ejTZs2WLNmTZUKH2VkZKB79+6wtrZGQUEBkpOToaenJ9bKCggIgLm5OZYtWyYqwu3btw++vr7YvXu3VorASPu7fPlyLFy4EADK3AyPHTuGnTt3Vuv91SvSRkRE4OTJk2KUU+oYGTZsGLZs2SL+RlsjHr/99psohT19+nRZSrf6PBVtpboC8nUEHz9+DAcHB4SHhyM+Ph6enp4wNzfHwYMHy4wgTJ48WeMbsvryAVOnToWdnR2CgoJkQcSBAwcwd+5cWFpaQqFQVGoeoPr87K5duyIgIEB0BOTn58PHxwdDhw7Fli1bNE4vkrYVFxeHNWvWYPz48WV6yrOzs2FmZgYHBwetpywCJR2a/fv3l6W53rt3Dz4+PujUqRNiYmLK/E18fDyCgoJgaGhY7vyk0hVeHz16JBtBkdy4cQObNm1C165d0b9/fygUClnhm6rYs2dPmUB5zZo1cHJykgVZRUVFGDZsGPr06YPIyEhxbEq/hTbmAMbHx+P48ePw9vYuM89WCgTVq2B/iLRPCQkJIiiIiopChw4d4OXlBW9vb+jr62PMmDFiBA8ouQ4FBwfDzMysSp1Z+/btg7m5uawic3mB4KVLl+Dj44Np06ZppZMiMzMTnTt3lgUKiYmJOHr0KCwtLTF16lQoFAqtLDxfkbVr18LIyAjnzp1DSkoKPD09Zcd5WlqaSCmvbrVaqVq3NL/97du3UCgUsorJKSkpmDt3LoYMGaK1bIn3FZiaNm2aKDBVlUKG165dw759+/Dzzz+L53JyckRqqJTVsGzZMujr62u01Je606dPw8HBAa6urrIiMOfPn4enpydGjhxZ6Y4PbeEgsIGr6OJ/5swZdOzYsUwD4tChQ/D19UW3bt0wc+bMSm9HOnnOnj2LqVOnwtnZGTNmzBAX0dK59iEhIbC2tq5UiqT0Ge7cuYOuXbti0aJFOHfuHJRKJY4fPw43Nzd07NhRnLC//fYbunTpAjs7Ozg4OGhUqhcoGVWRgp+KAsnY2FiMHz8ednZ2Whv1i4qKQu/evdGvXz906NABa9askd2Uxo8fj+7duyMqKqpaDQxpFNPFxUUWCHp7e6N///6i0SN9/0uWLMHQoUMxePBgUelNk6DsypUraNOmDdzd3cUI7YYNG9C7d+8yKUTBwcFaa2DfuXMH586dE6WVJREREWjTpg3Wrl1bpUbTvXv3MGjQIAwePBinT59GSEiI7Pnw8HCYmZlh//79Gu3/h5w6dQp6enrQ19cvs3aQn58fZs6cWWHq04f88ssv6NSpE/r27Yu+ffti1KhRYs6pFAgOHz68zAiyJm7fvo0OHTogLCwMV69ehYODAyZPnlxhIHjs2DHY2NhUO9W1dJbA7du3ERwcjFmzZskatlOnToWVlVW5gaA2nDp1Cjo6OliwYIFYa2rEiBGyogQpKSmIjIyEhYVFpVOcrly5An19fezfv180eNU77nx8fODo6IiwsDCNA8Fz585BoVBgzJgx0NfXR/fu3XHy5MkyRVIMDAwwevRojbY3atQoWYVDoOT76dChgywIBEoyH8zMzNClS5cy667t27dPtqC6uk2bNsHZ2Vk2z/revXvo06cP8vLyyk2Pz87OxpYtWzB58uRqBRPR0dHo0aMHFi5cKOssko4JiXQMXr58Ge3atYODg4MYrdBWZ8zJkyehUCgwaNAgKBQKuLq6lin08ssvv0ChUIjiFe+jfk9XKBQIDg7G69evYW1tLRslevLkCaysrDB27FjZ3NT8/PxKZYaU/k28vLxgZmYmO2+vXLmCTp06wdvbWxyHaWlpGq9XJ1Eqldi2bRvGjh0rGvDqmSbnz5+Hj48PDA0NxRqr2lwO4tWrVxg5cqSoIyCtMSe1/aRraFpaGoKDg6u97Rs3bogqoomJiejVq5es80fqlE9JSalWJ7L0nWVmZsqC5bNnz8La2lprBaZOnz4NHR0dDBkyRFRqlTrhc3JyMH/+fCgUCgwcOBA7duzQWrXkGzduoH379li6dCl8fX1hYWGB4cOHi+elQNDW1lbMb64NHAQ2YOoXwJMnT2LHjh24efMmsrOzUVhYiODgYPTu3Rs7d+5EYWEh0tPTMW7cOPz44484ffo0OnbsWKXgSerF++6777B7926MGzcOCoVCdrO4cuWKWDKhMpPF1Rvuenp6WLFiBYD/XGiLi4uRmpqKqVOnQldXV6RuSL2FS5cu1ag3T6VSYcWKFWLBdfU5X/fu3UNkZKS4oF25cgUeHh6y5QWq6+zZs+jcuTO2b98OpVKJrVu3QldXF4GBgbIAacSIEbCwsKhS5UX11L2LFy/Cw8NDFDYASop69O3bF05OTnj58qVYyHjy5MmIiYnBtGnTMGDAAI1H5VJSUtCjRw/o6emhf//+2LlzJ44cOQJfX1+sXLlSVNzSBvUlRHr06AEbGxsYGhrC2dkZv/32m9hOREQE2rdvj+XLl783ENywYYOssXL//n3RQJo4cSJUKpVs3+fNmwcrKyutfpbExEScP38eFy5cEJ0sCxYsQNeuXUXFwszMTISGhspSfarq9evX8PHxwcGDB5GXl4fjx49j9OjRGDRokGgUp6SkwNvbG2PGjKl21V11ubm5GDNmjJjrAZTcBD8UCFYn1RUoWaNr6NChYs4wUPKb6evrw9LSskywN3XqVNjY2ODHH3+sVoaBREphl0Yfs7Ky4OTkJCtJn5qaCl9fX4wYMQJxcXGyv69K8LRx40Z4enri3bt3shEkSX5+PiZPnozRo0dr9BumpqYiMDBQZExkZGTA3t4ezs7OZUbgcnJyNF62IzY2tsz3oFQq4e7ujgULFpTpgJwwYQLMzc1FZVn161hF6znevXsXurq68PT0FPt769YtDBgwQLYv0nupH5OapCbv2LEDgwcPRkBAgGhEP3r0CHp6erJzAyjpiJwzZw4cHBwwZMiQam9Tol5638PDA3v37sXLly9x8uRJsaRI6VH3qKioD15npOvq/fv3ZXOx09PTYW5uLgJY6XtLSUmBnp5emaIiH/Lo0SPs2rVLFjCkpaWhb9++mD17tuy1V65cgZGREcaNG6fR+axu//79Inh4/vw57O3tRaZG6fsDAEyZMgUjRozQeLul71u5ubkYNGgQkpKScPLkSejp6Yl5edI6o6XnulenUzkqKgo2NjbIyMiAmZkZfH19xb5cvHgRCxYs0HikU5rTbmZmBk9PT3FO7NixA4MGDdKowJR0/s6ePVtc1xMTE9GtWzeMHDlSdEJLxWK6deumtU7Au3fvIiYmRsw5lKaPmJmZwdHRUbwuOjoa3t7eWiuKVxkcBDZQ6je24OBgGBkZwczMDD179sSSJUuQnp6OzMxMrFy5Eu3bt0evXr3Qs2dPWFtbo6ioCBcvXkSfPn0qPWcvNzcXLi4uYiHttLQ09OrVSzYn6dWrV2LSeFXWUMnMzESnTp3E/JfyUlzu378PCwsLeHp6ar1a0vjx42XrSkVFRWH69Ono1KkTdHR00K9fP5GuJZ2kVa3MqS4rKwtTp04VvdtPnz6FhYUFnJycYGBggHnz5skCwarMc4yOjoaJiYkomgOUHwg+ePAAlpaWImXLxsYG5ubmAIC9e/fCxsamygvQS9Rvfps3b8Z3332H7777Dr6+vnB1dYWVlRVGjRql9Vz32NhYdOnSBXv37gXwn4W3hw8fLls/a9u2bTA0NHxvdcfQ0FAoFApZavDdu3cxcuRImJqalkmllooZlJ57UlXqaX19+vTBgAED4ODggF69eiE5ORn379/H7Nmz0a5dO1hbW8Pe3h5mZmbVnteSkJCAESNGYMyYMbJjOjY2FqNGjcKgQYNE+tCTJ08qVdypMpRKpWzxc+lzX7hw4b2BYHVFRUVhzJgxcHNzE+9bVFSEpUuXolevXlizZk2ZkQE3NzcMGzas2gvBHzhwAN7e3rIRDqVSCRsbG9EYkI6ftLQ0WFhYiDRtSemOmPd1zHh7e2PYsGHi3+rXT2k0MT8/X6N02oSEBLi6usLa2lo2P/LFixcYOnSoWPuqJtK6w8LCZPNGw8LCxPwj6TvOzc2Fh4cHoqKiKixCUvox9aBFX18f7u7uSEtLQ1xcHKysrLRaul+ifg/buHEj7O3tERAQIIKKffv2oWPHjpg/fz4ePnyIpKQkjBs3Dt9++y2ePXtW7vqI1XH58mX4+PjAzc1N1hY4d+4c2rZtW24g+D7q36WhoSEGDx4sgq5Xr17B0NBQdK4VFxeLQHDs2LGy9LgPkSq3KhQK2NnZyY7FTZs2wcbGRnRIqFd6NDMz00pKZmxsLBQKBfr06YO9e/ciLS0NCQkJsvVTJdJnPHfuHOzs7KpdOba8fcjIyEBmZiZsbW3h7e0NQ0NDWTCdlJQENze3MqPiH1Le+aJUKsVSVaWrnS5duhQjR47UqDje7du3YWJigjVr1uDgwYMwNzeHnZ0dbty4AeA/67dWtcCU9FnS09PFguvqnfjPnz8XgaB0nczNzdV42oHk5cuXMDMzg46OjqxCeVFRkQgEnZycxOM1kX3yPhwENkDqJ+jNmzfh6uqKmzdvorCwEJs3b4a9vT18fX3FQZyYmIh9+/bhxIkT4oYWHByMYcOGVfqkTU9PR69evZCYmIj09HQxJ0ly5MgR5OTkICsrq8qNpoyMDPj5+UFPT0/c2MobpZkzZw7s7Oy01sCQ3mfDhg2ws7PDzp07sWzZMnTv3h2+vr44ceIE8vPzMXjwYNGrDGh+kubl5eHYsWN48uQJMjMzYW1tLYK2TZs2QU9PD3PmzKl01TV1ubm5oiy7j4+PeFw9EFRPDd20aRNWr16NtWvXimNDahRUJwi8efMmevXqhbNnzyI3NxdJSUlwcHDA2bNnkZeXhyNHjqBnz55QKBSYPHlyld+/Ivn5+Vi6dKlIVUpJSUHv3r3F3CpbW1vcuHFDBKgVzVdQD3LCwsLQpk0bWbWze/fuYeDAgbC2tsaTJ09EY87f3x+2trYaB4FAybIkBgYGIgCV1jiURo9ycnJw4cIFbNq0CcePH6/y+lzScX///n2Eh4dj2LBh5QbFsbGxomKltnompTSv5ORk2YiV+miKeiCozfkRsbGx8PDwwNixY8WIYFFRERYsWIAhQ4YgLCyszO+nSYNxzZo1GDJkCBYsWCCClNevX2PYsGFixKCoqEhc6/z8/DB27NgPpiq/fPlSjMYcPnxYpH3t3bu3THBWVFSE169fY9asWVopavP8+XO4ublBV1e3TIpmeno6HB0dYWNjo/V0pqKiIkRGRqJ9+/ayjsfFixfD2toazs7OCAwMxLBhw2BnZyeOq4q+S+nx3NxcZGVliXvlgwcPROrgvn37MGDAABw9ehQnTpzAlStXEBcXh4MHD1br2ixRv3+Fh4cjKCgIJiYm0NHRgb+/vziff/nlF5iYmIg1aG1tbUXnSZ8+fbRS0CQ6OhqdOnVCx44dyxS3OX/+PDp06ABvb+9Kpfepp4Dq6upi4MCBGDZsGFatWiWuq2vXroWJiUmZNN4xY8ZUaY3d4uJiREREwM3NDX5+fmKN3mvXrqGgoACDBw+W3V+kfavuKGB5x5GLiws6deoEPz8/eHh4YNeuXQgLC4Ozs3O5o98LFiyAqalptTuV1Pflt99+g0KhEMXqIiMj0a5dO3h5eYnX5ebmYty4cXBxcalSxo16ganw8HCcOXNG/P7Hjh1D//79MXnyZGRkZODGjRsICQmBgYGBRmmTd+/excGDB2WpxtIIp62tLa5du6ZRu++XX36BhYUFzMzM0K5dOxw4cED2/PPnz2FqaorBgwdrZR6/ujdv3uDgwYOimq+64uJikcZfXuZCbeAgsAH7+eefMW3aNMycOVN24Gzbtg329vbw8/MrU3AkKSkJ/v7+H5xHV/pAfPv2LSZNmoStW7eiV69e8PPzk+Wae3t7a9TblJ6ejsWLF8uqM5XeBz8/P4wcObJK2/jQtgsKCvDw4UPMnDlTVHw8duyYrPG3YcMGDBkyRKvVK6UgZPv27XBychIN8N27d8PCwgLW1tZVHnWRPlNubi62bduGgQMHVhgIlvdbPX36FIGBgTA0NKzSSK66169fY8qUKbC2tsasWbOQmJiIqKgoGBoaiotrSkoKgoKCNJ6UL31eKRCLjo5GYmIisrOzYW9vL+YrXLlyBQqFAtbW1u9dAmL16tVwdXWV9dKvW7euTCB4//59DBw4ECYmJhg1ahQCAwPRuXPnaq+VVdqOHTvE7/bs2TP07NkTAQEB4nltHIdRUVEYMGAALl26hMjISPTr1w+jRo0q0yl09uxZeHh4aDTyLUlMTMSkSZNgZWWFLl26wNraGitXriy34ueFCxfECGVVq7+VJl2nnjx5guXLl8PMzAwjR47Er7/+CqAkwPD394ednR02btyotfO8qKgIP/zwA5ydneHr6ysCwcjISCgUCuzevVv2+smTJ8uK/ZQnJycH1tbWmDdvHrZs2SIrHHPv3j1YW1vD29sbFy5cAFDS4bRmzRr06tVLK78hUBKETpo0CUOHDi3TmHrx4gVGjx6tcafBw4cPcfPmTdy/f180wJVKJaKioqCnpye7rv38889YtGgRXF1d4efnJ46jihq+0vs9ePAALi4usLCwgLGxsSh4ce/ePejr60NXVxdmZmawsrISy0z07dsXPXr0KHNfrSz13zYsLAwGBgY4c+YMrl69itDQUJibm2PBggXi+8vJycHFixdx7do1sd8rVqzAgAEDNBqpUC+OdOXKFfTs2RPTpk0r0yY4c+YMjIyMKr2tBw8eQKFQ4LvvvhP7amtri5UrVyI7OxuvXr2Cn58funbtivXr1+PQoUNYvHgxDAwMqrT8CVDScHdwcMDevXvFouXOzs744YcfcP36dbRp00bMbdeWO3fuiO8iPj4eU6dORXh4OI4dOwZTU1P069cPpqam2LZtmyxwLCoqQnBwsCgspw0TJ06Eh4eH6LjauHGjmOPm7u4OZ2dn2frPVQkEz5w5g/bt22PIkCFo164dZs2aJbJpDh48iH79+sHAwACWlpaws7Or9r1PpSpZj9PQ0BAKhUJ2XgMlx/+gQYPg4OCACxcuVKsAUmJiolgKRxphdHJyKtMp9uzZM1hYWGh87VI/x6XvvrCwEJGRkejatSumTZsme31RURGuXr2q9eCzsjgIbMCkBru1tXWZ3qXt27fD0dERU6ZMERctpVKJyMhIzJo1q1K9NjExMbJ5UXPnzhUXGfULilQEproLNp85cwa7du1CamoqAgICoKOjI9bqkk76169fw8PDQwynV7e3RH2/z507J3oLs7OzkZubW+5Ijo+PD2bNmlWtuR/qlRePHDmCsLAwpKWliUDj22+/xfDhw0VDOCQkBAcPHtR40roUCNrY2JQJBD09PTFq1CjZmn0ZGRnYs2cP7OzsqjTfsaLf4eeff8asWbOgr6+P8PBweHh4YNGiReJzaWsuYGxsrBhVkRr70dHRssq0Fy5cgKenJ+zt7d/beHv16pUIftWPg/ICwXv37sHV1RUKhQJXrlzRaMRI+g4fPHiA3NxcrF27FpMnT8aTJ0/Qs2dPWWBw8uRJfPvtt9VKiZbeIysrC15eXuLcVqlUOHz4MBwdHTFu3Lgy88W0kZ5y9+5ddOrUCQsWLEBERATOnDmDcePGoWvXrnBychLfn3rqXXR0NFxdXbWyEHxkZCS6d++OefPmYdy4cejSpQvGjBkj5uAVFRVh4cKF6Nu3L7Zs2aJxb6x0rXj06BECAwPRp08fLFy4UHy3YWFhUCgUmDt3LkJDQ7FgwQLo6elVOMJ05coV8d3ExcXBxMQECoWiTKGeK1euwMHBQbbGlKGhYbVGjaTvIDU1FQkJCXj58qU4L1JTUzFx4kQ4OTmVCQQ1PbcPHDiA/v37w8jICBYWFlixYoVsjmN5gSAg70SoKIVTuj5KVWkXLlyIsLAweHt7o23btqKY1MOHD2FkZAQXFxfcuXNHzMnOz8+v1vkgLdkhefv2LUaOHFlm9Cs8PBxGRkbw9/cvk+52//59zJkzB126dKlyo/vevXuYM2cOLl26JNoD6sf4uXPn0KtXL8yePbtM26Ayn/fcuXNITU3Fli1byqzHumLFCgwePBirV6/GmzdvkJmZie+//x49evTAwIED4eDgUKnP8+zZszKF7uLi4qCnp4dff/0VhYWFuHjxInr16oWxY8fC3Nwcffr00UplR5VKhStXrqBDhw6YO3euaJ8sWrRIVMd88eIF5s6di7Zt28LT01PjbUpKBz7Scb5v3z7Y2trKOnfOnz8Pf39/+Pv744cffhDnQWVTvyJmTgAASZdJREFUmlUqFYqLizF37lyRiRIdHY2hQ4fC09NTBLHFxcWIjY3F48eP3zutorKeP38OCwsLWFlZ4e7du7JjMzc3F2ZmZhg9evQHR3JLt5vu3buHlStXYvHixeKxJ0+eYODAgXB1dS0TCGp67ZL2+9y5c1i4cCEcHBywY8cO0fkcGRkpOlzqCw4CG4iKekC+++47mJubY/ny5WVOxrCwMPj5+cn+trCwsFJFRoqKirBhwwYoFApZaXhnZ2eYm5tj5cqV2L59O3x9fatVnVO9IIyOjg4OHTqE4uJiZGdnY8GCBWXWawkNDUW/fv2q3Zu9ZcsWUYZauiCGhISICqnqE/0leXl5WLFiBYyNjTUatfrll19EzrmdnR2MjY1F3n5kZKRY12fcuHHvbQhWpPSxoR4Ibt++HdbW1rIG06VLl+Dk5CSCJ4mUzltZ6gFueHg4tm7dKksDy8jIwMGDB9GtWzcYGRmhc+fOIn1FW86fPw+FQiEKpQAlI2ndu3cXaVWhoaEVFoKRHlO/SV68eLHM4r7lBYIJCQkYPnx4tUtuqzt58iR69+6Nq1ev4tixYxg+fLhsbqd0cw4ICICvr2+lGmblfd5Lly7B0dERI0eOLLOGpLSo8YQJEzSa21FaRkYGBg8eXO5aS2FhYejZsycmTpwoOrLUz0FtBKCpqano27cvtm7dKh775ZdfMHr0aIwePVqMCL579w5LlizR2ohZZGQk7OzsMHHiRJibm6Nz587w9/cXWQAnTpyAq6srhg8fjgkTJlR4DT148CBcXFzE9T0jIwNdu3aFoaEhAgICylwvHj58iDNnziAwMLDay5SoF1qSRjesra0RHBwsjvdnz55h4sSJcHFxKTOqWV27d+9Ghw4dsHfvXty4cQMeHh4wNDSUFcyRAkF9ff0yc5PU970iiYmJ0NHRkRXnycrKwrBhw+Dg4CDuj4mJidDX18fkyZM16qVfvXo1Zs+eLduvd+/ewc3NTay9p379mTFjBrp27Yrp06eLa5hKpcLVq1exfPnyKt8fioqKMHLkSFGl09raGpGRkWU+U3R0NHr16oW5c+fKOg3e932qVCokJydDoVBg8eLFsk429aB8xYoVGDRoEFavXi3uMdnZ2Xjz5k2lOjwLCgowb948dOnSBRMmTMDDhw/FteHbb7/F9OnTRWdRQUEBgoODYWFhgS5dulR7xLS8z3348GFRXX3z5s04efIkTExMxP0nLy8Pv/76q9Y6OdVdvnxZ9l0VFhaib9++Zc6B0vtdmX2R/ubFixfIzc3FokWLZPfq8+fPY9iwYZg0aZLGaeXq66QC/7lPPXv2DF27dsWoUaPKtLdyc3M/eF0ODw8XGWpFRUXIy8vDmDFjoKenJ5vOA5RkI9nY2GDcuHGyDhptpGJKnVTBwcFYvXo17OzsMGTIEKSmpqKgoACRkZHo3bu3bAm3usRBYAOg3pi7evUq7ty5I7uAh4SEiJSL0oFgZdcRkl5XupKalGIgFTIA/pOWOXDgQHh7e1c7dfDWrVv45ZdfsHz5ctnj6oHg5cuXsWnTJnTs2LHaKQcZGRlwdXWFoaGh7MI2d+7cchsRQEkvm7e3N3r27KnR3IvffvsNJiYmorc8Ly8PCoVCtg5TREQEvL29q/Vdqv+ue/bsQWBgILy9vXH8+HGRarFjxw7Y2Nhgzpw54rUJCQlVWi+vNOlvpMVjx44dKxZJl4oHSZKTkxEYGAgLCwuNG9jlHafBwcGy6l6ZmZno3r07evfuLZYQKe/YkT7/8+fPcejQIURERCAjIwPp6enQ19eHs7OzrMElBYLqxWI0KVJUemROClKUSiXGjh0LPT09nD17FkqlEtnZ2VXqkCjvs7169Qrp6eno1q0bFApFmSU0iouLceTIEfTv3x9eXl5aWYQaKOnosbW1laX2SQ1ElUqFpUuXokuXLqID4UMFPaoqNTUVJiYmooS65NixYzAwMMCYMWNE+qS2JCYmwsjICHv27BENtxUrVmDIkCHw9/cXDWHpufJ6uNU7c6SRUqmh+/r1a5w9e1asz6rJHLXSpIAkJiYGBgYGCA8PR35+PlatWgVjY2N4e3uLxn5qaipGjhyJ8ePHazzXSUqTVU9Vlwpw7NmzR/ZaKTW0vNHQ8qgfyyEhIVAoFOKaIB2LPj4+cHd3R2FhofgOEhMToVAo4O3tXe0qoA8fPhTvp359DwoKQvfu3cVvKx3rUsC0YMGCcpcjqI6TJ09i2LBhuHjxorgfuLq6Ijg4WJaZcvbsWejp6cHf379K2zp+/Dh0dHQQGBgomz+oHtxKI4LffvttlQKzJ0+eIDIyEidOnEB0dDQsLS3Rt29frFq1Cunp6Xj06BFcXV1F0TOgJMCIj4+vUlE1derfe15enuz8TEtLQ2RkJAwNDeHr64vBgwdj0KBBZYJqTQNB9X24fPky+vTpg549e+Knn34SI0tSx516h2V1r5nHjh2Dubk5jI2N0aVLF9l6i4B2UvTVR8oWLFgANzc3/PDDD6Jd9vTpU3Tt2hUuLi6VTg+Wvudt27aJc0k6dhMTEzFx4kT06dMHP/30k+zvUlJS0LNnT0yaNElrxVjS0tJEfQmgZMS/U6dOWLp0qXjNu3fvcPDgQQwYMKDG1o2sCg4CG5ClS5eiW7duMDQ0xJgxY2QH9bJly2Bra4tvv/22TPWpqiyiWXoeWm5urkhd2rx5s3i8oKAA+fn5lboxqgcb6vM7LCwsoFAoMGnSpHLXYFq4cCEUCgXatGmj8dp89+/fx7Rp02BsbCxSGnx9fUWagHoRlKSkJCxbtgxBQUGVXqMLKFmAtHTBkTNnzoheKGmxVfW1daQRl6KiIo1uGsHBwejatSu8vLzg7u6ONm3aIDAwEK9evUJBQQG2b98OW1vbMmkqmjT0r1y5gu7du4tRgOvXr6NTp07o0aNHmaIRle3xrYxz587B3d0dly5dQn5+Pu7duwdHR0fs2rVLfJ6XL18iODi4zNqLEvUqdgMHDsSMGTPEgu8ARBlsBwcHWQNbGh2X5g9pqqKRufz8fNjZ2WHAgAFi7qGpqWmlOiQ+9Nmys7PRt29fDB48uEynQ1FRkShapC1S0YLSDT/1a4GpqalYHkbbnj9/DltbW2zfvl22XQAYOXIkTExMMGXKFLFUijZcvHgRJiYmspQ+pVKJZcuWwcDAAEFBQe8dbZX28fHjx6KQU2JiIgYNGiRb8P348eMwNTWFn5+f+C1DQ0OrdXw+ffpUdh8YP3481q5dC+A/58Pw4cNhY2MDb29vcYw8f/5c45RdpVKJCRMmwMLCQpam7unpCYVCgUWLFmH16tU4fPiwLJPl8uXLlU51k+b6FBYWwtvbG3p6eqJS7NOnT6Gnpyeb/iBdj5OSkqo8X630ewAlo6r9+/eXpc/a2dnB2toaDx8+RE5ODoqKijBp0iQcPnxY44Xg1Ru2jx8/hqenp6iYmZKSgl9//RUKhQJOTk6YNm2aCGJu3rxZ6ftecXGx+P6ltQZXrFgha9yq/z6rVq1C7969sX79+kp9rrt378LCwgITJ04UIzZFRUUICAiAnZ0dzM3Ncf36dSxatAh9+/bVSmEu9f0KDw+Hq6srRo8ejfnz58te9/TpU/j7+8Pe3l6r94TSjh07huLiYjx//hxLliyBvb09zM3NsWbNGhw6dAjm5ubinKnq9Us95btnz54io8fR0RH29vayDBtAOyn6UVFRaN++Pfz9/eHu7g4nJydYWFiITsBnz56hR48esLW1/eBxKP1WKSkp4lp17do1zJw5U3QAPHz4EGPHjsXo0aNl1xagpINBW5kfQMl109raGunp6Xj8+DF69OghK2R18eJFZGdnQ6lUarXGhCY4CKzH1E/ohIQEDBw4EPHx8YiKioKfnx+srKxkPaQrVqyAqalpmV7Tiuzfv182CTYxMREdO3YsM5k6JycHq1evhkKhEOX3K0s6SR8+fIiFCxfC09NTjCo+e/YMw4cPh5mZWbl5+xkZGVi/fr1GvdzqN+Hbt2+LVJvExESsWbNG5POr3zBzcnJQWFhY6eqYKpUK8fHxUCgUWLdunezk3rZtG4YNGyby2tXTc6OiorB48WKNe6EuXboEExMT2aRzqadSaljn5ORgw4YNmD17ttZGeDZt2iTSFZ8+fYo+ffrA29sbgYGBMDY2ljWotEEa2QwMDBS98zNnzkRmZibCw8NhYmJSqTRG9eqYXbp0wcqVK2W/2fHjx3Hz5k3k5OSUGwhu3ry52unBlRmZUy94Ex0djR9++AGnTp2qVBXQqn42R0dHrcyZeZ+YmBi0a9dONOJKH39FRUUYPHiwbN5GdZUuFiQJCAhAly5dZMtOFBYWYubMmdiwYYPWyoFL2799+zb69u0rGjbSdejdu3cwMzODiYkJgoKC3nsupqWlwcjICP3790dkZCSUSiWmTZsGBwcHbN++XXTAnThxAn369MGYMWPg6emJtm3bVrkAhVKpxLBhw2BmZiY+Q2RkJO7du4eMjAxYWVmJrIlFixZBT08P48ePr3aBlPI8f/4ckydPhrOzMyIjIzF58mQMGDAA27dvx/nz5+Hm5gYHBwd069YNzs7OonQ88OE5T0qlEkOHDkWfPn1EZ+TUqVOhr6+PY8eOoU+fPrKskNIpa5q6efMmEhISMGXKFDg7O4t7rFTcpGvXrrCxscGAAQNgYWEhPk91r9UpKSmYOnWq7DoVFBQECwsL8W8fHx/06NEDYWFhcHNzg0KhwPz586tVSfL06dOIiIiAmZkZ2rRpg8WLF1c4Irh27dpKNbwTExPRpUsXLF++vNwRk6tXr2LatGliTUUDAwMsWLBAa7/Z8uXLYWJigrCwMOzatQtGRkaYOHGirOP7zZs3uHnzJpYsWVIjS4lkZmaic+fOslT6xMREHD16FJaWlpg6dSoUCgUsLS2rPap07do1rFixQqQmAyXfraenJ5ydncsEgpq0VzIyMjB06FBs3LhRPBYfHw8fHx9YWlqKTs7KFGlRr0arUChEvYgtW7Zg4MCBmDNnjvhOEhMTMXbsWIwaNapMBoym1LOTEhMTYWVlhdjYWJibm2Pu3LmyTtlZs2aJaUn1BQeB9VTpi/+NGzdkI0iJiYkICAhAv379ZJOld+7cWamLYG5uLrp16wZbW1vRq/Ps2TOx0PuRI0dkr5dKZysUikov6qp+knbt2hUeHh6YNm0a2rVrJy4Cz58/h5WVFezs7MpN3dDWBT06Ohq7d+/GjRs3MGXKFBgZGaF79+6wsLCAhYUFevXqhf79+4sRksr20pSuytqmTRusX79epEalpaXBxsYGOjo6opEh/U1wcDDGjx9f4XIFFblz5w6ioqLEXKaYmBiYm5vjxYsXsjXXDh48CB0dHTHXqKCgQKPeZfX1lq5cuYKCggLcuHEDb9++haOjo5h3+ODBAxgaGqJDhw6ydXGqS9pX9aIOJiYmCAwMxJo1a0Sqn6mpKaZNm1apY+b169flzouURr1HjBiB+Ph4ESw5OTlVed5radUZmauOuvhs76NSqWBpaYnhw4fLGrfq1WxdXFxEB1N1R+Okv5N6q6dMmSJ6hwFg0qRJ6Ny5M8LCwnDgwAEsXrwYZmZmWgsA1b19+xaDBg2Ci4uL7P1fvXqFCRMmYOXKlR/sTb948SLatGmDIUOGYPz48Th16hSUSiV8fHxgb2+Pbdu2iQZpTEwMFi5ciBkzZlSr00wqfGFtbY3BgweXua65urqKDpaIiAhYW1tj6tSpWktnks7ZtLQ0TJw4Ed27d5fN6wVKArmioiKEh4cjODi4So1u6fMNGDAAtra2YuFob29vKBQK2Rq12hgNVr++Llu2DO3bt0dubi5+++03eHt7w9HREYcPHxaviYiIQHh4ODZu3Cg+lyb3vqtXr5a5V2dkZGDMmDGIiYnBjBkzYGJiIusAioiIqPTcR/XvKCYmBjo6Oti6dSv27duHtWvXQqFQvDc19EPevn2LKVOmyKoiAyUdN0+fPpUFkXv27IGzs7OoAF3dtGT1jqOoqCj0799fNNilRdg7duwIJyenCjOgNA0Ey0v/3bZtG8aOHSuWy1EfrT9//jx8fHxgaGgo0mGrctzk5uZi3rx5MDAwKDNH7ddff4WHhwdGjx5dZu3D6n6mp0+fwsTERHbsAyWdJA4ODrK27Ps+h3qFX11dXdGZL9mxYwccHR0xe/ZsWSDo7u4OOzu7MlMDqkr9OlF6P6VrilRvQrJ8+XLY2trWixRQdRwE1nPr16+Hq6srxo8fX2ZdtcTERCxcuBD9+/cvM+pSmQtBamoq+vfvD3t7e9mck6CgIOjr68sCwYyMDMyePRtbtmyp0pwkac0gqQpacXExFi5ciKCgINGjlJqaisGDB8sCUm0oXXxGSrG5f/8+5s6di/bt22P58uVISEjAiRMncPz4cRw7dqzSvdvqqYfx8fHIyMjAzz//LOap5OTkQKlUYv369bCwsEBISAiAklHRFStWoEuXLlVusB06dAiDBg3ChAkTxCjfhQsX0K5dOxFASDez7OxsmJmZlVmTqbopI0BJw7Rjx46y94yPj4e1tbX4LMnJyXB3d0dYWFi10wpPnjwp6wW8ceMG1q5dK8rs79+/HzY2NkhNTcWBAwcwduxYWFpaQqFQVOoCn5iYCHNzc8TFxYnfcdeuXdDR0cGOHTswZswYjBkzBjdv3kRubi709PTg5uZW7Tk51R2Zq06DtDqfbdy4cRrNb5Tk5ubi0aNHOHz4MK5fvy5+/yNHjkBXVxejR48uM2955cqV6NWrl1bWIrx8+TJ0dHQwf/58TJkyBd27d5dVYluyZAkcHR3Ru3dvDB48+L1LhlSGemXXqKgoXL58WTRQpQaPs7MzTp48iTt37mD58uVwcHCodEW9OXPmYNCgQZg8eTKcnJxw5syZCgNBpVKpUSO0uLgY169fR79+/USgBJSkl1pbW4t9Xrp0KdavX1+lIlIVba880ojgsGHDZPOSyrunfWgZiNKPXb9+HRYWFuLzKZVKzJ07F3p6emKekzYyJdSLXSxfvlxWMOvOnTsiEKxoCQNNAkDpd1u7di06duwo5lu9ffsW06dPh66uLiwsLMScyKpcYx4/flymU2727NmYMmWK7HVHjx6FQqHAkiVLqtXJ8u7dO4wYMUKkcAMlweaiRYtgYGAAMzMzuLi4yM6/Xbt2VTtt99y5c9i4caMYQT927JjowIyOjhaLsMfFxUFHRweTJk3SyvWyIvv37xftkOfPn8Pe3l506qlUqjLHx5QpUzBixIhKv3/ptabnzp2LDh06lEmXvHr1KlxcXODu7l7lVNv8/HxxPZI6jZVKJUaOHFluhesRI0ZgxowZ5e6jOum4u3fvHoyMjGBlZSWeU8/e2rZtW5lA8N69e5g8eXKV19YtvT/S/8fGxmLevHmYNm2a6LB48uQJxo0bh27duiEqKgoHDhwQbeqa7GytLg4C6xn1k3vTpk0wNDTEggULMGrUKCgUCjHhVJKUlIQZM2bA29v7g72Y6hdvaTvPnz9Hv379YGdnJ06U1NRUBAUFQU9PD3v27EFycjJWrlyJESNGVKmXLTU1FUZGRmVuEFOnTsXAgQPRr18/uLq6IjIyUgSCFhYWWu0pqaj4zJ07d8rtDa0s9Z4oR0dHkYoFQKzftX79ehQVFSEjIwOhoaEwMzODgYEBrK2tYWVlVeWCMwcPHoSuri6OHDkiGz0sKirCxIkTMXDgQFkP6atXr2BhYSHmFFVFecfR8+fPsWnTJlECXD31TSqCAZQ0GidMmCACtqpuNy0tDQqFAtOmTROjw1JRjQEDBuDmzZt48uQJgoODxYjynTt3EB4ejr59+1Yq1einn35C27ZtZZ/z+fPnorf13r17GDVqFAYPHoysrCy8evWqSvND1dX2yFxtfjZ1SUlJ8PT0xIABA6Cnp4c2bdpg+PDhOHbsGICS3llDQ0NRgXDRokWYNm0aDA0NNQ7GgJLOh9OnT4tqxm/evMGJEyfQqVMn2SLK6enpyMjIqPIIfGnqxZFMTU3Rv39/WFtby3rtU1NTMXToUFhYWKB79+7o1atXufObKyoAEh0dDR8fH5w7dw6TJk2Cg4MDoqOjoVQqMWfOHDg4OGDTpk3VCv5evnyJ69evyx4rLCzEzZs3YWFhgYEDB0KlUiE6OhqDBw8Wo6sdO3asdmNbov55L1y4gAMHDuDs2bPi3JUqj5ZegqIywZF651xFn8/c3FwEglJqaOfOnTWufHj+/HlxXBw6dAht2rSBhYUFHjx4IDsfpUDQycmp0tM3PqR0ml5iYiJGjRqF2bNniwD+4cOHMDU1laXjVdbBgwfRv39/nD59WnzHRUVF8PT0xPTp08W/pWMxNDQU7du3x8KFC8vUKfiQ3NxcWFpawtfXF0lJSdiwYQP69euHyZMnY+vWrdi7dy/69u0rS2Gs7gjuvn370KNHD/j7+8vSqJ89e4bc3FwMGzZMZBS8ePEC/fr1g0KhqLConKakYkh9+vTB3r17kZaWhoSEBLRt27bMiJzUAXTu3DnY2dl98HtWT5dXP5cSExPh4+MDKysrcb2W3Lhxo8qd88+ePYOtrS0SExNFwSepI2Tx4sXo3bs3Tp8+LQsEJ0+ejNDQ0Eq1Ye/cuYOOHTvC2dkZ3bt3R2BgoHiN+ntKgeCcOXNE4KfJ8koZGRniezt+/Dj09PQQGBiITZs2wcTEBMOGDUNGRgYSExMxa9YsmJmZwcbGBuPHj6+XASDAQWC9lZCQgO3bt4t5NM+fP8eKFSugr69fphz306dPP1jpUX1uXkBAADw8PGQpmf369cOQIUNEAJaWloY1a9ZAoVCgb9++MDY2rnJ1zidPnmDIkCGYMGGCSF0MCwtDx44dsXbtWkRERIhKX4mJiXj69CmGDBlSrdGj6hSfuX//PqZOnYq2bdtWKSBTn3fVuXNnhIaG4tmzZ7IUka1bt4o5glKPc3p6Og4fPoxbt25VuXf0/v37GDBgQJl1kqR9uXTpEtzc3NC7d28cPnwYR44cwbhx42Bra1vlXmX14ijx8fG4efOmqGrauXNnWWVToCTY9PX1hYmJCSwtLau1jlVpV69ehZ6eHry9vZGVlYXi4mI8fPgQ06dPh6GhIVauXAkfHx9MnjxZtu7Vh9YRkly5cgXt27cXN1X1Y0P6/Hv27BGlnTVR2yNztfnZJFLK98KFCxEdHY2MjAwcOnQIQ4cORbdu3UQRq99++w1eXl5wcHCAg4MDFi9erNHyKxKpw8nAwECWAidVkezUqRO8vb013k5psbGxYpQAKCkhr6enB2tra1Fx9O3bt0hMTER8fHyZwlvAf36T1NTUMqPYGRkZsLS0xI4dO5CRkYFJkyZh+PDhIhCcMmUKRo0aVeVRudTUVLFAs7OzM1asWIHY2FgxSn3z5k0MGjQI9vb2AEpGJqZNmwZPT0+tpCxLli5dClNTU5ibm6Nfv37o2bMnLl++DKDkvubh4YGRI0eW6fzU1ueTAt2ioiK4ubmhR48elb6GlPb69WuYmZmhX79+AErWiPTw8ED79u1FWqH6PeLOnTtwdXUtU3CkOlJSUtCjRw/88MMPsrmSGzduhImJiTgWc3Nz4evrCx8fHyiVyioFTtJ8LicnJ0RHR4vjdsuWLbJRDul+s3XrVlhaWsLQ0FCWFlpZsbGxaNeuHczMzES7R0pXLSwshKurK2bPnl3l91V35MgRdOzYEZGRkeVOAUlJSZEV5Hr58iVmzpyJ+Ph4rU1VKW/k2cXFBZ06dYKfnx88PDywa9cuhIWFwdnZudyU3QULFsDU1PS9nfTq6fJSQRYPDw9xr05KSsKcOXNgaWmpUfqnxNbWFqampmjTpk2Zojmenp7o3bs3goODsXv3bgQGBsLAwKBS94L4+Hjo6OhgzZo1KCoqwo8//ggjI6MKA8EdO3ZgwIABYr5odTsLsrOzYWhoKEbvBw0aJDLw0tLS0KNHjzIdAykpKcjPz9dKwaKawkFgPRASEiILfK5duwaFQgE9PT3ZKE5aWhpCQ0NhYGBQbu9hRWkslZ2bJ6UBqY/EJSYm4urVq9UenUtOTsbYsWMxYcIEzJs3D8bGxrJ1WZ49ewaFQiHWX6tOj7YmxWfu3LkDHx+fMgvzfsjr168xfPhw2YWn9P5LgaD6HMHqOnfuHHr37o2HDx9WeBG7c+cO/P39YWhoiEGDBmH8+PGi0VHZG1bpEc6xY8eKEc4dO3ZAoVBg6tSpZdLZUlJScPr0aezYsUOjYhHFxcVin69evSrmUqoHKz/++CO8vLwwZMgQKBQKTJw4scrbef78OYyNjTFhwoQK0xCDg4Mx5f+3d99xUV3bHsB/gCiJgprY4r0mMd68URBBMWLEAgmCINJUMDhEHRUEASOJiu2iAdtVEQlGY0XFgDWRqyiWxBYLioBGjYWiWFDpCEpd7w/enDdDE5gZMLK+n08+H8PMmbPPcDjnrL32XtvHR+EqXo2dmWvMYyOqqOBnYGBAwcHBVc7NhIQEoXNCtiiLdOiisqpx5uTkUFhYGA0ePLjKIuJFRUVC5ULZedWKevnyJfn5+QnDvNPT08nMzIymTZtGkydPppEjRwq/49eRDVqmTp1Khw8fFq5JJ0+eJBcXF6GH2cvLi8RiMR07doyKi4sbNNzu4cOHZGdnJ4wCmTNnDunr65OdnR3NmjWLDh8+TNHR0WRubk5ubm7CdsoYAie9Rv766680YMAAio+Pp/z8fPrzzz9pzpw51KdPH2Fo5uPHj8nFxYUWL15cr3OlrsdnYWFBEyZMENqlyCgU6Vp+I0eOpNGjRwvtF4vFNHDgQCF7KnuPSE1NVcrwU2m2RSKRkJ+fn9wcqWnTpskNmZMO1axPxW3ZTMi4cePIyclJyAhmZGSQh4cH2dnZyWU7VqxYQVFRUQo9AD9+/JiuX79e5X5TVlZGPj4+tGbNmgbP48zMzCSxWFylxoG02EtiYiLl5OSQjY0NeXp6UmxsLE2cOJEmTJgglwlVllu3bgl/y9euXaNvvvmGtm3bRkeOHKGhQ4cK63Xu2LFD7pwpLS2l5cuX11oMSraAj56eHi1dupRCQkLIycmJTE1NhWGgf/31Fy1cuFAYylhfaWlpFB4eTs+ePaNTp06RSCSiQYMG0a1bt6p8V6tXr6YpU6aQhYUFTZo0qc6ZstjYWLnnrry8vNcGgpGRkQpXvC4qKiJPT0/y8fGhmzdvkoWFBb18+bLaAFB2uZI3HQeBTSwrK4sGDBhATk5OQsq9sLCQwsLCyMDAoEqp/adPn1JwcHCV9ZRq8ibMzUtOTqZJkyZRnz59hGUmysvLqbi4WCicUnkIQl0po/hMQx5s7t69S+bm5hQbG1vtYu3Si+6OHTuoV69eFBQUpNAD94YNG8jY2Fj4/+qyO/fu3aM7d+5QYWEh5eXlCe+pa2Bdlwznrl27lBbY1taG48eP07Zt24R5fnPmzJG7iN++fZsOHDhA+vr6ZGxsXOc5VrKOHj1Kenp6NGvWLLkOgvz8fGHtOmWsv9YUmbnGOranT5/S0KFDydXVVfiZ7HBzooos9YABA4QKd8oK/CrLzMyk8PBwYaFeWUVFRfT7778rPIyxshs3btDly5cpLy+P7OzshHLg0sB/8ODBdRpi+PDhQ3J0dCRnZ2dycHCg+fPnk5mZGUVGRtLhw4fJ3d2dTp06RUQV156JEyfSlClT5JZLqK/U1FSaPn06eXh4UEJCAj169IgOHToklIc3MDAgGxsbEolE5OnpSUSK/e5kh0qWlJRQUFBQlXnuz549oxkzZpBYLBaym5mZmQ1a07Q+x+fl5dXg45JVVlZGV69eJQsLC7lAcOLEiWRqaiqcf5ULiygjEPT19SVra2s6ffo0WVtbk7u7OyUkJFBcXBw5OjrKVd/19vZ+bcentE3SuVzSzr2CggKaOHEijR07lk6fPk1EFZ09np6eZGBgQO7u7uTq6koGBgZy69cpS1FREa1Zs4YGDx6sUGdZZmYmWVtbyz1H7dq1i7y9vUkkEpGJiQm5uLhQTEwMWVlZkYWFBbm4uAi/O2VV2ZYWLdLX16d58+YJ3+mSJUuEYP7p06c0b9486tWrV5Vlnmoj28b8/HwSi8XCM6CUr68vmZqaClm4xMRECggIqHdnrnQ5j+nTp9PZs2fp2rVrdOzYMXJ2diZzc3O6fPlytZm4jIyMBl/HZIuLvS4QVIadO3fSwIED6a+//iKJREIRERFC1XfpeZGWlkbu7u504cIFpe5bVTgIfAM8efKERowYQWPGjJELBKULte/YsaPK+3fv3l3nh/s3YW7e/fv3SSKR0JQpU+R6x6XrBjXk4bcpA9yoqCjS1dWttdpmYWEhPX/+nPbs2UP9+/ev0/IFNYmOjqY+ffrIZVEr+89//kMLFiyQewCv742qPhnODRs2KJxJqq59586dE4ZKRkdHU3h4OOnp6dF3331XJbNVuVJcfZSWllJERATp6urSiBEjaO7cubRw4UJyd3cnExOTes/ZrEljZ+aIGufYioqKKDMzk9zd3UksFsvN3ar80L5w4UJycHBQSvZPtrPi1KlTQrEUoopONencw8qBoKJqa/fx48fJ2dlZuGZeunSJxGIxBQQE1Pn8TElJIS8vL/L09KRjx47R8ePHSSwWk6enJ4lEIho7dqxwnElJSUq5jiUlJZFEIhGGI0vl5ubSL7/8QkFBQWRvb6/w+SIdKjlixAjhe1y1ahUNHz68yvDLffv2kampaZWhsw156Fb18SUmJgrBufQaWVJSQomJifTll1+So6MjEVWMSJFIJGRmZqaUzheiqvO60tLSSCKRUFRUFL169UqoFTBz5kz69ttvadq0acLc29ctfyTbsejl5UU2Njakq6tLNjY2tGXLFsrPzydXV1caO3ascE/Kzc2lyMhImj9/PgUGBqpk6Zlff/2VAgICaNCgQQqfk5mZmTR06FCaP38+nT9/nry9vcnGxob8/f3p3LlzdOTIEbK0tBSWfbp3757wvShaBbS6a8l///tfWrBgAQ0aNIi2bNlCJ06cIBMTE2GJhoKCArpy5Uqds49paWkUGRkpVxjIzs5OyHzKBkgODg7CvM7Kr9XF65bzcHZ2JjMzM7p69arQ/kOHDtV5Ga66kA0ElbncUOV/29rakru7O82cOZOMjIyqjERauXIlOTo6qqTqtCpwENiEioqKhKESsvPypDf3V69e0caNG0kkEslVyZJVl4tRY87Nq410aKhEIqEbN27Qxo0bSV9fX6GLeVMFuHFxcaSvr1+l8qassLAwmjRpEhFRg4qkyHrw4AEZGRlVqWwl2xPm7e1dpcOgvhozwyn9/JSUFLnqeYsWLRJKtktdvHiR9PT0yM/PT3ioVlZGKSEhgby8vMjW1pa++uorWrVqVZ1LpddVY2XmKlPVsUkrOEqHMPn6+pKTk1O1gSAR0YwZM0gikSi8X+nv/NixY/TFF1+QhYUF2dnZkb29vdDJIg0EBw0aRP7+/grvU3a/ly9fpk2bNlFAQACdOHFCOPd/+eUXMjIyEubXrFq1ihYuXFjvbHlSUhJNmTKFJBIJJScnU0FBAcXHx5O7u7swr1LZmdSUlBSSSCQkkUjkhuxKKWP9M+lQSRsbG7Kzs6Py8nJKTEykESNG0M6dO+W+J+lSDspag1BVx3fhwgUSiUQkEonIycmJ/Pz86Pjx48L1OTExkRwcHMjBwYGIKjqsHBwc6pXJqcnjx4/J1taWdu7cKRQDefHiBYWGhtKsWbOorKxMGAa9aNEioZ1r1qx57WdLz6+//vqLjIyMaPHixbRnzx46duwYeXh4UM+ePcnPz4/S09NpwoQJ5OjoSKdPn1ZaZqwmSUlJJBaLafr06UqZR0xUMe/QyMiIvvzyS7K1taXz588L15GcnByytbWl4OBguW0UPU7Z7QsKCuQ6QdLT04U1fhcsWED29vZkZ2dX5Zr9ukBQNisn7aQgqgjGZIMWabD3/fffC9n++qppOY+SkhJ68OCBcH5KpwXs27ePVqxYQT179lTqOqNEFffTPXv2kEgkqlIMsK5ka0rIkl4nNm7cSJMmTaKYmBiysbGhCRMm0I4dO+jEiRPk7+9P/fr1e2OLwFSHg8AmcvToUfLy8iJ7e3sKDQ0lopoDwU2bNpGuri799NNPDd5fY8zNq2s73N3d6fPPPyc9Pb16zUuoTlMFuOnp6dVmd2Qf0JYvX04rVqyQC54UcejQIerduzf5+vrKBc7p6ek0ZcoUGjdunMK/t8bKcMqu+WdoaChX+OG7776TW7dLejHevHkz9erVi7799lulDlcmUu7cjpo+vzGyjjXtW9kePHhAY8eOpalTp9KdO3eEQNDZ2blKNcfMzEzy9vYWJtEr+rcgfXDbvXs3lZWV0blz54QFk6XnRXZ2Nm3ZsoW+/PJLysjIUMrfX0xMDPXt25fmz59PU6ZMoTFjxtC0adOoqKiIbty4IWR6XF1dydDQsMFD4WSDFuk1TdVkO+ik8/GUTTpU0tLSksaOHUtEFcGyjY0NhYaGUlJSEj148IAkEglNmDBBqcGuKo7v/v375OzsTI6OjjR58mQKCAig/v37k7m5OXl4eFBYWBgdOHCAhg0bJnSAPHv2TOEg4vHjx1RYWEgzZ84kGxsbGjNmjFAM5vHjx2RhYVHlWSE8PJwcHBzq3NGUmZlJ9vb2VR6kpUOu9fT06Pvvv6fi4mISi8U0fvx4iomJUXkgmJGRofRpCJmZmdVm63NycsjFxYUiIyOJSDmdL7Lfz7Zt20gikdDEiROrFAd6+PAh+fv705gxY0gkElUprFKb2rJyp06dInNzc7mqqkQVQ0JnzZrVoMIpr1vOY+jQocKwbx8fH3JwcCBLS0uV3fPy8vLowIED9a7zIOvBgwfk6elJ+/btqzJS4fHjx9SvXz/atWsXPXr0iHx9fcnMzIxsbW1JIpH8rQJAIg4Cm0RERAT169ePli5dSkuWLKGePXsKwZd0aKjssMWioiIKDg6mcePGKXQhUuXcvPpISkqiadOmKS3z0VQBbkxMDPXu3btKdqewsJBWr15NZmZmCl2IKistLaU9e/aQnp4eDR06VHioGTt2LI0ePbreRWCq0xgZzsplnis/aERHR5O+vr6QHZSe83v37iUHBwcaNGiQ0hdcrWnoh7I1RtaxMlUdm2ywUlsguGrVKrK0tFTKyIL8/HxavHixsIZXeno6mZqakq+vL40ePZqGDx8unBvZ2dkNWsuuugfZ1NRUGj58uFCZ+eHDh2RoaEgrVqwQ3nP58mVat24dBQYGKpypkA1a6lpcRlHSDjonJ6cqSys0RG1DJaVLoRARhYaGkr29PYlEIho1ahQ5Ojoqfd4VkfKPT/qZ06dPF0rA5+Tk0Pnz54XlLfT19WnYsGEkEonkhic39LhevXpFo0ePplGjRhHR/1eFFolEtGLFCnr8+DElJCTQkCFD5EZXEFG95l3duHGDbGxs6Pbt28L9RNrmvLw8+vHHH0lPT4+uXLlC2dnZZG1tTZMnT1ZojuqbJDMzk9zc3Gjs2LEq6URbtWoVmZiY0E8//UQ///wzGRsbk4eHh9xcUWmBmmXLltX5maWmrFxxcTE9f/6cEhISaNu2bWRra0sTJkyg0NBQ8vPzI0NDwwY/j9VlOQ8zMzMh2fHgwQOFR0a9jqL3OenC8rq6ujR+/HhavXo15efnCx3S69evJ2tra8rIyKCioiLKy8ujvLy8Ksu0/B1wENjIpA/xspORfX19aceOHcIcCOmwRUdHRyEQLC4uFk5sRU5wVczNa4jKE+MV1RQBbllZmVx2x8/Pj/z9/WnatGn0+eefq6yn6+bNmxQQEEASiYTmzZtH4eHhwo1K0QBX1RnOygFg5UnqZ86cocuXL9PcuXPJyspK7kFm5cqVFBER0eAS7m8KVWcdG1NtgeCRI0dow4YNZGhoqPCSIbJ+++03un79OuXk5JCDg4NQlU1aIVGRTgLp+ZmWliZX4e3KlStkbW1NRBUPMaampkIRGKKKgEf6e1VWoK2KoOV17t271+DFlGXVZaiknZ0djRs3joj+v3CP7JwhVYxGUdbxyUpOThbmHUqXgiCq+Ds/efIkhYWF0TfffKOUe560iIiVlRU5OTkJP5cW0bK1taWQkBAKCgqiwMDABq+FuX//ftLX15fbryzp9IQNGzYQUUXWTNnTR5pCZmYm/fTTT+Tm5qa0jlUi+aGFx48fJ2tra+FcOXHiBBkaGpKBgQGNHz++xvOkLn8PtWXlDA0NaeTIkeTo6Ejnzp0jLy8vYZkIRQv41GU5D9mF4P8ubt26RQsXLiRzc3MyNTWl5cuX0+3bt+n69es0dOhQYb6mKjuOVY2DwEZ08eJFEolEVSp+2trako2NDfXt25ecnZ3p4MGD9PjxYxo1ahSZmZnJVT5Uxsmmirl5b4KmCnATExPJ29ub7OzsyMXFhVauXKmUxbfrS1nBhaoznNJ5nLILeBNVZARMTU3pwYMHdP36dfLz8yM9PT0Si8U0btw4MjQ0/NsNtahOY2UdG0t1geDs2bNpwIABDRryLQ3EKhcNqPxd/f777+Ts7Cw8fJ4/f57c3d3Jw8NDob+/9PR0MjY2JisrK2Ee3p9//knjx4+ne/fu0bBhw+QKMCUmJlJgYKDwN6HM36kqgpbXUUZFvboOlRw6dChNnDixynemyo4SZVcMJJL/G5Cuc1gdZQSCZWVlFB8fTxYWFmRvby83XzUoKIj69+8vLDHV0KGv0mqVtY0Isbe3rzKs8O/u5s2b5O7uToGBgXLZa0WcPXuWNm3aJBQmOnLkiDCS4dSpU8I6oxcuXCA9PT3y8vJq8DlaW1YuLCxMmB4jnRsqO91CUapczqMpFRUVUW5uLi1fvpzGjRtHenp6FBISQsbGxmRvb/9GrwFYFxwENqKUlBRycXGhadOmCRWbvLy8aPjw4XT48GE6ffo0jRw5kqysrOjJkyf08OFD8vX1VckNUdlz894UTRXgNnZ2R5UXUlVnOGuax2lsbCw3iT0nJ4diYmIoMDCQVq1apbRiAEz5ZB+C7969S+np6TR//vwG/87S09PJx8en1jLb4eHhZGBgIDykBQUFCYtgK+LixYvUs2dPGj16NHl4eFBUVBQVFxeTmZkZiUQi+v777+Xev3TpUhKLxQpV/62NKoKWxlCfoZKBgYFN3VyFSe89kydPVupczmfPnlXJBBcXF1NiYiJZWFjQqFGjhPvBixcv6O7du+Ts7EyGhoYNLrxRU0VjaQdNTk4OOTs7C50kb5Pc3Fzh+1T0vr5v3z4aMmQI+fv7y1WnffToEeXn55OTkxOtW7eOiCqWgbC0tCSRSFRl0fH6qEtWTrYSqCopazmPN0VmZibt37+fxGIxGRgY0Geffdag5aneJGpERGCNJjU1FYGBgdDQ0EBeXh6KiooQEhKCf/7znwCAGzduYPTo0QgNDYW5ubmwXVlZGTQ0NJTaluTkZKxcuRK+vr749NNPlfrZTSk1NRXLly/HtWvXkJeXh8jISPTu3Vul+yQiqKmpVfn339m1a9ewefNmPHjwAK1bt0bfvn0xZswYfPzxxwp/tvTvQFNTEx06dMCJEyewcuVKDB48GOXl5VBXVwcAPHv2DJ06dVJ4f0z1UlNTsXTpUuTk5GDp0qX45JNPhN9jfaWlpWHWrFlo27Yt3NzcYGRkVOU9T58+hUQiQXZ2NkQiEa5evYo9e/ZAJBIpeiiYN28ebt68iQ8//BBZWVlwc3NDx44d4enpCUNDQ0yZMgVFRUU4fvw49u7di127dillv2+blJQUBAYGgojg7e2Nvn37Aqi4n50+fRppaWlISEjAf/7zH2hqajZxaxWXmpqKZcuWISMjA0uWLEHPnj0V+rwnT57A3t4eubm5+Oyzz9C3b198/vnn0NfXR5s2bXDt2jX4+/ujtLQUUVFRwn2nsLAQL1++xPvvv9/gfR87dgy+vr6wtrbG1KlT5Z4RgoODERUVhZ07d+If//iHQsf4plL0Pn748GHMnz8fS5cuxdChQ9GmTRu519PS0iAWi7F+/Xro6uri+fPnWLlyJVxdXaGrq6vQ896TJ0+QmZmJrl274r333hN+Xl5ejpkzZ6J79+6YMWMGAKjsWeXgwYO4fv06jhw5gk2bNkFXV1cl+2kMlc+FzMxMPHr0CO3bt0e3bt2asGWK4yCwCaSmpmLx4sW4fv06AgICYGVlhfLycqipqeHmzZuYPXs2Fi9ejP79+6u8LSUlJW/FzbeytzXAbWyq6HyQSklJQUBAAOLi4jBjxgxIJBJIL0dqampYs2YNfv31V0RFRUFHR+etCKzfdklJSVi7di38/PzQtWtXhT5L2lFARPD09BQCQWknQXl5OdLS0hASEoJPP/0Uw4cPR48ePeq1D9kOBwAoLi5Gy5Ytcfr0aRw9ehQjR47E7t27kZWVhTFjxqBbt26YN28eXr58iXfffRdt27bF4sWL0atXL4WO9W2WmpqKgIAAAMC0adPw2WefVfu+t+VelJSUhL1792L27NkN7gSRevToEaZPn45Xr16hdevW+PTTTxEdHY1PPvkE//M//wNTU1Ooqalh7dq16NSpE7Zv366062RZWRn27t2LgIAAdOvWDf369UPHjh3x8OFDnD17FmFhYX/rB3tVysrKwowZMzBixAiMHz9e+HlBQQGSkpIAAB999BHEYjE+/PBDTJw4ET/++COICFu3boW6urrS773FxcX48ccfsX//fuzcuVMpnbk1SU5Ohr+/P9q2bYuZM2fW+7rMGg8HgU3kwYMHWLx4MdTV1eHu7i4EfNOmTUNBQQG2b9+u8A2kuXtbHiqakqoznDX9HaxduxZbtmzBzz//rPIsLlMuaSClDLUFguXl5QgKCsKzZ8+waNGiKj3tryMNAJ88eYI///wTw4cPF17LysrC+PHjIRaLMWLECCxatAg5OTmYMmUKTExMcP/+faipqeH9999H27ZtlXKsbzPp7xEAPDw8qs3svo0qdzI0xP3797Fy5UqUl5fD3d0dHTt2RHx8PMLDw1FaWoq7d++iW7duuHv3LszNzREaGqqk1ldITEzE5s2bkZKSAm1tbfTs2RNisZgf7GuRlZUFV1dXzJw5UxjR9fPPP+PixYs4duwYOnTogI8++ggTJkxAcHAwysrK0KFDB4SFhUFTU1Mp542spsjKZWZmomXLltDW1lb5vljDcRDYhKQ3RnV1dbi5uWH79u24c+cODh06pJILAWNvItkH/W+//RZ//PEHfvjhBw4AGYDqA8Hi4mKsWLECu3btwi+//NLgTJzscLuhQ4fC3t4evXr1Qvfu3fHbb79hy5Yt+OGHH5CdnY3g4GDk5ubCwcEBDg4OSj7Kt5+yh0o2J8nJyViyZAmICN988w369OkDAMjLy8Nvv/2GlJQUnDlzBkuWLFHJA35ZWRnU1dWhpqbGzyV1kJWVBQcHBwwZMgQjR45EREQEUlJSYGRkhOHDhyM/Px/BwcGws7ODq6srnj59iu7du0NdXR2lpaVo0aKF0trCWTlWGw4Cm5j0xvjHH3/gn//8J/773/9CU1NT6RcCxt5kTTGPk/19yAaCbm5uOHPmDMLDwxEREaHQQ++jR4/g4+MDTU1NFBcXQ1dXF+fPn4e7uzu0tbURFRWFr776CsOGDcO9e/ewZMkStGrVCitXruQe7gZQ5lDJ5kZ2WK27uzsGDBgg97oqnxnexjnvqnbhwgV4e3ujXbt2aN26Nfz8/NCzZ0+0b98eubm5+Prrr/HFF18Ic/MA5WSOq8NZOVYTDgLfAElJSYiIiICfnx9atGjBASBrlngeJ6uNtKPg6tWrKCwsxO7du6Gnp6eUz129ejXKy8thb28PNTU1bN++HTo6Ojh58iT69OmD8PBwtGzZEsnJyXj33XfRpUsXJRxR88YZpfqT7QyZPn06+vXr19RNYrXIyspCQUFBleIhubm58PT0hK2tLZydnTmwZk2Gg8A3DAeArDnjeZysNqrqKEhOTsayZctQXl6OBQsWoHPnzrhz5w42bNgAKysr2NnZ8YMaeyNIO0Oys7Mxd+5cGBoaNnWTWD1kZWVh7ty5yM7ORkREhMoKrzFWFxwEMsYY+9tQVUeB7HA72SI0jL1plFmFlzWOrKws7Nu3D3FxccjMzERERAQ0NTVVWoGbsdfhIJAxxhiD/HA7Dw+PRlmmh7GGUGYVXqZ6t27dwtq1a9GtWzfMmTOHp/6wNwIHgYwxxtj/4eF2jDFVyMvLg7a2NtTU1DgDyN4IPCubMcYY+z8ff/wxZs2ahc6dO6NTp05N3RzG2FtCR0cHampqICIOANkbgTOBjDHGWCU83I4xxtjbjINAxhhjjDHGGGtGeDgoY4wxxhhjjDUjHAQyxhhjjDHGWDPCQSBjjDHGGGOMNSMcBDLGGGOMMcZYM8JBIGOMMcYYY4w1IxwEMsYYY4wxxlgzwkEgY4yxt8YPP/wAkUgEV1dXpX+2q6srRCIRfvjhhwZt/8UXX0AkEuHAgQNKbpny/B3a2FAHDhyASCTCF1980dRNYYyxJsdBIGOMMaWQBmAikQgGBgZ4+vRpje99+PCh8N5Lly41YisZY4wxxkEgY4wxpXv16hXWrVvX6Ptt3749unfvjg8++KDR980YY4z9XbRo6gYwxhh7O+3fvx+TJk1C9+7dG22fYrEYYrG40fbHGGOM/R1xJpAxxphSffDBBxCJRCgtLcWaNWuaujmMMcYYq4SDQMYYY0qlrq6Ob7/9FgAQExODa9euNehz4uLi8N1338HMzAz6+vowMjLCmDFjsHHjRhQUFFS7TV0Kw5w4cQJff/01+vfvj759+8LW1habNm1CSUlJnQvLEBH27NmDsWPHol+/fujbty+cnZ1x8ODBOh3bixcvsHr1alhaWqJPnz4wNjaGp6cnEhMTa92urKwM+/btw9dffw1jY2P07t0bQ4YMgY+PT61zK2WL2pSUlGDr1q1wdHRE//79a5yXWVxcjM2bN8PW1haGhoYwMjLC119/jTNnzqikjVKXLl2Cj48PhgwZgt69e8PY2BgTJkzA/v37UVZWVuu2CQkJ8PT0hLGxMfr06QNLS0usWbOmxvOFMcaaKx4OyhhjTOmGDRuGAQMGIDY2FqtWrcKOHTvqvG15eTmWLl2KnTt3Cj9799138fLlS1y/fh3Xr1/HgQMHsGXLFvzjH/+oV7tWrFiBrVu3Cv+vo6ODpKQkrFq1CqdPn4aRkdFrP6OsrAzTp0/HyZMn0aJFC2hpaaGgoAAJCQlISEjA/fv34ePjU+P2eXl5GDNmDFJSUqCpqYlWrVohJycHJ0+exO+//46AgACMGTOmynb5+fnw9PREbGwsAEBDQwOtW7fG8+fPERMTg5iYGEgkEsyZM6fGfRcVFcHV1RXx8fFo0aIFWrduDTU1tSrvKywshFgsRmJiIjQ1NaGpqYkXL17g0qVLiI2NRWBgoErauGzZMoSFhQEA1NTUoK2tjfz8fFy8eBEXL15EVFQU1q1bhzZt2lTZdt++fVi4cCHKy8sBANra2nj06BE2bNiAY8eOwdnZucbvhTHGmhvOBDLGGFMJaTbw0qVLr80eyQoJCcHOnTvx/vvv49///jcuXbqE+Ph4JCYmYseOHdDV1UVKSgq8vb2FB/66OHz4sBAA2tjY4MyZM7h8+TKuXr2KgIAAXLt2DREREa/9nJ9//hmxsbFYvnw54uLiEBcXh9OnT8PMzAwAsH79eqSmpta4fWhoKLKyshAcHIyEhATExcUhOjoaAwYMQHl5Ofz9/XHjxo0q282fPx+xsbHQ1NTEggULEBcXh8uXL+Ps2bMYPXo0AGDr1q21HsOuXbtw+/ZtLFu2DHFxcYiNjcWFCxcgEonk3hcSEoL09HSsW7cO8fHxiI+Px5EjR2BoaAgiwpIlS5Cfn6/UNoaHhwsBoLOzM86ePYvLly/jypUrmDt3Llq0aIGLFy9i4cKFVba9ceMG/P39UV5ejgEDBiA6OhpXrlxBfHw8goKCkJGR0SSFihhj7E3FQSBjjDGVMDQ0xPDhwwEAQUFBIKLXbvPw4UNs3LgRWlpa2Lp1K8aPH4927doBADQ1NWFsbIydO3eiS5cuuHHjBn777bc6tYWIsHbtWgCAiYkJVq1ahc6dOwMAWrVqBScnJyxatAi5ubmv/azc3FyEhobCwcEBWlpaAIAuXbogJCQEnTp1Qnl5OY4cOVLj9vn5+Vi7di2srKzQokXFgJwePXpg06ZN+Pjjj1FaWiq0VSoxMRExMTEAgIULF8LV1RXvvPMOAKBjx45YunQpLC0tAQBr165FUVFRtfsuLCzE6tWr4ejoKLS9ffv2wncs9fLlS2zbtg3m5ubQ1NQEAHzyySdYv349WrVqhcLCQvz+++9Ka+OrV6+E9RdtbGzw/fffo2PHjgAqssATJ06En58fACA6Ohp//vmn3L6Dg4NRWlqKjz/+GJs2bUKPHj0AVJwzI0eORFBQEPLy8qr9ThhjrDniIJAxxpjKzJw5ExoaGrh16xYOHTr02vf/8ssvKCsrw5AhQ9CzZ89q39OmTRuYm5sDAM6ePVundty6dQv3798HALi7u1c7BNLBwQFdu3Z97Wf169cPAwcOrPLzli1bYvDgwQCA27dv17r9559/XuXnWlpamDx5MoCK45LNtEVHRwOoCDbHjh1b7efOmDEDAJCdnY0//vij2vd8+umndVos3dLSUgikZL333nswNDQEUPUYFWnjH3/8gZycHACAl5dXtdu6uLgIgaHsuZSXl4dz584BAKZMmSIEt7KGDBmCvn37Vvu5jDHWHHEQyBhjTGV69OgBR0dHABXZn5KSklrff/XqVQAVQYGJiUmN/x04cAAA8Pjx4zq1Qzq8UlNTs8ZgQE1NDZ999tlrP8vAwKDG1zp16gQAtWYUqwsgK79WXl4uNyRUmvkyNjaGunr1t+4ePXoI2c3KmTKpfv361bhvWQ05RkXaKP33Bx98UOOSIhoaGsL3I7vtjRs3hGHBtX23xsbGNb7GGGPNDQeBjDHGVMrb2xtaWlpIS0tDZGRkre999uwZgIphixkZGTX+V1hYCKBiGGFdZGdnAwDatWuHli1b1vg+aYBSm9atW9f4mnR4Z2lpaYP2IftaVlaW8O/MzMw6ta9Lly5y76/svffeq3V7qYYcoyJtVGRb2e+ptu2l2zLGGOPqoIwxxlSsc+fOEIvF2Lx5M9avXy9kBqsjXQJg6tSp+O677xqric2GhoZGUzeBMcbYG4AzgYwxxlTOzc0Nbdu2RWZmJrZt21bj+6Rzvuo6zLOu2rdvDwDIyclBcXFxje97+vSpUvdb333IviabtXv//fcBAOnp6bV+tvR16fsbkyJtVGRb2e+prt8tY4w1dxwEMsYYU7m2bdti6tSpACqWCJAdwidLOmft/PnzNVa4bAg9PT0AQElJCeLj46t9DxHhypUrSttnTWpbMF36mrq6OnR1dYWf9+7dW3i9pmUxkpKShEBHX19fWc2tM0XaKN02PT0dKSkp1W5bVlYmfD+y2+rp6QlzEC9evFhj+2p7jTHGmhsOAhljjDUKV1dXdOnSBQUFBfjxxx+rfc/o0aPRokULZGdnIyQkpNbPKy4uRkFBQZ323atXL3z00UcAgI0bN1a7XMXBgwfx6NGjOn2eIuLi4qoNBIuKioR1DAcPHgwdHR3htZEjRwKoyGbt3bu32s+Vfl/t27fHoEGDlN3s11KkjSYmJsIyFaGhodVuGxkZKcwZle4LAHR0dGBiYgKgooOhus6D8+fP1xj8M8ZYc8RBIGOMsUahpaUllP+vvMac1IcffggPDw8AwObNmzF79mzcuXNHeL20tBS3bt1CaGgoLCwscOvWrTrtW01NDd7e3gCAc+fOYc6cOUJGqqioCHv37oW/vz/atm3b4OOrK21tbfj4+ODo0aNCcZWkpCS4ubkhOTkZGhoa8PHxkdumT58+whp7AQEBCA8Px8uXLwEAz58/x4IFC3D06FEAFcswtGrVSuXHUZkibdTS0hJ+P4cOHcK///1vZGRkAKhYs3DHjh1YtmwZAMDa2lrIHErNmDEDGhoaSE5OFr5HoOJ8iY6OxjfffCMXVDPGWHPHhWEYY4w1GkdHR2zdulV4SK/O9OnTUVZWhvXr1+PgwYM4ePAgtLS0oKWlhfz8fKF4DIBq1/uryahRo3D9+nVs374dBw8eRFRUFHR0dFBYWIiSkhIMHDgQBgYG+Omnn2qtIKooLy8vREZGYsaMGWjZsiVatWolrAmopqaGRYsWVTucc8mSJcjOzkZsbCwCAgKwbNkytG7dGnl5eUJmUyKR4KuvvlJZ219HkTaKxWKkpaUhLCwMu3fvxp49e6Cjo4OCggIhWDY2NkZAQECVbfX19eHv7w9/f39cvHgRVlZW0NbWRlFREYqLi/HJJ5/A2dlZCCQZY6y540wgY4yxRqOhoQFfX99a36OmpoYZM2YgKioKLi4u6NGjB9TV1fHixQvo6Oigb9++mDx5MiIjI2FkZFSv/c+bNw+hoaEYMGAAWrduLQQIs2fPxpYtW4SlJ1SZNdLR0cG+ffvg5uaGrl27ori4GO3atYOZmRkiIiLg5ORU7Xba2toICwvDkiVLhPYXFhaiQ4cOsLS0xI4dOzBnzhyVtbsuFG3j3LlzsX37dlhaWqJDhw4oLCxE69atYWxsjKVLl2Lbtm1o06ZNtds6OzsjIiICZmZmaNeuHYqLi9G1a1e4u7tj7969nAlkjDEZalTdxAjGGGOsGRo3bhzi4+Ph4+OD6dOnN3VzGGOMMZXgTCBjjDEGIDY2VigeMmTIkCZuDWOMMaY6HAQyxhhrNhYvXowDBw7g+fPnwhy1vLw8REZGwtPTEwAwcOBA9OnTpymbyRhjjKkUDwdljDHWbNjZ2eGvv/4CALRs2RLvvPOOXNGSf/3rX9i6dSs6d+7clM1kjDHGVIqDQMYYY83GyZMnceLECVy7dg0ZGRl48eIF2rRpg3/9618YPnw4nJ2d8c477zR1MxljjDGV4iCQMcYYY4wxxpoRnhPIGGOMMcYYY80IB4GMMcYYY4wx1oxwEMgYY4wxxhhjzQgHgYwxxhhjjDHWjHAQyBhjjDHGGGPNCAeBjDHGGGOMMdaMcBDIGGOMMcYYY80IB4GMMcYYY4wx1oxwEMgYY4wxxhhjzcj/ApPrVE7H3kHMAAAAAElFTkSuQmCC",
"text/plain": [
"
"
],
"text/plain": [
" nhood_Blmngtn nhood_Blueste nhood_BrDale nhood_BrkSide \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" nhood_ClearCr nhood_CollgCr nhood_Crawfor nhood_Edwards \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" nhood_Gilbert nhood_Greens nhood_GrnHill nhood_IDOTRR \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 1 0 0 0 \n",
"\n",
" nhood_Landmrk nhood_MeadowV nhood_Mitchel nhood_Names \\\n",
"Order PID \n",
"1 526301100 0 0 0 1 \n",
"2 526350040 0 0 0 1 \n",
"3 526351010 0 0 0 1 \n",
"4 526353030 0 0 0 1 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" nhood_NoRidge nhood_NPkVill nhood_NridgHt nhood_NWAmes \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" nhood_OldTown nhood_SWISU nhood_Sawyer nhood_SawyerW \\\n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 0 \n",
"\n",
" nhood_Somerst nhood_StoneBr nhood_Timber nhood_Veenker \n",
"Order PID \n",
"1 526301100 0 0 0 0 \n",
"2 526350040 0 0 0 0 \n",
"3 526351010 0 0 0 0 \n",
"4 526353030 0 0 0 0 \n",
"5 527105010 0 0 0 0 "
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[neighborhood.columns].head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Nominal Features\n",
"\n",
"This section investigates the rest of the nominal variables with regard to which realizations / encoding might be a useful predictor."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Alley Type of alley access to property\n",
"Bldg Type Type of dwelling\n",
"Central Air Central air conditioning\n",
"Condition 1 Proximity to various conditions\n",
"Condition 2 Proximity to various conditions (if more than one is present)\n",
"Exterior 1st Exterior covering on house\n",
"Exterior 2nd Exterior covering on house (if more than one material)\n",
"Foundation Type of foundation\n",
"Garage Type Garage location\n",
"Heating Type of heating\n",
"House Style Style of dwelling\n",
"Land Contour Flatness of the property\n",
"Lot Config Lot configuration\n",
"MS SubClass Identifies the type of dwelling involved in the sale.\n",
"MS Zoning Identifies the general zoning classification of the sale.\n",
"Mas Vnr Type Masonry veneer type\n",
"Misc Feature Miscellaneous feature not covered in other categories\n",
"Roof Matl Roof material\n",
"Roof Style Type of roof\n",
"Sale Condition Condition of sale\n",
"Sale Type Type of sale\n",
"Street Type of road access to property\n"
]
}
],
"source": [
"print_column_list(set(NOMINAL_VARIABLES) - set([\"Neighborhood\"]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Alleys\n",
"\n",
"Almost no house has access to an alley."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Alley\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"del df[\"Alley\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Building Type\n",
"\n",
"The type of a building clearly affects the valuation. The two types of townhouses as well as the 2-family condo and duplex type are summarized into a single category. This makes sense a) semantically, and b) by looking at the two sub-clusters in the scatter plot."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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JVqnAx1ndYj1U+/fvZ8iQIQwZMgSAWbNmMWTIEKvFYOdy4403cv/99/Paa69xxx13sHv37v9UWYTLcVX0VK1atQp3d3duuOEG6VhsbCxKpZItW7bQv39/ANLS0sjNzZUmhsfHxzNv3jxKSkqk4bvNmzej0WiIiIiQ2vzzzz9Wz9u8ebN0D5VKRbt27diyZYtUKdZkMrFlyxZGjRrV6FgEQRAE4VrStWtXjhw5ct7zS5YsOe+5Z555hmeeecbq2AMPPCD9fcqUKUyZMsXq/KmVg419xtWo1ZMqk8nEqlWrGDJkiNUENUdHR4YPH87s2bNxdnZGo9Ewc+ZMEhISpESmZ8+eRERE8Mwzz/D0009TVFTEnDlzGDlyJCqVCoARI0awdOlS3n77bYYPH87WrVtZu3Yt8+fPl541duxYnn32WWJjY4mLi2Px4sXU1tYybNiwRsciCIIgCML1rdWTqs2bN5ObmyuVMzjT888/j1wuZ+rUqeh0Onr27Mkrr7winVcoFMybN49XX32Ve+65Bzs7O4YOHWpVMj8wMJD58+cza9YsvvzyS3x8fJg5c6ZUTgFg0KBBlJaWMnfuXIqKioiJiWHBggVWE9wvFosgCIIgCNc3mdlsNrd2ENcLrVZLp06d2LlzZ4N6HYIgCMK1p66ujvT0dEJDQ1Gr1a0djnABF/paNfbz+6qYqC4IgiAIgvBfJ5IqQRAEQRCEZiCSKkEQBEEQhGYgkipBEARBEIRmIJIqQRAEQRCEZiCSKkEQBEEQhGYgkipBEARBEIRm0OrFPwVBEARBuLrMnz+f33//nbS0NNRqNQkJCUybNo2wsDCpTb9+/cjJybG6ztvbu8HWcJdKp9OxePFifvzxRzIzM1Gr1YSGhnLXXXdx++23o1QqL+v+V5JIqgRBEARBsLJt2zZGjhxJ+/btMRqNvP/++4wbN46ff/4Ze3t7qd3UqVO5++67pdcKxeVt9qzT6Rg3bhxHjhzhscceo2PHjmg0GlJSUvjiiy9o27YtMTExl/WMK0kM/wmCIAjCf4G+HipzLf+9wj7//HOGDRtGmzZtiI6OZvbs2eTm5nLgwAGrdg4ODnh6ekp/3NzcpHNRUVEsX76cCRMm0KFDBwYOHMju3bvJzMxk9OjRxMfHM2LECE6cOCFds3jxYnbs2MGiRYsYOXIkMTExBAYGMnjwYFasWEFwcDBgSb5mzpxJ9+7dad++Pffeey979+6V7pOcnExUVBRbtmxh2LBhdOjQgREjRpCWlnZF/91EUiUIgiAIV7vCw7D6Yfios+W/hYdb9PFVVVUAODs7X9J1//d//8cdd9zBmjVrCAsL46mnnuLll19m/PjxrFy5ErPZzGuvvSa1//HHH0lKSqJt27YN7qVUKqVesrfffpvffvuN2bNns3r1aoKDg3nooYcoLy+3uuZ///sf06dPZ+XKlSgUCp5//vlLfOeXRiRVgiAIgnA109fD+jfh4Pegq7b8d/2sFumxAjCZTLz55pt07NiRyMhIq3PvvvsuCQkJ0p8vv/zS6vywYcMYNGgQoaGhPPzww+Tk5DB48GB69epFeHg4Y8aMYdu2bVL7zMxMQkNDLxhPTU0Ny5cv55lnnqFPnz5ERETw+uuvY2try3fffWfV9oknniAxMZGIiAjGjx/P7t27qa+/cv9uYk6VIAiCIFzNaksg9U/rY6l/QE0JOPtd8cfPmDGDY8eO8fXXXzc4N27cOIYNGya9dnV1tTofFRUl/d3d3R3AKjFzd3envr4erVaLRqPBbDZfNJ4TJ06g1+vp2LGjdEypVBIXF8fx48fP+3xPT08ASkpK8PO7Mv9uIqkSBEEQhKuZnTtE3GTpoTol4mawd7/ij37ttddYv349X331FT4+Pg3Ou7q6SvOczuXMlXoymey8x0wmEwAhISGkp6c3S+wANjan05yzn3UliOE/QRAEQbiaKW3hhueh7RBQOVj+e8NzluNXyKm5Tn/88QeLFy8mMDDwij3rTLfddhubN2/m4MGDDc7p9XpqamoICgpCqVSya9cuq3P79u0jIiKiReI8H9FTJQiCIAhXO69oGPqpZcjP3v2KJlRgGfL76aef+L//+z8cHBwoKioCwNHREbVafcWe+8ADD7BhwwYeeOABHnvsMTp16oSDgwP79u1jwYIFvPHGG8TExHDvvffy9ttv4+zsjJ+fHwsWLKCuro4777zzisXWGCKpEgRBEIT/AqVti8yhAli2bBkAo0ePtjo+a9YsqzlUzU2lUrFw4UIWLVrE8uXLeeutt7CzsyMsLIzRo0fTpk0bAKZNm4bZbOaZZ56hurqa2NhYFixYcMmrE5ubzNyYWWFCs9BqtXTq1ImdO3ei0WhaOxxBEAThCqurqyM9PZ3Q0NAr2sMjXL4Lfa0a+/kt5lQJgiAIgiA0A5FUCYIgCIIgNAORVAmCIAiCIDQDkVQJgiAIgiA0A5FUCYIgCIIgNAORVAmCIAiCIDQDUadKEARBOKej+VX8cbCAgqo6bm7rTbcwd5QK8bu4IJyPSKoEQRCEBgoqaxm/ZAcZJTUALNmayVfjutIjwqOVIxOEq5f4lUMQBEFo4FiBVkqoAMxm+De1uBUjEoSrn0iqBEEQhAac7JQNjnk5iorgwpWxatUqOnfu3NphXDaRVAmCcNWp0Rk4kFPB0YIqDEZTa4dzXYryduSZAVHIZJbXHQKd6RMphv6uJ9OnTycqKoqoqCjatWtHUlISY8eO5bvvvsNkEt+X5yLmVAmCcFXJr6hl9tojrEnJwUYu44mbIxnbIwR7lfhx1ZJslQoe6hlKn0hPauqNhHs54OZg29phCS2sV69ezJo1C5PJRHFxMRs3buSNN97gt99+45NPPsHGRnxfnkn0VAmC0GLMZjM7Mkr53x9Hmb/hOIfzKxu02Z5eypqUHAAMJjPv/HaEA7kN2zVGvd5Iea3usmK+nqlsFLTzc6ZLqJtIqK4COqOOguoCdMaW+39apVLh6emJt7c37dq1Y+LEifzf//0f//zzD6tXryY7O5uoqCgOHTokXVNZWUlUVBTJyckAJCcnExUVxfr16xk8eDDt27fn7rvv5ujRo+d8ptls5oEHHmDcuHGYzWYAysvL6d27Nx988MGVf9OXQSRVgiC0mJSscu77LJkP/jrGrLWHeeCLbWSV1li1Ka5u+IFReo5jF7Mrs4yHFm/ntrmbWPhvOmVNuIcgXC2Olx9n+sbpDF4zmOkbp3O8/HirxdK9e3eio6P5/fffL+m6t99+m+nTp/Pdd9/h5ubGxIkT0ev1DdrJZDLeeust9u3bx5dffgnAK6+8gre3N5MmTWqW93CliH47QRBazN7sCnRnzJHKr6znSEEVgW720rG2vk7IZJbVZgCOtja08dJc0nOyy2p4cPF2ymssP7Bn/HgQV3sVQxL8L/9NCEIL0xl1fJzyMX9k/gHAH5l/IEPGrF6zUClUrRJTWFgYR44cuaRrJk+eTI8ePQCYPXs2ffr04Y8//mDQoEEN2np7ezNjxgyeffZZiouLpZ6xq324UfRUCYLQYjS2DX8gOqgUVq87Bbuy6IFEBsb6cF9iEF+OSyTM89KSqqzSGimhOmXzcVEOQPhvKqsrY1POJqtjG3M2UlZX1koRWYboZKdWMTRSfHy89HcXFxdCQ0NJS0s7b/uBAwdy88038+mnn/LMM88QEhLSxGhbTqsnVQUFBUybNo2uXbsSFxfH4MGD2bdvn3TebDbzwQcf0LNnT+Li4njggQfIyMiwukd5eTlPPfUUHTt2pHPnzjz//PNUV1dbtTl8+DD33Xcf7du3p0+fPnz22WcNYlm7di0DBgygffv2DB48mA0bNlidb0wsgiCcX5dQNzoFu0qvR3cLop2fs1UbG4WcPlGefDKqE28Oa09CkOvZt7kobyc1dkrrZC0+0KVJMQtCa3NVu9LTv6fVsV7+vXBVX/r3RnM5fvw4AQEByOWWNOLU3CcAg8HQLM+ora1l//79KBQKMjMzm+WeV1qrJlUVFRXce++9KJVKPvvsM37++WeeffZZnJ1P/5D97LPPWLJkCa+++iorVqzAzs6OcePGUV9fL7WZNm0aqampLFy4kHnz5rFjxw5efvll6bxWq2XcuHH4+fmxatUqnnnmGT766CO++eYbqc2uXbt46qmnuPPOO1mzZg033ngjkyZNsppI15hYBEE4vyA3ez4d04llD3dl1SNJTB8Yc856SJcrzFPDJ6M64ueixkYu4/7uIfSL9mr25whCS1ApVEyKn8QtwbdgZ2PHLcG38Gj8o6029LdlyxaOHj3KLbfcgpubGwBFRUXS+TMnrZ8pJSVF+ntFRQUZGRmEhYWd9zmzZ89GLpdLn71btmxpnjdwJZlb0TvvvGO+9957z3veZDKZe/ToYV6wYIF0rLKy0hwbG2v+6aefzGaz2ZyammqOjIw07927V2qzYcMGc1RUlDk/P99sNpvNS5cuNXfp0sVcX19v9ez+/ftLrx977DHz+PHjrZ5/1113mV966aVGx3IxVVVV5sjISHNVVVWj2guCcHmKq+rMJ0qqzXqDsbVDEa5TtbW15oMHD5pra2sv+171hnpzvjbfXG+ov3jjZvDss8+ax40bZy4sLDTn5+eb9+/fb/7kk0/M8fHx5gkTJpgNBoPZbDab7777bvN9991nTk1NNScnJ5vvvPNOc2RkpHnr1q1ms9ls3rp1qzkyMtJ86623mjdv3mw+cuSIeeLEieYbbrhB+lxeuXKluVOnTtKz161bZ27Xrp15//79ZrPZbH7vvffMvXv3NpeXl1+x93uhr1VjP79btafq77//JjY2lqlTp9K9e3eGDBnCihUrpPPZ2dkUFRWRlJQkHXN0dKRDhw7s3r0bgN27d+Pk5ET79u2lNklJScjlcvbu3QtYsuPOnTujUp3O6nv27El6ejoVFRVSm+7du1vF17NnTymzbkwsgiBcXdw1tgS62WMjNgEWrgEqhQpvB+8W7aHauHEjPXv2pF+/fjz00EMkJyfz4osv8n//938oFJYh9jfffBOj0ciwYcN48803efzxx895r6eeeoo33niDYcOGUVxczCeffGL1uXxKaWkpL7zwAlOmTKFdu3YATJkyBXd3d1555ZUr9l6bQ6tOo8/KymLZsmWMHTuWiRMnsm/fPmbOnIlSqWTo0KFSd6K7u7vVde7u7hQXWyadFhcXS92Pp9jY2ODs7CxdX1xcTEBAgFUbDw8P6ZyzszPFxcXSsXM9pzGxCIIgCMK1Yvbs2cyePfui7cLDw1m+fLnVsXOtDOzUqRM//fTTOe8xbNgwhg0bBoCbmxv//vuv1XmlUsmqVasaG3qradWkymw2Exsby5NPPglA27ZtOXbsGMuXL2fo0KGtGZogCM1IbzSxM7OMQ3mVeGhs6RrqhpeT2EdOEIRrS6v2iXt6ehIeHm51LCwsjNzcXOk8QElJiVWbkpISqVfJw8OD0tJSq/MGg4GKigrpeg8Pjwa9Saden3mfs9uc+ZzGxCIIwrn9m1rMvZ9tZcaPB5mybDdv/3aEOr2xtcMSBEFoVq2aVHXs2JH09HSrYxkZGfj7Wwr0BQQE4OnpaTXjX6vVsmfPHhISEgBISEigsrKS/fv3S222bt2KyWQiLi4OsNTG2LFjh1Xl1s2bNxMaGiqtNIyPj2fr1q1WsWzevFmqq9GYWARBOLclWzM5Y8U13+3MJr24+vwXCIJwzejatStHjhzBycmptUO54lo1qbr//vvZs2cP8+bNIzMzkx9//JEVK1Zw3333AZZS9WPGjOGTTz7hr7/+4siRIzzzzDN4eXlx0003AZax3F69evHSSy+xd+9edu7cyeuvv86tt96Kt7c3AIMHD0apVPLCCy9w7NgxfvnlF7788kvGjh0rxTJmzBg2btzIF198wfHjx/nwww/Zv38/o0aNanQsgiCcm6u99WRUpUKGUkwebxU6g5GUE2X8uj+PI/lVrR2OIFxTZGbzmb8/trx169bx/vvvk5GRQUBAAGPHjuXuu++WzpvNZubOncuKFSuorKykU6dOvPLKK4SGhkptysvLef311/n777+Ry+XccsstvPjiizg4OEhtDh8+zGuvvca+fftwdXVl1KhRjB8/3iqWtWvXMmfOHHJycggJCeHpp5+mT58+lxTLhWi1Wjp16sTOnTvRaC6tQrQg/JftyixjzBfb0NZbigI+NzCah3qFoZBfWkXmK8lgNLE9o5R/U0vw0KjoHel5yZXc/wtW7Mjime8sK6NtbeQsfjCRbmHuF7lKaKq6ujrS09MJDQ1FrRbzCK9mF/paNfbzu9WTquuJSKqE69nxQi3HCqvw0NjSzs8JO9XVtYfX5uPFjFyQLA1Txvg6suTBrng42rZuYM0op6yG/nM2SsktQK82Hnx+f2dUNooLXCk0lUiq/juaI6m6un6qCYJwzQr30hB+iRsjt6R/jhZZzfs6lFdlSQKvoaRKbzQ3WCBQVqPjjD2uBUG4DGJSgyAIAuDh0DB5cjjHBtD/ZYFu9jzUy3q6wsQ+4dipRC+VIDSHa+snhiAIQhPdEO3Fsu0nOF5kWZX4+E1tiPR2bOWompdCLuPhXmHEBbiQV1FLpLcjXULcLn6hIAiNIpIqQRAEIMJLw9cPdyO1UIvG1oYoH0fUymuvB8ddY8ug9r6tHYYgALBq1SrefPNNduzY0dqhNAuRVAmCIJzk7aTGW1R6F65zUVFRFzw/efJkpkyZ0kLRXNiqVat47rnnGhxXqVTs27evxeMRSZUgCIIgCJJNmzZJf//ll1+YO3cuv/76q3TM3t6+NcI6L41GYxUfWGpLtgYxUV0QBEEQ/gNMOh36/HxMOt0VfY6np6f0x9HREZlMhqenJ2q1mt69e5OWlmaJx2QiMTHRqrbk999/L9V3zM7OJioqit9//53Ro0fToUMHbr/9dnbv3t3gmRs3bmTgwIEkJCQwbtw4CgsLpXPJycnceeedxMfH07lzZ0aMGEFOTo50/lR8Z/5pre3jRFIlCIIgCFe5umOp5E57muODbiV32tPUHUtt8RgcHR2JiYlh27ZtABw9ehSZTMbBgweprrYs8Ni+fTtdunSxuu5///sf48aNY82aNYSEhPDUU09hMJyulVZXV8cXX3zB22+/zVdffUVeXh5vvfUWYNnLd9KkSXTp0oUffviBb775hnvuuafVeqIuRiRVgiAIgnAVM+l0FH/4IVW//465poaq33+n+KOPrniP1bkkJiZKSVVycjJJSUmEh4ezc+dOALZt20ZiYqLVNQ8++CA33HADoaGhTJ06lZycHDIzM6Xzer2eGTNm0L59e9q1a8fIkSOlvXi1Wi1VVVX07duXoKAgwsPDGTp0KH5+ftL1VVVVJCQkWP156KGHrvQ/xTmJOVWCIAiCcBUzlpaiPWOeE4B240aMpaXIfXxaNJYuXbrw3XffYTQa2b59Oz169MDDw4Nt27YRFRVFZmZmg6TqzInvnp6eAJSWlhIeHg6AnZ0dQUFBUhsvLy9KSkoAcHFxYdiwYYwbN44ePXrQvXt3Bg4ciJeXl9TewcGB1atXWz2ztarXi54qQRBaVYm2nryK2tYOo4HqegO/7s/jiW9S+GRdKmlF2tYOSbhOKdzc0PTsaXVM06sXCreWrzHWpUsXqqurOXDgANu3bycxMZGuXbuybds2tm/fjpeXFyEhIVbXKJVK6e+nhu1MptNl/G1srPt3ZDIZZ+6gN2vWLL755hsSEhJYu3Yt/fv3JyUlRTovl8sJDg62+uPt7d2M77rxRE+VIAitwmgy88fBfF7+/gBVdQam9Ivg3q5BuNqrWjs0ADYcLeLRpbuk138eLuCL+xNxtlde4CpBaH5ylQqPKVNAJkO7cSOaXr3wmDwZuarlv1ecnJyIiopi6dKlKJVKwsPDcXd35/HHH2fdunUNeqmaS9u2bWnbti0TJkzgnnvu4aeffiI+Pv6KPOtyiKRKEIRWcTivkkeX7sJ08hfSt387QqinAwNjLYUp9UYT29JL2XK8BC8nW3q38STEw6HF4lu1K9vq9c7McjJKqulg79JiMQjCKeo2Efi98zbG0lIUbm6tklCdkpiYyFdffUX//v0ByxBdeHg4a9eu5eWXX27WZ2VlZbFixQr69euHl5cX6enpZGRkcMcdd0htzGYzRUVFDa51d3dHLm/ZATmRVAmC0CpyymulhOqUEyU10t+3ppUw5ott0ibH8YHOLHwgEVeHlvkwaeOl4c9Dp5d129rIcVSLH5lC65GrVC0+h+pcEhMTWbx4sVWvVGJiIocPH272nio7OzvS0tJYvXo15eXleHl5MXLkSEaMGCG10Wq19DxreBQs9bZOzeFqKTLzmQOXwhWl1Wrp1KkTO3fuRKPRtHY4gtCqDudVMvijTeiNp38ELRjTmZvaWuZCvLRmH0u2nrC65tuJ3Vtsr7oj+ZVM/no3xwq12NrImTWsPUMT/K/apdzC1amuro709HRCQ0NbbfK00DgX+lo19vNb/NolCEKriPJx5PP7u/D2r4cprdYxpV8buoW5S+e9HK1/qMllYK9qub34onycWDa+GxnF1bjYKwnz0Fz1CVVqoZbtGaUYjCY6BbvR1s+ptUMShOuKSKoEQWgVMpmM3pGedApyRWc0NRjWu6WdN9/uzOZEqWVI8On+UbTxatkeXg+NLR4a2xZ9ZlNlllQz5vNkcivqAHBS27BiQneifUViJQgtRSRVgiC0Kge1Deeafh7l48SKCd1ILdTiqFYS7eOIyqbleqr+aw7kVkoJFUBlnYE92RUiqRKEFiSSKkEQrlo+znb4ONu1dhhXhfTiatKLtXg5qonycUSpsF7VZKtsuMpJfY5jgiBcOSKpEgThmletM1BTb8TT8b8xlHe2nZmlPPDFdqrqDchl8N5dHRjaMcCqTQd/F/pGe7LusGVpeXt/JzoFubZGuIJw3RJJlSAI17QdGaXM+uUQx4urGdM9mFFdg/Fy+u+swjIYTcz/J42qessGtCYzvPz9AbqEuhHgai+183C05d07O3AwtxKjyUyMnxPe/6H3KQjXApFUCYJwzcotr2X8kp2UVls2np37VyreTmpGdg1u5cgaz2Q2k1duvY1Ptc5AvcHUoK27xpZekS1bl0cQhNPEgLsgCNesnPJaKaE65Z+jDSsvX81UNgoe7h1mdezexCCCzuilEgTh6iB6qgRBuGb5OqtxsVdSXqOXjvWI8GjFiJrmphhvvnigMylZ5YS4O9Aj3B2ljfidWBCuNuK7UhCEa1aAqz3zR3eira8jdkoFE3qHcUvb1t/m41LZq2zoF+3NkzdHMaxjAN5iRaRwjVi1ahWdO3du7TCajeipEgThmtY11J3l47tTrTPg7ahGLr+6q6ILQmuLioq64PnJkyczZcqUFormwlatWsWbb77Jjh07WjsUQCRVgiBcB5zslDjZKVs7DEG4LAa9kTqtHrVGiY3yyhXC3bRpk/T3X375hblz5/Lrr79Kx+ztxXy+8xHDf4IgCIJwlSvJreaPhQf5+tVk/lh4kJLc6iv2LE9PT+mPo6MjMpkMT09P1Go1vXv3Ji0tDQCTyURiYiJ33323dO33339Pnz59AMjOziYqKorff/+d0aNH06FDB26//XZ2797d4JkbN25k4MCBJCQkMG7cOAoLC6VzycnJ3HnnncTHx9O5c2dGjBhBTk7OFXv/l0MkVYIgCIJwFTPojWz7KY20XUXo642k7Spi+09pGPTGFo3D0dGRmJgYtm3bBsDRo0eRyWQcPHiQ6mpLkrd9+3a6dOlidd3//vc/xo0bx5o1awgJCeGpp57CYDBI5+vq6vjiiy94++23+eqrr8jLy+Ott94CwGAwMGnSJLp06cIPP/zAN998wz333HPVbm4ukipBEARBuIrVafVkHSi1OnbiQCl1Wv15rrhyEhMTpaQqOTmZpKQkwsPD2blzJwDbtm0jMTHR6poHH3yQG264gdDQUKZOnUpOTg6ZmZnSeb1ez4wZM2jfvj3t2rVj5MiRbN26FQCtVktVVRV9+/YlKCiI8PBwhg4dip+fXwu940sjkipBEARBuIqpNUoC27lZHQtq54Za0/LzBLt06cLOnTsxGo1s376dxMREKdEqKCggMzOzQVJ15sR3T09LcdrS0tNJop2dHUFBQdJrLy8vSkpKAHBxcWHYsGGMGzeOiRMnsnjxYquhwauNSKoEQRAE4Spmo1SQeFsY4R09UdoqCO/oSZfbwq7oZPXz6dKlC9XV1Rw4cEBKqrp27cq2bdvYvn07Xl5ehISEWF2jVJ5O/k4N25lMp3cEsLGxXjMnk8kwm83S61mzZvHNN9+QkJDA2rVr6d+/PykpKc3/5pqBWP0nCIIgCFc5dz8HbhrbtkVW/12Ik5MTUVFRLF26FKVSSXh4OO7u7jz++OOsW7euQS9Vc2nbti1t27ZlwoQJ3HPPPfz000/Ex8dfkWddDtFTJQiCIAj/ATZKBRpXdaslVKckJiby448/ShPSXVxcCA8PZ+3atQ0mqV+urKws3nvvPXbv3k1OTg6bNm0iIyODsLCwi1/cCkRPlSAIzaK0WodKIUOjFvWgBOFalpiYyOLFi616pRITEzl8+HCz91TZ2dmRlpbG6tWrKS8vx8vLi5EjRzJixIhmfU5zkZnPHLhsYR9++CEfffSR1bHQ0FCpyFh9fT2zZ8/ml19+QafT0bNnT1555RU8PE7v3ZWbm8urr75KcnIy9vb2DBkyhKeeespqjDY5OZnZs2dz7NgxfH19eeSRRxg2bJjVc5cuXcrnn39OUVER0dHRvPTSS8TFxUnnGxPLxWi1Wjp16sTOnTvRaDSX9G8lCFerylo9q3fn8H/rU/HQ2PLcwGh6tvGkvEZHdlkt7hoVvq24rYrZbOZEaQ16o5lgd3uUCtFBL7Scuro60tPTCQ0NRa1Wt3Y4wgVc6GvV2M/vVv/p0qZNGzZt2iT9+frrr6Vzb775JuvWrWPOnDksWbKEwsJCJk+eLJ03Go1MmDABvV7P8uXLmT17NqtXr2bu3LlSm6ysLCZMmEDXrl35/vvvuf/++3nxxRfZuHGj1OaXX35h1qxZTJo0idWrVxMdHc24ceOk1QeNiUUQrlebj5fwyg8HKKis50BuJeMW72Bbegn3frqV2z7cxG1zN/FvanGrxFanN7JkSyb95/zDLf/bwBu/HKK4qq5VYhEE4drX6kmVQqGwqt7q5mZZNlpVVcXKlSuZPn063bt3JzY2ljfffJPdu3dLs/43bdpEamoq77zzDjExMfTp04fHHnuMpUuXotPpAFi+fDkBAQFMnz6d8PBwRo0aRf/+/Vm0aJEUw8KFC7n77rsZPnw4ERERzJgxA7VazcqVKxsdiyBcr47kV1q99nOxY9m2LA7lVwFQUq3j6e/2UFxV3+KxHcit4OUfDlCnN2Eyw6J/M9iWUdbicQiCcH1o9aQqMzOTnj17cuONN/LUU0+Rm5sLwP79+9Hr9SQlJUltw8PD8fPzkxKZlJQUIiMjrYbgevbsiVarJTU1VWrTvXt3q2f27NlTuodOp+PAgQNWz5HL5SQlJUml9BsTiyBcryK8rLvCQ9zt2ZtdYXUst7yOitqWL1RYWNkwkSuoFD1VgiBcGa2aVMXFxTFr1iwWLFjAq6++Sk5ODiNHjkSr1VJcXIxSqcTJycnqGnd3d4qKigAoLi5uMKfp1OuLtdFqtdTV1VFWVobRaMTd3b3Bc4qLi6V7XCwWQbheJYV7MO2WKOxVCvxd1NyfFMK9iYFWbfpFe+Hn0jLzScxmM3uyylmx/QQGk4m+UZ5W56O8HVskDkEQrj+tuvrv1KaLANHR0XTo0IG+ffuydu1aMaFPEP4jXB1UTO4XwfBO/tjaKHBzUNHOzxmVjZzVu3NICndneMcA7FQt8+Nma1opY75IRm+0rMEZ2TWI+5OCOZRbxcO9Q+kc4toicQjCmVpxTZjQSM3xNbqqSio4OTkREhLCiRMnSEpKQq/XU1lZadVDVFJSIpW59/DwYO/evVb3ONW7dGabU8fObKPRaFCr1cjlchQKhdWk9FPPOdXD5eHhcdFYBOF6d+YKP09HW8Z0D2F0t+AW3/j0mx1ZUkIF8PW2E/wypRdtvDXYiJV/QgtTKCw1pXQ6HXZ2rbcKVri4mpoawLoC/KW6qpKq6upqsrKy8PT0JDY2FqVSyZYtW+jfvz8AaWlp5ObmSlVU4+PjmTdvHiUlJdLw3ebNm9FoNEREREht/vnnH6vnbN68WbqHSqWiXbt2bNmyhZtuugmwlM/fsmULo0aNAmhULIIgNNQaO8krznqkDJDJueoSqryKWo7mV6FR2xDl44TG9qr6cSw0ExsbG+zt7SkqKkKpVCKXX13/HwqWHqqamhoKCwtxcXGREuGmaNXv4rfeeou+ffvi5+dHYWEhH374IXK5nNtuuw1HR0eGDx/O7NmzcXZ2RqPRMHPmTBISEqREpmfPnkRERPDMM8/w9NNPU1RUxJw5cxg5ciQqlQqAESNGsHTpUt5++22GDx/O1q1bWbt2LfPnz5fiGDt2LM8++yyxsbHExcWxePFiamtrpVpWjYlFEISrwz1dAvlpbx71BsveYg/3CiPMw6GVo7J2rKCKh7/cQUaJ5TfjCb3DePymNi02RCq0HJlMhq+vL+np6WRmZrZ2OMIFuLi44OPjc1n3aNXv4Pz8fJ588knKy8txc3OjU6dOrFixQiqr8PzzzyOXy5k6dapVwc1TFAoF8+bN49VXX+Wee+7Bzs6OoUOHMnXqVKlNYGAg8+fPZ9asWXz55Zf4+Pgwc+ZMevXqJbUZNGgQpaWlzJ07l6KiImJiYliwYIHVBPeLxSIIwtUhMdSdVY8kcaSgCneNivhAF1Q2rbutx9n+OVokJVQA8/9JY0CsDwlBYr7XtUilUtGmTRup1I9w9VEqlZfVQ3VKq1ZUv96IiuqCcHnMZjO7TpSz5XgxjmobekR4Nijp8F/w3u9H+PDvVKtjXz/UlaSIxu/QIAhCy2ns57foaxYE4T9j94kyRny6VZqIHuJuz7Lx3Vp1G5ym6NnGg/9bfxyjyfI+2vk5ESlKPQjCf55IqgRBaFYZxdWsSclh47Fibu/gy8BYX7ycmqdEys7McquVfRklNRzOq/rPJVVdgt1YPr4r29LLcLFXkhTugYejbWuHJSmsrOOXfXn8sDeXPm28uCPBjxD3q2temiBcjURSJQhCs6nXG3n39yP8tDcPgJ2ZZdTojDxyQ0Sz3F+jbvgjy9726pov1RhyuYwuIe50CXG/eONWsGJHFu/+fhSAXZnlpBdreWt4HLbK/96/tSC0JLG2UxCuQ6mFWr7dkcXKnVmkF2ub7b55FXVSQnXK19tOUNlMW9R0C3Mnxvd0rbgx3YNp5+vcLPcWLMprdSzfnmV17Ps9ueSL7X0E4aJET5UgXGfSirTc+9lWik5ucBzoZsdX47oS3AzDO452NgS52XGitFY61iHABTvVpfdwaOsNJKeVsC+7ghAPB3qEexDq4cDisV04WlCFnUpxzvpOxVX12NsqsBflCZrEQWlDe39nsstOfw1D3B1wOkcvoSAI1sR3iSBcZ1KyyqWECiCrtJb9ORXNklS5O9jy1vA4pizbTbFWR7inAxP7hKNsQuHN3w/k8+SKPdLrB3uG8PzAGLyc1Oeco1VUVc+ybSdYvDmDUA8Hpg+MpnOI22W9n+uR0kbOpL4RHMmvIq24Gg+NitnD2uPqcPXM+RKEq5VIqgThOqOQN6xybnOOY03VPdyDn6b0pKiqHn9XO9ya8GFcozMw/5/jVscWb85kTLcQQs5TyPPvwwW8/4dlHlBJtY6Hv9zBT1N64u9qf97nmExmKmr1OKptrrqK660p1t+Z7x5JIqesBk9HW3z+YwsBBKG1iKRKEK4zHYNcifJx5Eh+FQAJgS7EBbo06zN8nO0u64PYRi7Dx0nNkfzT870c1TbYKs+f+Gw8Zr3HZ1mNntzy2vMmVZkl1Xy5JZO/DxUypnswXcPcaOsn5med4uagws1B1dphCMJ/ikiqBOE6E+hmz8IHurAvpwKFTEasv9NV1xOhslEwqW8E2zMsqwflMphxe7sLlk7oFuZuNUneSW1z3vdlMplZ9G8GfxwqYFhHf+ZvTOO3A/nckeDPre19cbJr+oaqgiBcv0RSJQjXIT8XO/xcrq5E6myJoe78NKUnGcXVeDuribpIccwbY7w4URrK4s2ZBLvbM+P2dgS6nbuXqrxWz0/78hiW4M8/R4sZluBPcnopm44V4+NkS99o7yvxlgRBuMaJpEoQrnNFVfX8eaiA9UcK6R7mTv9Yn6ummGaYp4Ywz8ZtQ+PrbMf0ATGMTQrFXmWDs/35e5sc1Tb0jHBHZzTRI8KDj9ed3jJmT1Y5Kx91xruZCpYKgnD9EEmVIFznvtl+Qir0+NuBAtKLa3h5cNtzTmi/FGU1Og7mVlJvMBLj69QiiZpcLsO3ET1wSoWcR26IYFdmGeuOFFqdyy6vtfSOiaRKEIRLJJIqQbiOlWjr+XrbCcb2CEEukyGXySiqqqOgog4/16YnQeU1Ol794QDfp+QCEO7pwGdjOje616klRHo74uesprCqnt8OFEjHbW3kuGnEBG1BEC6dSKoE4Tpmr1IwNimE/1t/nLIaS9XzDoHOGEymy7rvwbxKKaECOF5UzfaM0qsqqQLQqJXcHu/Hrswy1h8twkGl4M1h7Qn3uLriFAThv0EkVYJwHbNT2SCTyaSECmBPVgUZJTUEXUYx0Hq9scGxOn3jErW0Ii0l1TqC3eybbSPm/Ipa1u7L59cD+dwQ5cVtcb7SJPYQdwc+HtWRzOIaNGoFQW5i42BBEJpGJFWCcJ1TX6D206UwGE0o5DJkMhkxvk6EezpwvKgaADulgoQgl4ve4/cD+Ty2PIVavZEAFzXzRncm1v/ya0d9ve0Ec/+yTEZPTi/lRGkNr93RTqr07qCyoa2f04VuIQiCcFEiqRKE60xZdT1ymVxaHdc5xA13jYoSrQ6A7mHutPVtfIJRpzey/nAhn/+bjq+zmrE9QkkIcmXBmM5szyijVm8kIciFuACXC94nr6KWZ1fupfZkL1d2eR2LNmfw9vA45Jcxab5YW8+yZOsNglfsyGJy3/ALVlsXBEG4VE1OqtasWcPy5cvJzs7mm2++wd/fn0WLFhEQEMBNN93UnDEKgtAManQGftqbx5w/jmKnUvDsgGj6RXsR7ePEivHd2ZdTgVopJz7QBQ/Hxm8tk5xWwsSlu6TX648U8cPknoR6agi9hDlU2jqD1TAkwKG8SgwmEyr5pW/IfIrG1tILteFoEQBOdjaEuNnjqG56gc/KWj37cyoor9UT7eN41c0VEwShdTSp3//rr79m9uzZ9OnTh6qqKkwnJ7U6OTmxePHiZg1QEITmsTOjjGe+20tuRR3Hi6qZ+NVODuZWAhDupWFIgj8DYn0vubr6nuwKq9eVdQbSiqsvOb4AVzsGtPOxOja6WzAqm6YnVABqpYInb4kkPtCZx25sw4B2vgyM9aWoqq5J96vTG/nw71TuW5DMo0t3MeTjf9mbVX5ZMQqCcG1oUlL11VdfMXPmTB555BHk8tO3iI2N5ejRo80WnCAIzSf9rETHZIbM0ktPfs4WcFbpBZkMPJtQksBOZcNzg6J5YVAMt8X5MueeeAa297n4hY3QIcCFJ2+O5MO/j7FiRxZv/XaEiV/toqDy0hOr1EItn21Mk15X1hn4ZX/eBa4QBOF60aThv+zsbGJiYhocV6lU1NbWXnZQgiA0vyD3hvOHApphTlH3cHfu6hTAd7uyUdsoeGVwW6J8mjbpO9jdgYd7h112TOeyLb0Mk/n062OFWlILtZdc5NNgbLiKsbrecLnhCYJwDWhSUhUQEMChQ4fw9/e3Or5x40bCw8ObJTBBEJpX52A3Ztzejvf/OIqtjZyXB7elnd/lr6zzdbZj5pBYxvcOw9ZGflmlGK4kN4eGvWca20v/ERjhpWFAO29+PVkw1EYu49Y4v8uO70yVtXr25VRQWl1PpLdjk5NUQRBaVpOSqrFjx/Laa6+h01lWC+3du5effvqJTz/9lJkzZzZrgIIgNA+N2ob7k0IYGOuDQi7DXdP4yegXY6tU0OYiGx63tj6RnkR5O3KkoAqAqf3aEOlz6RPMNWolr9zejts6+FFWoyPWz5n4QJdmi1NnMDFvw3H+b/1xwFKO4quHEukU7NZszxAE4cpoUlJ11113YWtry5w5c6itreWpp57Cy8uL559/nltvvbW5YxQEoZkYTWYq6wzoDSYcbBWolS1TVSWjuJotaSVU1urpHOJGxyAXZLLL21vwUoV7afhqXCLHCrU42NoQ5eOIWtlwEnxBZR0VtXoCXOywP09Plq+zHbfFXZm9DNOKtczbcFx6Xas38t3ObJFUCcJ/QJN/ot5+++3cfvvt1NbWUlNTg7u7e3PGJQhCM6vVGfhySybv/HYEg8nM8I7+PDMg+pxzinQGI8cKtWjrDIR7afC4jF6toqo6Jn29iwMnVxrayGUsG9+NLiEtnyR4OqnxvMAcqg1HCnnq2z0Ua3X0jfTk5dvbEtrCW9YYTWaruV/Q+Gr0giC0riat/svKyiIjIwMAOzs7KaHKyMggOzu72YITBKH5HMitZNbawxhOfmKv3JXDtvTSBu10BiOLNmdw24ebuOfTrYxekMzxQm2Tn3u0QCslVAAGk5nNqcVNvt/F5FfU8uv+PL5PySGtqPFx55TVMGX5bopPFkFdd7SINbtzL3JV8wv3dOCezoHSaxu5jLs6BbR4HIIgXLom9VQ999xzDB8+nJCQEKvje/bs4bvvvmPJkiXNEZsgCM1IW2/goV6hmM2WWkvLt2dRrK1v0O5YoZZZaw9jPtlbcii/ir8OFxLu1bQem3MNsV1O4c0LKaqq5/HlKWw9mSx6OqpY+lA3Is8x30tbb6CqVo+Hoy1KhZySah2Vtdar+Lall1yROC9ErbTh6QGR9Iv2oqS6nhhfJzpcpBq9IAhXhyYlVQcPHuSNN95ocDw+Pp7XX3/9soMSBKF5FVbW8dHfqezILAPA28mWUd2CiTnHdjRVtQYpoTolr6LppVKifBx5sEcIX/ybAUCwmz29Ij3O2z6zpJqf9uaxLb2EQe19uamtN+4OjRt+PJhbISVUAEVVOnZmljVIqvZklfPaTwfYn1PJ0AR/HrkhnEBXOyK9NRwtON27dUe89QrnluKhUdM/tnlqdAmC0HKalFTJZDKqqxsWDayqqsJobLg7vSAIV5bBaGJ7Rhnb0kvwdLSlR4QHwWeUNtifWyklVAAFlfWEuNvTKdi1wb3CvRysVskBBLra88u+PPpEeuJwiWUINLY2PHlLFANjfdDWG4n2dcT3PFXb6/QGZq89zNr9+QBsOFrMDL2J+5NCGvWss5NByzHrg6XV9TzxTYpU9X359iw8NCqm9Y/mgxEJfLk5g5Tscu5NDOKWdt6Nf6PXgQO5FWxOLcYM9Aj3oF0zbHYtCNeSJiVVXbp0Yf78+bz//vsoFJaufaPRyKeffkqnTp2aNUBBEC5uS1oJY77YJiUViSGufDqmMy72ltpMZycWYFmqr1Q0nFbp6ajm45Ed+eNgPkfyqwh2d2DR5gxOlNYwb1RHBsT6XnJ8GlsbuoRefDFLTlmdlFCd8tXWTO7uHIidquEwYnmNjkN5lvla0b5OtPVzolOQCztPlAOW2lQ+zmpKtPVSCYnCyvoG2+j8eaiQqTe2IcbXiTeGtkdvNGF7jmHL69mxwiru/WyrNETqpLbhu0eSzjm0KgjXqyYlVdOmTWPkyJEMGDCAzp07A7Bjxw60Wq3Y+08QWsGv+/Otemm2ZZSRWqil88kVdu38nIj1c2L/yQnjbg4qOp7spSququdAbgUmM7T1c8LbSU2El4aKWje++DeDNSmnJ2v/dqCgSUlVYzmqbfBytKWw6vRcr/b+zpaeuPRyavRGon0sMRZW1vHc6n38dagQgBsiPXlreHs+vC+BTcdKOFpYhcFoZsKSndzZKYBXBrdFrbTBx1ndYJhvQDsfaY9BuVyG7WVs4Hw2s9nMobxKMktq8He1I8bX6ZzJ7NnKa3QcyK2kVm8kxscR/2aofn859mdXWM05q6wzsD+nQiRVgnCGJiVVERER/PDDDyxdupTDhw+jVqu54447GDVqFC4uLs0coiAIF3N2yQOZDKueHR9nO+aN7sTuE+XoDSbiAl2I8NJQUFHLk9/u4d9Uy4TsDgHOfDyyIwGu9jiplVTU6K3ue6U/QL2c1LxzZxxTlu2mss5AsJsd9yeF8Pbvh1my5QQAbbw0zB/didRCrZRQAaw/WsTurHIGxPqyI/MYK3acXom8bFsWo7oF087PGRd7Fe/fHc/bvx4mJbuc4R0DuLPzlVtdt/FYMQ8u2o7BZEYmgw/vTeC2i1Rgr6jV8dqPB1h1cvVhkJsdXzyQSEQTFws0h3MN+9qfo/dQEK5nTa5T5e3tzZNPPtmcsQiC0EQDY334dkcWuRWWDYKn3RJFm7M+gANc7Rvs9bc3u1JKqAD2ZFew+0Q5Aa72hHtqmD28Pc+v3ked3kTnYFf6t8Acoz5RXvw8tRfF2nqC3Ow5XqSVEiqwrE7ccrzkvHO7Nh0rJsjNngm9w/h2Zzal1TpkMpCfUWw01t+ZT8d0orLWgIfGFrm8YSHSqjo9ueW1uDmo8HS8tP0BT6muN/DOb6fLWJjN8OoPB+ga6o6n4/kn3x/Kq5ISKoATpbUkp5W0alIVH+jCjTFeUiLbJ9KDhGasJC8I14JGJ1WHDx8mMjISuVzO4cOHL9g2Ojr6sgMTBKHxon2d+PaR7hwr0OJipyTK11EazjqfWr2B4uqGJRXqDZbFJnK5jKEJ/iQEulJVryfY3QFnuytTCuFsgW72BLpZEsB9ORUNzlfVG0gMc8PJzkYakorx0XAwt5K5f6cCoFTImNKvDe//cZQHe4QS5mG9J6FaaSNVlD9RWk1RlY4AVzu8ndQczq/kuZX72J1Vjp+Lmv/dHU/XsEsvcGwwmSmvte7tq643oj/Hpsxnqjc0PF+jb91FQF5Oat67qwOH8ysxmy3/z7naN9xPURCuZ41OqoYMGcK///6Lu7s7Q4YMQSaTnXPyq0wm49ChQ5ccyKeffsp7773HmDFjeOGFFwCor69n9uzZ/PLLL+h0Onr27Mkrr7yCh8fp5di5ubm8+uqrJCcnY29vz5AhQ3jqqaewsTn91pKTk5k9ezbHjh3D19eXRx55hGHDhlk9f+nSpXz++ecUFRURHR3NSy+9RFxcnHS+MbEIQmvyd7HH36Xx8262pJZQUFlnNYfJxV5pVRNJJpMR6tlyGyTvzChldUoOeoOZYR39SQx1I9rHkXBPB44XWSaXKxUyEkPcaOPlyLKHu7HleAkms5mEIBfu/TRZupfeaGZPVjnfTehGGx/H804835JazMbUYur0RhzVSvrHerN4cwa7s8oByC2vY9q3e1gzqccl75fobKdkar82PP3dXunYlBsj8HO58BY30T6OxPg6cijPsgLT1kbeKhXoz+Zir6JbmPiZJwjn0+ik6q+//sLNzU36e3Pau3cvy5cvJyoqyur4m2++yYYNG5gzZw6Ojo68/vrrTJ48meXLlwOWFYcTJkzAw8OD5cuXU1hYyLPPPotSqZSGJrOyspgwYQIjRozg3XffZcuWLbz44ot4enrSq1cvAH755RdmzZrFjBkz6NChA4sXL2bcuHH8+uuvUrX4i8UiCP81vx3M57udOYzpHoxCLkOOjBuiPVttY+TDeZWM/DxZ2pJl1e5sVj6SRFyAC5+N6cyWtBKq6gwkhriREOQCQDs/Z9r5WZb1Hyuo4uxf80xmM94udqScKMfbSU0bb0cUZwz1FWvrSckuZ96G45jMIJdBhKeG7ellVvfJKqulvFbfpE2oB7X3xdPRluNFWgJd7UkMvXhy5O2kZt6oTmxLL6VWbyQ+wIU4MdQmCFe9RidV/v6WInh6vZ6PPvqIRx99lMDAwItcdXHV1dU8/fTTzJw5k08++UQ6XlVVxcqVK3n33Xfp3r07YElsBg0aREpKCvHx8WzatInU1FQWLlyIh4cHMTExPPbYY7z77rtMnjwZlUrF8uXLCQgIYPr06QCEh4ezc+dOFi1aJCVVCxcu5O6772b48OEAzJgxg/Xr17Ny5UrGjx/fqFgE4b/EbDZzrECL0WRm4cminAA3xni1WkyH86us9rjTG80czK0kLsCFME8NYZ4Xnk8U4uHAQz1Dmf9PGgAKuYy7OwcycM5GtPUGbOQy5t6bwKD2p1cvVtToWL49S9prz2SGTzakMqyjP+/+flRq17uNB74X2DPwQhxsbbghyosboi7t3zbY3cGq1pggCFe/S977T6lU8vvvvzdbAK+99hp9+vQhKSnJ6vj+/fvR6/VWx8PDw/Hz8yMlJQWAlJQUIiMjrYbgevbsiVarJTU1VWpzKhE6s82pe+h0Og4cOGD1HLlcTlJSErt37250LIJwJR0v1PL1thMs/DedvdnlDc5nl9Ww/nAhKSfKqDtj7k1ZtY6f9uTy2T/H+X1fHn8dKuCLf9P5aW8uDyQFW90jzt+ZaJ/WWx7v5tBwfs65jp2PUiFn4g3hfH5/Z2YPa88347uxdl8u2nrLnCuDycyLa/ZTUHm6OrzG1oaaeuu5SnkVdQyI9eG5gdHE+Fqqwb88uB32l1j0VBCE60+TfkrcdNNN/PXXXzzwwAOX9fCff/6ZgwcP8t133zU4V1xcjFKpxMnJehsNd3d3ioqKpDZnz2k69fpibbRaLXV1dVRUVGA0GqVhvjOfk5aW1uhYhOtHQWUtJ0pq8dDYXvZ8I2NNLXX79qHPz0MVGopdu3bIFNZzf3LKanhw0XYyS2sAyzL2FRO6E+7pQGqRlvIaPQv/Tefvw5b/F58dEM1DvUKpN5h445eDfLczB5kMnro50qr3ZXhHf+bc04HFmzOJD3ThnsRAnFtx4nGHQGce7BHCws0ZmM1wT+dAqZZWY7naq7gxxrJCsbrOwIE86w2VK2r1Vr1h3s52PNo3nBk/HpSOTe7XhggvRyK8HHkgKQSVjRyZrOHqQEEQhLM1KakKDg7m448/ZteuXbRr1w47O+tJl2PGjLnoPfLy8njjjTf44osvsLW99HkKgtAa9mWXM37JTvIq6rBTKph7bzw3t236Hm0Vq1ZRMHOm5YVcTsC8T3Ds3duqzcG8SimhAqjRGUkv1rJ82wm+SraUGrgpxot+0V78fbiQd347zA1RntTqjHy3MwewTHzekma9OfDKXTk81CuMlY8knbOkQEtztlPx7IBo7uwUiMlsJsLLQVqd1xQOahsm9AnjmTMmid+fFIy/ix3HCqrIKq3B39WeOzsFEOxmT0ZJNcHuDlZznkRVdUEQLkWTfmJ99913ODo6sn//fvbv3291TiaTNSqpOnDgACUlJVar8IxGI9u3b5dW4un1eiorK616iEpKSvD09AQsPU579+61um9xcTGAVZtTx85so9FoUKvVyOVyFAoFJSXWHzglJSVSD5eHh8dFYxGufUaTmc83pZN3shZUrd7Isyv30d7fGZ/z7GV3IbqcXArff//0AZOJko//D4fEROTq0/N31OcojVCrN0oJFVi2WRnfO4yNx4roHemJzmC9bL9GZyTIzfrbXaWQo1LIr4qE6hRbpYK2fg03eW6qQbG+ONsp2X3CsqlyzwgPtqSV8NDiHdQbTCgVMj4d3Zl+MWKPP0EQLl+Tkqq///77sh/crVs3fvzxR6tjzz33HGFhYTz88MP4+vqiVCrZsmUL/fv3ByAtLY3c3FxpYnh8fDzz5s2jpKREGr7bvHkzGo2GiIgIqc0///xj9ZzNmzdL91CpVLRr144tW7Zw0003AWAymdiyZQujRo0CIDY29qKxCNc+vdHE4fwqq2Ol1Tq09U2sH2Q2gcm6HpHJaGxQqiTW35nb4nz5aW8eYOl1MptPJ0Ldw9yJ9nUkwMWOx25sw+rdOTz05U5eHRxDjwh3/k0tIbOkhmEdA/g3tUSaYzStfxShHucevsyvqEVvNOPvYnfFkq6s0hq2ppVQWFVPfKALiaFujdq+BSwbSCvksosOy2nUNvRv50P/dpbexMpaPW/+fEiqA6U3mpnx4wE6Brm06tCnIAjXhktOqlJSUli3bh06nY7u3bvT+6yhisbSaDRERkZaHbO3t8fFxUU6Pnz4cGbPno2zszMajYaZM2eSkJAgJTI9e/YkIiKCZ555hqeffpqioiLmzJnDyJEjUaksPyBHjBjB0qVLefvttxk+fDhbt25l7dq1zJ8/X3ru2LFjefbZZ4mNjSUuLo7FixdTW1sr9aI5OjpeNBbh2qdWKri/ezDPrT7dOzu4gx8BrpfeSwWg9PfHY/Ikit59z3JAJsPzkYkozhpOd3VQMXNILPd1DUJnMBHt40R5jQ47pYL7k4LZll7Kwn8zaOfnRP923qQVV2M2w6SvU/hybCJ3dgxAJgNXOxVLxiVSWFWPu4OKdv5ODRImncHEz/tyefWHg9TqjEzsE8bYHqG4nmfCeFWdHhmgUV9aUdCqWj0vf7+fdUeKTr11Fo1NpE/khXt+tXUG/jyUz+ItmYR7ari/ezDtz6irdS5pRVq2Z5RSbzDRzteJap3B6nxptY46gxHnS3oHgiAIDV1SUvXrr7/yxBNPoFarsbGxYdGiRUybNo1x48ZdkeCef/555HI5U6dOtSq4eYpCoWDevHm8+uqr3HPPPdjZ2TF06FCmTp0qtQkMDGT+/PnMmjWLL7/8Eh8fH2bOnCmVUwAYNGgQpaWlzJ07l6KiImJiYliwYIHVBPeLxSJcHwa298Xe1oa/DhXQIdCVW9p6o27ivBuZTIbrPfegjopCn5ePKjwM+zMKzp7JxV5FUvjp/x99nNV8M74bH69PZdeJcgAOnNwsuWeEBxuPWYa8D+VXcnNbb15Ys58tx0twtLXhrTvjpI2Wz3Yor5InV+yRNmee+3cqMX5ODDxrE+V6vZE/Dhbwvz+PorKR89TNkdwQ5YVNI3uajhdrpYQKLNu3rNmdc9GkalNqEY9/sweA3SfK2XisiDWTeuB7nuHXnLIaxi3aTnrJ6Un+s4e1Z+ryFKnNxBvC8XZqWmL8X1BRqyO1QItKKaeNl2OT/38VBOHiZOZzlUU/j2HDhhEbG8srr7yCQqFg/vz5fP7552zbtu1KxnjN0Gq1dOrUiZ07d6LRtN4eXsJ/l95ool5vRKNWUlqto/+cfyiqst5qZmyPEKn21Bf3d+ZoQRWzfz0inbdTKvjlsZ6Eemgoq9ZRUFmHt5Mtrg62/Lo/j4lf7bK630u3xTCuZ5jVsS3HS7j3s63Sa5kMVj2SRELQuVfrVdTqOJhbic5oIsbHidIaHbfO3YTRdPrHz/jeYTw/KOaC7/+F1ftYesZcMoBlD3el+8mEs6iqnt8O5PNDSi49ItwJ99Qwedluq/av3d4OT0dbDuVVEuXjSFK4x3l74v7rcspqeW71Xv45akmyJ/QJY0rfNmjUojyEIFyKxn5+X1KdqvT0dMaNG4fi5JLvsWPHUl1d3WCStyAIzSO/opZvd2Qxe+0h/jpUwGPLdjP4o3/5YlMaZrOJwR2se5BujPbiRGkNTnY2/O+eDpTU6CioqmdyvwgivS0/CGr1Rsqq9ezNLufOeVsY8MFG7py3lb3Z5YS4O6A6q7cp/BxFN9OLrUsVmM2QUVx9zvdQXq3j5e8PcO9nydz/xXbGLtqOrULOtFtO76DgoVFxewe/i/57RJ1VR0ulkFtVOV+9O5sX1+xnW0Yp//vzGDnltWffAjuVgoHtfXnylihujfO7ZhMqgG0ZJVJCBTB/QxoHchvupSgIQvO4pF9XamtrrTI0lUqFSqWipqamQZ0nQRDOT5edQ23Kbkx19di1j0V91hZNAHqDiQ//TmVp8gmGxPuTuvcYo2oycXWFynp7dmTY8UBSKEq5nJ/35dG7jScP9gzB3UFFnd7Ee38c5bud2dL9pt4YwfGi44S6O+DrrOaJFSmkFWsZ1TUIO5UNfx4s4LY4PxaO7cKcP49SXqtn0g0RdD3HtioBrg33GPQ/z9yyfTkVfJ+SK70+kFvJ1rQSxvYIoVuYG2U1OiK8NAS5nb/ml6G0lNpdu+hm68TAtp6sPViEo60NbwyNJeJk0qet07NsW5bVdVuOlzAg1ptf9xcAEOmloUsjtom5VpTX6Bscq6hteEwQhOZxyX3A3377Lfb2p3+gGo1GVq1ahavr6W7/xpRUEITrlb6wkJzHH6fuZDkSuaMjQV8uxi7GMvRVrzdyKK+SrNIaVDZy7JQKbvZRED7nf5gPW4pUujg6UvPq++i8OjB9YDSP9A3H0VYp7Wt3NL+KlbuyrZ67ObWEZwdE0buNJ3KZjH3ZFdzTOZD1R4vILrP06CzfnsWisV1YMi4Ro9FS6+lcOga58srgtrz3+1EUchkv3BpjtRHzmSrrGn6IF2t1qJWK8w4XnpJRXM3m40WU5pcQW1WD7/zXeDw4lMlPv4RzkJ9VcqdWKugQ4Ez6GT1mxwqrWD6+G6O7BqMzmon2dWww/yqtSMuR/Cqc7ZW093fG8RIn3V/N2vs7o5DLpGFWd42qQW+fIAjN55KSKj8/P1asWGF1zMPDg++//1563dg6VYJwvao/ckRKqABMVVXU7tqNXUwMZrOZb7Zn8fIPBwDLNioT+4QRpc1Af/ig1TXOaYf5Tu7OmO7B+LlY9xyplHLUNgpqz9iyxt/Vjm6hbtTpTTjY2jCsoz/OdkpujPFGIYPSaj0/7s3lz4OFjE4KxvUCJQY0ahvG9ghlQKwPchkXnOjt72KHn7Oa3JP1veyUCmwUMgxG0wUnthdX1TNl2S725Vgm4CvkNiyY+Aw+rz+N02cfEPDRh1btbRRyxvcOY19OBceLqnG1V/L2nR0AGchkBLiq8Tlr/7692eWMWpBMZZ1lReDEPmE8cVPkNVP0s2OQK0sf6spv+/NxslPSv5232E9QEK6gS0qqmqM+lSBc9+QNEwmZjeVbMaOkhh93ZvJcvCOHq+HH41oO51fRRWng7D4dk1xBSlY5ScHODZKqEHcHXh4cw/Or92M2g5PahoRAF27/eDNgqSw+rkcIm9NKee2ng9TpTQS42jGhdxiV9XoO5lbSI8KDiznfqjurWDwcuKdLIJV1BowmM/YqxcnE6sJTOo8VVkkJFViKr241OTPMyQm53bk3N27r58yKid3JKbNsI1RYWcfgjzZRXqPH1kbOR/d15Oa2pwt9/rQ3T0qoAOb/k8bgDn6087s2CizI5TK6hbnTLUxMzxCElnDJGyqfrb6+/uKNBEGQqGNi0PTpI7228fHBvlNHy7nCXF4/vIreMyYy8bu3+LSjkup6PVtk7qh69JSukXl5s9c1mC4hbmSfNWn8lOEdA/lhUg++eKALc+6JZ/avh6Vzizdnkl+lY/avh6W98LLLasksrcFGLrOqxn65XOxV3NzWm2JtPeuOFFomisdefGsfO1XD3iJnuQlkMlxHjDjvde4OtsQFuOChUTH3r1RpXlG9wcRzq/ZSWFkntdXWWdesMpvBYGz0gmhBEAQrTVpXazQamTdvHsuXL6ekpITffvuNwMBA5syZg7+/P3fddVdzxykI1wwbNzd83phJ3f79mOvrUcfEoAoKAkD+x1rMf/0OgCk9Df+5b/Dk3AUM++YItoMeYsDtw6msrOaAgw/ZShfaOKvxlZ974rHKRi4VxlyyJcNqI2GA6noDlbXWSUV2aQ12NnKifZpvqxiw9CC9e1cHanVGFHIZdo0YXovydmRCnzDmb7BsbB7oakefKE+Cv1x8zon9Z9MbzGSUWK9ILK3WUaM7PSQ6uIMf3+zIkuYcDWrvc87VjoIgCI3RpKTqk08+Yc2aNTz99NO89NJL0vHIyEgWL14skipBuAilhwfKG26wOmY2GqnZaL2lkqmwgBB5HfcmBvFu8gnUfYPw8HFAYZYRYgRvXSWJbQMu+rwOgS6EezpwvMiSZLhrVIR5OEibMJ8yJMGfftFe+Dife3jtcpRo61m5K4dVu7JJDHVjbI9QIr3PP2naTmXD1H5tuDnGG229gSgf60nme7PL2ZFRhq1STrdQd8K9rJMhB7UN43qF8sIZFfDvSwyyWqXYNdSNbyd0Z39uBa72KjqHuIoaToIgNFmTfnp8//33vP7663Tv3t2qqnhUVBRpaWnNFpwgXE9kCgVOgwZRt/+AdEwZEcH3uUa6hLozqL0vCpmMaGc5tgW5yJRKsjSBLNlfQn5FLv1ivOga6o7KxnpU/0h+JX8eKqSdnxNje4SiN5pIDHUj1FPDy4Pb0i3MnX055dzS1oc+kZ442VmvfjMYTWxJK+GHPbm4O6i4Lc6PWP9Ln3O0encO7/xmKUJ6vKia1EItix5IPO8KQwAHW5tzVn/fl13BPfO3ShPxg9zsWPZwN/zPKvVwW3tfXOyUbDleQjt/Z/pGeVrtLyiXy+gY7ErH4AuvQmwJhpN7SxZU1hHi4SB6zAThP6hJSVVBQQFBJ4crzmQ2mzEYDOe4QhCExnC69VZM1TWUr1qFol0se/sMYcaGbEzmbO7vHsJLt8VYJnh7uJJfUcukL7ZxtMAyp2rh5gyWjEukV5vTW70UVtUxcclOaZuWH/bksfCBLtJE7BB3B8b3DmsYyBl2ZJYx5ott0tY13+3MZtWjSResK3W2Wp2RVbtyrI5tzygjt6KWNupz91Zll9VQbzAR5GqP8qxEcU92mdXKxhOltRzMq2yQVDnbq7g1zo9b4y5eWLS1/bw3jydWpGAyW7bTWTQ2kcTrqKaWIFwLmjRRPSIigh07djQ4/uuvvxITc+FtJgRBOD+ltzeeUybj9c23vBZ3N4/vrOXUTi5LkzMpODnJen9OBWt250gJ1SnrjhRavT5eqJUSqvO1uZg9WeWcuZlVsVbHsYJzT44/H7VSTvdw6xVoAa5256xmrjea+HZHFgPmbOTm9zfwwup9rN2Xx46MUnQG08n7NZyT1Zh5WlervIpaXvphv/S1rtEZ+XjdMXQG44UvFAThqtKknqpHH32U6dOnU1BQgNls5vfffyc9PZ01a9Ywf/785o5REK47tq7O6OXW356BbvY42NpQVl3PY8tT6BvtiUyGVcLje1a9KBd7FXIZnLHFHsFuDauhX4iHpmHi43KBGlbnIpPJGN09mLQiLZtSSwhys+O9u+LxOGOLmVN2nyjj2ZV7pZhX7MzGTaPi041pfHJfJ/rH+tAlxI0YX0cO5VUBcHsHP2L/w2UQ6vUmauqtE6iCynoMJjPX7iY6gnDtaVJSddNNNzFv3jw+/vhj7OzsmDt3Lm3btmXevHn06NGjuWMUhOuOWmnDUzdHcSR/B8VaHU5qG2YOicXFXsXB3AqOF2kBM6O7BbNkayZmM8T4ONIv2tPqPhFeGl69vR2v/XgQg8lMxyAX+kV7AZbhtbyKOktxTpdz15vKr6glwNWePpEebDhajFwGT9wcSVvf00N2dXoDqYXVJ5/ngFp57h8rbbwcmT+mM3nldbjaKzEDOzPLcLVXEurhgExmqQZ/OK/KKgkESzkEW4WC//15lMQQV3yc1Swam8ihvEpUNnLa+jo1KtErqqrjRGktbg4qQj2uniKYAa523J8Uwueb0qVjE3qHYa8Sk+YF4b+kyd+xnTt3ZuHChc0ZiyAIZ+gY7MoPk3uSU16Lt5OtNIfJ09EWPxc1x4uqMZthXM9QQt0d6B/r06DnR6mQM7JrMN3C3NHWGQjzdMDFXkVyWgkTvtpJeY0eNwcVn47pROdg6/k7e7LKefjLHRRW1XNTjBefje5EoJs9YZ4aaTJ8abWO934/wtLkEwDclxjItP7RuJ1nk2IHlQ0RXhoO51Uya+0honycMJvN9Aj34IaTyZ7OaEJja4O2/vT8zBB3B/xc1Azu4MeYL7Zjb6tgSr8I+kR6SsnYxRzMreCRr3aSWVqLnVLBnHvi6d+IelktwUYhZ2KfcOICnMksqSHWz5muYWI+lSD811x28U9BEK4cPxc7uoS4WU0K93RUM/feBGJ8HMkoqaZUq6NHG49zDqUBKOQyIr0d6Rjsiou9ispaPa/+eEAqillarWPWz4eo1p1OYuoNRub+fYw6vZH7EoMIcrPnj4MFeDraWq0u3H2iTEqoAL7elsXuE2UNYtAbTBRV1UtFRX89kEeYp4ZP/0njs43pPLNyL9vTSwBwUit5uHcYvdp4EOvvxOM3taGoso7+7Xx457cj7MutIDm9lLGLtkvDfxdjNptZvDmTzFLLHoe1eiPPrNxLTnnNRa5sOZ6OttwR78/UG9vQL8YLB1vRSyUI/zWN/q7t0qVLo38j3LZtW5MDEgTh4joHu7F8QneqavV4O6kbrI67kGqdgYxi62QirbiamnojDieHm+r0JrJLaxjXK4zPN6ZRWWcg2seRzJJq3M9I3spqdA3uf/ax1MIqPl53nHVHCukX5cWjfSNQ2yj4aMtxqU1hVT2/HcinS6g7faO9WL79BEajiU5BrrT3c6KsRk/pWffVG82kFWlp6+dEVZ0ee5WNtKH0mUq09aw/UsTBvEqr4xW1erR1YiK4IAjNp9FJ1fPPP38l4xAE4RI52ylxPqumVGN4O6oZ3T2IT/85PX/n/u4heDqeTpac7ZRM7teGF9fsl/bGO5xfxU978+h4xjBhjK8TtjZy6k+uyrO1kRPje7oau85gZM6fx/hpbx4Aq3bnYDKbGdDOG8NZE6cKy6opr9bh6WjLlH5tGNUtGDulXJqj9cfB/AbvxcvJljl/HmXN7hy6h7kztmfDgqIbjhbx/Op9PJAUwr6cCul4v2gvAl0vvnfh+ZworWFbeglVdQbiA12ID3Rp9C+egiBcmxqdVA0dOvRKxiEIQguRy2WM7RFKoKs9m1KL6RPpxU0xlvlM9Xoj2zJKya+oxdfZjo5Brmw4WihNHN+dVY7JZEZ+skeonZ8zSx/qyvcplhpUd8T7W21GXFqt569D1iUc/jhYwOTu/nQPcWVLxumhwkHOOl5bs4dbE4JIK9aSVlxNQqALfaK88HZS0yXEjcdujCCtqBpfZzVdQ93ZcryEOX8eAyybUWeU1vDZmM5ozhg625ZeSr3BREpWOY/eEM7B3EoSgly4I94f+yYOsRVr63ls2W52Z5UDoFTIWPZwt3MWKhUE4fpx2YP29fX16PXWe49pNKISsCBcjuOFWnadKMNkNtMx2JU2XuffzuUUXU4O+qwsbDy9UIWFXrDXxNfZjtHdQxjdPcTq+J+HCvn9YD5mM/y6P58Qd3uevDmKj9Ydo05vYkSXQCmhOqVziNt5kwkXeyU9I9z544zEqkeEB2aDgWd1B9jTOYb8ekiQVeGXeYidtRF4uZUxb4NlaHDZtiwe6hnKc4NicLFXMai9L1OX7ebHvXmkF1eTWmS9t9+W4yUUVNShOWPLmo5BLizfnkVyeik7MsuI9nHkjgR/QtybvvrvWEGVlFCBZShy07FikVQJwnWuSUlVTU0N7777LmvXrqW8vLzB+UOHDl1uXIJw3cooqebDX/bhpTBQrnYks7SGNp4aOga7EnyeRKAmJYXsiY9gLC9HplLh/va7bPeLxU2jor2/Ew62Fx8mrNUZ+WJTGm39nFmyNROAo4VaFm1O55EbwvF1suPmdt6YzWYO5FZw/GSPUfsAZ+zOU0ZBrVQwrX8UBqOZf1KL6dXGg25hbgz6IoWPE8Lo+c2HGE5kYkrqzW8JA4l2ceSnvblW91i8JYO7OgeQVVpDRkkNHQJdOVqo5XBBFXH+zqQXn06sgt3tKdbWE+rhICV/N0R58egN4Xy+KR1/FzueGxh9wYSqslaPzmDCw/HcE/8BbG0aFhp1sP3vFh8VBKF5NCmpeuedd0hOTubVV1/lmWee4eWXX6agoIBvvvmGp556qrljFITrhi47G83xdJ7K2UTN6lXY3j6EX6Nv4Il1x/F2smXJg12J9LHutTLp9ZTMm4/x5C84Zp2OstdnsHP8m3x+qIrnBkbzcK+wBj1MZ5PLoY23hmOF1ivqirU6+rTxJD7Isj/epmNFPLBwuzQn6vU72jXo8TpTlI8T/zeqI6XVeo4VVvHAwu0ATNhZx6ihT9LLV837u0o5fLCGTsG2+DipyS6rla6/s2MAL6/ZT/LJocJANzvuSwxiafIJbmnrQ/cwN7aklRLsbs+dnQIY88U2vp3YnbgAFwC8nNRMuyWK0d2CsVMpzlvPymw2s+FoETN/PkRZtY5J/SIYnuCP8znaR/k4Mrp7EEu2WFY++jrb0jvSs0E7QRCuL01KqtatW8dbb71F165dee655+jcuTPBwcH4+fnx448/cvvttzd3nILwn2CsrESXlYXCxRWV/6XtN1f155/kTn8Ok1aLOjYWl7vupHThIvqNd+JIQi9W785ha3pJg6TKrNOhy8y0jqOsDG+VJel5/4+j3NLWh1DPCw932dooGJLgz2/7C9iaViod93FS43uyOGi9wciHf6daTTKftfYwfaO8CLhApXY7lQ3+KhuS04u5I94PNwcVaUXVLNlbRJ+EzgyKt0d5sIDEEDeC3Ow5WlBFZZ0BWxs5nUPcWLY9S7pXVmktvi5qnNQ27DpRxtikEKJ9ncgtr+ODP49hMJlJK6qWkiqwzCPzPU+B01OOFFTx8Jc70Bst7+21Hw/i52zHgHPUsnKwteGZW6K5NdYPrc6yMjLA9dIq1QuCcO1pUlJVUVFBYGAgYJk/VVFhWVHTqVMnZsyY0XzRCcJ/SF1qKnnTn6Nu/37kTk74vTUbx759G3Wt7kQWuc8+i6naUuqgbv9+1B064PnEE9Ts2UOHxEH8sEcm1Xk6k8LBAbcH7if/lVelY+Zb72B1rqVcgMFkxmg2N7juXLqFeWCnVKC0kbNyZzZRPo483T8Kbye15b5mqNNblyEwGE/fv0Zn4FiBFoPJRBsvR5zOWp3oaq8iOa2U/Mo6Yv2dmNw3nFB3B26K8WZS3wgMRhPHi7R8OqYzNTojQW72HC9sWIuqssbAcwNjcLa3YU9WBQv/zbA67+OsbtT7PVN2aa2UUJ1yrLCKAZy7QKijnZJuZ+1nKAjC9a1JSVVAQADZ2dn4+fkRFhbG2rVriYuLY926dTg6XnxCrSBci8pXrqRu/34ATJWV5E5/jtDVq1D5XbjHymgyU1dSKiVUp+hSj1G7YwcO943kaGEN3o62JIY2/BCvrjdwrOMNlC9YSVBpNprKUhbUe3HomGUI7cEeIQS7N74XpUOgKx0CXRnfKwwHWwV2Z2yVUqsz8MgN4fxztJif9uZSWWfg0b7hBLraU1Gr451fj/DVyWKgN7f15rU72uHrbOkhKq6q54U1+8mXNoWupJ2vs7RdjEIuQyFX0PasPfzslHLCPRw4fnLulJuDCqPZzKxfD/H28Dh2nShjZNcgvtuZjVwm4/Gb2hAXYLnHsYIqVu7KZmdmGXd2CuCWtj4NNnHW1ulR2sgJcLXDRi6z6oVr4yUW3QiC0HhNSqqGDx/O4cOHSUxMZPz48UycOJGvvvoKg8HA9OnTmztGQbjqmc1m6lL2WB0zVVRgqqiACyRVRwuqWLAxDWd9LfdERaE/ckQ659C7N8aSEmT19XSLdGVU9yDa+lqShQM5FRwr1OLnrGbDsSI+XmdZLefpaMuisQO5VWckol0V3k62dA52Q6m49M0Tzp6ofTivkse/2c3hfC2Otja8PLgtHo62dAxyQS6XsTe7QkqowFI6YUi8H7fGWZKqslodueV1VvfceaKMf44WkRThYVWp/ZSKWh3rjxQxomsgVbUGqnVGzGYzS7ZkojOacLFTolHZUF5dz8whsaQXV7Mvp4KDuZVEejsyfdVedmaWA7D95Jyse7oEAZYJ6T/vy+Ozf9IIcLXjiZvb8OmYzrz24wFKa3RM7htBtzDREyUIQuM1Kal64IEHpL8nJSWxdu1aDhw4QFBQENHR0c0VmyD8Z8hkMpzvHE7t7t3SMbuOHVEGBJz3mmqdgVd/OMDm4yUMifcj+9FnCd2+DtOhQxhvGUSeizuq//s/5BpH+n7aFUdfy722Hi9mzBfb0RlNPNQrlAUbTxfxLKqq58+DhTx2Uxu6NPPy/qXJJzicrwWgqt7AG78c4pepvXC2s/T8VNTqG1xz5jFfZzuSwt3ZfLxEOtY9zJ2py3fz5YOJ0kT4M21LL+VIgWX4z91BZbXhcHygC7kVdSCDDkGu/Lw3j/VHiwD452gRC+7vLCVUpyzfnsVdnSxlIf5NLea5VfsAS0X5lKxyfpzSkzWTeqAzmPByuvQhREEQrm+XlFTt3r2b8vJy+p4xT2TNmjXMnTuX2tpabrrpJl566SVUqovvFi8I1xrHfv2QvTGT8jVrsI9PwHnIHSjOMRxed+wYtbt2ozcYGeTgzR6VDW4OKrYY1byk7IZb994cOlZJqLstb05+BuevP6f+300Y9+7BrltXFm0uRGc04eOkJugck8NLy6vYvfUAW6vk2DuoSQr3wNfZji1pJRzIqSDU04GkcHc8Hc+fNOgMJg7kVpBTVkuQuz1RPo7syS63alNeo6eyVo/fyQngAa52ONnZUFlrqcCuUsitCoFqbG147Y52fL4pnZSscrqEuFFQWU9lnYGc8lopqcooqWbL8RIwm0krrmb5tixsFDLG9ghh+oAo/j5cSMdgV/yc1Ty5wtI7uO5IEQ8kheB0oozKOgOVdQYMJjPOdkqrxK5TsKu0CnJHpvUehZV1Bk6U1NCrlVfxGU1mdmSUsj2jDHeNiu7h7pdVU0sQhJZzSUnVxx9/TGJiopRUHTlyhBdeeIGhQ4cSERHBggUL8PLyYsqUKVckWEG4mtm4uuIyfDguw4c3OFejM7A7sxynklxUT0/GVGTpUUl0deXzWR/yr87yrZhVVou/LSwKr8Z779/IlBEcnvoKtbb2RC/7BM26ddR3vp8gN3sGxPqw6VgRCYEuUiFKuQySgp0Z8f1RaeuYCC8HHuwRyvOr90vxjOoWxJB4PzoGuZ2z1MJvB/KZsmy3dM95ozpyZ6cA9maf3ualZ4S7tOKvpLqeN38+xKiuwRRp6zEYzdza3ocOgS5W9w310HBHvB8ZxTWs3pVDVb0BhVxGyMl5VaXV9Tz5TQq7TpQzoXcYn53shdMZ4eN1x3n0hnDeuzsesxn6vLvO6t7rjxTSOcSNvw8XolTI8NLY8v7dHXhiRQqVtQY6BDhzd6dAqX30WasolQoZ3k2Y4N7cktNKGPV5slTFvlOQK5/d3wk3h/PXzRIE4epwSUnV4cOHeeyxx6TXv/zyC3FxccycORMAb29vPvzwQ5FUCcJZVu/K4YU1+1kSUo7HyYQKLKUPjIcOsoVw7uocgI1cxpOaAhzfeo1T2weHdenKO0ljqR4wksRZj3P/g0/yb4GGBRvTMJnhzk4BdA5xw05uJqHkOLk5hVJCBRDo6iAlJ6d8sz2L9v7OyGQyOp3cy69Ob+RAbgV1ehOv/XhQamsyw1u/HuXGaE+e6R/F5uMldA525fZ4P2k7mNQCLdsyytiWUYaznRKFXIaHRsVNbS0r5/ZklfPllgyySmt5uFcIt8X5kldh6QUb2TWIbWklqBRyymp07DpRDoDuHCsdfZ3tCHC1o7Rah6+z2mqOVoSXhi4hboR7OtA11NK7E+HtyC9Te1FeoyfQ1Z60Yi3Lt53Ay8mWriGuPJAUwtLkTEZ1DSLG15niqnq8nWylIc3W8OfhAs7cFnHniTJSC7UkhoqkShCudpeUVFVUVODh4SG93rZtG71795Zet2/fnry8vOaLThCuAQWVtbz122EADDYNK5sbbJTsOF7GsI7+jO4WjPuK2VJCBWDenky/ASNZmqeie8dOtFPVUhvsjhnYkVHGdzuzAXionTP+H79J7mMzre5fWafHU2NrVXncSa1kT1YFDiobCAaTyczS5Exe/+kQ93QJpN5gXTah3mDEx0lNflU9I7oE0inYBV+X00OPdqrT1cRPDbed6lk5UVrNAwu3UVajRyYDbydbekR48NJtbVmzO4eXvj+A0WQm0juLN4e2P31PpXWFcqVCRsdgy6bF7hpb3hoex6Svd1FZayDA1Y57E4N4+MsdmMzwxb8ZfDamE/2ivQlwtSfA1dKT9ejSXdToLO9t2i2RPNs/kjvi/Zjy9W4WbrbU+rqncwAv3toWxyZsVt0c3O2tkyeZDOxVl72jmCAILeCSlgR5eHiQnW35Aa7T6Th48CDx8fHS+erqapTK1vlBJAhXKxkyFCf34Vsv94L4TqdPxsbxr9KH4W0caVOZR1tVPfKoGKvr5Q72hAd7E+0oh5sH8uZBHY98tYsFG9PxdrKlVxvLLzodlTUYy8uJSd9De4/Tw1gh7vaM7x0qJSkKuYzR3YP5PiWH5PQSSqvrSS+u5q21lpWHfxws4M5O1hPsR3YN4uvtJ/j0nzQmL9vNuMU7yTmj6nmktyOT+0ZIrwNc7egXbdmkOaO4hrIaS6L1YI9Q9udWMn3VPiZ+tZMAV3s8NJZeoaMFlknwE/uE4aS2Ye3+fKbdEkl7fydujPZiybiu2NrI0Z/shevVxpOfp/Ri9aNJLB3Xldd/Pij18BhNZmb+dFBK8EwmM0u2ZkoJFcBH61I5nK9lb3Y52eWn38s3O7I5lF95ka/qlXNjWy8CXE8XKp3St40o7SAI/xGX9OtP7969ee+995g2bRp//vknarWaTp1Of0AcOXJEKgoqCNcjS/HKamp1BkI9HXC2U+HlpOb5QTE8/d1eFh+tRnfzQ4y5bwxVtTp+qNbQwc7E8CXvY0o9Rgd3d5QvvoJh62YMx48jU6momvQ0r2wvZ/agcNLrw1j9dYr0vN8OFPD0LVHc3MaN8N+WYgLsln7B3Hc/ICuwA7YOdjirlYz+fBuv3t6Ww/lVKOQylm/LolpnJL+ynslLd/FI3wipgGdptY6UrAqeHRCFykZOeY0eM5BaeLqn62BeJQdyKyitrmdTajEymYyb23rTL8aLylo9kd6O0gR2d40KuQyc7ZRU1uqlHjO90cznm9K5r2sQizZnIJeBjVxGsJs9QxL8CffUUFpdT6i7PV3DPHho8Q5qdAbuSwxi6o1t8HJSE+hmT6CbPYWVdZTXWK8+rKozYjg5hGgym6k467zOYEJnMlGrbzjMWH+OYy0l2seJFRO6c7SgCie1khhfR2yVYl9BQfgvuKSk6rHHHmPKlCmMGjUKe3t73nrrLauVfitXrqRnz57NHqQg/BfU6418lZzJm78cxmgykxTuzqxh7Qlys2dwO09C3buRWVqLq72SJ389TNdwf5S2RuLWf4kp9RgAxpISat6ZTeXM/6EsL2VPJXyYqqdIW4Xc3oGKqobVxat1Bt794zjvDrqXrrfdhoe7M7ZhoYTaWL69f9qbS5G2nlW7crBRyPg31VLSQC6DftFefLsjizd+Psgz/aOYtdYyTLnrRBmT+4XTL9qbXZllbEotbvBcuVzGvZ8lo623rPZzsrNh1SNJxAe4YDCdTkoivR2ZPTyORf9mUFRVb3UPndGEQi5DLoO3h7fn620nWLEjWzr/0q0xDOsYyNjF2zlVFP6r5BN0DnFjSIK/1M7LSc3UG9tYzQWbemME7hrLUJqNQs7IrsFWK/5uj/cj2tsJlUKOrY1cmofWzs+JKJ/WLWLs52InJaWCIPx3XFJS5ebmxtKlS6mqqsLe3h6Fwvq3pw8++AB7e7H/lXB9OlJQxcyfD0kf/puPl1B95CgFf/5Eza5dhA0fTvyggdi4uxPi6UBqgZYIRxnm+Qes5lAZc3NJySjl3UO1jO4WQpE2DU+NLd5OttgoZFYJgL1KQYCrHW8MaU+ojwb/oEhkMuvVfO4n5zYlp5dyW5wvT90SSa3OiFwuY+5fx4gLcKZGZ0PvSE/8XOworKqjra+TNIG9Y7ArLnZKVuzIkjY6buOlobCyTkqoACprDWxPL+WT9WkcK6hkTFIo/dt546hW0i3UjdyyGlwdVFItKbDUmrotzoc7OwUgl8l4euU+q9h/3JvHpL7hnL3LzolS6+rz1fUGOgW58OWDiZworcHHSU3XMOs6XQNivVErO3KkoAoPjS1dQ91wtleSEOTKigndSckqx95WQWKIm6hRJQhCkzRp9uP5tqJxcXG5pPt8/fXXLFu2jJycHADatGnDo48+Sp8+fQCor69n9uzZ/PLLL+h0Onr27Mkrr7xiNVk+NzeXV199leTkZOzt7RkyZAhPPfUUNjan31pycjKzZ8/m2LFj+Pr68sgjjzBs2DCrWJYuXcrnn39OUVER0dHRvPTSS8TFxUnnGxOLcH2rqNFbffgPDndE9d6blB2wlDIoeOMNUChwu+9ewjw0hHlY5skU33kXRe+8I10n69mHP0qgTm/CZDYR4+vIa7fH4uNsh4+zHV8/3JVf9uWDGbqEumI0Qay/E8HnqWXU3t+Zx29qw4d/p/LT3jza+zvz/oajUqx5FXW8MCgaJ7UNnYNdz7nxcJiXhiXjEtmTVYFCLqNDoAsHcioatMsur2XlLktP07Rv92Cn7Mitcb78e7yEOX+l0tbXiak3RnAkv4q2vk4M7uBHmKfl3yG7rAaNyoaqMxI1f1c7wjw0OKgUVJ8xH+rUNjQAWaU1vPbjAf44VIidUsHrQ9rRN9oLxVmlIuxUNgxs70tCkCsysCqf0CHQBZWNnAO5lRwtqMJeZYOnY/OttqvTGzmSX0VlnZ42Xhp8nEUvlCBci1p1SYmPjw/Tpk0jODgYs9nMmjVrmDRpEqtXr6ZNmza8+eabbNiwgTlz5uDo6Mjrr7/O5MmTWb58OQBGo5EJEybg4eHB8uXLKSws5Nlnn0WpVPLkk08CkJWVxYQJExgxYgTvvvsuW7Zs4cUXX8TT05NevXoBltIQs2bNYsaMGXTo0IHFixczbtw4fv31V9zdLdtUXCwWQQj30uDnrCa3oo57EwMZ6lSD/sB+qzYVq1fjes/dyBQKdHl51B04AGYznk8/jbm2lrySKv4N70ryfsu8o0gvRwbH+RIf5IbZbCYlq5z9OZX0aePB3L+P8fm/llIJgW52fDWu6zkTK43ahkl9IxjU3pfKWj2bjxc36PmRy2Tc+uEm9AYTT94SyT2dg9CorX88hHpoCPU4Y8K0ycSzA6KpqNUR4akhp7wWmUzGPV0C+WZ7FgD/HCvk1jhfacL4wbxKDuZVEuBqx6iuwVJCBRDgas9rQ9ox7du9GE1mnOxseLBHCKU19cwe3p41u3Mp0ep4qHcoXUNP90KtP1LIH4cKAajVG5m+ch+x/s5E+zhZxb8vu5x/U0v4eF0qMjk8NzCGIQl+2CltSDlRxr2fJVN7crPo2zv48cbQWBzVl7/wRmcwsmBjGu/+fhSAIDd7PhvTudWHGAVBaH6tmlT169fP6vUTTzzBsmXLSElJwcfHh5UrV/Luu+/SvXt3wJLYDBo0iJSUFOLj49m0aROpqaksXLgQDw8PYmJieOyxx3j33XeZPHkyKpWK5cuXExAQIO1JGB4ezs6dO1m0aJGUVC1cuJC7776b4SeLNs6YMYP169ezcuVKxo8fT1VV1UVjEQQ/Fzs+f6ALe7PKWbApHScPGcPd3DCWlkpt7Lt0QaZQYKyooOq33yj+8ENpI2VlaAi5z8zmrd8sPT13dQ7g1wP5zPmzihl3tMNdY8uIT7egN5p5qFcoO87YgiWrtJZt6aUkp5VSWFVPxyAXuoSe3vNPqZAT6e3ItzuyqK43Wg0hOqgU5Facnuj9+k+HCPfUcEOU1wXf72+HCnnr18NM6hvBC2v2S/eL9NYwOM6XH/fmEeNrSWw6BbtYbVbsYqdEJoOnVqRgMJkZ0SWIbmFuDI7zI8rbiaKqekI97DlRWsPoL7ZhNluKdQ5o58ON0V5WmzwfK9RaxWUwmSnV6qyOJaeVsP5IEZ9sOC4de27VPkLcHege7s4fhwqkhArghz25PJAUQsfghlvnXKpjhVre++Oo9PpEaQ1/HiwQSZUgXIMufZfVK8RoNPLzzz9TU1NDQkIC+/fvR6/Xk5SUJLUJDw/Hz8+PlJQUAFJSUoiMjLQaguvZsydarZbU1FSpzalE6Mw2p+6h0+k4cOCA1XPkcjlJSUnsPrmPW2NiEQSAGF8nfFzsOFaoZU22Du3r76OKs9ReUt91N7m330tyWgkF2YUY8vOlhApAn55BN1MJi8Z24X93d+BgbiXrjhSRV1nHI0t3cbxIi95oPt+jySmv5ZmVe3n39yOM/DzZao+9U8pq9CzbdoIJfcK4q1MA9yYG8crt7fj6jI2QAbLKahpcK8VpNJFTVsPcP4+hUsipqtNbFRs9WqDFy0nNre19uDHaG7D0zqyY0J1pt0Ty0q0xvHhrW8Yt3sHKXTl8n5LLmC+S2ZddgY1CTls/J/pEeRLk7sDX205IvWqH86uY89cx0s6otwVIJSVO8XayJdTTusfu253Z1J1Ve8vyb2Z5nw1ryjefmnpjg57Bgqq6czduAfkVtfxztIhdmWXU6gwXv0AQhEZr9YpyR44cYcSIEdTX12Nvb8/HH39MREQEhw4dQqlU4uRk3YXv7u5O0cmK1MXFxQ3mNJ16fbE2Wq2Wuro6KioqMBqN0jDfmc9JS0uT7nGxWAThFJVCzi1tvfF2UvPsnhJih05n5Awvfsqs4uNFlr3q4gOc+MSjYU+QwkYBZth5opxDeZXcmxiIvcoGuUyGzRlzhCpq9IR5OEgJRpCbPYWVp1fWmc3w/e4c+py1j118oDPVOiNz/0ol1s+JGB9H0oq0DYp9hnucuy7SjsxSPt2QRoi7Pfa2Cmr0Rqu4TukR4U5SuDtmMyzfdoK3fj2MTCbj+UHR3Bbnx9p9eVaJmN5o5nB+JXFnbWvjam9d2Vwhl0m9b6ef5cHH9yXw1dZMwjw13JsYhO9Zc5bksobFRGUypOHMm9r68MW/GVIdq8Ed/LCRyyirrsf1MreHCfdyID7QmZSsCum5t7T1vqx7NtWxgioe/nIHGSWWZHJy33Am9YvATtnqHwWCcE1o9e+k0NBQ1qxZQ1VVFb/99hvPPvssX331VWuHJQjnZaqrw1BYiMLZGYWzc4PzMb6OhHtp+GS9ZajpWKGWCG9HPl6fJrVJya4k/7aO2AeHYMrMAEB1Q1+qndyo0RlwUtswpnsIvx/IJ7fC0qvRJ9KTwR18+XFPHt/uzOaFQTF4OtqikMvwd7Hj7k+3WMVxronWnYPd+GpcIn8eKsTFXkl8gAuv/nCAx2+K5Ke9ueiNZp64qQ2dzjHslV5czdgvtlNVb0CtlDOxTzgf/HUMM+DrrCbvZJzDOvoT6u5AeY2BtCIt01edXtE37du9BLran3Mfu1PlD850Z6cAfkjJpareQHt/Z8b1DMVGBmazWVrlaK+y4dY4P26N82twPUBOWS2DO/jx+o8HefymNvy4Jxe5TMZTt0RKE97jA11Y9UgSB/MqMZrM/HW4kNs//pcYX0fm3BNP1Fnzsy6Fm4Mtc+5JYOOxIgqr6uke7k6XELeLX3gFrDtSKCVUAB+tO87NbRvu0SgIQtO0elKlUqkIDg4GIDY2ln379vHll18ycOBA9Ho9lZWVVj1EJSUleHpafvv28PBg7969VvcrLrbU0zmzzaljZ7bRaDSo1WrkcjkKhYKSEuuhkpKSEqmHy8PD46KxCNeH+rQ0Ct97D+1ff6Nq0wbf11/D/qw5dfYqBf8cte7BLD2r8CTAX1pbnMa/TA9Kyak28mu9E955coLd9ZRX1+Pnai8lVAAbjhbxyuC2eDmq/5+98w5vqzz/9629h215773tOHuHDAgJe5WwykiZhbDKKGVvWqCMQtl7Q9hJIEAG2XvasR3vvWRLsvb8/SFHjnGg8P2VQsu5rytXLp3znnPeI8nSR8/zvJ8HiVhES7+DGbkmChL1+AJBrj86n4e+CPtMxerknDhmtMgQi0VMyTYxJXs4evvc+eOp6x5k1unlpESpjihuAJr6HJGVeW5fkPe3t/HgqaVoFVJOLE+iz+5BJhHTbXNz3otbGfT4+eNR2QBMzIwmLVrNpnozrQNOji6K55IZmbywvpEQcHxZIm5fALcvgPKwiJJaLuH6Y/IwaeV8uqeTa9/bTXq0mqvn5TKnIO4He/Q5PH7e3d7KI1/WYFDJ+PPCArz+IPefUkqGSUP8d2wTChL1aJVSFj6+Dps7fJ8HOgd5b3sbtx1f9L3X+TFkmDSRptG/JP0O76htLu/otKiAgMD/jV9NTdUhgsEgXq+XkpISZDIZmzYN//puaGigo6MjUhg+ZswYamtrRwiijRs3otVqycnJiYzZvHnziGts3Lgxcg65XE5xcfGI6wSDQTZt2kRFRQXAj5qLwP8+oVCIgXfexf7NKgC8Bw/ScfOf8R9WiA4gl0oY/51ITygUIsk4/CUuFkGWSYNZZeS4bXBJlYQP6x3889smmvqdTMo24T9C/VS31c2L6xv5ZHc7GSYtZz63mapOKzKJmAunZfDRFVN5+YIJfHj5NIqTRkfR7G4fu1oG2NduweULC4fsWC3zSxIpTzV+r6CCYWf0Q7RbXDSbnSzd0YZYLOLooebJVZ2DjEkzct6UdIKhENcdnYfPH2RlVReTssLiyqCSs6A0kctmZXPRtEzqeuz88a1d7G0btmnw+gM8/s1BBpw+tjUNsLKqm1AImsxOHlxRzf4jWDoczq4WC3d/VoXDG6DD6uaqt3eTaFQxKStmlKA6hNXliwiqw5/z1n4HL65r5M5PK1ld3YPH998pRGblxY14DUuS9OTECy1wBAT+XfyikapHHnmEmTNnkpiYiMPh4PPPP2fr1q28+OKL6HQ6TjvtNB588EEMBgNarZZ7772XioqKiJCZPn06OTk53Hjjjdxwww309vby2GOPcc4550Sc3hctWsSbb77JX//6V0477TQ2b97MihUrePbZZyPzuPDCC7npppsoKSmhrKyMV199FZfLFfGy+jFzEfjvx9PYiO2zz3Du3IXh+OPRzp2DNGpYHAXdbhwbNow4xtfURMBqJaAzjGglsrA0kf0dNnY0D5BkUFKcpGdGup5dLQPYB11Ml1pRSHxUfbeCmbAo299mRa2QolVIIwabRYl6ZhfEMSbNiNnu5Yv9XZw7OZ26HjtFiQaUMgkVad+/Wq3L6uKOTyv5srIbgAumZnDtvFwMajndNjfVXTaUUgmFiXr0R2gmnGXScO3ReTz/bQN2j58FJYnU9zpYVdNLddcg1x2dxye7O1h3mPv6k2eN4aEVNZHeeh/ubCc3TovZ7uXNLc2YtEri9Aqqu8JO8R2H9eCzuXxsqjczNj2KVdU9I+bSbfNgto+OuhzO4ec6xOH9Co9EWrSaiRnRbG3qR6+Usnh6Jg29Du78tIqyVCPL93XyysYmXrpgPHMKfpm6qP8fJmZG8/Ylk9lcbyZGq2BadgymHxDSAgICP41fVFSZzWZuuukmenp60Ol05Ofn8+KLLzJt2jQAbrnlFsRiMUuWLBlhuHkIiUTCM888w5133smZZ56JSqXilFNOYcmSJZExqampPPvsszzwwAO89tprJCQkcO+990bsFAAWLlxIf38/TzzxBL29vRQWFvLCCy+MKHD/V3MR+O8m4HDQfc+9ODZuBMC5eTMJgTuJOvPMyBiJSoX+uOPoe+KJyDbPn+/m0SoXaz/ZwPFliZw6NoUko4qSZANH5ZkYl2bkrGg3zjWfEPAHyMkuYx9KEpa/jzZKx7w/3sKrG5tGrOqTikXkJmi545MqzpuSjgjIitUgEYk498UtSMVizp6URlmqAafXj0p65L5wdo+fvW0Wegc95MZpaeh1RAQVwCsbmzi6MJ7kaBWXvb4jImzOHJ/CLccVjkqtaZUyylOM/H5KOjqljKU72yJNkDusbqQS8QhBBWH7gLbviJuVld2EgN2tFiDc8Pn40kSW7+8i67BVewaVnBuPzUcuEXFUfiz7DotM5cRpRxWjf5esWA0iEZGVdyJROCr3Q+iUMh44tZRP93SgU0r525c1kYL6NbW9XDozi6fX1LNsb+cRRVUoGMLvDyKT/zp79UnEIiZlxjApM+ZfDxYQEPjJiEKhI/xUFvhZsNvtjBs3jh07dqDVCiH3XxPu2loaTzxpxDZlUREZ776DSDYctfF2dGJ5/z2sn3yK6sSTuT9mMssrw1GUv8xKIVMvD7eOSYphn9lD34CdzJYDxD/3CMHeXsQaNd77HqWno4+MpS+T/v57vLevl7e3tuL0BlhQmsA3B7qZVxDHk6vr0SulnDo2mXFpUVz1zu4R87tqTg5PrqojQa/k7pOKyYnVkhUXfl8FgyGW7e3A4vLRY/MQJER6tJobv9MG5qmzK3B4Aty4dGRt4tsXT4rUXTX1OWjudxKvV5AapWJjvZkDnYM4vX62Nw2wvXmAKLWMB08t5ep3d+M+rBnxXScW8ey3DXRYhmvD/jA9k/d2tGJzDafZrp2XS1mKkZl5sUjEIgacXl5a38izaxtQSMXcc3IxNV2DfLa3k9w4LedMSmN6buyI+qvv4gsEWV3dw2PfHEQEXDMvl9n5cUglP67q4ZPd7Vz9nef8omkZvLShiavn5nLt0Xkj9pnb7exd3UZXvZXCqQnkTkxAYxCiQAIC/wv82O/vX7xQXUDg14BEr0cSFUVgYLjhrrK8DKQj/0TkSYnEXX010eefT4dPwopHvwXg7jmprK4f4L5mO8VJenJi7XyypzN8brGMZ6+6leTbrybocBK3bxuKogqif38eUrUal8ONRiEhRivn+W8bCIZCTM02kWxUcerYZF7b1IxYNNq2QKOQcPmsbGxuH1WdNoLBECHCzu77Oyw09Tt5ZOWw6eRNx+YTo5FhdoSL5vVKKfkJOtYdDEeXYjThOieFdFh07Gge4IKXtqKUSzihLJFx6VG8sbmFTQ3hOsbzJqcTCAaZW5hAbbeNi6Zl8ty3DfiDIZIMSiZkRFOWYuSuz6qo7rJx5vg0ipP02NYPCyqFVMz8kgQKEvT0DrrZ326jd9BDS78TbyCINxDkmnf38NL545mRF4tCIiInTveDggrChqfHFCcwbcjHSiP/aR93R0qLySRiskwaFpYmjNjucfr45rUqepvDkbsNS+sRS8SUzUn9SdcUEBD470YQVQICgCwhgcQHH6DjhhsJ2mzI8/OJWrRoVHPiQ0iNRgxOHwXxOg50DaKUiFg99IU6OSuGF9c3RsYGgiE+sqm4LjMTb2MjIpkMo7UX/XEL6DvYxHilm2+CQdbU9KOUibn9uCIkIvjLcQU8/20jZ4xPIcukYXqOCblUTKZJg1ImRi2X8uCKmsh1rjgqG4VMTHaclgMdg6MMPZ9f18itxxWxpqYXuVRMRowafyBIRoyGS2dmolPKeGp1PS5fgFAohNcfpHfQzR/nZOPxBnl6bT0vbWhiUmY0Z4xLGeqRJ+HcyRlUdVqp63GQG6fhg8um4PIFyDRpIj3u3lw8CZvbR5xeSYvZwaTMaLY09qOWS7j/lFLy43W0W5xc885utjWFhW1unJbTx6XwwY6ww3xlp403NjfTbfPwt9PLiNbI+aqqmwyThmMK4yNRuu/yU8XUIcpTjCyZm8NTq+sJhkIsmpDKnII4Fk/PHNVwedDsjgiqQ1Rv7qJkVjLiHxkZExAQ+O9HEFUCAkPoZs0i88MPCVgGkKWkIP0XDcINahn3nVLKNe/uwuUfmUUXiyB42CaFCEJ+P6rx45HExCDWaOjuMjN4z93It2/h9plHYTnlHIIZWVz7URXdNg9/WVhIvEHJC+vCAu26o3NZW9vLi+vD6cbTx6VQkWpk11Bt0isbm5iRa6Kt38HBHjtSyUhBKJOIWFPTy6YGM/5AkGOK4nlqTT2f7elEp5By0fQMNAoJBQk6cuN0PLyylm6bm4WlieTFayO1RVsa+5lbGIfd4+fZb8PeW8cUxXP90XnkJRw5gqRRStEM9RLMjNXywvnjaTI70ClkZJg0BIIhVlf3RAQVhP29DrXKkUlEGA4rnu+0urnhg+GU5Yp9nbx60USM6u+3WPipaJVSrpqTy7HFCQSC4fY7iu+Jjil1ctR6OU7bcPF8Sn6UIKgEBH5jCH/xAgKHIU9JRlVS8i8FVSgUotvmJsOk5uHTyylIMpCgV3JhkR6Dz8Hvxg+nfZQyMafnaNDNm4tYpcJvtfC1yISjoRlv6RgkxaWENm3AuGUtEkL8bnwKl83KQiWX8MX+rsh5Bt0BdhzW7++DHW1MOKyxsFElw6CUsra2D0Rw+tgUDg+0XT03l0G3F7vbz1F5sZSlGvlsKEU56PHzzNoGji9LYtHEVO5ffoB97VZ6Bj28srEJs91LlkkdOZcIWHHY3FZWddNucY0QVH2DHvoGh13eD0enlFGabIx4N9X3DtJsHt0aRy4VMTYtimvm5uJw++m2ecg0adjbZhkxbk+blYZex6jjIWwj0Wlx4Q8Ej7j/+wgGQ2yo6+OWj/Zxwwe7WfUDVgpao4KjFxejiQqnDFOLoimcmviTricgIPDfjxCpEhD4ibQPOHlnWysvrW8kTq/grIlpxMqDfJDWi/PpJ0EkQnnrncwdr8SmiyKlYT/GP91B/+AgmhNPZGXKOOz6WO6u6WaLLZ85x4xl0Y0J3P1tO91v7+OE8iS6bR5iNMNRF7EI/MHRoiA4FA6TiEVcMC2Dqs5BOqwuWsxOcuO0XDMvl2AQ8hO0fFXVjd0d4I+zs5meE8ML65tGnMvjDyIWgdMbiJh8HqKu1z4UBRpq/jwUgalINTI+I5pgKMShNS8eX4Bl+zp5dm09M/NimZgZzbTsGNSK0TYNh3B4Ari8ARL0Srps4aL2aI2cqdkxjEk1IhGLuP69cIsfu9tHdpyWrw8M2yzIJCJ0ytEfZ7taBrjzsyqqO22cMS6Fy47KJiVqWBxa3BbWtq3ly6YvMalMzM+Yz7Tk8OrjfR1WFr+6ncDQc3z5mzt5++LJTMk+8sq5lPwofvfn8bgdfnTRCmQK4eNVQOC3hvBXLyDwE6jutPFlZRdPrgo37G7sc/LoV7Usnaxg8N67IuMc115F+cV/wLZ8ObE33EhgyRLsGgNP9mpo7gZ/Rw87WywAfNE4SEClRiQW4/AGeGdbK5fMzKLP4UGvkmJz+QmGQKuQIhGLIl/ysVoFefFaLp6RCYh4YV0jxxYncGxpAk+vqWdLYz/j0qPIiVVj9wTQq+S0DJh5eGUt+9rjKUky8DmdkTmnRKnIidMSDIZQySS4DovKlCQbEAEKqYQzxqdgcXiZlh1DjFbB8+vCKcC1sVriDUr8wRAvbWhkao6J1zc38+rGZi6ZmcXJY5LCKT+llNx43YhWNZkmDdVdNuaXJCAbSltOzIimIi0KtVxKMBji7Ysn0zbgIiVahQhYdaAnnOYUi7jrxOKIXUJLv4MBhw+jWsaVb+2kfWjl4RtbWkgwKLlyTm7kuhs6NnDrhlsjj9e1r+PJ2U9SEltCY68j8lwfor7X/r2iCkCtV6DWCyv+BAR+qwiiSkDgR+L1B3hpQ+MIywCAJIMKRW87321EE1Ao0R5zDIq8XDzBADKLjUl6NdEGI8+taxgxdlfLAFOzTdT3houdu6xuKjusPLmogi+ruvD4ghQm6Lj/lBJ2tlgwKGUUJOr46xc1kcgOwLRcExMzonn9ool8c6CHshQD721v5bl1TSikYi6YmsGyfZ1sqDNTEK/jiqOy2VRvJtGo5LjSxEj/vOQoFXd8Wkm3zcOZE1LZ325la2M/5SlGMk0adjt9nD4uhWuHokcQjmZ9W9tHYYKWadmmSL0VwD9W1xGnU7C/w4bV5WVyVgwnlidFHNyNajl3n1TCZ3s6aRtwkhmr4a9DHlEnlCchFosoSNRTkDjcJurtiyfT0GfHoJKRHatFLBbxdVUX1767h0GPn2vm5kYE1SG+qurmiqNyEA/Ziu/p3TNif5+rj4OWg5TEloxwwI+81kfYJiAgIHAIQVQJCPxIbC4f3xzo5ozxI5fJH1uSQE2fg6zvjG9ILiB/Ygldt9+Ca0PYVLREqaTw4X/AjCwCQ+myHpsHXyA4wtwy0aCkwiRnaraJT/eEGx0/s7aBve1WYjRyPP4g1x2dx/lT0tndZqHb5mFhaTyxWjl1vXYmZEQzPTeWZ9fWs6kh3EbH4w/ywvpGLpiaQduAky+ruqnvtVOabGBvm5VTK1KA8GpFiVjMyWOSKU428ODyAzSandx+fBEOj59PdneQbFSGC6u+g9XlQ6+W4w+Otr+zuHzoVVKCoRB3fVZFrE7B8Yc1QW42O3llUyM6hYzP9oYjaC+ub2R+cTzyIxicmnQKTIc1jW4fcHL9+3sjqcv6XjupUSpaD3NRX1CaGBFUAPHqkQaeIkREK8N1amUpRh44tYT7l1XjCwa5em4e49N/mUbIAgIC/x0IokpA4EcSpVGwsDSJyg4bv5+SzrK9ncTpFWSZNPxjn5J7brgdw5svEBKJkVx2JaLCQnr2VSMaElQAIbcbv9XGHrOYzUNipyhJz63zc7lvWTUxGjlnj0tirMhKStDN+zu0lCQb0CqkbGkMe0OZh5rirq/ro6XfiT8QpDzFSKfVw6LntuALBlk0PpUr5+RQ3T044h4CwRAxGjlp0Spm5cXy4BfVVHbYuHJODnnxWlZWduENBFny9i6CIdCrpJwzMZ2KVAMvrG9ia1N4zhKxiL+dXkZ6jDpSYC4Vi8iN03Lbx/u5ZWEhr2xsiqTPRCKI1crZ02ahxezkpDFJbG8a4PiyJOwePzubB2jos7N4ehZLhywUABIMSiTiH7eexub24fYFuHBaBmKRCIlIxNFF8byzrZXKDhtnTkjhxPKRxePj4scxMWEiW7u2Mj/ld5RqT8DcG02D0k5WrJazJqZzVF4cgVBoRC2WgICAwJEQRJWAwI9EIhbxhxmZvLapmc31Zq6em8vUnBgkYjF3O/ycZ4vihHPvJAjMzM3ihjf28EB+iMLvnKdBG8/mbcO1TFUdNjoHnDxmW4/XH0B2z5egUvP59Y/x+Ef7I9e+dl4uj3xVG2m7kh6jxuryMq8wHqNajlQk4t6Ti+myeVhT08uWxn5SjCNbuSQblEzPMZEeo8GgljGnIB5/MIhGIeH69/ayqrqHi6ZlROwgbC4//1xbz9PnjI0IKgiLs29re5lfnIA/EMTjD1KeYsDm8jGvMJ4Oi5MnFo3h9U3NpMWomZIVQ2WHDbvbz+z8ODJi1fTYPKzY30Gz2cWDK6qBcEH+NfPyeOzrWrQKKRdMyUAiPrJX2HdJjVJz/TF5PL2mHosznIydlhPD/aeUoJZLidUpRvmOjYkbw73T7qWpv4/Hvxjkg4Z2oJ0YrZw3/zCJggQ9icYfbocjICAgcAhBVAkI/ATSYzTcelwhVpcPnVKGRCzC39fH00Uh3nNH0ewKcOKYZPa3W/H4g3xiVVN87PEEv/gcAInRiE02OuLR74NXy09ifKKairgYzJPn8MynzZH9gWCIdQf7mJ1nIjVGi0EppTzFgFYu5aEvwgagRrWM309J54lv6pidH4tYBL2DHpbMzWFXiwWTVsGkzGhy47U09jloHYDsWA0quZSN9X2squ4hSi2jIFHP4umZ9A56+HxvByHA5R1tJaCUSXhnawtObwCpRESWScO25oFIf0GxGJ4+eyzvbWvl2vf2EKWWccG0TFKjVFz//h5CITh3cjof7GiNnDMYgjU1Pdy6sJDceB2Tf6Ao/LtolTK8/mBEUAFsqDNT2WGL1IodCa9HT0u3j80Nw2apZruX7U39FCTov/c4AQEBge8iiCoBgcPw9fVhX7UK+5q1aCZPRjtvLvKk8BdyIBgiEAwil0pGmUzGPXYPV0dHU3/XE1QNeOi1h/2Z1rY5MZUcz+9nzqG/10KtNpGOQT9xOgU9Qx5ORrUMMeEUWVW/F9+UkwgS4khdOc+alM5Vb+/C7QuyZG4u/1xbH9lncfpo7HWQoFeyuqaXSZkxGNUyqjps+HxBSpP1ZJo03L+8mje2NBMKwRnjUvjTMXnYXD70SikXTM3gjk8qcfkCpMeouWxWNja3nwGnh9PGJrN0ZzsQXnk4JTuGj3e3EwiFOL4kEaVMMqJhs1omZWtTP6tqegEYcPp4dm09V87OGW5yDKPuMxiCOYVxZJh+Wn/Mbpubfod31PYfinNZnF5ueH8PZanGUfuErqgCAgI/FUFUCQgchmXpUvr+/hgA9lWr8DQ3IVlyPVVddt7a0kLPoIfF0zOZVxiHaqj9idRkIu766+j8y63ErfyY6onHMSY1iuX7uvD4gyyts5N1TB42lZ8v9ndxzkQVNxyTT6PZgUkjJ9GowuL0Mi4tiuve30MwBOPSjZw/NSNiVyAWweLpmVxzWMNih8c/qiDc5vajVUrBFi7U/upAN4UJOk4fn4Ld42dbUz+vbx6OgL2/o43xGVHsabXw0Gml7G23cumsLD7c2Uaz2cmA08vBbjtyiYg+u4dLZmYRCIYwqmXsaDJz4/wCJGJYUJqAedCLVCyKzCler6DpO4acTm9gRDrvq6puzhyfymtDcxKJYE5BHIPukT5ZoVCIfocXrVKK4ghF6wBmuwe5VIxeJSVGo6AsJWwDUZZq+N7Xu6HXQZfNw2yNnBPKEyNmqFFqGRMyhKJ0AQGBn4YgqgQEhvAPDGB5860R25pSC9mwuYVXNzZHVpVd9fYuXr5gArML4vD39uJpbESRn0/aG6/T7hGRKJXjDMBjZ46hoc+BUSXD6w/wwvpGzp2cSnO/k/tXVJMRo2ZWfhz3LD9AKASp0SruOKGYOz6tZEezhVPGJHPPScVYnD4KEnUkGpQ4PMNpuL1tFmblxbK2tjeyrSLNGHmcYFBicfqoSIvCHwxx52dVLJ6eOeq+e2xucuK01Pc6+HBnOyatgstmZVPdOci+divnTU7jhqX7OGtCKhq5BH8whNMbQCyW8MzaeuL0CjJiNEzPjeW6Y/L461A6smfQw1kT0yKRKgh7YSXqlShlYty+IF1DrvRXzcnB7vGjkkl4d1srFYdFjtoGnLy2qYmlO9opTzVy3dF5lCSPFkpJRhWb6szcsqCQjfVm1h3sY0pWDNVddlzeILnxuiO+7mUpBp5f10hFqpGHzyjDbPcypyDue8cLCAgIfB+CqBIQAEKBACG/H/WkSdiWL8dx8VXUpBTRb4hFr5CNchjf02ZhitJJ+zXX4q2uBrEY+fOvYh2wMdlcjVSno7VTgSgjl3UtNpbt68TjC1KQYOCWoeLzuYXxvLyhMZJmau130WFxkWhQkqBXUtlp4+2t4XqjSZnR3HtKCePTjWwfalWzrWmA+08pIT9Bh9MboDhJR2Ovg0mZUfxufBovrA9HuUxaOQ194YiRWCQaYewpk4hIMqroGfTw8MpaALptHu5ddoCbFhQQq5Ozu83K44vKaTG7mJARzZYGM16/n1c2NgFh8XTlW7v4fMl0LpiaQVmygdruQZzeAHa3j78sLOTj3e0UJek5tjiB69/bw7mT0wkGQ0Rr5OgUUu7+/EDkuU00KMg+rDnyhzvbee7bcP/DVdU9dFhcvHPJ5FEpWKNazt/OKOPJ1XWRiNOyfZ1YXF4CwSC3H19CUdJwjVQwGOLzfR18PmTf8E11DwNOLw+cWioIKgEBgf8TgqgS+M3jaWyi//XXsK9Zi3bmTIIPP8WVOzx0bbcBNq6ak4NINLLGRiOX8FFHEPuiayk2KWnstTOrrxvtn2/EHgyCWEzmH/9IvN+BM3cicqkYo0pGjEZKSZKBDfV9wMimywB9dg/FSXqyYrU8d5h55pbGfva2WnjotHKW7++kst1GVqyG97e3sbvNglwiZkeshqOL4jl5TBLHlyWiV0p5fXMzcXol3bZw/dbbW1u4eGYmjb0OxGIRU7Ji2Fjfh0I68qPA6Q3QZXXjDwRZsb+LP0zP5PiyZACyY9X87cvayNgpWTEUJelpGKrnitMrufKtXRQm6mkdcNI76OHBU0vRKqUUJxl44NRSPtzZRrRWQQgvS3e2c/0xedR2DZISpeKE8mSShlbcef0BVuzvHDG36q5BuqzuIzZPjtIoWHewb8S2zQ39nD0xjc0NfSNE1aDbxxf7ukaM3dli+d70ooCAgMC/QmioLPCbJuTz0ffPf2J56238HR1Y3nmHqqCaLvvwCrKPdrXzl4WFaBVSRCJYUJLAjhYLr2xpY4dfw99qfLj0UbiffAwO9ecLBrF+9BGy6n3YB6ysrOzm718fpN3iYWJmFJfOzCIjRkPZd9JYEzOjmZARTYJ+tHO3xRnueXfVnFweOLWUFfs62NVqIRQKG3tOy4khI1qNRiFDBBxdnMBriycxPs2I1eXl7ImpuHwBnvu2gZx4Lf0OD01mBwUJenLjRxaFK6RiEvUKVuzvYkyqkVs/3s/O5gGeWn2Qq9/dQ2ashqPyYjmuNBGxOGzSedGr23j0q1pa+51YXD42NZhpG3Dh8Qf59mAfN3ywl0/3tLOgNJHbTyjC6vTy8oYm7EP1U92Dbk6qSI4IH48vwFdV3ZQmjXyO0qNVxOqO3ArGoJIyIzd2xLYxqUYOdNpG2SlolTKOyo8bsa08xUCMdrRY+yGsLi9bGsxsqOvD7DhyA2kBAYHfBkKkSuA3jd9sZvDLL0dsE9ksIx63DbiAEDfMz6PZ7GRjvZnqrrCp5tzCODKi1YxPlBJ0OkccF3S5EOsNrK3r54yxybRZ3bh9QRp6HVR32ajptnP2xDTGZ0QRCIUoHFq+7/b5aTZ7idUp6B1aISgRi0gxyHH19OJS69ndZuHqefnUdNl4bl0jiyakEqNRcOsnlXj9QbZN7OfY4gTGZ0STYFSzaEIqfXYvFWlRyCUiPtnTQVGiAZVMQnmqEbPdwyUzMnl1UzOxOgV/mJ5JtEbOpTOziFLLeXd7K/9cW89XVeHVfesO9oWbNYdCPPFNOJIUCsGz3zYwLScGjVyC4zAbhpIkPdEaOVEqGTua+zHb3SyenklmrJYEvYK2ATflKVHsa7NEbAz2tFn441u7OGtiKkcXxbOquoeiRB13n1QSaW9zCLPdQ2WHFbFIxAVT07G7/ayt7WFMahRTs2N4fXMzk7NG2jNIxCIump7JgMvLl/u7GJcexR0nFKNTfn/j5+9itnu4/dP9LNsbjnhNyoji0UUVJAveVgICv0kEUSXwm0ZiMKAePw7HYa7nhX4LxUkJVHbYAMiP11HX40AsEvHW1mEvI7Eo7IZ+56eViAujuOD00zE/91xkv+HEEwkWl1IYiqW6x87Guj4sTi/Tc0x8sqcDgLe2tiCXiLnsqCz+/NE+QiGoSDVy+VFZTMqKprLDiscXZGq8nMyHb6W17iChRefxnjSPL1pcFCboeGvxJGp6Brn9k8rItV/f3EJOnBaFTIxWIWNDvZlXNjZHRNqDp5SQl6Bj1YFuFj23Gb1SypVzcrhmXi5FiXqeXFXL9uZw25wb5uezsCSRRrODo4viI8Lq872dXD13uDnxIbY2DnD5UTmsqu6m1+7hd+NT2dTQR3lqFK9vaaGl38lxpYlYnF7mFcXzwPLqiL3E1OwY5hTEE6NVRNrLvL21lfx4HedOTmdKVrjJ8uEMOLw88c1BtEoZH+1sQywWccfxhdy8IJ9emwezw8sHl00lJ260RUNOnJbHzhxD30IPBrUcreKnfSTua7NGBBXAlqYBdjT3k2xM/knnERAQ+N9AEFUCv1m6bS56Br3E/vkOAnfcgnvHDlTjx5EwoYwXEtP4srKbtqGaoHe2tYYjKzEaGs0ORCI4f2oGVR1W+uxebC4fYqMB05V/JBQM4S0uo10dg1utxVxvZXeLBZvbz9cHehiXPlIUeANBnN5ApGZrV6uFPW1Wnlpdj1Yh5e7xetIvu4KAe6g58NOPc96f7uBLkY4DXYMc6LIRYrSpUrvFTSAISpmYpj5nRFBdNiuL93a0sbPFQlGijodOK+PvK2tpMjvZ12ZldU1vRFAB/GNVHaeNS+GNzc0clRfLhIwotjUNUJSkJz1GjUQsirSjSTYqKUvRY3b4OHN8Kmq5lE0NfURpFLy6sYk+e9hH6s0tLVw4LYMWsyMiqAA21ofNOmfmxZIePWySWtM9SE33IMcWJ4y6z6pOG2q5lKdW10W2Xfz6Tj64bArT82JHjf8uCqmE5P9jCxqHb7QpqtMzetvhHHrfJRtVRGt+WqpRQEDg140gqgR+k2xpMHPlW7votXvIjtXw2P2Pk48dicmERKPBsGMHiVY/d64bLnp+Z1sLH1w2BYvTF64ZqjOTaFJTnKRHotNhk6XhkilxKVTctt3GgZ5mojVyHjgqid9vX4s5v5QnrdFsa+pnXn4MX9eEe/klG5QRUXKIQ15Udo8feXcnoUOCaghDSx165URc3gBqeXg13yUzs+ixefh4d9igsyxFT123A6VMQYZJA4SjbtVdg+xssQBQ1TnIKxubuGpeDlq5lIPdg7i/IxT8wSDSIW+pNbW9/GFGJt02D+dMSqMkycAbiyexbG8HWoWU1Gg1f/pgLzaXn7JkPaePCzef1imkEUF1iNruQeYUjKxpAggOqcuyFCNPnzOWh76oJhAM8adj8hmbZhw13h8M4faPFjJNZifjf2avqeJEHbE6Ob2D4XtTyyWUpXy/L9bWRjN/fGsXvYMeskwanjir4oj2EAICAv+dCKJK4DeF0+Onw+ri5qX7Iq7n9b0O/rmuib+fWggiEc4DNbQs/gNp2bk8fNYfeaUd4nVKLpuTS2Fi+Avw29oedrQM8PqWZmbmxjIlO4ab1lnpHvQyJlVDlE7FBLWC7c0D3PZtJy9J5MQ8dDvX33AHuzLSUQe9lKdFYxAHKdKGeL3eRVq0mpZ+JxkxanLjtcwrjOPrAz30qo3kyOWEvMOiZDAth1IMHF0YxwMrqhkYas1SmmTgzwvyMarkfLK7M5Kqy4/XsmhCKg6PP9LI+RCVHTbqeuzolTImZcVg0irY0zYcqTq5IplV1T2Rx6XJBspTDIxJMYZXEGbHMCU7hjc3N/HgiuqI/URTv5MQIc6ckMK729qI1shHOJ7nxOnIMmnQq6TYXOFjylMMFCWGa6rkUjELSxOZmhMDIY642g+gKEHH/nbLqO1p0T9/XVOGScvrF01iQ30f/kCIqdkxFCUdWSRZnF7+/OG+SMSwoc/Bk6sO8uRZFciFFYcCAv8TCKJK4DdDTdcg93xeSU6cjqb+YafvaLWM85W9dFzyGMFBO7pFi5ClpOCt3EfxXVfx9/ETiD79dDqkYm75cB9RahlfV/dQM1Ss3m5x8cmuDrY1Wzh1bBK5cTo+3TOIXCLmuqPzeG1jM864RHRATHcLq/1pbG4cAOCUimSabBJ2tVgZlx7FVXNy2N9uZW1NL9OyTbQPuPjYLGLuXx/F+/jDBHr70Cy5hr15EzFvbuOzvZ1cND2Tlzc00e/wsq/DytFF8bhkwYigAqjptnPq2BSCoRBapTTifwXhpsPbmwY4fVwKNV2DrKzs4v5TSmi3uEiOUvNVZRct/eEi/DPHp9A36EGrlPL+jlYKEvSUpRiGRIEoIqjmFsaRbFSxdEcbwWCI0hQj03Nj+ceqOhr7HJw2NpkFJfGMTYvm/UunsrfNgkImZmxaFHHfWfloVP1wiixWr+T40iRUMilPr6lDJBJxy8ICylOM/9e3yk+iIFFPQeK/7hFoc/kifmGH2NdmxekNCKJKQOB/BEFUCfwm8PmDPLW6jvV1ZgacPo7Ki2N1TTj6ckOuGP1df8LtC0d7zHfdScyll2CuqwOfD/+mjYTOOIMLXt5Gv9PLP86u4Kk1wz33cuO07BpKpyUb1JEGxxCOAt08Pxf9S28RAsylE9i8YQCxCJIMKqRiES9tChe/t/Q7cfsCVKQZ+aa6h62N/Vw8I4tojYxXOgYJnXs7xVFi9HE6bvpg2CxzT5uFC6ZmRlraDHr8WN3DlhCH8PiDODw+MkwazpmUxtraXkqTDSQalHxT3cO2pgE2N5g5bWwyErGILyu7GXT7uHpuLuPSo4jRyNGpZPgDIV7d2MSu1vA9P75oDCeNSaY8xUBBgo7GPgcZMRpe2tDI9Ufn8cCKGryBIGIR/O2MMqZkmkgwKBEPpRTzE3TkJ/z/mW2mmzRcND2TE8uTEIkYtTrw10C8XslJ5Ul8vLsjsm3RxLTvjcAJCAj89yGIKoHfBFa3j41DhpuVHTZKJxg4c0IqtV2DjJf04veNFCEBqRxkMvD7MZxxBl0pOZi/reGOE4rYWNfH/JJospOt+EQD5EWbSNTH89LGZuzekc7r/mAIbdBPdGkxnlgTndFxXDQNRCIRKUYVL25oHDE+LVrNAyuqI0XrD35RzZ0nFPHSpqbImEtmjBQgvkAIjUKCRi4hN15HS78To1pGslFFuyW8gk4lk+D0+tndamVeUTwiQtx4bD4r93fh8Pi5aFomd31WSTAE2XFabv+kEueQJcItH+3nmXPH4vEHuW/ZATqtbmbmmjhrYipvb23lvmUHyI3T0mv3csnMLLqsbqwuH7csLGBdbR/eQLg+LBiCPy/dz/Krp0cE1b8b0/f4V/0aUMgkXHN0HpkmDWtqezmhLInjSkcX3gsICPz3Iogqgd8E0Wo5C0sTeW1TuHHvO9taObUimUfOKMPYVEP3d8bb45Kpe+h5xqn8uP/+VwZzx1CSbGJtbS/72q1cfnwfj++5HwBpq5SbKx7hDE/KET2O4hursC5bhvK8C9hsgU0NZg50DpJl0lCcpB/ywQoj/o5zO0CXzc1JY5IwaRWIRKA+bNl/UaKeuYVxNPY5OG9KOrE6Bfd8fgCxCG49rhC728+Ay4dKJuHVjU04vAGmZMUQrVVw3bt7KErS02Pz4PAG+POCAlbs78bnD0UE1SGCwRB3floZqd369mAfZ05IxaCS4QsEae13sq05nNJUSsV0WF1sajCjko1MawVCIdoHXOTE/TbbwGTEaLh6Xh5Xz8v7paciICDwMyA4qgv8JhCLRSyensni6ZkkGpScPi6FtGg1cx79los32zHeeRdirRaRXI7x3HORf7OC0m8/pd0Yx+6r70UilXDN1CT2tFo4tlzJC1WPR87tD/r5rPk1+h1OXF4/v5+SjkIqRquQcuc4AzqNglfOv4trXFnkxGo50BmuxWroc5AWrWHi0Aq1nDgNpSkGvhvEyY3TsafNwovrG3lpfSM6hZTLZ2aglIk5piieJ1fV8cnuDp5Z28CHO9vDhqQxGjJNGuxeP69ubOLpNfURM87sOA2b6s34gyH2tlnpsrlZtq+TLpuH0mQ9+QlaNPKRYsgXCEUE1SEaeu2kRqtYPD2TZXu7eGFdIy+sa0SnlPH53k72tVuZmmMacT8nj0ni870d/BgcHh/bmvr5uqqLZrPjXx8gICAg8AsjRKoEfjOkx2i49bhCrjgqi5qt++loaeXCQj37nFIeleRReMvjLHA04njlJQIWK/tueZQb3qslFAK5RMYzpn5OKEtELBnAGxhpD+AKOFGIQvQ7vKQYVTx6Wgnpezcgrd7JHxUTqe8PG4meNj51xHE7mvu5YGoGv5+ShjcQxOLwcc/JJTy3tgGnN8C5k9No7XfS1BcuFA+G4P4V1Xx0YT5Tc8fz2lBT40NUdti4aFomcomY69/fy6IJqWiVw6vrjitNoNvqRq8aGVFTSiV4/EHe397KsSXxPP/78dy7rIp2i5vjyxLxB0NkxKhpMg+7xs/Ki0UqEaOUifn0MKHUOuBCKQ3bPLy7tYXLZmUjFomQiEVsa+onJepfr8rz+gM8920jj39zEIAotYzXF08S7AcEBAR+1QiiSuA3hUgkQrzmG2Luuotoj4fSuHiOv+VeTlvZzjn5euxfLqPl/KtxZ+Zy/5o2VDIJC8doMGj8fGmF309Jo9Mag0R/Lu/Vvxw57yX5f6ShM47n1zUiAi6Ymk5ZQR71HqhvGPaYGnT7OX1sCh/sbGN2fhwyiYgl7+wG4NiSBBweP91WN3eeVITDE+CJbw6SadIik4iQisW4fAECwRB7+iS09veQGj3StFIhFTPo9tHS76Tf4eXF9Y2cPSkNsUhEarSaWK2cP761i2vm5bKtsR+b249IBJcflc3rm5oRicAfCDE5O4aHTitnT9sAr25sRqeQcPq4FHa1WmjsdTCvMJ5EvZLrP9jL4umZI+bwxf5OrpqTw99W1tBhdfP6pmb+MCOTv399EINKxk3H5v/L16m+18ETqw5GHg84fXy+t0MQVQICAr9qBFEl8JvC29ZGf7cHy+WPgQhMnhai1n3FrWNnUTHYSt0Vt3D58mbO1QcQi+DK43y813Qb5i4zUxKOYn3zeWw4EGJa3tHcWJxJwNlCWm+IYFWAh7YMr/p75KuDJJ9UiGHsBC5J9hIIhTBp5Qw4vRg1Mv52ehmDbh93fz68iu+L/V1cMjOLdQf7ONhtx+/2cLDHzqUzs0kyKvH4gsRo5WxrMrO+ro8FJQns77BFIkgyiYgb5+ezq6UfmSScvvP4g7y8oQmAxdMzI/n+Z9bW87vxqUjFIjJiNDi9fnrtHi6YmoHD4+fuzyp5c0sLKpmEq+bm0mp2IJWImZ0fx0ljRDS5NrPFVs2DZ55AkiaGd7e1Yh+yU3B4AgRDIf4wPYsEg4LyVCMKiZjSFAPZsVrSYzT/8nXy+AOjassGHKNXNAoICAj8mhBElcBvioGBAKv2xeAdcihXqJNYsCCTmU/ch1ir40FXuGfbqgPdXLsghn/U/BG7zw7Apq41JKvy2d2aS0qUit+19aJ4+hkAtt765KhrydwOljf7+HBPJzKxmLMnpbGtqZ/KDhtGtYxLZmSNOuaQs7pMIibPpOTkMck8uepgJO0mFYu4+6RiXt/cjNMT4KUNjRxfmhRxJnf7A7j9UJCoRSwKpwsBpmRF4/L4MWnllKcY2NNm5bVNzUjFIm4/oQitQsLji8bg8QURi0S0W9wEQ+DwBnjoi2ounpHFP1aHbSQumqVnxcDfsfvsrGh9n+eOfo63/jCJz/Z2YHH5iNcreWZtA3aPn4tnZHJCuZo4nXLUvf4Q2SYtcwpiWVXdC4QL+E8ck/STziEgICDwn0YQVQK/GQKDg/Q2WfG6h1e2eZx+rIFYRAcPIi4uRjNUn91hdRMM2SKC6hBtzkoSDWX0O3yoG2s5dKa0kIMLpuYgEYuQikVsbjDjCElYujvsQeUNBHllYxOXzsyissOGxekjNVqNQirG4w9bDqhkEsQiEUkGJQaVDKVBydRsGR/tao9cX6OQIhaJiNEo+HRvB1fPzeODHa209odXEF41J4dko5JXNjZxxewcHB4/cokYjy9IUbKOTqub309Jp6bbjj8QJEotIy9Oy5eV3byyqSrS0HlaTgyJBiUf7GjD4w/iG7JFANhyEPJzitjRuxWALkcXp+ROwe0PcPFrO7C6hiNKk7NifrKgAtCpZNxzUgknlA/Q7/BQmmxgXHq4oN8XCFLVaaNjIOxCX5io/9ksGgQEBAR+CoKoEvjN0LvvAPRa+O7bXqaS4gd8lZX8fpGbTe1hoZPlFJOiTqbNOSxqpifOpi1gQq+UIpJNgxXLAJCrFHy4qy1SEH7x1DTwjuzXB4wQJ4MuH1cclU19rwO1XMLU7Bi6bW7+MCMTizNcD3VKxcjozO/Gp3LHp5URIbalsZ8lc3J4cX0Tlx+VhQjYVG8l06ThH6vqItGq8yan89CKGpbMzeXPH+7HGwgiGrJvuO/kEl4+rOB9V6uF8RnRlMtdnBLbxipjLlmJelKjVbT2u8hPhj2O8HixSEyWIRxxK08xcteJxTy8sgapWMSf5uczI/dfNzT+PpKj1JxyhEbHKyu7uPLtXYRC4cjdC+eP56j80T0EBQQEBP7TCKJK4DdBW7+T+l4nKQc2kJJxDG1N4f5r6QU64nOisc6bh/3rr0l55A5eu+JPtKUVkF61kbv0C/gosZkaVxMTTcfz9c5Y9ra0cfXcXB7oM/CnP/0F1bdf85UvCptruPnyi5taeP7MUkSizkhtkEomQSQKR1SmZsewrr6PZKOKTQ1mJmdG8/qm5ojXE4SjTsv3dnLlnGxeXh/2mJJJRBFBBWFRFArB388s5/M9HUgkYrLjtCTqlaRGqdnVamFSZjQWpxezw4tKLomYcR6a14Bz5EpGCNc0OV1ONP98lNMXHsetjhM5bWwK+9stnDo2CmttBqnaVP5Q+gdKTCVA2E+rNNnAJ1dMQyoVY1DJ6LG56Xd4SY5SHdHD6/sIhoLs7d1LlbkKo8LI2PixJGgS6Bv0cOenVZG5+4Mh/vpFDePTo9D+hPMLCAgI/BwIokrgN8GO5gFW9Ei4yu+itHUp+RXTEUkkSKfm8Vmrneb5lzH2zCspGGijXaojrXIrJMSh+8vNLLz3UVosOr6o9TG7II5cU9j3an2nh+boFM5ffAt9bYMjrhcMQaXZzTXz8tjcYEYjl3DG2BT2dFj5w4xMaroGWbGvixvn55MfryNOr+SzvZ0jzuELBDmmOJFdLQNcMDWDTJMGhWx0jzivP4gIEd9U92L3+InRyClM1DM1K4rxGVHU9zrotLq4em4uu1sGmJodw8Z6c+T4kmQ9sVpFpMG0WARGtYzcvnAbH8+K5cy7/The2dnGB5dPJU6nZFJauJZMJpHh8QV4a0sT9y0/gNcf5NzJ6Vw1J4fN9VbW1PbiD4aQiUWcMjaFvPgfZ/q5vXs7l6y8hEAonGCdkzaH+6bdhy8YdoY/HJvbF6lFExAQEPgl+UVF1bPPPsvKlStpaGhAqVRSUVHBn/70J7Kyhgt4PR4PDz74IMuXL8fr9TJ9+nTuuOMOTCZTZExHRwd33nknW7ZsQa1Wc/LJJ3P99dcjlQ7f3pYtW3jwwQc5ePAgiYmJXH755Zx66qkj5vPmm2/y4osv0tvbS0FBAbfddhtlZWU/aS4CPx++jg48DQ1IjEYUeXmI5T++Z9pXVV3ItVqeyj2Wk9VWlB4nksJynt3Qzrf1fURr5Lzk8vHQqaX4giF64mKxuJyUX3E5rQ4v9T0eTqlI5sX1jXgDQQoT9Syekclz3zYgVSo4qkDF8v1dkcLw2fmxbKgzs7Wpn6JEPd1WNx02N0+vrqcoUc/krGjidAo8/gAahYSKVCMKqZijC+M5qiCWYCiEzeXn3mXh1YFfVnVzVF4sRrWMa+bl8s819fiDIc4Yl0KcXsEHO1q57fhCWvqdJBlV1PfY0ark3LusiktmZHHOpDTaBlwkG1VkxWopTTZg9/jJNGmI1ih49aIJLN3ZjsXpZWKagbTWGqKffYQgIDEY6PVJ8Pp9SMXh9YMyyXBUqKrTxm2fVAKQoFcil4rZ1WLh3mVVtAzVehUl6ok3qMiN00aidT/El41fRgQVwKqWVTSWNFIaW8qSubk8sKI6sm/J3FwMQ/3zepw91FvqUUvV5EXnoZL+a0+s/wRdVhc7mi1YXV5Kkg2U/VzNnkMh6K0GaxsY0yD2X9tXCAgI/Pv4RUXV1q1bOeeccygtLSUQCPDoo4+yePFili1bhlodrqW4//77Wbt2LY899hg6nY577rmHK6+8knfeeQeAQCDApZdeislk4p133qGnp4ebbroJmUzGddddB0BrayuXXnopixYt4uGHH2bTpk3ceuutxMbGMmPGDACWL1/OAw88wF133UV5eTmvvvoqixcv5osvviAmJuZHzUXg58N94ACtl16Kv6cXRCLib76ZqHPPQSQZHbk5EmPTo6jttiNNjOWegzApI5Nzo/SMiXEzJj2H5n4nJq2Cln4nmxrMjEmLIk8rpjoqjWy1hIumpPLw1/WR1NmBThvH5Ebxt9NLeWp1PYunZ3DFUTk4vX6kEjEpRhW3fxoWGpUdYeNPlUzMn47JY0+blZc3NhGjkXPD/Hxe29RMRYqBO08swuUN8peP9lORZkQsEjExI5rdrRa8gSBranu5ZUE+9b0OzpyQikQsorbbRk6cBpVcyk1L9wGQZdIwPcfE1sZ+nj1vHG5vkNYBJ0a1nKXbW/m2zoxcIubGY/PosrkJhaAoycDWpn5EQMpAOzGP30fAZkMkl+O/5mbeOODi8qOyidaMFrLdtnCES6eQcuaEVP6xug4RooiggrDw6rd78PqDR4y2HY7XH0QpGVlLJUKETBwWcosmpJIVq6W130lWrIYJQ470jdZGrl19LfXW8CrFC4sv5PIxl//iwmrQ5eOOTyv5sjLcDEkuEfPWxZMYPzTvfyt1X8E750DACzIVnPUOZB3177+OgIDAEflFRdWLL7444vGDDz7IlClTqKysZMKECQwODrJ06VIefvhhpkyZAoSFzcKFC9m9ezdjxoxh/fr11NXV8fLLL2MymSgsLOTqq6/m4Ycf5sorr0Qul/POO++QkpLCzTffDEB2djY7duzglVdeiYiql19+md/97necdtppANx1112sWbOGpUuXcskll/youQj8fFg/XxYWVAChEN1/+xvqaVNR5uT8qOOPK0sipdVCVaeNa2ZmUNq8F9E1N3FCKIT17D/wl94YavrdzC+JZ2FpIvcsOzCUUpLxwAQ9Oc7eiKA6RGOXDYNCxBlJYpqauglqdLw05Al1xrgUipP0uH1BpueaUMnE1PfYkUslfFUV/nLts3u589Mqzhifgi8EBqWMZ9fW4AsEOak8CbPDy752K1fNzaHL6mb5vk70ajnvbq8ZMY+JGTF8tmfY0bzT6qY0xcBrm5pZ8vZuFpYmIpeIael3cdakNDqtbuINKjoG3IREkBatotnsYG5BHF/s7+LCLwe5+LL7yPEO0K/Uo8nK4oa04PdGV7JjNahkEo4tTeDVTU0EgiFCjE7HxWjl/1JQubx+nl/XiERagV7+ITZvWJBeVHoRWcZwBNuglnN0UfyoYzd3bI4IKoCXK19mbvpcymPLf/CaPzcHOm0RQQXhlaBfVnb9+0WVsx+W3xgWVAA+F6y8HS5YBsrfZq9FAYH/NL+qmqrBwXBdisEQdk3ev38/Pp+PqVOnRsZkZ2eTlJQUETK7d+8mLy9vRApu+vTp3HnnndTV1VFUVMTu3bsjQujwMfffH26I6/V6qays5NJLL43sF4vFTJ06lV27dv3ouQj8fPg7O7+zwU/I5Try4CMw4PTy8voGxmXG0Glx4Q9oyR87BcXH76J5+G5ufOYdNtnEJBtVfLizfUSNzoP7XbxR6KHQpOFA3/A1p5cko/O7Sa7diKZ2P98svp1LZ2bhD4aQiEWcUpFMdZeNNzY3E69TcOmsbDY3mkfMy+ULkBunxRcIMujx0+/wsnh6JiKRiIEh24U+uxeJSMRVQxYJ38XlCyARi/APzfnkiiTuW34Ay1CvPqVMwr42C5sa+tlUr+e2E4oJEY6Y6BQSrnhrF5vqzYxPN3LxjCy8gSBP7R8k/PHgZLHewfFlidjcftbU9FCUqCdOP2yTkBuv47XFE9nXZuHDneGVkoFgaESdVnashinZ/zpNXtU5yKNf1aKQijl72n3IVD2UJiYyO7MCueSH070Wr2XUNqfPOXrgfxiLa7RpqeTnsIDwu8HRO3KbvSu8HUFUCQj8J/jViKpgMMj999/P2LFjycsLd3Dv6+tDJpOh1+tHjI2JiaG3tzcy5rs1TYce/6sxdrsdt9uN1WolEAhE0nyHX6ehoeFHz0Xg50N/0onYli+PPNZMm4Y8I+NHH790RxuTs0089s3ByMqxYzNmc82EJhzlE/nLui66bB6Oyo/F8Z1CaI8/gCrOxMM5UXxRb+WgW0Jego5XNrWQE6dh1nFn0zp2gCiZhGdXhlurKGViFk1I44MdYZHRYXXzyMoarj8mjxX7uiLnjtUpiNUpuOH9vVw0I4OTxiQxNi2KGz/Yy+CQgEo0KJlbGEev3UOn1U1+vJaa7rB/llwipizFQJJRSeNQf0ClTBIRVDlxWup77Wxq6AfCabhHVtbyxh8mIpOIuOad3WwaKlrf3mxBJmlmWnYMG4a2xWjkjEk18uhXtaw7GF7dOCbVyD/OriDlMLuDCRnRlCUbqOux89bWVl7f1My5k9NJMigx6RSMS4/6UU7qlqGViB5/kJfXOgANNy9IQpuvHX49fAHqeu14fEGy4zQYVGGxNTFhImti1tBub8fqsZJlyCLH+OMimT8nFpeXBSUJrNgfft31SmnEc+vfij4Jpl0Nq+8b3jbtGtD+320tBAQEfhq/GlF11113cfDgQd56661feioCv0I0U6aQ+uKLOLdvQ15YgqKkBIlu9K/vtn4n3kCQ1Gg11Z023t3WikImwebyUtfjGNH65IsmOxcsOJXmoJKu/eGIyqZ6MxfPzOIfq+oi466oMMGDt2GaPZuZY2fx+R47X1Z1EwqFRUp2rJb+oARFIMQpFUl8sruDLJOWLuvISJrN7SdaLecPMzJZU9NLslHFmFQjVpcPkRieW9vIzQsKaLe4GBwy7ZyQqcXuCWJUyajrsfNNdQ8PnlpKdZcdhVSEUibhlo/2c2J5Ekfli1BKxYxNi+KD7W0MevzkxWvZ3jQwYh572ix8XdXN3jYrk7NicHkDrB0STNub+3nnksmMrekNu7onaAmFQhFBBbC71cKuFssIUQWgkEm4YnY2BQl66nvtFCTomJId86PE1CFy47WYtHL67GFxJRKFRdwhqnrreX+rhVfWdxEKwaw8E7cdX0S/y0KdvQGdXM9J2eMpM5WRF5VHrPqXFxRGlRyLy8clM7MIBEMEQyGSDIqf52LjL4LobOjeD4llQj2VgMB/mF+FqLr77rtZs2YNb7zxBgkJCZHtJpMJn8+HzWYbESEym83ExsZGxuzdu3fE+fr6wl8Ah485tO3wMVqtFqVSiVgsRiKRYDaPTM2YzeZIhOvHzEXg50Msl6OZOgVLTAGbVjTj2d7CuGNFpJfGIJVJ8PqDfLy7nbs+rWRqdgxj06NoG3BhUMnY1tTPnIJ4CNlGnFMiFqFKiEOGBvaHnc89/iBfVXbzyOkl9PUNIlIoCPp8HLjtcWL1SlptPhr7RtY0mR1e3tzSwmUzs5idH0dJsoFMo5Kupja+OGxcrFaB0xfg8z2d5MVr6ba5+XhXOzcvyGfxtHDD4Ts+rWTJnByKk5TMm9DH+p4XiZJFUZx9AW9sdnDhtAxW7O/i6wM9LJ6eQXXXIGeMSyUYCuH3BzF7vBzosPGX4wp57tsGDnTYOCo/jve2t0bmceKYRHrtHna0DLC71cLvxqfSaHbQ0u9iXmE88ToladFqmswOZGIxo5rwAW5fYNQ2gJQoDb+f+uNF1HdJi9bw6kUTWba3kz67lxPLExmfHgVAp6OTr2oP8PK64dTZ2to+JlV2Myhfzxt1jwCwpXMz05Km8ehRj/6f5/HvZFJWNE1mB098U4dWKeHOE4opSPyZGkNrTFB6WvifgIDAf5xfVFSFQiHuuecevvrqK15//XVSU1NH7C8pKUEmk7Fp0ybmz58PQENDAx0dHZEapjFjxvDMM89gNpsj6buNGzei1WrJGSpiHjNmDN9+++2Ic2/cuDFyDrlcTnFxMZs2bWLevHlAOB25adMmzj333B89F4GfF3O7nc/+sYegP/wl/8Vz+znxmjGkFkRT3WXjpqV7SYtWo1PJeOiLsPBJ0Cu5/phcXN4AJ+fo+fJAT8T1/KoSHVG7N6Obv4jChAEOdIVr+kKE6HP4aRn0cnJXNcalr+GZs4CHNOXkJBrQKqSR5sEAepUMg0pGIBRiyTu7gbBge+7cCpbI9Hy4u4OUKBVTsk3cu+xAeOWeSMS0HDmlSXo2N/YzNs3ITcfmo1NKSY1SozIc5OnqeyPXqBrYw22nPsM76y1MzIrh6wM9pESpqeoY5Pl14RR1vF7BjfPzqekapFSn4IrZ2exusaCUS1g0IZW1tb2MT49icmYMf/l4f0Qr7W23cttxhWxp7Of3k9P4+9e1LN057CL/0KmlXDozixDhouu9bVbKfyZLAI8vgM3lIyVKxeSsGMakRdFt8xAKhejytmP3hICR9UhKGazpXz5i24aODbTb28mNyv1Z5vlTMKjkXDIzm5PGJCMVi4jR/kxRKoH/SuxuP/vbrZidHvLidOT+SC+3n5NumxuZRHzE1b4CP8wvKqruuusuPv/8c55++mk0Gk2kNkmn06FUKtHpdJx22mk8+OCDGAwGtFot9957LxUVFREhM336dHJycrjxxhu54YYb6O3t5bHHHuOcc85BPuRjtGjRIt58803++te/ctppp7F582ZWrFjBs88+G5nLhRdeyE033URJSQllZWW8+uqruFyuiJfVj5mLwM9Lf5M5Iqgi29pspBZE0z1kDTArL5a3toSjThdNy8Ds8PLKxmZ+PzGVff0+zp+SgUocIlfhJ+XJ++idPJP3d7QxNdvEtFwTIkT0Dnp48ItqXjk+A+3i2/ADB393GesqB9jeauPSWVkc6LBhcfmYkh1eeTe/OJ43NrdE5hUIhnhqTQM3jJdw6tEhHq6W8fevagF4YV0jkzKjyYxVY3P7qO228972Nq49OpfHvz5In8PDFSe1jbhPl9+FPdBJQWI6GrmEUyuS6Hd42NQwHF3ttnloH3Dz/PpG3t/RxkOnldHv8LJ8SxeXzMxkclYMsTo5Db0j06CBYAi7x096jIrtzQN8eFivQYC3trYgl4rZ1jTAWRNTufW4QvISfp4P/i8qu7h6SJgC3DA/nze3NNPv8HLVnCyitS1EazT0O8KiViwCX0BEsjqfA/0HIsdFKaLQy/XfPf0vSrz+p/dAFPjfxhcI8sK6Bh77JlyLqZZLeH3xJMYNRWf/09hcPt7f0crj3xxEp5ByxwnFzC2M/3kWVvyP8ouKqrfffhuA8847b8T2Bx54ICJmbrnlFsRiMUuWLBlhuHkIiUTCM888w5133smZZ56JSqXilFNOYcmSJZExqampPPvsszzwwAO89tprJCQkcO+990bsFAAWLlxIf38/TzzxBL29vRQWFvLCCy+MKHD/V3MR+Pdj9/g52B2OIBlVo1NOann4yzXTpEUtl2D3+MNu4PE6drda2dkygEIqprbPyYvrGyPHZUYpeWrWXNbrsmk2O1HJxJh0SoKhIDKpiDPHp+CTyBi45i9Ef/4ebpEU8KGQiTHbvczNiyFHGeCK5U102TzMLYwf0dcPwikyhTaWS1Y4ObHCyOaGAfrsXhINSk4fn4JKKuGvX9ZwdFE8kzKjeWBFdaTAXBQYuWhChIgOs5zXNzcDMK8wjtnxWr6L1e1DBAw4fXywo40xKXqyYzUkR4VNPx/9spYl80ZHb4xqOZ/v7WRsWhQa+chIXLRGQetAuAj+3W2tXDg1EwgXlXda3Tg8PqI1CrJiR8/np2B1+Xh0SHge4tm19SwoTeTdba387cs6Hl6Uz3lzq+jsjsfrk7OwOI2Hv6xl3pg5ZOj34vTaWJK2gGnGPEyBI6coBQR+LTT0Onhi1cHIY6c3wAc72n4xUbWl0cw9n4d/nNhcfi57YwefXjmdkuSfKV39P8gvKqpqamr+5RiFQsEdd9zxg+IlOTmZ559//gfPM2nSJD7++OMfHHPuuedG0n3/17kI/Pvos3u4f9mBSOTkuJIELjongx0ftBLwBymtUGFSOYDwKrdXL5rIyxsauXhGFr2Dbl7b1BLZt7fNMuLcjQNu1k+Ywd9X1hGllnHmxFQeWH4AXyDExTOy2NLYxzvb2hCJorj67BuYGewlyWDgzIlpPLu2nte9AXJiVDw5SYezuoO4qgbUZeN5bGd/5BrnTU7nlV091Pa6ePbbOm4/roiqrkEGHD5u+XAfM3JiWTw9I1zbJZMgGXIaTzQoiRKlsTBtEV+2vo9aquby0ut5dvnwr8WvD/QwtyCeggQd1UNpS51Cikwiiri69w56SDCo6bS5ue2TSlRyCRdOzSAvTsu183J5ek09IhFcPD2Ld7a1UN01SLfNzflTM/jnmjqCIdCrpIxJNbC6JtyyRiwSIZbApvo+/vLRPpr7Xcwvjkcjl3JcWeL/V2NjsQhkkpG/iKUS8Qh7C5tdxcml4/EWeEnVpaKWqUmN1rK53syVBY8yw7kR9fLrwl5N+mQ4621I/GV9qgQEvg9/MMh3OyzZPaMtOP5TNJlHWpAEQ9A24BJE1U/gV1GoLiBwJHa3WEakopbt7yI/QcfCOUEktTXIquvRnnxTZH+sVsGkjCjy9VJafA6enB2HzOflnn0uSpMNbDtsFZxRLUOvVXLpzCwyTWru+TwsqGQSEf5gkL1t4aL2UAge22tjfEGIJ04p4A/vVeL0hiMgdWYX7zZJufTjN/C3tnL8n28jOGccgx4/KpmEA12D7OsMi77cOD1vbW1lV6slModVNT1kxWp4YX0jMomIP83P529f1LCgJIF7Pm0mJWoyp5ZMx+kR0dpiwuEZTgnKJWJqugcpSTYwIzcWuVRErFYRqSUDWFiayNKdbWiVMs6fmsEL6xqp7bZj0iooTtKz9PIpGFRy+h0enl8frssacPpQycR8cuU0+u1elDIJl7y+PXLOM8al0GJ2ct17eyJRteX7ujhvcjr3fl5FWYrx/1yHoVPKuHF+AZe+sSOSnjxrYhqvbWwCwisBA0FI1aYjlYgjxxUm6ilM1MNAM/zz5mHzS1s7bHsJTnz8/zQfAYGfmyyThtPHpfDBjvDftlgEZ45P/RdH/bzzORypWERa9K+j1dN/C4KoEvjVYnOP/sVmdfupiU5g5tggytJTkR2Wnm0y24lSSPj9O5UR9/MlZQZuL5CwW6ngmKJ4VlZ1k2hQctOxBcjE8ObmZm49oYizJqWFTxIKp9C+S31GCRm+UERIHKLaDpLcfOTTZmApHYeve/hn5752C8cUxfPstw302T3hL/7D0CmkEYHmC4T4cEcbl8/KApEIXyBEY5+bxjXhsQtKNKREqRgYuv6SuTm8vbWVdsuwbcN9J5dw9qQ0+h1ekqNULN/Xwez8ODY19FPZ7uXSmVnsaO7nvuUHcPuCJOgVvL54EuWpUXx8xTRqugeJ1sgpTzGiVw339vvb6eVsbjAjk4TrqpRyyajnob7Xjkwqxun1/38Vt84piOPDy6fS1OcgWiunsc9BuklNMAjzi+Op6rR+/8Fee/jf4fTWQDAA4h/XzkhA4D+JSi7lxvn5zCmIwzz0GVGR9suk/gAmZcZw78klPPHNQfQqGX9ZWEhBwq+rNvHXjiCqBH61FCXqUcslEeGhkkmQiEUoTNHoCgsBqOkaZGN9H15/kJIkHZ/t6xrRTubp/TY+mG2kujOc2rrp2HzidAoG3T5azE5uPb6IR1bW0jsY9qlKMii5YnYOH+xoi0RLUqJUtNr9zNFbOLUsng/3DrccObE8kWWp59IdUpLjVvDPtZWRfX+cnUN6tIrF0zPZ1WJhXmEse1otdNncyCViLpqeyaubmiLjLS4fHl+QinQj5SkG9rQNC4iiRD2xOgUz82JRy6UoZSK0yuE/39QoFT2Dbl7d2IROKcXlC3D90XlsrDdjc/uYWxDHpDwpGckhTvYm02dV8sGONnY0D5Abr6MgUU9B4pE/POt67ZH2OwCZJjVxOgU9Q88ZhKNFYhEkGv7/ftVKJWIq0qKoSIsiEAyxp9WCTiFDLIan19Tz/O/Hj4hSjcCYAfkLoeawlYATFwuCSuBXTZxeycLSxF96GgBolVLOnZzOgpIEZBLxiB9XAj8OQVQJ/GopSNTzwvnj+WRXO4EQJBiU7GmxkGlS89SqOqZmx3DZmzsiDX3HpBgwqka+pYOhEC6RlNU1vfiCQf44Lh288JehaM0fZmRGBBWEnc9FwJ8XFLC/3YZWIWVCRhRxeHhlfwdKmZJHTipgY10fE3PjyIpTs8rlJ14h5Z9r6kZc+4MdrTx8XDHbbG6OzovFIJIwPdeEXilFIRXj9QdGRHxOKE/inW2tPLe+kafPGcumejNmh4fJWTG8taWZaTmx9Nm9OD1OpuWYuHVhAQ1mJzqFlBSjiq1N/USp5fTaPVw8I5MnV9dhc/kRi+D4CV5u3Xovfa4+4tRxnJZyCxfPyEImEfPS+kZy45XUur5EK4kn25BPRWIGkiHxUpI0sp5iVXUPT58zln+uqaeme5ATysMu8BVpxiOuEnL7AtR2D+L0BMiN1/6gpYDF6eVgtx2JWERego4LpmYyJjWKHpubG+YXUPZDtR0KDRz7AGTOgp4DkDsPMo/6/vECAgJHRLD9+L8jiCqBXzVTs01kRKs50GVj0O2n1ezkzx/uB+Cq2dkRQQWwu83KI6eV8m2dOVL8eUFxFC3OIN5AkLNKk+n5og3rWCNuXziaJWK0CGg0O3hhXSOxOgU+f5D5xfFc/nYlNrcfsPHevl6ePSmHT+r6WLrbx5RsEwMO76hziUUi/P4Ap1ak4Ku20rm/m36Njw/qw0a0l83M5KHTSnF6AijlEpbuaBu6BrT2O/H4guxoHkCvlDEuPZovK7toGwin+z7b28mSuTm4vEGW7+vkitnZTMmOIS1GTTAYQiIS8fy68GrHabk6vu5+ij5X+Lo9zh7W9b3MnKi/cP37VQAUJem5avYx7G62cs+WWs6a6ODSmbmYdEomZkbzzLljeXF9I7E6JYunZzAuPZqKtCic3sAPpvucXj9Pr67jH6vDjY7LUgw8saiCDNNog9BOi4tbPtofKYo/c3wKNy8oZGbeTzDXjcqAyZf9+PECAgIC/0YEUSXwqycpSo1MKqG6y0ZpsoGKNCOBUAi9ZLTTd5vNzb0nFuH0+NHKxGRoxTy+uROjWsYxaTEM9pnJSNRTGK/jQPcgFpeX7FgN9b0OKlKNzCmIQyWX8OSiMTi8fiRiMe0DrojYAfAHQ2zq8/Ppvh5SolT02T3MyjORaFBy3/LqyLjritQkvP8MW8rn4k9JJzs1nsk2F8cUaNFK/LxbZeWZb8PCJy9eS3mqke3NA4hEEKOVY3P76LN7CYVCVKRF8eaWlhH32jfoYX1dH8cUx/P3r2r54uqZkZ5ya2p6kIhFBIIhUkxivhlsHHFsi72RGt+wx1VVh43tzRY+2tXGHScUU9M9yN42K3MKlShlEo4tSWReYXx49d9QNEopk6CU/XBqrbpzMCKoAPa2WdlYbz6iqNrRPBARVADvbm/juLKknyaqBAQEBH5BBFEl8KsjGAyxudHM21taSDKqSI1W8+hXtQSCIc6ckMqGuj6y47Qckx3F8QUxfF4dFgdFiXr67V4G3X5eGIrSiETw+MIsQhPS0PvF9Ni97HullsvKY6gZH83T25u5ZW4m6QY5e/r9PDLkkyQVi7h5QQFySYjoI9QViEUiji1JQCOX8MGONjY1mLloWiYPnFpCt82DRASlGz8k9PFSJvebeWjcOWgr0nj4m4OsmbyTA9IC1tUNm0HWdttZUJJIWYqBsyem0WV1Y9IquO34QjQyCTEaBSLRyI4xCpmEE8uTcfkCiEUiRIcFykwqMVcclc2rG5vYUO1m/pST+bjh7cj+BWkns+xb94h7cnr9uLxB1h3sY2tjP6sOdJMTryMtOtzj73trmX6AwSMsDzc7PEcYCYNHWCAw6PYfYaSAgIDAr5Of/ikpIPAzs6fNwnkvbuWzvZ2IRSJu/Xg//Q4vVpeP575t4JxJaZg0ciRKBXOKk3jm3LHcd3IJC0sTSI1WIQLOn5pBrE5BKATP7exFIxJR9Xkzfa12gsEQbbv6mBCQ8eLvipnatI0YlzUixCAcjfqmuge3PwAiEedWpET2HV0QR6fFRbJRxdKd7Xj8QXLjdLSYnSToVXywvZU3trQQdITtFELrv2VSVLh1jUwiwiKPxxMaHeHRKiTMzDXh8PiJUsuwOLzUddvRKqR8c6CLC6ZmRGqWypINeP1BfIEgjX12bpyfT4xWgdvvpqa/hjTLejQyL9fPSuIfR0lYGH0UV5Rdy7jYSfwu80riRfOQiIf//MUiMGkVuHwB7B4/armEhj4new+zgDhEs9nBm1uaeXhlDesO9uL1B0eNOURevI7Uw5Zki0UwMTN65KCAH3oOcGx0FxeMi0GnCP/WM6hkFCYe2bl9wOGl3+E94r5AMECdpY59vfsY9A5+79wEBAT+t2gyO9jVMoDZfuQfbv8JhEiVwK+Omq5BAsEQcToFavlo8XGwx87LG5p4dVMzD59RxttbW9hU388fZ2fz4a4OqjpsKKRirj8mD5vLR06cDvegD1uPa8R5umosrLCGaLWkcHdsIsHQ8Ko+vUpKSbwSsQh2tw5wdHkikwpMBIOQoFOwr9PK5oaw0efi6ZmsO9jLl5VdvLqpiUtmZpHoNCO59wuCgLisHI0phqdWHeTSWdm0qOMpCDWRpJfTYQsLA71Sikgkwu0PUtc7SJRaTpxOiT8ErRYX7+9o5+iiOP44OxuHJ4BeJeW9bW2cNzmNC6ZmMikzmj5nH4/tfAy938PJ4mjU8gMsatiOvP5rEEsonXUn3e7LeX9rH3ZPBxdOy0Qjl9Az6CFer+Tdba2IRFCeYmBVdTgN5w+G2N7cj98fIi9Bi0Qs5uale9k0dO//AF69cCKz8o+coks0qHjx/AmsOtDDgNPL7Pw4xqcfJqp8Ltj6HHxzF1HBADdnz2bu6efSJ8ohLzpzlEu71x/kq6ouHlhRjS8Q5IZj8jmuPBGVLPxR5gv4+KTuE2p7LAR90SQaW5ifW06KLgUBAYH/Xb6q6uKad3bj8AbIMmn4x9kVFCX9501LBVEl8LMSsNshFEKiC0ccAjYb7upqQh4Pivx8ZHFxBIMhqjptVHZYUUjDzuKXz8rG6QuLh4tnZBEMhXD7AryzrRXVUB1PIBji5fWNVKRGMTYtij67l6qOsGmnxx/kkZW1nDUxjZuW7uWRk0oxJKqxdg47BquzdOxvbKff4WV9k4Xzp6bz4vomLi5XcL5mCynty3FKj8JccCYvHujlnW0tiEUizp6YxvgMI9NyTOxoHoj07zt03efXNfDmZBVBux1ZeTmBK64lKJLx54UFaJUyum1KBqKSefo0Bzu6A1jdAdz+IH/7sgaPP8jFM7IIBEKsre1jdU0PfzmugAunZbC+rg+vP0Rego5QMMT84njyE3QUJupwegPs7tvNJ/WfcHrKHHpkIqZ4PWFBBRAMoF19G6ef/AQlRTG09shZubOXi6ZnkWRUYvcEuHBaBr5gkLe3tAJQnKhHIRXx8Jc1bGnsZ2J6FFfPy40IqkN8uqf9e0UVhKNVed/XJLZrP3x1e+Shsn418SkVvO5bydF5j44avq/dyh/f2hV5/KcP9pJoVDEtJ+xXVmepo7c/itdXanH5AiikYqLPcJAimKoLCPzP0mFxccMHe3EM2e809Dl4fXML959Sgkg0ejHSz4kgqgR+FkJeL4Nr1tL7+OMQDGBasgT1xIn0/u1hrEPtghR5eaQ8+QSb3CoWv7odfzCESARXzcnBqJGxvaqfbqubLyq7AIjVKfjb6aU8vaYhch2vP8SU7BjaLC72t480hvT4g0jEIjz+IH9dXctt83KRb+1lsN1BSoWJzZLhFNLmhn5uXhA2uju27xWUAz04NPOQ2ALE7X+O/e2nRVYMvrC+kfSYEtYf7OPqubmRqM4h3L4gA+m5qF9+C03tfnq6uvDF6Gjoc/L21lZa+p2YtHLuOaGYlGgR9725c0SrihX7O7n9hEKeXdeIWAQOT4Bn1obvua7Hzvj0KL460ENLvwOVXMLHuzuI1SnITw9/eHzWuYFTJtyGvnHDqNdl0NLEB/YVRCmjuGDOWdz09l6CoXBa7rWLJuL0Brh6bi5Rahl1vXbu/vwAJq2C647O49m1Ddg9gUgB/CESvtMouN3eztbOrfS7+ymLLaMirgKp+Hs+alz9ozbpPHa2926nzd5GQXTBiH3NZseo8c1mR0RUubxBPt8mweUL14t5/EEe/aKNo3Iyifr/MCUVEBD49TLo9o8yJN7fbsEfCCGT/mdFlVBTJfCz4NpfSfuSJXjr6/E2NtFx7XU4t22PCCoAT20t9u3beeSr2kiRdSgEb25ugRCMSY2KCCoI97Jr7HPS2j8cbZpfksCNS/dCKMSM3JHRkrx4bcRxvGfQw+puC29LnUgWJNKdqUCqk7N4eiYnjUliSnYMm+p6kXqtSD16mv65h5b736Pxvk9xWzI5JWdkGtLm9vFNdQ9rD/Yyu2Bkv7viJD1fVfcSWL6MupRCdqeU8lFlLxvrzbQMzX3Q7eehlTU0mZ0kfccwMy1ajc8XojxVx5XHGFGrBzEMFcufWpHC02vr2dbUT7fNw1Or64nXK3llQxM2awoykQxPwMOdVS8iS53E4dXrQXUMByRBKs2VZOgzOGDZRbxeiVwiZmFpInd/XsUlr+/grs8rsbh8PPRFDZ1WN/varTyzpp5TxyZjd/u5ecGw0Ek0KDi+PGn4efHYuHPjndy+8XYe2/kYi79czLaubd//RjHlg/qw5tEiES36eBQSBTrZcHQr6Hbj2ruXSeY6LivScrgdVkbM8ErCKEUcvYMji9t77d5wbZyAgMD/JClRKmZ/J1p+7uR0ZNL/vMQRIlUCPwveluYRj8XR0Qx6Rq/kcg86mJgR9jxKjVLxxf4uKjtsqOUSQoy2TPAFgtyyoIA2iwuZRMznezuwuf18tLuD6+flcfOxBWys7yMrVoNYJIo4gZ85PpXVNT0clR1NSYKGF3e0s6IqXEOVF6/ltLHJbGnsJy3exMBHTfh7eocu6KPrqXeIvnfq8L2IIMEQNsdLj1Ijk4i49bhCNtT1kRevZVKWCb/Hg0w5idUOJd5BO9NyYlBIJYxLj0IpldA24EQpl6BTSFk01KR50OMnTqfg7PGpaGROxlds4vW6d1BJVVx4zFV88G0sCpl41C+yxj4HCQYl+9uc3FTxGPusK1FKlbTHZBI69Xk0VZ9gV2jZGZ/Nk3VvYVKZsHgsZOgKmJ0fR7xegU4p5fO9nQAopRJ2NA+MuIbDG0AmEZMTr+W4eB2TMqOxOn1kx2lJMg6LwkZrI5s7N0cehwixsmklU5KmHPmNEp0B532Ef/dbeK0tHEyfwENda7lr6l0k65IBCHq9mF95hb7Hwj38TktJJuey23io2sd9v0ug0beSjds6mJI0hQkJE7hweioPrRg2Yr1kZtaoaNr/Lwe7B1lT08uA08vMvFgmZEQf0fhUQEDg50ejkHLHCcVMyOhkV4uFhaUJzCn8vzd3//9BEFUCPwuypKQRjzsvuxGRykRycjK+9nCTZJFCwU5NMi+sD6+60yul3LyggMUzMnl7czMnlCdRmqxnX3u4TkohFZMZo8Hh8fPapmY8h60663d48YeC/PXLajJNWrRKKUWJes6fkk6hUco4dzuT5ufz6Z4uPqzupTjFwDc1vXgDQWq77ayvM9NpcfG62c7VrZ0j5h6028k0qChN1iMWiTihPIl3t7by+ynpZJg03PpxJWIRlKUYSTKqueLNHbh9QVKjVFx3tBGvP8jKA918c6CHq+fm8tCX1RFrhMlZ0cwv0fLwOQl0mRUUa6Jo3dBFe8lB3mt4A4BB3yAv1T7AWeMfIeASoZFLIrUDALnxWtbV9hKrU2IbMHDvzHuxeqwsWbWEnT07WVKxhF09u1hX+xqxqlgWFSxief0K1M5jeGtr2PuqLMXA7Pw4Vtf0YHH5yPyOj5RCKmZeYRxlKcah8eH/Q6EQbbY2ljUuo9JcyayUWYyPH8/27uEmzNGq76z2+y6J5UgTyxl0DxCyNfNo0alkGDIiu7319fQ9/kTksb+tnRk9VUy96kz+vPFadvbsBODVqld5eu7TLJowidQoHXtaLRQnGZieE/Nvravosrq45LXtNJrDUcdn1tbz9iWTmZQZ8y+OFBAQ+LnIMGm4YnbOLz0NQVQJ/DyoyspIvPceuv/2MCK5nL3RGZzgaENzwvGI5HJCXh/WgjJu2Ty8LN7m9lPf62D9xmZuODaPzfX9LJmbS6fFTXO/E4VUTK/dw4DDy++npNPT1s0CmQUtfoxlmWzsc3LJzCxa+p2kRKlZtreTkiQd+SYFNb48rnx7T+RaUWoZ505O46UNTZw8JpkotRylVEwIGDjmZFS7h8dKZ8+lXRONQeXGHwxx//IDBENw4fQ0nlwVFoTBEBQk6HhkZU2k9qp1wMVXB7qZVxjPNwd6SNArqeuxRwSVVCxiZqmD9zvvpfVgC+WmcjJNV2BtCWApGk57Qjjik2LyUtcc5KYFBby4rpEOq4szxicjNWzi9jOTCDkUzMpLAKDZ1hwRG0/seoIpSVO4e8o9xChNdA7auDDvdg70NXPVCX7ilCl8tt1DVqyG1TVhATUhI5orZmfz4pCz/D0nlTA5a1g0BIIBtnRt4Y2qsPArjy1nZ89OVreu5rpx17Gndw++oA+T0sQx6cf8qPdMlDKKKOXoZrIBp3OkQRcQ7OvF4u+K3OMhVjSuYEbKDI4vS+L4spHC/t/FwW57RFBB+LXfXG8WRJWAgIAgqgR+HsRKJcbTT0czcyYAhjonmr5WglYbAx98gFinY+/Dx2Fz14w8TiSipnuQTfX9vLi+kRfWN3LDMXmUJuvps3tJi1bz9OqDnF0Uze/7NiGXSSEYxPfRbuTFc3l2n4s7TyjmwRXVuHwBDnQNsqFeySkVySOuM+D0Ea9XMisvlrYBJx/vDkfPJGIRaceOofzev+LfshFnUgarjLks/byWGbmxfLCjLXIOu2eQWPVw8bNaLhnhvA7QYXHjHooqOX1+NIrhP7m5xVqWdfyNVns4WrSnbw9L1e+y8LRTUNvTR5xHJVWRaUzHPqDk413tFCbpmZkXy4FOK8WZ2TR1ecmJDkYiMmqpGqlIij8Uns+mjk3Eq+NZ07qG4uhi5BIFq9tWARCriuXsKeeSq9dSklRO4VBz5Yo0I+dOSkcpk4xqRbOvbx+Xf305wVBYQG7u3Mxtk2+jZqCGUCjEe8e9R6ezkyxjFsnakc89QFu/k71DCwvKUgykRKlHjTmEIjsb5ZgxuHfvDm8QidDPOxqHWD7iHgGStD+PkDqcw1/DQwi90gQEBEAQVQI/M7K4cF57OnaUfj3t77wDoRDOxX9Eo1UzLTuGDfVhR/SKVCNdVhdKmRhfIPxlnWRQYnX7eeS9PQRD4ccPnFJMdFMNErud/o8+AkBRWMiccZO5GzH/XFPPvMI4PhuqEeqwuo/YbT3VqOL40kRuWLo3si0QDLGh081mUSobo+ZREWsk3qBkhtZPknG4LifFqCRBEcWZBWq2twzg8Aao7LAxM9fEtwf7IuOmZMWAKIRMIsLhCTAm1UCMRkb3oIcYo42NnU0j5lQ7UEuCajOT7Au4tfwe3mt5A6PCyKlZ5yFDwQc72lg4VoRftocQIs7KLuWBTwbos3uBGipSu3n2vHFkGDJYUnEtf9/5MCFCJGoSMSqMWDwWcqJzeLXy1cg1e129mN29fFx/B68e+yoxKj0AIpFoRL3U4dRZ6iKCKlYVy8k5J9Nmb0MmllFvqacguoAZKTOOeGxrv5PFr2yjtidsQ5EXp+XFCyaQGn1kYSU1Gkl66EGcGzfh7+tFPWEC6nHjyJCI+NP4P/HQtofCkTxtCsdk/Lio2P8PhYk6rpydHWm/U5SkZ1q2EKUSEBAQRJXAz0zPoJvGXgf7O6zUduuY8PibFL7zDH05pexutSKTirnzxGIsTi+VHTa+OtDNVXNyeHmowHx+SQIvb2iMWA50WN2srjXzB4Uf65CgAvAcOIDW0odEHI/bH0Ax5GUlFsG8wjhKkvXMyIlhXZ0ZqVjExTMyie7zQvRosWXSyimM1xGvV/JVVTfL93dh0sq5/fgi/jg7mzidEpVMzAf7Oxl0eHl8YQntnXZ0iEgriqIwUU9tt53CRB1VHVZm58fy19PKcHoDvLCukYY+B3E6BY+eWURjaApbujZFrj0pYRLV/dWYtCfw8AcKpmRfw6RcLTarhJgEB5fPTmNHaycmfR4W8WaeqPoTx4+7k9fX+UiPVnOwx05Vp43yFCNjjQt46qgyBn1mKvt38lrVa0C4Duq7BENB2u3t9Dh7iFGNFghdVhcdFjcJBiVJRhUxyuExp+WdxvN7nycQCkfkymPL2dyxmYmJE49opbCnzRIRVAC1PXb2tFq+V1QBKNLTUaSPjN5JgTPyz6AivgKbx0aWMYs49c9fnKqSS/njnByOLkrA6fWTG6/DJESqBAQEEESVwM/IgU4bf/uiGplUzJeV4ZV27wJ3nnMNUT4PgZCENTW9rKnp5eiieNKi1fz1tFKC+IYiL+F0oC8wUgR0WFyok0R8twFJaNAGxPOH6ZnUdA2ilIm5em4uH+9q5/yXtrFkTi5njE9FDOTIfAyK1Hy0rZnTxiazdGc4/RejkTMlSkew0kaHzMPBoS//PruXB1dUc/dJxWxqMPP21lZ0SilnT0pnY3s/6TsHccnEUBhFUaKWaI0cqSjESWOS+cfqOqI0csakGmkdCNfiTMyM5s5PD7Kg4lzis+PY17uX8QnjsfvsLEw/ldvfbsHjD7KmxsqaGitPnlVKQ4ebWz48ELnfk8bM4cK8UkKhAJfOzKKq08bU7BhCoRCXvb6DBWP8zJUeJL56GbO1cYzPO58/HXyTbkc3RdFFVPVXAeHUokqqwqQ0EasOL0t2ePzIJWJkUjG7Wga45PUd9A56iNbIeebcsVQkVnBB8QUsb1xOs605IqgA9vTuYXbq7O99XwSP0NVmtMwbTVOfg/peO7E6BQUJOuRSCXKJnKKYoh9x9L8XlUxKearxP35dAQGBXzeCqBL4t+Py+unuGeC9HV2kmzS8srEpsk8uEdPTP8iUYhP17T50CimDHj9fVXWjlkvITTGg8+3h/ZPzaXXKidM62J9pZEujJXKOBaWxdHdYkSYk4O8aKuiWSJCkpnF5YTYyiYhGs4Pbjy/i718fpHcw3Afq0a9ruWxWFrlxWpb3ePAFXCwsTeTb2j5uWViAUizG1Oen9s064vON7PPZRtxXh9WN2xfkxfXh+3F6Azz+dS3XzMsl7Rgjq81WnvuskkmZ0WSYNNg9Ae5ZPlzwvv5gH2eMS+WtrS3E65V8vreTJ7+E48qP5ayiOQwGu0kyJjLQmYjHXzfi2g29br4+0D1i22d7OkmJyiJWJ+XpNbWR7U1mJ7OKVJSHVpP6+Z2R7bNVUTy18Ak2WiREK/QsrOjEGTTjCXjY3bObh2c9jAw9b25p5qX1TWTHalgyJ4eHVlRHnsN+h5c7Pq3k3UumsGTsEk7NPZVP6z8dMS8RIvKi8pCaG6C3GjSxkFgG8vCKwvJUA+nRapqHPLvSo9WUpfxwO4ldLQOc/9JWbG4/IhHcd3IJZ09K/8FjBAQEBP7TCKJK4N9KIBiib8NmRJ8spb7gNOJjdESp5dhcPmI1Uv6e4SLmhdsJDQ5y5h8uIf/YKdQ7IUGvIsEoo7a/Fp3sGLZY3ajkMsxOPyeP9zOjUEZdt4fMRDcW8VY2uxJZeMLxBAfthDxuZIlJHAiq6OtpZ9qEXJ7/1s3BHntEDByipttOWbKBQY+fL/d3MeD0cc9JxVR3DTI3xsDOL8Kr+cyNgyycGcuTvcMO3lOyY+gedI84XwjIj9fTaHHRanXT2u+k2ezk7Impo6IvZocXpSxsRicShVOTwRAs22Nl2R44d1IJaUYdKqcPkWh4wZtCKkarkBKvV0bsJQA0cikyiYRPdo90dF9f18eJ49JJ6O4YOQHXALTb+cdaAyqZg0tmjiFWJ2NsloTziy4iSqXn090d/OWj/QCRqNDhqTqAhl4Hdo8fvUpFpiGT+enz+ejgR5jd4dq484vPZ7xIAy/MAc9QPHHuHTB1CUikpMdoeG3xRHYPNWsuTzGSHjPSwmHEcxwK8eqm5sgigFAI7v68imk5ph88TkBAQOA/jSCqBP6t9NTU43j5RTpmn8DRGSbMATH3n1LCgc5B5kgtyK+8Dn8gnCqy/fVB0l99n0873Dz61UESDUqunpvLE982Misvjoe/Ho6+LDnWwAHRvXxT30FeVB7aweuITykne9s3yO1WQlOno4tRsFgl4bLPajhzQgoVaVF8VdlN25Cren68jrGpRm74YC/+YIjTx6VwsMdOh9UNItjTY0MkFhEKhvC6/GRbQ9w8L48vanoYk2ogOUqFXjmyBuuq2Tk8vbaOPa1W8uN1XD03l79/fZAv9ndzwdSMEWNFIihI0FOeYsCoknHtvDwe/bqWUAiyTRpKUgyo/GIS+np5ZkEmb9VY0ChknFacxANrDnLjgny2NPQz6PEjFsHvp2bwdVUXhUk6drVYItfRq6SAiEGFlsTvvD7RcUlcPTeJeIOSez+voiTZgMMbT99gO4kGc2SehwTdV1Xd/G58SqRNDsDZE9OIP8xMsyCmgDcWvkGdpQ69XE9+dD6q5TcNCyqA1fdB3rHg6IX2HaQb0wnFTcMeUhGj/eH2McFQuKbrcDz+IB7fEfKIAgICAr8ggqgS+Lfi7+9n5YKLeHSPDWrque24Qq5+Zzcef5CSzEFShgQVUiniE07hi35RpN6q0+rmwS+quW5IbBzO0s1eJo4fT4fjU8bGTsDsUnPFLgs5SfO5bHom4+QOLBI9p7y1h/HpRhIMalbs6+SG+fm8u62V2p5Bzp6Uxh2fVkbO+eaWFi6dmYVBJeWfa+tI0au4/aRMGta2MXfWACb7K3j9URSPm8Nftw2glkuJ0yq4YlY2H+9uZ1y6kT1tVjr6ndxRpsLoHsDuUDAjx0SIEAa1jDkFcayq7kEhFXPlnBwa++xIxCJiNHI+29vJ4umZhELhFjzrD/bxp2Ij/tfvQ1Fbwx2FhYQCAQxpf+b8Sak89U0dN8zPZ8Dpxe4JsGxvOwtLk5iSo2VLQz8t/W6UMjGXz9Mjkjjpi68gMfdodAe/Aomc/mm3cPVqPwd6wwL2hPIkihL13PP5AbxDqy0zTWpOqUjmw6EaM5vbxwllSSQb1ayu6WZ6TizHliSMcg9P0aWQoksZ3uCyjHxjBP1gbYW3fkdIE8+nY57hz+/vxukNMDkrmvtPKSUrVnvE95RELOKCqZlsPqyR82ljU0iP+f7CdgEBAYFfAkFUCfxbsZqSeGJZ2KJAJAKXLxBxPjfrTaRIJIikUrpufYi3HEasLSPrlixOH0q5BJl4ZM8mmQR8IR/j48ejlauoKJOQGZtHZoya/Lf/iTUpjf0lszGqZJxSkcJfPt5PtFrOJ3s6WVCSwJNzK9jXNrLhcniSUNtt5/JZOYhFIm7f3siLJwdJ+eICCPpRAjNUz1Nb+CIOqZiqzkESDAqumZdLlEbOXZ9W8c80G9oH7ibk8yGJiWHqg4/SGZ9J64CTGWMbOK6iiH3NYt7c3EKXLZw+PGtiGhvrzWwcspMAyI7VoDBacdWGvbs8B8JF6a5tW8k97QwCu+D2TyuZnBVNcZKBy4/K4clvDlKereehRXE09/kRi8XYfD0UxKdREjeersQSAtZ2LB4V53xood0aTod2Wt0kGZR0Wt0RQQXQ2Ofkd+NTEYsgWiPnwVNLKUrSU5xs4LwpP6GGafyFUPP5cMir/Cxo/BaA+qIruHGtJ/K+2NzQz8rKbi476siiCmB2fiyvXjSRvW0WUqJUTM6KiazwFBAQEPi1IIgqgX8b3o4O3LW1+If8D0KhcB+5QzzeEOLV+/6Kt6GRG2ol2Fz9nDs5nS2NwxGItGg1BpWUy2enc/dn4WiVSATnzzQi1ZVS2VfJC/tf4LxsEwF3BSurutk1/hTOknRTnKTnuqPzaDE7uXxWNm0DLuL0CjosLrY1DeDw+JGKRZH5AcTrlDy7torfT0lnV8sAjf1OxOaD4cjKIVwDlErb2KfIpEgT5PqVdcwpiGNnywA3jDWiu+0Wgr5wP76A2Yzkg3cIXno9m5s6OCh7FafPze9S7kApExGllnFyRTKVHVbGpBojdUUARxclIFKO7LkHINZqeXp1C1FqGdfOy+Wp1fVsbujn4hlZTM5ToFX7iJcXcsfaHdR22zm9PJaJaj+v11QjVaiZmTeOTXWdtFtHFrqrZRIsrtH9GL3+IOdPzWBeYTzTckwj9g04vOxps2Bx+ShM0JGfoD/ymyFzFpzzIXTvDxeqZ8+Gbx8BoE+dO6LFEEB1l+1IZ4mgkEmYlRfLrLzYHxwnICAg8EsiiCqBfxuuXbuQDnqZX5zGl5XhVXlapZScOC11PXY6B718qMgiZ2oBvR+HozCNfQ7On5rBt7W9FCRoObUiBYnHilHr4qrjPThdalQqO++03kqWMZ1Ox1BfvhA8v66RS2dl88819Yw7tQCNCMZGe3B4ZDz4RTjaY9LKueKoHExaOU98U8vV83L5uqobXyDEMcXxtPQ7uGRmFhq5hDkF8bQOuLCLRkdM5LoYNtT3UZQuZkJGFIUJOqI1coqjAvis34mAtTTj9gZQyaRUxFWwrGEZb7T8mXNnLyFgK+flDa30O3xcOy+X1CgVe9utHFscj9vr43WHjDPPOAvH+28DIElJJTBmAt9+EnZdr+myc+KYJMSiELFRNjSSGvKiTmTlXjO13XYemCHnFOsTKD/8kpykqaxKu5KHVpiZVTZIXoKS2q5wpOzy6Sbm/b/27js8imp94Ph3+2aTzab3npAQ0kMPgdBFmqAoFmyIXuwF2xUr3mu//uxX9CqKwFUuKEqxAEqRXkIPhDTS26bupu7u/P4IbFiDChoN4Pk8T57HnTkzc+YkJi9n3nlPpJZNhQrCPHUUnFx25ZI4P7bkGqk1t3Hb0AiH22pqs/DKd8dYvKOjL85qBYtnDSQ5pOvSMlQchK/ugoaSjrf+rvgQkq/lgD6NH80hhHpWc+K0pV7Gxvmd9c+ZIAjC+UoEVcLvUlhjxmhqw+CkItM5HIW7CltOPX8bFkG71YZKKWdKsj/eLlo4+UjJRaMk2MOJoppmvj9aiatWyQNjolEqZLy3OY/BfhKjo5w4SA7LSj8BQClXMrXXZH4s+RFfXQCmhkBskpkwTx1B7k44OavoV7saTmzh3pIbAEgOdiM1xI1XvjuGQibj2oEhfH2wDGeNkusGBrPmYBnN7Vb7TJlGKedvGRF8ZZQTEToK3Yn1ADSm3s53NT7szK/lpr59SLA28dzXR1Er5ASODmf4pRNo/Xq1fUzqxk2hoKGdKG93/P2HEOgSSF1LHQEGLZWqH7lnshvKthhUaEkOVTA8xciK/OfxdYlCZc2g7KrxhA4fgdVkpiU4gku+yLWfu7KxlVG9vfDxqMMibyXa/XLcte7UNecQ461lUuOnaLNXAqAr2sAoycIy64OUNFaRmHCUS1JTmOYmw2/PM2iWlTBj8F2MuOFycuqsWG0SzW0WWiw2+oV54P+Tauo5FSZ7QAVgbrPyw7EqAtycKKxpoqy+mSB3HfF+zqi2vNkRUAG0meGru6ibuZUH99STU1nIrUMjqGhopaKhmWsHhjKsl5iBEgThwieCKuE3+/5oJff+N5PGVgvhnjouTfBn6+FK/A1a5m/qeFtsQLgHaoWMEzVNXJEaRJvFxpf7SriqXzA782s4XmFiXJwvLlol23KNFBqbGBQRzJWf5jF7+FgeTUmm2VpHH48AqhqqmBE+l8YGfxb9aCIjyp2V+0u5dmAIXvWHcf7uftr8+hKmh5zKjiVi/r2xMyCZvymP2RkRfLqrCGRwWUoA93/WWUeq1WKjvqmdmLBebNO8QO9+ZewtNvNBtoZ9ZVXcMzKKxXtKSAz1xFmt4IFxIRj0dZROuxFdRG+0hXnUxSazxOrHGFcVaqcyPs1eyt7KPUBH/abZSbN5c/88roq8ikHuM1l1oIJ2m5b+gVeyOP+fJHtVsKetH1VhPryw8wVGV/yT5tPecnPRKOkT4Eaop+N6egPC3TFWlOBS9IPDdqeSLQzv/wge7oH8J/tZ7o+wErrmI2ip6+jTmgcJmuZJUPzlv/r9/um7dulRXh3r/O0u4l9rO95ilMngrauTmFDjWGeLpmqqTG1kV5jt3wtfVw0pwe6MivVBpxa/igRBuPCJ32TCb1JU08RD/9tPY2tHTk6+sYncKjO1TW1MTQkgxENHi8VGlK+GOjIZa0vhqa+O8fzUBKJ89BTVNOOmU/G3YREU1zXhqlVxtLyRYTHeSJLErKER1DdZcGvohRyJaklBnLkCP4uWAxI8f2kIKq2Ox1ZmMy7eDydzx+NGdfke7sgwsqvUhRaLtUu/9RolT0yI5UhZIzJZl924YGHpniL2FdVjcFIxd3w8KZZGbu5vJdW0luC2ZTQ39mfoVcO469Bs6lrruDribvoMHU21aSRWq8RUH2c+2pJPRmKLPaACkJDIrs0mwDkAJ2K4c8kBe5K47qCaG8beyeLclxkXcgXZtfu5MuZKvFXNTE7xYtW+avxcNTwwNobVB8qYlBTgsKxLv1APNPIEmneNw+ngJ/btTcEjiAoPIzpYyxzrHOLqjfaAyu7EFjiLoCrKx4UpKQGsyCxFJoOEQFeOVTSSVdZoz0eXJHju62MMnvwMHkundB4cPw0fT3fi/F05XNaRP1XR0EqUj7MIqARBuGiI32bCOduWW82+wjqM5jaH7UU1TQQYnMgsrOdgST351SZuHWlgVfVrjHB+CUkCi82GqdXCqpOLHa/cX8Y1/YP5IrOIw6UNHC5tYFSsDyW1zYyI8eaN749T29TO69OTePSAHw+ku+HhouWDbaWY26q5JT2C+uZ22g0R4J8EpkpSt97BytR7ORDchwWn9U8mg2APHWV1LXy8tYD4QAPj4v3IqTQxOtYHi1UiNsjA18frAKhvbiev2sx/dxYyIy2X4B1zAXAqzaRP2W4eGfQ4Lx99gf/mvUG460q8Gh6mt68XsxbuQZKgd6gWuUxuX3gYQK/W02Rpoq3ZhzZrZ2HRpjYrblIyaX4ZtFhaUcmUvHfwfeQyORGuvbhlwhgG+qbzyKdHMZrbRb9PzQAAQJNJREFUKKpt4tnL4lEqThUTlZEY4gG6e5EUNmRHV9EWOpTGAfeQGOiBq7WVm1xisOms4B0LVZ3L3eCffFbfdxeNkrnj+3BpvD9NbVb2F9WhVshp/Unw2txuw+qXCpe/B8e+gaD+0HsCBhdnXpqWyCvfHmNPUS1TkgOZ3j/krK4tCIJwIRBBlXBOcipNzPxoNykhBkbG+PD9sc5q3mlRnizeXkigm4aHL4nlSHkD0d7OhHo/h45g0sIjqGtqsyexn/LN4XIyojsXwv3+aCUf3dSfxTsK8XLRMGdsDMdLG5jp60WLwpVHv8y0rwf49g85/OvKJPa2h/JPxYv0CrYxzbcMhbWZxlYL943uxeoDZSgVMsbF+9NiaidAkmOxSewrqmOEszfT+wXzzzWdQcY9o6J4b1MeGqWCzKI6HrkkmvAjrzj0WVm2l+ZiK1cGz+Xd4/cxyHsi/91nJszD3T5rs24/TBt4G0vz3gXA28kbD60HDW0NhBo8ALPDOWsaVUQpZ1PftJGhej82uPUiu+44OfXHiHKN493vK+yB7Od7S7h7ZC8CfpL3hFcvDg66hR/c3dhRl83BH2fxycCnSdr8DrKS3chlcsh4BPI8oHgH9J8FUaPP+vvvrddwycmkchnw+IpDzBgU4lAc9IExvfD2cAeP6ZA43eH4uEAD/74+lYZmC54umi71rgRBEC5kIqgSzklRjZnp/YPtn/85NZ6tx6vJiPEmwtuFgeGeKOUyjOZW1mdVoFX6o1YG8+bm45TVt3DdwGCiffT2R0AAMX56Thg7A4x+Ie4dFcMHh7KrwIhakoj3dcXXIuNgQ2uXBZaLapp4bf1xAH4EvnPzYGgvLxKdZbz9Qw5pkV5YbRJvrD/Oi+P7oKuzkBrsxt6iOvQaFe9tznM437FyE/eNjia7ohF/Vy3uzlpaAwbiVLq7s5HOA09vPypMOv6e8jLfZWpobG2yzxwB5Fe3sHlPDE+Omk+esZLR0ZGYjAcZG3s7Fmc5o3r7sP5oR1B676gotCoF1SaJYdphJC/L4N2/beS4pRG1QsuXO63szu8MYHv5OtEuNQCOQZXVZuXdQx+wuWQzAGq5GveiPchKTvZdssHGF+Cmr8E1AAxBIP9t9Z7Se3lx27AINmVX8sCYaDRKGTF+rvQL8/jF41QKBeX1JrbmGglw05IY5IZW1JwSBOEiIIIq4Zx4uWj4/mglhScXw1XIZbx1bQpFxia+yCxhQoI/P+ZUk280U9/cjr9ByyvfZVNW3/Eq/5KdRTw3JYG3N+RQXNtMpLczt2dEMm/1EQDGx/kR7a/nnk/3YXBScU9GJM6HG2nxUFMQ7ERJebPDMioAThrHP8gldc0MivBAq1QQ46dnY3YVAP3D3PH2dqJCo2BWZDiZRXX4umrZdrIAZ6SnlutC1YT5a7hvfY59rbkZg0IIDZ5MbOAetCXbwdmLIwNf5q5VFSgUMl6e0ptDRR1BXbvVwjUD/fhsZzlKuZxB4X4s2VTHZclJxHmHsL7ag8PmZlpqLUxNDiAjxhuZDFYfKGN7Xg0KuQzNsAjCrv4WX69YJLOFvGozw6Ob2HyskQJjM0HuGsb3N5Ndf4BQ9zFdvkfSaasOapVadM0/KfkgSWBpBfezK+ZparGwIbuSVQfK6OPvyoQEfyJ9XPBy0XDPqF5c1T8YrVKOk0pxVgU5Nx2v4paPdnGqXNjzlydwzQDxGFAQhAufCKqEc1Lb1GYPqKBjAeW9J2pZtL2Q5nYr3x2u4Jb0MOrM7RTVNKNVKSiu7Vy3TZJgS241N6eFUVzXTFl9Cy9+c5TrBoRQ2dhKqIczf//i4MlrtfPIl4d4Z3oKb63LJrzemSNlDdw9MopF2wtparNwc1oYup/8IVcpZJTUtRDqoSPYXcfAcE9cNEoivJ35x+qjHK80IZPBXSOi+P5oJdP7B1NRUMJNhZuRf/Q/5C4uLJh9P/eWeVDc0MZnu4oYEpVCYcLrRPevYV+1nGfX1dHU1pFL9OJ3uSydqKZA2ZuN+VVEBlfwarQXbmpv5JKG0bG+ZFc0svpAGd8frWD1wZM1vDRKnp7ch2PlJvsSLFabxDsbcukX2o/ayiZmL9pDgbEJjVLOM1NDKW05REnLLt4//iWvBb5GVWMLh0oasEoScQGu+BucuL7P9Wwr3YZVstLQ1oAsYQTsXdT5PfCIQOYdc9bf8++PVnDPp/sA+OZQOZuyK/ngpgEYnDrWQWxqtfDB5iI2ZVdxWXIAU1MCu5RjOKWpzcJr67I5rf4qz63OYni0988eIwiCcKGQ/3qTP86uXbuYPXs26enpxMTEsG7dOof9kiTx+uuvk56eTmJiIjfddBMFBQUOberq6pgzZw6pqan069ePxx57DLPZMVfl6NGjXHvttSQkJJCRkcH777/fpS9ff/0148aNIyEhgUmTJrFx48Zz7stfgbNGdYZtSsbF+5IUZKDK1IpBp2ZwpCduOhXmFgtpEZ4O7QeGe/Ds6iwWbCngm0PlHClrxNRqZVe+kaLaJoe27VaJPSV1TEoKIMxLR3FtMx/+WMCIGG+u7BtEvzB3jpY30C+0owClk0rBvEt7U1bbxHubcvF0VvPBj/m0WqxklTVwvNIEdAR3b/2QQ3KwG5GaOu53LUO+/FOwWrHV16N7eR53hXfk+7jp1OzIM3LvilxWlrnz+k6zPaACOFHbys6WYLzc9CzfXUlDTSRLt0rM+TSX7w7X8EVmCf9YncWc/+1HrVQQ7uUMgKnVwvdZ5agVXfOKzG1WvtxXYi/K6eqk4nCRjUC9P1srvqW/b3+CneK497/7uPmjXcz6eDczP9rFsYpqwlzDWDx+MfPS5vHh2A95sfJHMi95irqEKygdcAvVk18H158utfzzlu0pdvi8+0Sd/XFtS7uVF785yvub8zhW0chL3x7js11FP3suSYLWdsfEdotNcgiyBEEQLlQ9GlQ1NTURExPDU089dcb977//Pp988glPP/00S5cuxcnJiVtuuYXW1lZ7mwcffJCcnBwWLFjAu+++y+7du3nyySft+00mE7fccgsBAQF8/vnnPPzww7z11lt89tln9jZ79+5lzpw5TJs2jRUrVjBq1CjuvPNOsrOzz6kvfwW9/fT8bVhnpe1bh4ZR2djKxuxqnNQK7h3Vi4bmdsbH+3HH8EieXnmEuEBXrukfTKy/njljojG3dl0axWq1cfvwKMK9HBfJVSk6lpV5dW024V4u+Bu0mFotfJ5Zgrdew8bsKpbsLCI9wpO3L43j/RGRBJkqOV5l5tZhkVSb2nhiYix9Q52ob253OLckQay/nmHabFQFRxw7ZLNhMNehUsi4b1Qv3HQqZqWHo1EpmNY3kEA3J25MC2PmkDBuGBTK+1sKqWxo5f+uSmbNoXK25hoxmttYtKMQjVKOu64jGF25v5Rhpy21cmlCAPFBeofyDp7OahKCXMk/GVD1D3Pn0ng/lu0p5vkVzdwVtZBn054nt9LK1rzOtQOzyhr58vABLltxGVtLtzIyZCRyuZxvitZzQ/YCptkKuaJuGx9V7Tin73lsgONSNDq1Aldtx/2U17fYF8Q+5X97iqlrdnwz9BRnjZJ7RkU7bLtvdC8C3cUslSAIF74effyXkZFBRkbGGfdJksTChQu5/fbbGT264+2kl156ibS0NNatW8eECRPIzc1l8+bNLFu2jISEBAAef/xxbrvtNh5++GF8fX356quvaG9v57nnnkOtVtOrVy+ysrJYsGAB06d3vJm0cOFChg4dyqxZswC477772Lp1K4sWLWLevHln1Ze/CmeNkntH92JcvB9tFhvb82t4f3NH8Lk9r4aqxlbeuS6V4rpmnltzFOhYTsbfoOWukZEcKDSSHOJlr6gOoJTLiPbTs6uglvrmNm4eEsaKzBLcdGouTw3k460FAGRXNJIe5UVisAGdSsH+wnr6+Ov59MoY3I6fQFZjhNpCXnHvy44TTbjpVLS2WXD3KOKg6SiR3o75R2GeOlotNlZahjAlyQ343L5P7qzDPzaSBcP8MZotlNR3ZCq1W21cEiJHRgDzN+VjsdmY1jeIQDcnKhpaSA1xI+fkbNgp+4rq6O3vyrZcI84aJaNjfQjz1BHl40JcoIa3fsjmmclxbMsz4qFTE+PngruTimmpgXxzqJy+oe72t+ua263M/TybPn5pDgshn2KxQou1hTcy3yDCEIGfc+fyLxVNHcGPm8btnL7nV6QEsfFYJUfLTWhVcl64PJGwk7NtbjoVvXxc7DOA0BEEOv9C7alRvX34762DyK0yEejmRN/QMyxzIwiCcAE6b3OqiouLqaqqIi0tzb5Nr9eTlJREZmYmEyZMIDMzE1dXV3tABZCWloZcLufAgQOMGTOGffv20a9fP9Rqtb1Neno677//PvX19RgMBvbt28dNN93kcP309HT748iz6ctfiU6tJCXEnTarlXmrHGd4cqvMWCWJQqPjI9iy+hZMLVbGJ3tQY5Lx8CUxHCs30WKxEuntTFVjCwVGM98ersBNp+Kx8b1Ze6SSN9Yft7/tF+HljFalILuyCpuiniarjlfXl/H5GB/k1mpaPNR84zOUljoIMNjYkV/Dv6f3YX7ek2TVHObmoCHcN7oXuZUmDE4qXLRK2iUTzlode53iSH38Pmo+W4XS04DX1KFUt+xha0kG72zIw3Ryds3DWU2qwZ03f+icnVm6u5g7hkeSXdlIYrCBUE+dw7p28YEGNh6rQi6DeZPjGNrLm6Enl2U5UVvO90caKTBWEOqpY05/DWPlu9FsPcEot1A23zqIZbldJ5RL6ppJDDIQ5O5kz1lz16mQaU/Y25SaSxkSOIRbE27l/YMdj7z9nP0YHjz8nL7f0X56ltw6iBPGJgxOKiK8O9dGdNOpeeGKBO77dB9FtR19+ltGJCrFz0+Ca1QKBkd6MjjS82fbCIIgXIjO26CqqqrjjS1PT8dfvJ6enlRXVwNQXV2Nh4fj69tKpRKDwWA/vrq6mqCgIIc2Xl5e9n0Gg4Hq6mr7tjNd52z6cjGTJInqIhN1FWac3bV4h+pRqRSoFQpG9vbhcGlneYQQDyfK6lrQKBVd3tLTa5WU11nJLm9kwbYCQjycqDG309BsYeaQcI6cLLNQ19TOx1tPkB7lxc58JXIZ3NEvFPfDDbiNbuWDgicpMRcT657Ac5Pvp3HTLjSH92EKi8IUGUJJXSP9wjxICjKw+kgFDfI6mixNFFjXINVdwt7CWjyd1Uwc0M4b2XOZEHY5oYrxhHu2Enq5EpnVSK5WYpN8CC5aFbH+HbNoADXmNootBsDxkZeLRsnne4vpH+rOo5f25s31ORyraGRUbx/6hrjRN9SdhEADvf30Dsd5u7iSHqOjYGsTAS5yJih2ovi683F48JB76Rd2t8MxCrmMME9nQjyc+XjmAPbkVdDcXEeF8gif5r9pb+cm96O5Vc6shFkMDRqKqc1ElFsU/i5nn091ioezBg9nzRn39Q314Is7h2A0teJvcMLVqWvenSAIwl/BeRtUCeePgsNGvnnnILaT2cQZ18YQPyyQQyX1hHs5MynJn68PlhMX4Moj43oze9EeXpgYwX2jo1l9oBSbBBMT/Wltt9FqsRHorsVDp6aguvOtQINWwdAoL5bs7EhyPlzaQJCblnemJlLd1EZzTSsqHwX/2vccJeaOxOk4t6H8mKegb9QIZOoBaPRqPDUyThgryK0yY261UNfUxnXDr+PpXU/TXxOPwU1P2gQVa8sX8M6xtVglK58dX8gbIway1zmYfV4j8FYOYvaKWkytHY/cpqYE0thi4Wh5IwC+ejUapZxWS8fjN5msoyL65alBBHnosFglvF3U9A8PZXuukSe/OsyKO4cQF2DoMrY6lY4r+wUiSXIm+ttQ7Fzs2GDHfPolzeS16cm8+f1xnDUKHhgTQx//jjynSG8XIl0sSJ/ezbb48WQaImmwNHFr+GV8tdMJpcXIpfH+pPikdONPRFdeLhq8XM4cdAFgbYfi3VB1DAyBEDwQtK4/314QBOECdN4GVd7eHY9HjEYjPj6d1baNRiO9e/cGOmacampqHI6zWCzU19fbj/fy8uoym3Tq86nZqTO1MRqN9v1n05eL1dGSeg6sKbAHVABbP89BE6Lj2o930tBsITnYwD+mxBHsocNdp8LDWU2wqoG3DzcR4e1M32B36prbiPZ1I9JHz9HyBh4bH8vr645TWNvE2D6+BHs40y/MA0+dmtWHykn1c2V8cgDXL95jfzPs+kEhjHCbS4ZXJfsal1NdHk+GiyuFX3Q+8tIZ1NzcN4j39xax/mglb12dSIzGjYWjPyF/aTvHj5/AbWY9G0u/sR8zLGgYnxz5iF0Vu/B28iZJlmp/3AewYl8JM4eEc7S8kYxoL9YcMXLvqF7sOVGLqdVCWqQn/9tTTEVDCxMS/EGyMa1fEP/bXUyop46nJ/c5Y0B1SlJAELETfWitKUHa54zDu4AqJ5w0SqakBDIkypOy+hYMTirkp1cid3JDNvZZBq28n2SdG83+g/m+IpK1R+rpH9b008v1jONr4bNrO6cuRz4JQx/gjAswCoIgXKB69O2/XxIUFIS3tzfbtm2zbzOZTOzfv5+UlI5/daekpNDQ0MChQ4fsbbZv347NZiMxMRGA5ORkdu/eTXt755tfW7duJTw8HIPBYG+zfft2h+tv3bqV5OTks+7LxajQaOajLflY2xxfgbdZJEpqmjqWGnFWMzzGhxe+OcZ1/9nJ/I15vDMlBD1mMqK9GBzhxRvf5/D2hjz+b91xNh+v5oGl+zlYUs8VfQN5fHws0/sHY2618NyaLJLrJO7UGEivkbFwxwmHV+0X7yikrtGJ11dLTA68l4MnLHg2OSZrN9W30ddNzzUDgvnbsHBcNApK2j3obehDfXkrNpuES6U7anlnjl2Yaxi7KnYBoJQrabU4vt8vSR2LB/9jSjwDwj34cn8ZS3YWEuqpw9xm4bX1xymubabdKnGkrIHL/72V9VlV9A11Z+aQMAaE/3rukFqhRu8djiz9flB0Pj6zjnqSXKmVfGMjDy8/wOS3tnDp65v5IrPYIdAlsC9ll33GMs/7uTcnnYc2dBRbjTot/6nHtDfD5n85Pgve9CLUnfj5YwRBEC5APRpUmc1msrKyyMrqWHetuLiYrKwsSktLkclk3HDDDfz73/9m/fr1HDt2jIcffhgfHx/7G3iRkZEMHTqUJ554ggMHDrBnzx6effZZJkyYgK+vLwCTJk1CpVIxd+5cjh8/zpo1a1i4cCE333yzvR833HADmzdv5sMPPyQ3N5c333yTQ4cOMWPGDICz6svFoLnNSkt7xwyNzSaxs6CG5ftLce3rmG8WNMSXFpUcpVzGpKQA/r0hl7qmdgINamb7HaHPl5cStmo6f5OtYF92Ho0nZ312n6ijrL6FqSlBrNxfyqtrj/Ps6ize+j4HvZOKABct5Vn1lB+upbmuDaXjnA1ymQyJjr/N27LbGBShR6frmr8T6O7EV/tKWbanhOyqZsK99Ti5qIkfFghAxToZT4W/wGDfNPp4xBPq0jnbWGYuIzbUjPK0maCRvb1ZvreYx1ccQiGTcevQCC6J8yMuwMCR0gZ7rBDh5cy2XCOzhkawp7CG/1t3nBkf7GT5nmIk6SwLMcVOhhtXYZ38JsXT3mda4edct/o6vtyfyw9HO3L7mtqsPLzsADlVjm8ZBvj5EREdj8mmIsRDx8vTEhkYcT4kg8tAof7JJkXHdkEQhIuITDrr3/bdb8eOHdxwww1dtk+dOpUXXngBSZJ44403WLp0KQ0NDfTt25ennnqK8PBwe9u6ujqeffZZvv/+e+RyOWPHjuXxxx/H2dnZ3ubo0aPMmzePgwcP4u7uzowZM7jtttscrvn111/z2muvUVJSQlhYGA899JBDuYez6cuvMZlM9O3blz179uDich7MIJzUZrHy/dEq3vrhOFqlgntG9SLK24VHPz9AY4uFSC8dwz0N2OraaVXLWFVqpNjcyvh4P0xtVhZsKQDgtQw5U3Ze27G+3EmZg99g6g+dQdn9o3vR2GrhPyfLLAzt5Y3R1MKV/YKpaGgh2KYg53/5tLda8Zsayt83ZdtLB1wzIJgtOUYKa5qYmupBTHgZA1sGkLu1nIr8BmRyGXFDA6j1UnLf+qP2a/57RjItbTbcndR4NNjI31EOvlpKDRIbCo1o1TZcgr5gU8l6AEJdw7gh5FUKq61oVQoOljTw7eFyRsf64Oms5rPdHTldgW5a5l0Wz6c7C4nycWFkbx/uXLKX9F7efL63xH59jVLO1/cOJcLbhQPFdWzKrsImwdBeXqSEnLmcwMrclTz242MA+Op8ibXOY+W+Woc2/711IIMjvWhobudEjRlXrYpQT2ea2ixYrNL5lTCesx6WXAm2k7Oe416EQbN7tk+CIAhn6Wz/fvdoUPVXc74GVdtyjVzzfufjT4Vcxld3DeHuJZncOCiU1nYr723Jp9rUWdBRq5Jzz8heeDir+b912VQ0tLJ4qJEhuxzfVKsY8HfSfkzEevJR1QuXJ1BU20ROpRlXJyXfHCwnyN2JKSmBvL7+OIMjPbiubwhtB2tRW0HRy5XjVY04uWtZvr+EvYV1GJxUzBxj5j/Hn+R/A1Zhq1HRYm5HqVIgl0ssLKpi6aEyex9mDgnjw5OB38whYUxJCWDmR7vt9yOTwdLb42mSFVDT3Ii7PBhr3gnCFdV8Z4pg8TEbCb46pvQL47ZP9jjc3z0joxjdx9f+Vt/8jXnsyK/hxxzHHL2v7hqCRinnin9vs+dr6TVK3ruhL4MjHWcCARYcWsCre14FYFr4HfgxmufXdBajDXTTsvz2NMxtVh5dfoBdBbU4qxW8NC2RCYkBZ/Fd/5PZbFC2D6qzwTUQAlNB7fyrhwmCIJwPzvbv93mbqC78eXJ/8hjJJkmU1TXzzGVxPPHFIZ6KC+HqpCDe2pJnb3PdgBA2H69k94k6bs+IJK/KRJOzruMxj7Uz+JK8Y5iSEkituY3JiX6YWizEBbjSbpV4b1PH+bLKGyndkMsTE/uwdFcRMxftIdxLx9yRMRz9zzEkm4QmQMesMb7kJVkIdJeTaz7ArIRZUNvMD5/k2q+nc1UxerwPS0+m2SnkMpSn1Uz6ZPsJVAo5/zc9meV7S6hvauPGtDCSA72oMfty2NRAbOshfLdeD8BsJ3euDR6Bk1coq1pndRm7svoWZnywg5enJXFJnB9XDwjBx1XjEFQNivAgzNOZtUcqHBLgG1stbMyuIsrHBW+91uG8cZ5xyJDhq/OnpiKePRUV3DUyih15RgLcnLh5SBh+BifeWH/cXu7B3Gblwf8doE+AK+FePRS0Vx2DyizQeYJ/MmhPlpCQyzsCqcDUnumXIAjCn0AEVQIBhs4/6CnBbgyO9GTlgTL6hrrz9vREGkubGWRWEjUxjl1l9UR6ODMszBX5wBBWHypHp1bQ21/P6jIZPsPeo8/hV1G11ZHfZzabTJF4Oqtwd1Lx0bZCMqK9ya1uoqSu2aEPHs5qtuZWk1lUB0B+dRPP/5DNPaleFO+uoqG0Cc+yGj5re5y6nI42HloP+ksjHM7T1NBOsATBHk44qxVc1S/YXo0cwCZBm9VGu1XitenJ9u3l9c3ctSST3Sdqube/jvtdfMBUCc21uGZ/DnHzCXXTEeuvJ6uso7SCUi7D301LQ7OFd37IISPaG2+9hslJAXg4q1mfVUmktwuj+/jierLY6E/ZJChvaO0SVKX4pvDu6Hc5UlXAx991LE59uLSBPv6u7Mqv4d7RvQA4VFLvcFxzu5W6JsfleP40xbvhkynQ2jE+DHsYhj0ESvUvHiYIgnCxEEGVQN9Qdx4cG8O7G3MYEuXFWz/kAPDlvlKuTA3g9mA3Smvbac+tZ0yIHn9nDZVtFpqNTQzv5c23R8rRa1U0tdu4/FsNoyP/gZsrFBdqCPOQUdrQSJinM6khbrS0W/HWa7pU3I4PdGXfyYDqlNwqM/7j49B7O2G2WilSw83hD/D6waexSTYsVgvOBiUqjYKQCA3NLVBa0ISzXsO8yyL5aEsF5jYr1abO9RkvSw7gx+NVXNU32OFa+4vq2H2iY8bn3cwWUka+QXrZRyiN2TBgNkSNIUHrxqPjepNV1khZQzOuWhX/3dFRV+tUsVMAJ7WSMX38GNPHz+EaKSFuDI/2ZkN2R8L5kChPas1t+Ll2re+kkqtIC0xjkP9gyoqz+ODHfKw2iYMl9aQEu+F9sibUxKQAvjvSWYi0t58LoZ66Luf7U+z/rDOgAtj8CsRNAd+4numPIAjCn0wEVQIGnZo7R0Ryed9A7l2S6bBv7dEqrtQ4s399R3J2ZUEjtTXuLJY1sbuojiA3J64fHMrzXx/lb8MiGBzhyXc51SQHuTE02h1Ti4XkIDfmb8qj6WRphjuGR2JwUjC9fzBfHyoj1EPH+Hh/3HVqFm7rfM0+LcKTsEA9DZ5OvP3Dcb7bV8HExDD+PWIhxY3luKv88alXMz6ukJbli5F5eJF2/SxaNBo2HqthY3YV2RWNzM6IpKXdSrC7jt0narl1aCQxP6ls3mbtTC1stdi46Tv46Pp/MTzS1V6kUgVkxPgwJMqL/+4s5IkvDwMdM1Z3jYxCo1T84jj76LU8OakPo3KqKaltpqXdypSUwC6zVKeTy2XMGBRKY0s7qw+UMSDMg4fGxaA/uaDxiBhvXr86mc92FRIX4Ma0voE/W/n8D9fa4PhZsoG16+LZgiAIFyuRqP4nOh8T1Y+WN/DF3hKyKxqZ1jeI3EoTr647bt8/Jc6ffsdbqa90fFxnHefHq9vzAbhvVC/MbRZARpy/nv0l9fi5aqlsbCUl2I3lmcX2cgDQkeT+ryuT0KkUKJVyDhbXsyKzmNuGRZJvNLP6QBmDIzy5JT2cKN+O4KfG3EpupQmQEeHjjOfJwKF8+Rpq586xn1vm5IT7e5+wpE7F6+s770MugxevSESrkjMo3Avvn8wOFRjNXPPeNsrqO2a1vPVqPr11MJE+Z/4+NbdbOFhcT1ldC5E+zsQFGJCdZSFLm02iytSCXqtC9wsLD5/OYrVhNLVi0KnQqs7TfwvlbYRFUzvf8Eu4Eia9LhLSBUG44IlEdeFXVTe2cueiveRWdyx+/MOxKl6bnkywuxNFtc1olHIm9wvE0lrlEFQ5e2o4ZGrpPI+plWV7i2lpt9Ev1A2DTm0vs9Av1A25zPFRX6vFxt7CWjZlV3HLkHCUChkB7jpe/OYY78xI4faMSHRqJS0WK5UNLSjk8PiKw2QW1jEkyhO9VsltwyJobLGgyzvmcG6puZnKEwVIrlHE+ruSVdaAQi5j7vhYxsb6YnA+c35PmKczi24ZyJ4TdUiSRGqo+88GVABOKuVZFfU8XUu7ldwqE3KZjAgvZzSqX57ZOp1SIcfX4HRO1/vThQ2Fm9ZA+QHQeUPoYBFQCYLwlyKCqr+wAqOZPKPZYdvm41V8cccQ8qpMeLhoiPR2xqjXUVNmxlhiRueqJmBMIM+t7SjYqlbIcXNW09LeUUtq94k65l0Wx4ZjVciAoVHexPjr2VnQuZzQ5MQAvF20BLrpKKxtxtdVS425jSpTK20WCRetiszCWp5bk8WxikauSA0iLsAVF62S7w5XEOKh40hpA98eKmeqwReHSk8KBU1uXnyy9QSDIjyZnRFBjK+eSB+XLnlcPxXpoyfSR/+LbX4ro6mVV7/LZvHOQmQymJUezl0jozA4nf9J3FablTJzGWqFGh+dz883lMshZFDHlyAIwl+QePz3J+rJx3+t7VbMbVY8Ts7UZBbWsjO/hmpTK83tNhbvOIEkwaOX9mZ2RmSX41vM7VSWmyhtbuebvEpUCgU2yUaUjwsvfH2M+ubON87+N3sQbjo1MmSEeepobGlnf3E9O/NrsNok8qrNrD1SwY1pYbhqlGzJrWbW0HAKqpuYlOiPWqXgsrd/pPzkoziNUs7sjEiHx3leLmomJwVQV1LBzPLtKJZ/isLVFfn9D3NHgZ67JjhzpGY/bk5OjIkYTKRb13s6pd1qo6G5HTedGoX8j6nyvfZIObcudKxxtXBmf4ZF/0KQch4wNhv56PBHLDqyCL1az9yBcxkdOhqF/Oxn2QRBEC504vGfYLevqJZXv8vmWEUj1w8KY0CYO9d/uJNWS8fsUqinjqkpgRTXNDO2j6/9uBNGM/uL6lHIISnYjQq5jU3FNXy0tSOZXCaD24ZGOCzpclW/IGL9DLholVisNn44Vslr644zvV8w723KxXLaUn3rsyqYmOjPCWMTO/Jq+HjbCY6WN3L9oBB7QAUQ4qEjs9Cxmni1qY0oHxce21LALrcBTP97OgY3Z1YVtTIqpYXnMu/B3N4xC7c8148F4xYQpA/qMjY5lY28uzGPjcequCTOl1uGhv8hNZ6M5rYzbOuh0gfnYEfZDj46/BEAta21PLL5ET41fEpvj4t7IXFBEITfQgRVF7mKhhb+9skeKho6gpT/W5fNvaOi7AEVwAljEw+OjSYj2se+tEl+tYnrP9hJcW1HLlWsv56nJvaxv8oPHWvwfbgln39fl0q7VcJFoyQ+yGCvx3SwpJ6XvjnG1JQASuub8XV1cqhPFeqhY2uukclJAaw62FEB/av9pVw/KARvvYaqxo4+F9U2MTHRn03HOwtqejiriQ905YEx0Xy1v5Q8hSsu7Up25JeTEldlD6gAypvKyTJmdQmqWi1WXv72GN8e7ihJsGhHIVYJnr0szqFgaHeI9XNFpZDRfvItQ41Sbq/Cfj4raChw+GyVrFSYK0RQJQiCcAY9uqCy8McrqWu2B1TQUS3dYuv6xNdbr3FYKy6zsM4eUAFklTXS0m4lyF3L5KTOZVAmJwUS6unMpQn+DI32xl3XmSNUUd/CTWlh5FSZsdok7hgRiV6jtF9vbJwvo2J9KK1vsQdQ0FHA8t0ZfUkKdsNJpeCaASGMi/fjtmHh6NQKYv31zBwSzq0f7yE12MBDo8PxN3T0P9Zfj5yuJQW0yq5lC6ob21iXVemw7ZtDZdQ2dZ1V+r0Sgwx8cstApvUN5JoBwSyeNZBYf9duv053i/WIdfjspHQixDWkh3ojCIJwfhMzVRc5X70GN53KXmVbkqCXtwuR3s7kVnXM5lzZN4g+/oZfPVerxUZGjA8hHjquSAlELpdRUtfMwZJ6QKKioRVJgj7+rnjqNbRYrMxdcch+/IgYb2YPj8DNSY2TWs7S3cVMSPRnU3ZnuYVYfz0xfq74umpZfMsAGlst+Oq1yOUyHh0XS0qwO5/tKuLVtcdICXFn/uZ8Np82g/XkxN4EeHoQVxvH4ZqOOlKjgkcR59m1AKW7TsWAcA+25Rrt24ZEeWH4AxYilslkDIrwZFDEub0x2NMG+A/g2SHPsuDQAnx0Pvwt8W+EG85+EXFBEIS/EhFUXeQC3XX8+7pUHl9xiAJjE9f0DyY11INFswZyrLwRrUpOrL+rwywVdFT/DnJ3ss9W9fbTkxDkhlalIMbfgFzeyPT3tlNjbmNwhCdbc534fG9HgdBpfYO4e2QUX+0rczjnD8eqiPB2wc/ViY+2FBDh7cLSXUU8f3kCptZ2tCoF/cM8aGm3smp/KQq5jKRgN+Qnc7bkchnrj1baK5InB7vxwY/5DtdYe6iUJeM19B31Jtm12SjlSmLcY3DTunUZG51GyRMTYnlm5RF25NeQEe3N3SN7of6VIp5nUmNu42BJPS1tVmID9IR4XBylBJxVzkyJmsKY0DEoZUo0yh4qLCoIgnABEEHVRc5mkxgc6cXy29MwtVrwc9Xa84X8f6HuUbiXC4tmDWR/UR0KmYzkEDcC3Drb7yuqo+Zk8nVikIH5mzrX11u6u5jBkZ4Eezgul6JRykkOdiMx0BWLLYQ9J2q5KS2cob288DyZq5VXZeKGDztzuRKDXJl/fT97X4fHeLNsT0fw1maxoVXJ7eUcAEJdbMiUGrx13njrvH91fPoEGPjgpv7UmtvwclHjdJbFOE9X29TGk18eYtWBjiDS36Bh4cyB9PI9/3Omzpaz6uIIEgVBEP5IIqi6SBlNrXx9qJxle4roH+bJVf2D6HWONZjCPJ0JcddRYDTT3Gal3WJDpewIyE4vPdButXU51mhq48p+QXx9uIzKhlbkMnhsfCwTE/2RyWSEerkwvX/X3Jx9P8nlOlDcwMHientQNayXN69MS+TjbQUo5DIeH9+bp1ZmYbVJeLsouS5OA15R53SfLholLprf/r/C0bIGe0AFUFbfyvZ840UVVAmCIAi/TgRVF6k1h8p4YkVHTtG+onr2FdXy4U397WvGnQ1zazsLtxXy6tpjWG0SN6aFcdeIKDxdNKSGuNvzstRKucObbSqFjD7+rkT76nnj6mSyyhrx0KlJCHL91aVcbHRNoj99i6uTimn9gpmcHIBSLscqSaQGOmOsqSXCQ0mgnz+o/9wFhdutXfvcZukaaAqCIAgXNxFUXYQsVhuf7Spy2LaroJbi2mZi/c8+qDpY0sCL3xy1f16wpYBB4Z5cEu9HmJczH88cwOGSBjRKGf1CPVi2p+Oa0/oGMzjSkx+PV3P9hzvtx8f6u/LJLQPwcvn5vJyUYHf8DRr7Gnyx/noSArsm0Z/Ke5Ijo0+ID4R0XxHNlnYrMhm/ukDyKbF+ehKDDBworgdAp+7IDRMEQRD+WkRQdYFraG5nV0ENRTVNRHi70D/MHSe1kn5hHhwqabC383JR4647t7faqk8rc3BK5Wnbgtx1BLl3zgqNPq1wKMDarAqHz1llDeRWmn4xqIr0cWHxrEEcKK7DVasizEvnkMv1R2qz2NhwrJK3f8hBq1Jw14gohkR52RPlf463q5a3r01ld0ENze02EoMMxJ8hEBQEQRAubiKousD9d1chz6/pnE36v6uSmZoayLX9Q9hfWEdmUR0ezmpevSoZv3NckDfKxwWNUm4vFCqTcU4FK3+aCC+TcVa5SxHeLphaLby29jhHyhq4dmAIV/cPxse1a62p7pRZVMttn3QuJbPnxC6+uGMICUG/HiAFe+i6JOYLgiAIfy0iqLqAldY18/q64w7bXv8+m1GxPkT76flo5gBKaptwd1bbA5w2i41tuUY+31uMQaeib6g77k4q+kd44KRy/HHoffJx3YItBTS1Wbh5SDgpIW5d+lFW18zOghrqm9uJDzCQEuKGTCZjdKwPn+8t5nilCZkMHh3Xm16+v74ETFVjC3cs3mtPWH91bTZuTipuSAv7bQN1lnIqTA6fLTaJ3CrTWQVVgiAIgiCCqguYUi5Dq1LQ1Ga1b3NRK+1v5hmcVBicHAOCXQU13LigM89pzcEyxvbxo6HVwsTEAH5qQLgn/cM8kCTO+Bisobmdx1ccYv3RSnufFs0ayKAIT3r56lly60ByK824aJVE+7qcVQ2o0roWhzcAAb45XPaHB1X+hq4zYWfaJgiCIAhnIpapuYD5uGp5YmIf+2eFXMacS2Jw/oVHbHvPsDCxViXn/U15tFmsZzxGJpP9bF5RTpXJHlBBx+zO1wfL7Z+99VoGRXoSH2g466KaPq4aPJ3VDtuG9uq+RPSf0zfUnQfGRKNRynFSKXhmch8SxSyVIAiCcJbETNUFbkKCP2GeOkrqmgnzdKbPr6wn53uGvCSFXI6PXvOr5Q7ORH2GhYf12t/3Y+VvcOKd61J57ItD5FebmNY3iImJ/r/rnGfDoFNz14goLksOQCGTESRypARBEIRzIIKqC5xaKSclxJ2UEPezap8W4cnwGG82HKtCIZdx3cAQduRV88SkOFRnCJB+TZSPC7cOjeD9zR0V1Q1OKsbF+53zeX5qYIQny28fjKnFgq9B+5v69lvI5TJCPUX1cEEQBOHciaDqLybIQ8db16SQXWGi1WKl3WrjxsFhRPr8egL5mWhVCu4ZFcXI3j7UN7cT46cn3Kt7ghI3nRo3nfrXGwqCIAjCeUAEVX9BLloVqaFnN7N1NvRaFYMjPbvtfIIgCIJwIRKJ6oIgCIIgCN1ABFWCIAiCIAjdQARVgiAIgiAI3UDkVAndoqjGzA/HqjhW3sjQXl6kR3njclppBUmSyCyq43BpPW5OavqFuXdZxkYQBEEQLmQiqBJ+t6Y2C/9YncW3hzsWUF68o5A3rk5mcnKgvc2O/Bpm/GcHFpsEwCVxvvzryiRctOe2yLMgCIIgnK/E4z/hdyusabIHVKcs3HYC68kACmDNgTJ7QAXw7eEKciod19oTBEEQhAuZCKqE302nVuDyk6Vxonxc7GsQAug0XZeoUf5JBT0FQRAE4c8g/qoJv1uIhzP/nBKPStERRPm6arhuUIhDm/EJ/rg6dQZetw6NoNdvLDgqCIIgCOcjkVN1jhYvXswHH3xAVVUVvXv35oknniAxMbGnu9XjJiUFEOvvitHcSpiXc5ck9MQgN1bcMYSj5Y246VTEBxjQqM5ugWVBEARBuBCIoOocrFmzhueff55nnnmGpKQkPv74Y2655Ra++eYbPD3/2hXF5XIZ0X56QP+zbSK8XYjwFrNTgiAIwsVJPP47BwsWLOCqq67iiiuuICoqimeeeQatVsvy5ct7umuCIAiCIPQwEVSdpba2Ng4fPkxaWpp9m1wuJy0tjczMzB7smSAIgiAI5wMRVJ2l2tparFZrl8d8np6eVFdX91CvBEEQBEE4X4igShAEQRAEoRuIoOosubu7o1AoMBqNDtuNRiNeXl491CtBEARBEM4XIqg6S2q1mri4OLZt22bfZrPZ2LZtGykpKT3YM0EQBEEQzgeipMI5uPnmm3nkkUeIj48nMTGRjz/+mObmZi6//PKe7pogCIIgCD1MBFXnYPz48dTU1PDGG29QVVVFbGws//nPf8TjP0EQBEEQRFB1rmbMmMGMGTN6uhuCIAiCIJxnRE6VIAiCIAhCNxBBlSAIgiAIQjcQQZUgCIIgCEI3EDlVfyJJkgAwmUw93BNBEARBEM7Wqb/bp/6O/xwRVP2JzGYzABkZGT3cE0EQBEEQzpXZbEav1//sfpn0a2GX0G1sNhuVlZU4Ozsjk8l6ujuCIAiCIJwFSZIwm834+Pggl/985pQIqgRBEARBELqBSFQXBEEQBEHoBiKoEgRBEARB6AYiqBIEQRAEQegGIqgSBEEQBEHoBiKoEgRBEARB6AYiqBIEQRAEQegGIqgSBEEQBEHoBiKoEgRBEARB6AYiqBL+NLt27WL27Nmkp6cTExPDunXrHPZLksTrr79Oeno6iYmJ3HTTTRQUFDi0qaurY86cOaSmptKvXz8ee+wx+/I/pxw9epRrr72WhIQEMjIyeP/99//oW+sR8+fP54orriAlJYXBgwdzxx13kJeX59CmtbWVZ555hoEDB5KSksLdd99NdXW1Q5vS0lJuu+02kpKSGDx4MC+++CIWi8WhzY4dO5g6dSrx8fGMGTOGzz///A+/v56wZMkSJk2aRGpqKqmpqUyfPp2NGzfa94vx/P3ee+89YmJi+Oc//2nfJsb13Lz55pvExMQ4fI0bN86+X4xnD5IE4U+yYcMG6dVXX5W+++47KTo6Wlq7dq3D/vnz50t9+/aV1q5dK2VlZUmzZ8+WRo4cKbW0tNjb3HLLLdLkyZOlffv2Sbt27ZLGjBkjPfDAA/b9jY2NUlpamjRnzhwpOztbWrVqlZSYmCh9+umnf9p9/llmzpwpLV++XMrOzpaysrKkW2+9VRo+fLhkNpvtbZ588kkpIyND2rp1q3Tw4EHpqquukqZPn27fb7FYpIkTJ0o33XSTdOTIEWnDhg3SwIEDpX/961/2NoWFhVJSUpL0/PPPSzk5OdInn3wixcbGSps2bfpT7/fPsH79emnDhg1Sfn6+lJeXJ7366qtSXFyclJ2dLUmSGM/fa//+/dKIESOkSZMmSf/4xz/s28W4nps33nhDmjBhglRZWWn/MhqN9v1iPHuOCKqEHvHToMpms0lDhgyR/vOf/9i3NTQ0SPHx8dKqVaskSZKknJwcKTo6Wjpw4IC9zcaNG6WYmBipvLxckiRJWrx4sdS/f3+ptbXV3ubll1+WLrnkkj/6lnqc0WiUoqOjpZ07d0qS1DF+cXFx0tdff21vc2oMMzMzJUnqCHR79+4tVVVV2dssWbJESk1NtY/hSy+9JE2YMMHhWvfdd580c+bMP/iOzg/9+/eXli5dKsbzdzKZTNLYsWOlLVu2SDNmzLAHVWJcz90bb7whTZ48+Yz7xHj2LPH4TzgvFBcXU1VVRVpamn2bXq8nKSmJzMxMADIzM3F1dSUhIcHeJi0tDblczoEDBwDYt28f/fr1Q61W29ukp6eTn59PfX39n3Q3PaOxsREAg8EAwKFDh2hvb3cY08jISAICAti3bx/QMV7R0dF4eXnZ26Snp2MymcjJybG3GTx4sMO10tPT7ee4WFmtVlavXk1TUxMpKSliPH+nefPmkZGR4TB+IH5Of6sTJ06Qnp7OqFGjmDNnDqWlpYAYz56m7OkOCAJAVVUVAJ6eng7bPT097bkA1dXVeHh4OOxXKpUYDAb78dXV1QQFBTm0OfWLo7q62h5wXGxsNhvPPfccqampREdHAx33q1KpcHV1dWjr6enpMF6n/2KFzvH6tTYmk4mWlha0Wu0fck895dixY1x99dW0trai0+l4++23iYqKIisrS4znb7R69WqOHDnCsmXLuuwTP6fnLjExkeeff57w8HCqqqp4++23ue6661i5cqUYzx4mgipBuAg888wzHD9+nCVLlvR0Vy544eHhrFixgsbGRr799lseeeQRFi1a1NPdumCVlZXxz3/+kw8//BCNRtPT3bkoZGRk2P+7d+/eJCUlMWLECL7++msR7PQw8fhPOC94e3sDYDQaHbYbjUb7v5a8vLyoqalx2G+xWKivr7cf7+Xl1eUtl1Off/qvrovFvHnz2LBhAx9//DF+fn727V5eXrS3t9PQ0ODQ3mg0ntV4/VobFxeXi/IXuFqtJjQ0lPj4eObMmUPv3r1ZuHChGM/f6PDhwxiNRi6//HL69OlDnz592LlzJ5988gl9+vQR49oNXF1dCQsLo7CwUIxnDxNBlXBeCAoKwtvbm23bttm3mUwm9u/fT0pKCgApKSk0NDRw6NAhe5vt27djs9lITEwEIDk5md27d9Pe3m5vs3XrVsLDwy+6R3+SJDFv3jzWrl3Lxx9/THBwsMP++Ph4VCqVw5jm5eVRWlpKcnIy0DFe2dnZDsHs1q1bcXFxISoqyt5m+/btDufeunWr/RwXO5vNRltbmxjP32jQoEGsXLmSFStW2L/i4+OZNGmS/b/FuP4+ZrOZoqIivL29xXj2tJ7OlBf+Okwmk3TkyBHpyJEjUnR0tLRgwQLpyJEjUklJiSRJHSUV+vXrJ61bt046evSodPvtt5+xpMKUKVOk/fv3S7t375bGjh3rUFKhoaFBSktLkx566CEpOztbWr16tZSUlHRRllR46qmnpL59+0o7duxweLW6ubnZ3ubJJ5+Uhg8fLm3btk06ePCgNH369DO+Wj1z5kwpKytL2rRpkzRo0KAzvlr94osvSjk5OdKiRYsu2lerX3nlFWnnzp1SUVGRdPToUemVV16RYmJipB9//FGSJDGe3eX0t/8kSYzruXrhhRekHTt2SEVFRdKePXukm266SRo4cKC9rIIYz54jgirhT7N9+3YpOjq6y9cjjzwiSVJHWYXXXntNSktLk+Lj46Ubb7xRysvLczhHbW2t9MADD0jJyclSamqq9Oijj0omk8mhTVZWlnTNNddI8fHx0tChQ6X58+f/aff4ZzrTWEZHR0vLly+3t2lpaZGefvppqX///lJSUpJ05513SpWVlQ7nKS4ulmbNmiUlJiZKAwcOlF544QWpvb3doc327dulyy67TIqLi5NGjRrlcI2Lyd///ndpxIgRUlxcnDRo0CDpxhtvtAdUkiTGs7v8NKgS43pu7rvvPmnIkCFSXFycNHToUOm+++6TTpw4Yd8vxrPnyCRJknp6tkwQBEEQBOFCJ3KqBEEQBEEQuoEIqgRBEARBELqBCKoEQRAEQRC6gQiqBEEQBEEQuoEIqgRBEARBELqBCKoEQRAEQRC6gQiqBEEQBEEQuoEIqgRBEARBELqBCKoEQRB+RXFxMTExMWRlZfV0VwRBOI+JiuqCIFyQqqqqmD9/Phs3bqS8vBy9Xk9ISAiTJ09m6tSpODk5ndP5rr/+enr37s3cuXO77LNardTU1ODu7o5Sqfxd/S4vL2f06NGEhYWxatWq33UuQRDOL7/vt4MgCEIPKCoq4pprrkGv13P//fcTExODWq3m2LFjLF26FF9fX0aNGnXGY9vb21GpVOd0PYVCgbe3d3d0nc8//5xx48axe/du9u/fT1JS0i+2/y39FQShZ4jHf4IgXHCefvppFAoFy5cvZ/z48URGRhIcHMzo0aN57733GDlypL1tTEwMS5YsYfbs2SQnJ/Puu++e8/VOf/xns9kYNmwYS5YscWhz5MgRevfuTUlJyc+eR5IkPv/8cy677DImTpzIsmXLznidNWvWMGPGDBISEli5ciUA//vf/7j00ktJSEhg3LhxLF682OHYl19+mUsuuYSkpCRGjRrFa6+9Rnt7+znfqyAIv52YqRIE4YJSW1vLli1beOCBB9DpdGdsI5PJHD6/9dZbzJkzh7lz56JQKH7X9eVyORMmTGDVqlVce+219u0rV64kNTWVwMDAnz12+/bttLS0kJaWhq+vL1dffTV///vfu9zHK6+8wqOPPkpsbCwajYavvvqK119/nSeffJLY2FiysrJ44okn0Ol0TJ06FQBnZ2eef/55fHx8yM7O5oknnsDZ2Zlbb731d92vIAhnTwRVgiBcUAoLC5EkifDwcIftAwcOpK2tDYBrr72Whx56yL5v4sSJXHHFFd3Wh8mTJ7NgwQJKS0sJCAjAZrOxevVqbr/99l88btmyZYwfPx6FQkF0dDTBwcF88803XH755Q7tbrzxRsaOHWv//Oabb/Loo4/atwUHB5OTk8Nnn31mD6ruuOMOe/ugoCDy8/NZvXq1CKoE4U8kgipBEC4Ky5Ytw2az8eCDD9qDq1Pi4+O79VqxsbFERkayatUqbrvtNnbu3ElNTQ3jxo372WMaGhpYu3atw2PDyZMns2zZsi5B1en9bWpqorCwkLlz5/LEE0/Yt1ssFvR6vf3zmjVrWLhwIUVFRTQ1NWGxWHBxcemO2xUE4SyJoEoQhAtKSEgIMpmM/Px8h+3BwcEAaLXaLsf83GPC32PSpEmsXLmS2267jVWrVpGeno67u/vPtl+5ciWtra1cddVV9m2SJGGz2cjPz3eYeTu9v01NTQA8++yzXZLa5fKOtNjMzEwefPBB7r77btLT09Hr9axevZoFCxZ0y70KgnB2RKK6IAgXFHd3d4YMGcKiRYvsAUdPmDhxIsePH+fQoUN8++23TJ48+RfbL1++nJkzZ7JixQr715dffkm/fv1Yvnz5zx7n5eWFj48PRUVFhIaGOnydCiQzMzMJCAjg9ttvJyEhgbCwMEpLS7v1fgVB+HVipkoQhAvOU089xTXXXMMVV1zB3XffTUxMDDKZjIMHD5KXl0dcXNxvOm9NTU2XAp8/V0ohKCiIlJQU5s6di9VqdXjj8KeysrI4fPgwL7/8MpGRkQ77JkyYwDvvvMN99933s8ffc889/OMf/0Cv1zN06FDa2to4dOgQDQ0N3HzzzYSGhlJWVsbq1atJSEhgw4YNrFu37uxvXBCEbiGCKkEQLjghISF88cUXzJ8/n3/9619UVFSgUqmIiopi5syZDm/lnYtVq1Z1Kch57733/uws1KRJk3jmmWeYMmXKGR87nrJs2TKioqK6BFQAY8aM4dlnn2Xjxo3ExMSc8fgrr7wSrVbLBx98wEsvvYROpyM6Opobb7wRgFGjRnHjjTcyb9482traGD58OLfffjtvvfXW2d66IAjdQFRUFwRBEARB6AYip0oQBEEQBKEbiKBKEARBEAShG4igShAEQRAEoRuIoEoQBEEQBKEbiKBKEARBEAShG4igShAEQRAEoRuIoEoQBEEQBKEbiKBKEARBEAShG4igShAEQRAEoRuIoEoQBEEQBKEbiKBKEARBEAShG/w/xPhsjwKlmOwAAAAASUVORK5CYII=",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Central Air\", s=15, data=df);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Use a new variable name to cleary show that the variable's *dtype* is changed from *str* to *int*."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"df[\"air_cond\"] = df[\"Central Air\"].apply(lambda x: 1 if x == \"Y\" else 0).astype(int)\n",
"del df[\"Central Air\"]"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"new_variables.append(\"air_cond\")"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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air_cond
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Order
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PID
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1
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526301100
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2
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526350040
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527105010
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"text/plain": [
" air_cond\n",
"Order PID \n",
"1 526301100 1\n",
"2 526350040 1\n",
"3 526351010 1\n",
"4 526353030 1\n",
"5 527105010 1"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[[\"air_cond\"]].head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### \"Proximity to various Conditions\"\n",
"\n",
"The columns *Condition 1* and *Condition 2* have the same realizations and can be regarded as \"tags\" given to a house indicating the nearby presence of a) a major street, b) a railroad, or c) a park.\n",
"\n",
"The default tag \"Norm\" (implying no \"condition\") is given to 86% of the houses (this realization should therefore not be regarded as a tag!).\n",
"\n",
"From the comparison of the grouped scatter plots below, it can be assumed that the proximity of a major street decreases the valuation (lower regression slope through the cloud of blue and orange dots). Therefore, a factor variable *major_street* is extracted indicating the proximity of an \"artery\" or \"feeder\" street.\n",
"\n",
"Further, a factor variable *railway* is extracted as a relatively high proportion of the houses has such a tag. From the plots, a railway seems to not affect the valuations strongly.\n",
"\n",
"Lastly, a factor variable *park* is extracted. From the plots, this does not seem to affect the valuation much."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"List the \"raw\" realizations:"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Feedr 174\n",
"Artery 97\n",
"RRAn 48\n",
"PosN 43\n",
"RRAe 29\n",
"PosA 24\n",
"RRNn 11\n",
"RRNe 6\n",
"Name: count, dtype: int64"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(\n",
" (\n",
" df[\"Condition 1\"].value_counts() + df[\"Condition 2\"].value_counts()\n",
" )\n",
" .sort_values(ascending=False)[1:]\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"# Condition 2 is only filled with anything other than \"Norm\"\n",
"# if Condition 1 already has such a tag.\n",
"assert not ((df[\"Condition 1\"] == \"Norm\") & (df[\"Condition 2\"] != \"Norm\")).any()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"86"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 86% of the houses actually have no tag.\n",
"round(100* (df[\"Condition 1\"] == \"Norm\").sum() / df.shape[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From a simple scatter plot it is hard to see any significant impact by a predictor."
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
],
"text/plain": [
" major_street railway park\n",
"Order PID \n",
"1 526301100 0 0 0\n",
"2 526350040 1 0 0\n",
"3 526351010 0 0 0\n",
"4 526353030 0 0 0\n",
"5 527105010 0 0 0"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[[\"major_street\", \"railway\", \"park\"]].head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Exterior\n",
"\n",
"This dimensions tells the main material with which the houses are made of. The category is too diverse and the various grouped scatter plots did not reveal differing slopes. For simplicity, this variable is dropped.\n",
"\n",
"This variable actually also represents tags that could be associated with a house (possibly up to two different tags)."
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"Exterior 2nd\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"del df[\"Exterior 1st\"]\n",
"del df[\"Exterior 2nd\"]\n",
"# Also discard the associated ordinal variables.\n",
"del df[\"Exter Cond\"]\n",
"del df[\"Exter Qual\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Foundation\n",
"\n",
"The type of foundation appears to have an effect. However, only three of the six realizations occur in a large number. Factor variables *found_BrkTil*, *found_CBlock*, and *found_PConc* are extracted but not regarded as \"interesting\"."
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
],
"text/plain": [
" partial_sale abnormal_sale new_home\n",
"Order PID \n",
"1 526301100 0 0 0\n",
"2 526350040 0 0 0\n",
"3 526351010 0 0 0\n",
"4 526353030 0 0 0\n",
"5 527105010 0 0 0"
]
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[[\"partial_sale\", \"abnormal_sale\", \"new_home\"]].head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Street Name\n",
"\n",
"Looking at the value counts this variable is pretty useless."
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Street\n",
"Pave 2886\n",
"Grvl 12\n",
"Name: count, dtype: int64"
]
},
"execution_count": 88,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"Street\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [],
"source": [
"del df[\"Street\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Age & Remodeling\n",
"\n",
"The dataset was put together over several years. Therefore, the variables with year numbers need to be aligned to indicate the right ages."
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [],
"source": [
"# For one house the year of being remodeled is one year\n",
"# before it was built. That input error is corrected.\n",
"input_error = (df[\"Year Remod/Add\"] < df[\"Year Built\"])\n",
"assert input_error.sum() == 1\n",
"df.loc[input_error, \"Year Remod/Add\"] = df.loc[input_error, \"Year Built\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Introduce a factor variable *remodeled*. Almost half the houses were remodeled at some point in time."
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"46"
]
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"remodeled = (df[\"Year Remod/Add\"] > df[\"Year Built\"])\n",
"df[\"remodeled\"] = 0\n",
"df.loc[remodeled, \"remodeled\"] = 1\n",
"round(100 * remodeled.sum() / df.shape[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create discrete variables *years_since_built* and *years_since_remodeled*."
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [],
"source": [
"df[\"years_since_built\"] = df[\"Yr Sold\"] - df[\"Year Built\"]\n",
"df[\"years_since_remodeled\"] = df[\"Yr Sold\"] - df[\"Year Remod/Add\"]"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df[[\"years_since_built\", \"years_since_remodeled\"]].hist(bins=20);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Two factor variables *recently_built* and *recently_remodeled* are created indicating that the corresponding action took place in the last 10 years. The two scatter plots below suggest that these groups of \"recent vs. old\" affect the price."
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [],
"source": [
"df[\"recently_built\"] = df[\"years_since_built\"].apply(lambda x: 1 if x <= 10 else 0)\n",
"df[\"recently_remodeled\"] = df[\"years_since_remodeled\"].apply(lambda x: 1 if x <= 10 else 0)"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
],
"text/plain": [
" remodeled years_since_built years_since_remodeled \\\n",
"Order PID \n",
"1 526301100 0 50 50 \n",
"2 526350040 0 49 49 \n",
"3 526351010 0 52 52 \n",
"4 526353030 0 42 42 \n",
"5 527105010 1 13 12 \n",
"\n",
" recently_built recently_remodeled \n",
"Order PID \n",
"1 526301100 0 0 \n",
"2 526350040 0 0 \n",
"3 526351010 0 0 \n",
"4 526353030 0 0 \n",
"5 527105010 0 0 "
]
},
"execution_count": 99,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[age_columns].head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Outliers\n",
"\n",
"The instructors' notes state:\n",
"\n",
"> **Five observations** that an instructor may wish to remove from the data set before giving it to students (a plot of SALE PRICE versus GR LIV AREA will quickly indicate these\n",
"points). Three of them are true **outliers** (Partial Sales that likely don’t represent actual market values) and two of them are simply unusual sales (very large houses priced\n",
"relatively appropriately). I would **recommend removing any houses with more than\n",
"4000 square feet** from the data set (which eliminates these five unusual observations)\n",
"before assigning it to students.\n",
"\n",
"To apply a more \"rigorous\" approach, outlier detection is conducted with a so-called Isolation Forest."
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [],
"source": [
"# Use only numeric columns that are strongly correlated with the target.\n",
"# This mitigates the risk that a \"not so good\" chosen factor variable introduced\n",
"# in this notebook causes an observation to be removed as an outlier.\n",
"with open(\"data/correlated_variables.json\", \"r\") as file:\n",
" content = json.loads(file.read())\n",
"strongly_correlated = content[\"strongly_correlated\"]\n",
"df_encoded = encode_ordinals(df[list(set(strongly_correlated) & set(df.columns))])\n",
"iso = IsolationForest(n_estimators=100, bootstrap=True, contamination=0.005, random_state=random_state)\n",
"outliers = pd.DataFrame(\n",
" iso.fit_predict(df_encoded), columns=[\"outlier\"], index=df.index\n",
")\n",
"outliers[\"outlier\"] = outliers[\"outlier\"].apply(lambda x: 1 if x < 0 else 0)\n",
"df = pd.concat([df, outliers], axis=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The five aforementioned outliers are among the ones detected."
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"Gr Liv Area\", y=\"SalePrice\", hue=\"outlier\", s=15, data=df);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We concur with the notes from the paper and remove only the sales of houses with more than 4000 square feet."
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [],
"source": [
"# Remove the outliers.\n",
"df = df[df[\"Gr Liv Area\"] <= 4000]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Save the Results"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Save the Data"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [],
"source": [
"# Re-order the columns for convenience.\n",
"final_columns = (\n",
" sorted(set(list(ALL_COLUMNS.keys()) + new_variables) & set(df.columns))\n",
" + TARGET_VARIABLES\n",
")\n",
"df = df[final_columns]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Discarding useless and adding new predictors changed the final dataset significantly."
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2893, 109)"
]
},
"execution_count": 104,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"