{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 570.866x334.646 with 11 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiAAAAFLCAYAAADvUjcYAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy88F64QAAAACXBIWXMAAA9hAAAPYQGoP6dpAACsM0lEQVR4nOydd3gU1frHP7M9PSQkIaQQegcB6dWAoqCIoGAnggIq6r0oKleleL2AWC8/UVBUUC4IggUUEBDBhnQFCZ2EJJCQBNI32+f3x2aXbOomJNkQzud55tmdc86ceXeTnfnOe97zHkmWZRmBQCAQCAQNkqVLlzJlyhRPm1EKhacNEAgEAoFAUHu0atWK06dPe9qMUqg8bYBAIBAIBILao3nz5nzxxRcoFAqUSqWzfMaMGR60SggQgUAgEAgaNN999x2jR48mPDwcSZI8bY4TIUAEAoFA0GAxnjlD5pKlmJOTka1WZ3nzL9d60Kq6xdvbmw4dOnjajFJIIghVIBAIBA2Vs3eMImD0neg6dgTFlbBHn169PGhV3fLrr7+i0+no2LEjKtUVv4NarfagVcIDIhAIBIKGjFpF8KRJnrbCo/z4448AfP/990iShCzLSJLErFmzPGqX8IAIBAKBoMGS/vY7ePe8Ed+BAz1tiqAEwgMiEAgEggaLT98+JD85DUmhQNJoQJZBkmjz+2+eNu26R3hABAKBQNBgOX3LcEKnT0fXsQNSsRgQdUSEB62qGz777DMefvhh3njjjTLrPT0NVwgQgUAgEFwTPP3002zYsIFz585x5MgROnXqVOkxCePG03ztmjqwru5w93vIy8vDz8+P7OzsMusDAwNrz0g3EEMwtYzFYuHQoUOEhYWhUIjEswKBQOBAlmXy8/Np06aNS4Ks8rj77rt5/vnnGTBggNvn8Bs2jKwvvsD/1luRtFpnucLLq1o21wayLDvFgjt5Otz9Hvz8/AA4fPgwgwYNcqn7+eefS5XVNUKA1DKHDh2i13U03UsgEAiqSnx8PO3bt6+0XXVumBnvvANA2txXQZKcMSDt449Wua/aIi8vj4CAAHJycvD396+0fVW/h2PHjpU6pqyyukYIkFomLCwMgL179xIeHu5RW3bv3o1jxE2r1dKjRw/Onz/PuXPnnG1atmxJWFgYe/bswVqUtEelUtGrVy/S0tI4e/ass21MTAxNmzZl3759mM1mABQKBX369CE9Pd1l7YHo6GgiIyM5ePAgBoPBWd6vXz8yMzM5efKksywiIoJmzZrx119/UVBQ4Czv3bs3OTk5HD9+3FkWHh5O8+bNOXLkCHl5ec7ynj17otfrOXr0ykXGNzGR8OwczsoyeVwZeWyPhAU4VawsEIlmkkSCLJNbrLwt9qeTE8XK/JFoLkmck2Wyi5W3RkIFHCtW5odEC0kiRZa5VKy8JRI64GixMh8kWkkS52WZzGLlzZHwBY4UK/NCoo0kkSrLpBcrb4ZEoCTxl2xzlmmRaCdJpMsyqcXaRiPRSJI4IttwtFYj0UGSyJRlzhdrG4FEY0niqGzDUlSmBDpJCi7LMsnF2oYjESpJHJNlTEXlEtBFUpAlyyQVa9sEiTBJ4oQsYyhW3gWJXCCxWFkIEk0liVOyjL5YeSck9MDZYmXBSERKEmdkmfyicl3r1vQaMgSDwcDff/99pd+QEFq3bs2xY8fIyspylnfr1g2bzcZff/11pd/gYNq2bcuJEye4dOmSs7xr164oFAoOHTrkLGvUqBHt27fn1KlTZGRkXLG3Uyd0Oh379+93lvn7+9OpUyfOnj1LWlqas7x9+/b4+fmxd+9eZ5mPjw9du3YlMTGRCxcuOMvbtm1Lo0aN+OOPP5xlXl5edOvWjeTkZJKTk9FqtXTv3t1j2THz8vLo0KEDPj4+5ObmOsu1Wi3aYt6Kq6H9sfga6acuKP4dwNV/D2fOnOHMmTPk5eWxbds2Z3nxa7AnEQKklnEMu4SHhxMZGekRG1JSUlAoFISGhjoFiE6nIzIyEpvNRmFhobNteHg4TZs2JTExEYvFfmtRq9VERkYiSRL5+fnOtk2bNiUyMpKkpCRMJhNg/7yRkZGoVCqXH5Pj858/f97lfJGRkWg0GpcxSkfbtLQ0l/NFRkbi6+vL5cuXS7VNT0/Hq5hLNSIiAr1e73Khl1d/QXj37hR4eaErlhExQqfDjEy2wegsC1YpidRoKTQa0RZr21SnQwIuF/sBN1IqidRqMZqMqC3F22pRI5FZrK1/UVuLyYTCYrnSVqvFS6Egvdh346tUEKnVYTOZkEq09VMoSCvW1luhIFKnA7MZuUgMAjTVaAhSqbig1zvLdAqJSJ0XCrMZS7G24RoNjVUq0gr12Iru3RpJItLLC5XFjMlUvK2aMJWajMJCzEX/U6qithqLBUPR/wNAuFpNuFrNJUMhxqKOJQkivbzxslgoLNa2iVpNhFpNlsFAoe2KaIrw8sLXZqPAaCzWVkWkWkOuwUB+ibYFNht5xdqGqlREajTkGw14WW0YT5/COyaGiIgIDAYD6enpV/pt0oTIyEguX77skqgpIiICm81GamqqsywkJITIyEhycnJchhAiIiJQKBScP3/eWRYUFERkZCT5+fkuN/yIiAh0Oh1JSUnOssDAQCIjI9Hr9diKf7aICPz9/UlMTHSW+fn5ERkZidFodP5mHW2DgoIIDQ11lnl7exMZGYnFYqGwsJBffvmFO+64w2PDw45rRLNmzVzKZ8+ezZw5czxgkWeJiopy2b/a70GpVKLRaJAkyeV/2dfXl4H1YFqyCEKtZVJSUoiKiiI5OdljAmTr1q1oNBqGDBnikfPXF04OHEjMypVoSlzsBNcfydOm4X/LLQSMGuVpUzyG1WplyZIlPP744x4VIAEBASQnJ7sMPVT25B8TE8N3331XYRDqubhHaLb8U0727WdXvA7q4TTc2vweANLS0mjSpEmN2VtTCA/IdYAj6911j4zrhUhw3SI5YgGuY5RKJU8++aSnzQDsQ07uxD5UhaYLXweg+bova7Tf2qQ2vgewx3sEBgai1WpZvXo1KSkp3H777R5fH0ZMy7gOMBgMTu+HLMsIp5dAIJBlmV27drkM8dR3nnzySSIjI0lJSWHYsGG0atWq3LbqoqGnnA0bUEdEuGw5GzbUlcm1QlW+B4ATJ06g0+k4e/YsCoWCiRMn8ssvv9SRteVTLwTIpk2bKt127NjhaTOvWSKKEu7Isoyvr68z+cz58+fL9YxkZGRU68LkuKiVx08//VSuAEpKSir3nIWFhdWy5/z581cCropcrwIBSFclxDdu3MjBgwcrbSfLMtu3by9VXl5ehqqSkJBQ7WNlWWbnzp3XlABZvHgxKSkpWCwW0tLSXALdyyO3WPBlRWXXElX9HhzX+XPnztGhQwcaN25cF2ZWSr0Yghk/fjw9e/as8IKQkJDgEnglcJ/mzZsD9guOXq/n119/BezxKeURGhrKkiVLmDJlSqm6V199lXfeecdlhoCD/fv3M2TIkHL/lrGxsfz+++/07du3VF2zZs346KOPePTRR0vVeXt789prr/HSSy+VqgsKCuLll19m+vTppeoiIyOZPHkyS5cuFQJEcAVJgqtwBI4aNYqWLVtWeuE/cuQIN998c6nfQ6NGjThw4ADdu3d3lm3evJkRI0aUavvLL78waNCgUuXnzp2jRYsWZf7WxowZw/Lly0u582+99VbeeustOnbs6NbnvJbJ/+03Cn77HUt6BheLZQK15eVXcFTDRK1W8+uvv/L3338zceJEZFl2znL0JPVCgLRq1apSD0e3bt3qyJqGx++//w7gfNJxXLAqiwspHsFfnJ07d5b7BOfOP3VFbYrPWilJ8Sm1xcnKymLHjh1lChDAZWqiQFCXVORdyMzMdNkvPr28OKdOnSqz3Fhslk9Jvv76a5577jn69evnUv7DDz8wZMiQ60KASGo1Cm9vkEDh5e0sV4WEEDx5sgctq3tGjx7N3r17ufnmm50zCTt37uxps+qHANm9e3eNtBGUjWMIwiE83BUg5XkxKjrOnWj66rq+KzrOLTeyLAPCAyLgSkKqq8Cd/+OKfisljy+vbVXL3UWSJO66664Gm6HZp1cvfHr1wm/YUHTt2nnaHI8SFBTErbfe6rJfH6bh1ov/vJkzZ7okAioLnU5XR9Y0PEoKDwfVFSAV4c5FsaJ+ayNA1tmnLIsRGIGdBiBAKqM8+4o/gHTp0qXBChAHeVu3Ys3NRZZlkqZM4WSfvuT+sNXTZgmoJwLEarVy00030bt3bz788EOXjJaCq8eRIKmqHpDaorqejOoKl+ICRCC4gmcFSMn/9Zr2gFQmQGRZ5rXXXnNmMW6o5P24A6W/PwW//46kVNFs1Soyly7xtFkC6okAWbRoERcuXODZZ5/l66+/JjIykri4uHoxTaghMGzYMODKBc/x6qkhmOpy1QIERBCqwM419G9QWwIE7A9/DX5aftE1Sb9vH/63DkfbormHDRI4qBcxIGCP0h03bhzjxo3j/PnzLF++nIkTJ6JQKDhx4oSnzbumcaSOruoQTHlUdFxtDsFcbZ1sN7BS+wQNn5pIRObpIZiaiAG5HlB4eZH54UfkbtpMzKr/Idts0MC9Pg4qCuoH+1ICnqTeCJDiZGRkcPHiRbKzsz2eqc3BqVOnmDBhApmZmQQGBrJ8+fJ6Y1tlOOJryosFKY/qeEA8FQPidhDqdXLRFVTG1eUBgZofgqlqH47y8jIdu+MBCQgIcMuGa5mm8+dx+X//I/S5Z1E1bozp3Dn8b7/D02bVCatWraqw/plnnqkjS8qm3giQrKwsVq5cySeffEJGRgYPP/wwu3fvrjTDW10xZcoUJk+eTFxcHOvWrWPSpEnX3Mycqk7DrS0BUp1zVlZX3T4FgtqkLjwgNpvNZSG88vovi3/84x+VtrnW0TRrRpN//ctlv/GU62MarqcFRmXUixiQe+65h+joaHbs2MGrr77KuXPnmDdvXr0RH+np6Rw8eJAHH3wQgLFjx15TidFKCo/aFCDu4KkhGOEBEThpAEMwldnhTvnvv//usoKuoOFis9nIysoiIyPDuXmaeuEB6dmzJ++99x5hYWGeNqVMkpOTadq0KSqV/euSJIno6GiSkpKIiYlxaWs0Gl0SBNWHGT0tW7YEai4GpCKuNg9IrQuQayn6UFB7XGUmVKiaAHFnQciqChDHb62qHr7i7bdv30737t2d1zZBw+TUqVNs3LgRvV6PRqPBYDAQEBDgcQ9Jvfive/75553vT58+zdmzZ11U+YgRIzxhlgslLwLl/ejnz5/P3Llz68Ikt3F4kurCA1Kb3pHqHieGYAS1wdUKEHf/L90ZgqmKfeL3cP2xY8cOJk6cyJo1a5gyZQqHDx/m4sWLnjarfggQB88++ywrV66kbdu2zjFNSZI8LkCioqKcC/+oVCpkWSY5OZno6OhSbWfOnOmSEvz8+fMeD1Z1TGcuLwbEnaez4tRmEGp184C4H4RaeTPBdUAdD8GU1fZq84BUZsf1LjSMlazTo60nQ/x1gSRJBAYGOv/nunTpwqeffuphq+qZAPn2229JSEjA29u78sZ1SGhoKN26dWPlypXExcWxfv16YmJiSg2/AGi1WrRarXM/Nze3Di0tm/x8++JL5XlAqhpFXxHuiJq69nK4ZkIVCkRAkRCt/Rt0RYGiNeUBuZoYkJEjRzbY4ZfkKVPLr5QkWm2/tlfErQqO4Tp/f39OnDhBYGBgvbg31av/vGbNmqHRaDxtRpksXbqUuLg45s2bh7+/PytWrPC0SW7juOCUXASu+MWxrNiN8rwK7nhAyovML25PWVR3aXC384AIBA7qwANSUduSZeX9Xqo7BONOeY8ePcps0xBo9eN2T5tQb+jduzeFhYXcdNNNrF+/HoPBwPDhwz1tVv0SIG+99RZ33HEHN998s8vaL0888YQHrbLTtm3ba27abUkccTWOC5BDdJR3oSpv1dqKBIjjIlobAqSi4ypaYVdkQhWUpCY8Ye6IZcdvrKz/z5Jl5XkiyvsdVWZHeb+J4uVvvvkmTz75JF5eXhWe41pHtloxX7iAXGyCwPU0BONY+dbLy4unnnrKw9ZcoV4JkPnz55Oamsqff/7pEgMiuDpuueUW4IoAcbw6vmOLxVKm56m86XkVzXQp3qdara6yrRVNCaxIZFR0nJiGKyjN1Sciq+j/0UFVBEh5QqOyIZLy/vfdKTcYDA0+ViT/559JffkVrNnZKLy8sObloQ4Pv648JD/99BO9e/d2hjfo9Xr27t3LkCFDPGpXvRIgBw8e5OTJk0J01DDp6elAaQHi+J7Lu1CVd4Gt6ILo6NNsNpf7VFXRk2NFQqK6dc7zCQEicFADQahVyZ9R1oJvJcvK+12VV+4QDlX9/bojnBoS6e++S8zqVSRPe4oWX39FzoYNGE+e9LRZdcqJEye46aabnPve3t6cOHHC4wKkXiQic9CuXTsKCgo8bUaD4+DBg8CVC17JC1Z5q2GWd2GrSIBUdlGsb3UCQXVx5/+qot9DybLqekDK+/2WJzSKn9fb27vBP/BJSKgjIqDocweMGoX+zz89a1Q9oD4I0XrlAfHz86NHjx4MHz7cJQZk4cKFHrTq2qfkRdDxWt0nqKsVIBUt/11d70hFPybn+YQHROCgBhKRVUWAlPU/X9UYkJLB4pX91twpL54yoMGitn+vqiZNyNvxE+qIpljSPJ8Doy4JDg5m9+7d9OnTB4Ddu3fTuHFjD1tVzwRI27Ztadu2rafNaHA4burleUCqegGrTQ9IdeM83BYgAgHU+RBMWW1Liu3yPCCVxWpV1QNSvPzAgQN06dKlWvFa1wpBDz2MNSeHkGee4fyz07Hl5hH2r5meNqtOufXWW/nqq6/48ccfnZm8R48e7Wmz6pcAmT17tqdNaJA0a9YMKO0BcVDeBay84LSKLlYVPfFVdr6ybHO3rrqeE4GgutS0B6Q8T4fjfUkBUtlvrTwBUvx3/cMPP9CuXbsGLUACbh8JgFdAAK1++MHD1ngGPz8/JkyYgMlkAqg36S7qRQzIJ598UiNtBGXj8CqVnIbreC3vQlqeAKnNIZja9oA09PFugZtI1IlHrCoxIBXNmCmrfWW/X3fzgzT0WTAZi/4PS1aWc9+SlUXGe4s9aFHdkVX0uR2Lz+Xk5JCTkyMWoyvOm2++Sd++fSv8Ibz77rtMnDixDq1qOOzcuRO4ciMueeGq6gWsomm4nhIgFdU5VL8MIgZEYEeSqIvUdFXxgBT3dBT3SJT3m3IcX1UPSHWT/V2r5O3YQcjTV3JfqBo1Iu/HHwmZ9qQHraobNm/ezP3338+qVavKrBeL0WGfk1zZei8hISF1ZE3D4/z588CVC5XDg+HYr+oQTEVCsbw4EyidAK2q1PVxAkFFVJYgDOx5NsD19+D4/ZT8vyzvgcCxunbJ32lls9rc+b8fNmxYvXHH1xplXa8s5T8ENSTuv/9+ZFlm4sSJ+Pn5edqcUtQLAZKYmOhpExo0jpz/jld/f3+gtDBx4PAYBAQElNnf5cuXyz1XampqmX0Wryvrwug4p4+PT6k6R19lrRHkEDW+vr6l6hxPgM7jxCwYQRHSVQShOvLqREVFVdr2woULgOvv4dKlSwAua0bBld+H0Wh0uVk4+nD8RtwtL4lDDBX/jfXq1avSz3Cto4mJ4dKnywmKmwCyzOXlK9A0b+Fps+qU//3vf0ydWsHaOB6iXggQQe3iEB5ffPEFAJGRkZw4cYJp06YBkJ2djclkYuvWrfz0009s3LgRuHKBzMrKYu/evezbt4+ff/6ZbdvsizjJsowsy+zdu5dt27axbds29uzZ4zwG4OTJk2zevJkffvjBORTkyPVy/vx5Z52jT8f06/T0dDZt2sSmTZv4oShwrGnTpoBdAG3ZssW5wZWbweXLl9m0aRObN2921jmCcIUAEVzB/UyoWVlZ/PLLL+zcuZOdO3cSHx9Ps2bNXFbDlmWZtLQ04uPjOXbsmHM7cOAAYBcd6enpfPrpp7z//vvOfs1mM1u3buXzzz93/u4yMjLQ6XR8/fXXrFq1il27djnLg4OD+e6771i3bh2bNm1ylhuNRrZu3cq6devYsGEDYP8NWSwWdu3axfr16/nmm28Au8fEZrOxe/du3nvvPT788MN6+XRcU4T9619ceP55Mt55ByQJ7x7dCV+wwNNm1RmSJBEUFIRer693C71KckOPQPIwKSkpREVFkZycTGRkpEdseOutt3juuecA+7z/t99+m5CQEF566SV27NhBYGAg27dvp0mTJgwfPpxhw4Zx5swZ1q5dS0REBF9++SUdO3bkxhtvZODAgdx00000b96c1157jXfeeQe1Ws3w4cO5+eabuemmm4iLi6N58+bs3r2b06dPc+uttzJ8+HBuueUW3n//feLj49Hr9fzyyy/ExsYyfPhwhg8fzq5du1ixYgVNmzZlw4YNDB48mJEjR3Lbbbdx7NgxXnzxRXr27MmaNWvo168ft912G7fddhsXLlxg6tSpDBkyhFWrVtG/f39GjBjBiBEjSEpKYvLkyQwePJgVK1aQdPIkUa1be+TvIKg/pM6ajaZ5c4IfiStVd/nyZX7++Wd27tzJrl27OHbsGD169GDIkCEMHjyYfv36cezYMR5++GHeeOMNFi9ezJ49ezAYDLRv3965dejQge7duzNjxgySk5M5duwYt9xyC08++SS///47a9asQa/Xo9PpePjhh7nvvvsYPXo0kZGR/PTTT3Tr1o0HHniAMWPGMHbsWHx9ffntt99o374948aNY8yYMbz00kskJydz4sQJwsPDGTduHHfddRdr1qzh66+/Jj8/H6VSyT333MNdd93FkSNHmDNnDoGBgWRmZpKcnMzFixcJDQ2t+z8C9oejgIAAcnJynJ7Z2sKm1wOgqGc3Yaj97+Hrr78mMTGRNm3auAy53XzzzTV+riohC2qV5ORkGZCTk5M9ZsP06dPlsWPHyl988YWs1+vlPn36yGvWrJFlWZbnz58vA/LGjRtdjjl48KAMyHFxcXJ6enqpPvv06SMHBwfLP/74o2yz2VzqHH0uWbJENhqNLnWbNm2SAXn27Nlyfn6+S92RI0dkQJ42bZp8+fJll7oLFy7IgPzII4+UsufSpUuyTqeTJ0yYIF+8eLFUnb+/v/zoo4/KbbVa+X+fflr5FyZo8Fx4ZZac+cmnsizLcm5urvz999/Lzz77rNytWzdZq9XK/fv3l1966SV527Ztpf5PZVmWMzIyZECOiIiQP/roI/ns2bOy1Wot81yrVq2S27VrJ+/bt89ZdujQITkmJkb+7LPPXH4/b775ptyjRw/5wIEDLn0sWbJE7tGjh7xnzx6X8u+++07u2rWrvG3bNpfyw4cPyzfccIO8evVql/5TU1Pl3r17yx988IFssVhklUolnz171r0vrRbIycmRATknJ6fG+zYWXXMNp06VudUnavN7kGVZ/umnn8rcPE298oBcvnyZoKAgT5tRo9QHD8jo0aMJCwtj6dKlpepkWUav15cZe5GZmVlutjzHIlZlrfciyzL5+fnlunUrcgUajcZSY+MOLBZLuVOAS+ZOKGmPJEk80TgE1bh7WFTkAr/WkGUZm83mfHVsxffdravLPuqjvXm//Ybs48vRQj0HDx6kS5cuxMbGEhsbS//+/cv8PZRk//79tGrVisDAwNr/49cS3t7e7Nu3j44dO3rk/LX55J88ZSpRS5dweuiw0pWSRKvt22r0fFdDbXtALl68SFhYWKVldU29igFp3bo1sbGxPPLII9x2220iZ0MNYTQaXVLbF0eSpHIvthWl6i2vP0efFY0pVzQOWZ74gIrzj1QU8e/4P+rh5cXr27ZRUFDg/MwWiwW9Xk9hYWGpV8dmMpkwmUyYzWbMZnOdv7darZXGK0iShCRJKBQKFAqFy/uS++7W1XQ7T/ahUqlcypVeXqj9/bn96acYPHhwtUTEjTfeWOVj6hthYWH1Yk2Q2iBq6RKA62rV2/L45ptvmDJlSqVldU29EiBJSUl8+eWXvP7660yePJmHHnqIRx55hDZt2njatDql5JOuXBTsWdb7kmXF+3CQl5dX4Y39eqGPtzddOrQnMDAQjUaDyWTCYrEgSRJeXl54e3uXetXpdGg0GjQaDWq1GrVaXe57b2/vSttU9b1arS518yx5k3VsAvdJlWU0UdEE33mnp03xKE2aNCE+Pp4uXbrUSv+yLGOxWJwi3mg0Ot+bTKYKZ9TVFMlPTiNq8XuVljVE9Ho9BQUFWCwWl8RjBoOhwnxMdUW9EiA+Pj7ExcURFxfHmTNnWLBgAe3bt28QCv3rr7+mXbt2nDt3zmVLSUlBr9e7/Djd+cdw3IiKP/mWvBE53suyzKRJk2rts10rKCSJtf/7H/kWCwaDwSkaNBqNuIFfb9RRIrL6jlar5aeffmL8+PFkZGRw7Ngxjh8/TkZGBtnZ2WRnZ2MwGJzXpeKvxbfiwqLkewcOIV98q2yl35rAnFp6WrI5KanWz1sfOHz4MHv27CEvL88lGZlWq6Vfv34etMxOvRIgYHeJb9iwgU8//ZS9e/fy+OOPe9qkGuGjjz7C29ubZs2a0axZM3r37s24ceOIiorCx8cHrVbr8sNUKpXligxB1XF6hCQJf3//Wo+4F9RvriYPSEOiV69efPjhh6xduxaDwUDbtm1p164dTZo0ITAwkMjISLy8vMr0zjmuWe68qlSqMq9djtiH2iBr7Vqy136JKfEcCfeMc5bb8vLQNG9eK+esb/Tp04c+ffqwa9cuBg8e7GlzSlGvBMjTTz/N2rVr6datG3Fxcaxfv77BZOnbtGmTx4JQd+3aRXh4+HU3lCUQCCqmcePG/PXXX4A9P5A72V09zalTp5gwYQKZmZkEBgayfPlyOnToUKqdb//+aJrFkDZ3LqEznnOWK3190V7jq667+x04aNKkCQaDwRm7V1hYSHJyssfvCfUqR3VYWBgHDhxg8+bNjB8/vsGID0+TmZlJfn6+p83wLMU8IAJBVRKRNWQGDBhAWFgYzZo1uybEB8CUKVOYPHkyJ0+e5Pnnny93eFkdEYFP71603PQ9Pr16oW3eHG2LFug6dEC6Rj5rebj7HTj46aefXCYO6HQ6fvrpp9o2s1LqlQB56aWXiIiI8LQZDQ5xoUUIEIErkiRCQIB+/fpVOKOtvpGens7Bgwd58MEHARg7diwJCQkVLudhOHGSs3fcwZmRt3NmxEjO3jEKw4mTdWRxzVOd76AkklQ/BHi9GoKpTT755BPeeecdjh07xrvvvutMQw72HBLPPPMMmzZtQpIkpk+fzhNPPOGsf+211/j0008B++I+//73v6t8/stnzqDLz0dSKPD38cFoMmEoFqCl02rRajTk5uc7/zEkScLf17f8tgUFyMVmvgT4+WEymyksWvMBQKvRYCssxJadjblo7ZfrEef3JASIAECSsOXmXNe/CYAVGzYwrE8ffL288PH2RiFJ5BUtlQD2Bfd8vb3Rl5g14e3lhVKhKLNtocGAqURblVJJbjEvrEKhwM/Hh/yidXEcy0U40Gq1Zc7cS05OpmnTps7gVUmSiI6OJikpiZiYmDI/Y+rLL9P4ySfxv/VW+7m2/EDqSy/RfN2X7n5NdYY730N1vgOtVktKSoozDCAlJaVejDBcNwKkR48erF27lvnz55eqW7lyJfHx8Zw8eZKcnBy6d+9ObGws7dq14+eff2b16tUcPnwYlUpF//79GTBgAMOHD6/S+ddt3IiXVouXwciI337jVHQUh4ulBO92/AQtzp9n46CBmIqW4taYzdzx8y+cjWjKoXbtnG07nzpNm6QkNvfvh77o6UVpszH6p50kNWnCvo5XxgI7nD1L+5TzKG02EhrAbKKrQR0djSRWxhVgd89fWrqU7HXrPW2KRzH17sXqlBQAhuzbj5fRyOYB/Z31IVlZDDp4iIPt2pJQzDs98OAhAvPy2Dh4kLMsKCeXm/bv53DrVpwqtk5O378OE3b5Mt/cNMRZFpCfz7A9ezkUY1+nqeTCfrNnz2bOnDll2lwymLXSJ3mbzSk+APxvHc6lZcsqPsZDuPs9VPU7GDZsGGvWrHGuKp+Zmcn48eOvztga4LoRIF27dgXKTli1Zs0apk6dilKpJCgoiHHjxvHFF18wZ84c1qxZQ1xcnDNx1cSJE1m9enWVBcjkf/zDJQi1DTCyjHbPllHWBri1nPKyysrI+ycQCIoR/EhcmevAXG+UdQ25wc12AJ2q0LZ9GWVNcnNhzRqSk5NdZqaVl7coKiqKlJQUZ1ZkWZZJTk52WRiwJNq2bdHv3493UeI4/YEDeNVS3pOrxZ3voTrfQVRUFE888QQpRWIzKiqqXgy9XTcCpCKSkpKurJgKxMTEsH//fmdd8elLMTExrFu3rty+jEajy9z3nJwc4MpS2wKBQCCwk5eXB4Cvr69bU+NDQ0Pp1q0bK1eudM6UjImJKXfoAcAQH8+5b75BU3SDNiUloWvXzjk1t/mXa6/+g9QQ7qQIqM53APZ7kcFgoHPnzhgMBvLy8jy+CnKDESADBw7k2LFjZdYdOnSolGurJMVdWiXdWRXVlWT+/PnMnTu3VHmvXr0qPE4gEAiuV1JTU91Oh7906VLi4uKYN28e/v7+rFixosL2Yf+aWQMW1i+q+h3s37+f/fv3YzKZ6Ny5M3q9no0bNzJhwoQ6srhsGowA+eWXX6p9bHR0NImJifTs2ROAc+fOOd1ZjjoHxevKYubMmUyfPt25b7FYOHbsGFFRURWuVyIQCATXG46FK6uSj6Jt27bs3r3b7fY+vXphycoCQNWoUZVtrAv8/PzIyclx2yNR1e/gwIEDTJo0iU8++QSAoKAgCooFEHuKBiNAroZ77rmHpUuXMmbMGHJyclizZg1btmxx1k2bNo0nnngClUrFJ598wmuvvVZuX2VFLffv37+c1gKBQCCoLbK+/JLM9z/AcvEiAKomYTSeOpVG48ZVcmTdIhVlaK4tlEol6qLJDQ7qwwPxdSNAVq5cyYsvvkhWVhbffvstCxYsYOPGjXTr1o2HHnqIffv2OVX4jBkzaN/eHjI1ZMgQxo0bR+fOnQG49957ufXWskJCBQKBQFBfyP7qay4vX0H43Dl43XADAIWHDnFx4RtIShWBY8d41sA6xNvbm0tFU54B/vrrr1pLgV8VJLk+ZCMRCAQCgaAGOTvqTqKWfIC6aVOXclPKeVKeeIIWG771kGV1z+XLl1m/fj0ZGRnOVbvvu+8+goKCPGrXdeMBEQgEAsH1g2yzlhIfAJrICGTb9ZUTKSgoiEcffZTMzEwAgoODxRCMQCAQCAS1gWw2YzMaUZSIybMZDMgmczlHNSyKZ68FnDONrFYrVqu1VFxIXSMEiEAgEAgaHP4338yF518g/N+voiwK8LTm5JA6azZ+N18f6RrnzZtXat0Xx74kScyaNcuD1okYEIFAIBA0QGSzmQsvziTvp5/QNGsGEpgSz+E3ZAhNX1+A5OGnf4EQIAKBQCBowJiSkjDExwOga9/eLkauEzIzM2ncuDFgX3S1eNxHUlJShTmt6gLPR6EIBAKBQFBLaKKj8b/1VvxvvfW6Eh8A69dfWWzxo48+cqnbvHlzXZtTCiFABAKBQCAQ1DlCgAgEAoFAIKhzxCwYgUAgEAgaIBaLhYyMjFLvHfueRggQgUAgEAgaIGazmVWrVjn3i7+vD4hZMAKBQCAQCOocEQMiEAgEAoGgzhECRCAQCAQCQZ0jBIhAIBAIBII6RwgQgUAgEAgEdY4QIAKBQCAQCOocIUAEAoFAIBDUOUKACAQCgUAgqHPqdSKy999/v9I2Pj4+TJgwoQ6sEQgEAoFAUFPU60RkwcHBjBo1qsI2P//8M2fOnCm3/tSpU0yYMIHMzEwCAwNZvnw5HTp0KNXu448/ZsGCBdhsNoYOHcr777+PSqUiPz+fsWPHcuDAAcC+vLFAIBAIBIKro14LkNjYWHbs2HFVbWJjY3n44YeJi4tj3bp1vPXWW+zevdulTUJCAv379+fQoUOEhoZy5513MnLkSKZMmYLRaOTXX38lODiYYcOGCQEiEAgEgko5k13+g7EDlUJFM/9mdWBN/aReC5CrJT09nTZt2pCZmYlKpUKWZcLDw/njjz+IiYlxtnvjjTdITExk8eLFAGzatImFCxeyc+dOZ5vExERuvPHGKgsQi8XCoUOHCAsLQ6EQITcCgUDgwGazcfHiRbp164ZKVa8jAqpM98+7E+odWmEbq2xl293b6sii+kfD+ouXIDk5maZNmzr/sSVJIjo6mqSkJBcBkpSURLNmV1RoTEwMSUlJ1Tqn0WjEaDQ69w8cOEBsbGz1PoBAIBBcB+zdu5eePXt62owapWVgS76848sK29yz8Z46sqZ+Uq8FSHZ2Ni+88AIJCQmMGjWKadOmOevGjh3L+vXrK+1DkiSX/fIcPsXbXY1TaP78+cydO7dU+d69ewkPD692v4KaxSbbSC9Mx0ftg5/ar1bPZbFYyM3NJS8vD5vNhkqlQq1Wo1ar8fX1RaPRlPo/FQiuB1JTU+nVqxdhYWGeNqXGeXvI2zXSpiFTrwXI1KlTiY6OZsqUKSxevJiffvqJtWvXolQqOXv2bKXHR0VFkZKSgsVicQ7BJCcnEx0d7dIuOjqaxMRE5/65c+dKtXGXmTNnMn36dOf++fPn6dChA+Hh4URGRlarT0HNcqnwEo9te4yLBRcptBTir/Gnc+POdGrcic4h9ld/jX+V+pRlmQsXLnDs2DHi4+NdXjMyMtBqtfj7+6NUKjGbzZjNZkwmEwaDAZVKhb+/P35+fs7Xyrby2vn6+oqhvjrg6NGjBAUFiYeKGqIh/s9G+UXVSJuGTJ0JkMqm1D7xxBOlyo4fP84XX3wBwF133cXjjz/O6NGj+eqrr9w6Z2hoKN26dWPlypXExcWxfv16YmJiXIZfwO5NGTBgALNmzSI0NJQlS5Zw7733uvfBSqDVatFqtc793NzcavUjqD2WHl5K+6D2rL9jPTbZxrnccxzOPMzh9MNsObOFhPwEgpXBhBNOY0tj/Ar98Mr3wphnpKCggPz8fAoKCpzvs7KyOHHiBLIs0759e9q3b0+HDh247bbbaN++PdHR0S7/E8WxWCzk5eWRm5vr9JKU3Bzl586dK7O++CbLMj4+PpUKFXcFjVarFd6ZMujUqRNdunThr7/+8rQpgnrM5oTNpOSlMDByIO2C2jnLlx1ZxqOdH/WgZfWDOhMg06ZNo2fPnnTs2LHUEEd5F7jisRQKhYKlS5fy9NNPM3r0aEwmk1vnXbp0KXFxccybNw9/f39WrFgBwKOPPsqoUaMYNWoULVq0YO7cufTv3x+bzUZsbCyTJk1y9tG9e3dSU1PJysoiMjKSm266ic8//7yqX4GgHiDLMj8k/sBHt3wEwK6du/j666/56aefOHnyJN7e3oSEh6Bpq8HYzMjZ0LOYA80Yg414+XsRZAkiVA4lUh1JtC6aMN8wAgMDadOmDREREVW+WatUKho1akSjRo1q5LPp9fpSwqWsLTs7m+Tk5HLFTl5entM7U5ZQ8fX1RafTuWxeXl5ulZUs12g0aDQa1Go1Go0GpVJ51d9FXVBQUOBpEwT1mEUHF3Hg4gHaBrXl8e2PM6nTJB7s8CAAWxO3CgFCHQqQZcuWsXz5co4dO8bEiRO577778PX1rfCYZs2a8fvvv9OvXz9n2aJFi3j66afZsmWLW+dt27ZtqWm3DnuK89hjj/HYY4+V2cfBgwfdOpeg/nM2xz50Z0m10OuWXly+fJn777+fxYsX07VrVwIDA8s8zmAxcCrrFMezjnP80nGOZx1n++XteJu9aWluSYuUFrTIa0HLwJa0DGxJsC64zj0HkiTh4+ODj48PTZo0uer+HN6Zsrb8/HyMRiOFhYUYDAbndvnyZQwGQ6nyispMJhNmsxmr1QrYHzaKC5LqvHfsa7VaF8HjePX29mb06NGVXoMqogFPIBTUADtTdrJm5BrUSjWTu0zmqR+fotBSyGNdHkNG/O9AHQqQiRMnMnHiRE6dOsUnn3xC9+7d6devHy+++CLt2rUr85hPP/20zKehRYsWVXuIRHB9cyb7DFHaKAYPHsyLL77IM88849b0P51KR+eQznQO6ewss9qspOSncCb7DGdzzvJ35t98e+ZbEnISUCvUtAiwC5Jm/s2I8otybt5q79r8iDVGTXpn3MFqtbrExzi2quyXrDMajRgMBvLy8khPT3cKn8OHDxMfH8+8efOqba8QIIKKkGUZtVINQGOvxnx0y0c8vv1xrLIVCTGsCR4IQm3dujVz586lY8eOTJ8+nR49epQrQCoK8CruFREI3CU5L5kzB87wxBNP8Oyzz15VX0qFkmb+zWjm34xYrky1tsk2UgtS7cIk+yzn8s7x24XfSM5NJk2fRpAuiGi/aCL9Ion2iybKL4oIvwjCfcJp7NUYhdTwAvLcQalUolQq0el0tX6u3377jfvvv59XX321weWfENQPvFXenM8/T4RvBAC+Gl+W3ryUKdumcDr7tIetqx/U6S/v0KFDfPzxx2zatIlbbrmFjRs30rt370qP+/nnn5k5cyYJCQlYLBZkWUaSJNLT0+vAakFDIv5CPMl/J/P8yudr7RwKSUGEbwQRvhEMihzkUmeymjiff57kvGSS85JJyk3iz4w/uZB/gdSCVMw2M2HeYYT7hNPEp0mp1zCfMPzUfiIw9Crp168fgYGBfPvtt4wdO7ZafQgPiKAinun+DPmmfJcyb7U3S29eyv+O/c9DVtUv6kyAdO/eHZVKxcSJE5kzZw7e3nY3tF6vB3Dul8WkSZOYN28ePXr0uGYC1AT1k/hz8dzQ8gZ8fHw8cn6NUkPzgOY0D2heqk6WZXJNuaQVpJFWkEZqQSqpBansv7ifiwUXuVBwgUx9JkqFksZejQn2CibEK4TGXo1dthCvEIK9ggnWBTtdwAJXJEnimWee4b///W+1BYjAM1zt+l4A3333Hc899xwWi4WuXbuyYsUKZzzQnj17mDJlCnq9nqioKFauXOn0xsfExDiDp8GedmH8+PFl2tkrvFeZ5d5qbx7rUna84fVGnaViLz7Pu2TSL0mSnAFoZdG7d2/27NlTq/bVFikpKURFRZGcnCzygNQDer7TkxEBI5g7sXSyuGsBm2wjx5hDRmEGmYWZrps+k0xDJhl6e12+OR9ftS8B2gAaaRsRqAskUGvfGukaubwP0AYQqA3EV+2Ll8rruvCwGAwGoqOj+eGHH+jWrVuVjpUkiWbNmrnkDxJUnepcH692fa/8/HxatmzJrl27aNeuHdOmTcPPz4/58+cjyzKtW7dm2bJlDBkyhDfffJMDBw6wevVqwC5AvvvuOzp16uT2Z8wszGTVsVWk5KdgtV25z7015C23+2io1JkHxGazVfvYBx54gKVLl3LPPfe4jA9X5DURCMqiwFbAjR1v9LQZ1UYhKWika0QjXSPaNGpTYVuT1US2Mdu+GbLJMmaRbbDvZxmyOJtz1lnnaFdgLkAlqfDV+OKn8cNX7Yu/xh9fjS++anuZY3PU+Wh88FJ54a3ytr+qvfFWeaNV1u8cIjqdjilTpvDf//6X5cuXe9ocgRukp6dz8OBBtm7dCthzOE2bNo3ExESX/E7r1q3jrrvucmZYnTp1KgsXLmTKlCls3ryZG2+80Rl7+MQTTzBixAjmz5/P/v370Wq1DBkyBIApU6YQGhqK2WxGra6eN/GZHc/QPrg9fcP7XrfxXeVR59FXhYWFxMfHI0kSHTp0cCvgLDg4mMmTJzuTlbnjNREISnLp0iXwghva3eBpU+oEjVJDqHdopQtiFcdqs1JgKSDPlEe+KZ9cUy75pnzyzHnOsjxTHun6dHJNueSZ8tCb9egtegothejN9leD1YBCUpQSJo59x3svlRdapdZ1U2lLlelUOjRKDTplideicrWiejeHxx9/nLZt27JgwYIqT10WMSA1hyMHjYOSCR0d1MT6XmXVnT9/HpvNVqrOkf8mNTXVmR37gQcewGaz0bt3b+bPn09ISEiFn81gNfByn5er8G1cP9SpAHnppZd455130Gg0AJjNZv7xj3/wn//8p9Ljdu3aRffu3Rtkyl5B3XAm4QwKbwXB3sGeNqXeolQo8df4VzkVfUmsNiuFlkK7KLHoncKkrPcmqwmj1Ui2MRuj1ei6WYyly4o2k9WEwWJARkYpKZ1CxfGqU5Z4r9KiU+rQqXR4qby4r919NG3alLFjx7Jo0aKrmpIruDpKxnDMnj2bOXPmlNm2Jtb3qsgzV1H/P//8M9HR0ZjNZl5++WUmTJjApk2byu0LoEtIF05mnazUY3k9UmcC5I033uDnn3/mwIEDtG/fHoD4+Hina+z558uflRAREcGNN167bnNB/eBE4gkkm4SXysvTpjR4lAqlfdhGU/1EX+4gyzIWmwWD1YDRasRgufJqsBqcr0aL0WV/b9pePv37U17q8xIzZsxg4MCBzJw5Ez8/9xcmFB6QmiM+Pp6IiAjnfnlLF9TE+l7R0dHs2LHDWZeYmEhERAQKhaLUcY7Ee44gVEcfarWaf/zjH7RpU7mouLvN3cRtiaOJTxO0iiufa/Xtqys9tqFTZwLkk08+4bfffiMoKMhZ1qFDB77++mv69+9foQAZNmwYL7zwAuPHj3cZsikr8lkgKI/zGedRKVX1Oi5BUDUkSUKtVKNWqvHDffHQM6wn03dN51/yv+jYsSP9+/fno48+cllIUlB3ONL8V0ZNrO9166238uSTT3L8+HHatWvH+++/76zr0aMHBoOBnTt3MmTIEJYuXcro0aNRq9UUFBRgNpud2ZJXr17tVvDyv375F5M7T6Z9cHsRA1KCOhMgCoXCRXw4CA4OrnRq7WeffQbA2rVrnWWSJLm1Iq5A4CC3MBeVj0g6JYCOjTtitVk5kXWCdkHteP7557nvvvuYNm2ac4i4MoQHxDNc7fpefn5+LFu2jNGjR2OxWOjcubOzD4VCwcqVK5k6dSqFhYVERESwcuVKAC5evMjYsWOxWq3IskyLFi2c96aK0Cq1xHWKq50v4xqnzqbhtm/fnt9//71UWudLly7Rr18/Tpw4URdm1DliGm794al5T7E/eD+7p5ReG0hw/TF391xCvUJ5/IbHkWWZ/v37M2XKFCZMmFDpsZIkERERQUpKSh1Y2nC5Hq6P/3fo/+gW2o0BEQM8bUq9o878QY888gh33nmni9A4fvw4Y8aMcVl5tiw2btxIdna2cz8rK4vvvvuutkwVNFDyjfmoEYm5BHZuirqJn5J/AuyC4vnnn2fhwoVupwwQHhCBO3x54kue2P4EfVf1ZfCawQz6YhCD1wz2tFn1gjrzRz///PNkZ2dzww03oNPpkCQJg8HAM888U2H8B8Arr7zCn3/+6dwPDAzklVde4fbbb69lqwUNiQJTgUsQmOD6pk94H2b+MpOEnASaBzRn1KhRvPTSS3z11VfcfffdnjZP0ED44vYvPG1CvaVOI2LmzZtHZmYmW7du5YcffiAjI4P58+dXuR9Jkq4qsZng+kRv1qNVCgEisKNRargl5ha+O2v3pioUCubOncusWbPcyjEkPCACd5CQCPYKpqlvU5r6NiXYK1gEoxZR59+Cj48PPXv2pGfPnm6vx+Hv7++Siv2PP/6o0nQ5gQDAYDEIASJw4Y4Wd/D92e+xyfYHmjFjxqDVap2ptytCCBCBO0zf6TqzSpblUmXXK3UmQJKSkhg+fDht2rThueeew2AwOOv69u1b4bGvv/46o0ePZtiwYQwbNoyxY8fy9ttv17bJggaGRbKglYQAEVzhhtAbADiUfgiwe0H+/e9/M2fOHMxmc4XHCi+swB3MNrPLg49OpcNkNXnQovpDnQmQqVOnMmrUKFavXk1GRgZDhw4lLy8PwEWMlEXfvn2Jj49n+vTpTJ8+naNHj9KrV9krDQoE5WFVWNFI7k2xFFwfKCQFd7a6ky9PfuksGzlyJI0bN+bjjz+u8FixFITAHSRJ4lLhJed+ZmEmMsJ7BnUYhJqWlsaTTz4JwIoVK5g3bx5Dhw5l27Zt5SaG6ty5M6NGjeKuu+7ixhtvZMSIEXVlrqABYlVYxRCMoBT3tLmHEV+NILMwk8ZejZEkibfffps777yT8ePHl0od4EAIEIE73N/ufiZsmcAdLe4AYOPZjUzuMtnDVtUP6swDotfrXfb/9a9/MW7cOBdPSEl27NhB8+bNmTNnDq1bt+app57ixx9/FD98QbUQHhBBWTT2akxsdCxfnrjiBenXrx/Dhw9n9uzZ5R4nrkMCd7ir9V3M7jubAnMBBeYC5vaby6iWozxtVr2gzgRI+/bt2bJli0vZc889x/3338+ZM2fKPCYkJIRHH32U7777jkOHDjFo0CA+/vhjWrVqxcMPP8xXX31VF6YLGgg2ySY8IIIyeaDdA6w5sQaD5cpw8Ouvv85nn33G33//XeYxQoAIKuK1P17j9wu/Y7FZ6NmkJ9NvnM70G6fTI6yHp02rN9SZAPniiy+46aabSpVPnz6d5OTkSo/39fXlnnvuYdWqVZw8eZJ77rmHbdu21YapggaKTbKhUohU7ILSdA7pTOtGrV1iQSIiInj55ZeZNGkSFoul1DFllQkEDno16cWGMxu4/evbefGXF9l2bhuFlkJPm1WvqDMBotVqy13hsPgqiJURHx/Piy++yKOPPsoHH3xQU+YJrgNkSUatFJlQBWXz5A1P8vGRj11uEv/85z9RKBS88cYbpdoLD4igIm6JuYUFAxfw3V3fMarlKPak7mHshrE89eNTfH3qa7IMWZ420ePUmQDJzs5mypQp3HLLLbz33nsudWPHjq3w2IKCAj7++GP69u1Lt27dUCqVwvshqDI2yYZaIQSIoGxuCL2BdkHt+N+x/znLlEoly5cv5/XXX3fJxgxCgAjcQ6VQ0a9pP17u8zKbxmxicpfJnMs9x8QfJnraNI9Tp9NwAwICmDJlCl999ZVzVUGg3FVtf//9dyZNmkRkZCSbNm3i5ZdfJjw8nIULF9KlS5e6Ml3QQJAlGY1SBKEKyufZG5/lkyOfkFaQ5ixr27YtCxcuZMyYMVy+fNmD1gmuZXJNufyY9CMapYZ/9PgHX9/5tadN8jh1JkCOHz/OwoULGTt2LNu3b6dx48aMHj26wmQ/AwYMIDExkfj4eNavX8/IkSNRKEQKW0H1sEk2MQQjqJDWjVozuvVo3tjnOuTy2GOPERsby/333++8ZpWXPkAgAJj5y0yOXz4O2MXH3RvuZtHBRUzeNpmvTwnxAXUoQIxG45WTKhQsXbqU5s2bM3r0aEymsrPCLVu2DKPRSM+ePfnXv/7FqVOn6spcQUNEgfCACCrlia5P8FfGX2xN3OoskySJ9957D5PJxP333w+ARlP5/5LZbGbhwoW1Zqug/hJ/KZ52Qe0A+P7s90T7RfPt6G/5YuQXrDq+ysPW1Q/qTIA0a9aM33//3aVs0aJFtGzZkuPHj5d5zMSJE/n111/Zvn07FouFQYMGkZaWxkcffURWlgjgEVQNWSGCUAWV46vxZf7A+fz7j3+7DMXodDo2btxIfn4+YB+aqYyjR4/ywgsv1JqtgvpL8YedQxcPERsdC0C4b7inTKp31JkA+fTTT2nVqlWp8kWLFvHLL79UeGy7du1YuHAhycnJ/O9//2PDhg1ERUXVlqmCBoqIARG4S88mPbm7zd08u/NZl9wgPj4+bNq0iffee8+ta5AYMr5+sck28kx5WG1WDlw84JL/w2g1VnDk9UOd/Tp2795NaGhoqXJZlitdc8GBSqXirrvuYuPGjWI4RlBlZIWMViUSkQncY9oN0wjSBfHSry85V8sF+3BMq1atyM7OrrQPpVJZixYK6jPj247n3u/u5YFNDxDpF0nbILvH7GTWSYJ1wR62rn5QZ1mZ/vGPfxAQEMDQoUNdyh977LFKxURaWhrvvfceZ8+edUn+s3bt2lqxVdBAUSCGYARuo1QoeX3Q6zzywyO8uvtVZvWdhUKyP7MFBQVx6dKlSnq44gGRZVkErV5njGs7jo6NO5JWkEb/pv2d5WqFmud7Pu9By+oPdSZANmzYwO23385XX33lXMl2ypQpHD9+vFSK9pKMHj2aHj16MGzYMPFEIag2slJGqxYeEIH7eKu9+fDmD5mybQov//oyc/vNRa1UExoayoULF7BYLKhU5V9GHQLEZrOJa9d1SMfgjnQM7uhS1jyguYesqX/U2RDMDTfcwOrVqxk7dix///03jz/+OEeOHGHLli34+vpWeGxhYSGLFy9m4sSJTJgwwbkJBFVCgVgLRlBlArQBfHTLR2QUZjDxh4lk6DOIjo6mQ4cONG7cmLvuuosjR46UeaxDnJRMN9C5c2fS0tLKOkTQQHh6x9M10qYhU6cLYwwcOJClS5fSr18/OnXqxNatWysVHwB9+vThyJEjdO7cuQ6sFDRYFAgPiKBa+Gn8+GDYB/z34H+5e+PdzOw1k99++43ExETWrFnDoEGDuOuuu5gzZw7R0dHO4xwekIKCAnQ6nbP877//5tChQ9x22211/lkEdcNfGX/x9v63K2xzJrvshVivF+pMgPTs2dM5BqpQKMjKyiI2NtZZv3fv3nKPnTx5MoMGDSIqKsrlR1zRMQJBKZSgUYlZMILqoVKoePbGZ+kf0Z85v89h49mNPNXtKWbOnMmkSZP4z3/+Q6dOnZg4cSJPP/00LVq0QJZlAPLz8wkOdg08rCgJo+Da596291baZlzbcXVgSf2lzgTIm2++We1jH3roIV566SW6d+8uxlEF1UZSSmIWjOCq6RPeh69GfcXKYyt5dOujdAvtxvi243n7nbf55z//yeuvv84NN9zAwIEDad++PYAzd0hxSiZgNJlM7Nu3j/79+5dqK7j2ePyGxz1tQv1Hrmc8+OCDpcq6detW7f5Onjwp9+3bV27durXcs2dP+ejRo2W2W7ZsmdyqVSu5RYsW8mOPPSabzWZn3caNG+W2bdvKLVu2lMeMGSPn5eW5ff7k5GQZkJOTk6v9GQQ1Q/vF7eUjiUc8bYagAZFrzJWX/71cvv2r2+Wbv7xZXrBngbznwh4583KmvGTJEvmuu+6SAfnrr7+WrVar8zhAXrZsmUtfS5YskevhJblWqc71sbav6X/88YfctWtXuXXr1nJsbKx84cKFKp9b4B717r+9LLHx8ssvy5s3b65WfzfddJP86aefyrIsy19++aXcp0+fUm3Onj0rh4eHy2lpabLNZpPvuOMOecmSJbIsy3JeXp4cGhoqHzt2TJZlWX7yySflF1980e3zCwFSf+iwpIN8IuWEp80QNEBsNpt86OIh+e39b8t3fH2H3HNlTzluc5z8zv535H+8/w/ZO9pbVmqUckhIiNy5c2cZkN944w3ZZrM5+1i6dGmZAiQ3N1devHhxXX6cOqM618favKbbbDa5ZcuW8k8//STLsiy/8cYb8r333lulcwvcR5LlokHKekL37t05ePCgS1lISAiXLl3Cz88PrVbrnFOfnp5eYV/p6em0adOGzMxMVCoVsiwTHh7OH3/8QUxMjLPdG2+8QWJiIosXLwZg06ZNLFy4kJ07d/Lll1+yfPlyvv/+ewDi4+MZMWIEiYmJbn2elJQUoqKiSE5OJjIy0v0vQlDjdFzWkS13biEqRGTRFdQuGfoM/sr4i78y/uLE5RMk5CSQUZhBY21j/PAjNzWX+L3xWHOs6NDho/Lhcupl8jLzmPnsTAK9A9GpdOjUOr779jvWfrGW9PR0FAoFNpsNWZYxGAzMnTuXZcuWlcoxkpGRQUhIiIc+vftU9fpY29f0ffv2ERcXx9GjRwHIy8sjNDSU3NxcsrKy3Dq3wH3qdBZMddm/f3+1jktOTqZp06bOqXCSJBEdHU1SUpLLP0xSUhLNmjVz7sfExJCUlFRu3fnz57HZbGWmWTYajS4L7+Xl5QEw4qMRqLyuia+7waIIV+Cl8fK0GYLrgBDvEIY1G8awZsOcZXqznqS8JNL16WToM0gbnEZqbioZ+RnkFuZSYCngUv4lvrJ+hc1qs2dftQG3QsdbOjLkmyHIFhmsIFtkbFYbtIMOb3dAQgIZZJuMbJOxmC1o1BoUksJZJttkjEYjPt4+pa5dEtVLklaV48pqaym0J5bMy8sjNzfXWa7VatFqS8dr1fY1vWSdn58ffn5+pKamkpGR4da5S1JoKSxV5qUS1yG4RgRI8X+IqlLyyaA8h0/xdiXbVCWD4fz585k7d26p8tsjbyegUYDb/QhqniDfIBoHNPa0GYLrFG+1N+2C2jlXSHUHWZYx28yYrCZMNhMmqwmzzYzZasYm29Ab9KSnp2O1WbHYLEiShEqtwmgykpObg6SQUCgVztcCfQGFhYXYbDaXc5Q8p/M9ssvrlRe5wuNcjinZZ7H32ZezOcIROnTo4HLs7NmzmTNnTpnfSW1f0yvq391zF6f3/3qXOk4lqejUuBNz+s25rhOT1TsBUnyWy+jRo/nmm28qbF9Rm6ioKFJSUpzZCmVZJjk52WWePkB0dLTLkMq5c+ecbaKjo9mxY4ezLjExkYiIiHIXmZo5cybTp0937icnJ9OpUyfuuuEuwsPFKoieJiUlxdMmCARXhYSEBvt0ch06goKDym4YVodGVZPU1FTmM5+///7bZXG/srwfUPvX9JLH5eXlkZeXR3h4ODqdzq1zl2Rat2l4q7wZ3Wo0MjIbzmyg0FJIY6/GvLr7VT699VN3v66GR10FmxgMBlmWZbmgoKDMrSxCQ0PlGTNmVLi1atWqwvMOHjzYJWiod+/epdqcOXOmVMDSBx98IMuyPQAsJCTEJWDphRdecPtz7927V8b+3CA2sYlNbGIrY9u7d6/b19TavKZbrVa5RYsWLkGo48ePr9K5S3LPhntKlT206SFZlmV59Dej3fvQDZQ684D07duXgwcP4uvriyRJzkBSx6vVai11zBNPPFFpv1OnTq2wfunSpcTFxTFv3jz8/f1ZsWIFAI8++iijRo1i1KhRtGjRgrlz59K/f39sNhuxsbFMmjQJsI8BLlu2jNGjR2OxWOjcubOzD3fo1q0be/fuJSwsTCzNLRAIBMWw2WxcvHiRbt26uX1MbV7TFQoFK1euZOrUqRQWFhIREcHKlSsrPXdFGKwGkvOSifKze3iS85LJNmYD9uR21zP1bhaMQCAQCAQNhW3ntvHq7lfpEGwPFo6/FM8rfV+hf9P+/O/Y/3isy2OeNtFjCAEiEAgEAkEtctlwmcMZh5FlmS4hXQj2Cq78oOsAIUAEAoFAIBDUOSIoQSAQCAQCQZ0jBIhAIBAIBII6RwgQgUAgEAgEdY4QIAKBQCAQCOocIUAEAoFAIBDUOUKACAQCgUAgqHOEABEIBAKBQFDnCAEiEAgEAoGgzhECRCAQCAQCQZ0jBIhAIBAIBII6RwgQgUAgaOB8//333HjjjWi1Wp577jm3jpk7dy6SJPH33387y4YMGUKLFi244YYbuOGGG3jnnXfc6mvixIm0bduWG264gUGDBvHnn39W52MIGhjX91rAAoFA0MAYMmQIy5cvJyYmxlnWunVrPv74Y7788ksMBkOlfRw8eJA//viD6OjoUnWLFi3i9ttvr5JNo0eP5sMPP0SlUvHdd98xbtw4Tp48WaU+BA0P4QERCASCBk6bNm3o2rUrKlXlz5xGo5Enn3yS999/H0mS3D5HWloa48aNo1evXnTp0oVZs2Y560aNGuU8d58+fTh37hw2m63qH0TQoBACRCAQCAROZs2axYMPPkjz5s3LrJ8xYwadO3dm/PjxnD171lk+YcIEpk2bxt69ezl48CB79+7l66+/LnX8f//7X0aMGIFCIW4/1ztiCEYgEAiucR555BEOHToEwOnTpxkxYgQajQaAjRs3EhUV5VY/u3fvZt++fSxYsKDM+s8//5yoqChkWWbx4sXcfvvtxMfHU1BQwI4dO7h48aKzbX5+PsePH3c5fuXKlaxdu5ZffvmlOh9T0MCQZFmWPW2EQCAQCGqGsmJAHMyZM4f8/HzefPPNMo9dsGABixYtcoqXlJQUwsLCWLZsGbfddlup9jqdjvPnz6PRaAgODqagoAC1Wl1m32vWrOHll1/mxx9/LDO2RHD9ITwgAoFAIADgxRdf5MUXX3Tux8TE8N1339GpUycsFguXLl0iLCwMgPXr1xMWFkZwcDAAAwcOZMGCBbzyyisAXLhwAZvNRmRkJGvXruXll19m+/bt16X4eGzJH5W2aeSjYeFD3evAmvqDECACgUDQwNm5cycPPvggubm5yLLMF198wfvvv8+oUaPYsGEDGzZsYNmyZRX2YTQaGTlyJEajEYVCQePGjdmwYYOz/n//+x/Tp0+nc+fOAPj6+rJkyRIiIyN54IEHaNKkCXfeeaez/Y8//ugULw2dgwmXef7ODhW2eW/ziTqypv4ghmAEAoFAIKhFXl13mFl3d7nqNp5kx/HMSttoVAoGtApyu08hQAQCgUAgEFTIr6cv0yM6oNx6GTiYlFMlASKGYAQCgUAgqEVOXMitsL5tU/86sqT6tAzxxkujrLRNVRAeEIFAIBAIapHwyeto2sgLpUJByVuuJEnsnV96htH1gPCA1DImk4mtW7cSExODUlmxehQIBILrCZvNRnp6OgMGDCh3+m5DYGzvaA6cvcztPSK4r38MLcL8XOplWSYvLw8/P78qZZ+tS5IuF1ZYHx3kVfVO5WuY06dPy7GxsXLXrl3ltm3bytOnT5etVqssy7JstVrladOmyS1atJBbtmwpL168uMw+CgsL5TvvvFNu3bq13LVrV3n48OFyQkKCs37w4MFy8+bN5a5du8pdu3aV33777SrZuHHjRhn78JjYxCY2sYmtjG3Hjh1uX1NPnjwp9+3bV27durXcs2dP+ejRo2W2W7ZsmdyqVSu5RYsW8mOPPSabzWaX63Lbtm3lli1bymPGjJHz8vKcdWPHjpXDw8NlwKX8askrNMmf7zojj5j3o3zn6z/Jq39NkAsMdptycnJkQM7Jyamx89U0m/9Ol38/c1k+nJIrH07JKbHlVqvPa3oI5q677uKmm27i6aefxmAw0LNnT15//XVGjBjBZ599xooVK9i6dSs5OTl0796dLVu20K5dO5c+DAYDO3bs4LbbbkOSJN577z02bNjA1q1bAXtSn+eee67Kiy85+Pvvv+ncuTMbN26kZcuWV/2ZBYLaQpZlrDYZi03GYpUxWW1YLPb3FpuMtajeWvTeZpWx2mxYbDI2m4xFlrFaZWwyV9q5bGCxyciyjCyDTba/t8nY95GhqNzm0gZsNvurjIytyFabDLKNouNl56tcrN5xfFmXubIufFW5GpZ36fTSKPHWKvHRqoo2Jb46FT4aJb7eavy0Kvy8VPhqlaiU13c68rS0NGJjY0lMTKRZs2ZuHRMbG8vDDz9MXFwc69at46233mL37t0ubRISEujfvz+HDh0iNDSUO++8k5EjRzJlyhTy8/Np2bIlu3btol27dkybNg0/Pz/mz58PwPbt2+nSpQthYWHk5eXh6+tb459759E0nvx4H4/f0oZpt7YlNzeXgIAAcnJy8PevPB4kOzubIUOGOPf1ej1nz54lPT2doCDXINCPP/6YBQsWYLPZGDp0KO+//z4qlYrExERatWpFp06dnG3Xr19f7n0qJauQ89lGbLJMZKCO8AAdKuXVeWuu+SGYnJwcAAoLCzGbzYSHhwP2rHtTp05FqVQSFBTEuHHj+OKLL5gzZ47L8TqdjhEjRjj3+/Tpw7vvvltj9jmGXVq2bEn79u1rrF9Bw8VssVFoslJosmAwW9GbrBSarBiKygod+2b7a6HRtZ2jrdFixWyxYSq2ma3F3lts9jZWx3ub8wasVkqoVQq0KiUqpYRaqUChkFApJFRKBcqi90qlAqUCVAoFSmVRvUKBQqFAVbSvLHqvVFzZFAoJhSQhKUBCQiFhL5fsY+IKyf7e2Q6QiuoVJeol6Uq55HyVUChwHqtQlH2hLKu0LBd4uZfZkhUy6E1W8grN5BaayTeYSSswk5dpIa/QRI6+gBy9idxCM4UmK95aJQFeGgJ81AR6a/D3VhPgrSHAW02A95Wy4q8BRW28tcp66653Fz8/+1CEu8PT6enpHDx40PmAOHbsWKZNm0ZiYqJL5td169Zx1113OZOmTZ06lYULFzJlyhQ2b97MjTfe6HwYfeKJJxgxYoRTgAwbNqymPp4LFquNLX9eYNWviZy/rGfqza25t39MpceVRWBgIH/++adz/80332TXrl2lxEdCQgKvvPKKixD7+OOPmTJlSpn9VERkIy8iG3lRYLSQkm3g97NZBHqraNHYG19t9aTENS1A3n33Xe644w4++OADsrKyeOWVV+jWrRsASUlJLoo6JiaG/fv3V9rnokWLuOOOO1zKZsyYwcyZM+nQoQPz58+nRYsW5R5vNBoxGo3O/fz8/Kp+LI8iyzJGi418gwWT2Wp/8i3aLFab8wnZapOxWu1Pv8UpfjksfnEsfp0sr43z5lPiRiMVuxE5blRl3qQcxzhuZEhU5/osy2Cx2W/KZqvsvGlbrFdu4o6bttkq22/y1iv1FqvsbGcsEgl6o8UuEIpe9UaLS7lz32TBYpVRSOClUeGlUaLTKPHSKO37aoWz/Eqdfd/fS01ogM5errZvGpUCjUqBWqlAo1agUSqcwkJdVOeo16rtrw6xIahdDGYruXozOXoTOcVes/UmcoteU7MK7WUFdtGSXWBvk1toRqWU8PcqIU581E5B4++lJtBH4yJoHO/9vdQ15n2x2WQMZrsgNhQJY/tmu7Jvstp/C+YrwrnAYOFiejoAeXl55OZemSmi1WrRarWlzpWcnEzTpk2dK+tKkkR0dDRJSUkuAqSs639SUlK5defPn8dms9XaAnmz1/zF5j8vMKBdCP8c2Y6erRrXaP+ffvop//nPf0qVVyTEqouPVkXrEB/8tCqOp+UToFPXvgC55557KlTba9eurZYBFTFw4ECOHTtWZt2hQ4dYunQpDz30EDNmzCA9PZ3Y2Fj69OlDbGws4Hpzc2ekad68eZw6dYolS5Y4y8pbfKk85s+fz9y5c939iHWGLMuk5xg4fiGXU6l5pGUXkpZdSGpWIZfyjeQVWigwmMk32m+AXholWpWi6AnX8SR75em3eJnzLl/sO5Zdzu1qR3ltZGRsNof73C5yrrjR7XUO97zT7W674vIv7tK3FdVVF7VSgUpZdHNWKewegaKbs1rleHUt0xQ7RqWUim7udnd8kK+WSK1dLHhrlXgXiQZvrX3fS6PCu2jfS2MXDtf6062gYnRqJboAJaEBuiofa7XJ5BWaiwkXh4i5ImRSLuuJT8lxChqHkMnRmzBbZXx1KgK8Nfh7qZ3/sw6vloT9id1sdQzJ2QW1tUiQGy1XxIXJYgNAq1Kgc4hfjRKtqkggq+3lWvUVYexV7DcA0KGDa5bQ2bNnl/JWOyj5uyjv2l7R9b+uf1sf/niKVmF+HE3O4ZU1f5WqX/tUTwAXEQblC7Hi7N69m0uXLpUZJlCREHOcr2fPnlitVkaPHs1LL71UoTcqt9BMSraBjDwTjX01dI8OINC7+sHDbguQ6sZAXA2VrZi4aNEi53LQoaGh3HbbbezatYvY2Fiio6NJTEykZ0/7H/bcuXMVrkHw5ptv8tVXX7F9+3a8va/MZXasIilJEtOmTeO5557j0qVL5aYQnjlzJtOnT3funzhxgl69ern3gWuQAoOFQwmX2Xsmk32nL/HXuSwKTVbaNvWndbg/EY286NEimPBGXjT20+KrU+GrU+PnZR+3vt7HpgWC+oxSIRHooyHQRwP4VOlYWZYpNFmdHpXcQrNTXDjEhizjHHpTKe0CXKUsEilKhVNIOASHVlU9r1lKSgr/AeLj44mIiHCWl3fTjYqKIiUlBYvFgkqlQpZlkpOTS13bHdd/B8Wv/9HR0ezYscNZl5iYSERERK15PwDWPzvYrXYlVy2uSIg5+OSTT3j44YedXqGSlCfEwsPDSUlJITQ0lMuXLzN+/Hjeeustnn/++TL7+f1MFpIEEYE6WoX42B8+sYthwLlfFdwWIA8++CBGo9Hl5gz24BedruoKviZo0aIFmzdvZsKECc7loB0LKd1zzz0sXbqUMWPGkJOTw5o1a9iyZUuZ/bz99tusXr2a7du3ExgY6CyvbPGlsiipWGsjgKksDGYre05l8tPRNH4/nsGx8zm0DvenZ6tg7u7TjP/cdwMxIb7CtS4QXOdIklTkeVPRJLAaUydrAT8/P7eCL0NDQ+nWrRsrV64kLi6O9evXExMTU2rl37FjxzJgwABmzZpFaGgoS5Ys4d577wXg1ltv5cknn+T48eO0a9eO999/31lXW/RrG1JhvcPzkZyc7PI9VOb9KCgoYM2aNezdu7fM+oqEmFarJTQ0FICgoCAmTpzIqlWryhUguQYLADmF+cSnlg4tuLVjxZ+xLNwWIDNnzqRVq1ZMnjzZpXzp0qVcvHiRBQsWVPnkV8uKFSuYNm0ab731FmazmdGjR3P33XcD8NBDD7Fv3z7atGkD2OM4HEGgxRdfSklJ4dlnn6VFixbcdNNNgP0Ps2fPnkoXX/I0admFfH/wPNsPp/LHqUyah/oypGMYM+/qRI8WwfhfhWtMIBAI6iNLly4lLi6OefPm4e/vz4oVKwB49NFHGTVqFKNGjaJFixbMnTuX/v37Y7PZiI2NZdKkSYBd7CxbtozRo0djsVjo3Lmzsw+AUaNGcfDgQQDatm1L69at2blzZ43Ynp5j4JMdpzmXWYDFesUb8db99iEof39/t4SYgy+//JIuXbqUmt3poCIhlp6eTqNGjVCr1RiNRr766itnDGVZVEdgVIbb03A7duzIX3/9VcrNY7FY6NatG0eOHKlx4xoCx44do0OHDsTHx9fILJhLeUa+2ZfMxgMp/JWYxU0dwxh+Q1OGdAgjrJ48zQgEAoE7pKSkEBUVRXJyMpGRkZ42p9YZMW8HXZo1okuzQJchi9s6BVVpGq6DgQMHMnHiRB555BFnWXEhBvDRRx/x+uuvO4XYBx98gFqt5quvvmLWrFkolUosFguxsbG8+eablXpdahK3PSBKpbLMMSaVSiWC5WoZWZb57UQGK39OYOvhCwxqH8aEQS24+alwfHXCyyEQCATXAgazlQUPlPYylAw+dZey4iSXLVvmsv/YY4/x2GOPlWo3ZswYxowZU+VzXi4wcfJiAYVmmzPvjgTEtqv6zB63BUhhYSFGo7GUOjIajej1+lLtx40bV2mfQUFBLjNOBK6YLTa+2pvEe1tOYLLYeHBgc14d37VaUfMCgUAg8Cw9WgRxLCWH9pEBnjal2vx9IZ82oT74e6nKz4/jJlWaBfP000+zePFipyfEYrHwz3/+k5EjR5Zqv2fPHl599dUK+/RE3Mi1gMVq43+/JLBo8wlC/LX8665ODO/aVASQCgQCwTXMg4NaMPqNnTRt5I1WfWXWjWMa7rWAWinRJKBmhmncFiCvvfYaI0eOpEWLFvTo0QOAgwcP0rx5c77//vtS7cePH8+ECRMq7PPo0aNVNLdhI8sy2w6n8u91R/DzUvNuXA8GtAsVQ1wCgUDQAJj28V6eGdGOLtGNrtkHyvAALUmXC2nir3WJY6nVabg+Pj7s3LmTHTt2cODAAQCeeuopZ9IvB45hmnnz5lXa58KFC6tobsPlwmU9z688yPELubw8pjN39owUwkMgEAgaEDq1kieGty1VXt0YEE+gUSo4eiGv1FTcWp2G6yA2NraU6ChO3759OXjwIE2bNuXhhx9m4sSJpbLcCa4gyzKrf03k1XWHuW9Acz6c0gfvaqa1FQgEAkH9ZVjnJuz4O43YTk08bUq1OZleQK/mgfjrrn4CSo3f6Ryzen/44Qc++eQTBg0aRJs2bZg0aRLjx4+vs8Rc1wIFBgvPfX6AvxKzWPXMALq3KD/BmUAgEAiubVbsOsu7m47jq1OhUSmRZRlJktg9x71MqfUBnUpBgFfNzL6scQHiUETdunXj//7v/3jrrbf46quv+PTTT3n22WcZO3YskyZNol+/fjV96muKsxfzmLD4d9o29eeHl4fiV0N/UIFAIBDUT354eWg5NdY6teNqCPbVcCItnyYBWpTFPCC+uqrLiVr39Ws0Gu69917uvfdezpw5w3333cfAgQOxWq+dL7ymOZhwmYf/7zceH96GJ25pI2I9BAKB4DogKrjsdXuupRiQC9kGANJyjS7lg9tU3YNfa0MwxTl8+DCffPIJq1atok2bNqUSpVxP7DyaxpQP97Dg/m7c1bv8xfEEAoFA0DCIW/w7y59sGF7/6giN8qhxAdKnTx8AsrKyWLVqFR9//DGpqak89NBD/PLLL7RtWzoC+HrhtxPpTPlwD0sn92ZIx2s3CEkgEAg8xalTp5gwYQKZmZkEBgayfPnyMic6fPzxxyxYsACbzcbQoUN5//33nTmsvvvuO5577jksFgtdu3ZlxYoVzvjEPXv2MGXKFPR6PVFRUaxcuZLw8PCrsnn/mUu8uu5wufUGfenF3SoiOzubIUOGOPf1ej1nz54lPT2doKAgl7bV/R5KYrLY0KgqXjHYnTbFqfL6wz169OD9998nKyurzPoPPvgAsC8r/MMPPzBr1iySk5NZuHDhdS0+4s/nMun93fzfxJ5CfAgEAkE1mTJlCpMnT+bkyZM8//zzzkXmipOQkMArr7zCr7/+yunTp0lLS+Pjjz8GID8/n0mTJvHNN99w+vRpwsPD+c9//gPYPfgPPPAA7777LidPnuS2225j+vTpV21z3JCWeGtUFW5VITAwkD///NO5TZ48mdtuu62U+Kju91AW+8/lVGqXO21ckKvITz/9JE+YMEEOCgqSx48fL2/ZskW22Wyl2l24cKGqXTdI4uPjZUBu/ejH8ld/nPO0OQKBQFBvSE5OlgE5OTnZrfYXL16UAwICZLPZLMuyLNtsNjksLExOSEhwabdw4UL5iSeecO5///338uDBg2VZluW1a9fKI0aMcNYdPXpUbtasmSzLsrx37165Q4cOzrrc3FxZp9PJJpOpGp/OfXJycmRAzsnJqdbxHTp0kL/++utS5dX9Hspi69F0+fczl8vdfjt9Wf7pRGaV7K7yEMyQIUMYMmQI+fn5rF27ltdee43HHnuMpKQkl3YOl1VaWhrvvfceZ8+exWKxOOvXrl1b1VOX4syZM0yePJlLly5hMBgYOXIkb7zxBgqFApvNxjPPPMOmTZuQJInp06fzxBNPlNlPTEwMOp0Onc6+xsrMmTMZP348YF+y+OGHH+bMmTNotVqWLFnCgAEDqmzrnT3CRcyHQCAQlEFeXp5LIKZWqy1zVdbk5GSaNm3qHEKQJIno6GiSkpKIiYlxtktKSqJZs2bO/ZiYGOc9qqy68+fPY7PZStX5+fnh5+dHamoq0dG1f/0uGYxa3vdQnN27d3Pp0iVuv/32UnXV/R4UitKDIz2aVb5+TVUnVFQ7BkSv15OVlUV2djYBAeUbNnr0aHr06MGwYcNQKpXVPV2ZPPfcc9x55508/fTTGAwGevbsydChQxkxYgQrV64kPj6ekydPkpOTQ/fu3YmNjaVdu3Zl9rVu3To6depUqvzFF1+kT58+bNmyhX379nH33Xdz5syZMlcGrog+3dqy7VgGSklCqZBQKeyvpd4rJVQKBWqlvVyllFArFPZypYS6qJ2YOSMQCBoKJWM4Zs+ezZw5c8psW/LaJ5cx8aFku5JtKrp+utt/bRAVFeWyX9H34OCTTz7h4YcfLveeVN3voSRBPhq327pLlQXI119/zSeffMKePXu4++67+eSTT+jZs/yFdAoLC1m8ePFVGVkROTk5zvOYzWan52XNmjVMnToVpVJJUFAQ48aN44svvqj0j1mStWvXkpCQAEDPnj0JCwvj119/dQkAcoe4m7sR2iScRkHBBDYKIrBREH4BgfgHBOLrH4CPry/evv54+9hfvbx90Oi8UGl0KNUaJKUKJAVW2f4Pc0WcSKiUimLvrwgWtVJC7axTFO0LASMQCOoX8fHxREREOPfLe+qPiooiJSUFi8WCSqVClmWSk5NLeSeio6NJTEx07p87d87ZJjo6mh07djjrEhMTiYiIQKFQlDouLy+PvLy8qw5CdZfk5GT8/f2d+5V5PwoKClizZg179+4ts76630NdUWUB8v777zNx4kTWrVtX6ZcD9lkxR44coXPnztUysCLeffdd7rjjDj744AOysrJ45ZVX6NatG1C2e2n//v3l9vXAAw9gs9no3bs38+fPJyQkhEuXLmGz2QgJCXHpp+RwU3GMRiNG45X50fn59ujmLZs3ERERQX5+PgUFBRQUFJR+n5pBWl4eOTk55OTkkJub63zv2M/NzUXn5U1YeARh4U1pHBpGUOMQGgU3JrBRMP4BjfDx98fH1x+djy9anXeRiFGDQoUNCZCcYkTlFCZXRIzzfVF58XYqpYRCiBeBQFCD+Pn5udx4yyM0NJRu3bqxcuVK4uLiWL9+PTExMS7DLwBjx45lwIABzJo1i9DQUJYsWcK9994LwK233sqTTz7J8ePHadeuHe+//76zrkePHhgMBnbu3MmQIUNYunQpo0ePRq2uuUSRfydlczI1lzG9o8kuMGE0W/Equuf7+/u79T04+PLLL+nSpUu5nv3qfg91RZUFyLZt27BarSQnJ5f6o5fF5MmTGTRoEFFRUc4YC6BcxVacgQMHcuzYsTLrDh06xNKlS3nooYeYMWMG6enpxMbG0qdPH+daNRW5norz888/Ex0djdls5uWXX2bChAls2rSpVB+V9QMwf/585s6dW6o8KCjIre+rMmRZJj8/v3yRknOBlKRjZGdnk5OTQ3Z2dqnNapMJahxKeEQkoU3CaRzahKCQUBoFNcY/sBG+/oF4+/qh8/JBrfNCpdYiKVXICiUgoVRgFyZF3peyBIxDrDjeO7wy1VkxUSAQCBwsXbqUuLg45s2bh7+/PytWrADg0UcfZdSoUYwaNYoWLVowd+5c+vfvj81mIzY21jlbxs/Pj2XLljF69GgsFgudO3d29qFQKFi5ciVTp06lsLCQiIgIVq5cWWO2r9h5hhW7zlJgtDgFyLOfHeDTyd2q1d/HH39cahZQTXwPdYUkV3GA69dff+Xee+9FoVCQlJTEvn37WLRoEZ9//nmZ7Tt06MDEiRPp3r27SwzI4MFXn/ve19eXs2fPEhoaCsCMGTPw9vZm7ty5jBw5kri4OO655x4Ann/+eby9vSsdgklNTaVNmzbk5eUB9lWAExMTnV6QXr16sXDhwnKHYEp6QE6cOEGvXr2Ij4+nffv2V/mJawaLxVJKnDjieUpuJcv1hYUoVBoah4bRJDySkCbhNA4No1FwYwIaBeMfEIiPXwBePr5ovbyvDCEpVMiSAgnsgkSlKFusuIiaImGjEENHAkFDJCUlhaioKJKTk4mMjPS0ObXOsFe3s/HFm7hjwU9snzUMgMGzt7Lx2T4EBASQk5NTJQ9IXaI3WfHWKMk3WMqsr5NU7DNmzGDXrl3cfffdgD0u4uDBg+W21+l0PPfcc1U2zB1atGjB5s2bmTBhAgUFBezYsYMXX3wRgHvuuYelS5cyZswYcnJyWLNmDVu2bCnVR0FBAWazmcDAQABWr17tHMZx9LN48WLmzJnDvn37SEtLq3AWTMmo5fq4+J5KpSI4OJjg4OpltDOZTGWKlezsbLJTjpNcjpjJzc3DZLGi9fImJKwJYeERNA5tQrDD+9IoCF//ALv3xdvXHgOj1qFQqUBSgkSRGFGgUSmc70sKmJJDSA4BI8SLQCDwJGqVhJfGdTKG6hrxCh9LzadHswAOJJWd66NOUrFbLBZatmzpUqbRlB8dO3LkSLZs2cKtt95aZeMqY8WKFUybNo233noLs9nM6NGjncLooYceYt++fbRp0wawCyeHB2LDhg1s2LCBZcuWcfHiRcaOHYvVakWWZVq0aMFnn33mPMfrr7/OQw89ROvWrdFoNHz++edVngHT0NBoNISGhjo9T1XFYDCU42W5xKVTZzhThvclJycHo8mCxSaj8/YhNLwpYU2aEhxij4EJDArGL6ARPn7+ePv6ofXyQa3VoVRpkJRqkCQUyKiVEhqV0umBKe5tUSlKeF6KiRrFNXKREAgE9ZdgXy1n0vJwPAt9ufscTYO8PWuUmzim4VYmNLL0Zhp5uxczU+UhmIEDB7J582YGDRrEwYMHOXr0KI8++ii7d+8us70jmNPPzw+tVutcfjg9Pb0qp71mOXbsGB06dKhXQzDXMrIso9fry/XAlDeUVKAvxGy1YUOBr38AoU2aEhIaRnBIGI0ahxAQaPe++Pj5X/G+aHQoVGokhRJJllEqQKNS2AVMydgXlyGk4p4ZBUqp6vPjBYLrgettCCYhPZ/HP9rDiQu5BPtp8dIo+Xxaf4J0tno/BOMuv5/Jol/LRm61rfKj/CuvvMLw4cO5cOECcXFxbNmypcIgnYpmnggEVUWSJHx8fPDx8XGZtucujiDeMgVL2knSj5cuz8vLx2SxYrGBrFASENiIkLBwQsKa2L0vjYLxC2yEr19AMe+LF0qNBoVSDbKMQpJRKyQ0amUpAVM6Bqb47CMxdCQQNBSah/qyaWYspy/mIcvQqokfSoXkTEC2/8wlYrtd2wKkKh6NKgkQWZbp3LkzK1euZMuWLciyzMsvv0yrVq3KPab4VFiBwNNIkuTMblgy6Y872Gw2cnNzy/a+JCSQVKIsJyeXQqMRs1XGKksoVGoCGwUT0qSJ3fsS1Lho+CjQnv/FxxeNzhu1tsj7goSEDaVk977oNCq0apWLeNGUEDOOVyFcBIL6h0Ih0Sa8bJHx73WHie3WvI4tqlmqctWpsgfktttu488//+Txxx+vsN3o0aP55ptvrrqNQFCfUCgUBAYGOoOWq4rFYnEKGNfhovNkJh8t5ZnRFxowWWxYZZAlJWqtjuCQMBqH2YN3A4Ma4180fOTl44/Wyxu11guFUolsNSPJdvGiVSnQadV46zQuAkYjhItAUG+ow6Sr9YIqCRBJkmjZsiWXLl2qdAbF7t27ef755ytsc/To0aqcXiC45lGpVAQFBZVatdJdTCZTmfldspKTuFhsP79Aj8FkwWSx2rPnKlRIKjU6bx+CGofSODSsSLw0wscvsGjoyBuFUoXVbAKbBaUko1JIaNUqvHUafLy06DSqUoJFUxQHIxLUCQRXR0P4CdXaEAzY82J069aN22+/3WWK6cKFC13albfwW3GmTp1a1dMLBNc1Go2GkJAQl+y8VcExAykrK8u5Xb6QTHLR+5zcPPQGE0azxe55QQJJiUKtwcvHryjr7pW4F8eUaaVKjcVsRLbYvS4qhWPISI2PlxY/by+0mtJDR0K4CAQNi2ZBusobFVFlAdKyZctS03DLYvbs2VXtWiAQ1DI6nY4mTZrQpEmTKh9rMBiuiJbLl8nKukBWahYpWVlk5+SiNxjRG0xXAnYlJZJShVKtxcvXj6Bgu3hxBOx6+fih0miwmIxYzUawWZ3Bulq1Em+dBj9vL/x8vdGqSwfuCuEiaGjU5yGYP5NzK22jVkp0bOrndp9VFiCVCYsXXniB119/vardCgSCeo5OpyM8PLxaC3MVFhYWiZYiz8vlk1w6Yxcu+fpCCgqNGIryvNiHjJQoVBrUWi+8/fydmXZ9/QPx8fNHrdFiNhqwmIxFsS7WIq+LEp1Gja+XFj9fb/x9fYrEixAugvrPg4PcC0A1Go08++yz/PDDD2g0Guf6OMWx2Ww8//zzbNmyBYvFQv/+/fnggw/QaDQkJibSqlUrlxXg169fX6FzIbvQTOtQnwrtOpuhd8t+BzWeUWvbtm1CgAgEAhe8vLyIiIio8tRpR96XK0NGmWQlnSItO4fc/AIKCg0UGi3FvC4KJJUapVqLRuuFr38ggcGNixZpDECj1WEyFmI2GrAVxbo4vC46jT3WxdfbC39fHwL8fIqmTNvFi1jHSFBdHlvyR4X1psICAMb1i3GrvxdffBGFQsHJkyeRJInU1NRSbT7++GMOHz7MwYMHUavVPProo/z3v/9lxowZAAQGBvLnn3+6/RnC/bVEBFY8vFJemvbyqHEBUsW8ZgKBQFAuxfO+VDVRlSzLFBQUFBMvZ7mclEVOXgH5egN6gxGj2YrZasOKwh7rolKj1nqh9fbB1y/AvjhjQCO8vH2wmEyYjIVYTAZkqxlsrrEu3joNvj5eBPj6FokXhTNRnfC61A16vZ5Jkyaxb98+FAoFCxYsYMyYMWW23bNnD1OmTEGv1xMVFcXKlSud3r1Tp04xYcIEMjMzCQwMZPny5XTo0AGAefPmsWLFCk6dOsWGDRu4/fbbK7XrYMJlnr+zQ/l2F+TxWbm1rhQUFPDpp5+SkpLinLFWllfyr7/+YtiwYc5M5SNGjGDu3LlOAVJV2japfFkRd9oUp8YFiJjCJxAI6gOSJOHr64uvr2+Vc744EtY5xMul9AT0ufnk5ReQX2ig0GDGaLFgtsjYsM8yUqrt4kXj5Y2ff6OilaUDUGu0GAv1mI2F9iEjmwUFNlRS0ZCRVo2Pzj5kFOjvi7+Pj32pAJGIrsq8+eabaLVaTp8+TUJCAn379uWmm26iUSPXzJyyLPPAAw+wbNkyhgwZwptvvsn06dNZvXo1AFOmTGHy5MnExcWxbt06Jk2a5Mz2PXToUMaPH19qFdqKuLNnJOMr8G7k5uYysei1OCXXFgM4c+YMwcHBvPbaa2zfvh0vLy/mzJnD0KFDXdr17NmTDz/8kMcffxytVssXX3xBYmKiyzl79uyJ1Wpl9OjRvPTSSy4LxpakMu9GnSxGJxAIBA2d4gnroqOjq3SsLMvk5eUVxbxkcPliNvq8fPLz9RQUGjCYzBhNViwy2JCQlGqUKg1qrQ6dty++AQH4Bwbh4+uPDJgMekyGQmyWoiEj7NOjNWolXhoN3kWzjPx8vYsNG12fnpc1a9awfPlyAJo3b86gQYP49ttviYuLc2m3f/9+tFqtc1XzKVOmEBoaitlsJisri4MHD7J161YAxo4dy7Rp00hMTCQmJobevXtX2a5Zd3dxq11JoTx79uxSK7ibzWbOnj1Lhw4dWLBggdPTER8f7zI77uGHH+bcuXMMGjQIHx8fhg0bxo4dOwC7xyQlJYXQ0FAuX77M+PHjeeuttypMnVHeInQO6mQxusoQQzACgeB6RpIk/P398ff3JyYmpkrHOjLtZmVlcTnrAlnZORjy8iksKKRAb6DQZMZktmKxOTwvSpQqLWqtDo3OC1//AHwDAvH1DUCj02EyGjAZ9FhMRmwWs32mETangNFpVHhptUVDRz4E+PnipdPUufclLy/P5em/rCd/d0hKSnLJvh0TE0NSUlKl7RxiMzU1lYyMDJo2bepcdFSSJKKjo0lKSqry39PBiQsVzyAJLxq5SE5OdlkLpqzvoFmzZigUCh544AEAunbtSvPmzTl69KhTUDnsnjVrFrNmzQLgiy++cA4jabVa52KiQUFBTJw4kVWrVlUoQKojMCrDbQFy/Phx2rVrB9izORZfEfa3336jf//+AE7VKBAIBIKqUTzTbvPmVUvJXWqhxpwUe16XAj36QmNRfhezfVkAR8CuUmWfbaTzQqvzwsvHD78A+0wjhULp9L6YTYbSAkalRKtR4a3T4uutw9/Xh0B/P/x8vFArlSgV7g/JO26MDsp68gf7YqjHjh0rs49Dhw4Brues6IG4pG3F21ZUVx0eXPRrhXZsn2m/fzqEa0U0btyYoUOH8sMPPzBixAjOnTtHQkICbdu2dWlnMBgwGAwEBgaSmZnJggUL+Pe//w1Aeno6jRo1Qq1WYzQa+eqrr+jWrVuF583SmzFabDTxdxVFqTkGdGql2yvgFsdtAXL//fdz8OBBAHr16uV8D/DUU08596ubIEkgEAgE1edqF2qEK5l2s7Kyyc7JIScvH1uBHoPeQKHRZA/atVixymCTlEgKJUqVBpVWh9bLBy9vH3z9A/D29Ue22TDo8zEZCrGYjUUZdu25XpRF8S9WsxGA+Ph4F5vL83788ssvFdofHR1NYmKi8z507tw5RowYUW47B3l5eeTl5REeHo5OpyMlJcX5oC3LMsnJyVUeiivOvgWlbShOydiPyliyZAkTJ07khRdeQKlU8uGHHxIeHs6jjz7KqFGjGDVqFDk5OQwePBilUonVauUf//gHd9xxBwC//vors2bNQqlUYrFYiI2N5aWXXqrwnKfTC+gQXjrHh59OxbHUfHrGBFbpM0AVBEhxBVhSDYphF4FAILj2udpMu1arlby8PLKzc8jKySHbkk++UU++3oDZWCzDrgwyCvswEvYhkJpYhv6ee+5h8eLFLF++nISEBHbt2sWSJUtKtevRowcGg4GdO3cyZMgQli5dyujRo1Gr1YSGhjrzasTFxbF+/XpiYmKqPfwCsPd0Jhm5RkZ2dxWG3+xLJqKRF21DNVXqr0WLFuzcubNU+bJly5zvw8LCOH78eJnHjxkzptzZQeVhtNjw0ZYOUvXVqjBZbFXqy4HbAqS4S6qke0pEaZeP1WoF7JHLAoFAcL2g06hp0rgRNG5Ubpu0tDTgynXyapkxYwYTJ06kVatWKBQKFi9e7Fx3acmSJVy4cIFXX30VhULBypUrmTp1KoWFhURERLgk8lq6dClxcXHMmzcPf39/VqxY4aybP38+ixcvJiMjg7i4OHQ6HYcOHapQtL2xIZ6FD3YvVd4xMoCXv/iTjybdUCOfvzaxVeBnsFbTB+G2ADEYDBw7dgxZll3eO+oEZeNw8zlcXwKBQCBw5ezZsy5BodXFx8eHNWvWlFlXcu2xvn378tdff5XZtm3bts5ptyWZOXMmM2fOrJJdmblGmoeWzpHROtyfjFxjlfryFFqVgmy9mcASsR7ZejNaVfWcEG4LEL1e7zKWVvy98ICUzy233MLGjRuJiYmpcI61QCAQXG/YbDbS09MZMGCAp02pVQzm8j08BpMVPz8/cnJy8PNzfx2VuqZliDeHknNpGeLtFCHZejNnMvR0jqie3W4LkOIBOwL30Wg0bmXKEwgEguuRjh07etqEWicsQMfBs5fo3sJ1KuvBhMuE+GudU7frM419NXSO8ONMhp4TafkA+Hup6RzhR2PfqsWwOJBkEUEqEAgEAkGt8XP8RZ76ZB/P3tGBHi3sMSn7z1zi3e+P8+4jNzK4Q5iHLfQMQoAIBAKBQFDL/Bx/kbe/O8Zf57IA6BrTiH+ObH/NiI+MPBMhfhV7OtxpUxwhQAQCgUAgEFTIb2cu06d5+TOaAP5IyKZ/y4rbFEesBSMQCAQCQS2y4+80Yjs1ueo2niTPYGXbscwK22hViir1KQSIQCAQCAS1yH/WH6Fvm5AKk3bO++rvei1Abu1Y81nOhQARCAQCgaAWiT+fQ8tpX1OW/JAAGQj119WxVZ5HxIAIBAKBQCCoc6o2YCMQCAQCgUBQAwgBIhAIBAKBoM4RAkQgEAgEAkGdIwSIQCAQCASCOkcIEIFAIBAIBHWOECACgUAgEAjqHCFABAKBQCAQ1DlCgAgEAoFAIKhzhAARCAQCgUBQ5wgBIhAIBAKBoM4RAkQgEAgEAkGdIwSIQCAQCASCOkcIEIFAIBAIBHWOECACgUAgEAjqHJWnDRAIBAKBQFD/kC+frbyRQoUUGF2t/oUHRCAQCASCa4inn36amJgYJEni77//dpanp6dz66230rp1azp16sSvv/7qrNPr9dx33320atWKNm3a8NVXX1V6HvnE98jnDyCf31/+dmprtT+H8IAIBAKB4LoncekLlbZRevsT9dBLdWBNxdx99908//zzDBgwwKX8xRdfpE+fPmzZsoV9+/Zx9913c+bMGVQqFW+++SZarZbTp0+TkJBA3759uemmm2jUqFH5J9IFouh8T4W22A59Xu3PIcmyLFf7aEGlmEwmtm7dSkxMDEql0tPmCAQCQb3BZrORnp7OgAEDUKvVHrVl390RNLljSoVtMn5cRffPjtf4uWVZJi8vDz8/PyRJcvu4mJgYvvvuOzp16gSAr68vCQkJhISEANCrVy8WLlzIkCFD6NixI8uXL6dnz54AjBs3jhEjRhAXF1e+XTYLkqJiP4U7bcpDeEBqma1bt3LHHXd42gyBQCCot+zYsYObbrrJozYEdI8lasKsCtsUnj9VK+fOy8sjICCA5ORk/P39neVarRatVutWH5cuXcJmsznFB9gFSlJSEgBJSUk0a9aszLrycEdYVFd8QAMWIGfOnGHy5MlcunQJg8HAyJEjeeONN1AoFCxatIgPP/wQhUKBQqFg5syZjB8/vsx+YmJi0Ol06HQ6gArblnc8wMaNG2nZsuVVfy6BQCCoLuZLqRSe2o8qIBRVYAiq4KYoNDqP2ZOWlkZsbCwtWrTwmA0O2vyr8qEEd9pcDVFRUS77s2fPZs6cOW4fX9J7UnKAo3i9O4Mftj//V2G94oYH3LatLBqsAHnuuee48847efrppzEYDPTs2ZOhQ4cyYsQIOnbsyG+//eZUnN27d6dPnz4u6rA469atc7q4qopj2KVly5a0b9++2p9HIBAISiJbLdjMJhQaHZLCPqfAWljA+VULyD60A6XOB6WXDwqdD8gyBYd/QesfjEKtxZiZQkHWRZrcMZWYJ95CodbUuf1+fn4A9WJ42mrQV1iv1HnXug1leUDcJTg4GICMjAynF+TcuXNER9tnqERHR5OYmOhSN2LEiIo71V8G72CksE7gXUGsSDVpsAIEICcnB4DCwkLMZjPh4eEADB061NkmKiqKsLAwkpOTyxUggmsXQ2oCGdtXoWkcji4sBl1kazQhkVUaZxUIPI1Vn4elIBdJab9km7PTMV9K5cw7j2NMSwRAofMGWcZmMqAJiSRm6kIklQaboQCroQBkGcWNt/NXvgqjyYzJZEJtzEf15yry/3kTbWevQRsS6cFP6Vn2jPQHx3WhpHdAkui33VzrNvj7+7sIkKpyzz33sHjxYubMmcO+fftIS0tzBqo66pYvX05CQgK7du1iyZIlFfYn9Z4KGceR04/a90M7Qkg7JGXNxOvUugDJysqqOMq2lnj33Xe54447+OCDD8jKyuKVV16hW7dupdpt376drKwsevToUW5fDzzwADabjd69ezN//nyXMbaSGI1GjEajcz8/P//qPogAAEteFjl/7ULlG4jKrxFKnS9Wox5bYT6Xf9/IhS/fRhMShSY4HEmlAasFm9mI4fwpvFt2ReUfhDHtHIbzp1D6BBJ4480E3ngzAd2HovYP8vTHEwhckK1WLHmXMedkYkg9y8lX70VSqpBtNpBtqANCUAeHEzRgNDFTFmIzFWLR53Pp0iXOZ+WxY9fP/PnhNxQWFlJYWEhOTg4pKSlcuHCB/v3706hRIzQaDWazmd9+Oc6UVmqGPtgBzbiX6T1hOipVg342LRP/zgOxmQyE3hZH49j7UPlUXwjUNk8++STffvstaWlpDBs2DF9fX06fPs3rr7/OQw89ROvWrdFoNHz++efOv+WMGTOYOHEirVq1QqFQsHjxYoKCKr72SUo1NOmM1KQzsv4y8sW/4eByaD4YqXGbq/4cNTILZsaMGbzxxhulyrOysrj55pvZv3//1Z6iFAMHDuTYsWNl1h06dIgPPviARo0aMWPGDNLT04mNjWXRokXExsY62x05coQRI0awevXqUtOZHCQlJREdHY3ZbObll1/myJEjbNq0qVy75syZw9y5c0uVx8fHiyGYSsg7tpfLv36DQqNDofVCodFhNRRgzs4ge99WbKZCVH5BWPKysBnyUeh8UHr5og4IIfKBmaj8gzBdSkW2WpAUSiS1Bk3jCLyi2zk9HrLNRsHpQ2Tv30b2/m3kx/+BLrI1Pi264N2iM97NO6Fr2hJtWDMUGvfdnwLB1WIpyOX4v0ahP3cUS14WCrUWVWAI2saRNBpyD5pB95GdnU12djbnz58nISGBb7/9lhMnTpCfn09BQQFeXl5ERUXRsmVLbr/9dvz9/fHy8sLf35+IiAgiIyNLPWGbzWZ+/PFHDq5eTOeEHzieB3uCetKq50BuvPFGunTpQvPmzWtllkpKSgpRUVEkJycTGVk178vcuXOZM2cOR44cKTVEnpiYSFxcHIcOHaJ169Zu34MM589wccunXNq1Hr92PQkdMZGAG4ZUya7qkJubS0BAADk5OVflAaktZJsVLp9BTjsCpnykFjdVO/lYcWpEgPTr14877riDmTNnOsuys7O5+eabGTBgAO+8887VnqLK+Pr6cvbsWUJDQwG7SPL29naKg/j4eG677TaWLVvGzTff7FafqamptGnThry8vHLblPSAnDhxgl69egkBUkT2wR/JObgDSVKAUolsMWO6lIr50gXy4v8gqN8oVI1CkU0GbMZCFFpv1IEhaILDaXzzgyi1XjVqj7Uwn/yTB9GfPYL+7GH0CUcxpJ7FnJ2OJigcbXhzdE1i0IY1Q9ukGdomMfYtJEoIFEG1sRTkknf0dwypCRhTE8g/eYC8o7vx6zoYzd3/IlNvJj07l4SEBI4dO8bq1auxWq00atSIgIAAwsPDad68OZ06deL222/Hz88PHx8ffHx8rmp40VqYz9H3ZpC7/XOSA1uzLsOL3+LPcunSJZo3b06bNm1o1aoVUVFRREVFERkZSWRkJE2bNq2W16S6AuTgwYO89NJLxMfH8/3335cSIJcvXyY+Pp6cnBxmz55d5Ydg2Wbj8q9fc/a/04i493ma3vPPKh1fVeqrAJHzM+xej8tnITAaKawjkn/TGuu/Rvxs3333HUOGDCE4OJjJkyeTm5vLLbfcQr9+/TwiPgBatGjB5s2bmTBhAgUFBezYsYMXX3wRgGPHjjFixAg+/PDDCsVHQUEBZrOZwMBAAFavXl3mME5xSk6b8vX1vfoPc41hykrHmJaAzWTEZirEdDEJQ2oChtSzZO/dQuOh96HyCUQ2G5FUanxbd0Pd+zaaTXkdn5Zd69RWpZcvAV0HEdB1kEu51aDHePEcxtQEDGmJGC+eI3v/NowXkzBeTMSck2kXKEXCxDumI75teuDT9kYxpCOoEGNGCifn3os57zJSRDvyVL5c8GnN702b8NH/fYXf8gOEhYURFhZGdHQ07du3Z+vWrfTt27fWbVN6+dJlxgeYJs4iYvXrNN/8Ka9NGoLf0IdI9Y3m1OnTnD59mhMnTrB9+3ZSUlJISUkhNzeXJk2aEBkZ6RQnxUVKVFQU4eHhNRJsajQaefLJJ1m1alW5U3eDgoIYMGAAO3furHL/+ScPcHHTJ2Tv2UzQgLto1O/6TaMg//k5+IYhhXcBpRoK0pEL0p31UvgNV9V/jQiQoKAgtmzZwuDBg5EkiU8++YRevXrx3//+tya6rxYrVqxg2rRpvPXWW5jNZkaPHs3dd98N2NPY5uTk8MILL/DCC/bsd6+//jrDhw9nw4YNbNiwgWXLlnHx4kXGjh2L1WpFlmVatGjBZ5995rHPVN8x51wi//heTv7nQdSBoSh1Pii0XmhCI9GFtyCw+1AiH3oZn+bVm1FUlyh13ng3a493s7K9VlaDHmN6Esa0RIypCRQk/M2lX79Bf/YwuvAWBPQYRmCPYQTcMASlt18dWy+oT9hMBnL/+pms/VvJ/GMLxtSzHJYbM+PnC2h90mjevDktW7akR48e/P77c5U+5NQFmuBwmk97l6gJs0nf+jkXP5uNVJBL38Fjuf2uu/Hr2M856wbssW4OMZKcnExycjLHjh1j27Ztzv2CggIiIiKIiYkhJiaG5s2bExAQANjzYOTm5jr7qyj/xaxZs3jwwQdp3rx5jX7m1K/+j/Qty1H5BxN6WxzNn3jLo1OU6wWhHQAJWX+5zGop/Oq6r5EhGL3ePn3p9OnTDBs2jJEjR/Lee+85XYHe3rU/fam+cuzYMTp06NCghmBkWSb30E/ok45jyjxP4bljFJz+E9PlVLxbdCFk6P00vfsZT5vpEWwmI/nH95J9YDvZ+7ehP/MXvu162YNee96CT+vuLhduQcMm+fQJjv9jEAX6Qn7NsLLnkg11qx4Mu3UEjz32WIUB7fUJWZYpOHWQSzvXkbnrS2wGvfN/OqDHzWgahVbaR25uLklJSSQmJpKQkEBCQgJHjx5l69bSa4mUl/9i9+7dvPTSS/z4449IklQqE2hJdu7cyXPPPefWEMzvQ1X4tO6OrknMldkwxWg7e02lfVSX+joEU9vUiABRKBRXgvyKupMkCVmWkSQJq9Va6phx48ZV2m9QUFCl04TqOw1NgJgup3Hx+2WcX72Q4IF3oWkcgS6yFb6tu+PVrINHcgnUZyx5Wfa4l/3byNq3FZuhgMAew5wXbm1IhKdNFNQw58+fZ/2aL0j55n0Gy4mk+0bh+8hCbujWjZYtW6K4xgWoLMvoE/62B3Lv+4G8v3/DK6odATcOI7D7UPw6D3A7VssRAxIfH09ExJXfQnkekAULFrBo0SI0Go3z+LCwMJYtW8Ztt91Wqn1VBEj6DysqrA8dPqHSPqrLtSBA5MIsMOSAbHOWSUFXl0CuTteCMRqNzn+qZs2a8eqrr1bYfsGCBeXOdLlWaAgCxHD+DFl7t3D5t2/Ji99N4I23EDH+Ofw61v6YdHUwm81kZGSQkZHBiRMn2LZtGyqVyhmk5+3tjY+PD4GBgS6bt7c3Go0GrVbr8lpTNwxZljEknyR7/1ay9v1A7l+7UAeE4NuuJ75te+Lb7ka8m3dGHRBcI+cT1B2ZmZmsW7eONatXEXRuL4+1UqMNi6bjP/+P0BtjK+/gGsZq0JN75BdyDvxIzsEfKUw+gV/HfgR0H0pgj6H4tOqGVE7sx9XMgoHSa6GUpCoCxJPUdwFiO7sLMo6BV6Ni3iGp0oXqKqNOJ3v37duXgwcPAjB+/HgmTKhYUR49erQuzBKUgeHCWS6se5fsfT9gzskk8MabCbnlQdrO+RKVb0Dd22MwcPjwYYxGI4WFhRQUFHDx4kXS0tL4+++/+fHHHzGZTJjNZsxmM76+voSGhhIaGsott9yCj48Per2egoICMjMzyc/PJycnxzmtMSsrC4PBgNFoxGQyYTKZnJ47lUrlFCQlxUnx18DAQEJDQwkJCSEkJISwsDCaNGlCeHg4TZo0ISAgAK/otnhFtyV8zFPYLGb0CX+Tf2If+cf3kfHjKgqTjqP09sMruh1eUW3ximyDNiwKTUgU2tCiPCfK6y9HQ30kLy+Pb775htWrV7Nr1y7iBndldlAyAW07EfPYfwi88ZbrIuGdUudNo57DadRzOADm7AxyDv5I9sEfOb5hCTZDPgE33ERAj6EE9rgZXdPaSbv+6KOPMmrUKEaNGoXRaKRly5YYjUZycnKIjIzkoYceYv78+ZX2YzXoyfxxFYbUBGSrxVkeM+X1WrH7muDyaaQbJ9VYAjIHdeoB6datG4cOHQLAYrFcF8lurkUPiCE1gROz78Erpj1NRj2OX/tetX7Tk2WZP//8k59//pnCwkL0ej3Z2dmkpqaSmprKyZMn0Wq1NG7cGC8vL3x8fJw3+CZNmjB8+HBCQ0PRaDR4eXk51+65GqxWKyaTySlKHFOsi7937BsMBrKzs8nIyCA9PZ2MjAynQEpNTeXixYuo1WrCw8OdgqSs98FBjdDqLyNlJmNO/f/27jwuqnr/H/jrzMI+gLigKIigmLiwqDxQE5UsN9wuZlpuiRmVt1+bZl/3uresbNPcurmVaZZm17xXzH6mV01TVHJBunxBYXBDEYFRZpgz5/P948wcZmCAEYYBZ97Px+M85iyf+cyH4xHe81lzoC34L3SFalTcKoCuUA1DuQZuLdtBGdAWSr+WUPq1hsK/NZR+raD0awWFXysovP0g91JB7uULubcv5J4qyDy8msUfQ0EQwPO8FCjaY+N5Xsqzrn1brwmCAMaYtAGwOGaM4dKlS+jduzeeSR6D+LtncO/0z+j0wgq0GvpMs7jXzQFjDNqr/4uS07+ITZFnf4VC1QL+fR5Hi7jhKAvsitAu3epdA9IYMucNB+QK+ET0BierrLmpa6G6hmj2NSDnvwfXI1mcPsGOHBoBmP+nDAoKwrRp0zBz5kxERkY6shikBrymBFe3LceNn9YhcPTzCHn2bbv16WCM4c6dO9i/fz/S09NRWlqKsrIy3Lp1C2q1GgUFBeA4DmPGjEHr1q3h6emJwMBAREdHIygoCEFBQejRo4dD28/lcjk8PT3h6dnwuUcMBgOKioqkgMoUmFy/fh0ZGRnScVFRETQaDXieh1KphI+Pj7R5eITCRylDa50Av8IK+MmvQiVXw0fGw5vj4Q09vFgF3AQeSqaHm6AXXxkPARz0nBJ6mQJ6TgleJoeBEzcecughAw8Z9IyDHjLombhfwTjwDOAFBr3xlRcY9KZXAwPPAL2BQS8I0OkN0PEG6PR85aueR4VxMwgCBAYwADK5HDKFEnKFAnKFEgqFEnKlEnLjq0KhhEJp3Fe6QaFUQql0g1KptNgUCkW1V/N9Dw+PGq/VdGwaLspxnLRVPQ4NDYWf+jQur3oFbnHDELHpIjWfVcFxHDw7dIFnhy5oO/YFMIMBmv+ext30n3F1+4e4mXWmqYtYje7WVcRsOt/UxWhWuE6DwDJ/BPw7AmZBWbMYhlsf+/fvx8aNG5GQkICIiAikpKTgqaeecsl5M5qaQVeOGz+uwdXt78MvZgii1p+udzXp/fv3sWPHDmRmZqKoqAhFRUVQq9XIycmBVqtFly5d8Je//AUhISFQqVRo1aqVNF9Aq1atnPabo1wul5qEoqLqnuukoqJCmt1So9FAo9FAq9VarQEwNT1V6PUoN+vwLVVuMgGcXgu5XgsZr4NMr4VM0IMz6MHxesgZD3dmgBcTIGc85MwAucBDZtBDJvCQMQNkTADHBOmVYwZwgkHcF8R9CAbjeUHcF3hA4AFBAMDAMSZ2YGNMnFmRCdLU4hB0YKwcEATjtRoqZnkAghycXgZwMnFEkUwOTiYTv60a98VXufGcrNo+ZHJpMjzOLK3MywdKVQAUvi2h8A2AQhVgfG0hLgPg0wJyH39wcgVyPklFXvZZdHlrC/z72DaZoavj5HKousVB1S0OwVMXQpV1AejWs6mLZcErrAcqiq7DrWUDx5g6EVZwEqi4B6YpBMxqQRo6DNehAYh5a09MTAxWrVqFjz76CD/88AM2bdqE119/HcnJyUhJSUH//v0dWTSXVfSfXbj8+avw7NgNke//Gz5d+9j0vosXLyI7O1sa45+VlYWLFy8iLy8P3bt3x9ixYxEdHY2WLVuiQ4cOCAsLQ1BQULNY9fJh4ObmhoCAgDrXanBWjDExCDELUpgxsDE/lgIZgxgAMSYABgNYlX0xvcEsD4MU7Ej7Bh6G8jLwJUXgy4qhL7sD7fVc8fheCfiyYhg0d8FriiFo76PloAmI/jIDck/60lRfCh//pi5CNcFTFuLcS/3gHR5lMQ9IYw7DbfY0heB6P2v3L4gODUDi4+OrnXNzc8OkSZMwadIk5OTkYPLkyRg4cKDVobvEvnQ38/G/K2Yj4n++Rov42pdlvn37Nk6cOIFjx47h8OHDuHjxIvr06SPVXjz55JNYunQpHnnkEZee94XYB8dxxt72MnDNMGYV9BXgFEqnrbFzZdnvP4uAfqPhHRFj0QfEpXkGAIIekNt3mgW7BiC9e/dGSkoKJk+ebHUF3LVr11p937lz57Bx40Zs27YNERER+PLLL+1ZLGJFydlf8d+/PY2gJ1+1GnxkZmZi27ZtyMjIQEZGBm7fvo3Y2FgMGDAAc+fOxZAhQ6Qp6glxNTTfjfNifAXC/t+qpi5G86JQgmV8A+bfEZBVhg2yTgm1vKludu3R99FHH+HkyZPo3LkzJk2ahP3796OmQTbFxcVYvXo1YmNjMWzYMLi5ueHIkSM4evQonn32WXsWi5hhjOHa95/gz2UTEf7aegRPXShdu3XrFrZs2YIJEyYgLi4Od+7cweTJk5GWloaysjL89ttv+PDDDzF+/HgKPgghTknVvT/u5VInVHOcZwC41o+AU3qCkyulraHsWgMyePBgDB48GBqNBt999x3+9re/4bnnnkN+fn61tMHBwUhMTMTixYuRlJTkEkNym4Nb+7fgxj/XoufKo/AM6YrLly9jx44d+Omnn3D27FkkJCQgKSkJq1atQrt21AmLENI8LVu2DEuXLsX58+etTkS2YcMGLF++HIIg4LHHHsOaNWts+jujufQ7zqVtgmdwV8iUlX1Aeq09YdfyP0y4kMaZdLJR/urfv38fxcXFuHv3rrTYUFXZ2dn0B87BKu7cRP7mZeg05xPofAOx9uOP8fbbb2Ps2LF4/fXX8fjjj0OlooXTCCHN25kzZ3DixAmEhIRYvX758mUsWrQIZ8+eRZs2bTB27Fhs2LABzz//fJ15h770sb2L+9BiNy6Aa1v74qG2pKmJXQOQ3bt3Y+PGjfj9998xYcIEbNy4EX379rWa1hR83LhxA59//jlyc3PB85Wzzn333Xf2LJrL05fcRua84fDqOwJLvv0FX301DUOGDMGePXuQkNCwdjxCCHEUnU6Hl156Cdu2bcOQIUOsptm5cyfGjx+PwMBAAEBqaio++OADmwIQv6hBdi3vw4xdTQd8a68oYNfONI8AZM2aNZg5cyZ27txZ41LKVY0bNw69e/fG0KFDnXqIpsfJf6A0y1vs2c/JAHBmPf0BoMo+YDzmjIdm103njfucdM20IKBxrgXjKwQB2uuX4d8vAZtP5iEkoC0unDyE4M7dwSls+3cihJDGUlZWhtLSUum4psXoAGDx4sWYMmUKOnXqVGN++fn56Nixo3QcGhpqtSuAuZxPX0L4K6sbnMapCDzYxd21p1HWf6JGuwYgBw4cgMFggFqtRmhoqE3vKS8vx+rVzv8Peuh0DlqqPCHjGGQQ4wUZABknrhjMGc9x4GCKS8SQggPHscrzpvea4hLz80BlAk4GBkBgDIwBGp0eF0oZpiUPR2jbAKDsDNjv/wGTK8UhVu4qwF0Fzl0FuPsaj30BhQcNNSSENKqqs2EvWbIES5curZbu+PHjOHXqFJYvX15nnua/t2xZcaT4+F5c71T7N/nSs7/WmY8zkfWd1aj52zUAOXr0KCZNmgSZTIb8/HycOnUKK1euxNdff13je+Lj43H+/Hn07Nm8ZsOzt7yAGOjatq22nkRjbgqFQvom4dvaFzOrzDTLmADoyoDyu4CuFExXBqa5BRTliOd1ZQDHgZkFJZYBijFokVEHYkJI/WVmZqJ9+/bScU21H4cPH0ZWVpZU+1FQUIBhw4bhyy+/xIgRI6R0ISEhuHLlinScl5dXY38RE7/Yx6DJOlVrGn/jgnvEPuy6GF2/fv2wdetWTJgwQVp0rnv37rWuanv69GkMHToUwcHBFguInTx50l7FalIP42J0JowxQH/fGIyUAjoNmK7U7LhMvK70MgtIfI1BSuUxlM1jITRCSPNSUFCA4ODgei9GFxoair1791YbBZObm4tHH33UohPqyJEjkZqaaq+i29WDLkaXlpaGhQsXoqKiAl5eXli/fj2ioqIwePBg5OfnS3lMnz4dr776amMXv97s+tWV53mEh4dbnHNzq33CnqlTp2LBggWIjY21ax+QnJwczJ49G0VFRdBqtRg1ahQ+/PBDyGQyLF26FGvWrEFQUBAAMUj65ptvrOaTnZ2N6dOn4/bt2/D398fmzZtdZvE8juMAN29xU7UVz1VJwwS+srbEGJiw+0VA8eXKc0wAc1MB7j6WTT1uZoEKNfUQQhpg1qxZGDNmDMaMGYOwsDAsW7YMAwYMgCAISExMREpKik358PdKod60BLqbV/DIO7tx/0om7uX8gdaPTW7kn8A2xcXFmDJlCo4cOYJu3brh8OHDeOaZZ3DhwgUAwMqVK5GUlNTEpbSNXQMQDw8PaDQa6Q/JxYsX61wW3cPDA2+88YY9iwEAeOONNzB27Fi8/PLL0Gq16Nu3Lx577DGMHCnO+jlt2jSsWLGiznyef/55zJ49GzNmzMDOnTuRkpKC48eP2728DytOpgA8W4ib6ZzZdcYYwGsBnQaoEAMSpisDK70O6P6sPM/JjU09pgDF17IWxd2HmnoIIRbMm1mqzqD93HPP4bnnnnvgPHM/eQGeHSNx98z/BwC4t+uE//59SrMJQHJyctCmTRupRn3QoEHIy8vDmTPNb2Xhutj1N/qiRYswbNgwXLt2DTNmzEBaWhq2bt1a63tGjRqFtLQ0DB8+3J5FAQCUlJQAEDu66vX6B553pLCwEGfOnMHPP/8MAEhOTsacOXNw5coVmzvZujqO48Re0kpPAK3Fc1XSVDb1lEq1JkxXCtwrrGzu0ZeDKb2tN/V4+AIe/jSihxDSYOX5fyJi4Te4c+QHAIDc3bPm1ZntzHwkEGB9NFCXLl1w69YtnDhxAvHx8di9ezc0Go0UjM2dOxdvvfUWIiMj8d577yEsrH4rmwMAu3oGXPtYCJcPo/pv7oZPxW63AIQxhp49e2Lr1q1IS0sDYwwLFy5E586da33funXr8Pe//x0qlQru7u5gTBwVUlhY2KDyfPrppxg9ejTWrl2L4uJiLFq0CDExMdL17du348CBA2jZsiUWLVpkdTy5Wq1GUFCQNHsex3EICQlBfn5+jQGITqeDTqeTjjUaTYN+Dldg2dQjBonVghSDHqjQiMGIVgxQ2L1bwJ1c47kScUSPm4+4uYuvnJuPmK/xGG7e4jLshBBiBVdlnR+DrhyAYwKQ4OBgi2Nro4H8/Pywa9cuzJ8/H2VlZXj00UcRGRkJpVKJr7/+GsHBwWCMYfXq1UhKSkJmZmb9C2SsdebsvAidiV1rQEaMGIGMjAy88MILNr8nPT29Xp81cOBAXLp0yeq1s2fPYv369Zg6dSrmzp2LwsJCJCYmIj4+HomJiUhNTcWCBQugVCpx7NgxjB8/HqdOnbIYN25StV9CXX1233vvPSxbtqxePxOpGSdXWjT1VK9FEYCKe8YgRQNUaMAqNGBl18VzpmsGPZibV2WgovQQ+58oPAGFh/HYXdw3bXI36p9CiIvwix6Mgm/eg6DXoSTjEK59/wkCBox1yGer1WqLTqg1jQZKSEjAoUOHAIhfetu2bYtu3bpJAQzHcZgzZw7eeOMNFBUVoWXLlvUqD9eul/hax1TswuX/1Ks2xG4BCMdxCA8Pf+Af1toffVscOXKk1usrV65Ebm4uAKBNmzYYMWIEDh8+jMTERLRt21ZKN2DAAMTExCA9Pb1aWYKDg1FQUACe56FQKMAYg1qtrnU411tvvYXXXntNOv7zzz8RFxdXnx+RPACOk1U2zxhnk7cWMjC+whiQGDe9FozXglVogPu3xf4qvBbQG195sTaLScGJaasMUjiFOyBXAjKluFy1XGnc3IznjBsnp0CGkGYuZObbuLpjBeSeKuStn48W/Uejw9NvOuSzfX19bRoFc/36dalLwTvvvIPExESEhobi5s2b0uyvu3btQmBgYL2Djwdyt/ZJ3mpi1xoQb29vxMTEICkpyWK+iQ8++KBa2nHjxuHHH3+sNT9b0tQkLCwM+/btw/Tp03Hv3j0cPHgQ8+fPByAO/TIN+crOzkZGRobVeUjatGmDmJgYbN26FTNmzMCuXbsQGhpaa/+Pqm125veBND1O4QYoAgCvgMpztaRnjAGGisrApEpwwvhysPJ7gEFv3CoAQW95bNADzACAA5MrxKBEpjAGLYoq+0rALA1n7bzVPEznFdTEREgDcHIFOjw9Hx2enm/1+pUv5iN0dt0ToTWmRYsW4ejRo+B5Hv369cOGDRug0+kwatQo6HQ6yGQytGrVCnv27HFQierXRGXXACQ8PLzaMNyaHD9+HPPmzas1TW3zh9Rly5YtmDNnDj766CPo9XqMGzcOEyZMAAAsWLAAp0+fhkKhgFwux+rVqxEREQEA2LNnD/bs2SP1qF6/fj1mzJiBd999F76+vtiyZUu9y0QePhzHGWs73AFUX1jR1voMxgTAwIvBicCLQYmgr3LO8joTeDD9fSvv46vsm+UDgHHyOoIU0/laAh25W+V7qSaHEElJ+i/A7KYtQ9URPyb17dLQcPX7fWDXAGTJkiW1Xn/zzTfx/vvvAwBefPHFOvNryKQxMTExOHbsmNVrtQURpnHkJl27dqVht6TBOE4GKNwA2N6Z60H/SzPGxJoWa0GKKeCpErgwY+DC+PLKIEYKjkzpKyprdKSaHKX1ZifzQEWmFAObqgGM+b55HjIFBTakTk888QRu3LgBmUwGlUqFVatWITo62iKNIAiYN28e0tLSwPM8BgwYgLVr19Y5L5VtHNMh1RU4dGKFAwcOSAFIXcEKIeTBiIsbKqSe6za95wE/Q6zJqRKkVGt20huDm4rKPjfV3lM10DHW3tQUqEj7lcEMV2M6t2rnqVnKeXz33Xfw9/cHAPz444+YOXNmtTkwNmzYgHPnzuHMmTNQKpWYNWsWPvvsM8ydO9cOJaAgubpm0ARTFzvO+k4IaQJiTY6pSaqOtA+QL2OssrbFapBSIdbQGK8zg6nWxjwIMqutMc8DDExmbFaquimU0j4nnVdaTysFNlRT05RMwQcgzvUkk1UPLv/44w8MHTpUqvEYOXIkli1bZqcAxHUwg77uRBwHrkdyvfJ3aABC/2kJIdZwHFdZi2FLehvztQhspKakCsuNr6isrdFpqlzXAwadZZADDkzuJjapyd3E0VDuvoCHrziDr4df5eKNMvstL+HMysrKLCbhsjYBl7lp06bh11/FlWnT0tKqXe/bty+++OILvPDCC3B3d8e3335rMWtqw7jOF2l2fBXE/23WfmbjeTdvyOKer1f+NLc1IcRpWQY23jWnszE/sQmqSiCjLwe0pWC6ErDiK8YZfUvFId5u3lJwAndfcMZXKUCxMeBydlXX17I2AZe5r776CoDYn2/u3Ln497//bXF92rRpyMvLQ0JCAry9vTF06FAcPHiw1jIYtPfrLCcnkyHyg+oBj9Pybg1ZzNRakwhna17tvi7UBEMIITYSm6CMc8FUvVblmBn0lcGItlScvfeuuvJcxT0wpZcUnIgBip9xeQGxFsVVApTMzEy0b99eOq6t9sPc9OnTkZqaWm3+KY7jsHjxYixevBgA8O2339a5iOjvo3wBjrM+7brxvFtAO/T5Xm1T2ZwBF5ZolzQ1sUsAkpWVhUceeQQApEm7TI4dO4YBAwYAgLSmCiGEODtOrgS8WooballJWisGJExXClZ61XiuRAxQFB7GtY78AM8WxvWPfCvXQ3KSAEWlUtk0AVdpaSk0Go20kvnu3bvRsmVLBAQEWKTTarXQarXw9/fH7du3sXz5crzzzju15u0dHoWoL07XmuaP2b3rLKNTUXrWeInduACubQ9wfu1rTFMXuwQgTz/9tNQLOS4uzqJH8l//+lfpuHXr1vb4OEIIeehVXUm6eoBiEFeK1pYC5XfBtHer16CY+p+YL9DoUXkMpZdT9b0rKSlBcnIyysvLIZPJ0Lp1a+zduxccx2HWrFnSNAolJSUYNGgQ5HI5DAYDXnnlFYwePbrWvDv99bM6P9+WNM6EXdwN9JooPlfm529eBMv/DVzbHg3K3y4BiHnTStVmFmp2IYSQB8fJ5ICHv7j5h9QQoGgqV5HWloKVFwN38ypXkWYMzN3Hst+JKTjx8BUXbHyIalGCg4Nx8uRJq9fMJ+cKDAxEVlbWA+Wt9Kv5C/LNfRsROGImfHs++kB5Puy4kH5gF3YBvZ4CZ6wNYYWZYHnHwPWY0OD87RKAmEfYVaNtZ4q+CSGkuRADFD9xM50zu84YE5cMMAUjulIwXRnY3bzKoKXiHpjSUwxIFB6WywOYbZy0ZED1a9IMujIZwNW2ceIruGb5dyHzrVHo8ekhuLfuYHG+MG0z1JuXIXDEzCYqWdPhAiMBXisGIT2fBO7kgl05Aq7HBHBeAXVnUAe7BCBarRaXLl0CY8xi33SNEEKIY3EcJ7bhKz0BnzbiuSppxH4oxloUXms2g674ygR95Uy5ZuerbQZenCWXMYAJ4gbjq+mc+ecaS9KuGU3qFTx9MTLnDkOPzw5D6dcKAFD489fI37gYkStct/8i1z5WXLDz3LcArzUGH/ZZ4M4uAcj9+/cxcuRI6dh8vzlGuoQQQkz9UPzFzdp1O32O+IWUVQlIGK5fvQbgVTt9SsO0eWIa+LK7yJw7HN0/OYji4z8h7x9vofuKA/AKeaSpi9ckhMv/Me4xoOI+oGor9v8wnpV1SmhQ/nYJQOw3wYvzMRgMAICcnJwmLgkhhDQvN27cAFD5e7KpBSW/DL6sGOfnDIBBcxfdP/wZXh27NXWxmoxF/6CgaLvnTxORNbLs7GwAqLMHNiGEuKo///wTHTt2bNIyXFn/prjDGPR3C6HqFofC/ZULl4Y+/34TlazpcCH9GjV/CkAa2cCBAwEAx48fh59f9eXcXYVGo0FcXBxOnjwJHx+fpi5Ok6B7IKL7IKL7IM7rER8fj969m35+DblH5Uy57ca95NDPVqlUKCkpgUqlqjuxA7Hiy+BadGpwmppwjMbJNqrS0lL4+fmhpKTEpol2nBXdB7oHJnQfRHQf6B40d8LZr8H1mlRrGnbu2zqna68J1YAQQghxecUn09AibniD0ziVe7fAjn+Ouhajqy8KQAghhLi8vH/8D3yjBllfC8Yo/8sFLhWAyB59rVHzpwCkkbm7u2PJkiU2L67krOg+0D0wofsgovvQvO7B/dxz4oJ0tSxGpwxo6/iCOTHqA0IIIYQQh5M1dQEIIYQQ4nooACGEEEKIw1EAYifZ2dno378/IiIiEBcXh8zMTKvpNmzYgC5duiA8PByzZ88Gz/MOLmnjsuU+HDp0CF5eXoiOjpa28vLyJiht43j55ZcRGhoKjuNw4cKFGtM587Ngyz1w9ucAENfCGjduHCIiIhAdHY3hw4fXOHO0sz4Ptt4DV3geSBWM2MWQIUPYpk2bGGOMff/99yw+Pr5amtzcXNauXTt248YNJggCGz16NFu3bp2DS9q4bLkPv/76K+vdu7eDS+Y4hw8fZmq1mnXs2JGdP3/eahpnfxZsuQfO/hwwxlh5eTn717/+xQRBYIwxtmrVKvb4449XS+fMz4Ot98AVngdiiWpA7KCwsBBnzpzBlClTAADJycm4fPlytSh/586dGD9+PAIDA8FxHFJTU7F9+/YmKHHjsPU+OLuEhAR06NCh1jTO/izYcg9cgYeHB0aOHCktyhkfH4/c3Nxq6Zz5ebD1HhDXQwGIHajVagQFBUGhEEc1cxyHkJAQ5OfnW6TLz8+3WO8gNDS0WpqHma33ARDXfoiNjUXfvn2xZs0aRxe1yTn7s2ArV3sOVq5caXVdKFd6Hmq6B4DrPQ+ujuYBsRNTdG/CahjdbJ6upjQPM1vuQ2xsLAoKCuDn54eCggKMHDkSrVq1wsSJEx1VzGbB2Z+Furjac/Duu+8iOzsb69ats3rdFZ6H2u6Bqz0PhGpA7CI4OBgFBQVSpzHGGNRqNUJCQizShYSEWDRH5OXlVUvzMLP1Pvj6+koL83Xo0AGTJ0/GkSNHHF7epuTsz4ItXOk5WLFiBX744Qfs27cPXl5e1a67wvNQ1z1wpeeBiCgAsYM2bdogJiYGW7duBQDs2rULoaGhCA0NtUiXnJyM3bt34+bNm2CMYd26dZg0qfaFfh4mtt6H69evQxAEAEBZWRn27t2LmJgYRxe3STn7s2ALV3kOPv74Y2zfvh0HDhyAv7+/1TTO/jzYcg9c5XkgZpqq96uzycrKYvHx8axLly6sd+/e7MKFC4wxxlJSUtg///lPKd0XX3zBwsPDWadOnVhKSgqrqKhoqiI3Clvuw6pVq1hkZCTr1asXi4yMZEuWLJF6yDuDF198kbVv357J5XIWGBjIwsPDGWOu9SzYcg+c/TlgjDG1Ws0AsLCwMBYVFcWioqJYXFwcY8x1ngdb74ErPA/EEk3FTgghhBCHoyYYQgghhDgcBSCEEEIIcTgKQAghhBDicBSAEEIIIcThKAAhhBBCiMNRAEIIIYQQh6MAhBBCCCEORwEIIYQQQhyOAhBCmrmlS5eioqJCOl68eDF27NjRaJ+3efNm+Pv7o0+fPrWmy8nJQXR0NNzc3HDhwoVGKw8hxDnRTKiENHMcx6GsrAw+Pj4O+bzNmzdj79692Llzp03pQ0NDsXfvXvTo0aORS0YIcSZUA0JIM5aamgoA6N+/P6Kjo1FYWIgZM2bg888/ByDWjkyePBlJSUno3LkzJk6ciLNnzyIxMRFhYWF47bXXpLxu3LiBiRMnIi4uDr169cLixYttKkN5eTmeeuopREZGIioqCk888YT9f1BCiMtRNHUBCCE1W7duHdavX4/ffvutxhqQ9PR0pKenw8fHB7GxsZg/fz727dsHnufRqVMnpKamIiIiAtOnT8eCBQuQkJAAnueRlJSE3bt3Y/z48bWWIS0tDcXFxcjMzAQA3Llzx+4/JyHE9VAAQshDbtiwYfDz8wMA9OrVC1FRUXB3d4e7uzu6du2K3NxctG/fHgcPHsTNmzel92k0GmRlZdWZf1RUFLKysvDiiy9i0KBBGDlyZKP9LIQQ10EBCCEPOQ8PD2lfLpdXO+Z5HoIggOM4nDp1Ckql8oHyDwsLQ2ZmJg4ePIhffvkF8+bNQ0ZGBlq0aGG3n4EQ4nqoDwghzZxKpUJJSUmD8xg4cCCWL18unbt27RoKCgrqfG9BQQE4jsOYMWOwYsUKMMagVqsbVB5CCKEAhJBm7vXXX0diYqLUCbW+vvnmG1y6dAk9e/ZEz549kZycjKKiojrfd/78efTv3x+9evVCbGwspk6dil69etW7HIQQAtAwXEJIFTQMlxDiCFQDQgix4OnpifT0dJsnItPr9Q/cr4QQQqgGhBBCCCEORzUghBBCCHE4CkAIIYQQ4nAUgBBCCCHE4SgAIYQQQojDUQBCCCGEEIejAIQQQgghDkcBCCGEEEIcjgIQQgghhDjc/wFMRBDHFWIOpQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 570.866x334.646 with 11 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 570.866x334.646 with 11 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 570.866x334.646 with 11 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from Functions.setup import simParams\n",
    "from Functions.utils import Dict\n",
    "from Functions.Simulation import runSimulation\n",
    "from Functions.plots import plotResults\n",
    "import warnings; warnings.simplefilter('ignore')\n",
    "%matplotlib inline\n",
    "\n",
    "for opsin in ['Cl22OM', 'K22OM', 'Cl22OMs', 'K22OMs']:\n",
    "    input = Dict(simParams().todict(inplace=False))\n",
    "    input.cellsopt.opsin_options.opsinmech = opsin\n",
    "    results = runSimulation(input)\n",
    "    plotResults(input, results)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "OptogeneticInhibtion",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
