diff --git a/heterogeneous_data/heterogeneous_data.ipynb b/heterogeneous_data/heterogeneous_data.ipynb
index 23969e0cc2c5cae948275983660e2067b2a59471..b0a6a23ebc9fce84085d7545c5119291d277b4f4 100644
--- a/heterogeneous_data/heterogeneous_data.ipynb
+++ b/heterogeneous_data/heterogeneous_data.ipynb
@@ -40,6 +40,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "fatal: destination path 'mcvae' already exists and is not an empty directory.\n",
       "Mcvae version:2.0.0\n"
      ]
     }
@@ -169,7 +170,7 @@
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYcAAAEWCAYAAACNJFuYAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAztUlEQVR4nO3df5xcdX3v8ddnN5M4CZYNNVoyEqD+CDWlZGWLeLG9Si3RIriCiFR82NqW2tbbC6WpofgggdqS21SxVturvfXHrVQDgisabwMKvbQoauImQCq5Rfm5UIiSVUg2YXb3c/+YczZnZ845c2Z2fs/7+Xjsg52ZM7PfsxvO53y/n+/38zV3R0REJGqg3Q0QEZHOo+AgIiIVFBxERKSCgoOIiFRQcBARkQoKDiIiUkHBQaQDmdlvmNm/1XD8Q2b2+ma2SfqLgoN0DTN7u5l9y8wOmNlTwfe/b2bW7raVM7N/MbPfbnc74piZm9lL290O6WwKDtIVzOxy4K+BLcDPAC8C3gOcASxucVsWtfLnibSDgoN0PDM7GrgG+H13/4K7P+Ml4+7+Dnc/HBy3xMz+ysweMbMnzex/mlk+eO21ZvaYmV0e9DqeMLPfjPyMLO99n5n9J/ApM1tuZl8xs31mtj/4/sXB8X8O/BLwUTN71sw+Gjx/kpndZmZPm9leM3tb5Of/tJndYmY/MbNvAy+p8jt5p5k9bGY/MrMry147zcy+aWaTwXl+1MwWB6/dGRy2O2jbhWnnIv1LwUG6wauBJcCXqhz3P4CXA2uBlwIF4KrI6z8DHB08/1vAx8xseQ3vPQY4HriE0v87nwoerwKmgI8CuPuVwL8C73X3o9z9vWa2DLgN+CfghcBFwN+a2Zrg8z8GHAKOBd4dfMUys1cAfwe8E1gJ/DQQvZjPAJcBL6D0u/sV4PeDtv1ycMwpQdu2pp2L9DF315e+OvoLuBj4z7LnvgFMUrqQ/TJgwAHgJZFjXg08GHz/2uDYRZHXnwJOz/je54DnpbRxLbA/8vhfgN+OPL4Q+Ney93wc2AgMAkXgpMhrfwH8W8LPugr4fOTxsqB9r084/lLgi5HHDrw067noqz+/NHYq3eBHwAvMbJG7TwO4+38BMLPHKN35rgCWAjsj+WmjdOGd+5zw/YGDwFEZ37vP3Q/NvWi2FLgOeAMQ9j6eb2aD7j4Tcw7HA68ys8nIc4uAfwx+/iLg0chrD8f+JkpWRo919wNm9qNI214OfAgYCc5rEbAz6cPqOBfpAxpWkm7wTeAw8OaUY35IqWewxt2Hgq+j3f2oDJ+f5b3l5YsvB1YDr3L3n6LUe4FSUIk7/lHg/0Y+f8hLwzq/B+wDpoHjIsevSmnvE9Fjg4v7T0de/zvgfuBlQdv+NNKuONXORfqQgoN0PHefBK6mNEb/VjM7yswGzGwtpSEV3H0W+HvgOjN7IYCZFcxsXYbPr+e9z6cUUCbN7BhKw0NRTwI/G3n8FeDlQSI5F3z9opn9XHB3fjOwycyWBjmFd6X87C8AbzKz1wSJ5muY///y84GfAM+a2UnA71VpW7VzkT6k4CBdwd3/Evgj4E8o5QqepDRm/z5K+QeC7x8A7jaznwBfo3RHnEWt7/0wkKfU67gb+Oey1/8aeGsw++cj7v4McBbwduBx4D8pJcGXBMe/l9IQ138Cn6aUII7l7nuAP6CU3H4C2A88Fjnkj4FfB56hFPS2ln3EJuAzwWymt2U4F+lD5q7NfkREZD71HEREpIKCg4iIVFBwEBGRCgoOIiJSoScWwb3gBS/wE044od3NEBHpKjt37vyhu6+Ie60ngsMJJ5zAjh072t0MEZGuYmaJK/E1rCQiIhUUHEREpIKCg4iIVFBwEBGRCgoOIiJSoSdmK9VrbHyCLdv38vjkFCuH8qxft5rR4UK7myUi0nZ9GxzGxie44uZ7mSqW9jKZmJziipvvBVCAEJG+17fDSlu2750LDKGp4gxbtu9tU4tERDpHW4ODmX3SzJ4ys/siz20yswkz2xV8/Vozfvbjk1M1PS8i0k/a3XP4NKV9a8td5+5rg6+vNuMHrxzK1/S8iEg/aWtwcPc7gafb8bPXr1tNPjc477l8bpD167JuHCYi0rva3XNI8l4zuycYdloed4CZXWJmO8xsx759+2r+AaPDBa4972QKQ3kMKAzlufa8k5WMFhGhA7YJNbMTgK+4+88Hj19EaS9bB/4MONbd3532GSMjI67CeyIitTGzne4+Evdax/Uc3P1Jd59x91lKm6Of1u42iYj0m44LDmZ2bOThW4D7ko4VEZHmaOsiODP7HPBa4AVm9hiwEXitma2lNKz0EPC77WqfiEi/amtwcPeLYp7+h5Y3RERE5um4YSUREWk/BQcREamg4CAiIhUUHEREpIKCg4iIVFBwEBGRCgoOIiJSQcFBREQqKDiIiEgFBQcREamg4CAiIhUUHEREpIKCg4iIVFBwEBGRCgoOIiJSQcFBREQqKDiIiEiFtu4EJ/UbG59gy/a9PD45xcqhPOvXrWZ0uNDuZolIj1Bw6EJj4xNccfO9TBVnAJiYnOKKm+8FUIAQkYbQsFIX2rJ971xgCE0VZ9iyfW+bWiQivUbBoQs9PjlV0/MiIrVScOhCK4fyNT0vIlIrBYcutH7davK5wXnP5XODrF+3uk0tEpFeo4R0FwqTzpqtJCLNouDQpUaHCwoGItI0Cg6SmdZWiPQPBQfJRGsrRPpLWxPSZvZJM3vKzO6LPHeMmd1mZv8R/Hd5O9soJVpbIdJf2j1b6dPAG8qe2wB83d1fBnw9eCwNMjY+wRmbb+fEDds4Y/PtjI1PZHqf1laI9Je2Bgd3vxN4uuzpNwOfCb7/DDDayjb1snBoaGJyCufI0FCWAKG1FSL9pd09hzgvcvcnAIL/vrDN7ekZCxka0toKkf7StQlpM7sEuARg1apVbW5Nd1jI0JDWVoj0l04MDk+a2bHu/oSZHQs8FXeQu38C+ATAyMiIt7KB3WrlUJ6JmECQdWio1rUVmvoq0r06cVjpFuBdwffvAr7Uxrb0lFYODS0kvyEi7dfWnoOZfQ54LfACM3sM2AhsBm4ws98CHgEuaF8Le0szhoaSegdp+Q31HkQ6X1uDg7tflPDSr7S0IX2kkWU30hbGaeqrSHfrxJyDBDp9zD6td7DQ/IaItFcn5hyE7hizT+sdaOqrSHdTcOhQ3VCuIm1h3OhwgWvPO5nCUB4DCkN5rj3v5I7q+YhIMgWHDtUNY/ZpvYNOHxITkXQKDh2qG8pVjA4XOP/UAoNmAAyacf6ppQCw/sbd84bE1t+4u6OGxEQknYJDh+qGMfux8Qlu2jnBjJfWIM64c9POCa64+R6Ks/PXJRZnnU237GlHM0WkDpqt1KG6oVxFUl4kyeRUsdlNEpEGUXDoYJ26FWiYT4ibqioivUHBQWpSvvAtzoDBbEK1qzM23z43NNbJvSKRfqfgIDWJG0qKyucGOf/UAlu/8yjFmcoIMTE5xfov7AZnLi9R65ajmgkl0nxKSEtN0qbShmsZPjB6MlveegqFhJlVxRmvSFhnXcPRDYsDRXqBeg5Sk6SyGIWhPHdtOHPucZgvOXHDNrLWU5+YnOKMzben9ggaXdBPvRCReAoOUpP161ZX5BzSptgmBZMk4bFJQ01piwPHxifYdMueuVlRy5fm2HjOmsSLfVrhQAUI6XcaVpKqxsYnOGPz7Zy4YRtbtu/l/FMLmctixK3XyA1apn940aGmsA1JvZCj8znW37h73nTZ/QeLrP9C8uK7bihRItIu6jlIorHxCa7+8h72HzxywZ2YnOKmnROxASFtiKb8+fLPTRL2CNJmSOVzg5hRkceAUn4jacip1hIlGoKSfqLg0AOacdFKuyDHjfGnDdHEmcwQGACGluZSZ0gVgvO9bOuuxM8ov9iHv6+kXkhciRINQUm/UXDocs26aFWbslp+wU0aotl0yx4OT8/Oa99lW3exdPEgB55L/vzQs4emE3sYBnNJ8LRFedGLfZZeSFz+RDvbSb9RzqHLNWvcvFr11/K766TjJ6eKFe1z4MBzMwwOWNV2FGd9rrBfWhvWr1tNLubzcoM272JfrReSlD/phiq5Io2k4NDlmnXRSqv+Gnd3XU+12OcvWcTypbmqx824Vy1CODpcYMsFpzCUP/J5y5fm2PLWUzLNdoJSLySpF9ANVXJFGknBocs166IVN8sIYCifi727Tqoim3bx//FUkfGrzqoaIMI7+mozpEaHC+zaeBYPbT6bhzafzfhVZ1Uck/R7MUhdSNcNVXJFGkk5hy5X67qDrGqtCpt0PMBlW3fFJn9XDuUZG5/g2UPTie0Iz6VRRQjD5HV5exy4/IbdXLZ1V+y5dkOVXJFGMves61c718jIiO/YsaPdzWibTp9i+f6xe7n+7kfmXZDzuUGuPe/k1ERyoUnncsKGbVWPyQ0YuUHjYHEWqL6gTqQbmdlOdx+Je009hx7QqaW9Qx8YPZmR44+JDWBJU1CjM5HS1BMYCxlWbRdn59d/ChfUgaauSn9IDQ5mdhLwZqBAqef9OHCLu3+vBW2THpIUwJLKa2TJmdQ7jTduKC6LtAV1Ir0mMTiY2fuAi4DPA98Onn4x8Dkz+7y7b25B+6THJV2o9x84zNj4ROoq7AGzuS1KQ+HairTeRHn+IO5zksTNdur0YT2ReqT1HH4LWOPu81YgmdmHgD2AgkOX64SL2uhwgR0PP81n735k3vMHi7Osv3H+ME55TyHpgj45VZyrsZTUm4gGiInJKQwyVY8t79Fo5bT0qrSprLPAypjnjw1eky7Wrn0RokX8zth8O2PjE2y754nYY4uzPm8xX7VV20niFgVGzx9KgSFcQjeUzxG3Pq98QV1Sm1S8T3pBWs/hUuDrZvYfwKPBc6uAlwLvbXK7pMnaUQ4i6S47a5mOhSzsy1LuwzmyL0V5+W+AZYsr/3eptgixE3pnIvVIDA7u/s9m9nLgNEoJaQMeA77j7rXfvtXIzB4CngFmgOmk6VZSn3aUg0gKSGmOzufmNgBKyg0MZsgZOKUprAMGSxYNMFWM7/yG5x9ewKPBa3KqWDFklJZQ15CTdLO0hPRXgd9397tb2J5yr3P3H7bx5/eshcwSqlc9gefAc9Nzd+9JAWDxImOqmC2hPOskBgaYf/6bbtmTWEww7A0MLc2RG7B5017DhXsq1ifdLC3n8GngVjO70syqF8CRrtKOchC1Bp6luQGKM9Uv+mkX+1oYR7Yqff/YvfOGlKImp4pzuZr9B4tgpTxFeWmPhfTO4nIzIq2UNqx0g5ltA64CdpjZPxJJRLv7h5rcNqcUnBz4uLt/IvqimV0CXAKwatWqJjel95TP1hk0m5dIbcSdbfl4++tOWsFNOycyJZUvPn0V15fNYKpVPjdYUwI7DEMTk1M1/ezijPPMoWmuu3DtvN9bvb0zDUdJJ6hWeK8IHACWAM8v+2q2M9z9lcAbgT8ws1+Ovujun3D3EXcfWbFiRQua03tGhwtzPYhwyCY6a2khd69xs6Fu2jkxb4vRpFLcAHfcv29BQ1zhHXzaz0hTa1GZGfeK2V719s40A0o6QVrO4Q3Ah4BbgFe6+8GWtQpw98eD/z5lZl+klBi/s5Vt6Ae1bNJTy91r0ufecf++ubIYY+MTXJpQPuPxySmuu3BtXSuZwxlHQOwaimYpzyfUW6xPe0dIJ0ibynolcIG772lVY0JmtgwYcPdngu/PAq5pdTv6QdomPeVqSaZmucCNDhcqpouGVg7l61qoVn5n/oHRk3lw37Pc9f2nq7a5EcqHkeqpe9WOyQIi5RKHldz9l9oRGAIvAv7NzHZTKt2xzd3/uU1t6Wm1XnCy3r1m3Wdi07lrUodeRocL3LXhTApD+UxDPc/LVf6TvmBkVcs2Lqm2L0SWoTrtHSGdoCM3+3H3H7j7KcHXGnf/83a3qVfVuklP1mCS9QI3OlyYt5FPuDr50q27OGHDNtZefStj4xNVq6iG9h8sVoz9b7plT8uW9Dsk5gayrkqP+508LzfAZVt3aeaStExHBgdpnfILUZjI3XhO+h19vZ8bN8QS9g6uu3AtB56b5sBzR3IMk1NF1t+4m1ryytHk7dj4ROKU1IVI270uqXdVS6I5+js5PD3L/oPFlpY5EdF+DpI6Lr6Q0g+1jrdv2b43dl1DdIFZVmFPI+sMn6yF96AUJNMWZOdjhrYgOWhEe0Xl038PPjethXTSFlWDg5mdB/wP4IWU/h8ywN39p5rcNmmzVm8iVM9snKTSGeHYf9bPTLrWD+VzvOmUY7nj/n3zgmTSJkVQqigbLTceXvDTgs/7x+5l5PhjKtY3JMm6kE51naReVbcJNbMHgHM6eYOfft8mtFecsfn2xAvi8qU5DhVn591F53ODnH9qoWIL0tCAlcpl1CufG+B7f/bGmtsaKtSw8M+AoaW50orrDKLTdeOUL6SDI1uzKkBIKG2b0Cw5hyc7OTBI71i/bjW5wcrkQm7A2HjOmtgcxgdGT068I19IYIBSWY6ksf0suZdwpXWWdRpzpTgyyA0aBw5Pp8540kI6WagsOYcdZrYVGAMOh0+6+83NapT0p/CO9uov75l3oVy2ZNHc63F3vVn2hK5X0tj+6HCBK79477zkeZwFxqcKy5fmePbQdNXNjLSQThYqS8/hp4CDlBainRN8vamZjZL+NTpcqJgpFZbKTruLL59Z1ShxQSdcq1AtMNQqLN6XJEyElyfo43oEWdeZiCSp2nNw999sRUNEQtWGRJKSrEmlONIYpO4hPWg2L7F7dD7HTw4VFzxkFdeOTeeuYcfDTyfmUKaKM4lDVOU9gri9ubWQTmpRtedgZi82sy+a2VNm9qSZ3WRmL25F46Q/pU35TFpENjpcKuhXi8JQngc3n81syqSMGXcu27pr7mdOTi0sMMT1DAx4x+mrGB0u8IHRk7nuwrU1f255j6CWdSYicbLkHD4F/BNwQfD44uC5X21Wo6S/JdUWgsqd46aKM1x+w24u27qLo/PZtx2J3kWn/TxobN4g7rOcUhXa94/dOzdlNmndxeJBY3BgIFOPoJlTkTVNtvdlyTmscPdPuft08PVpQDWypWlqzSHMuM/d1WdRfhedNEuqlSYmp/js3Y/M9VCSAlJx1lN7BK3YJChrGRDpbll6Dj80s4uBzwWPLwJ+1LwmSb8rL3WdlhOoVdz6gKRZUp0o/DXErXFo1SZB2v60P2QJDu8GPgpcR+mG5hvBcyJNEx0SOXHDtoZ8Zm7A5g2/jI1PzAsI7e07ZJd0wc9y0Y7bna989bf2mxDINlvpEeDcFrRFJFa1nEBWRz1v0byL5OU37mYmkl1u9JqEZpkqznDp1l1cunUXhcgFPe2iXR4I4chQVvRxGHggeVaY9pvoD2k7wf2Ju/+lmf0NMf/fuPsfNrVlIoG4aZm5QWNmxmsqxT0ZuTBe/eU98wJDJxocsKptjF7Qky7aQ0tzmXfUmyrOcPWX98wrVVI+PKVpsv0hLSEdlszYAeyM+RJpibhpmcsWL6p5j4bonW2n5xYKQ3k+eMEpmabnhtu6Ju2h4V45yyvN/oPF1HUmmibbH6oW3pt3sNkAcJS7/6R5TaqdCu/1nxM3bKtpGKi86NwJDcpjNMPS3ABTxdm5nECWwn0AHw7WR5QPB122dVdDhswMeHDz2Q34JOkUaYX3spTs/ifgPcAMpR7D0Wb2IXff0thmSj9Z6Dz5LHmIQTNm3WM/fyifa8omQI1wsFjqE4WF+/7LS47h7h/srzpja8v2vdy14czYRHXWnI1R2mp1qljZL8uaU9AaiN6QZZ3DK4KewijwVWAV8M5mNkp6WyPmyWdZC/HBt53Cg5vPZv261WzZvnfe3P9N565hoAumJznwje8/zUWvOq7q+SYlpNN+V+X7EjkwPevkyn45WXMKWgPRO7IEh5yZ5SgFhy+5e5HumdghHagR5aTDce8kZqVjki5WAB9629rU7T47RbiCOhznT5J0Zx/+roZiVpDHdBAozjhHPW9RXTkFlQrvHVnWOXwceAjYDdxpZscDHZVzkO7SqHnyo8OFxGJ74QhM0sXqj27YhXvpgrrxnDVAfYX7WmVicmpueMiMim1Ks9zZH57OnsKfPFhk/Kqzam6n1kD0jizrHD4CfCTy1MNm9rrmNUm6US3jzI2cJ5+0l0N4h510UQpniE5MTrH+C7tZtrizt1M3jpQPLw8MyxYP8pZXFtiyfS+Xbd0V+/uPC5Jp6l2zoDUQvSNLVdYlZvbrZvanZnaVmV0F/GkL2iZdotZx5qQpl/XMk6/2WVkuSsUZb1py2oAzXnLMgj8nbRz3wHMzbP32o4m//7HxiZoWES5kzUIj/7bSXllyDl8C3gxMAwciXyJA7ePMjZwnX+2zFnJRGrSFZ6wduOv7Tze9NEfSBkBh4K7GjIasWdAaiN5RdZ2Dmd3n7j/fovbUResc2itpzUG758WHQ131lN4I91iIlpfoZe3+W0l7pK1zyNJz+IaZJU8Lkb7XiVtSRoe66rFyKM8d9+9rcKtqY5QWxLXCQLDjnUgoy7+81wA7zWyvmd1jZvea2T3Nbph0j04cZ641ARs1QOmc2jnDpjCU57oL18YuRmuGGXcu3bqL4WtuVZAQINtU1jc2vRUxzOwNwF8Dg8D/cvfN7WiHVFe+/0InrIpd0IU9WCNR75DUQixfmps3hbQZbcgNGtMzHjsUuP9gsSl7QEj3yTKV9WEzew3wMnf/lJmtAI5qZqPMbBD4GKWtSB8DvmNmt7j7vzfz50r9mrklZT0WUuY7zO02si5RVpNlBQHXr1vN+ht3VySckyRtLxp11JJFqYUHs27cozIZvS3LVNaNwPuAK4KncsBnm9ko4DTgAXf/gbs/B3ye0owpkUzWr1u9oBlCY+MTjA4XGh4YluYGKkpTRJXnaUaHC2y54JTY1c1xsrR3/8Fi1d9NtZ6XymT0vizDSm8BhoHvArj742b2/Ka2CgrAo5HHjwGvih5gZpcAlwCsWrWqyc2RZmv0XejocIEdDz/N9Xc/Mu+Cmc8NsmTRQNV1DeGdc9Iiu3odTMkhRPM00ZlWg8E2qYMN3C7VSe9lrBzKp/5NtFVo78sylfXb7n6amX3X3V9pZsuAb7r7LzStUWYXAOvc/beDx+8ETnP3/xZ3vKaydrfyvY+hNC6+bPEifjxVXFCwiLvAAZk2v1m+NMeh4kzLksJD+Rw/nipydD7HgeemKc40f0ArrjptPjfI+acWKkqFR8ued+r0ZanNgkp2AzeY2ceBITP7HUr7R/99IxsY4zHguMjjFwOPN/lnSpvE3YVGVy2X70RWi7RcSLVkb9y4/LLFg7h7ag+gHgZz59uqUuJmR35WWK8p3HZ00y17YnsGl27dxZbtexlamov9/TRi+rJyGZ0h02Y/ZvarwFmU/g1vd/fbmtoos0XA/wN+BZgAvgP8urvviTtePYfulnXjnrT9GeoV12tJEy6Oy7oBT9bPbHYfoZafkWWvi9xAaUl1tHdTvqFSPeL+Ho34XIm30EVwBMHgz4C/oLTmYeHFYtJ/3jTwXmA7pe1Kb0gKDNL9st5tzrg3PPkZLfeQRXn5bGNhZTYGrDX1750j7azW3Cw9l+Kss2xxfWW906jkd+fIshPc7wLXAFPALEduQn62mQ1z969S2lxIelzchvXVLCT5GTdscdeGMzlj8+2Zks/hMXdtOHPu82ptf2jQjKPz6VNLG2XGnXxusGE9nh9PFdm1sfay3mlU8rtzZMk5/DGwxt1/2OzGSH8qX0Q3tDTHs4emq87tr+eCUX4hj+YzaglSV9x8Lzsefpo77t831+ZD0zMV5bSrKc46zx5q3XaljQoMoXDKb6Oo5HfnyDKs9H3gYLMbIv1tdLjA+nWrWTmUZ/JgkWVLFrF8aS512KaeC0a1KZhZh5imijNcf/cjc/P89x8s1hwYQmm57U7eytSh4WsbOrEUS7/K0nO4glLxvW8Bh8Mn3f0Pm9Yq6Tvld/STU0XyuUGuu3AtUDn1tN4LRrVhi3B2U5YkeS2xIG73tixmvRQgMi6QbrlGr23oxFIs/SrrNqG3A/dSyjmINFzaHX04tl/PBaM8v5B1CuZCym/EWcjatU4NDKFG5wM6rRRLv8oSHKbd/Y+a3hLpa1nv6GsRl1/IDRi5QauYglneC6knSQ7MlbkoXz+wEK2Y6roQacN7WrPQvbIEhzuCUhVfZv6w0tNNa5X0nWYkImMX1806Q/kcy5YsSr1ghY833bIn86K0fG6QTeeumfdZJ27YVnf7Q60KDMuX5li6eFHDthRNS/4rQHS+LMHh14P/XhF5rulTWaW/xN2pLzQRmdQbyToFM+ytZNlRrpAQZJKGsTpNbsDYeM4aAC6/YXdqDaewzEdaT2BsfCL2c+JyFOpddKYsJbtPbEVDpL81IxFZT28k6UIVBolqq3fL33+owVNHG2EAyC0a4PD0kRRibtDY8fDT3LRzompxv2VLFqUG1/D3lPQ50aC9kN5FI4KKAlOyxOBgZme6++1mdl7c6+5+c/OaJf2o0YnIWnsj1S5U1QJY3Ps70SzMCwxQqhabdb/sicmpmiu2RkWDc73VXav9rbJc9DXslS6xtpKZXe3uG83sUzEvu7u/u7lNy061lSRJtYtE9PWBhJLYhaH83IypNFlXWPeC3IBVLFJctniQ3GB6OfSw4mu4eDCpjxJX3TXr3yrppqC8vEfS3yvr37sX1FWV1d03Bv/9zWY1TKTZ0noj5XeOWYZB0ix0Sme4+K6RAaaRe0BExa1eP/DcDJDcYxg0iy0FHqd86K+Wv1XW3ohKdaRLG1ZKnb7q7h9qfHNEWqfa8Eco64yppBxHOAso7L2c8NN5vvH9pys2IQq3Ja1F2jTX8C4963BRM4V37ll+5+HvIktPodzKoXzmi75KdaRLK5/x/OBrBPg9SruzFYD3AK9oftNEmivLHWItM6aSSj9sPGcNd204kwc3n81dG87k+t95NddduDa2ommWC9PypTk+fOFaHtp89rzPGcrn5kqOhJ/5gdGTyecyFV9umrAtUL1XFPYugHnbkGYJDOHfKul3WP68SnWkSxtWuhrAzG4FXunuzwSPNwE3tqR1Ik2UdOdY774Rtcy4ShruihsvD3sHcdNlqyXxx8YnmG7jEutBM1530gqu/vKeTFN6Z9y5aecE2+55IlOvLulvlWUigkp1pMuyTej9wCnufjh4vATY7e4ntaB9mSghLfVo1cYytU6XbOT0ykYnyTtptXba30pTVLNZ6Dah/wh828y+SOnfxVuAzzSwfSJt0Yo7x3qmSzZySm+jk6tpgaGVgSNp0WFI9ZkWLus2oa8Efil4eKe7jze1VTVSz0E6VdbpkmPjE/OGXobyuYpSHPUYvubWrlihXS5chR13dSpP8KtXUL+F9hxw9+8C321oq0T6QJaZM2PjE6z/wu55xQAnp4qsv3E3UP+CrLHxCZ49NF3Xe9sprFF1acLMrf0Hi3MBTwvXmidTcBCR+qRNl6xWs6k46zXvlZClDlQoHAZq1lqIavK5AY5ZtoSJyam5NkSHi7KeR6P3lJCS9s5xE+lxSdMlX3fSCtZ/YXfVi18tOYMwv5E1AR3OgDr9Z5dn/hn53ADLl+YyH59mKtgC78MXruWDbzuFQrBGYcv2vaXeVMzvLokWrjVeppxDp1POQTrZ+8fu5XPfepQZdwbNuOhVx7Htnicy5QJqmVbb7PIduQFjywWnZK5UW8vnYlTssRGujYhOGDhweDq2PEc/lbxopLScg4KDSBMlTZetdROhqOVLc2w8Z01Fgblm/p88aMYH33ZK1eJ1cc54yTEVK8KziLvgN3r6cb9PeV1wQlpE6pNU56eatGmh+w8WufzG3Vxx8z1zQzPNlHbxDZ9L2gPCgAtGVnHByKqaexpxQ0WNnH6sqqzp1HMQaaITN2yr6Y55KJ9j18azan5fs8QliuOk9SCiweUlV3w1c/J72eJBhpYubtpdvaqypvcclJAWaaKkOj9D+VxprD0iN2BsOre0G9vR+YUnfQfNqh8UwygNBeVzg3MX8vCuemx8IvY9o8MFrj3v5NifGc4mgmw1kkIHnpuZq61U7efXQ1VZ0yk4iDRR0mylTeeuYcsFp8wrvhdN9h54rv71CYWhPA9tPpvvX/trmY4fsFKwCttx3YVreehHU4llr5OMDheYrVL2vJAQLLOEsejPHxuf4IzNt3Pihm2csfn2uoJG1gJ9/Uo5B5EmqjZGHjdMsmX73nkzd2r1upNWzH2/PMMe1oNBjyXalqTS4dXuqquVwU7aiCdrgv7xYBe6RuQKmrFveS/puJ6DmW0yswkz2xV8Zbv9EelQo8OFeSW7q13Aql2Aly0erBiSirrj/n1z3288Zw25wfT78uKMV/QI0u6q0+7a43pKxpGAFQ4/RcuMP6+GkuIrh/Kpm/nUorwt0dLp0rk9h+vc/a/a3QiRdki6+44mSsfGJxLLS0SDS7TnkjZTqDwgrV+3uqKkR26wVH672j7bOx5+et4GQw5s/fajjBx/zNwx4fBZtWmw5V530gquT9i8qPwcotNUh5bmcIcfTxXn9d5UoC9Zx/UcRPpdtbtvKF2Ik8bvhyIrmKOL1dL6DwNmleP25SNbTuw+C+V37V/Z/UTF5xdnnU237Jn3XNqucEnJ9Dvu35cpVxBdLe6Upv9OBoX8mpHc7kWdGhzea2b3mNknzSx2bb+ZXWJmO8xsx759++IOEelKo8MFzj+1MO9i7sBNOycqhnDihoyePTTN2PhERTmNtCzGjPu8C+aW7Xsr9okuznpi/iJ61x63gjl8fu3VtzJ8za2cuGFbYk/GIDWxnWUHt2rbkdYzDNVv2hIczOxrZnZfzNebgb8DXgKsBZ4APhj3Ge7+CXcfcfeRFStWxB0i0rXuuH9fxcW8/II2Olxg2eLKkeGwYF/WPbLjPr/W6ZwOmWYNTU6VKqqmBaqVQ/nU3kGWXEGW9mvKarq25Bzc/fVZjjOzvwe+0uTmiHScrHPwf5xwl17vhS98X1LeYyif48Dh6YpeBRwZrlm2eJADz9VXHiTaA0ibSVQtV5DU/vJjJFnHDSuZ2bGRh28B7mtXW0TaJesc/LTj6rn4Raecxs2IMoPFi5IvG1PFGXKDA1VnSFV8LvN7AAudSVStoqumrFbXibOV/tLM1lLqqT4E/G5bWyPSBlnn4Fc7bv2Nu2Pv8uNUfH7M9T1LJdnJqSIXn75qrhJtFnHlMRYyk6h8fUnSbCVJ1nHBwd3f2e42iLRb1gJz1Y6Lbj0aFdZMSqqdtJCFeGal5HktpTIWWvQuqbqqAkD9Oi44iEhJ1otb2nGTCXf6s+58+MK1cxfUcgtJ1rpnqzxbbqo4w9Vf3jPvXLKU1FZ11ebouJyDiDROYuG/pbl56wDK5/63K1m7/2Bpumv5VNy09QmNWjEt8yk4iPSwpDUBcXf34Z170vtaZXKqyBU338vVX94T28ZLt+7i/WP3zj1XT3XVRhTu63UKDiI9LGnWT9IU2P0Hi4yNT8y9r5rcgLF8aamia70lwuNMFWdSk9+fvfuRuQBRa3XVuB7JZWUBRxQcRHre6HCB9etWs3Ioz+OTU2zZvndeiY1y0eGYtMv9oBkXnnYc41edxYObz05c1dwsn/vWo0By7yhpqmrcMJQD19/9iHoQEQoOIj0u7k752UPJ+0WEwzFbtu+tWnIjWtKj1XmKcDZUrWsikoabHJSniNBsJZEeF3enXJz1xH2qwyJ8WWYshYnfsHdSa5XVhYgOY9UybTVt9bRKahyhnoNIj0u7U45LOodF+LJuVRpeaNO2Cm2Gi151XF3vW79udeJwmUpqHKHgINLjki544fBL0r7PZvHBo5zB3NDS6HCBD77tlCqlKyrLa2QJJ2E7B824+PRVfGC0esI8zuhwgXecvqriZy6kpEYvzn5ScBDpcWkJ27R9n/cfLHL+qYW5sfzlCUns8rH6aA4A4i78xoW/eNy8HME7Tl+VGlAKQ3m+f+2vze2NXW9gCH1g9GSuu3BtQ3aBy7oeo9uYt3iGQTOMjIz4jh072t0MkY6VttL4jM23J47B53OD8y6aJ2zYFnucAQ9uPrvi+aTPDne1i7br6HyO4sxsRUXX8jZ0mmrn2MnMbKe7j8S9poS0SB9IS9imJZKjCWcoXfDiLoRxQ1dj4xOpid/ysheTU0Vyg8bS3AAHi7NAqUT4pnPXdGxggPoW4XUDDSuJ9LlqC96iF7msawrCC3+SlUP5+FlUMz4XGAAOT8+Wv3Xu8ztljL/WRXjdQj0HEWF0uDC313S5lUP5iuGfAWNu+GdJzP4OabvQhcHksq27qrYrWiMpWn772UNHNhxqd6G9rOXVu416DiICJPcKXnfSinkJ18mp4ry8QFgLKXr3njakEuYPst5Zhxf/8OfvP1is2KOivNBeK3sWC92YqFOp5yAiQPLeEFn2oi7PTSQtNCsEe0BDeq4jyshWAjwMSO0o4d2Le0coOIjInLiLXJbhH6jMTVQbaonbre3HB4uUZxmyzqcMeyJpJbx77QLeTAoOIpIqrdxE+XGhWnayiz43fM2tmbYiLRcNPPXOHsqysVA/UXAQkVRZhn/iErD1DLUk7VyXpnyL06Rglpbj0G5ylZSQFpFUcQnXi09f1ZQEbNIFfGluILbcxYcvXMtdG86c97PXr1tNbmD+0bkBS509pN3kKqnnICJVtSrhmpSr+ItgHUbmYZ/ySFKleFOvLmRbCAUHEekY1XIVWQLUlu17Kc7MT2MXZzw1IV3PUFSvU3AQkY6y0F5KPb2AXl3IthDKOYhIT0naAtWMxEVxvbqQbSHUcxCRnpJUaDpcVJ00E6kXF7IthIKDiLRMK9YS/Hiq+nRYLYqrTsNKItISrdoUJ2sSuZ9nImXRluBgZheY2R4zmzWzkbLXrjCzB8xsr5mta0f7RKTxWrWWIK6AYJx+nomURbuGle4DzgM+Hn3SzF4BvB1YA6wEvmZmL3f36lW3RKSjtWotQfl02KPzOQ48Nz1vemunzkTqpBIebQkO7v49AKvc2PzNwOfd/TDwoJk9AJwGfLO1LRSRRmvlWoLy5HInXXSTdFoJj05LSBeAuyOPHwueE5Eu1861BN0wE6nTqsk2LTiY2deAn4l56Up3/1LS22Kei52YZmaXAJcArFq1qq42ikjrZK3U2q86rYRH04KDu7++jrc9BhwXefxi4PGEz/8E8AmAkZGRrCXfRaSNmnkH3w1DR2k6rYRHp01lvQV4u5ktMbMTgZcB325zm0Skw7VqmmwzJW3T2q7EeVtyDmb2FuBvgBXANjPb5e7r3H2Pmd0A/DswDfyBZiqJSDWNHq9vRy+k1mG3ZrfRPGmteRcZGRnxHTt2tLsZItImJ27YFpucNODBzWfX9Fnls4agdAffSbWWGtVGM9vp7iNxr3XasJKISM2SxuXrGa/vho1/WtFGBQcR6XqNHK/vtFlDcVrRRgUHEel6jSy53cheSLO0oo2dtghORHpcsxKpjZom2w0b/7SijQoOItIynVYiIk43LNZrRRs1W0lEWuaMzbfHLvQqDOW5a8OZbWjRwnXz4ru02UrqOYhIy3RDsrcW3dATqpcS0iLSMt2Q7K1FN0x7rZeCg4i0TKeViFioXusJRSk4iEjLNHLKaSfotZ5QlHIOItJS3bC3QlbdMO21XgoOIiJ16oZpr/VScBARWYBe6glFKecgIiIVFBxERKSCgoOIiFRQcBARkQoKDiIiUqEnCu+Z2T7g4Xa3o4leAPyw3Y1oE517/+rn82/VuR/v7iviXuiJ4NDrzGxHUuXEXqdz789zh/4+/044dw0riYhIBQUHERGpoODQHT7R7ga0kc69f/Xz+bf93JVzEBGRCuo5iIhIBQUHERGpoODQocxsi5ndb2b3mNkXzWwo8toVZvaAme01s3VtbGZTmNkFZrbHzGbNbKTstZ4+95CZvSE4xwfMbEO729NMZvZJM3vKzO6LPHeMmd1mZv8R/Hd5O9vYLGZ2nJndYWbfC/7N//fg+bafv4JD57oN+Hl3/wXg/wFXAJjZK4C3A2uANwB/a2aDiZ/Sne4DzgPujD7ZJ+dOcE4fA94IvAK4KDj3XvVpSn/PqA3A1939ZcDXg8e9aBq43N1/Djgd+IPgb93281dw6FDufqu7TwcP7wZeHHz/ZuDz7n7Y3R8EHgBOa0cbm8Xdv+fucTu09/y5B04DHnD3H7j7c8DnKZ17T3L3O4Gny55+M/CZ4PvPAKOtbFOruPsT7v7d4PtngO8BBTrg/BUcusO7gf8TfF8AHo289ljwXD/ol3Pvl/NM8yJ3fwJKF1DghW1uT9OZ2QnAMPAtOuD8tRNcG5nZ14CfiXnpSnf/UnDMlZS6nteHb4s5vuvmI2c597i3xTzXdeeeQb+cpwTM7CjgJuBSd/+JWdw/gdZScGgjd3992utm9i7gTcCv+JEFKY8Bx0UOezHweHNa2DzVzj1BT5x7Bv1ynmmeNLNj3f0JMzsWeKrdDWoWM8tRCgzXu/vNwdNtP38NK3UoM3sD8D7gXHc/GHnpFuDtZrbEzE4EXgZ8ux1tbIN+OffvAC8zsxPNbDGlJPwtbW5Tq90CvCv4/l1AUm+yq1mpi/APwPfc/UORl9p+/loh3aHM7AFgCfCj4Km73f09wWtXUspDTFPqhv6f+E/pTmb2FuBvgBXAJLDL3dcFr/X0uYfM7NeADwODwCfd/c/b26LmMbPPAa+lVKb6SWAjMAbcAKwCHgEucPfypHXXM7PXAP8K3AvMBk//KaW8Q1vPX8FBREQqaFhJREQqKDiIiEgFBQcREamg4CAiIhUUHEREpIKCg/QNM9tkZn8cfH+NmdWzEG+hbTi3EVVWg2qeD5rZMcHj5cHj44PH7woqev5HsJhSpCaayip9w8w2Ac+6+1+1uy2NYGZ/ArzU3S8xs48DD7n7tUHA2AGMUCq7sRM41d33t7G50mXUc5CeZmZXBvsifA1YHXn+02b21uD7h8zsL8zsm2a2w8xeaWbbzez7ZvaeyHvWm9l3gj02rg6eOyGoxf/3QT3+W80sH7z2h2b278Hxnw+e+w0z+2jw/fFm9vXg9a+b2apI2z5iZt8wsx+E7YxxHXC6mV0KvAb4YPD8OuA2d386CAi3UVkSWySVgoP0LDM7lVLpiWFK+0P8Ysrhj7r7qymtVv008FZK9fWvCT7rLErlOk4D1gKnmtkvB+99GfAxd19DaUX3+cHzG4DhYE+OuSAT8VHgfwevXw98JPLasZQu+G8CNsc12N2LwHpKQeLSoLw3qKqrNICCg/SyXwK+6O4H3f0npNcnCl+7F/iWuz/j7vuAQ1bahe+s4Gsc+C5wEqWgAPCgu+8Kvt8JnBB8fw9wvZldTKncR7lXA/8UfP+PlIJBaMzdZ93934EXpbT7jcATwM9HnlNVV1kwBQfpdVkvioeD/85Gvg8fL6J0wb3W3dcGXy91938oey/ADEeqHZ9NaUe3U4GdZlatCnK0rdHPjK3fbGZrgV+l1MO5LKjeCarqKg2g4CC97E7gLWaWN7PnA+cs4LO2A+8O6u5jZgUzS9yAxcwGgOPc/Q7gT4Ah4Kiyw75BadgL4B3Av2VtTFDN8+8oDSc9AmwBwkT7duCsYAbTcko9nu1ZP1sEtJ+D9DB3/66ZbQV2AQ9TyifU+1m3mtnPAd8MNmJ5FriYUk8hziDwWTM7mtKd/3XuPlm2icsfAp80s/XAPuA3a2jS7wCPuPttweO/BX7DzP6ru/9fM/szSqW/Aa7pxYqm0lyayioiIhU0rCQiIhUUHEREpIKCg4iIVFBwEBGRCgoOIiJSQcFBREQqKDiIiEiF/w8cesi5e3Jg0AAAAABJRU5ErkJggg==\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -272,7 +273,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 864x576 with 4 Axes>"
       ]
@@ -391,7 +392,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -485,7 +486,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAEGCAYAAABLgMOSAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAxj0lEQVR4nO2de7gddXnvP292NrCDSlCiwpZIaikcEEkgRWzaHgFFLgoxXoDaitWnKa30FLQ8hkMfDNUeYnMs2OMF0frUVsR4I4KgAYWWSo01kHCJQEGu2aEYhSCQDewk7/ljzezMXntua9bMWrPW+n6eZz17rZnfWvPOTPJ75/dezd0RQgghWmVGtwUQQgjRm0iBCCGEKIQUiBBCiEJIgQghhCiEFIgQQohCzOy2AJ1kn3328QMOOKDbYgghRE9x6623/tLd5zRvHygFcsABB7Bu3bpuiyGEED2FmT0ct10mLCGEEIWQAhFCCFEIKRAhhBCF6KoCMbMvmdkvzOyuyLaXmtkNZnZf8HfvhO+eYGb3mtn9Zrasc1ILIYSA7q9A/gk4oWnbMuCH7n4g8MPg8xTMbAj4DHAicAhwhpkdUq2oQgghonQ1CsvdbzazA5o2nwq8MXj/ZeBfgY80jTkKuN/dHwAws68F3/tZVbIKIUQvsnr9GCvX3MvmrePsN3uE895yEIsXjJby291egcTxCnd/DCD4+/KYMaPAo5HPm4Jt0zCzpWa2zszWbdmypXRhhRCirqxeP8b5376Tsa3jODC2dZzzv30nq9ePlfL7dVQgebCYbbF16d39cndf6O4L58yZlgcjhBB9y8o19zI+sWPKtvGJHaxcc28pv19HBfK4me0LEPz9RcyYTcD+kc+vAjZ3QDYhhOgZNm8db2l7q9RRgVwNnBm8PxP4TsyYnwIHmtk8M9sNOD34nhBCiID9Zo+0tL1Vuh3GeyXwY+AgM9tkZh8AVgBvNrP7gDcHnzGz/czsOgB33w6cDawB7ga+7u4bu3EOQghRV857y0GMDA9N2TYyPMR5bzmolN/vdhTWGQm7josZuxk4KfL5OuC6ikQTQoieJ4y2qioKa6CKKQohxKCxeMFoaQqjmTr6QIQQQvQAUiBCCCEKIQUihBCiEFIgQgghCiEFIoQQohCKwhJCDCRVFhkcFKRAhBADR1hkMKwTFRYZBKREWkAmLCHEwFF1kcFBQQpECDFwVF1kcFCQAhFCDBxVFxkcFKRAhBADR9VFBgcFOdGFEANH1UUGBwUpECHEQFJlkcFBQSYsIYQQhdAKRAgx8CipsBi1XIGY2UFmtiHy+rWZndM05o1m9lRkzIVdElcI0cOESYVjW8dxdiUVrl4/1m3Rak8tVyDufi8wH8DMhoAx4KqYof/u7m/toGhCiBap+9N9WlJhneSsI7VUIE0cB/zc3R/utiBCiNbohZIhSiosTi1NWE2cDlyZsO8NZna7mX3PzA6NG2BmS81snZmt27JlS3VSCiGm0QslQ5RUWJxaKxAz2w04BfhGzO7bgFe7++HA/wNWx/2Gu1/u7gvdfeGcOXMqk1UIMZ1eeLpXUmFxaq1AgBOB29z98eYd7v5rd38meH8dMGxm+3RaQCFEMr3wdL94wSgXLzmM0dkjGDA6e4SLlxxWGxNbnam7D+QMEsxXZvZK4HF3dzM7ioYy/FUnhRNCpHPMwXP4ytpHYrfXCSUVFqO2CsTMZgFvBv40su0sAHe/DHgn8Gdmth0YB053d++GrEKIeG66J97vmLRd9Ba1VSDuvg14WdO2yyLvPw18utNyCSHy0ws+EFGc2ioQIUTvs9/sEcZilEU3fCB1z0fpReruRBdC9DB1iXBStnk1SIEIISqjLhFOvZCP0ovIhCWEqJQ6RDjJF1MNWoEIIfqeXshH6UWkQIQQfU9dfDH9hkxYQoi+Ry1sq0EKRAgxENTBF1MWdQlJlgIRQvQkdZlEO02dSuRLgQghak+zsjjm4Dl869axWkyinSYrJLmTSlVOdCFErYlLArxi7SMDm9eRFHocKtFOJktKgQghak3cE3dS1dRByOtICj0eMuu4UpUCEULUmlaUQpG8jtXrx1i04kbmLbuWRSturH15k6SQ5B0JxcirVKpSIEKIWpOkFKzpc5G8jl6skZVUHma0C8mScqILIWrNeW85aErUETSUxTuOHOWme7a05TBOc0jX2RmfFJIcd52qTJaUAhFC1JoqkwD7qUZWN5Ila6tAzOwh4GlgB7Dd3Rc27TfgU8BJwDbgfe5+W6flFGKQ6FbuRVVJgJ3oV9LJa9bpZMm6+0COcff5zcoj4ETgwOC1FPhcRyUTYsDoRX9BFlXXyOrHaxal7gokjVOBf/YGa4HZZrZvt4USol/px54aVfcr6cdrFqW2Jiwaod7Xm5kDn3f3y5v2jwKPRj5vCrY9Fh1kZktprFCYO3duddIKUWPKMKPEmXqgN/0FUao0+/STjyWOOq9AFrn7ETRMVR80s99v2t8cxQcx+UXufrm7L3T3hXPmzKlCTiFqTRlmlNXrx2L/w4F6aqTR731IarsCcffNwd9fmNlVwFHAzZEhm4D9I59fBWzunIRC9AZlhKquXHNvbPa3gXpqkLzCSwpBjl6zdleH3SwqWUsFYmZ7AjPc/eng/fHA3zQNuxo428y+BrweeMrdH0MIMYUyzChJ5iunteKFaZNdr1bXzVMdN+2c26ms2+3KvLVUIMArgKsakbrMBL7q7t83s7MA3P0y4DoaIbz30wjj/eMuySpErSkjVHXILLZUxpAlGbamkzbZAbUpUd4qWSu8NB9Lu6vDpO8vv3rj4CoQd38AODxm+2WR9w58sJNyCdGL5DGjZJFUZylpexxZEUlx+85ZtYGVa+7lmIPntJ11XhXtrPDaXR0mjds6PsHq9WOVX6M6O9GFECVQRqhqUp2lpO1xpE2WaRPm2NZxvrL2kdrmUrTjKG/XyZ42rhOhwlIgQgwAixeMcsuyY3lwxcncsuzYlp9My0i4S5ssW41KKjOXot1qvMccHB/dmbQ9SrvXNW1cJ0KFpUCEEJmUsYpJmyzj9mXRygSZpCTKCHG+6Z4tLW2P0u51XbxglL1nDcfu60SocC19IEKI+tEcURSuAFqZ7KLfj/NlrFxzb2LEVzN5J8g0530ZIc7t+jHaTWT86NsO7XgV3hApECFELpIm4nUPP5HbwZ02WYb7mo8TRysTZJqSKCO7vhMFGdPoRhXeECkQIUQukibiK9Y+MplkWEb4bdyE2E4UVloPcSO+PW4rk38ZUW7t0ukqvCFSIEKIXCRNxM0TcJiH0KwArr3jMZ7cNgHA7JFhlp9yaKGVSqskrRCScltaza7PuwLo1UTJNMxbiOPudRYuXOjr1q3rthhC9CSLVtyY2z+Rh+EZxsp3HV75JBpnEhsZHko1kT204uSOyFBm5d8qMbNb49pqKApLiA7Tathou2GmZREXKZU/D306Ezu9I7kKrfYQbyW3JS/9WtZdJiwhOkirtYu6XesoSpJv4lu3jqU+zafRqbLm3e4h3q9l3aVAhOggrYaNlhFmGqUdO3zSdxe++qVTtm97YfukryOLsiOVWjm/TkYvdTtSqyqkQIToIK0+iZb55NrOaibru9Hv5wnDhYYPpMyn/SKru045tesQqVUF8oEI0UFarX1UZkOitMqtRb8bZ8OP8zn84dFzp2RMzx4ZLt2BniTjRddMP792MtCL+KSqbp3bLbQCEaKDtPokWuaTazuVW1tdCcX5HD6++LCckrbO6vVjiRFiT26bfn55TYPNq5Rmn08rq7hu5WpUiRSIEB2kVbt7kuN65Zp7OWfVhslchtEcJpgkO3z4+0W+22kbfpzZCZjSVySOcKUUfjcpeSGqEONMYtGkyZBo2fl+yO1oBeWBCNFDpPkXsvIKVq8f45xVG2L3GfBgSu5D0TyGIn6G8DtjW8enKMi4iK+R4SF2nzmDrePZTvus3A9omJZuWXYsUCzvpZdyO1qhp/JAzGx/M7vJzO42s41m9pcxY95oZk+Z2YbgdWE3ZBWik8SZXkKy8graqdxaxIZfxM8Q/Q7salgVPv3HmZ3yKI8hs1yhxtES7EUCFfoht6MV6mrC2g582N1vM7MXA7ea2Q3u/rOmcf/u7m/tgnxCdIWsSS1rfzuVW1u14RcJQU5TkEVtJXlWHiHREuxJZruk+lkhvZ7b0Qq1XIG4+2Puflvw/mngbqC/1oSib6kyczxrpVDFSqIoRUKQi0y+e88aTsyQz8o6b2Zs6/jk/UrqX/Keo+em/l6v53a0Ql1XIJOY2QHAAuAnMbvfYGa3A5uBv3L3afF6ZrYUWAowd+7cCiUVovrM8biorCh5uuC129cjD6vXjzEjoVhh2gSb5uiPY2R4iI++7VAgOzAhT25KOA6yAx6S/EK9ntvRCrV2opvZi4B/A/7W3b/dtO8lwE53f8bMTgI+5e4Hpv2enOiiapIcr1HnbBGizui9RoZ56rkJ4v7r5jlO1YX92nX0n7tqQ6qJaMiMne5tZdLvNTLMsy9sZ2JH/JHy3q9+rLAbR5ITvbYKxMyGge8Ca9z973OMfwhY6O6/TBojBSKqZt6ya2Mnv6wopzTyZnbnPU6SkkubmPNOlKvXj/Hhr98eu/IYMuOT785OHvzr1XfGhsvGnWO7pVmKRqUNGr0WhWXAPwJ3JykPM3tlMA4zO4rGufyqc1IKMZ0yM8dD0hzLccfJ8sEk+Rl2uMdGS+WNpgrHxSkPgJ3uuSb3jy8+jEtOm8+Qxdf6Da9lu/3MFy8YTfRlDJIfox1qqUCARcAfAcdGwnRPMrOzzOysYMw7gbsCH8g/AKd7XZdTYmBIcry2YxfP61geGR7imIPnZE6qeSbHaDhq3jImWYqulUl58YJRPvnuw1OvZRkl0qu4X4NELie6mb0UcHd/smJ5oHGgH5HRasDdPw18uhPyCJGXKiq8JjmW9541zKzdZk45Tp7Q2SxHfEiouPJGU6UpuiKTcta1LKPQZDf7ifcDiQrEzOYCfwccB2xtbLKXADcCy9z9oU4IKESvEeZLhPb5c4MyF0X7eifVw/ro26a3hD03waYfnVSbJ82saKk8ZUzSoq6GzAo76OMixtY9/AQ33bMl0UfSqvmpH2tUdYq0Fcgq4FLgPe6+A8DMhoB3AV8Djq5cOiF6lLhw3q+sfWRyf1J4b5pTOK4G1KIVN07ZljXZN//+JafNB9IbK2UVdEzzfbQb3ZV1HeOOV7b5aVAirYqQGIVlZvclhcWm7aszisISnSJvHaVouGgr4bVJY99x5GhsvaiLlzQq4caZrvaeNczJr9s3dXWUNommRXXlibpKo5V6VHkKSrZKr/cyL4uWw3jN7GvAE8CXgUeDzfsDZwL7uPu7K5K1MqRARKdICudtJhoumpZDEvo3wgn82ee3x9aAihsbTqppk3HeSTFOkSTlbZQRCpv3OobHmz1rGHd4anyilNVCVXk9vUaSAkkzYb0X+ABwEY0yIkZDkVxDI8RWCJFA3ozqqL0+yfkbmruiZpwkNm8dT7TppzmX87TJTcqynz1rOLaFbRmhsK1kpjtMkaOMKgD92su8LNLCeI9w98+5+wnufpi7v9bdT3T3z7r78x2TUIgeIszBGNs6nh5GGPDs89snQ2yTJty8lWTTfiNrH8RPitGckg9//fbYCC93YmtRjW0db7sWWFyYbSu0Wx23iryefiJNgXzOzD5vZnt1TBohepjmUuTO1KJ+zW1dodENMMzTSMpJSErMaybLgZw1GTdPis2JeklyPDU+MaVgYbRa7djWcc5ZtYH5F11fSJE0F3+cPTLM0Iw8qnkX7awWlCeSTpoJ60jgfwE/NbOPufu/dEgmIXqSuBwMZ6q9/KZ7tkwz94RPyeGY5u6DaVFH4WSdx4Ec7lt+9cZp/pNwUly9foyLrtkYa5JKYr/ZI5NmsySfQagoo3LkpdkkF/XDJIUON8tXFOWJpJOoQNx9J3CpmV0P/NjMPsuuhyp395d0SEYheoI89vI0P0fYtzs6OS1acWPqMR0mVzXnJrRVbXZ8Lz8lvnotwHnfvD2xwGAczU/j7fpZmskKaw5NhUkSl7FaUJ5IMqmZ6Gb2AWAZcAHwGZUKESKZPAl3aU7huCf0POaXJ7dNTK4Yoo5jmL7aCPdfvOSwaVFEi1bc2JLyiFv1ZDm9NweKMq1EelLF3FD2dQ8/MSVUefKpFpg1PIPx7Ttxb/iO3nFksclfuR/5SAvj/Q/gIeBD7v7fnRSqKhTGK6okT85AVmXd5vDQIn25obEqeW5iZ+7jpFWmTWPP3YbY9sKOKauYtPOLkysrT6WZoQSz1eyRYZ7fHv/bra56lPsxlSLVeD/q7n/QL8pDiKrJ0+0vHJNE84qjaBTSk9smUifiqFIKJ8wiPPvCjilFGwEuXnJYbO/1keEh3Ems1ZW36nCSz2Pr+PRzLhKFVUaRxkEhzQdyQycFEaIfyGMvX7xgdNJ+30xzfalwMgufumePDGMGW7dNpCYUZmHB74ey5A0TTiMaDBCtBdacdBhHK5FSSSuQJFqNwlLuR35q39JWiF6hFbt53vpS4f4d7owMD7H8lEOnOcjjfmf3mTNSFYvDpEO7iIksieaijc3nn6U4s2QZGR7iiLl7ccvPn5i2b8/dhnj2hemKsNUorDy+LNEgsx+Imc3Ls02IImQ1P+oVWm1ulGXuSjKjXHTNxinXC4j9nTDSKo3Qod1aVkU6WZNsWl5F3L7hGcbes4annNtDv4pXMsNDM0rJ2VDuR34yW9qa2W3ufkTTtlvd/chKJasAOdHrRT85K8uumZS3BlT0ejWvgJ589nm2TexM/O5ozqf+vLRTTysuCitpFZfWNviS0+aXEj2lKKyptFwLy8wOBg4F9jKzJZFdLwH2KF/Eacc/AfgUMAR80d1XNO23YP9JwDbgfe5+W9VyifLI0/yo2+SdSMq2m+etARV17jbXqRoeMoZnGBM748usp/kk8hKuXlqp4JvmJ8rjQ0ozMZWVs6Hcj3ykmbAOAt4KzAbeFnkdAfxJlUIFfUc+A5wIHAKcYWaHNA07ETgweC0FPlelTKJ86u6sbMUsVXbNpFair8JGS83KeGKH86I9Zk6uNMIe41FzWbt2fadxjqEMrfZRL4JMTPUhLQrrO8B3zOwN7v7jDsoEcBRwv7s/AJOl5U8FfhYZcyrwz0Fy41ozm21m+7r7Yx2WVRSk7s7KVlZIWU7xVokroZEUcRVO4HFs3TbB+guPB6auCMJVS572tkMzjB0xqxjYVTQRpobyVrm6VHmR+pAnCutXZvZD4BXu/lozex1wirt/vEK5RtnVgwRgE/D6HGNGgSkKxMyW0lihMHfu3NIFFcUpe9Itm1ZWSHF1pvYYTl7g5zGNxdWASrpeWdFNSaXYL15yGBcvOWxK9vfEjp2T0UyzhmcwscOJUy9xJURCJVH16lImpnqQGYUFfAE4H5gAcPc7gNOrFApiA0Oa/63mGYO7X+7uC9194Zw5c0oRTpRDnsS7bjKSoAAcEiPGnt++y2n95LaJWLNNUfNO2vXKMutkrQhuWXYsl5w2n+e375wSCjs+sTPWhzJklujkD5ViHHVZXYpyyLMCmeXu/2k2Zb7eXpE8IZtodD8MeRWwucAYUXPq/CQ5nhLBFNesKK/Zph3zTtL1yjLr5FkRJFUTjmOnO6MJJsi9RoZrv7oU5ZBHgfzSzF5D8G/JzN5Jk5moAn4KHBjkm4zRWPH8QdOYq4GzA//I64Gn5P8QZZIVRts86ec121Rl3klTxnn8Ta0cP1RQ533j9mkrlGdfaDxfRk1jdfNT5DEhKpQ3mzwK5IPA5cDBZjYGPAj8YZVCuft2MzsbWEMjjPdL7r7RzM4K9l8GXEcjhPd+GmG8f1ylTELEEZ108wYFdCN4IM+KoJX2sc8+31ASL9pj5rTeIRM7fEpJk1apeuJO8gfBrpVcnjEihw/E3R9w9zcBc4CD3f133f2hqgVz9+vc/bfc/TXu/rfBtssC5YE3+GCw/zB3V4agKJVZKU7wkOiknze8tBthqHn8Ta2EDocNopIaTxVdTVUZ/huSp1iiCirmI3MFYmYfavoM8BRwq7tvqEYsIbrP/1nyOj709Q0kRLBOm/TzhpcWCUMt46k8zcQVLdyYl2iRx2aKrqY6kVzaTuOvuuQo1YU8JqyFweua4PPJNHwUZ5nZN9z976oSTohu0jzR79VUCTdP6G0zzYrgktPm5yr9UaU5JatHSRphkceynOWdmLjbafylKLKp5FEgLwOOcPdnAMzso8A3gd8HbgWkQETfkjdKLK9TtogiqOqpPJS5nVpYYVfCsnwWnZi48/iDFEWWjzwKZC7wQuTzBPBqdx83s+erEUuI7tKKyShNMcCuFcyMGHNPHkVQxVN53lWH0Zi8jzl4zpQ2srBrQi0zFLsTE3ceE2KV2e79FN2VR4F8lUapkO8En98GXGlmezK1tIgQfUGrK4W00uvR9q1JTZCyFEHSU3mY0JhnAmqetLa9sD1TeURXF1esfYTZs4YBn8yPScu0L0qnypTkbfxV9nH7LbortZx7UPH2VcDLgd+l8UDyo16NeFI59/6k7Ce6VkuzH7Ds2sLHgkaf8Fm7zUyUP2u1kFVGvYiPY2R4iHccOTpt1dHqscVUyi773ymK9EQnKFS42t1vdfdPufulvao8RH9SRdhnKyajdhsyDQ8Zzzy3PVX+MAQ3rs847FrtJFGkZe34xA6u/Mmjmd9TaGtr9Ft0V5416Foz++3KJRGiAFXE67dSx2nlmnsTmxvNHomf8IfMJnMx9txt5rRM7iT5n0sprfLktolEpVl0csrbd7xXJ79u0G81wvL4QI4B/tTMHgaeJSjC6e6vq1QyIXJQ5hNdNCqpudJskiM36TgOLD/l0MyOi/MSzF/Nv5tnFREqnWZzXisZ5kVoZfLrJwdyEfotuiuPAjmxcilEX1PlpFFW2Gezn8DZVa58NIhCWrnmXs5dtWHKOSQdP2zitMfwjMnfnD0yzPJTDp1SLiMuMitO/jwKMTR/NTto8/gyitLK5NdvDuQi9Fsvk0wF4u4PA5jZy+lAK1vRX1Q9aZTxRLd6/Rgf/vrt0ybyUHk0HyM8h3UPP8G2F6YXph4ZHuKYg+dMkyta6j28LklmogNeNsKiFTdOTjJ7jQzHNpOKMmQWa8676Z4tXLzkMC66ZmNi6ZGs393pPhnOe9M9WwpNfr3QwrgT1LkCdaukRmEBmNkpwCeB/YBfAK8G7nb3Q6sXr1wUhdV5OhF10s4KJ0+E0uyEyTuuoVK4ykhK0AvPO+m6JP328JCBE9ubIwsDHlxxMgAL/ub6lpRImVFW85Zdm+gvCuUT9aRQFFbAx4Cjgf9y93nAccAtJcsn+pS6R53k8S0kPfnHTYZ77j6TxQtGE88vVBpZ59/829H+5qGDPk+xRyDI32iwtQXlUXaDr35zIIt8CmTC3X8FzDCzGe5+EzC/WrFEv1D1pNFuGG/ZzuVQMSSdn9GQucj5b902wS3LjuXBFSez4aPHs3vOyrnPPLd98nrkOe7o7BEeWnFy4XLsSXSjCrGoljwKZKuZvQi4GbjCzD5F9R0JRZ9Q9aTRThhvmSXCQ8IJ+ry3HJTYc3nlmntbKp3e/NvQkD2vKWpip09ej6zjVjmh172FsWidPFFYpwLjwLnAe4C9gIuqFEr0D1VHnaSZyLJ8I8uvTk6+aybMFk9bsUQn38ULRjln1YZE2aLXJc8qKHTMZ/lOkgivU5EKw2XSTw5kkc+J/gl3/0jWttIEMltJo97WC8DPgT92960x4x4CngZ2ANvjHDzNyInefyQ5hWcNz8CxadFZ7zhydDKKKK87OupITitbcmlTafakyX7vWcOsv/D4yc9JzuXo+JNft29bobh1L5Uh6k07TvQ3x2yrMjfkBuC1QaLifwHnp4w9xt3n51Eeoj9Jev4Z374z1rR1xdpHJv0laew9azjWzDJk8YVLhsymPVmf95aDGtFTTUR9EmEuSBqzdpvJTfdsKaw8LJBFiLJJNGGZ2Z8Bfw78hpndEdn1YiqMwnL36yMf1wLvrOpYoho6mW38VFKEVIKGyLPqmDU8Y8oKIcoZr9+fr6x9JHZ7M4sXjLL86o3TorgmdjrnrNrARdds5JnntmeWDMkbsRYX6mvAe46eK7ORqIQ0H8hXge8BFwPLItufdvcnKpVqF+8HViXsc+B6M3Pg8+5+eYdkEil0Ots4KRM8qdVqHnYfHmL1+rFYeT+++DAArvzJo+xwZ8iMM16//+T2ZpIUHJDbCR46z9N8H0NmrHzn4UD/ZDmL+pPpA6nkoGY/AF4Zs+sCd/9OMOYCGq10l3iMkGa2n7tvDjLkbwD+wt1vjhm3FFgKMHfu3CMffvjhEs9ENNPpctVxiYBJpcjjEv8AzKavWMpKoCvq9J6UjYbMs0eGefaF7UzsmH4GzbIOer0pUT5JPpCuKJAszOxM4CzgOHfflmP8cuAZd/+/aePkRK+ebmQbJ02YzduTuurtPnNGbLJgGUqvSC+OcPU0LRt9hvGiPWby5LaJyTGjTQoi7njh98qItJJyGkySFEieMN6OYmYnAB8B/meS8gi6Ic5w96eD98cDf9NBMUUCnehp3UxSaGjc9oWvfum0CfDclHDbMmSD1sJ1L15yWOz4iZ3OrN1mJvpnwuM0K6uJnT5pLovW8Wq1ppWKIYpmyu9J2T6fpuGov8HMNpjZZdAwWZnZdcGYVwA/MrPbgf8ErnX373dHXBGl7tnGixeMTmZzh5nWRbPlV68fY9GKG5m37FoWrbgxMTExPOalp83PTB4MTVFFS8DkUXrN0Wh5s/er6L0iepvarUDc/TcTtm8GTgrePwAc3km5RD56sVx1kYq+RZ7Gw+1xlX+hYTILx7SykoualZLKwzfTPCJPVdy0+l5JQQeiv6mdAhG9T1a2cd3s6EWU3kXXbCxUmjzcl6Ww8iq1ZkVWNPIMpiqIuHuU1phKpqzBRApEdJS62tFbKbGRVocqy4QUTszjEzsSHeGhPJCt1JKqCYc9PPaKid5KikYLVzdJ9yitMdUg9vUQUiCiw/RDU6E0m3+a3yRutRBdVUQbSIXKIuuaJCmsne6TUW95o9FCOZLuUdiYKq3GlxgspEBER6l7f5A8pMk6tnWcRStuzL1aGJ/YwfKrN/J8pPRKK6uyPL6SrGi0sKDiuUF2fNLqKjzOaE7/TN1MlaJ86hiFJfqYbjYVyhs1lUWWrGNbxzln1QbmX3T9lGMkKZ6t4xOFo5uKRr2FkWGXnDaf57fv5MltEzjZ2fHnf/tOjjl4TuYx2+3TInoDKRDRUboV5lvmhJa3l8fW8Ykpx2hVSeZZlbXbYyNPR8YoUVNW2jEV8jsYyIQlOkq3wnzL9L00n0Na3FP0GHGRVWnkVTjt9NgoYjoM+5kUCfntJVOlyEYKRHScbjQVKntCi55DVr2ruGZOWVnpnUq+TAvNTftO0d9V//P+QiYs0deEfo+kVUIZE1qWSavZoX3LsmNj291G6VSr11Zb6+ZVbHWvSCDKQSsQ0bdkFTIsa0ILJ/q4CKakY+w1MhxbwBGmZqRXTbM5bvasYdwbZejDkN9Wa2bF/a6isPqTWlbjrQpV4x0s0kxLccl7ecgKTc0Turp6/RjnffP22NLsw0ONvh6aaEWd6JlqvEKURZJ/w6BQmfY8WfR5/Dsr19wbqzxmGFIeoqeQD0T0LWXnnJQVmpqk2NxVS0r0FlqBiL7NGC5SZTeO8PokmcNajeQqGqHUr/dJ9C5SIANOXYsblkG7jtzV68dYfvXGRGd3SKsrmjjFNjxkPPv8duYtuzbRt9Kv90n0LlIgA04/FDdMo2jOSd5WtEVWNHGRT888t31SUcUph36/T6I3kQIZcPopY7hME0+eEh9FI7lgeiJic/hvs3Lop/sk+ofaKRAzWw78CbAl2PS/3f26mHEnAJ8ChoAvuvuKjgnZR9QpYzhNAeQJny3TxJM1Me89azgxkqtVRZZHOdTpPgkRUtcorEvcfX7wilMeQ8BngBOBQ4AzzOyQTgvZD9QlYzit2GGeQohlF+/LmpifeW57bCHGOFnPXbWBv159Z8vHim6vy30SIkpdFUgWRwH3u/sD7v4C8DXg1C7L1JO0W821LNIUQB7lULaJJ6vEx8ROj1VOcbI6cMXaRxIr/+ZRDnW5T0JEqZ0JK+BsM3svsA74sLs/2bR/FHg08nkT8Pq4HzKzpcBSgLlz51Ygau/TjeKGzRRRAFWaeMLr8eGv357YZzxOtsQcD0h0eOeNFqvDfRIiSlcUiJn9AHhlzK4LgM8BH6Pxf+5jwCeB9zf/RMx3Y/+Xu/vlwOXQKGVSUGRRMVkKIEs5lJXzEWXxglHOTWjf2nz86LasfJEkH4mUg+g1uqJA3P1NecaZ2ReA78bs2gTsH/n8KmBzCaKJLpGlALKUQ1nF+5on96SihxbIHHce567aEPs0s9/sEeVziL6idiYsM9vX3R8LPr4duCtm2E+BA81sHjAGnA78QYdEFBWQRwFUbeKJm9zjMOA9R89NNEete/gJrlj7yBQlEio85XOIfqJ21XjN7F+A+TRMUg8Bf+ruj5nZfjTCdU8Kxp0EXEojjPdL7v63Wb+tarzVUNcSG63KlVa912j8g8yb+5F07HnLro1dnRjw4IqTc5+bEJ2kZ6rxuvsfJWzfDJwU+XwdMC3EV3SWuppkisiV5rAPlUfeKr5JqyHlc4h+olfDeEVNKDv/oiyKyJU1iZeR9a18DtFPSIGItmgn/yJsNztv2bUsWnFjYp5Ep+RqpTVtUZTPIfqJ2pmwRD1Jsum3U5q8StNXEbmKtKYtgkJ2Rb+gFYjIJK2USFGTTNWmr7xyNa+CANZfeDyXnjZfqwQhMtAKRGSSNtmHTuVWo7Cqri6bJyw4axUkhSFEOlIgIpOsyb7IZNuJaKQsuZSTIUR7yIQlMim7tzjUIxopzyqoSke/EL2OFIjIpIrJvg7RSFmKMU8ZeSEGmdploleJMtGLU9ds83aIa1s7Mjw0qciSMtOHzNjp3jfXQYgseiYTXdSTfnQqZznak0xcYXn3umTdC9EtpEDEQJOmGNNKs4fI6S4GGflAhEggKzM9pKzQYyF6Da1AhEig2cQ1wyy2O6EKIYpBRQpEiBSiJq4kp7sKIYpBRQpEiJyU1fVQiH5BCkSIFujHaDQhilI7BWJmq4DQJjAb2Oru82PGPQQ8DewAtsfFKAshhKiO2ikQdz8tfG9mnwSeShl+jLv/snqphBBCNFM7BRJiZga8G8jXQ1QIIURHqXMeyO8Bj7v7fQn7HbjezG41s6VJP2JmS81snZmt27JlSyWCCiHEINKVFYiZ/QB4ZcyuC9z9O8H7M4ArU35mkbtvNrOXAzeY2T3ufnPzIHe/HLgcGrWw2hRdCCFEQFcUiLu/KW2/mc0ElgBHpvzG5uDvL8zsKuAoYJoCEUIIUQ11NWG9CbjH3TfF7TSzPc3sxeF74Hjgrg7KJ4QQA09dnein02S+MrP9gC+6+0nAK4CrGn52ZgJfdffvd1zKAaEfS7kLIdqnlgrE3d8Xs20zcFLw/gHg8A6LNZBk9Q0XQgwudTVhiZqQ1jdcCDHYSIGIVPL0DRdCDCZSICKVrL7hQojBRQpEpBLXVKmdEuar14+xaMWNzFt2LYtW3Mjq9WNliCmE6AK1dKKL+lBmCXM55IXoL6RARCZllTBPc8hLgQjRe8iEJTqGHPJC9BdSIKJjyCEvRH8hBSI6RtkOeSFEd5EPRHQM9RQXor+QAhEdRT3FhegfZMISQghRCCkQIYQQhZACEUIIUQgpECGEEIWQEz0DNVMSQoh4urICMbN3mdlGM9tpZgub9p1vZveb2b1m9paE77/UzG4ws/uCv3tXIWdYu2ls6zjOrtpNKgAohBDdM2HdBSwBbo5uNLNDaLSzPRQ4AfismQ1N/zrLgB+6+4HAD4PPpaNmSkIIkUxXFIi73+3ucbPwqcDX3P15d38QuB84KmHcl4P3XwYWVyGnajcJIUQydXOijwKPRj5vCrY18wp3fwwg+PvypB80s6Vmts7M1m3ZsqUlYVS7SQghkqlMgZjZD8zsrpjXqWlfi9nm7cjh7pe7+0J3XzhnzpyWvqvaTUIIkUxlUVju/qYCX9sE7B/5/Cpgc8y4x81sX3d/zMz2BX5RRMYsVLtJCCGSqVsY79XAV83s74H9gAOB/0wYdyawIvj7naoEUu0mIYSIp1thvG83s03AG4BrzWwNgLtvBL4O/Az4PvBBd98RfOeLkZDfFcCbzew+4M3BZyGEEB3E3NtyMfQUCxcu9HXr1nVbDCGE6CnM7FZ3X9i8vW5RWEIIIXoEKRAhhBCFkAIRQghRiIHygZjZFuDhhN37AL/soDh5qKNMUE+5JFM+6igT1FMuybSLV7v7tES6gVIgaZjZujgnUTepo0xQT7kkUz7qKBPUUy7JlI1MWEIIIQohBSKEEKIQUiC7uLzbAsRQR5mgnnJJpnzUUSaop1ySKQP5QIQQQhRCKxAhhBCFkAIRQghRiIFSIEm92M3szWZ2q5ndGfw9NuH7y81szMw2BK+TqpIp2FeL/vBmtipyzg+Z2YaEcQ8F13CDmVVadCzvvTCzE4Lrd7+ZVdL6OHKslWZ2j5ndYWZXmdnshHGVX6es87YG/xDsv8PMjqhCjqZj7m9mN5nZ3cG/+b+MGfNGM3sqcl8v7IBcqfej09fKzA6KnP8GM/u1mZ3TNKbj1ykWdx+YF/A/gIOAfwUWRrYvAPYL3r8WGEv4/nLgrzok0yHA7cDuwDzg58BQzPf/DlgWvF8GfKLia/hJ4MKEfQ8B+3ToXmbeC2AouG6/AewWXM9DKpTpeGBm8P4TSfei6uuU57yBk4Dv0WjidjTwkw7cs32BI4L3Lwb+K0auNwLf7cS/obz3oxvXqule/jeNRL6uXqe410CtQDyhF7u7r3f3sHHVRmAPM9u9mzJRs/7w0HgSA94NXFnVMUrmKOB+d3/A3V8AvkbjelWCu1/v7tuDj2tpNETrBnnO+1Tgn73BWmB20JytMtz9MXe/LXj/NHA38S2r60bHr1WE44Cfu3tSBY2uMlAKJCfvANa7+/MJ+88OlrFfqsJcFKH0/vAl8HvA4+5+X8J+B64PzIBLK5QjJOte5L2GVfB+Gk+tcVR9nfKcdzevDWZ2AI2V/09idr/BzG43s++Z2aEdECfrfnTzWp1O8gNbp6/TNOrWkbBtzOwHwCtjdl3g7qmdC4Ob8Akapog4Pgd8jMY/uI/RMOe8vyKZSu8Pn0ZOGc8gffWxyN03m9nLgRvM7B53v7kKmch3L0q/hnmuk5ldAGwHrkj4mVKvU5yYMduaz7uj/76mHNjsRcC3gHPc/ddNu2+jYa55JvBrrabRmbRKsu5HV66Vme0GnAKcH7O7G9dpGn2nQLxYL3bM7FXAVcB73f3nCb/9eGT8F4DvVihTR/vDZ8loZjOBJcCRKb+xOfj7CzO7ioYppfDEmPe6pdyLvNewNJnM7EzgrcBxHhirY36j1OsUQ57zLv3a5MHMhmkojyvc/dvN+6MKxd2vM7PPmtk+7l5ZAcEc96Mr1wo4EbgtOu+EdOM6xSETFhBEy1wLnO/ut6SMi9o93w7cVaFYVwOnm9nuZjaP7P7wUG1/+DcB97j7pridZranmb04fE9jFVfZ9cl5L34KHGhm84KnudNpXK+qZDoB+AhwirtvSxjTieuU57yvBt4bRBgdDTwVmkKrIvCh/SNwt7v/fcKYVwbjMLOjaMxRv6pQpjz3o+PXKiBxxd/p65RIt734nXzRmGg2Ac8DjwNrgu1/DTwLbIi8Xh7s+yJBdBTwL8CdwB00/lHtW5VMwb4LaETT3AucGNkelellwA+B+4K/L63o2v0TcFbTtv2A64L3v0Ej2ud2GoEIF1R8L2PvRVSm4PNJNKJ9ft4Bme6nYSsP/w1d1q3rFHfewFnhPaRhlvlMsP9OIhGAFV6f36Vh+rkjco1OapLr7OC63E4jEOF3KpYp9n7U4FrNoqEQ9ops69p1SnqplIkQQohCyIQlhBCiEFIgQgghCiEFIoQQohBSIEIIIQohBSKEEKIQUiBCVERQMfW7wftTLKUasJnNNrM/L3CM5Wb2V03bjjezH0fyBIaCiq2/E+QVrbJGZdmfBCVFhCiEFIgQLWJmQ61+x92vdvcVKUNmAy0rkIRjXQ88DHwg2PQXwE/d/T+CbU+6+28Cl9Ao3SNEIaRAhAgwswOs0c/jy0GRxm+a2axg30NmdqGZ/Qh4V+Qp/zYz+0ZQ3ynsw3FPMG5J5LffZ2afDt6/whr9Qm4PXr8DrABeE6wUVgbjzjOznwayXBT5rQus0evjBzRaAcRxLnC+Neq7nU0jQx6mVm/+JnBcuFIRolWkQISYykHA5e7+OuDXTF0VPOfuvwv8gEb1gje5+xHAOuBDZrYH8AXgbTQqF8cVXQT4B+Df3P1w4AgaGcXLaJTtnu/u55nZ8TTK1xwFzAeONLPfN7MjaZQmWUBDQf123AG8UWrjUuDHwMfd/Ylg12RlWW+Unn+KRjUDIVpGCkSIqTzqu+qhfYVG+Y2QVcHfo2k0/LrFGt0ZzwReDRwMPOju93mjxMNXEo5xLI1qwrj7Dnd/KmbM8cFrPY3KqwfTUCi/B1zl7tu8UVAvrbbXZ2g0IfunyLauVeEV/UffVeMVok2aJ9Po52eDvwbc4O5nRAea2fyY7xfFgIvd/fNNxzgn7zHcfaeZNY8NK8tuCios7wU8Me3LQuRAKxAhpjLXzN4QvD8D+FHMmLXAIjP7TQAzm2VmvwXcA8wzs9dEvh/HD4E/C747ZGYvAZ6m0eY1ZA3w/ohvZdQa/SpuBt5uZiNBFdm3tXh+0erN7wRudBXEEwWRAhFiKncDZ5rZHcBLCUxNUdx9C/A+4Mpg3FrgYHd/DlgKXBs40ZPakP4lcIyZ3QncChzq7r+iYRK7y8xWBpFUXwV+HIz7JvBib7SEXUWjku23gH9v8fz+EXiZmd0PfIiG70WIQqgarxABQU7Ed939td2WRYheQCsQIYQQhdAKRAghRCG0AhFCCFEIKRAhhBCFkAIRQghRCCkQIYQQhZACEUIIUYj/Dzdkb6aH7NLDAAAAAElFTkSuQmCC\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -663,7 +664,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs8AAAK5CAYAAABACcNrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdf5Rc51kn+O/TpZJdbROXnGg2cVmyTMjKRBFWo55EM5plsQmWiWOlR4pRvDZkgV0v5zCzkfA2yCSD5eA5atBObBiY2SMIELAwbVtOR47CkcNIWcAgJy26O4piaSAkll02G4Hcji2VperuZ/+out23qt73/qi6v6rq+zlHJ+6q6qq3qlPvfe5zn/d5RVVBRERERET+BtIeABERERFRt2DwTEREREQUEINnIiIiIqKAGDwTEREREQXE4JmIiIiIKKBlaQ8gjHe84x26Zs2atIdBRBTaiRMn/klVV6Y9jiRxziaibmabt7sqeF6zZg0mJyfTHgYRUWgi8mLaY0ga52wi6ma2eZtlG0REREREAaUePItITkSmROSLaY+FiIiIiMhL6sEzgE8AeCHtQRARERER+Uk1eBaR6wHcAeD30hwHEREREVEQaWeeHwXwSwAWbA8QkftEZFJEJs+dO5fcyIiIiIiImqTWbUNEPgzgu6p6QkR+1PY4Vd0PYD8ADA8Pa0LDS8zEVBn7jpzBK7MVXFcsYHTLWowMldIeFhEREUWEx/rekmarus0AtorIhwBcCeBtIvKYqt6b4pgSNTFVxgNPn0SlOg8AKM9W8MDTJwGAXyoiIqIewGN970mtbENVH1DV61V1DYCPATjaT4EzAOw7cmbxy+SoVOex78iZlEZERETUHyamytg8dhQ37j6MzWNHMTFVjuV1eKxPT1x/467aJKXXvDJbCXU7ERERdS7JbLDXsZ7lHPGJ82+c9oJBAICqfkVVP5z2OJJ2XbEQ6nYiIiLqXJLZYNsx/ZpCHg88fRLl2QoUS8FdXBnwfhPn3zgTwXO/Gt2yFoV8ruG2Qj6H0S1rUxoRERFR70vyyq/tWC+CyIK7pEpQukmcf2OWbaTIuWzASzZERETJua5YQNkQREV15be5HGP7xhKOnT7XcKzfNT5t/N2wwR0XJJrF+Tdm8JyykaFSX/+fm4iIKGmjW9Y2BJxAdFd+TcHswRNl7N22vuF4v+/ImUiCO6/yhH6OL+L8G7Nsg4iIiPrKyFAJe7etR6lYgAAoFQstwW27gtbaRlW6yeYDZnH+jZl5JiIior4T15XfoMFsVKWbcZegdLO4/sYMnomIiIgiEiaYjSK4i7M8gcxYtkFEREQUEVM5Rj4nuHBpLlQ3jKAdNOIsTyAzZp6JiIiIItJcjlEczOPNt+YwW6kCCNYNI2wHDTYfSBYzz0REREQRGhkq4bndt+LbY3dgcPkyVBe04X6/fs7c0jvbGDwTERERxaSdbhjsoJFtLNsgIiKivta8qUmUG5a10w2DHTSyjZlnIiIi6ltOfXF5tgLFUn1xVFtct9PPOaoe0BQPBs9ERETUt+KuL26nGwY7aGQbyzaIiIiobyVRX+x0w3DKQ3aNT2PfkTOe5SHsoJFdPR08x1nDRERERN0vqfrisO3nKLtSK9sQkStF5KsiMiMip0TkoSifP+4aJiKifiMiq0TkmIi8UJ+3P5H2mIg6lVR9sa085P4nZhibdJk0a54vAbhVVW8GsAHA7SKyKaonZ49EIqLIzQG4X1V/EMAmAL8gIu9NeUxEHUmqvthWBjKvyuRel0mtbENVFcCb9R/z9X9q/41w2CORiChaqvoqgFfr//2GiLwAoATgm6kOjKhDSdQX28pDgKXkHss3ukOq3TZEJCci0wC+C+DLqvq84TH3icikiEyeO3cu8HPbapXYI5GIqHMisgbAEIDnm25va84mitvEVBmbx47ixt2HsXnsaOKZXlN5iBuTe90j1QWDqjoPYIOIFAF8XkTep6rfaHrMfgD7AWB4eDhwZnp0y9qGwnyAPRKJiKIgIlcDOAhgp6p+z31fu3M2EdDeQv8gv5OFxXrO69z/xAzmtfWrkXZyj00WgstEtw1VnRWRrwC4HcA3fB4eiPMH5/8RiIiiIyJ51ALnA6r6dNrjod7RToBr+p3RJ2fw0DOnMHuxunjs91qs5/X8UXNeJ2hyL6mANgsnF90kteBZRFYCqNYD5wKADwL49Shfgz0SiYiiIyIC4LMAXlDVz6Q9HuotXgv9bcdy0+9UFxSvXawCWAoCmx/jcBbrAckH0FnKlrfz2fezNGue3wXgmIh8HcDXUKt5/mKK4+kradd+EVFX2gzgpwDcKiLT9X8fSntQ1BtsNb/l2Yr1eBWkTrhSnUdOxPP+pDpxOcfeXePTAIB7Nq0GAOwan255b0l2DWOThXDS7LbxddQWm1DCeHmGiNqhqn8FwB6FEDUJU3Zg60YhwOLtzcerawp5zFaqvuOYV0Uhn7NmoJMIEk3H3seOn128vzxbwehTM9hz6BRer1St7cfiGGtSG8X0ilS7bVA62AObiIjiFnazMlM3CkFrD1v38cojodygWMhj77b11gx0EkGi6djbrDqvmPUInIF4xprURjG9IhMLBilZvDxDRNQediQILmwdrakW2NYX2TlezV70zzoDtSA77GK9qEVxjI1rrGyyEA6D5z7EyzNEROGx5K2R7UTCud0v8DVpXui/eeyo5/HKK8B2c4LsJIPE5s+nOJhfXMgYlgCxB7RsshAcg+c+xB7YREThsSPBEtuJxOSL53HwRNmzPCFMosbveGW63+81kwgSTZ9PfkCQzwmq8+Han5eKBTy3+9Y4hkltYs1zHxoZKmHvtvUoFQsQ1L6Ye7et77vJn4goDJa8LbGdSDz+/EuegWzYRI3f8ar5/hWDeeQHGuua00gO2VroXbV8WcN7uXfT6syNnfwx85yStOvmeHmGiCgclrwtsZ0wmHbOc+REFjP1ky+ex7HT51CerSAngnlVFAt5iKBhcxPnWOV1vGq+P+3jK2D/fF6vVDH94G3W38vC2Mkfg+cUsG6OiKj7sORtie1EwgmEmwmWAuvmFm3O7e6Wc50cF72C7aiDU9vztXuixcRWd2DwnALWzRERdZ9+6EgQNLi0nUhs31hqqXk2tZsLotPjYvN7ueWmlQ1j6zRx5ZUIG92yFqNPzqC6sPTO8wPSlydavYjBcwrSqJvjpSAios71cmYwzFVRrxOJ4RuuDdRuLoh2j4um93Lg+FnPntFhj5FeibDRLWtbtxPi9kI9g8FzCpKum2OZCBER+WmnL3OQ223t5oIwHReDJINM78WW/XaOiaZjpPNcptfySoTtO3KmpatGdV5DZdKZ9MoudttIQdI7+XBHQSIi8hPXVVHTMS+oW25a2fBz0F0Lw47ZdIx86JlTLa+1a3wan5qoBda2hNd1xULHn2XY3RkpWcw8pyCqujlTPdex0+danpPtlYiIyI/fVdF2M6GmY55zvHJ32zA5dvpcw+sOGB5ryo7b3kuY+mvThiYK4MDxsxi+4VrPBaS2TWKCXmHm2qhsY/Cckk7r5kylGO7Vy+7LTu2Uibgnq+JgHqq1Fju8dERE1Ju8gsFOy//8jnk37j5sDGqbSypsQXZzMshrQePjz7/k2VLPj6IW3Dobl9hOKJpfP58TXLg0hxt3H/Y9ljLplW0MnjOo3XquZs5Z6i03rWxZKOFVJtI8SbrPvlkvTUTUm7yuim4eOxprJtSr9Z3fsc75fTev93LAlWiyKeRzuGLZQEP7PDcniPWq+3a/fnEwjzffmlt8Pq9j6cRU2ZhhN71PSgeD54wJenYf9OyzPFvBwRPlhsBZAGzfaM8C+AXmleo87n9ipmVMRETU3WzBYNyZUFumOEjgbEsG2d6LXweQUj3QBoBd49PGjHiQINb9+pvHjraUgZhOPpwYwBQ492tP8Sxi8JwxQeucgrb/EWldCKGo1ZHZBJkM51WZgSYiSkjanRfi7hJlyxTbaodzIlhQDfRZmNYHmdrWAbXA2SnHAIDJF8+HunJrE/Tkw5a8yok0bEtO6UoteBaRVQD+CMA7ASwA2K+qv5nWeLIi6BfMdJZuYivr8gqQgwbmXLxARBS/LLQbTWJ3RXem1gl4y7OVlkV+hXwucCBp+uyar8a6NR8bHx5Z39K32hSs+53cBD35sB2bF1R5rM2QNDPPcwDuV9W/FZHvA3BCRL6sqt9McUypC/oFaz5LD7v0wStbEDQwB7h4gYgoblnovBD17ope3aKc+mBndz7FUpeMkut1210fVKnOWzt8mI6Nfosdg5zcBD35SHofCGpPasGzqr4K4NX6f78hIi8AKAHo6+A5zNl9cz2V6Qu3YjCPt6oLobIFznPuOXTKuljC4feFTvtSIxFRt4uq3rjT+Tiq3RX9ukXZWsS5Syo6XR80r9pSU13I53DLTSsXj6dOgF3y+az2HDrle3IT9OQjiQw/dS4Tm6SIyBoAQwCeN9x3n4hMisjkuXP2Ot1eMTJUwt5t61EqFiCoTRZBLk/ZmtBfnltYPMuG6/mAWsB94+7D2Dx2tKXx+shQCVdd4X1u5feFZpN3IqLOeW3GEVSW5uMg3aJMyrOVxfEG3fzL9hmVigVs31haPDbmRPDDq6/BwRPlxUSUk5n2+qwmpsq+HTkcI0MlPLf7Vnx77A48t/tWa5cOJwZwxuW8Lx47syP1BYMicjWAgwB2qur3mu9X1f0A9gPA8PBw+40ZMy6KjIBpYcOFy0u9Md3BbqcdPUr1y2z7jpzBrvFp45izcKmRiKjbRZGNzMp8PDFVDrSmxsY5VgXJxk9MlXHh0lzLY5wM88ET5cUAeV4Vf/2t89YSSFtnDKfzlEm7pRamPtFsE5stqWaeRSSPWuB8QFWfTnMsaYoqI3Ds9DnP2mfnyx/FGfvolrWLZ+i2MbPJOxFR59q9IjkxVV68wmgLWJOcj51jXSecY5VfNt55reas8IrBPPZuW49jp88ZO1F5aQ7MbS3lHJ2UWtiO0zvHp41XiylZqQXPIiIAPgvgBVX9TFrjyIKgwayfIJPgK7OVwJOoqRTEvfWo35ijuNRIRETBLvm7NSdlbJKYj50gfuf4dFvlGs3KsxXcctNK6/EJ8C4NGRkqtZX9dn9WfqUnA1LrEd1uoOt1PGcJZPrSzDxvBvBTAG4Vken6vw+lOJ7URJWhvaaQD/QYsdxn6uhhy3YEGbNX8E1ERPFwygn8AtWw87E7kx0kKJyYKmPDQ89i5/i0b7B676bVDccaPwdPlLF9Y8majbcdo167WMU9v/s3vs/fTNCYSfY7Pi8oOrqS7HdS006CjaKTZreNvwKscVxfiao1jfh8moV8DiL2S1NR7NDkHnPUrY2IKF0i8vsAPgzgu6r6vrTHQ62ClBMIEHo+DttruvnxXkrFAh4eWd9wm62DlKNSnccXZ161Lmz32q/guW+d9x1TM0Xj+wy6H4Iz1vufmLGuDzIJ0jKWJZDpyUS3jX4XVYZ21tDex+GclXs9Zs+hU4EzCqYxC4BbblrZcFvYS41ElGl/COD2tAdBdn7lBKVioa35OGx5YdCOGrZjXfOxxGS2UrWuu4n6CmdzNtx23LaZVw2ViW7uumHCEsj0BAqeReRaEVkR92D6VbuLQZrZvkjO5aaRoZLnl222UjV+uU2X6kaGSti+sdRw6UBRu5TGOiyi3qSqfwEgfNqOEuOVjeykbC5seWGQrGjzsc59rHn8+ZdCj7FSncdDz5wCUDuuFgOUMgaRH5CWz8123A5SchK05MJJPj26YwNLIDPGWrYhIqsB/AaAHwMwW7tJ3gbgKIDdqvqdREbYJ8I0n7e1tRvdsha7xqdbyjIUWGynM7plLXaOT/u+hvvLbbtUZ+ruYWt91EkrPm60QtQZETmpquv9HxnJa90H4D4AWL16dRIvSS62coKcSFtJGb/n9VoYbitrMG2v3Vzm4VV24uW1i9XFBM+eresCl454sY3FdtwO8pphSi5YApk9opb/U4jI3wB4FMBTqjpfvy0H4C7UejJvSmyUdcPDwzo5OZn0y2aKqY7MPRGt2X3Y+ruFfA7bN5bwJ8+fxULAealkmQBLxYLntuDO/c62qwdPlBvGbNpq1cTv/RJ1CxE5oarDMT7/NttdAP4fVfW/Dh7sddYA+GKQmmfO2cmLa84M+7y2mucVg3k8eOe6lt/xq3F2KxULuHh5zrgTIQAUC3lMP3jb4jjuf2Km7WDc/Zx7tq4LFMC6Ez4QwPTS7t0SKbts87ZX8Px3qvqesPfFqZcnYlt2tfl224ThfBH9JiAnaA0iJ4KFep2W6XmKg3njWJpfw+81vSZgr/fjF3gTZUkCwXMVwAGYv24fVdXvi+h11oDBc6bFdbUu7PN6Pb75viCBs/tYMTFV9ryK+uiODYEeF4ZpO2+vk5KJqTJGn5pBdb7xK5kfEOy76+aWzHsSmWVeyQ2nneD5T1GrbfscAKf4aBWAjwN4h6r+ZExjterVidh2Rr99Y6klY2sjAL49dgc+NXESjx0/G9nYbJnnFYN5vPnWHKpBU9gBXsd0Fn7j7sNtB95EWZJA8HwCwMdV9RuG+15S1VURvc4aMHimDpiOebYki5PEMQV6XscHJ7niVUJRLORxaW6ho7KOFYN5TP3qbcb7bMmf5t9J6gorr+SGZ5u3vRYM/jSAkwAeAnAEwLMA9gD4Bmr9mSkitlXMjz//UuAvtVN3duz0ucjG5Uw+poUKqogscAbs9V+d9roM25eUqIvtBPA9y33/NooXEJHHAfwNgLUi8rKI/FwUz0v9xXTMU7T2ri3kc/hPP3mztTuI1xGoPFvx7HVdyOewZ+u6wIv8bJwaaxPbca2561VUG6X5Sep1+oF1waCqXgbwX+v/KEa2L1jQGi33qtuoSjbyOcGFS3PYNT6Nawp5XJkfwOzF6uLZ/66ILoM5bEFyJ70uw/YlJepmqvqXHvdFkv5V1bujeB7qTUFLAmxztrMOJmhJge3KKFA73nkdQ6/ML+UOL1yasz4uCPci+YmpMvYcOtWyLbhb8/Euqa3To9qQjVLcJIWWeK2ONn35i4U8rrpimXGCsf0OANyzaXXgMhAoFr/8s5UqCvkcHqnXkAG1ycI05nYvg128PIdPTZzEsdPnjO/L9nqAPfD2Ostm8ExEZNdOfXNzsmLX+DQmXzzfsgGK7ZhXLORDLaIb3bIWo0/OGK+C+iWKXrtYxehTM0AEV1Gd4HNiqmwdj6O5xdzEVNma2Iq6j3NUG7IRN0nJBFtpxN0fWGW8fc/WddaNR7zOtB8eWd/Ql9JL85e/+dKObczuy2BO78sgvTZfu1jFY8fPGhvet9vrMqmzeSKiXuIEwrYNSExspRgHjp9t+b3RLWuRH2g9Cs1Wqliz+zDe/cCXsMZQatdchgcA++66ueEYs2IweG/n6rxGUn6oqNU37zl0yvP5THs47DtyxrooP+o+zlFtyEbMPGeCVw/H4RuuDXX279Vaznkt5/eHPv2stdWPiTvo9Os76R7jPb/7N21th9qcJQ7T6zLJs3kioqyIoptCO1ftvEoxmn9vZKiET37+JKqXzVconSSQu9Ru8sXzDYvhy7MVjD45g3133bzYls4Rpu1dVIK8nimr7vW52TqTBP2bmn5v77b17LYRAd/gWUSuALAdwBr341X10/ENq//Ymq2H2TwFMNcIm84sJ6bKePOt1jqvfE5w1fJlxnotJ+hs/kK6yzlM97/yevuTWPPEEvTzSPJsnihLOGf3L791HkFborZz1S7s712wBM7NKtV5aw1xdUGx59CpluPPaxcuBXruLLB9biXX8badtTu239u7bT37S0cgSOb5CwBeB3ACQPf8P7JPBc3O7jtyxnh56arly4y7MjkBuOkLOfrUDPYcOoXXK1VcU8jjwuW5xb6WnZ79K4A1uw8H2kwlyOTvPpsn6lGcs/uUXzcFUzA1+eL5hrUw5dlKW1ftbrlppbVNaqdX+7wW37nvC1JznJbBvLlK1i/h1e7aHa75iVeQ4Pl6Vb099pFQZIJkZ20ZhNcrVc8AfOjTz7Z8Iavz2rC4MA5eZ9umgN42+XfSkoioS3DO7nLtXqb36qbg1RK1ea2MLfQsz1aweexoy3gmpso4eMJcD22rqS0W8pEfL2xJIZMw3aeicEU+5/l3td3ebocMdtaIV5Dg+a9FZL2qnox9NBQr9xd3wNKV4zpDbbT798PUSEfNfdbs916cnqHuW7kwgvoE5+wu1kmLTa9uCp22RHWYxmMKzIFa9yfbBhx7tq4LnCVeYdnNFgBEapulBNmlUIDY2q0CtZ0Dbe/ntYtVz7+r7W/bbocMdtaIl7XbhoicFJGvA/g3AP5WRM6IyNddt3dMRH5fRL4rIi07YlHn3CuTNzz0LEafmllcPW2aMP2Cyyw0Ui/PVrDhoWexc3za870ASz1Dna4f3EWJelkSczbFr5ONLLy6KdiCppz49V5q1TweW2C+oOo55159ZbCeBXf80Lus96lisSOI1zspFQsNHaqiDiJzIp7vRwRt/V3b7ZDBzhrx8vp/7ocTeP0/BPDbAP4ogdfqK83ZC9vlMa+tT93P9dAzp1LNOjsEwUtDbFt+E/WoJOZsilknl9v9SgBMtbXbN5aC9/93Kc9WFjO+RUtmuGhpG2faJtomJxJ451xbDjs3UNv0yxnv6Ja1tX9PzSyuz+mEs8W1VzbbluD3+7uG6TIVxe9RMF47DL4IACLyx6rasB23iPwxItiiW1X/QkTWdPo81Mp2Ga3Zgiq+PXaH8b4gOyVFwWtjF7cwNWo8w6Z+k8ScTfHr9HK7V+cmwB5MObXPOREMiKK64P9aTsbX0LIZQG0NjdOr3y3o8QkA7v7AKhywLEQM4oplA1hYWFqX4+46se+jN0eSGKpU53H/EzMYXJ4zdhERsQfPQf6uYbtudfp75C/IJinr3D+ISA7AxniG00pE7hORSRGZPHcu2NknBV8UYPviOpmBuANnANj0/St8H7NiMO8bOOdEWKJBlPKcTZ2J83K7s+GUu3zBWeznJDDmNVjg7GYrW15QYOf4dMtmJ2EWrT08sr6jEos5w0Yo7vUzU796m3EDrrDmVXHh8jxyTWcShXzOGjgDbJ3arayZZxF5AMCvACiIyPeAxXKiywD2JzA2AICq7ndeb3h4OHv9ZzIqyOIJrwk5TGbA4XV27eWvA2ygMrh8GS7PLVh7gzqXzfz6XvISFvWqrMzZ1JkoLreHmevamevDal4cZyvzMFmz+3BHr227qum16dc1HXQCWVhQlOoLNJ3Pft+RM8bj8YAAu8anse/IGR6PuoxX2cZeAHtFZK+qPpDgmCgCpt6RbisG83jwznXWGud2+jO3EzgDwUoxvMazYjCPO37oXdh35Ax2jU8vTljA0mRYHMzjzbfmFjMQYVawE3UDztm9o5PL7WG7dQTNAguAezatxrHT59o6Prizve0eK6J0XbFgPMkAaseNdoNnhXknQdPx2EmI83jUfYIsdf0zEfmR5htV9S9iGA9FxH0mbep7/Jblupwz8Xab5m1bf3F8Gu53aMpyOHVqACcs6imcs3tAu1fKwm6OYbtKedXyHC5enl88biiAgyfK2L6xhPGvvtTWRiROoP56AuWAbqa2pbfctLJ1w68nZwBBR4sITd1LmjPbpvaq3MCkuwQJnkdd/30lgPejtnNVx20MRORxAD8K4B0i8jKAB1X1s50+L9U42YvNY0dbJkfbFzWJS3hRMwXGQUv25lV5xk+9JrY5m5LRSa/nsN06bDvc5XMDULQG4cdOn8PVVy4zzrt+pXtO7XKYso0oOG1Ly7MV5ESsm8NEsTPh3R9YZbzdfTXhRkspCjcw6R6+wbOq3un+WURWAfiNKF5cVe+O4nnIW5jJNGtf3iR2geIZP/WSOOdsSkYnWyuH7dZhq7G2tV3zPEYo8J2xO4yt6PK5Wrs4Ww1zPidYnhuwrmvpRE4Ea95e+1zcCyOjfo27P7AKD4+sb7nvUxMnG7qZXJkfQMVw9ddWSsJjU/YE61De6GUA74t6IBSfMJNpkIWGQQzmB3Ax7JLtJgXLBBOHrJ00EEWIc3aX6aTXsy2T7NXVwVRjbVvkdl2xgIuX54yZY3fwV6nOL7YhXVFfc+JVR3zVcicciT54nlfFcwEWprfLa0+BT02cbCgrnFdFpaoYQOMVUlspCa+MZpNvqzoR+c8i8lv1f78N4C8BzMQ/NIpKmNZHpse2o5sCZ4BbllLv4Jzd/WzzUdCewHu3re94d9VbblppvH1w+QDefGuu5fZ8ThaDPyfonlddbNXmVxIxW6km0ho1Dl4nNY8//5L5DmndAffY6XNt7y5JyQqSeZ50/fccgMdV9bmYxkMxCNP6yLkt7R0Fw28Y25k1b2fwTD2Dc3aXayd77BbF5hi2Xf3+7rsXjLdftXyZNfjrtnU0YXmd1NjKQxa0tStHW6UylArP4LneXP/HVfXehMZDMbFNprb6Kqd5/q88/fWOs8jtSPo1//pb5407YQHtrXpn3RqlgXN2b8jC1sphA7bZSjXxLhpZ4HdSY9tB19SVo9PdJSk5nsGzqs6LyEoRWa6ql5MaFCXDb0W3O4i2tbzrFYraTljNzerbWfXeyUp5ok5wzu4daW6tPDFVNrZT8yKwd9EYkFqwGEU3izDjieLVij4bpviVxNz9gVUNNc/u25t1esWBkhNke+7vAHhORP6DiPyi8y/mcVECvFZ0uzlbun5n7A48smPDYp1W0qUVSXACXWcr2aCfkVs7v0MUoe+Acza1yTn5D9uNQlFrU2daM7MQoOY5avdsWt3xcxQLeezZus56rCsVC74nOA+PrMe9m1YvZppzIrh302pjV46o6tUpfkFqnl+p/xsA8H3123ox+dh32lnR3bz5Si+qVOexc3waOy31Z4D3Z9TJSnmiCHDOprZMTJVx/xMzbbdxe71SxT2bVhszrUl7eGQ9nv+Hf7bWaPsRAHu21nbhnXzxPA4cP9vwJRLYF1WaxmIKlk3SvOJAwQUJnr+pqk+6bxCRu2IaDyUobH3VxFTZuJAwrlKOLJeIeNWgsW6NUhbrnC0itwP4TQA5AL+nqmNRPTfZxb2Oot2Ms9t1xYJ1oaHJgCxtUfe1O5MAACAASURBVB2Hi5fbXzujWEoWOYGvO4B2dlwcvuFaBrt9KEjZxgMBb6Muc8tNK1suR9nqqz41cRK7xqeN9WxxzX1ZDZz9atDCtAYkikFsc3Z9QeLvAPgJAO8FcLeIvDeK5+5HE1NlbB47iht3H8bmsaOL5WKmxzkt4BSt5WVhnm9iqoyhTz+LNbsPY83uw9jw0LMNvZnb5cxxYa6wve3KfNuvZ1pw18xrLMWC92uXmpIdx06fazkmsRyvf1kzzyLyEwA+BKAkIr/luuttqLU/oi42MVXGwRPllstQ2ze2XjKamCq3XLLqRwJ4ZnzcmaFrCnlcmR/A7MUqu21QIhKas98P4O9V9R/qr/mnAD4C4JsRPX/fCLOwOMiOg0Geb2KqjNGnZlCdX5rNZytVjD4503ZNcvO8GLSkT+qv3S6/DLltJ0PHG4Ze1Y78gLQkO4KW44W9QsDOTN3Jq2zjFdT6hW4FcMJ1+xsAdsU5KIqfaTJWmHt77jtypu8DZz/NB67ZShWFfA6P7NjAiZCSksScXQLg3vXhZQAfcD9ARO4DcB8ArF7d+aKtXhVmC+4ggVuQ59t35ExD4OyoLqi1pZqXYiGP6Qdva7htdMtaz/UijrSPKV7vdcf7V7X8DYKU44XttMTOTN3LWrahqjOq+jkAP6Cqn3P9e1pVX0twjBSDMIvauNCtxrlcumt8GmuaLouywwalLaE523StvCEKUdX9qjqsqsMrVwZbUNWPwszBQXYcDPJ8XnO5sxtgGBcuz7WUhowMlbBisP1yjCw4cPxsyxwfpBwv7HGAx43u5VvzrKr91/W8D4TZ/pUL3Ro5kYKTJfjUxEnrZUqeeFDSYp6zXwbgblB7PWoZbwopzBwcJHAL8nxec7nTFi1M4FudV2Og9+Cd65Af6N5mps1zvLOBll8bubCdltiZqXsFWTBIPSjMojYudLOrVOdxwKMtE088qMd8DcB7RORGEVkO4GMADqU8pq4UZg4OErgFeb7RLWuRz7UGtU6N78hQCYPLgzThWlKerbQsThwZKmHfXTf7LsoLK8giwahVqvPYc+gUgNr7Gt2yFtcVC3hltoJ9R840vO8wJ0Tt3E7ZEe5bQj0jzPavI0MlY4s6IFg7uXZq6bqJ7Z2xwwb1GlWdE5F/B+AIaq3qfl9VT6U8rK4UdgtuU//f5sVm2zeWcOz0OevzOf/tns+djUCc+9rJeppqdZ3xbh47GsmeAAPiv0gwrEI+hyuWDfguXJytVBeDZK8a5VtuWmnscW3rB80dBbuXqOX/jCLyDDziIlXdGtegbIaHh3VycjLplyW0LmxwXLU8hwuX/dsbZblnc1we5WJBchGRE6o6HOPzc87uYc2B8i03rcTBE+WWwKvTHemGPv2sMVESRKkesLu7Dl2em8fFavv9lqN01fIc8rkBvF5Z6oIEwHhsa+a0rjOdCJSKBTy3+1briYJzvwm7bWSbbd72yjz/3/X/3QbgnQAeq/98N2rbv0YxKDbb7xLOl3nPoVMNZ+kXLs/7Bsa9nnm2cV/qI0pA7HM2pcPUlcHUPtTWrcP9PH6BmtdUnR8QXH3lMmtw7WRi3V2HsmDFYB4P3rnOcy72a7EXZFfZdnftdY/L6dXNYDrbrMGzqv6/ACAiv6aqP+K66xkR+YtOX9jVbP/HUVuE8jUROaSq7BeaUU4Pz+YJ0S8s7sfAGagdONh2iJIS95xN6bG1FjWxBWpB26K97hHwVhfUMystQEcbrcTJaw52B7C2zPt1Hpln575Od5dl67ruEWTB4EoR+X7nBxG5EUAU/YcWm+2r6mUATrN9yjCvM+juXVsdn0p1Hg89w5JQSlRcczalJEwdsi1QC9oWrZPFakmmSQr5HO7dtLphEaWNV8DfvCvjHT/0LuvCS79FmZ3uLsvWdd0jyILBXQC+IiL/UP95DYD/I4LX9m22D7DhftbYzqyba91sj2vHgABtbn4VmRWDebx+sYp2Kvdeu1hdbHVElIC45myKmKmMAmhdRGibT5tL5rwCtaAlBaZFbFkiAIqDeajW+jFfVywsbkblt6tgM1Om9+CJsu/CS1vpS9hFoM3Yuq57WBcMNjxI5AoAN9V/PK2qlzp+YZG7AGxR1f+t/vNPAXi/qv572+9w8Un6TAsHbYtU3v3Al3xLNkrFAi5envPMDDh1ds5W17fctBKHv/5q24ta2vHojg24/8kZzHcQxZdiqF/jYpPuEfeCwabXinzObgfnbDvTXJofEEDQsAtgIZ/D9o0l4+JAvyDPLcxitompcqBdAtOwYjCPN9+aM24nblt/Y9oJEQj3mYTR7rwc13iofe0sGHTbiFr2YhmAm0UEqvpHHY6Jzfa7UJgza6/A2R1w2zp5OKoLisHlyzD1q0uT38Mj6zExVcbokzPGSTRqURxIyrMVjD45g4eeObV4IhB0UrVlqFgfRxZxzNkUIdMletNcVqnO49jpc9i7bb3nvOvMEbvGp433e7VFu+d3/wbPfev84u2b330tShFePXTr9EqiV9LE9LT5AcGereuMj48j09tJ3TJb13UP38yziPwxgHcDmAbg/EVVVf/Pjl5YZBmA/w7gxwCUUWu+/7949QxlFiO7TMGd1+rlYiHf0i7Ib7WzKXM7MVVu6QDSTYK0lrJl+239SZmlyKakMs9xzdnt4Jxtd+Puw4FrhAXAt8fuaLjNPecWDdlYZ24BGrskidQ6ajjz6ZOTZxsCZ8fbrsjhjUvzHdUxN181DNMarhM5ESyo4ppCHiKwJiviyPR2+py8mpgtnWSehwG8V4PUd4TAZvu9w3amvX1jCeNffcmYTXEmcuexe7et9+yT6TzWlLmdfvC2xQknjkxJnPxaSwH2RSS2gw/r4/peLHM2RSvMupDmRXzNc64pG+vsjHfhUmNQrQrkc0s7Ctquqn3vUufBrfO6zYE/AOvGW1FYUMUjOzb4ZoDjyPS2m81uDpof4T4BmRak28Y3UOsZGjlV/ZKq/o+q+m5V/Y9xvAbFzxbcHTt9Dldf6X9+5l5NPLplrWfXDqdVkmJpMnQW43XrpS2/A2jYYJhbu/a92OZs6oy7s8OFS3MtW2XnB6TlNlMwZ5pzTWYrVWPyojqv2Dk+jc1jR9t4F+G8drGK9/6HP2vZvjvsNuBhFAfzgTpXONueu7cRvzI/gMkXzzd04HCP3U87W247J0Pl2UrLsY2yKUjw/A4A3xSRIyJyyPkX98Coe3idac8GzCw4zzEyVAp1mdCZDCemyhh9aibEb2ZHTryb/Nkm3RWD+Y7aIlHP4pydQc0B0mylCmjte+y0Wtt3183Y99GbG9qvNZd1TUyVI7vCltSVuovVBYw+OdMQDMZ5hUw1XAb40txSH6XXLlbx2PGzbQey7bSrY4u67hPk1G9P3IOg7ubXGD7IBO0OEMMuVHlltoJ9R840rFDvJn4dSWyXFh+8s7YIhvVx1GRP2gOgVrYFgs2LoQH7wjInAA+ikM/hyvxAol2JvFQXtKFELUzZyoAAOQGC7vLttQamORkRJItfqc7jF5+Yti7GdGunXR1b1HUf3+DZ2bWKyMavbsxvcUjzWXnYPqPXFQtdPcl4NfcH/CdjBsvkxjk7m2xzVHm2Eng7Zq9AL58TXLV8WctC7KQ6EgXh/gzCzPMLGl2v/1tuatwvKOixw3l9v+4Z7Sz463RnQkqeb/AsIm9gqQPMcgB5ABdU9W1xDoy6R5Azbfd9t9y00rM3qfv5yrMV5EQwr4piIY8Ll+daeqD6dfbIsqBlFu7tY/1aUlF/45ydTV4bnTi3+wVmXnPcvo/e3PI7E1NlXH3lssxkn93BoDPWpLslHTt9rmVMYY8dtoXe7bapY4u67hMk8/x97p9FZAS1rbWJFrmDuzD3hX0+r7P6TjcxScJVy3PI5wYaskNhPhvT5LxrfBqTL57HwyPr4xo2dRHO2dlkCpBMm3p4deBxEgmm2/0CuaCcMRUL+ciD2guX5nDj7sMNc5/T6z+pTVlMOyq289qmjLVX7bLXPN/pzoSUvNDLXVV1QkR2xzEYIj9egfgAlpraZtWFy/Mo5NF2GyLT5KyobVM7fMO1nGypBefsbDAFSLaMp62UwLY+ovn2iaky7n9ixnc9hYliqZQs6uC5uUUpsDSne109LORzmF9YwOUI1rU0l0KMDJXwyc+fxIXL4Y4eppKKsLXL7OncvYKUbWxz/TiAWg/RbKf3qO/sO3ImM3V9foJkImxsk7ACbT8n9RbO2dnVfPJv62tvq3X1yjw7nIxzO4GzI+o1JF4ZdmCpRM/0uGIhjz1b10WSmTaVQkxMlXF5LuBKRI/nAcLVLneyEyGlL0irujtd/7YAeAPAR+IcFJHD3RfV1m8zytZNSWlnvJ+aOOkZAXXzokmKFOfsLhG2rVmQzHPQHtBerisWIlusVioWrPNWebaCnePTi/OhAot9/kvFAu7dtBpXXbEMu3wCZ4F/y8+ciHE3V1viZTA/sNgysFjIN7QUtO0KG+bvyfZ03S1IzfPPJDEQomZBzszDtG7KmqFPP4sH71wXKMvwqYmTeOz4Wc/HcGU2AZyzu4nz3XfvtnfFMntOy9bG092xp9NEQj4nuHBpLpKSDWdLaq+dY5s5ZSNhunE8smODZ4DtbFVummttSYdKdQHfDLlFd5jaZban625ByjauB/CfAWxG7f/XfwXgE6r6csxjoz4XZPFFFFmWtLx2sdoQ+HtNuI8//5Lnc3FlNjk4Z3eft1wNjGcrVevl+9EtazH61ExDxyFnq22glkwwlT74KRbyeL1SRXEwj9cvViMJnN1zUtj2o07v/qCPf+DpkygO5o1dRWwZZ0fUbeKCLpBne7ruFqRs4w8AHAJwHYASgGfqtxHFKsiZebefpVeq89g1Pr146dLZ0ap5Ny6/+sUBqbV8amc7Weo5nLO7SOjL981TgevnfUfOhAqcBcC9m1Zj+sHb8O2xO3CpOo9w1b9Nz1evnMiJYPvGpSDS2QbbKYPwE7Z3f6U6D1UYSyb+00+2tvBza2dHwCik9boUjSDB80pV/QNVnav/+0MAK/1+iagTE1NlDFhq2Nxn5r1wlm462FUXFDvHpzH06WcxMVX2ree7cHkes5XqYvDt/l1HkPpx6gmcs7tImMv3pvpcZ+c+IFzJxorBPB7ZsWGxxeXEVBkXg27hZ+Gc48+r4uCJcsMcMzJUwnO7b8W3x+7w3Rjq4uU5XFPIh3rt1yvVhgDdqzbZrTmwD/p7nUrrdSkaQVrV/ZOI3Avg8frPdwP45/iGRP3Oa7V40N0I27l0mUWvXaxi9KkZbPr+FXjuW+dD/667LIQru/sG5+wuEubyvV+gbevG0WzFYL5lS/CoF6o1d9Nwl6SZyk/cbJu6FPI5XLFswFhWcl2x0FJz7Lx+kAC6k3mw3ZZznb4upSdI5vlnAfwkgH8E8CqAj9ZvI4qFrdbNVLtmOnt/dMcGz8DZL4ubNdV5xTdffQP3blodeuzOAYwru/sK5+wuEubyve1Km3N7kMC5kM/hwTvXtdweRwmcc5LuLklzTtr3ffRmrBgMnl12MrN7tq6zfl5O4qX59cJcZQt7hS6K16Tu45l5FpEcgO2qujWh8RBZJ/EFVeNZuuns3WuDgE76n6bltYtVDN9w7eIl1jW7Dwf+Xa+DYrfXjFMjztnp6GSzizAdGvy2cbZ143CsGMxbO/wE2aY67BW9nIj1pP253bcujuPG3Yd9Ex7PNXW+MH1em8eOtrXDn8PW4WnyxfM4dvqc8e/T7q6C1N08M8+qOo8Y+oOKyF0ickpEFkRkOOrnp+7ml10JwitA7rbMs8OdJS6GqAf06tnaCzXjtCSuORvgvG0TRebRXQ88umUt9h05s5j5/NTEycVM6L4jZ7B9Y8laJ2vKYru95VHTPLplLfID3nOje1bN52RxHjJNqYV8zjoPNwfpfvXNzc8zMlTC6Ja1iwH//U/MYM3uw6F3bGxmC4QPHD9r/fuy5Vx/ClK28ZyI/LaI/E8i8sPOvw5f9xsAtgH4iw6fh3pQFKuQvRakdGPmGWicjPdsXed7oAOA/IAs1hhyZXffiGPOBjhvG0VVEjUxVcbQp59t6bzzWFPgduD4Wdxy00p8e+yOhuwt0FjGZuI1rpGhEvbddXPDibm7e0Yzp165kM+heUotFvLYu229NVHRvCPihctzxseZHu/8jnPCAvjP6UGTBF47uLq5P0cmJvpTkAWD/7r+v5923aYAwnUPd/+y6gsAIF2aAaR4hbmMCZgvmY5uWYtd49PGS4FBF9Wk4d5Nq3Hg+FnjuN2TsekzuuWmlRj/2kuNi3DE/vgwl5apq0Q+ZwOct22iyDw2lwt4UQAHjp/F8A3Xepax2UohXpmtWMtMbAvYbrSUidn6QV91xTKMDJWsW2o374hoWzjouPsDqxp+DtMDOkySIEjpisP5+/qV0lBvCrLD4C1JDMRGRO4DcB8ArF69Os2hUIKCrkK21ajt3bYe9xgC0UI+F/mmKlE+58ETL+ORHRusk7FXbeXmsaMtB6HqvC7W3nFld3/gnJ2sKDa7CLvZk9Z/x+v7bBvXNYV8qM47TtvQMAmH8mwFm8eOWu93Z8a9TjJyIrj7A6sW13oE+R2HAKGTBKZA2Fbn7fx9mZjoT0F2GPxFw82vAzihqtb9MEXkzwG803DXJ1X1C0EHqKr7AewHgOHh4WymCyk1XpdMn9t9K4ZvuLYlO/v48y9Fmnneu2099h050/G2uEBtS1jbZAx4t5tj7R0B7c/Z9d/teN7u1TnbduIaReaxne+o3+/YxiUC45y5c3wa+46cWXxfE1Plhm3Dm+Vz4pkxts2HzZ+NLcjPiVg3OPHLEDvbgodlu6J38ETZ8+/LxET/CVK2MVz/90z95zsAfA3Az4vIk6r6G6ZfUtUPRjNEIju/gNE9qXn1j25XsZBfWqzj0bc0jBt3H244ODsHbdPBolKdx/1PzADgdq+0qK05G+C8bWO7wgVEk3kMUy7g/h0vtnHtspRSAI3dJZoDRrecCK5aviz0Nt4lw2dj69U/r9ryGbvnQltGuNOSCVMg3JyEYWaZggTPbwfww6r6JgCIyIMAngLwIwBOALBOxERxCxMw7jl0yto/+u4PrMIXZ15dPBhctTyHi5fnPdsn5QcEe7a6+qVGFJO7V3RPvnge4199qWVXMTfnILN9Y8kzQ9JJOy3qKpyzI+bXjqzTzKMtgCwW8lh33ffhr791vqX8LEiAaBqX31WySnXe9+rcgipeDxk4C2DMBjvjM7UXdX/GzScwiqWSCmcdiyk4jwIzy9QsSLeN1QAuu36uArhBVSsALrXzoiLyb0XkZQD/CsBhETnSzvMQBe0iMTFVtmZJFlTx8Mh6TD94G74zdgce3bEBC+odC5eKBey76+aG7I5XgNuOSnUeB54/G+h5K9V5HDt9zrrdKxv595XI52ygv+ftuEuibJs9TT94Gw787/8Kj+zYENk2zn7t7IBg3SvCXtHye7ztNZ3P2HQCo6h9Ht/a+yF8p959BECoTU6I2hEk8/wnAI6LiFPvdieAx0XkKgDfbOdFVfXzAD7fzu8SuQW9ZOrVNqp5UvdavJPPCfZ9tLUOL6664jAVJq/MVqwZElvmbM+hU8yo9J7I52ygv+ftJEqivLKbUWY+nefxqmf26khUyOdwy00r8cWZVwO/plem3Dmxt3E+4yAnMEHKa4iiEKTbxq+JyJcA/BvUrpL8vKpO1u++J87BEQUR5MDiFdw2T+pej3V3r3ALU7MYdpeuoLwO5Lb3NFupYmKqzANLD+GcHb2styPzK8lqvn/N2wuYtS0EHBDseP8qY81zsZDHh29+l2899KbvX4Hv/HMlUImYV7LC/RkXB/PGYL/o2uLbVJrH3f4oDkEyz1DVE6jVyhF1JVtwu2Iw37Ao75XZim9bJlMg6tVX2i2fE+z4l6vw2PGzvmMOE2QLWk8CHH6tpkwHFtZHdzfO2dHKcjsyv2yr6X7PE32pLZCzLZIzbYHtNq+Kvz37euDSEq9khfs5bFOyc7tXaR47DlHUAgXPRN3OlDlyduhbs/twQ6Dazm5VI0MlTL54vqWvdH5AcPWVyzB7sbp4AJp88bzveFdYsiw2thF/auKkddMVR/OBhZc+iVplddGYrSTL6cITtod0dV6xc3wapXqbtmOnz+GV2cpi6VuQQDRMtteW2CgVCw2/b1ug6NwepjSPqFNBFgwSda2JqTI2jx3FrvFpXLFsACsG8xDULj9CsBigmoJL0z5qXpdqHx5Z37KwZ8f7V2Fw+dI5qhNg2xQLeTy6YwOmfvW24G+yrnkB4MRU2TdwBoLVfLez3TARBePMU+0scrMFs04Xnnb7z5u2Bn/g6ZO4xrV9dzvjcjjv2Wk752aaZ/22wQ5TmkfUKQbP1LOaO0zMVqp4q7qAR3ZswFVXLAvUk/nRkKvcR4ZKeG73rfj22B0Y3bIW4199qeHg85hPMPvGW3PYNT7tuTuXjTvAnZgq4/4nZnwDZ9NBiputECXHqxNOkKDaK6taqc4jF+F26pXqPETg263Db1zu9wwstZ0D7POsX2cl2+s5pXlEUWLwTD3LK4MaJBDs9FLfnkOnQrevm1ddPIC245XZSuDNYGwHKb8MDxFFxzZPPfTMqUDtJf1az82rBgp2g5q9WG1oq1cs5JHPNQbofospbW3nivWstpNAcL9XUzs/9/xlC64fvHMdiKLGmmfqWV4ZVL/uGE47pk5qf8PuvhUFBbDTYwcxoJbheWTHBut7yHpnAaJeYpunTGseTLXEXpuMAEu7+vltjhLUQD2T7d7wJOwCY6/uP868aZpv/dr5Adlc1Em9h8Ez9Syv3qymANFZNOg+2PRi26N//e5rfUtPAB6EiJIQdmtuU+DpfDeTOOmdV8Wu8WlMvngeD4+sX3z9OLYjDzvfZnVRJ/UeBs/Us7wyqEECxF2WDG7Q2t+wHTNszzG4fNniGC9enuv4Ob/zz/7j50GIKBm2rbltbOVTpjntlptWem6GYpITwYLq4u+btupWAAeOn8XwDd4n4jZh3jPXWlAWMXimnuUXIPsFiJ3uKvbgnesw+tRMoIWJQC2wN7XSc48dAEafnOloK3AejIiyw2lzGaT3u18m2T2nNbecDOruD6xazCgDsHYHUph7xAdhmpttiQHbfMte9JQmBs/U0zrJoHZa+xtkG1yHu1TkldkKrink8calpYNJebaC0admsONfrjL30AuBC/8oq/o1IDp2+pz1PncmOMznEba/s+PgiXJDRtmrxKKTE/HmudkU7NvmW/aip7QxeCayiKL2d2SohH1HzngGz+5SEue5hz79LOabssvVecWfPH8WpqRz0N0IufCPsqqfAyKvIHRBFd8euyPS5wRqnS3eeGuupSSjuc7Ya/fUKE/EbfMtAGweO9pwW6+uR6HuweCZyEMUtb9eB7GSJSC3Bdu2ag1FLUNlWm3fbuaKKEndGBAFzZT7Pc4ru9tugOr1nIV8Dnu2rgu0rsO2e2oUJ+Kmz6W5i4fphMqWUWdJGiWFwTNRAJ1cTvbaftZ9oOhEqViwHjjazVwRJanbNufxypQDaCjBunB5bnHtgymjPrplrXF9RH5A2g5QbYvyioU89mxdt3hVLMi6jodH1mP4hmsjLakJcqXBdkJlSxRcVyz0bekPJYvBM5GPTi8nh62dnpgqW8swCvkBAGJ8riAHQh5YKKs6XaCbNK/NTd6qLizeZ+r33pxRN62PcAe57QhSdhZmbgp6FS7oHBPkSoPX1uPNC6xtvfl3jk/joWdO4cE72/8siZoxeCby0enl5DC1006gbqtfvmJZDh+++V04dvqc8bm8DoSmkwAeWCgrum1znjCbmwT5/TjaQ/o9Z9Q93cMkGoJcafC6audeYO1VCw3U/ib9Uj9PyUgleBaRfQDuBHAZwLcA/IyqzqYxFiI/UVxODnpg9FshP1up4uCJsnFbbVuf131HznjuOsgDC2VBt23OE3ZzE9Pvxy1IFjjKoD1MoiHIlQa/Xv3Nz2mr4fYaB1E70so8fxnAA6o6JyK/DuABAL+c0liIPCV5OTlIQO51EGi3z2scBxaWiFBY3bQ5jy2wu2LZgLFUwy2JjHqQLHDU39EwiYYgVxrCnlD5ndBktX6euk8qwbOqPuv68TiAj6YxDqIgkrycHDSbFeQgELbPq99zhjnQ9nPbMeoPXq3VmueL/IDg6iuXYfZiNbETSb8scBzf0TCJBq8rZbvGpxs+p6Dj8du5MKv189R9slDz/LMAxm13ish9AO4DgNWrVyc1JqJFSV5ODrptrd9BYGKqHPqSstdzhj3QdmPbMaKwvAK7tK+6+GWBbd/RnePT2HfkTFtjDpto8LpS1k4w7zxuz6FTLdn/LNfPU/eJLXgWkT8H8E7DXZ9U1S/UH/NJAHMADtieR1X3A9gPAMPDw+3vSUzUgaQuJzcH6s1trgD/g4BzEArD7znDBsPd1naMKEpZKD/xywJ7fRfLsxXsGp/GzvFpay96k04SDVGdcDufPcvGKE6xBc+q+kGv+0Xk4wA+DODHVA0NG4n6lGnb2jAHgSDlGmEvI4cNhrut7RhRr/HLAvuViDkH5bAZ4HZPHKI+4c7CCQz1rrS6bdyO2gLB/1lVL6YxBqJuEfYg4HewCZNJcoQNhrut7RhRr/HLAgctEQOSKbniCTd1k7Rqnn8bwBUAviwiAHBcVX8+pbEQ9QQnQ227jNPJjobt1DIC6dd9UnTYYrT7eJ14u7+jUS1S7gRPuKmbpNVt4wfSeF2iXuXXlq7Tg1A7wTAvm/YcthjtMe76YL8sdNwZYJ5wUzfJQrcNIuqQV51zO2UaJgyG+xtbjDbqpQVpflnopDLAnGOoWzB4JuoBtkuqArRdqkHkwdpitB/ai6bZxzyuoN15juYMtADYvtE/qO2lkwkiPwNpD4CIOme7pMrFNhSGiPy5iHzD8O8jrsd4thhV1f2qPQLi7wAAIABJREFUOqyqwytXrkxq6InyaqsWJydoL89WoFgK2iemypE8v+l9KYBjp8+lOi6irGHwTNQDRresRSGfa7iNi20oLFX9oKq+z/DP6c3vtBi9p59bjKbVxzzuoL3d95XWyQRRWhg8E/WAkaES9m5bj1KxAEGtznnvtvW8bEqRcbUY3drvLUbTutITd9De7vvipkjUb1jzTNQjuNiGYsYWo3VJtFUz1RAH7YXcbv1xu++LPZqp3zB4JqK2cZFQ/2CL0SVxt1WzLUjcvrGEgyfKnsFtJ4sZ231f7NFM/YbBMxG1Jc2OA0Rpi/NKj62G+Njpc9i7bb1ncOtVfxzX9trs0Uz9hsEzEbWl04M0EZl51RD7Bbdp1R+zbIz6CRcMElFbuEiIKB6dLEhk20qi+DF4JqK28CBNFI9OWk+ybSVR/Bg8E1FbeJAmikcnrSfZtpIofqx5JqK2cJEQUXxsNcRBOtyw/pgoXgyeiahtPEgTJYcdboiygcEzERFRF+iHDjfsHU/dIJXgWUR+DcBHACwA+C6A/1VVX0ljLERERN2g1zvcMLNO3SKtBYP7VPWHVHUDgC8C+NWUxkFERNQVer3DjVdmnShLUgmeVfV7rh+vAqBpjIOIiKhb9HqHm17PrFPvSK3mWUT+I4CfBvA6gFs8HncfgPsAYPXq1ckMjoiIKGN6vcPNdcUCyoZAuVcy69Q7RDWepK+I/DmAdxru+qSqfsH1uAcAXKmqD/o95/DwsE5OTkY4SiKiZIjICVUdTnscSeKcTWE01zwDtcw6+1RTWmzzdmyZZ1X9YMCH/gmAwwB8g2ciIiJKVlIdMHo9s069I61uG+9R1b+r/7gVwOk0xkFEFBRbaFE/SroDRnPv+ImpMjaPHeX3jjIlrZrnMRFZi1qruhcB/HxK4yAi8sUWWtSv0uwtze8dZVVa3Ta2q+r76u3q7lTVchrjICIKgi20qF+l2QGD3zvKqrT6PBMRdQ220KJ+lWZvaX7vKKsYPBMR+ej1zSmIbNLsLc3vHWUVg2ciIh+9vjkFkc3IUAl7t61HqViAACgVC4m1juP3jrIqtU1SiIi6BVtoUT9r7oCR5OsC/N5R9jB4JiIKIK0Agqif8XtHWcSyDSIiIiKigBg8ExEREREFxOCZiIiIiCggBs9ERERERAGJqqY9hsBE5Bxq23mbvAPAPyU4nCzjZ9GIn0cjfh5LkvwsblDVlQm9ViZwzg6Fn8cSfhaN+HksSfqzMM7bXRU8exGRSVUdTnscWcDPohE/j0b8PJbws0gPP/tG/DyW8LNoxM9jSVY+C5ZtEBEREREFxOCZiIiIiCigXgqe96c9gAzhZ9GIn0cjfh5L+Fmkh599I34eS/hZNOLnsSQTn0XP1DwTEREREcWtlzLPRERERESxYvBMRERERBRQTwTPIvJ/iYiKyDvqP4uI/JaI/L2IfF1EfjjtMSZBRPaJyOn6e/68iBRd9z1Q/zzOiMiWNMeZFBG5vf5+/15Edqc9nqSJyCoROSYiL4jIKRH5RP32a0XkyyLyd/X/XZH2WJMiIjkRmRKRL9Z/vlFEnq9/FuMisjztMfYLztucs036ed7mnG2WxXm764NnEVkF4McBnHXd/BMA3lP/dx+A/5rC0NLwZQDvU9UfAvDfATwAACLyXgAfA7AOwO0A/ouI5FIbZQLq7+93UPv/wnsB3F3/HPrJHID7VfUHAWwC8Av1z2A3gP+mqu8B8N/qP/eLTwB4wfXzrwN4pP5ZvAbg51IZVZ/hvL2Ic7YL523O2RaZm7e7PngG8AiAXwLgXvn4EQB/pDXHARRF5F2pjC5Bqvqsqs7VfzwO4Pr6f38EwJ+q6iVV/TaAvwfw/jTGmKD3A/h7Vf0HVb0M4E9R+xz6hqq+qqp/W//vN1CbfEqofQ6fqz/scwBG0hlhskTkegB3APi9+s8C4FYAT9Uf0jefRQZw3gbnbIO+nrc5Z7fK6rzd1cGziGwFUFbVmaa7SgBecv38cv22fvKzAP6s/t/9+Hn043u2EpE1AIYAPA/gf1DVV4HaZA3gX6Q3skQ9ilrAtlD/+e0AZl3BS1//fyQpnLet+n3OBvr3fbfgnL0ok/P2sqRfMCwR+XMA7zTc9UkAvwLgNtOvGW7riZ58Xp+Hqn6h/phPonb554Dza4bH98Tn4aEf37ORiFwN4CCAnar6vdqJe38RkQ8D+K6qnhCRH3VuNjy0L/8/EjXO20s4Z4fSr++7AefsmizP25kPnlX1g6bbRWQ9gBsBzNT/j3U9gL8VkfejdiayyvXw6wG8EvNQE2H7PBwi8nEAHwbwY7rUxLtnPw8P/fieW4hIHrVJ+ICqPl2/+f8TkXep6qv1y+LfTW+EidkMYKuIfAjAlQDehlpGoygiy+pZjL78/0gcOG8v4ZwdSr++70Wcsxtkdt7u2rINVT2pqv9CVdeo6hrUvnQ/rKr/COAQgJ+ur97eBOB155JHLxOR2wH8MoCtqnrRddchAB8TkStE5EbUFuR8NY0xJuhrAN5TX5W7HLXFN4dSHlOi6rVhnwXwgqp+xnXXIQAfr//3xwF8IemxJU1VH1DV6+tzxccAHFXVewAcA/DR+sP64rNIE+ftRpyzW/T1vM05u1GW5+3MZ57b9CUAH0JtkcVFAD+T7nAS89sArgDw5XpW57iq/ryqnhKRJwB8E7VLg7+gqvMpjjN2qjonIv8OwBEAOQC/r6qnUh5W0jYD+CkAJ0Vkun7brwAYA/CEiPwcat0O7kppfFnwywD+VEQeBjCF2oGL0tGP8zbnbBfO25yzA0p93ub23EREREREAXVt2QYRERERUdIYPBMRERERBcTgmYiIiIgoIAbPREREREQBMXgmIiIiIgqIwTP1LBGZF5FpEfmGiDwpIoP12980PHatiHyl/vgXRGS/5Tk/LiJ/V//3cdNjiIgoPM7Z1C3Yqo56loi8qapX1//7AIATqvoZ9+2uxx4B8F9c2+WuV9WTTY+5FsAkgGHUtgM9AWCjqr6WwNshIuppnLOpWzDzTP3iLwH8gMf970JttzMAtZ3QDI/ZAuDLqnq+Pvl+GcDtkY6SiIgAztmUYQyeqeeJyDIAPwHANLk6HgFwVET+TER2iUjR8JgSgJdcP79cv42IiCLCOZuyjsEz9bJCfYvTSdS2NLVu4amqfwDgBwE8CeBHARwXkSuaHiamX41mqEREfY9zNnUFBs/UyyqquqH+79+r6mWvB6vqK6r6+6r6EQBzAN7X9JCXAaxy/Xw9gFeiHTIRUd/inE1dgcEzEQARuV1E8vX/fieAtwMoNz3sCIDbRGSFiKwAcFv9NiIiShDnbErTsrQHQJSCQRF52fXzZ1DLSPymiLxVv21UVf/R/Uuqel5Efg3A1+o3fVpVz8c/XCKivsY5mzKFreqIiIiIiAJi2QYRERERUUAMnomIiIiIAmLwTEREREQUEINnIiIiIqKAGDwTEREREQXE4JmIiIiIKCAGz0REREREATF4JiIiIiIKqKt2GHzHO96ha9asSXsYREShnThx4p9UdWXa40gS52wi6ma2eburguc1a9ZgcnIy7WEQEYUmIi+mPYakcc4mom5mm7dTL9sQkZyITInIF9MeCxERERGRl9SDZwCfAPBC2oMgIiIiIvKTavAsItcDuAPA76U5DiIiIiKiINLOPD8K4JcALNgeICL3icikiEyeO3cuuZERERERETVJbcGgiHwYwHdV9YSI/Kjtcaq6H8B+ABgeHtaEhkdE1GBiqox9R87gldkKrisWMLplLUaGSmkPi4goEZwDl6TZbWMzgK0i8iEAVwJ4m4g8pqr3pjgmIqIWE1NlPPD0SVSq8wCA8mwFDzx9EgD69uBBRP2Dc2Cj1Mo2VPUBVb1eVdcA+BiAowyciSiL9h05s3jQcFSq89h35ExKIyIit4mpMjaPHcWNuw9j89hRTEyV0x5ST4lqDuyVv1NX9XkmIkrDK7OVULcTUXJ6KSua1dKIKObAXvo7pb1gEACgql9R1Q+nPQ4iIpPrioVQtxNRcnrlypATXJZnK1AsBZdZyM5GMQf2yt8JyEjwTESUZaNb1qKQzzXcVsjnMLplbUojIiJHr1wZynJwGcUc2Ct/J4DBMxGRr5GhEvZuW49SsQABUCoWsHfb+q671EjUi7J+ZShonW+Wg8uRoRK2bywhJwIAyIlg+8ZSqDkw63+nMFjzTEQUwMhQuAMFESVjdMvahlpaIDtXhsLU+V5XLKBsCJSzEFxOTJVx8EQZ81rrGDyvioMnyhi+4drA82KW/05hMfNMREREXSvLV4bClGJkuTwsipKSLP+dwmLmmYiIiLpaVq8MhSnFcMbfq902gOz+ncJi8ExEREQUg7ClGFkNLrNcUpIGlm0QERERxcBUipHPCS5cmuuqjUKyXFKSBmaeiYiIiGLQXIpRHMzjzbfmMFupArAvIMzaZilZLilJA4NnIiIiopi4SzE2jx3FaxerDfc7C++cx2R1J76slpSkgWUbRERERAkIsvAuy5ulUA0zz0REREQJCLLwLs7NUrJWDtKtmHkmIiIiSkCQhXdx7cTnlIOUZytQLJWDdMOCxaxh8ExERESUgCAbhcTV2YLlINFh2QYRERFRQvwW3jn3PfTMqcXFhVcs6zzXGWc5SL9h8EwUI9aXERFRO96qLiz+92yl2nHHDW50Ep3UyjZE5EoR+aqIzIjIKRF5KK2xEMWB9WXUa0RklYgcE5EX6vP2J9IeE1G3mZgqY/PYUc9NUuIoseBGJ9FJs+b5EoBbVfVmABsA3C4im1IcD1GkWF9GPWgOwP2q+oMANgH4BRF5b8pjIuoaQZMqcZRYBKm3pmBSK9tQVQXwZv3HfP2fpjUeoqixvox6jaq+CuDV+n+/ISIvACgB+GaqAyPqEl5JFXcQG1eJBTc6iUaqNc8ikgNwAsAPAPgdVX0+zfEQRYn1ZdTLRGQNgCEAnLeJLJrXvZiOCUBrUmV0y9qGXQYBllhkSarBs6rOA9ggIkUAnxeR96nqN9yPEZH7ANwHAKtXr05hlETt4eRHvUpErgZwEMBOVf1e032csylW3bIQ27TNtsB8ib05qeK8n254n3665e8VRia6bajqrIh8BcDtAL7RdN9+APsBYHh4mGUd1DV6afIjcohIHrXA+YCqPt18P+dsipMpIO20C0VcTCUaCrQE0M1JleZg85EdGyJ7b0kHst309wojteBZRFYCqNYD5wKADwL49bTGQxQH1pdRLxERAfBZAC+o6mfSHg/1n6A1w0nwC0Rt61sUtcV6pt/zCzY7CX7TCGSz9PeKUpqZ53cB+Fy97nkAwBOq+sUUx0NERN42A/gpACdFZLp+26+o6pdSHBP1kawsxDYForvGpzH54nk8PLIegH3dS6lYwHO7bzU+r1ewOfnieRw4fnYxa216TS9hAtmoMtRZ+XtFLc1uG19HbbEJEVEserHWLk2q+leoXXUmSkUcC7HbmSdsJRkHjp/F8A3XYmSo1Na6F9uCwvJspSFwtr2mF1vAWp6tYPPY0cX3f8tNK3HwRDmSDHWvLpxPs88zEVFsuEkNUe+JeqOPducJr5IMp5d/O32Vc2I/N7UtIHC/phdbwCpAw/t/7PjZyPYo6NWNWTKxYJCIKGq9WmtH1M+iXojd7jwRtO1c2HUv89reGtsgZRCmTLit+0e7r9Es7YXzcV19ZPBMRD2pV2vtiPpdlAuxg/Zdbja6ZS12jU8HajsXRskSlOdEPAPrIK85MlTC5Ivn8fjzL2Fe1fc5mw2IYGKqHPqzT2vhfJwLJFm2QUQ9yXYw6fZaOyKKxsRU2VrA7zdPjAyVcM+m1S2/32lJgq3M4e4PrGq5PexrTkyVcfBEeTFgnlcNtYBhXrWrSt+8rip0isEzEfWkXq21I6Jo7Dtyxpg5FiDQPPHwyHo8smNDqJpmP7Y66YdH1i/eDizVRod5TdsixzCiCj6TEOfVR5ZtEGUcO0a0J+1aOyLKNq9Ff0HniahLErzm++bXch67a3wa+46csc5vzuNsJSqAeeOW5kDb0S2lb3F2+mDwTJRhvbo7U1K4SQ0R2Xj1YW6WRBJjYqqM0SdnUF2ohbHl2QpGn5wB0Drf244Nky+ex7HT56xt50xK9ffT/P5sAXe3lL610yowKAbPRBnGjhFERPEIGlzFkcQwBeN7Dp1aDJwd1QXFnkOnWl7Hdmxo3kTF1BvazXm/tkRDXMFnEuK8+sjgmSjDkugYwbIQIupHQYOrqHfms2WYmwNnx2yl2nKbV8mJ189uORFs32i/OtcLpW9xXX1k8EyUYXHvzsSyECLqFe0kAoIEV0GTGEHnU1uGOQyvPtNBzavi4Imy5+6ELH0zY7cNogyLu2NEnK18iIiSEueOokHbXnrNpxNTZWweO4o1uw8bM8lerlre2qLOdGywtZ3zakfH+b49DJ6JMqyd7V3D4EYiRNQL4kwEBE1i2OZNJ5BvN1N8eW6h5STAdGy4Z9Nq4zjv2bTauAjSb9xkx7INopT4XWJsvv+RHRsiv3xmu/R3TSEf6esQEcUpzkRA0Npfr1IKr24XfqoLaqyvNpVUDN9wrXWcm8eOepYBcv1LcAyeiVJgqo3bOT6Nh545hQfvXAcAidQij25Za1yocuHy3GKmwzaZcqIloiQEmWviXh/SHEA7GW33OEzdO6IS9CTAq0bZq7sI17+Ew+CZKAWmS4wA8NrFKh54+iSuzA94XoKMKmgdGSrhoWdO4bWLjTV41XnFQ8+cwlvVBeNkCiQT3BNRfwsa1MXZ0zfoOJoD7AGRxa2wOxXFSYBXBn3z2FG2RQ2BwTNRCryyCJXqvDVz4UzYUQatsxfNi1eaA2pnbE4AH8dEy2w2EbkFbRMXd1u1MONwfr5x9+FIXjvKkwBbZjor61+65RiQWvAsIqsA/BGAdwJYALBfVX8zrfEQJandNkM5kciD1rBj8ZpMO5loedmQiJqFCeqibKvWHMTZ5kivudNvbs3VM9PFQh7fe6sKU7e6kiWAjDrIjLvsJYhuOgak2W1jDsD9qvqDADYB+AUReW+K4yFKjGn1tluxkDeumrZdAuwkaLWtJC9aFg1eVywEbt3k5rRqunH3YWweO9qyepxt84ioWTtzTadMbe9scmJvBGeb51cM5vHojg341t4P4Ttjd2D6wdvwmZ/c0NA549EdG/CdsTvw3O5brVtzR9mWL+62qEF00zEgtcyzqr4K4NX6f78hIi8AKAH4ZlpjIkqKMxnuOXSqpednIZ/Dnq21RYPNmYV9R85Enh2wXe4EvLdmDVNfGCSjkJXLhkSUHZ3WMreTobWtSTGxJTQmpsp46JlTnmtbgMZ6ab9xOe/FdAzo9ApkFnYT7KZjQCZqnkVkDYAhAM8b7rsPwH0AsHr16kTHRdSuIBO2M1l6PdY0cTUfSATALTetbHsc7rGYeP2+e7HhFcvsF7KC1Atm4bIhEbUnrlrVToI600n76FMz2HPoFF6vVK3PFSZYM/VPnpgqY/SpGVTn7YsFwwa7ze/FpNMg03QcSLIGuZuOAakHzyJyNYCDAHaq6vea71fV/QD2A8Dw8HA0y1apL6S18CBs3VaYOr2RoRImXzyPA8fPwvkyKGDcYjWK+jG/sb1VXVj879lKazbF4bV5gCPu1fJEFI+4a1XbrWU2nbRX53Xxal9zByHneAEBECDasM1PDz1zyjNwdoQJdoNkw6MOMpOuQe6mY0CqOwyKSB61wPmAqj6d5liot8S5VaufuOu2jp0+1zKvm54/7nGEeX7bpC7A4t8k7t0UiSgefnOB33qHuAQJTivVeewcn8bO8enF44Wtu9xgfsB3fpqYKhs7FZmECXb93kscQWbSNcjddAxIs9uGAPgsgBdU9TNpjYN6Q3OW+cKludR6VnZat+WXMQ/6/HHXj4V5/tEta7FrfLol6Feg4W8S5Wp5IkqG11wQd/bSa768ppBvWVPSiYvVBazweUzQwNId7HayCQxQW4D44J3r/n/23j/Kjeu68/xegEUSTdls0uasJUgUOR4vGcu02FbH0g6zs6HiEZXIkttUFEYrOZ5Jzmh9zsyeiNHpnZatY5GOvOoJE0uZ/Jhd7cQTJ1bk1i+3RdMe2gmZOKFD2c2wKYoWubGiX4a0MWMSssUG2Wj03T+AAguF96pe/S4A93NOS2ygUPUe0Ljv1n33fm/sttPExse9w9sra0CWkectAD4G4Hoimm39/EKG4xF6FFWUWWcw0yg8iFIdbhIxNz1/0lXqQc4/NlLW7oLmsRhEEARzvGxBktFLP3vpIYQRCmpdw2s309Se3XrNxZoXrznYUXsvxY+hpUuMc8CD7AD42fgsd3izJjPnmZn/hpmJmd/PzJtbP1/LajxC7xKkMjqpwgOnUZqbX4BV6LTapltqJguNqaRQ0tJDQc+vKqwB8lkMIqghos8T0Q+J6PmsxyLkBy9bkOQOmJ+91DWACoMqDVp1E2Bqzw6ePA1AP4e7p2axefc3MP7kMV8dfpP3Moyj62fje0laLm4yzXkWhDgwNcJB5Y1M79Dvmz6OnY58ubNzdYCaWs1B87ZMFho7L2zV0EUdZpXSRdL5Y0HPnwcdUSEyfwzgxqwHIeQLL1uQ5A6YX+OSKNewitTWui8SaXfOKtVaxzrhp+FvY9t0r/WrWqsbFR6azDOMo+tn43tJWi5ujHKeiWg1AGbmswmPRxACo8sFWzVkYWjpkljkjXQ5etNHKx3KFzb1BmPFsiWYvf+GjmPD5rWpjKOJ0kXQ/LGg+WtBlUKAbHVEhWgw87da0qKC0IHOFiSpoGB36FOxZfIAtm5cgy8efjXweQsE7PnFqwF0S4OqcEZyH9y+CQ9u36TU8O+8BmH6aCV0t1kb0/cyrKPrZeN7SVoubrSRZyJaS0RfIqLTaOovf7e1XfclMZ5CntBFNO+/+SocmrgeD+3YDADYOTVrlOcV5A59z/5TRrm8pltmqrlYRcK5Cwsd0Y0ktsuSzl9zCvwXiFCp1rBn/6mByI/LGiI67n9UbNe6i4hmiGjm9OnTaV1WyClJ7oDpHGegab8eDeE4W0XC535pM8ZGyoFSAoHOonS/fOsGM+59+ji2blxjFKl2UiQK/F4msQMwyLuJxJo/PiL6WwAPA3iSmRutx4oAbkNTk/m61EbZYnR0lGdmZtK+rNADqCKmQGcTDyde1cnrJ/YpHWIC8NLkTUbHAk3DdmjiegDQFnw4j3E6l3ZEZdWQhbfOL6C+ePEqJauoNeiqMZqiG2ORCL/zS1dHWuy8BP5LVjG3ckRxQkRHmHk0wfNv1z0F4P9iZnUnneDXWQfgq8z8Pr9jxWYLUdHZdl2nvTDY+czOvOZVQ5ax5JzufCaUfbrHuglrL1U2OA7bm1U/hbTQ2W2vtI13MvOU84GWE/0lIvrNuAcoDB7OL93wkAVmeHZ98sK9teTXjUnVHtUmyFaU15ZbpVrDlskDRkUz7vE2mFGyimBGh+MMNKMbuu3KIFEEt9HTzcOOkADhpaW8IjhpSQgOAFMAHoV63V6e8lgEIRTudcEZPKhUaxh/4hhAMMoFVjFcsvDhqy/FwZOn27Zv68Y1mPrOax221s9x9koZCTKy16u1jm6z7nXLKhAuWb4E1blwa6NNUmlzvSItFzdezvMRIvpDAF8A8FrrsSsAfBzA0aQHJvQ3biPhNFRx6ICabLfpnLYgOXqqY53Yc9HpjdrOri4NQ3feBjOsAnUYe6tAgQoi3XndXtGSIA6uKhLhl1c3CAUmKfAcgN9m5i4lDCL6UAbjEXJKXqOFXuuCjTuYEJQLC4sYvXI1Hhjb1H5sy+QB7Xl1dtErZSQIzoBH0nUhg+roJoGX8/wrAH4NwG4AZTT/hl4DsBfN5iaCEBo/5zZqNNJ0O0/ltAUxYO5jC4poRK3ewHKr0JVu4XTIgzqPwyUL5+YXOh8MoGmqev/d25ZugsghuYst/ZoVmEbM87ro54S7AfxY89xH47gAET0G4GcBvJOIfgDgfmaW9aCHSLvlchCC5hiHQbW2eNk2RjO1QremFImwyBwo2mxjrwFi13oPbcEgM88z839h5huZeRMzv4+Zf56Z/5CZL6Q5SKH/MHHE/I7xkpMrGqrju502+5w7p2YBAHdctxaAd7Hh2EgZhyaux0uTN2FRE42oztU9i2Z0zuOqIaurIIMAzC80urYt6w02LhjUvbcM/XsXRQ6JCNqiGNMCk0EW5DeBmf+amZUVUswcS+IxM9/OzJcys8XMl4vj3HvEWWwcRNLT5Ni0dqDc1/GybXZdim5FWWTGS5M3aXXsncV9d163tmsNAGDUJCXt1uaCN5m15xYGGxN5Hi+D5hc9MdlSczttqnM6ZY5MIjRe+dJeW2a6VJH7b74KM6+c6ZDDYzTbxKrwWnyc0Q1VhBy4WLxikrYSJD2jOlfHQzs2dxVElgNEWbwWfYnSCIIZcWnzBpX0NDk2qmybKe61RSdpV3SkwvnVwujspu0g7957on2N4ZLVtntbJg943szkdZdg0BHnWcgEv1xhv2iknyOl22azt9hUW2NR8qS95mUSWfVKFfGSw3OzsmQpH1cVJLqxx+mXtjJ9tNKlYmIb9WFNhbrfzYMJgyzILwhxEZc2b5CbWZNjp49WcO6CKxUtAVT22O725+Zty5a0C/mqc/PKY+bmFzB9tKK1mwAw/uSxjp3Caq2Ou6dm8cTMq552TQIG+UWcZyET3IYmqNqGnyPlFQVwq3LYYzB1UL2ctSgFHzrnMohzeM5lyG10Nwa6mwndWLxUTGr1BpYt8c7tjsIgC/ILQlwEucH3ysXVRYhV9iqo2lDcFAhghtYe68b3Zq3e7Brocn6dnJ2rY/zJY9j1zIn2+vXQjs1tp/uex49pd0IPvXgGK5YWcW6+e96XDZckYJBjfJ1nIloG4FYA65zHM/NnkhuWMAhEiUT6OVImTmxYg61y1pIs+AiylWnnPZsuDna+nikyMiI3AAAgAElEQVR+0fk3a830DGd3reWWtrQiEEl2KusnxGYLXpje4HulWgD64uIgkp5eakNxwtzUv7ft9M6p2Y55e41v994TvrJ49Qa37Z39Ps28cgZPHan4phDOzTe0AQed9jMDbRnUJCPQUsioxyTy/BUAbwI4AkAKBYVcYOJI+TnnYQy2LvfXvcjcPTWLXc+cwK5b1I1Y7NeZGCa/FBc3KkdZtzjYLWLtKInfePwiHvZieGHhYk62l6Z2EKS9tzFiswVPTAIXfoWFukZSKvs451YGQlNaszo3j3UT+wKNPQyXDZdw3/TxjtoR582AysYSzFWb3NTqDTz27GtGtTcM4MHtm7R2TRf1Tjr/Oey6NiiYOM+XM/ONiY9EEAIQhyPl5QgSmgZ33TtKOPwPZ9FgRpEIH1i7sityoXPCqzW90xik2GZspNxVNOiFKvIzvm0Dxp841qVlajdAsaMkUQp6nNGSpPL0RKfUCLHZQmTCpAwwYLS7V7IKmG+wMl0hbkpWEVs3rlHaz1q9gd17T+Dop28AcLFrYZAOgTpMdaCLRFq7NjZS7tjFc+O0q6oOtUEKst2EWdcGCRPn+dtEtImZj/sfKgjpoTI4ptHc6aMVT8WJQxPXtw2/fUyDGYdePNM+rlKteebCAdEKaJwcPHnayJh7pjFotJZ0UZJavYFdz5zoeD+3blzT4WTbDJesdjTClvlzI3l6qSE2W4iMX6qF6jm3XJvOAZtf4NiajLhZsbSI4aGlHWuAV9H12bk6Nu/+RjtfOUpbbideHQid3H7tFZ7Pv+mhjw807aquIDxKdNrLXkvRoofOMxEdJ6LnAPwMgL8jolNE9Jzj8cgQ0eeJ6IdE1NURSxCCYqoD7HaKnTidT5O0jnqDUfCRlA5TQGP6uJNVQxZuvaapzuHWBN2z/5Snk68z8tVaveP9fOpIBbdeU+7QKn14x2bM3n+Dr2a1FPYlSxo2Wxgcxrdt6NJmt+2j13NOdHbLz6ksUNMJDsPcfAOVlhxnpaVY4Zd+Ua3V2zYuDse5ZBVx+7VXdL1HxQK1YxhFItx53dqOTocq/OzmZcMlz7UqrIa333UHPRjiFXn+cArX/2MAvw/gT1K4ltDn6KK5d0/NYs/+Ux3SbzrlCVuTc8vkAeN8t0VGV8GHkwIR7ps+joMnT7ejIV6SbipMigbfOr+Aqe++1naSnVEHP0NnGiWp1Rs4ePI0Dk1crz1GCvsyIw2bLQwIJqlxfrt8OrvlZ28WGaFTOuyzOqOvcaRh6ChZRdx6Tblt31eWLBABjx5+FSWrAGopfRABy4qE2mKwdAqvmhfbrup2+2zCOLp+tTaDHgzROs/M/AoAENGfMvPHnM8R0Z8C+JjyhQFg5m8R0bqo5xEEwNtAmDiSDeau3F9TvI5vMHc1W7EKBKtIHdFgVdMWp5SfVaCunGUnqufsqINfrvKt15SN5+1niKWwLxvSsNnCYOFVY+B8TqdioWs+ct0/X4XvvHzWV8UiLqJexXa+baffmVO8deMaHDx5uumkEzryk53NrJgv/h4kncJpT3X5zH7R9TCOrn1dt6Y/IMEQACD2iTYR0d8x8wccvxcBHGfm98YygKbz/FVmfp/fsaOjozwzE0uXWSFnxCGJYxItLnvk6wF6+aUkGC5ZWLFsibYRifuu3yoSFhoceHwE4KEdm5VRBGeusvszmJtfUEbH7ZxwIRhEdISZR1O4TqI2Owhis/sfXVHgqpZ2v6rYzXb8dj4+i4RSn2NFl14RVZ86LlvqNQ5Vf4Mw5x/UYIjObmsjz0R0L4BPAigR0Y9xsdxoHsAjiYxSPY67ANwFAGvXrk3rskKKqJQnxp84ht17T6A6Z9Y0BTCTdHu9WtM6kkB6jjPQLASZvf+Grsd1wvphozSMZtTCubWoek/dUSaVQZaIQ37Ji80WBgtdGpxX7vDr1Vrb1vjZbNOUsiR56kgFo1euNm4+ZYpuFy+Ms7rcKrTHYqeKRFHbcCIqR914pW08COBBInqQme9NcUzucTyCluEfHR3tgXtUwQ9VhNNtgOqL3Da+Jltc9jlr9YZn9NhuEz3zyhnldqIJVgFYWIRWrcMUXbMVXTFjFOxiPzsCodtmdSLpF71FXmy2MFiEyad1N7PykmNbjMkWDlmFjjSKIOjUJaIWzXmtASYypqrjAWD5kujRZsEbE6m6rxPRv3I/yMzfSmA8Qp+jMgwmqIyXU9fS6TDrTK1VIMzNL0QW5a8vAg/v2OxbpOGFqpkAkGynLWfVdRCNaTHAPYfYbCE1gnRAtdm6cU3737aNGfnMN5TR6iFN++qgLF1SBINC29dKtYYtkwc6Aglh5m5D6HwfbILKmCapqy/oMXGexx3/Xg7gg2h2roqcqENEjwH4WQDvJKIfALifmf8o6nmF/BLFOXTe5budcL/YBLX+E4cMEdCMlIQ1nATgjuuaKUhuY5y0/M/rLekmlbG95/FjAJLrViUR7NRIzGYLgvu7rNN+9+LgydNdj91/81VK3fy4GqlUa3Xced1a7HvujVDrgLPjoB1wMCm0plZkp+SKfDPU6SAmcqXOz0C39g26lFzS+DrPzHyz83ciugLAb8VxcWa+PY7zCPkgjvbOXji3uII64YzwOcMqqrU66o1FXwUMGzsybuegAeror07CrkiEty1fot3aNMXWPlVhdxsE4nWgg25DCtFI0mYL/YvKKXbXSADddsvWfv/qsTeM7ZNqHRgbKeOTTz+XqALHFw+/qm9u4YOqO+HBk6fbrbW1gRQGXpq8CVsmD2DOdYwqQuzXnMa0SHHQpeSSxiTy7OYHAHyVMYTBQln09+Qx7HrmRLtzk+k2V8kqYGGRPWXc8nBXfW6+0Ra99zL3qqKNLZMHlNHfZUsKXZrRtpTcvufeCDQ+1bgazJ7jTWK7T7YVM0dstuCJyn675TV3Ts2iZBVQc+UN207krluuwm9MzcIkq9jpCNoOuzsymxRxXsEufBwbKWvVnuy56tasSqtDoG0L/XTyTQJHUtidPL7OMxH9Hi6utQUAmwEcS3JQQu+h+kLXG9yORATZ5gIIO376cq0yhFdr7bRpGESd7VbfzhQN3Q1EtVbHwzs2R94WtR1uVdtthrckX9w3JlG6JgrBEZstBMXEIWNA69zazrWJRS5ZRWzduKYrxzmM4xylCDAOnNFdP6fXy+47d+L8CrW97Ca1riNpccljEnl2inQuAHiMmQ8lNB6hRzFxhJzbXCopNvdxKv3LpNQokqI8XFJGdXTOq60tNr5tQ9t4qhxgFfY5hx0drnSvcgr+u4l7u89vG1KIHbHZQiDiuJE1scirhizc9P5LQzWiUpGl4+yO7vo5vV5Squ6dOK9CbZ09Ff39dPFM/2mJ6/9rZv5C6+dRMcKCClNHyN7m8pMf0hlzXYSEAKxYWjQaQ1CGrAKsIvkfqKBSreGex491jdnLqd299wTuffo4Kq1iENMbhYd2bMbDOzbjwsIizs7VfVNJfueXrkbJ6n7P5uYXMH20YnRNE8a3bei6jmwrJoPYbCEMad3Inq8vYt9zbySmKJQW5eGSUgpubKSMQxPX46XJm9oBkPUT+7Bl8gAA4MHt3Y1WbExvYMSe5gPPyDMzN4hoDREtZeb5tAYl9A46uTgdw0MWtkwe8D2O0cwLduZ5eVUWM/yrsgsEGGRZdPF/bn+/skWpKUGj5GGvs3vvCTB7twoHLsrk6TRWz87VjQv6VEWiQHf0xS6qEbWNZBGbLYTBpMGUk7CNS2r1Rk87zqbd+nRF0g9u34RyxJ040d/PBybtuf9vAB8A8AyAc/bjzPy5ZIfWjbR6zReqql/bgV41ZOGt8wsdShRWkQCGkTpF+zUFAigepQy7HXalWjM2/sMlCxcWFhMx+Fl2znp58qb2v3WFLn7bgLoW4u7POI72sP1Aiu25xWYLgXHfCK97RwnffvFMql1X88hwyeooejexY142VZcbLTYynwRuz+3g9dZPAcDbWo8N+vdJgDqFwpZjs4vknMb43IWFwFJrQRxtP5ztsO+bPm7UYZDIP5IbBrugz537V7KKWLakoHyf7JarUSm7Kt11RSx+24i6IlE3oqyROmKzhcCo8mynj1YC77qtWFrE3HwD0Ngr2xnthT/ILe9ejUf/3f8U+HVeRdISOe4PTJzn7zHzE84HiOi2hMYj5ASn47uyVYBWneu8+/YyEKrt/Cgd+eLAuS322LOvGb0mrqYqTopE7SjD6JWrlWkPXRHdmCLwdm6ciVao3zZikAYxoqyRKonabCK6EcDvAigC+K/MPBnXuYV8MTZSxp79pwLZwUVuNoGa+u5rXfaqgFYQIOZxJsXLP+q2W7p+Bs7HdWpQzrbkOmdZGkr1BibO870AnjB4TOgT3I6VMwrqbHChq/pdWbI6OkXZms8rS1bkJh9hsYqEcxcWsH5iHy4bLiWWLlFubXceevGM9phFZqOqajsqXCSzRiw2q4YsDC1dgterNQwPWWBG17ajSmfaiUkBSpC0E1HWSJXEbHarIPEPAPxrNPWjv0tEzzDz96KeW8gnQW98a/WGViFoEZ0BCZM6mSxxazDrcplnXjnTsYuomruJTZWGUr2D1nkmop8H8AsAykT0nx1PvR1N+SOhT/HT/LRbOd9+7RXKtIN6Y7Er4lBvMOqNxa4GIH6YdvBTYTt3dv61U3M6Kda9o4S/9XCcgebNhVPjdLhkYdctV3UYR/vfQYp4gOZNwv03X+VraL0WRFVTFxWmjnOSleASpblISjb7gwC+z8z/0LrmlwB8BIA4z31KmKCHqW3Is+Ns43RedQ2f/OREVywtwioWcPfUbFumVWVngzSUEtuXLV6R59fR1Au9BcARx+M/AbAzyUEJZiT15TFxLhvM7bas7mYmd2vSM87NN/Dwjs2eGs9OCNFynu1rVH1k2+LEK+IMNG8GfnJhoaO5SrVWx/gTzR4Wzu0/k8/BGblZNWQpHWfV30kcWqG6qnG7MDNpoy5Rmi7SsNllAM6cpx8AuDamcwsJE3TNmD5awbn5wY6VOZ1XXdDBbz2bm2+A0RmVVtkr04ZSYvuyR+s8M/MxAMeI6M+YOZu9dkFLkl8e0+14XTMTnfPsHJtXRHXVULOgJK5awTxFNy5ZvkSZP1hfZNw9NYvde090qZToMKnQ1v2d6IoVg0SIdVXj7ih6Ukjb705SstkqwfOOP1YiugvAXQCwdu3ahIYhBCXMmrFn/yllncWKpUUsamQxg+4u6lhaJNQb3PHHFXYnskAInP7mxHZeh4cspf32WzN1z7jtlWlDKbF92ePZJAUAxHHOJ15fnqgEyQe2jYrdfnr9xD7l6go0I5JA01B/YO1K7TnfOh+f45wnysMl38Kbs3N1IwOvE+l3o/s7sTs92p8JACy3fM1BB2Mj5bZuKQUYU1xI2281CdvsHwC4wvH75WhGvJ3Xf4SZR5l5dM2aNQkORQiCyZrhtOM6uTWgGUm1v/tA03kELtqAOJh3Oc5A+J3IRYb6ts+Qy1qdYt863x2Ft4qE26+9QtlwygSnvTJtgCK2L3tMCgaFHJLkl0e3Ha9ieMjC5t3f8M2JswqEXbdcBaBpoL/tkd6QYcfVRNm6cY1ny2xTHt6x2dhB9fs7ubBw8c0+O1fHzqlZzLxyBg+MmS2AXgWPSSNtvzPhuwDeQ0TrAVQA/DKA/zXbIQmAf0qGny1QRaZ1BX3DQ5bnd9/deCktysMlbN24RpmDXG9wKLlP23nds/+U0nlfsXQJHhjbhNErVytl/fyKIp32ylTGTmxf9gQLNQm5QfcliePLo7r7VWEVqaMQz02RqB2R3HPb1R2GIY+BZXcLbgKwpBAhXOFi33NvRJ53gYCdU7PYMnmgo4W2O2JkP+f1d6LT6X708KuxtudOCmlTmz7MvADgPwDYD+AFAI8z84lsRyXYjm+l1YXVTslwfo/91gydPVDx1vkFTxux65arEKPpNMIqEsa3bcDolau1u6dBHefhktXeTdPdfLzZWv/GRso4+ukb8PCOzR27cXdct1a7nqrslbPF96GJ65U3KGL7ssdLbWMvPG6YmPmWREYkGKHLN43jy2N/Wb3uossGTU8WmfGSo5OdjV90PK5mIG5sCTddVN2d28cAFmLMH4lDM9oejjNfEYA2l9Hr70Snu81AT+TOSbOBTtKy2cz8NQBfi+NcQjyY5MD6rRlBdi3ri+xpI+zHf+Px2dRS8OoNxu69J3A+hq1LQlOr2rkDZxrtddulgydPtwvrnd1tTVWNVIjtyx6vtI3fbv1/O4B3Afhi6/fbAbwcx8VFbD88Xl+eOFQ4dOL4zg6C6yf2eZ7DNiru8fhJH91x7VpMfee1WLsLWkXCTe+/1KirYB6wb1JsQ6sqSHHmK+oWTruYU/X3EKW7YF7IMm0khyRus4XsUdl3kzQ+P4dL5xzq8LMRYeU2oxAlQOEMDKnWTNOAlSr95akjldjrQcT2ZYuX2sZfAQAR/SYz/yvHU3uJ6FtRLyxi+9HRtVONS4XDzyB7GVtdJ7tKtdaVHuHmi4dfxSpXcw+/xiN+1BvcM44z0DTiTjUN3Y2K1wLmt7jZ0WfVLYrkzvUeSdtsIXt09l2nAqGKiurWAZ1zuNwqGJ1bxdhIGTOvnIml1iNpnIEhFabRXlHCGAxMCgbXENE/d4jirwcQRwm1iO1HRBWBiPOL67dNpTK2QKfesKqTXb3BKBA8t/POztW7ts7umz6OR599NZGUjjghNJUraortw5JVwPwCG0sB7t57wjNH3P4sdJ+T382UamGT3LmeJymbLWSMzr4vW1LokogL+j12O4d2d1LbFoe1EQdPns6942xjEk0P24CqV3bzBDNMnOedAP6SiP6h9fs6AP9bDNc2EtsXzVA1OqdItz0W5otrsk3VdBKbz6s65emuu8j+eqB28drolasxNlLG6JWrm+kcOfee77huLfY994bSeV5uFXG+br61eHaurt2KJDQ/91VDVpf+qf3czsdnu242nDdTdpW45M71FUnZbCFjvIrWHtqxOXADFNXxduqf0/bbSm/OtAYA2DJ5wPd6SXZ0jZs4dty8dmTXtXYQdQ2thN7B13lm5v9ORO8BsLH10ElmvhDDtX3F9lvXfwTAIwAwOjqab68pRXQRCJ1Yexij4JdX7XasnbJnzuvqOtl5dSO0cRav7XrmRKx50KbopIaWFglWsYBz8903D49qUkTOztUDSQF6YY/p7FwdVpEw3Mold45Xd5/hzoUUI94/JGizhZTQObZeu4FBvsd+O1I65Y3hkoVDE9crX3/31GzbntvOIeAv1ZYX4tpx0+3IOt+Ds3N1jD95saus0HuY6jxfg2b0YgmAq4kIzPwnEa/tK7Yv6PFqExp1+86JziDrnPddz5zoON4reu1XtGZjzzUL3VCgGUkG0JXeMN9gFAtq3WXdIkdo6j3HnX9dbzBWLFuCFcv0aiJOCkSYPlrJ1HAn1V5eAJCMzRZSwMuxjUtlyS+9T7e+VGv19vfWa9fw7Fwd9zxxDIuL3Y1O0qBAQLFAyu6IKlYsLeKzH+0s6Atrn9xBp4ImoFVveCuWCPnGV+eZiP4UzSrunwHw062f0Riu3RbbJ6KlaIrtPxPDefsCnW6vjS6SbOtSJt31zcu43jd9UULNrwudiab0SkcXvCz48t9VtHl7ug5dOgfWTkXxwn6fhgPO+/VqzTg9p8HcpQObJia6tEI4ErTZQgr4ObZx2HeTYnAdu/eeMLIzjRCOs1UkDAXsdKqiSIQdP31FuwOiH+fmG/iDg3/f/j2qfXJqNS96pBlKHnTvYhJ5HgXwXuZ4E02ZeYGIbLH9IoDPi9h+ExPFjPFtGzD+xLGuNIZz8832obqK4TjG5tfk5IuHX8VXj73RVsoY37bBqIJZ53C2Or9ilaaiPGnOzTdwbt5f1UKVyqLC671zVnubns/msuES5uYXjN+jLCvApSI9URKx2UI6+Dm2caRZmRSD61Lqzs7V2yliYRmyCli1YlmH7vGqIQtvnV/AXAw6zfVFxlePvYHZ+28w6oALAH//w3O4b/o4HhjblErhvf2c0JuY3OI9j6ZmaOww89eY+X9k5ncz82eTuEYv4vXFtRkbKeOS5d33PvZWUJzY0dR1E/uwc2rWKC2gWqtr79jdUXWg6ezrBOzOztWxZfIA3nvp20KNf8gqtLs+JYFXh66guLdflweIwmzduCawEklWkQ+pSE+UxGz2oOO3IxgHUbvHmozRr0Pd2EgZq4b0O1/1xqJRF1odc/XF9jrSYAahaefjrGmxU0zIWxm1g8eebWoY6OxQpVoL/PmPb9sAS9Fu0e6IKPQmJivzOwF8j4j2E9Ez9k/SAxtkTB2LqibCGKcD4ty+AsIVfjgdf6/tMK/FoVKthdZ5rtUX29toD+/YHMnouwnboUvFqiGrHdWw36cgkfaDJ0+3W8WaklXkI8n28oLY7CRIK9UoSutl3Rjvmz7eFbDwS/+46f2Xaq9zbr6BD6xdiWIQz9SDpLZI9uw/pV0nVdi5yTo7ZKsYBfn8x0bK2HPb1R1peKuGLOz5xatll62HMUnb2JX0IIROTNuAmh4XhTiiqcBFx1IXVd+990Ri+s3u92PZkkIsc7LP5bxOWBWNklVsV6cD4d53u7BFNYZVQxbO1xcTaecehiTbywtis5MgrVSjKK2Xd+89oRyjs0DZVsawtaGd2Gl5JnYsStOqqBDplYScVKq1wOpGWyYPYOvGNXjqSKXjvVSphph+/qJo1H+YSNX9VRoDES5i6lik4YDEFcW2HVjd+ZLKZbYjBVsmD0TuUqiiWqt3VMLrOvZ5odL8DPO+24us6m/Cdszzom4RxUEQvBGbnQymO4JxqMiEcbamj1YC2dELC4ttedFKtdaUTmNkIgcaBAJwx7VrjRSLikRa6TgddjvtW68p4+DJ0x152SqcNS9izwYHX+eZiH6CizdcSwFYAM4x89uTHNggY+pYpOGA+EVTrSJhSYHaDUFWLC1ifmGxwwA7Hfoo0dkw2KOoVGuhr2sVgIVF/dZird7A3VOzKBLhn71tKf7xJ/OBzj+0dImx1J0Op/wfoP+bEGPe/4jNTgaTnT6TYu+kiFrrYirrljUM4IGxTXj6yA98iwtth/fB7ZvaEXUT3elavYGDJ08bOd4mnVyF/oOCFmQT0RiADzLzJ5MZkp7R0VGemZlJ+7IDjUrxQdVpyumsbd24BgdPnlY6b0EVJPLAlnevxm2ja423M4NCAF6avKnjMdX7ZBUJK5YuwZu1ert1rlPRRGek8xgRUc2vZBUTkVXMC0R0hJlTl4wTmx0PJn+zOplKp4pOUqyf2JebZiRJNkZZNWRhaKmZnj0AWAXCntuu7liD7nn8mDaSbEPwD2LYn79ubUjjcxeSRWe3TZuktGHmaSKaiGdYQlSSdoz8IpmqO+6njlTw4PZN7dftnJrFnv2n2q+beeUMHnv2NV/j5WbF0iKsYiH1ZimHXjyD9WsuwaGJ641lj9yUrCKWWwXltqoqRz2uXYW8RkREqi49xGbHg8l3UudoJaUi47T/umYcaZOk42wVCW+dN5fjBJppKM7mXfb//YI4K0uW5+dWdnz+OzWyfqIe1L+YpG1sd/xaQFNDNPtv6IAzfbSCXc+c6HDkknKMvPLvvDoNXlhY7HDaxp84hk99+Xi7nXUQrAJh6RK185kGjz37GkavXN3W0Q6KfTOhiiafu7CA9RP7lCkWUT/HvDqpIlWXHGKzk8PrOzl9tKJ1HJNQkXHfGEd1nK0iRc55DlqcZ3pO+2blzLkL7RTBILgDHiZBnHPzC1ip0bN2R5TTKN4X8oVJ5Plmx78XALwM4COJjEYwwiv1oVZv4J7Hj2Hn1GwqW/RenQbd1BcZ9QCOs200V5YsnAvQ/CMJGtzUzw6TF1geLnV8BnakaLjVFMB+r6Lc/Oh2IPLqpMpikyhiszNA1zyK0K3fHtf14kx/2/OLV7fP6yySc/9fh+1QenVYDYq7aZSucUtQpo9W8NSRiud86g0GUXPXMA/F+0K+MFHb+LdpDEQwx89o2gYhjS36pAoAVyy9WAC3ZfJA6qkabopEoR1OW+3Dno8zP9J9QxAmKuyVmpFXJ1UWm+QQm50NOvvASMb+xnkDbKs1O+2TKrLtlZJh2zmVzFsY3PYgSkGku+GL6Y1Hda6Oh3ZszkXxvpAvTNI2LgfwewC2oPm9+RsAv87MP0h4bIKGIEYz6S36sPJsfpybb2D8iWPYvfdEqIhzySqgQBQqRUTF7dde0ZYtCoPqRiauqLBXakZenVRZbJJDbHY26G5Uk+xsGlfggoGudUJlV/zsvF3z8oG1K3H4H86GTiVRyXeazrVAgDPzxCpSh4Y+YG5jh1uNq0zskmg5DxYmHQb/G4BnAFwGoAxgb+sxISOCRg2T3KIfGylHdpwJzUizm/oih07VOL+wiLkIkQ+7cRZRs733o4dfxbkLC828wJC4W6zH0WVv+mjFs0hpbKSMW68ptzuBFYlw6zX5MPJ218eXJm/CoYnrczGmPkFsdgZE6QwY1/XcWEVStoZW4V4nwq4btXoD337xTKQcbJV8p2k3w7cvtzo6J6o6+Zna2BzUXwo5xSTneQ0zOw3vHxPR3UkNSPAnqOh73Fv07vzaYU1RxXDJwopl/pJCDMQWIW6fM6LRu2xlU3Lv0cOvtrVEq7U6CuiObATBKag/pyg+9Fps3e+7vT2qnUNLf9SZ29dgxlNHKhi9crU4q/2L2OwMSHs3RXU9lUyo+5hzFxaU9tq0g60JUX1O1XVNnfE3a3XM3n+D5zGma+ibGacLCvnFxHn+JyK6E8Bjrd9vB/Cj5IYk+OE0mn7GLUrkQ1WENvPKGTx6+NWO5iN2dMPdGGXXLc1ttzzpj5pSqdY65mmzCERaGVSC+jbDJav9nrlR5TWrxmdjFZudtXY9o27Xm7XahpAoYrMzwt66t22nW6YzqeuZHGczfbSC8SeOdTBvrYgAACAASURBVNhrq0DYunFNu9jPrzjQ7/moqKLMpkoeJsEi942HTuYv69oQIb+YOM+/CuD3ATyEptvw7dZjQobYRvPd935Na8TKESIfKmdt/MljSrWJeoPbwvXuiMt908dz5TgH0SCNe9x2q3CdQP+KZd1blTZB8w9XLG1+tXWFllmrbQiJIjY7JVQBBgChtNVTbWbk8k0XAUx957W2Q+3nGC8mnM+guv74tg2+ahtBgkVexZFBzyUMHp7OMxEVAdzKzLekNB4hIF5GLkpnI5Wz5iXTVp2r4+inO7fK7vh//haHXjwTegzFAqFhkB+x5d2rjYpTkoyWmJzbflZ3nJdDG9TZfbNW96xOl4hKfyI2Oz10KjfLlhQC7/Yk0cxI54yrJDcbi4wgiXMrSxberNUTC4wUiTB9tNIx97GRsqfzHCVYFDTlJo9dW4V08XSemblBRB9BM4IRG0R0G4BdAH4Kzbax/dG/NQN0TptpcUVQfWAdbmds+mglkuMMAEuLhJqB8/zyj2r4nV+62jOHzW6j6teWlSh4vrRttKO2HfdyaIPmH17W0sjWIRGV/iQpmw2I3XajU7nR2QCv72PczYzcgQunMx5114mg39EKez63yW0wY+fULJ6YeRUv/6jmW18TRxts0xSYvHZtFdLFRG3jEBH9PhH9z0T0Afsn4nWfB7AdwLcinmfguf3aKwI97sQ2ApVqDYyLRmD6aCVwZHLdO0rYMnkA6yf2YcvkAex65kSg16sw7ST1erXmq9u53Gr+qftGhwM6zvbW3thIGQ9u34ThkuX/Io/z6NBV8m9592r3Dmz7XLrPcFVLfknoW5Kw2YDY7Q6iBhhMzhXG0b1v+rgycGE742F2nexgTJC0t5JVxJ3XrfUM5HidjwEcevFMx/p0bn6hSz3EtnfTRysda9D0UX0xdRS8bnSEwcEk5/lftv7/GcdjDCD0bR4zvwAAZBgdFfQ8MNZs+2y3GS0S4fZrr2g/7oXOCOzeeyKwE/ntF890FBEGIUy018nKkuW7yJydq+Pep49rIxemFKh5vepcXdtO2x3N11W3F4mwyNxxHt1OgNe2otcWoiqPz615KvQdsdtsQOy2G91u0KohC+fri4HyZ+NsZvTYs69pn6tUa3h4x+Yuu2AVyTMt73d+6WqjAnWVTXv08Kva44OafV19DRAuzzwMee3aKqSLSYfBrWkMRAjPA2ObjJxlN7ovexht5Si5b1HTkInM0hpq9QYKFCx64ubty62u3G437u0/XTHKg9s3eR7nXgB024pejwPSiGTQyNpmE9FdAO4CgLVr12Y5lETRNSCyb06DfO/ibGbkp5Khswv3Pv2ccrdvuNTcqdrpU6xnFQh7blNrKsfZhVZVX7Nl8kBqqkJ57doqpItJh8HfUDz8JoAjzKz9NhHRnwN4l+KpTzHzV0wHOCiG2I8kChSSaq2dNmfn6sYOuImedMkqaFNGwuh+mjqxcec92tcWZ3mwCGuzW6+NbLeZ+REAjwDA6OhonsR2YsXvex3kexfnja5X8XKDuV2I575xX1DUl1gFwq5bmjcDQ0uLnvZz6ZIC9uw/hbunZttjKDv06KO267ZROalpRoNNbnSkoLD/MUnbGG397G39fhOA7wL4BBE9wcy/pXoRM38ojgEOiiH2IqkChTiK3Lxwbq/F8cHpIsZxF7Ast4pYvWJZrNEFEydWtgOFmAhls4H47PagEOfNqVs6zdaJDup83X7tFfiiR6qEau1QKXAAwCXLl7RTw/wCD+fmGzg337RVtvNut+u+9ZoyDp48jUq1FmnnTxeNTzMa7HejIwWFg4FJweA7AHyAme9h5nvQNMprAPwrAP8mwbFlQlpFB0FIokDBNs61eqNd0FFuVTP7MVyyfI+zty8PTVyPh3ZsDj3OFUuL7Tard1y3tqtoLooh1lGdq2N824auwhSrQImqVMTRrlsQMGA2u9/wKuQ24YGxTdjy7tXa51Vrh+4GvdpK4Yuy1tTqDRw8eRqHJq5Hebiktdd2gaGztbb7d3eqm03ardHHRso4NHE9Xpq8CYcmru+6EZGCwv7HJPK8FsC84/c6gCuZuUZEF8JclIg+CuD30DTo+4holpm3hTlXnOT1jjFoRNJvy8g9zwYzrAJhbr5Z2OblkNqdA/fsP6WN9rr1Nv2Mhrs7oZO5+QYe2rG5Y/zO4sgkdJvbzqq7LirhOqk48x6FgSZ2mw3k1273G3Gkb902uhYnXv+J1kZXqjVsmTxwUQJuyFLWuti2MOrul/16r/PoHGMT8lTfITuIg4GJ8/xnAA4TkZ3vdjOAx4hoBYDvhbkoM38ZwJfDvDZJksg5jYMgW1ImNwDKBiiL3DaejIsR3VVDFpibub5Og6QrHiF0N2fxMhp2S2qd+D23xmtvHT51pNJ2mBvMsUeerSLh3IUF5XjqDU78b8HZYGHVkIX7b1a36xYED2K32UB+7Xa/4ed8BQ2OqLC7naL1f6tAXYobzht3r/oYe43wSp1jAOsm9mmfLw+XItu5vNR3SEHhYOCbtsHMvwng3wGooll08glm/gwzn2PmO5IeYJrk9Y4xyJaUyZaRyXwYTYN29NM3YPb+G7q2p4KkGHgZjQsLzcK8soEGatAW1UEpULPTltcikNTfgr3gOa993lDnWhCcDJLN7ke8bKtJSoef5j3QbTfri4wVS5doUyRUaxDQTKu76f2XIop6Yb/trqWdQiJkg0nOM5j5CDP/LjM/3M9dpfKSc+rOuwaaW1omuV8mNwCm8/HrUGdqIHSGF7jo2I9v26DNiohr69CLklXE8iUF+DU0TOpvQfLkhDgZFJvdj+hs69aNa3DP48ciBUe8fNw3a3VtHq+uCdS5+Qa+ePjVUPKmQFMZxB5/HuqL4sB+r0zWa6F3MUnbGBjykHOqS7t4cPsmo/ajui2jAhHWT+zDZQGkg1aWrI68OJUMk0mOmf2YLjXj9WoNYyNlPDHzaldnLJOtw+GShQsLi77z0UEAbr2m7Fmh7h6LF2FkioLseogMkiD0F+7vtK1OYf9u22xdjYc7OKKyk341InZk20t6z6vWJSglq+hbX9Srti4vKSRCchAnUHCVFKOjozwzYx5ECfPFS+vLqrvOlskDSsNXHi4ZOc8m+W4lq9hhnFeWLJybX+jId7Na3UTcOXBR7qB1c7ONujt/mQDccd3adgMYr2YjQKcjv3Xjmo7F5403a55R5RU+GqbuIkgdpg1R3Jh+7mHPL2QPER1h5tGsx5EmQW32IGLyndbZBxunLOjwkIW3zi90FGE7HVUV9prgDqq4x7F+Yl/s6kZOhksWVizznofYOiFNdHa7byPPYZUz0rhj1I1t5pUzWgNpmrLgjggXFNEGp3SQc0xO53NufqFrKy5q8aROV9oen9soM5rKGqNXrvZtUe2cuxN7Xn7pGF6O83DJMrpxsccWpujUdNcjr0WtgiCEw+Q77WX/rSLhrfMX7fXZuTqsImG4ZKFaq7dTI3SR5yIRHty+yXcc00crIArWEdYvKOGmWqu3I9uqVBCxdUJe6FvnOc9Ohm5sXmkDQXJtnY7mek2Fs9sYu28aTF+nQhdVN3Hs3TSYjVpU68YRRxMYu8OWCWGLTk3TYPJa1CoIghlu+2gSMPFKxVixdElXKkW9wSDqjDirbK0zkqtTUHq9WsP00QrGnzzmG4Rwn/uzH92EmVfOdMiL3n7tFe2GKWEQWyfkgb51nvPsZAQdQ5S8az/ZHJ2jq3sdo7mFqEth8Iv4mzj2bsLe9JhUnQPNFJWFRVZ3L6RgGt9RZIpMbgxEBkkQeheVfdTJbTq/07qdqQe3b9I6vboiPrto0H2D7mVbdB0IdZRdQRM79c4mSmBDbJ2QB4zUNnqRvChnxDGGKDleXqoYXrJHXgoZXh2vgqhGBHkfwtz0GL+GgH+p6ch1x7VrA10zaZkikUEShN5FJ7fpVsFwf6e9FByCricM4KEdmzG+bQP27D/VVnXaunGN0ubPzS8YR4nLwyW8rFDrcGPPJyhi64S80LfOc56dDC/HVEWUNBMvo+uX2mK/ToXOIQ4S8Q/yPoS56TF9Tb3BePlHNdx53dp2q/IiEe50FCuakrRMkcggCULvorOPtq6+13da1xI66HoCALv3nugKnDx1pIJbryl3ydGdnasbNVc1WV+dMqx79p/qupabYqGZuy22TsgbfZu2kad2nW5UYzt77gLmFE0x/IyL6fWCakI70zl0VFrHOc8dJK1A9T6oZPQIwNaNa7Tj0KErUFTxerWGB8Y2BXaWVSRddCoySIKQL0xVmnT20VRNSYXbjgL+zaN0xXgHT57GimXdOdR+5zNRI1KlrFhFglWgDkUNJwU0a07E3gl5o6+l6nqJ6aMVjD9xrMOIWAXCjg9e0SG5FucNgE7+KIhusp2vZxtPAJGl1O6bPo5HD7/aYbDDShQ5FzWvv/Qoi5cgmCBSdf1JEPnINKQmvdpg+2FHmHW2csgqtIM8RM20NtOAg269sWX2dKkhadvmXtWWFpJBZ7f7Nm2j1xgbKWPPbVd3bN3t+OAVeOpIxbMVaxR0qS1EMC7ksI2sszAwalrBwZOnu4x32G57zq1OXQoKAblI5xEEofcIUueRh7SrklXU7mheNlzSprutGrLAjgQOZuCpIxXj9Ui3i1mda3Y21KWGpFnkb9L+XBCAPk7b6EXc2/FbJg8kKrenS23RVW/7YY/Nr1jEj6SUUlRpHHYjFoksCIIQBtP0N5VsZxKsGrK0Sht+O4RezzF3B1WCrEd+KX1e3XHd6YFJkWeJWyFfiPMckjS2dtKQ21MZ8j37T4Vq7xrX2JKSY8tzHrwgCL2Jzl4ND1ldOb47p2Zx99SsccfSMNx/81UYf/JYZ8fYImHPL16ttPU6W2gaVKlUa57ypTZ+jaC8mmiZNDiLgzxL3Ar5QpznEITtXhgUL6OcJDojp2rf6iasg+u8GVlZsmAVqas1eBypFVJsJwiDSRIBj+mjFZy7sND1uC5Sq0pzA+K9oTcNEnjZwiBBFfd8vM7pNa6xkTJmXjmjbBaWVvRXdPQFU8R5DkFaWzvj2zZ0RRAA4K3zC4G2sYIuGl5GbvTK1W0j6hb3D+vgum9GqrU6rAJh1ZCF6ly9a8xS0CEIQhCSCHjoGn2sGrJw/81X+aa/1eoN7N57Aufri7EHYpIIEvipF5msgX7jOnjytPa5NKK/ftFxQbDJxHkmoj0AbgYwD+BFAP+WmatZjCUMaW3tjI2UseuZE92tVxfZ2FEPu2jojJzz8bicWNXNSH2R8eNad0Qnrai/IAj9QxIBD10H06GlS9o6+n7NRXSScXnMsXUGVUxaiofB6/VpRH8ltU8wJavI8zcB3MvMC0T0nwDcC+A/ZjSWwKS5tfNmrdu4AuZGKskoeZDohpejrZuLnV/tdJCTmI9EsgWhv0ki4OF3ziA683GOy48o9s62+TrZuahroG5tTVMRSVL7BBMykapj5m8wsx1WPAzg8izGEZY0uxdGbTOehwIIlfzPzqlZ3DfddIhN5mI7yHHPR6SJBKH/iWpHw5zTr0trmHNHJS57l9QaqDqvKCIJeSQPOs+/CuDruieJ6C4imiGimdOn9flQaZKmVmdUIxV10XC2U90yeSCUU6mKFjOARw+/2mwOY9he1o6UqAi72ATRaBUEoTdJwtkzOaetM//y5E3G540yLj97HZe9S2oNVJ33oR2bY+n8KghxkljaBhH9OYB3KZ76FDN/pXXMpwAsAHhUdx5mfgTAI0CzW1UCQw1FWls7UXOwohRAxJVfrIsKM9DWhQYuzrGgkcSz5x5nQUceIvOCICRLErmsQc9Z1qQkuI8JOy4Tex2nvUtqDZS0CaEXSMx5ZuYPeT1PRB8H8GEAP8e91CM8A6IYkyiLRlz5xbo8NuCi0XYXIuoc5LgXQZEmEoTBIAmnLMg5x7dtwPgTx1BfVC93BERqQ21ir8XeCUI8ZKW2cSOaBYL/CzPPZTGGQSLsohFXlMIW2FctGSqjbaIHGtciKNJEgiCkwdhIGbv3ntB2/4vqwJrYa7F3ghAPWalt/D6AZQC+SUQAcJiZP5HRWHJJHhQg4opS2OL3jx5+1VgXulfSYgRhUOh1idE8UNU4zkB0NQkTey32ThDiIRPnmZn/RRbX7RXyomUcZ5TigbFN7QYreTPakmMnCEb0tMRoHtA5uKuGrMg2yNRei70ThOhIh8EcklYHQz/ijlKI0RaE3oWZv+H49TCAX8xqLL3K1o1rlDtw9998VeRzpxFVzsOOqCDkAXGec0ieFCDE4RUEQcGvApjKehC9xPTRCp46Uumq/SBlNUg4TOx1WAc4LzuigpAH8qDzLLhIQtBfEATBDyL6cyJ6XvHzEccxnhKjedTmzwO6dt5z9cXUGjNFaZIimviCcBFxnnNImh0MBUEQbJj5Q8z8PsWPrc1vS4zeoZMYZeZHmHmUmUfXrFmT5vBzjdfOYVpOaBQHOE87ooKQNeI855A0OxgKgiCY4JAYvUUkRoPjt3OYhhMaxQGWHVFBuIjkPOcUyTUWBCFniMRoBFRqGE7ScEJ1ah8FIqyf2OeZAy0a0YJwEXGehUhI9bUgDAYiMRoN2y7ueuYEqrVOvee0nFCdA99oZeDoigBtO1+rN1AkQoM5UitxQeh1JG1DCE2U4hNBEIRBY2ykjNn7b8DDOzZnkpbnTgksNncQOnDnQDvtPNB0tG1nXxxnYVCRyLMQmrzoUQuCIPQSWablOa+9fmKf8hhnDrTYeUHoRiLPQmik+loQBKF3MSkCFDsvCN2I8yyERqqvBUEQehcTWVSx84LQjTjPQmhEj1oQBKF3MZFFFTsvCN1IzrMQGtvAitqGIAhCtoRVPvLLvxY7LwjdiPMsREL0qAVBELLFVsSwC/t0knNhETsvCJ2I8ywIgiDkAtGND4coYghCumTiPBPRbwL4CIBFAD8E8G+Y+fUsxiIIgiBkT9LR035GFDEEIV2yKhjcw8zvZ+bNAL4K4NMZjUMQBEHIAV7RU8EbUcQQhHTJxHlm5h87fl0BgLMYhyAIgpAPJHoaHlHEEIR0ySznmYg+C+BXALwJYGtW4xAEQRCy57LhUrsFtPtxwRtRxBCEdEnMeSaiPwfwLsVTn2LmrzDzpwB8iojuBfAfANyvOc9dAO4CgLVr1yY1XEEQBCFDxrdt6Mh5BiR6GgRRxBCE9EjMeWbmDxke+mcA9kHjPDPzIwAeAYDR0VFJ7xAEQehDej16KkohgjA4ZKW28R5m/vvWr7cAOJnFOARBhyyEgpA+YaOnWX9fRSlEEAaLrHKeJ4loA5pSda8A+ERG4xCELmQhFITeIQ/fV9FZFoTBIiu1jVuZ+X0tubqbmbmSxTgEQYVIZglC75CH76sohQjCYJGVzrMg5BZZCAWhd8jD91V0lgVhsBDnWRBcyEIoCL1DHr6vorMsCIOFOM+C4EIWQkHoHfLwfR0bKePB7ZtQHi6BAJSHS3hw+ybJdxaEPiWzJimCkFd6XTJLEAaJvHxfRWdZEAYHcZ4FQYEshILQO8j3VRCENJG0DUEQBEEQBEEwRJxnQRAEQRAEQTBEnGdBEARBEARBMEScZ0EQBEEQBEEwRJxnQRAEQRAEQTCEmDnrMRhDRKcBvJL1OBS8E8A/ZT2IhOn3Ofb7/ID+n2Pe53clM6/JehBpkmObDeT/7yUqMr/ep9/n2AvzU9rtnnKe8woRzTDzaNbjSJJ+n2O/zw/o/zn2+/yEeOn3vxeZX+/T73Ps5flJ2oYgCIIgCIIgGCLOsyAIgiAIgiAYIs5zPDyS9QBSoN/n2O/zA/p/jv0+PyFe+v3vRebX+/T7HHt2fpLzLAiCIAiCIAiGSORZEARBEARBEAwR5zkCRLSHiE4S0XNE9GUiGnY8dy8RfZ+IThHRtizHGRYiuo2IThDRIhGNup7r+fnZENGNrXl8n4gmsh5PVIjo80T0QyJ63vHYaiL6JhH9fev/q7IcYxSI6AoiOkhEL7T+Pn+99XjfzFFIhn632cBg2O1+s9mA2O1em6M4z9H4JoD3MfP7Afy/AO4FACJ6L4BfBnAVgBsB/CERFTMbZXieB7AdwLecD/bR/NAa9x8A+HkA7wVwe2t+vcwfo/m5OJkA8BfM/B4Af9H6vVdZAHAPM/8UgOsA/PvWZ9ZPcxSSod9tNtDndrtPbTYgdrun5ijOcwSY+RvMvND69TCAy1v//giALzHzBWZ+CcD3AXwwizFGgZlfYOZTiqf6Yn4tPgjg+8z8D8w8D+BLaM6vZ2HmbwE443r4IwC+0Pr3FwCMpTqoGGHmN5j571r//gmAFwCU0UdzFJKh3202MBB2u+9sNiB2u3VYz8xRnOf4+FUAX2/9uwzgNcdzP2g91i/00/z6aS5e/A/M/AbQNGIA/lnG44kFIloHYATAs+jTOQqJMUg2G+ifOfbLPEzoS5vWD3Z7SdYDyDtE9OcA3qV46lPM/JXWMZ9Cc0viUftliuNzKWtiMj/VyxSP5XJ+BvTTXAYKIroEwFMA7mbmHxOpPkph0Oh3mw0MvN3ul3kMJP1it8V59oGZP+T1PBF9HMCHAfwcX9T9+wGAKxyHXQ7g9WRGGA2/+WnomfkZ0E9z8eIfiehSZn6DiC4F8MOsBxQFIrLQNMCPMvPTrYf7ao5COPrdZgMDb7f7ZR4m9JVN6ye7LWkbESCiGwH8RwC3MPOc46lnAPwyES0jovUA3gPgO1mMMSH6aX7fBfAeIlpPREvRLKh5JuMxJcEzAD7e+vfHAeiiU7mHmqGKPwLwAjN/zvFU38xRSIYBttlA/8xxUGw20Ec2rd/stjRJiQARfR/AMgA/aj10mJk/0XruU2jm1C2guT3xdfVZ8gsRfRTA7wFYA6AKYJaZt7We6/n52RDRLwB4GEARwOeZ+bMZDykSRPQYgJ8F8E4A/wjgfgDTAB4HsBbAqwBuY2Z3cUpPQEQ/A+CvARwHsNh6+JNo5s/1xRyFZOh3mw0Mht3uN5sNiN1Gj81RnGdBEARBEARBMETSNgRBEARBEATBEHGeBUEQBEEQBMEQcZ4FQRAEQRAEwRBxngVBEARBEATBEHGeBUEQBEEQBMEQcZ6FvoWIGkQ0S0TPE9ETRDTUevwtxbEbiOgvW8e/QESPaM7534moSkRfTXr8giAIg4TYbKFXEOdZ6GdqzLyZmd8HYB7AJzyO/c8AHmod/1No6qSq2APgYzGPUxAEQRCbLfQI4jwLg8JfA/gXHs9fimbbVwAAMx9XHcTMfwHgJ/EOTRAEQXAhNlvILeI8C30PES0B8PNodjbS8RCAA0T0dSLaSUTD6YxOEARBcCI2W8g74jwL/UyJiGYBzKDZ9vOPdAcy838D8FMAnkCzRephIlqWxiAFQRAEAGKzhR5hSdYDEIQEqTHzZtODmfl1AJ8H8Hkieh7A+wAcSWpwgiAIQgdis4WeQCLPggCAiG4kIqv173cBeAeASrajEgRBEFSIzRayRCLPwiAyREQ/cPz+OQCXA/hdIjrfemycmf8/9wuJ6K8BbARwSescv8bM+xMfsSAIwuAiNlvIFcTMWY9BEARBEARBEHoCSdsQBEEQBEEQBEPEeRYEQRAEQRAEQ8R5FgRBEARBEARDxHkWBEEQBEEQBEPEeRYEQRAEQRAEQ8R5FgRBEARBEARDxHkWBEEQBEEQBEPEeRYEQRAEQRAEQ3qqw+A73/lOXrduXdbDEARBCMyRI0f+iZnXZD2ONBGbLQhCL6Oz2z3lPK9btw4zMzNZD0MQBCEwRPRK1mNIG7HZgiD0Mjq7nXnaBhEViegoEX0167EIgiAIgiAIgheZO88Afh3AC1kPQhAEQRAEQRD8yNR5JqLLAdwE4L9mOQ5BEARBEARBMCHryPPDAP4PAIu6A4joLiKaIaKZ06dPpzcyQRAEQRAEQXCRWcEgEX0YwA+Z+QgR/azuOGZ+BMAjADA6OsopDU8QPJk+WsGe/afwerWGy4ZLGN+2AWMj5ayHJQjCgCI2SRDSI0u1jS0AbiGiXwCwHMDbieiLzHxnhmMSBF+mj1Zw79PHUas3AACVag33Pn0cAGSxEgQhdcQmCUK6ZJa2wcz3MvPlzLwOwC8DOCCOs9AL7Nl/qr1I2dTqDezZfyqjEQmCMMiITcon00cr2DJ5AOsn9mHL5AFMH61kPSQhJnpK51kQ8sDr1VqgxwVBEJJEbFKTPKWuyG5Af5N1wSAAgJn/kpk/nPU4BMGEy4ZLgR4XBEEIg2nkUmzSRWe1Uq2BcdFZzSraK7sB/U0unGdB6CXGt21AySp2PFayihjftiGjEQmC0G8EcQbFJuXPWZXdgP5GnGdBCMjYSBkPbt+E8nAJBKA8XMKD2zfJVpwgCLERxBm0bdJwyWo/ttwarOU9L86qvVugkwYbpN2AfkZyngUhBGMjZXGWBUFIjDDO4IWFiy0Tzs7VByrH9rLhEiqK9yZNZ9Wd5+xm0HYD+pnBujUVBEEQhB4gaB5z3tIW0iYPqSuqz8BGdij7C3GeBUEQBCFnBHUG85K2kBV5SKfTvdcE4NDE9eI49xGStiEIgiAIOcN2tEyl1/KQtpA1WafTyWcwOIjzLAiCIAg5JIgzOL5tQ1e+bV5zbPOkxxwnvfQZCNEQ51kQBEEQepygkeqs6KXmIUGd/F75DIToiPMsCIIgCH1A1mkLJngVNuZp7GGd/F74DIToSMGgIAiCIAip0CuFjYOuXiJ4I5FnQRAEQRBSyUXulaK6XnHyhWyQyLMgCIIgDDhB2oFHIQ96zCYE1dkWBgtxngVBEARhwEkrTSEPeswm9IqTL2SDpG0IgiAIwoCTZppCmKK6tOXtRDlD8EKc5wGiX7U1BUEQhGjkORc5K3k7Uc4QdEjaxoCQVj6bIAj9CxFdQUQHiegFIjpBRL+e9ZiEeMhzmkLcKSXTRyvYMnkA6yf2YcvkAVkHhcBk5jwT0XIi+g4RHWsZ4d1ZjWUQgSvA3gAAIABJREFUENkdQRBiYAHAPcz8UwCuA/Dviei9GY9JiIE85yLHmVIigSQhDrJM27gA4HpmfouILAB/Q0RfZ+bDGY6pbxHZHUEQosLMbwB4o/XvnxDRCwDKAL6X6cCEWMhrmkKcKSW90qRFyDeZRZ65yVutX63WD2c1nn5HZHcEQYgTIloHYATAs9mOROh34kwpkUCSEAeZ5jwTUZGIZgH8EMA3mbnLCBPRXUQ0Q0Qzp0+fTn+QfUKe89kEQegtiOgSAE8BuJuZf+x6Tmy2ECu6lBIAgXOXJZAkxAExZx/sJaJhAF8G8L8z8/O640ZHR3lmZia9gfUZorYhCNlBREeYeTTrcUSllWb3VQD7mflzXseKzRZ0RF2P3AocQDMg5JenHfZ1cY49b/TbfOJEZ7dzIVXHzFUi+ksANwLQOs9CNPKazyYIQm9ARATgjwC84Oc4C72JqSMVxeGKQ3oubO5yWP1me76Vag2EizmmacnmJUVWMoC9TmbOMxGtAVBvOc4lAB8C8J+yGo8gCILgyxYAHwNwvJVyBwCfZOavZTgmwUGSTm1cDmQQx1c3H12Osqqw0E3QQJL7fXHv1zvH3mtRXCmgDEeWkedLAXyBiIpo5l4/zsxfzXA8gpApvWZ0hcGDmf8GAGU9DkFN1Ciin6SpnwO5e+8Jo+uYFu15zUenwEGt18VpO1Xvi5vXq7WejOJKAWU4slTbeI6ZR5j5/cz8Pmb+TFZjEYSsEe1RQRCiEkTPX9UoxMuRMnEgz87VYy3a85rP+LYNyrs4br0uTkwcycuGS9rx3j01m9tmLFJAGQ7pMCgIOUCa2AiCEJWgEV33zfrwkKV8/WXDJeNIpInNMlV/8prP2EhZq20bd9TUz5G0x+513bwGRESJKxziPAtCDpCtM0EQohI1ossMrSNlGok0sVljI2Xcek0ZRWrGjotEuPWa7jxkv/mUA0RNo7TkVjmYdtTb2YnR7z3KY0Akz50l80wu1DYEYdCJs4OWIAiDyfi2DUoZNtOI7pu1Oh7asVlbe+E+t4rLhku+9RvTRyt46kgFjZZUboMZTx2pYPTK1R3H+c3HdL5x5CIvW1Jov37VkIX7b76q67Wq8bjJY0BElLiCI86zIOQA00VAEARBh6kMm9fNus6Rcp97eMjCW+cXUF+8mDxRsorYunGNr6NqqvDgNx/T+UZRlFDpQp+vLyqPdY5Hp/ohAZH+IBdNUkwRwX0ha5JUxBC1jf6mX5qkBEFsdnSSsAtxNArRjc3LcSy3jtk5NavMVyYAL03eFHA2/qyb2Kd83OR6WyYPKOdTHi7h0MT12tfF9R4L2ZLrJimC0AskLUMkW2eCMHh4Occ6mzPzyhkcPHk6tEMdtlGI6jzudAwvnWV7/CtLFqq1etfzSURlp49WOjSpg14vbD1KXO+xkE/EeRYEQ0RMXhCEOPG7IdfZnEcPvxq5w13cN+v2XPyo1RtYbhVQsoqppKnt2X9KG+U2uV6UepQkAiKyQ5kPRG1DEAwRRQxBGDyiqDT44SdRqbMtug53WWKiA21Tnat3KDwMlywstwrYmYAestd7qHM6nZ/5uQsLsIqditJZ1aNIP4D8IM6zIMBsgRQxeUEYLJJ2VvxuyIPYlqxv4oNc3y5MPDRxPR7asRkXFhZxdq6eyHusew91Mnfuz7xaqwPcVNjIWspN+gHkB3GehYHHdIEUMXlBGCySdlb8bsi99IVNzhU2ah7kdfaxOukB93jdNjPp9zio3VaNp77IGFq6BC9N3oRDE9crHeckdyhsktr9TGPs/YY4z8LAY2q8RUxeEAaLpFO1/Bw7lc2547q1Rs5g2Kh5kNc5j1VRsoq447q1HeO/9ZpmLrftqOleG9d7HNRuh/nMk96h8LtBibL7Kakg4ZCCQSFW0ipmiPM6QYylKGIIwuCQdPMiE0UGlc0ZvXJ1YtrGQV7nledcVoxLVSAZRQnDFC+77V5LwiiBJFlMrpK8cxJ191MK4cMhzrPQQRSnNIyUW5jrxS0Zl1Z3v7DvrVRXC0I2pNG8KMwNuYkzGDaiGySYoDuWAKUGsspR49bxTgea0LTrWyYPJGrvVGuJVSRYBepq/uL1mSe5QxH0BiUoUggfDknbENpE2ebbMnkAd0/NBspdC3u9uHPk0shlTmMLVRCEeOm1VC2/NArAPygQpDA6aBG1l/KFXcDndKSTtnfK/OYG45LlSwJ95kkWk/vdoET9W0yjEL4fc6rFeRbahHFKTYy17ssf1gn2ulMO8yVNY4EMO1eprhaEbLFVIbyKxfKCn1ycSVAgSDAhaODBS/ni0MT1KA+XjGX44nDIdGtJda5u9JnbY7DTT5zEFYBJ2rlNOnjUrwGgzNI2iOgKAH8C4F0AFgE8wsy/m9V4hHDbNybankGjEH7bRbo0i5UlK3Q6R9K5zGHnKltqgiCY4mUXTLf4g3TGUx27deMa7Nl/CjunZtu/290QV5YsWEVCvaFOiTC1d3Gl7kVJ2XOPwZl+Ekc6hU3SqUNJd0Ls15zqLHOeFwDcw8x/R0RvA3CEiL7JzN/LcEwDTRhD4ufE6arAdV2f/K4H6I0JEXL7JQ1rpNPKxxYEoffR2Qs7smtKkGCC81iVU/vFw6+2j63W6rAKhFVDFqpz9S5HzdTexeWQRXFMdfnbQd9rP9Jo851k8KhfA0CZOc/M/AaAN1r//gkRvQCgDECc54wIY0h0xg4wq7Z2Y2K4dMZk59Ss8vg8fEnDGuk0CpYEQeh9po9WcO7CQtfjadqLXc+c8N2JtDWTj376hq7nTO2dzqZXqjXcN328Hen2czSjOKZhncIwBeC9rPLUrwGgXKhtENE6ACMAnlU8dxeAuwBg7dq1qY5r0AhjSHTGTpczbFI5DABbJg94jkFlTHQV5ll8SVUG8sHtm0IZTSDZqIMgCL2NLiixasjC/TdflYq9mD5aUUq8qdA5mKb2zito44x0m6Rz6BxTPyc3jFNomm7STwpL/RoAImbd5nlKAyC6BMBfAfgsMz/tdezo6CjPzMykM7AU6fUvinv8zhw393zWT+xTpmsQgJcmb1IuAl7OuJP7po93GE6bO69biwfGNkWZYiCizEHoX4joCDOPZj2ONOlXm501bpt77sKC0nGNO4XAa63yangS97j8djCjXs/Ehoex87r3yDm+flw/etnH0dntTCPPRGQBeArAo36Oc78St2ZxFvjlvDnn43e3HiWX7eDJ04EeT4q8FUj0suESBKETlY3VEWfKmp9tN70WAdi6cU2ksdj2625Nqp6boO+Dzobf8/ix9vXD7AqapHrkbf2Ig15OO9GRpdoGAfgjAC8w8+eyGkfW9NoXxc8R85uP3xZOlOKCvBQmxDGOuBzefrg5EwThIiYKRzZxpqzt3tudz+y07V6pFE4YwFNHKhi9cjXGRsqYPlrB7r0ncHauGTkfLlnYdYt/qsnYSNnYeR4esoyOs9HZ6gYzxp84ht17TygLHv0wSfXIyzomeJNl5HkLgI8BOE5E9jfgk8z8tQzHlDq99EUxccT85uN3tx6luCAvhQlRxxGnw9trN2eC0E8ksetjujbErdVrO7dubFtnF22bJII6tZvHnzzWIV1XrdUx/sTFCK99fdX7OKxppe0maHaq141AfZHb74WXbVaN2ST/N8j6IbuK2ZFZkxRm/htmJmZ+PzNvbv0MlOMMpNPdJy5MGnaYzMer6UAUwfY0OgWaEHUcYRujqJoG9NLNmZB/iOjzRPRDIno+67HknaSaQ+hs7Kohq6PR063XlLFn/6lYurp52R5Cc65jI2Xccd3armYhOl6v1rBn/6kOx9mmvsjta6rex/Enj2Hz7m8YFyi+aXicTZC0EpVt1n32AHwbcpmuH/3afKRXyIXaxiATtBI1yztNE0csbGWtc14rSxaWW4XA22J5UaYIMg7V5xnG4dVFq1dqIjN5vDkTeoI/BvD7aDa4EjxIatdHZ2Odqhpxp2t52R4G2nN6YGwTRq9cbVTMWCAyytfWtdA2dZyB4PYuaJ2M+/3x+uz9ulSarh+yq5gtRs4zEa0GwMx8NuHxDBxBHa0s81dNtpPCOLDueVVrdZSsIh7asTnwvPJSmGAyjjgdXp0hXW4VULKKfScTJGQDM3+rJS0q+JDUro+JjQ3jWHkFZvzymZ1zcts+nQpSwyeXwrZ3ceySBbV3Qa/pts1hAyBxFx8KyaF1noloLYDfAvBzAKrNh+jtAA4AmGDml1MZ4QBg6vBFudOMI2JtGlUO6sDGfQedZnQ+iEyfmzgdXp3BrM7V8dCOzbG9H5Jj15sQ0XFmTkWvUbT5myRZg+FnY4M6Vn6BGZXtd+I1pzBqR1aB2vbOtBBRx3DJMrZRft1vCcASV3txQvP92jJ5oG0Pg372YQJjeanxGVS8Is9TAB4GcAczNwCAiIoAbgPwJQDXJT88wUmUjkZeX0xTh8g0qpzFHbR9zUq1BgLaxi+p6Ly7Qty+VhCB/jgdXi9DGlc0PuudD8EbItquewrAu9IaBzM/AuARoKnznNZ180aWzSF09qBA1M5PdqK7kd/1zIm2HRoeskBgzNUXO44Le2Ovw6224ee4e1Gyith1y1Xa593pgufmF5Q52EDTob9k+RKcnaujSIQGs3atCfrZhwkg9WvzkV7By3l+JzNPOR9oOdFfIqLfTHZYgoqgBtHGrwAtiEPk54hlcQftvqbb9Ln1OU3O5+W4BhHo97p2nA5vGoZUcuxyzxSAR9H9FQCA5SmPZeDJsgZD53A2mJX2WHsjX6u3U8jOzjXT6e68bq3x7hpgHjlWNTKxbXGt3mg7rKuGLLx1fgH1Re/7srLP2FTpgjqGW461HSxxO842zrxmoPuzB9Tdc8MEkPJS4zOoeDnPR4joDwF8AcBrrceuAPBxAEeTHpjQTVCDaKP7AlaqNdzz+LGu3LMwDpEz8uvG73xbN65R5sSZVjyb6J76vUc2Js5/EJ1Vr2vH6fCmYUglxy73PAfgt5m5SwmDiD6UwXgGnrhrMILuEprad1MHt1Zv4ODJ04G69ZlEjr3UJOzXNZjbhZEAlDuN9rluvaaMgydPY+fULPbsP2VccKeCAKxYtqTLuda57s4UDuf7pFpb7p6axa5nTmB4yFJKAfoFkPJS4zOIeEnV/QqA4wB2A9gP4BsAdgF4Hk19ZiFlxkbKeHD7JhSpWwzIS8rM6wuoK9oImjJhS+bo8Dpf1M6ApvlwJnJvJjJxYZxF1bXHRsq49Zpy+/MsEuHWa8IbQy8JwDjoJVnFAeVuAD/WPPfROC5ARI8B+FsAG4joB0T0a3GcV/AnqDTZ2EgZi4b2XSWPpiOo/bPXLac8253XrfWUawP8d7oOTVyPlydvwkM7NndJ9D11pOL7PpnOY7lVCDxn1TV1znq1Vsdb5xdgFTvXdUnByDfayDMzzwP4L60fISeMjZSxU9NVyf0F1+UBm7CyZCm3l1SY3MF7OVhRI5r2dp4Jfuc0GUvYAhb7HLrPpcHc0Xkrb0iOXb5h5r/2eG4mpmvcHsd5hE5MIsph0qZMU+LGRsqYeeUMHnv2NTSYUSTCcquAc/Pddv2y4ZLneHXPBbVppuuC+9xbJg8YvU/m0fZFrNJEhr1f13lNr7WnvsgYLllYsWxJpJ1DKehOD9F57iH8KoGdBlGVB2zqQFsFwrn5i9qcYQvfbPwcrKg5z6aOs8k5TcYStoDFXnScHbV0OXN5NHiSYycI8WNaJ+KVfucMdDgVf1aWLFgudQhdisRTRyptW9pgxvzCovK1Wzeu6RrvzqlZ3D0125WPHKWoOOy6YOp0B7HjzOhSQDIhSNDlzVods/ffEOj8TqSgO10y6zAoBMMvNcJtEFVRCgaUKR9oPW5ve12yfElXxXHYtBDdlpyTIB35VF30yprru2fqlBTSbXWajEW1DTlcsrTzc55j994T2mpum9erNeU880DSqSGC0K/ovtOmHUV1dta2a3aKwhcPv9r+vVqrA9zsPkho/n/ZkgJ2Ts36jqG+yFhoRUSd6RUHT55Wri1As6jQXchnz8U9//umj3vauLCdWnXvEwMd13HacT/erNU7UuxMcQddvFJjoqa/he1MK4SDOGjT9wwZHR3lmZlYdh97ji2TB7SOs6qqeP3EPm2UWaUh7HRwda8lAC9N3tT1uEp9wn1OP0y2m3TXsXPcVI8fPHlaW1SiG1+YrS+v99v5+ayb2Of3VmC4ZOHCwmKg91O26/IPER1h5tGsx5Emg2yznXjZyJ1Ts0b2VnUO091E2wYFHYPzGL/1wQ+/sapsXBi75t7dM7mO1/oKNG86ztcXA0WedfP55NPPdcn92TJ4QbvqOgm6bgtm6Oy2b9oGES0DcCuAdc7jmfkzcQ5Q8Ea3FUWAsvJZt0VkG1EvgxR0uyyO7XxdTpzTeBYUuc129feD2zdpr68yjF7pEWHy87ze7yCV6SWrCCIEym2U7TrBidjs/OEVFfSyt27n0Q4I2L+b1l68Xq1px3D31Kxn3Uit3sDuvSc87bAJfq9Q2bigttjW3/fa3VNdxyv1sGQVwdxtk4GLu5tBGmRx155oM03GzqkOa7/DNGYJ2+BLMMt5/gqANwEcAXAh2eEIOoJ+MbyKu/wMUpjCsDBGLmik2UsZxOv6cUqs6cZtKrc3rGm9DVy8sTEtCLXJm/6yRMEzR2x2zvCyQQ/t2Ky0t+veUeqICFeqNTx1pNIRzfSLmNpcNlzytHd+zvDZuXqHxnFSmDT88ipUNM1hdl9HJxVXILQj8yoYwMM7NhvbN11xvVuyOoz9DrJuqwIuQRp8CWbO8+XMfGPiIxE8CerQRokGJ10Ypvri2gUntgMJqDVKVYQtAiwQYf3EvkDbgboIr6nc3q5brsL4E8c68gKtAmHPbVd3vO9BbpTypL8sUfBcIDY7Z/g1RAIu2tuVJQvzCw0cevFM1/H/f3vvHyVXed55fp+qvpK6ZZsWtvYYGglkbyIlipBk2qCNdrwjxwHHAtwDthUCezLJHxzP2ckGxasdERMLEjZoo0kgO5k5ZziJZ88MmJFBdgcse0R8kCdzyAgjpVuWZYtMwPwqyFoZ1MSoW6i6+9k/qt7qW7feX/dX3bpVz+ccDurq6qq3ftzvfe7zPs/3iQZVpov2MGrUtUlXkhLH5cgXm5OHS1vi+O+r+mf12KaXwQB2H5y2Ztt1Qa7pNcTR5CSWgGo9rvO2z3vVy83rvYBP8PxXRLSJmU/lvhrBiPoCh0dCLx/q7PfMKuuXp/m6qZkRaAjinidOAuyX4bBdWYdPRtGucWDp8X0DPNu2pwmdrZJ6LNNnFPdCKa1bSZb0WhZ8QBHN7jFcx7TS26UAcdH0UG2Wl48995rxfi3IvAYdvq4Si8wYS2jbaXpenZOH0maXtiT1YgYaDYE61CnIdi7SWcSGa65b5zTEszlNot++523f90oGYJkxBs9EdAqNmGYIwK8R0UtobAESAGbmq7uzRCHMhZCozszV24K+IrN+cYJ21wHpcqMIo2ui041dDSqEVSMBZmbrxtppV4CXREh0AugSuLiZ/6z8l7O48OqlLPigIZrdu/ge076e+UrjfBIM9QXuGBntaj73qW92lYIA/oE4Aa16blOA7NKWJP77rrpzH6LZchA6Mtn1BcZ9T53Gvps2dmh1UCWA0bYbGdbvPMrgfF+vDMAyY8s835j3kxPRl5vP82Nm/rm8n6/suK68i8r6xQ3a0whVmLHQlmcYk+3SyLIhTH3peqwzOF641hR33UGVEg8QiZP5z6LMJqsLr17Kgg8guWu2kByfY9qlLwS0gts4zg8qwOzMcLc7d+zYsLptnSatRPO+ys1Ix+hwgBs3X9YavGKDgVazmmn9Lm1J6r9vqjv3QdkEtrmVGF7qudm6Vqt3bFiNb5x8s9ULs2okwL6bNuaaEEs6Ml1YwujzzMyvMPMrAO5X/w7fltHz/78ApDbPE5tJ/uRUrbCsX1x/yTijYE3YDmzX+2TzS7X5Kcddd32BcVfETzUv0vovZ+URmtSbVUhPlzRbyInJqZrGh6Gd27etTVSioJsoeOs1Y23PxwAOnai1aZXtovfgd1/Djg2rEVT0q744v4BHjr0aa/qr6flUQsCmLbrXpFg1Ehi9+FXdedi73+TnvGokaPlCh6334lR+h7V6zw3rcehEra2JPLy7nJd3s25Wgc/IdGEJn5rnjeEfiKgK4JosnpyZ/5KIrsrisXT0W9e/LfN599dOGTuG8876xQ3a1Wdw75Onjc4TNtQWn8kP1LbVuOfxk9h17Ro8euzVDsFj6Js/ouuO23iTd/lML5Vb5N1sKniRm2YL+WGbHgs0drLGr7wUQLxdMNPF69EzZ7UTTu8KNW/v2LC6w0NfUV/klo5SqFRhJKigvsgdXsYulFbYXKIAu7boXhMAjCwb8q47B8y+3Coj7OtyEkYXvCet484iIZZnX9MgYMw8E9HdRPQTAFcT0T8Q0U+aP/8YDSukrkBEdxLRcSI6fvas3tFAR3gin5q8dPfXTvXMpLYk2DKfc/UFMDfrp0KkKR0IY5t4Z8sWmJjYOoaVy+3XbqbJT2qLL7y28Gdty3TUF9kosIBblFTW4KFdW6z3i+KbLYg7WTCr73mSz9C0ZgAyhbAAekWzy0yRkz19ekGUhvhqui2D6Ho+ZY136zXm47eVeW2Or35o1xasWrnc2bcSPY8FFcLsxXnsPjiN5UOV1kRE2/rPvzuP+5463fZZ2XYdddlW02O77hs3eA0qhHtv3thxu08dtw4pgyseW9nGA8z8XgAHmPl9zPze5n/vZ+a7u7VAZn6YmceZeXz16tXuP2jSj6Mq1QFtQo1ibSOhk1D4JPKzv/Mt3HVwui1A231wGvdMNrKpSbfqbQIUtqxz/W2S+j9TYB4WJduJNElA6Bq7fc/kqY73ec8TJ40n8MmpGr7w1ZOFllv040VqWekVzS4r3foumzTAJyAK1y6PBMbTN4ClAVomrfJ5PjWEyoe5+gK+8NWTzoysCkRVYDo6HADUqAlWI8Uv1Bfx4K4tbeuPfj4zc/XW36jP6hJDaYYqyVPJjwebyY/omPIwtlK4OMHr2OhwmxVpGFdwLGVwvYtP2ca3iOhj0RuZ+S9zWE9m9GvXv2oM1AlUlaitYxdoZFrjNgxGt6x0228M4NFjr2L8yksTb9Xbth53bFiNe588bfzbS4YDbN//DN5oCmkcVJOGzh/1qvc3RMunUWOVoUzGxOhIYHxMANr1qC5tk6OIbXBMHJJ+hmJN15OUUrOLJq/vctQ28/zF+TYbM6UBPk1c4WDr92+5usMz3nRfHb4NdrWZOW+tc9U36wZ1bd//TEf5XrR8xKdJcq6+ADKcDcIlefdMnmor20tSVufz3gVVwoHP6INm2+NES0kAuy73W3lqWfAJnveE/r0CwLVoTK7ynzlcAP3c9W864EwHsimQ0h10gP9wkrAgJamf2rFhtbb2GICxzk4xM1dPVC9dATB7cd44WODZF99qvS+2E+nkVA3vXJj3fl7TiFefLLHupOU6keTpERqmXy9SS04pNbto8vgu62wzoygNiFrJhRvSgKWgKqzboyMBLtQXOnyhlWeySjDogir1b5tPPdDI2u68+jIcfP61WDaiUcIuEmF8ykd8nTBsddZq5093zol7keTT/7Jy2ZDz8XyCY5suy1Cq4nAGz8x8U/hnIloD4A+yeHIiegzAPwbwASJ6HcA+Zv6zLB47K+/bXsR0wMWZTKe7+t7z+EmA4o1fTXpimZyq4dCJmjFrHNcyyIfhoIL5RXZmUGyCWJuZw1UW+6bG81RbnqXhzyfu2G0btr/p5ve8ny9Sy0qemt3P5PFd9i0p01nJhRuqVeAJoO28dm62juGgiju2rW3Tm2ijn26Kq3qu46+8ZZ1SyAAee+413HbdmiU7OY2XsYkxRzbUp/lxrr6QeqLh5aPD1qbM2syc9WIjinr/1u09rH3Mmbm61wTbNI17svNXHD6Z5yivA8jEk5mZb8vicXT0e9d/WGQPHHkBuw9OY3QkQFAho9m6wnT1bdr+s+HbUKYL9PMIkAF0ZGzUzxfn2Ut835iZSyXUt14zhvsnOmvTTUG561l0XdqmE06VqKsWQ/18kdpHZKbZ/Yzru5xke9z3wjjaaxFdh7IvMwVLR8+cbWWugUYphG2Kazg7qbTK5se8wIxDJ2qtnhtXtloxNjrcti4dvuUjC8zOoStkCOqVP7YpgaFQmhong2sL/sP12D6PFRfZ+SsOZ/BMRP8KS8ddBcAWACfzXFRW9IMVi02woyJ7braOoEoYHQ7w9lzdOsUq+fX7Ej5bg6ZtJZ/AeVmVcDHGNqESavWeRbc+fYPhS4aDRCUhikMnam214Kb1+HLj5ss6bjOd6NMGznEDhH6/SC0jZdbsIrF9l+Nsj/vaZiqiF5u2bKItWAo/r0tjotnJ+yc24f6JTdj6u08bd+bm6gu498nTOH/Rv1zN9yJ6RVDxOie47mN6q3/+w5da+4VMzxV+j0za6BP86x5Lt7MQVzdN9rSjI/rGSSE7fDLPx0P/ngfwGDM/m9N6hBAuwdZO0ltgrFw+hOl91xsfM6vpfrqtwegJxXQi8MnsxgmcgSWhVhdNSbw4K0Csk4OOaG10+DNMctESDcaBdEGr6SSQtH6uHy5S+wzR7ISYvsu+2+PRcjidxlUAgIBFbuwURT3rk0zZizYj+xANuC8fHcYFx9/HTSq4dEGXZc+Dv371bUxO1WJPIazNzGHd3sPWRk9f/3/1uU5O1ToaPc/N1rHniZNtj+eD6RSaorpF8MQaPDfN9X+Rme/o0nqEEEkN1NUBb8pU26hWCAuO8g2V4dVtDUZPKKY1+mzBxWHlsmrsRpQoo8MBiPQNenFRz51FeYqphi1J0GoLkKV+rvyIZueDz/a4qRwOaATJi8wdQZgqh1AXx5NTNWO22jZERNeM7ELn/pMXpgv2PMv3wkSbMn3LTgC0bPG+E9JIAAAgAElEQVRMjxnWYVtgrkpzDhx5QVsiqXy842jt24aLGdPtQnZYjSKZeQHAaiJa1qX1CCGSGqgD7bVWysPSJlQE4I5ta/Fex+ASYElkbcH79v3P4J7JU6gYxpyGvT6z4J98xN9DU7FqJMBDu7bg5f078fL+nZjedz1mMgicw8+dVe2ZyyPaB5cvtNTPlR/R7HzwGVZhK4dbZMaP9u/EyuVDHY4V6viz2U+GLd50wztcGeGoCicNuOOwqlk6YPPP7qa2hJ/LNH47zWPazq/h0hzba047dt11u5Addpf1Bi8DeJaIfoeIfkv9l/O6BCQzUI+i/DJdJQwP7tqC+yc2eV2xKsN52wFam5nDI8deNZZm7NjgP/DGB52Rv+v9uaCxNcpKdNTry6r2TGWJkg5w8PGFFiHuG16GaHam+AyrsAU+rovpN2bmjMFXtAk4Orzj+CtvGZ93bHQYL+/fidu3rW0FjBUCAE7V1+EiqFLLHcS2o9VNbbl8dNiqg6pfKE5YHV6/7fNfEVRaA1lMg1yij+dD3CEqRU7Q7Dd8guc3AHyjed/3Nv97T56LEhq4DoxoFsKGalbTMTY63BJmn2BP+Tv7BO8mDn/vzVYwmAWqVCUsCOH3R4fOYznNawpz9MzZ2F7QJtJ4RCt8fKGzmmYlAl04otkZ4zPa2RT4KKcH230qREYtXGS2+vw+arCZU8+rbEFVwLjI6PCFzoIqUeu92fXRNThw5AWs23vYavuZld66UDpmu0A58JnNmN53PX60f6dXZjrqxGLaZSWgbRLi+Yvz2sArqFJsrfX5XipkGmy2+DQM/oCZHw/fQESfzWk9Qoi4Buqu7DKj08YtKgC+wV7NkinxIYu64ihJbIGi75f6G99BMSZUJimJ/V+UB27ZlNoj2scXOgvnDDHt7wlEs3PA1WOgq0cmALdvW9v6O1PDmk1rbNlIW6kIN9es603JmrDTT7Rp0kSVqPW+hJ0nfKg0Gy4VQZWwctkQZubqrWZ09f+wz7RJR6MXKC7tV48JAFvue9q4dp27Un2BsWokADNSu20A/r0vg9rTktcERp/g+W4Aj3vcJuRAnKYwn05iRuPA132R4gR7hHwbTMLPQxGhdBHOyPp0Vl+193CbGB448gIWmLUXGiuCilfgf3nzPc6CA0deMFoShbcAbSLh6wvt832zPc+gCnSPkatmE9EnAfwxgCqAP2Xm/Vk8btnxTXaE7wPYHXhcOz82DR5zlIqkYXQ4wMrlQ1rHHp/AGVgKUNV74tPEVyXCH35uM4BkF/m+g3DGDPcjNEocde5EurWagvCZ2Tp+tH+nc71ZMog9LXkmc4zBMxH9EoBPARgjov8n9Kv3oWF/JPQYPpY5NtP6OAdRt5xwGMlsd2ozc7Gyx+EJi6qhJ5yprxJhrr6AFYG70im8RZjFBUZtZg5BhbRZjPMX51vbbjaRyMoX2iVGgyjQvUI3NLvp5vGvAfwiGsNXnieiJ5n5B1k8fl5Zom7hc/EZvo9tWqnOxi7M5FTN6BsfLRXJMtERVAn33rxUz6x22dTPvnKtemeU64YPC8xt3w8VyJqIfp+uev9whw+2bl5B1IZVofyi1Wu1JWYWm1nvLKdWpjk+BnEabJ7JHFsk8AYafqEXAJwI/fckgBtSPauQG6qZ5KFdW2LXr9pq9lYuy78uLWvill3UF7mjE14F0OqxXFnncM1Z3Ho+W5VdfZG1J6X6AuO+p05bRQKIVxtnw/Q8dzmaYfpZoHuIbmj2tQD+lplfYuaLAP4jgE9n8cBSk9mOsrEzvX5XycZdB6ex9Xefxo4NqxPXFd+xbW3bhNNVIwEOfKaR+dV9VnGCdNU7A/hfXKsdT9P3I9xvseW+p/GFx0+23f/ZF9/qmD77kbWX4NCJWtv9Dp2o4SNrL+nQZOUX7bPmLPtI1GtLc3xkuZaykGcyx5h5ZuaTAE4S0VeYWUwDS4S6Og0PIxnzuEo1lX0wgPMX8/fi7FVMmZ2oCN++bW3bWG5f8/y0nJutG4P6qOe3btchTjbDJjq1mTkEVfIaES9kT5c0ewzAa6GfXwdwXfgORHQngDsBYO3atd4PPIglP6sM5VgK2+v3CQDOzdZx8PnXcO1Vq/Dsi2ZXDh1jo8OtyYNRTB7/cQnbrro0Updln6sv4Le/9j3tBFefGmoGcOylcx2Jlrn6Ao69dE77fOrzsK3Zt48kjvamPT4GcRpsntl2Z82zBM7lIrqtroaR+BwkWTXLdZugAswvdq+UBOhsvmSYJwH6TjtMs37b2G9bI2XcmjDXSU41w4ws66yHFLpDzpqt2yBp++ox88MAHgaA8fFx76/1IJb87LtpI/Y8cbJjxyuM6fX7lmPUFxjHXjoXa12uC96sPpOw7erug9NGDbPVD8/WFzHrUT9uwvS4NltPwJxsijb/mUp54mpvFsfHoE2DNZUrZpHM8bGqE0qEa/vexcTWMSyWKHAGgHrCwDkaBQQVQlD1c/msEhmzEjquen++ZQs+r1+3vrjfF59SlJnZepsP7SCJ9QDwOoA1oZ+vQKNcJDWD6DM+sXUMBz6z2TosyvT699yw3tuTOE4yxKekK4vPJGq7aluhcs/IA9Pjmm5Xr11XCvfQri2Y+tL1qd0vbM/re7uQXbmiDh+3DaEgkjQHZHF1mnWDSa8xElTw+7dcDWCppKJKjVKDlcuqqC/Ytx9tY8Wj7/PkVA33PXU6F2u+JETXF/f74lOKImLe1zwP4KeIaB2AGoBfBvArWTxwnlmiInHpuMoG6twbbK9/YuuY95hpW+Y2/Fy+gcWeG9Y7M+Y61A6ZrozQ1FynyGs3dNuHVuGvX327432/9ZqxjqbB6OeRJpMbV3v79fjIm7yy7Ta3jadgSWgx882Zr2YA8A2Ik1qsZFHj42N5121sAWtcZuuLuPtrp/DALZs6TgKu2m4l+qbgMfw++/qdxiHqbxqX6PfAZIFn+74kPdlnQZFuDL3uBNENzWbmeSL65wCOoGFV92VmPp32cYH+rMk06fjxV97C0TNnjXaPvq/fFXACDXeMXR9do3WPUEQtK11MbB2L5c1MgPP17LlhPfY8fjITb/w4fPflc9j10TXaz2P8yktz+z7GPVcnPT56XbfKii3z/C+b/78FwAcBPNL8+TY0xr+mZtD8QuMExEmbA7K4Op3YOobjr7yFRwyTq7qNCljj1GLbaoCBpfdy9uK8d/bkoYgtkm4gghrLHcfv1LXWMMyNdYTFcPbivFdmO/o9sA3Fqc3MYfv+Z6xC2+1gp8gBLCUZ/pK7ZgMAM38TwDezerww/VaTadLxsDZEv0txXr8r0UFN682jZ87i1mvGjJoeHhIS3S0bHQ5w782dAzzejjHU5MGmZu0+ON2aTht9vKQDU0yMNS3njp456+zTOHrmbKuZWgWbuw9Oe2la0uB0x4bV2s9DnUN0xP1+lES3SgmxIxghor9k5o+5bov9xA2/0L9ByC8UwG02v9Dx8XE+fvx4mqctFFPTmM572eb/aRpyoogezEpA4hzcPg1u3SC8lbhu7+FMs7hxgtbGWiq4UF9svYfHX3mrI0BW6/Vx2FAOHQeff807gNd9V1xm/ervop+7z2ecxAs6L+IcP7343ER0gpnHs16b5nly0ewklF2z0xJXs3xckaLogjdAPyDKtHOlvseTUzVtOUZQIRz47ObY+gE0dBOgWB7ztvOfDy83B5D4ls0RgB/t32ncTXONvE7in98NPStSM/sFk2771DyvJqIPMfNLzQdaB8B8aeRPyy+0+bjKLzQTs/1eJE6Nk61GTR0MpqvI8NVp0ivPtN3UjaYyxlx9MdXjhEUo61rsuI+nXkttZg53HZxGhfTWSeHpYSZU4Hz0zFnvwNm0g+BySTEJpc9n3EtWYUW6MZTMCSIvzRZiEldjXPpsynJG72saya0LnMO6cuDIC1o9qi9yhw74lPcFFcKKoNoRvNp0xTb8JczocKDNUKvmS5+kQuuxRhpe1qadgi989SSAzs/kvqdOJ7aP64amlEy3SoWP28ZuAN8hou8Q0XcAHAVwVwbPrfML7fi2EdGdRHSciI6fPXs2g6ctjjjdsr7lCS4njbgdvcpkPk2Gd3Q4wAO3bMIDzaa8pFSJsLs5fOOeyVM4/252gy3VBK4Rj4mBJkyleerEZkN5QvuKmKtLeGLrGP7wc5tjmeD71sH3itAW2W1esk73vDRbiInOncblGWHSZ98hGZNTNe+AXWm10hXbsR79nc7J4I5ta9t+PvDZzZgxZH1Nz+U7pfDemzdq9U5NC7zr4LR3n4w63ZrWtMCsHchiymj7aKZJOypEWLf3MLbvfyb1gKCS6VapcEYOzPyfAPwUgN9s/reemY9k8NxOv9Dm8z/MzOPMPL56dbmTJyabr9nQiGWFzbooShzBs90eFuc0EDUE0LcT3MQCc+sk8cixVzOpgwOWsr4TW8ewbCj7yYmqVMbG0TNnW/d1YfPpDk/UOnDkBdx6zZi3LY/vBMReEdoiJ2SVaTpXjpotxEQXYN6+ba3zuNNpsC3LqVAa7svMXB0HjrzQOv/YjnXd79RE2wd3bcHsxXk8cuxV1GbmMBxUcP7deew+OI2Kw/Itik/gOTocaN9b5ZAR9xz29lwdk1M141qBzvfalrTy0UyT/obPe2knbJZJt8qGr1XdNQCuat5/MxGBmf99yufOzS+0VzE1RJybrXds1blM48O4BM+3o1eXpU6CbeJdtwmXR0RrwNPW1elQwnTfU3YDApfRfhg1/jraaKMryTl0ouZdoxxt+LtkOMD5SANlLwltkW4MJXSCyEOzBU9cTWTKxcEU5FHzMcLHuk+WM4mGh0tFTBZ0QYWMOqCrk56tL2K2Weam20UNZ4ij75Gr1CWoEO69eSOAzgY6U7mKCwa8zrfh99o1bTVuw3VFU6qZtmyuhLpVGnwaBv8DgA8DmAagvpXMzP97qicmGkKjYfAX0PALfR7Ar9hsj/ql+cS3iN/H6szVnBCnoSFuc0vchjsTKsueV4NilQh/+LnNRnu1LB5/kblNmFyBeXRNviO8w59d1s0gk1O1tgu76KSsbtDPtkpdbBjMRbOT0C+a7Uv0GFKY/I0np2rGoC2sK+ffnTfuvIWP9zRN1eGmQR+3DYVv42D49ezYsLrDOk+9R6tGArxzYb7Nsk79TvUCmRors24qjxJ+r7NuuDatXTUzCsWQpmFwHMDPsivKjkmefqG9jm8pxf0Tmzp8JuM6Z8S58vRpbgmfBHQCGBeV2dydssTDhqpXA9Jl1ysAou2PSd0owmsKZ0+23Pe0tTwlnInIshlEd1FxIWWzZ9o1iK1SYnLRbMGO7cLcZktnKm9TWUiXJoczwiYN90l0KN2Ia4fmqzcLzC0XDF2GWK3v3GwdQZUwOhzg7bm6Ntg2aUPeA77CGWXfXUNd5liXJMhiRoPQPXyC5++j4Rn6ZtZPnqdfaC8T5yDJwvfU9zF0YhBUCSuXDbVEzLb96DPFKkzYmD/vKXy+Lhg23tfMwPhciJg6wXVrApYubnzePfUashRbW5e5ye/UlCVOmj1O6m0udJCbZgtmfC/Mo99pn0EnJgho8042+fw/cMum1hpNz8WAs9QgzD2Tp/DYc695Z3rD465dOlxfYKxcPoTpfdcD0Afb0fdxcqqmbSrPaodUoQL3RlP8Jqd2R99vU5LAZ6Kh0Dv4BM8fAPADIvougHfVjTJhMDm9OmYzSX2U+l2SUoiFpjG/bVhHlqjXlPRENTNX974QuffmjV7TspRwxnnvVHC8Y8Nqrc90ku+Rrcs8vE4A2vKX8OQ0nwxRnDX0ittHiRDNLoA439PwfdNMdI1mtKMBXVTDXaVrvsfrPZOnYg/RWmDGVXsPo0oUK0kQ/Xd0vZNTNa3nPrDkax0NoNNOrFWB+7N7P956n0xlHNH6dVOS4OiZs9bPLku6VR7X12V4HjXP/4vudmb+z7msyEI/1c/105cq6UCVKhFefOBTXRvIourk0tQ8vxyj9mxyquZ0HImbrQcaWe0bN1+mrRlUFnhx8f0MVM2f6f6m1+NTh93vhv5drHkWzS6AuDo2Ztit0TWOAY1a4JFlQ9b7jA4HrWytjXsmT+Erz71qtNsMrw9AR+lgt6bPVolw23VrrFMCgwp5jfSO1p1nMckwPHYcMDcdhntciq5tTjPYpRefJ28S1zwXIbj9iC5Y7oeAAEieGVTinzazGBXPoEJAcyytImr3lkQ4VzWN9F2EP2tbcEzw9/MOMzNX12ZZGEsWeHHxvahQn5UrU236u7hr6IUdmbIhml0McRySAPNYblPQEW7eXWdoSJ5pWq65xkkfOlGzBs5qfXueOAkwWvqqbENtBFXyHvzkYoEZjxx7Fds/fCl+/JMLxgEuPqjAWTVFZoGylLvr4DRGhwPjZx/ucSmytnlyqqYdppVHeVy/l+E5g2ci+gmWdjyWAQgAnGfm9+W5sH4ir0aorGtObY+ta1QE/A3tdajtrKSlFCrTGm6qvGQ4ABE09dPc9rriBs5BlbDvpo1tt/mMxbUFx8pCL8lrNz1q0gsRH9skYEng435mPicGsVXKBtHs7IijpRNbx7TlA0GF8J4VQ9qeDl0w4XMc2I4/V3ASp2k6SRB84DObM+9hOfbSObx3xVDqTHFtZg5bf/fpDjcPE6tGAuy8unOXT4dvj0tRSQIVh6RJcMSh38vwnGUbHX9ANAHgWmb+7XyWZKZsW4AuC7I029Gm7ISp6SDOVomPnVtQpbaMhO73qtHwEkvzXNJSClXLFt36zMqGLrxFGr1YeGNmDqMaO6XhoIoVQUV70ojW3Cn7J6CzXjyoNAJXz4RKx7qnvuTetnUFBa4ttzjvdRm36vKgW2UbmucVzU6A7jvuUxplOray3K53lYRVibDtQ6vw8n+f815HFowEFfzg936p7basyvKybvyLMjocYOXyIa0mhj/TNGtQn3VWZZtxHsf1OWRdHtcvZXhprOraYOZJItqbzbL6F5/gIs0VmGlLRLelFnerxCczYctI6Dw4Tb7Hb8zMeWc9FeFtQbVl9ltfnU4UbOoYDqrYefVlbSUQ0UY4UxbJ9L4x2ptUZubqrS3e0eEAK4IKZmaXHE2SWve9c2Hea9vWtRPiyn6Ff+8SZMkeF4todjJ0OsgAHj32KsavvNSagY5jBZpku97lULTAjGdffKv1c/gYz8vOrULA799ydcfte25Yn3rabJUIH7xkRa69MW/P1b3qxZP0qSjUZx3HRcu2wxxnR9sWb+SR+e73Mjyfso1bQj9W0PAQFf9QBz4BqK9o6g6euIG38qf0uUJNE9QToL2qNNkx6cTE1cmtC9yzCpxHggpuiWTvfer8XFSJjL6mM3N1DAdVPLhri3dQCgDDQQVzES/m+iIn2rY1bR+7nFZcGbUyZRj6BdHsbDDpIMNdGqHD5o6TJBO576aNsXbabGUDJlw7jIroQKXo6xkJKq2Jg0m47bo1GL/y0swHXIUxnY+jQWrSwDlJ4GgLkOPWFJsumsKWsVnS72V4Ppnnm0L/ngfwMoBP57KaPsInAJ29mDxLaCuFMKEOHJWtve+p09oJcmkyEyYB8r0KVc0sRcEgHP7em4kFenQ4wLvzix2v0/V4UdFzneCIzENMXN+9rGvRxNy/5xDNzgCbDsY9VpSuhcMuAnDrNZ1Wn2HbR9tArDgX2uF1R4MaXQkasBQQh+/rM6hLd84KKtTRSOhbhrGsSm2ZfvV6XX8fN0O8Y8Nq7e2mRJgqHfQh6Q6cLUCOq+M2D/C8Atos5lT0Kj5uG7/WjYX0Gz4B6LnZurNx0HTwrAgqqb0qTc/vk5nQZSRsV9a+V6FpJgBmga30wsVwUMW9N2/E8VfewmPPvYYFZlSJcOs1Y/jGyTedFzth0VPvi2m7k9mdzTeRdbDb79tzZUM0Oxts7hlxjxVTCcjRM2dx9MxZrcaHs9SmLXkVnHz47m96BYqmsgFX5jtOAKR7rfVF7qgp9g34Ly4sOVWEcb3aBeZY58ivnXi9Tbdvu24N7p/YZAxGFxm4Y9va1t/oSBuc2gLkuDre75ngblNx3YGIriCirxPRj4no/yOiQ0R0RTcWV2b23LAew0G17TbS3C88ZU6H6eCZma3jgVs2tU1tCmO63ef5J7aO4dZrxrTrBRrZ1QOf2YwDn92MsdFhEJbqdncfnMb2/c9orYAmto61xpC+MTOHA0de6LhfWTtxx0aHW1O8Dp2otcR0gRkHn38N/3DBvUsQFb2JrWMYMwihymTovmOmDIpC93dpgt2JrWN44JZNre+Cei9ElItBNDsbJraO4fZtazt0MMmxYguCbOUhYWznituuW+Ncgyu58ezej+NH+3e2Df4AGoH19v3PYN3ew1ptj/7eFBS/PVdvew6TtumYqy/gvqdO4+6vnfIOupUOqedxnRNn64ttuv3IsVdxz+Qp64XSoRM13Hbdmg49BRrnRJsOut5XwBwIX27Qf9d30/Y5C/HwKdv4dwC+AuCzzZ/vaN72i3ktqh/QXeUl2QK0XV2apvuZXDdMqOcPu4PotsQqBPzKde2d5nEaF3zul3Uzi2nrLs6Wmw9/9/YF3HVwWvt8PnZPJtFzZXUrkfMBoyHoroYmINsMRD9vz5UQ0eyMuH9iU5sVZtJjxZUljFN2YVongLbMqcltIw4uzdb93lROUSHCur2HW2vZc8N67HnipLcdXhzru7Cvf/Q1+2bpgcb7+Yef22zciU06GdD3nGnT/zg63k9D2XoFnwmD08y8xXVbNyiz7RGQzLrFZ0qP7sCIUwcXxy5Otw3l+7psWYlVIwGYG81zvrVwD+3aYn2dti07AjA6EmTqRZoUZVtn2ka9ZDhAfWER5y8utO6vmzAYpmx2QINAFycMimb3GDYdBzoTICYNzPq4dgVVLm23jaS2aXhQJez66Boc/O5r3kNOXKjnVAkMU52xyfnJxMtNazlTCV0Sq8E4sUDawLdfJv0VRRqrur8nojsAPNb8+TYA/z3LxQ0KSWpDdVeXOzasxoEjL2D3wWnjtEJfq7PhoIodG1Zrpw7p0HXz+jYu2DLs4SDWV0pNmXeg0VD3kbWX4K9efMtYs9grJSIrlw9ZM/TRWmnThMEwcdxVhL5DNLvH8MkSRjVe59efZR+BT/bTpe22kpOxpsaSZpevvsDG8eC6wHs4qGL5UMXaN/LzH74Uf/XiW63zmCmba+oV0aFKPSa2jlmn0oYz6j46G6fZL+2uXr9P+isKZ80zgF8H8DkAfwfgTQCfad4mxCRpbWi4TmnPDetx6EQNtaZZuxKIaL2UT0MLoRFghmt0fYge4La6rLhrCrNyWdVadw2YGwyZYQycAbRqr5MwHFSM60pC9P30aZp0fVoEOL8jQt8iml0yorWo909syr2PwBZUKUwaWSFqTYfVoTKoP9q/01geZ0s4P7RrS8drv3HzZcb7rxoJtHqvqxPX1QpHy98U4VpyU8k0A7F11vecmQX9PumvKKyZZyKqAriVmW/u0nr6nm5dRfqUYTAaY0/j+laGD/DJqRrOvzvfcR9dliTuJEFVphAlqBBu3HyZc2KS61UlmWwIAHP1RYwmsAo0ERXMtKKmy9yETyJS+9a/iGb3JnEHWqjb8zw2fYKqHRtWaz3uF7jhgGGaaJsmQ676eXROTDoIjWSJSe+jr9O0CxB1SVJuG4oZjxI/34yuzy50VnXKad2VpF5ajzV4ZuYFIvo0gAe7tB7Bge9VpPpy27aagPiG7+ED3DRFcSSoYHnTeUOZ8ofF0LdEREeVCNeuW+UsW3Bx4MgLrVKXsDDMXpz3qoMm8vNvdhFUCLMX59u2/XybJnVBsi2oVyfsOCdwH0Rce4c8NZuIPgvgXgA/g8a4bylm9iTPrfOkx59JZ1RWeWLrWNuU1Shz9QUc/t6bWD5Uab226LAUwKxJQQUYqlY7AsgdG1ZrS85sJSJvW85xuiBRF5xPbB2zjl331WXdOnWfka3JMMnFlok0VqJZrqPf8CnbeJaI/oSI/hERfUT9l+ZJieizRHSaiBaJKPcGmn4iznbPxNYxTO+7Hg/t2pLY0m50ODBuHZrKC+bqizg3W9duZU1sHcNiwsAZaAT7tnIMX0xC7NtAqKwCozZIK5d1WhYB+gNtJKgAhI73aseG1VrrozAE4PZta9s+m4d2bcH0vuuNFlC6KYcuq0QXSlylRKSnyFyzm3wfwC0A/jKDxxoo8to69zn+TJZouvIFYCmrPDlVc67v3Gy9LTDWDW669+aN+kCj6YEf1jCVyda9HluJiOl31HydWWB6v6Jc0iwpVJg+IwBG2zifkhpf0liJZrmOfsOnYfDnm///3dBtDCBNy68S4X+b4jEGkjRNhyZLO1vH89tzdUzvu177u7j+pFnY0cWdGmXi8tFh7VW1L5cMB8Zt1XsmT3Vs/+nsrnROIVHrI531kwqcTVkS03fElCVPcwKXZpSeJA/NBjP/EADI00NeWCKvKZyu488nc6jbCVSPEVerdcf+xNYx3PfU6Y7ERH2BcfTM2Q5HJtPrcZ37dI4lt29bm5kOTWwdw/FX3nLuekYPjyQamfXFVtISIKmXNuMzYXBH1k8qIpycpB69tr87/L03jRlXm7jHGRHuU0fnwlUmQWhsOfoE1yp4TVp2cV4zWj3OlK7JqZrV9zssdnG3ZU2ftcnWL80JvJviKuUhfuSh2XEgojsB3AkAa9euLXIpPUNeUzhdx58rcJvYOmZ0ZnpjZg4P7toSuy9EtyZTvXDUFcikibWZzrHiLseSrPQhrDsVIueuZ/S1JtHIvC624tIr6+hFnMEzEf2W5ua3AZxgZj8/tBSIEHeS9CrS9He2RgibuMe59gkfbLY6OhPKC9nm68yAd0mILhMSh/oCt2UO4tSGqfua0E0ajPt5m/4m6xN4t8RVau/8SaPZRPRtAB/U/OqLzPznPs/PzA8DeBho+Dz7/E2/k8dgIsB9/PkEbj6DuNFbUsMAABkXSURBVJTu+uz86Y59V2Cs/m/yhyaglayI22CZ5qI7qjtxRqCHf46rka6LrSy8n33+Pq+Lvn7Ap2xjvPnfU82fdwJ4HsDniehxZv4D3R9lIcKACHE3MB3cruDYp/sY6DzYfLKSyiNUd2DvPjhtHCAA+JVfZDEcJfw64mzN2TLeeQpTHifwbomrlIfEIpFmAwAzf6IL6xtI8nDPcB1/PoGb6zHiTunbsWG1dp17Hj/pHIhi+i0DiY71tBfdcXcngwphzw3r24LT0ZEAQYXaXnuS+Q5Kq9O+pjh/n9dFXz/gEzy/H8BHmPkdACCifQCeAPAxACcAaIVYRLgYdFeUgP3Lb7JsY4b1oDRN6BsJKli1crnx+Vx1dOEpS+r1hAfC3L5tbUfdma32LS/CJ6A4W3O2i4flQw2XknufPA2ixgVKloKV9Qm8W+IqtXexSKTZQvlwHX8+F7dJjuHbrltjLL179NireOTYq20T/kx1z3FIcqynveiO85xqdxRoPwedm60jqBJGhwO8Peev5yatTvua4v593paJZcUneF4L4GLo5zqAK5l5jojezWdZggtTkBy9ooyOFNVdZapGCJ0Y2g4q0w7WsqGqdYSszV85qBLOv9uwbhsdCfDOhfnWFbta+wO3bNI24IXX+Ftfnbaa8OsYHQ7wk3fnseDxh9EtNFOtdZwtTMLSNMFwLXmvlyh0Q1yl9i4WuWg2Ef0TAP8KwGoAh5sjv29It1QhLa5SBsAdGMc9hlWzsu6coVQwqlu+O5UmkhzraS+6TbpTJcIis3GkefTcVl9grFw+ZGy+j0Pa1ySJiGzwCZ6/AuAYEalSi5sAPEZEKwH8IMmTiginw7TtEvbbtKELiG11yKYssclb0+a5CbQLem1mDpXQ+Nb6ArcCR12WQq09au2je/zohYMNle3ect/T2ibI0eEAK5cPGbfQdIGzaWtOd/FgqvVTDHqJgtTexSJzzQYAZv46gK9nsD6hi6S5uNU5B6nA+f6JTU7nibBupXFZSnqsp73oNumOzeot7+A07WuSREQ2+Lht/B4RfRPA/4zGOf7zIXP825M8qYhwOkzbLmk6om0Hts4LOm62NYoSdNOgFRs+IhRnmzCc7TadCEyWfaaauCqRUWCTNOEAg50ZkNo7f/LQbKF82JrCfBrG7pk81ZZZXmBu/awCaJ+AuDYz19pJjNb+BhXCe1YMYWa2bjyf2LTU9VrTXnT76E70uU0uVFkFp2lfk67+XNVqC/74ZJ7BzCfQqJUTeoAsgijfjmCgs8N4cqqGPY/rpwTGzRAksYtTa3edAPbdtFEbmA8HFawIqpiZrbdKQ1yWeybhM30Wi8xOG7u448EHPTMgtXf+iGYPNramMKCzvE9XFvbYc69pH/ux515rBc++GsZw1/6u23tY+7dRLY3zWrO46Lbpju65gyoZGwSzsNvMJJEQzYeJa3BsvIJnobcwBbqrRgJcqC86hUwX4O65Yb3RxQIArtp7uNUQce+Tp7Vd0wS0MgS+IhH3QiAsQi7B9BGZ7fufcWanbRcEPltgactsXGsQBEEI45oM59MwZtoNC98e3UVzYav9TVpO4ONlnfVFtzq/6dZbX2CsGgkwsmzI2ZOUtJclzWs6cOQF1BfaP9uo9argRoLnEmLattl300avCUi3XtM+gMO3vGFmrm61G2LAaaUDtAezJscOHSp4n9g6Zp1EFRYAl8jYgncCnFf1PltoScpsRoeDXNw2BEHof5LU3UZ/Zyoni5bxhTXW1DPis4ak5Qimx6vNzGHd3YfBjI567Sy9n3XMzNYx9aX2CwTfc1beSMNgNkjwXEJsGdUDR15wTkBSzYGTUzXseeJkx1WoDZdPp1qXTiTuffI03p1fbN/iqhCCKnmtYeXyodZrTyIAOsE0ZTvCdnk2fLLbcUXJ97l7EZkCKAj5EOfYcmVxfTK8Jju6265bY1yjq1lc9zyKpOUItpJDFfuH67XHr7w0cQZ4cqqmHWeuW1OUXglapWEwGyR4LimmjKrPgRge3RoncHaxaiSwrkGXkagvMkY9x3z7TsXSocuGqzKVqNNF3BKJqOirrVF1e5wymzKXZ/iU0khwLQjxiTsYw5XF1bn9RIebqCxt1G1j/MpL20Zqh49hVwOhz5S8uHoQp3fkkaYHdRSfDLDNWSmMScN7JWgV56JsqBS9ACFbfA5E1+hWF6PDAYJq+9ZdUCXsu2mj9xrCvD1Xb00HtBGdijUcVNt+bxMAXTacQ/9Xr2ZsdLits3tyqobt+5/Bur2HsX3/M5icqnU8thLV2swcGEsnNnVf01r33bQRD9yyCWOjwyDNc5cNV52l630SBEGP69iKMrF1zKgtE1vHcOs1Y209Ygzg0Ilax7F4/8QmvPjAp/Dy/p148YFPtbK2cbROp61ZaoF6rWlxnQ99m9tXBPqwKu45Ky9s3w3BH8k89xmuq3Cf0a02ggq1pijFnWq1Iqho65vV3/uuG4i/xecSRkZnuYRvtsd0YvvCV0+2JiPees0Yjp45q11rN0SrGxlf17akjNgWhGQk2fK3ZXGPnjnbUd4XPhZNeuHTnAe4dTlrLVBrS+ojDbiTPr7JpnOzde15opfsNsW5KD0SPPcZ0QP0Ekvj2Z4b1seqeQ437IWfy7UGU7cxsBQUx1l3+Hl8BcCnMTEqjr4CbxJVtb1Xm5nDoRO1wq7u4275JsW1LdkrNX+CUDay3vK3HYs2vfA5hn10OY4W+F74x7X+DGPKAIefOw6mCwEJWvsHCZ77EN8DVN0n7LYxHFQwv8htAbVrolLcNZiEUBd077tpYyZi4zGDpONE5CvwPhn8IjOs3cr4umrpeqXmTxDKRtZ1qrZj0aYXWRzDcQZsxbnwj54/hoMK5uYXndofTQqZnjsukhTobyR4HnB0QW6eW/xxDed3H5zGXQenMZZyHa4ucN2EJd8ThW/GoygxzSPja/uOxC3nkUYVQdATPs5GRwIsH6poB4zExXYs7j44rf2bN2bmcPu2tR1WqHGOYVvTne5x4l74m84vk1M14xyDsIuT67njIEmB/kaCZ6GDtFtLSYNvW1Nf2lIDV3b4PSs6BdQ32IsGjWnGludB1hlfVzYobjmPbGMKQifR4+zcbB3DQRUP7tqS+phx2Z3q9OKS4QCHTtTaAlBC+9wAF6aA1DSCO6sL/4mtY7jLclGQxXOEkaRA/yPBs5ApaeprXWKVptTAlR2e0dRDxwn2wkGjbruvSDHNOuObpgxEav4EwY+8yq2iyY1oMG7SC6LOyYSMpbkBPpg03jSCO8sL/7GYjxWnoT6oEN6zYkiGWg0QEjwLsXFt2ScVfB+xSpoNUM9tMri3GffHFcFey7BmvR5p/BOEfMvbJqdqRi1MW27lSm6Y9MJWzuFL3GDY98Lf57MwPdaODau1vtWuhIuaD5C2pFAoJxI8C7FwiW+awMqndjhN6YMStyRZ2LgnyiRBd1G15nGRxj9h0MnTwUY9tonR5jCquI9pKsfQJTd0emH6+zjHfdxdsHAgX5uZQ5Wozd867Bnt+ix0FwU7NqzGoRM169/GcYASBgcJngeULOuSw+LrG1i5ste1mbnUk/90JMnCdsPqrVt2clkgjX/CoJOng42rUe2dC/OYnKp5P4+Pa0TS5Ebaaay+iQgARn2M81lELwq273/G6Vvda/or9AaFBM9EdADATQAuAngRwK8x80wRaxlE0rhauDLLPgLr23CWVyY2riB2w+qtTANEeq0sRRC6TZ6lS67HqC9yLF3wcY3wyR5nddwnCUht+pjms5ASNCEpRWWe/wLA3cw8T0T/N4C7AfyLgtYycKRxtXBlln0E1jdQjCOyeZY8JBHYuOspm4hLRkYYZPIsXUra+2HSHJeGxMkeF3Xc2/QxzWchJWhCUvRD2HOGmZ9m5vnmj8cAXFHEOgYVX1cLHXtuWI/hoNp2m2509rN7P44f7d+JZ/d+PDf7IYXKZNdm5sBYugCYnKolerwotm7spOuZnKph+/5nsG7vYWzf/wwuGdbXMYqIC0Lv4aODWT52FNMwEZ3m2DRkbHRYaxEX1aestDQpNg1O81nk+TkK/U0hwXOEXwfwLdMviehOIjpORMfPnvW3xBHM+ARkpkB2YusYHrhlE8ZGh0Ewi2+S508aKNoy2VkQV2Bd69Gd6M5fnEdQoba/CSqE2YvzPXMCEwShQRY66PPYQMPVIUzcYSIm/Xpo1xZtcsM3GdHNANumwWk+izw/R6G/ya1sg4i+DeCDml99kZn/vHmfLwKYB/Co6XGY+WEADwPA+Pi4x5BlwUVaV4u0W3dZN5zlXfIQt9bPtR7dia6+wFg1EmBk2VCrs/v8xfnW2PRebiAUhEEkzxKGuL0fNs2Jq18+ZXXdbnB2vYY0n4XP3+ZZFtgPDOL7k1vwzMyfsP2eiH4VwI0AfoHZNX1eyJJuuFr4Pn8WB1s36tbiiLNrPaYT3cxsHVNfuh5Aowt8JjJSvFcbCAVByA8f7fHpRfHVDZ9kRBENzkXVW5fJCakIBvX9KaRsg4g+iUaD4M3MPFvEGgYdVZf88v6deHDXlq5vW7nqouPQa3VrrvX4lK2UrYFQEITiyFIDRZ/aybsssOwM6vtTlNvGnwBYDuAviAgAjjHz5wtay8BTdueEXrNOc63Hp2xFusAFQfAlSw0UfWpnkC4UkjCo708hwTMz/49FPK/Qv/TaBYBrPSuCSuvkNDoc4N6bN7bdXwaRCL2G+PP3NllpoE8gPkj6NEgXCkkY1PdHJgwKQhfRTft6d36x4369lk0XBIg//8DgCsTz0iffxrNuNqgN0oVCEgb1/ZHgWRC6SJpRsoJQJMz8dOjHYwA+U9RahOLJWp98G8/yaFCzBeOSyLAzqO+PBM+C0EUGtT5M6Dt+HcBB3S+I6E4AdwLA2rVru7kmocT4JhaycPoIB8ujIwHeuTCP+mLDc0oXjEsiw84gvj+9MCRFEAaGrAfECEKWENG3iej7mv8+HbqP1Z+fmR9m5nFmHl+9enW3li6UHN/EQtoERHQIzLnZeitwVgyCW4SQDgmeBaGL9JqtniCEYeZPMPPPaf5Tg62UP//t4s8vZIlvYiFtAkKXudYhu4GCDQmeBaGLyDhYoayIP7+QFJ9R3r6JhbQJCN+gWHYDBRtS8ywIXUZXHzaI402F0iH+/EJsfBv8fBvP0jaomazVwoSDcdFmQQeVaedtfHycjx8/XvQyBCFTdPZ1w0FVMtJ9BhGdYObxotfRTUSzhe37n9EGq2Ojw3h278e7vh6d3gZVwsplQ3h7rt4WIIs2CybdlsyzIBRMFt3jgiAIvUivOQzFyVyLNgsmJHgWhILptZOLIAhCVvTiBDpfazXRZsGENAwKQsGIfZ0gCP1KmR2GRJsFExI8C0LBlPnkIgiCYKPMDkOizYIJKdsQhIIZ1PGmgiAMBmWdQCfaLJiQ4FkQeoCynlwEQRD6GZc2i5XdYCLBsyAIgiAIQkx8Pax7GQn+kyE1z4IgCIIgCDGxWdmVARX812bmwFgK/nUTIIV2Cgmeiej3iOh7RDRNRE8T0eVFrEMQBEEQBCEJZbeyK3vwXyRFZZ4PMPPVzLwFwDcAfKmgdQiCIAiCIMSm7FZ2ZQ/+i6SQ4JmZ/yH040oA5ZkRLgiCIAjCwFN2K7uyB/9FUljNMxH9X0T0GoDbYck8E9GdRHSciI6fPXu2ewsUBEEQBEEwUGYPa6D8wX+REHM+SV8i+jaAD2p+9UVm/vPQ/e4GsIKZ97kec3x8nI8fP57hKgVBELoDEZ1g5vGi19FNRLP7H3FrKDfy+dkx6XZuVnXM/AnPu34FwGEAzuBZEARBEITeoB+s2gYdmTGQjEJ8nonop5j5vzV/vBnAmSLWIQg25IpcEIRuUybdsbk19OqaBSELihqSsp+I1gNYBPAKgM8XtA5B0CIZFUEQuk3ZdEfcGoRBpSi3jVuZ+eeadnU3MbM4cgs9hfhfCoLQbcqmO+LWIAwqMmFQEDRIRkUQhG5TNt0RtwZhUJHgWRA0SEZFEIRuUzbdKbtVmyAkpaiaZ0HoafbcsL6t9hCQjIogCPlSRt0RtwZhEJHgWRA0qJNBWbreBUEoP6I7glAOJHgWBAOSUREEoduI7ghC7yM1z4IgCIIgCILgiQTPgiAIgiAIguCJBM+CIAiCIAiC4IkEz4IgCIIgCILgCTFz0WvwhojOojHO28UHAPx9zsvJkjKtV9aaH2Vab5nWCvTGeq9k5tUFr6GriGb3BGVaK1Cu9ZZprUC51tsra9XqdqmCZ1+I6Dgzjxe9Dl/KtF5Za36Uab1lWitQvvUOGmX7fMq03jKtFSjXesu0VqBc6+31tUrZhiAIgiAIgiB4IsGzIAiCIAiCIHjSr8Hzw0UvICZlWq+sNT/KtN4yrRUo33oHjbJ9PmVab5nWCpRrvWVaK1Cu9fb0Wvuy5lkQBEEQBEEQ8qBfM8+CIAiCIAiCkDkSPAuCIAiCIAiCJ30dPBPRbxDRC0R0moj+oOj1uCCi/4OImIg+UPRabBDRASI6Q0TfI6KvE9Fo0WuKQkSfbH72f0tEe4tejwkiWkNER4noh83v6W8WvSYfiKhKRFNE9I2i12KDiEaJ6Inm9/WHRPQ/Fb0mwUzZNBsoh26LZmdLGXW7LJoNlEO3+zZ4JqIdAD4N4Gpm3gjgXxa8JCtEtAbALwJ4tei1ePAXAH6Oma8G8DcA7i54PW0QURXAvwbwSwB+FsBtRPSzxa7KyDyALzDzzwDYBuB/6+G1hvlNAD8sehEe/DGA/8TMGwBsRjnWPJCUTbOBUum2aHa2lFG3y6LZQAl0u2+DZwD/DMB+Zn4XAJj5xwWvx8WDAP5PAD3fwcnMTzPzfPPHYwCuKHI9Gq4F8LfM/BIzXwTwH9E4KfcczPwmM/91898/QUMkxopdlR0iugLATgB/WvRabBDR+wB8DMCfAQAzX2TmmWJXJVgom2YDJdFt0exsKZtul0WzgfLodj8Hzz8N4B8R0XNE9J+J6KNFL8gEEd0MoMbMJ4teSwJ+HcC3il5EhDEAr4V+fh09LGwKIroKwFYAzxW7EicPoREwLBa9EAcfAnAWwL9rblf+KRGtLHpRgpHSaDZQat0Wzc6Qkuh2WTQbKIluDxW9gDQQ0bcBfFDzqy+i8dpWobGl8lEAXyWiD3FB3nyOtf42gOu7uyI7tvUy85837/NFNLavHu3m2jwgzW09nRkiovcAOATgLmb+h6LXY4KIbgTwY2Y+QUT/uOj1OBgC8BEAv8HMzxHRHwPYC+B3il3W4FImzQbKpdui2d2nDLpdMs0GSqLbpQ6emfkTpt8R0T8D8LWm8H6XiBYBfACNK5quY1orEW0CsA7ASSICGttpf01E1zLz33VxiW3Y3lsAIKJfBXAjgF8o8uRm4HUAa0I/XwHgjYLW4oSIAjQE+FFm/lrR63GwHcDNRPQpACsAvI+IHmHmOwpel47XAbzOzCoj9AQaIiwURJk0GyiXbotmd5cS6XaZNBsoiW73c9nGJICPAwAR/TSAZQD+vtAVaWDmU8z8PzDzVcx8FRpfnI8UGTi7IKJPAvgXAG5m5tmi16PheQA/RUTriGgZgF8G8GTBa9JCjTPvnwH4ITP/UdHrccHMdzPzFc3v6i8DeKZXRbh5DL1GROubN/0CgB8UuCTBTik0GyifbotmZ0uZdLtMmg2UR7dLnXl28GUAXyai7wO4COBXe/Bqu6z8CYDlAP6imXU5xsyfL3ZJSzDzPBH9cwBHAFQBfJmZTxe8LBPbAfyvAE4R0XTztt9m5m8WuKZ+4jcAPNo8Ib8E4NcKXo9gRjQ7P0Szs0V0O196XrdlPLcgCIIgCIIgeNLPZRuCIAiCIAiCkCkSPAuCIAiCIAiCJxI8C4IgCIIgCIInEjwLgiAIgiAIgicSPAuCIAiCIAiCJxI8C30LES0Q0TQRfZ+IHieikebt72juu56IvtO8/w+J6GHNfbYQ0X8lotNE9D0i2tWN1yEIgjAIiGYLZUGs6oS+hYjeYeb3NP/9KIATzPxH4dtD9z0C4N+ExthuYuZTkfv8NABm5v9GRJcDOAHgZ5h5pisvSBAEoY8RzRbKQj8PSRGEMP8FwNWW31+GxpQwAI0JYtE7MPPfhP79BhH9GMBqACLEgiAI2SKaLfQsUrYh9D1ENATglwB0iGuIBwE8Q0TfIqLdRDTqeMxr0Rgf/GJ2KxUEQRBEs4VeR8o2hL6FiBawJL7/BcAXmPmibguwef/LAXwSwKcBrAewmZnf1dzvMgDfQWN88LG81i8IgjBIiGYLZUGCZ6FvsQiu9vbIfb6PhtCeiNz+PjRE+AFmfjzL9QqCIAwyotlCWZCyDUEAQESfJKKg+e8PAng/gFrkPssAfB3AvxcRFgRBKA7RbKFIpGFQGERGiOj10M9/BOAKAH9MRBeat+1h5r+L/N3nAHwMwPuJ6J82b/unzDyd62oFQRAGG9FsoaeQsg1BEARBEARB8ETKNgRBEARBEATBEwmeBUEQBEEQBMETCZ4FQRAEQRAEwRMJngVBEARBEATBEwmeBUEQBEEQBMETCZ4FQRAEQRAEwRMJngVBEARBEATBk/8fiywiFtwfgGUAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 864x864 with 6 Axes>"
       ]
@@ -749,7 +750,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 864x1296 with 5 Axes>"
       ]
@@ -868,8 +869,7 @@
     {
      "data": {
       "text/plain": [
-       "PLSCanonical(algorithm='nipals', copy=True, max_iter=500, n_components=3,\n",
-       "             scale=False, tol=1e-06)"
+       "PLSCanonical(n_components=3, scale=False)"
       ]
      },
      "execution_count": 21,
@@ -1032,7 +1032,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.PathCollection at 0x1073231d0>"
+       "<matplotlib.collections.PathCollection at 0x7f60143c4910>"
       ]
      },
      "execution_count": 24,
@@ -1041,7 +1041,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1084,7 +1084,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.PathCollection at 0xa1ad52b00>"
+       "<matplotlib.collections.PathCollection at 0x7f6014262d50>"
       ]
      },
      "execution_count": 25,
@@ -1093,7 +1093,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD4CAYAAAAJmJb0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO2df5Ac5Xnnv8/OtsSsfGZEvEnQSkJKCksxwWjDBiulursIO5YTbNiAHeGChEp8RyVl5wLn21iKc0bkcLG+vQv2XVJXx9m+c8rEFr+8Fsg5YUfkro4EbMkrGcugCza/NCJBObQ41g7S7O5zf8z0qKfnfd9+u/vt6emZ51NFoe2Z7n66p/t5n/d5nx/EzBAEQRD6k6G8BRAEQRCyQ5S8IAhCHyNKXhAEoY8RJS8IgtDHiJIXBEHoY4bzFiDIW97yFt6wYUPeYgiCIBSKw4cP/wMzj6o+6yklv2HDBhw6dChvMQRBEAoFEb2o+0zcNYIgCH2MKHlBEIQ+RpS8IAhCHyNKXhAEoY9xpuSJqEREc0T0aPPvjUT0FBH9LRHtJaIVrs4lCIIg2OHSkv89AM8E/v4UgHuY+VIApwF8yOG5BEEQlMzOVbFt+iA27tqPbdMHMTtXzVukXHGi5IloLYBrAHy2+TcBuBrAg82vfAHApItzCYIg6Jidq2L3w0+jOl8DA6jO17D74acHWtG7suQ/DeD3ASw3//4xAPPMvNj8+wSAMdWORHQrER0iokOnTp1yJI4gCIPIzIHjqNWX2rbV6kuYOXA8J4nyJ7WSJ6L3AniVmQ8HNyu+qixcz8z3MvMEM0+MjioTtgRBEKw4OV+LtX0QcJHxug3AtUT0KwAuAPBmNCz7ChENN635tQBOOjiXIAiCljWVMqoKhb6mUs5Bmt4gtSXPzLuZeS0zbwBwI4CDzHwTgMcBvL/5tVsAfDXtuQRBEExM7diEsldq21b2SpjasSknifInyzj5jwH410T0HBo++s9leC5BEARMjo/h7usvx1ilDAIwVinj7usvx+S4cklwIKBe6vE6MTHBUqBMEAQhHkR0mJknVJ9JxqsgCEIfI0peEAShjxElLwiC0MeIkhcEQehjRMkLgiD0MaLkBUEQ+hhR8oIgCH2MKHlBEIQ+RpS8IAhCHyNKXhAEoY8RJS8IgtDHiJIXBEHoY0TJC4Ig9DGi5AVBEPoYUfKCIAh9jCh5QRCEPkaUvCAIQh8jSl4QBKGPSa3kiegCIvomER0lomNEdGdz+0YieoqI/paI9hLRivTiCoIgCHFwYcmfBXA1M18BYAuA9xDRVgCfAnAPM18K4DSADzk4lyAIghCD1EqeG/yo+afX/I8BXA3gweb2LwCYTHsuQRAEIR5OfPJEVCKiIwBeBfB1AN8HMM/Mi82vnAAwptn3ViI6RESHTp065UIcQRAEoYkTJc/MS8y8BcBaAFcB+BnV1zT73svME8w8MTo66kIcQRAEoYnT6BpmngfwVwC2AqgQ0XDzo7UATro8lyAIghCNi+iaUSKqNP9dBvAuAM8AeBzA+5tfuwXAV9OeSxAEQYjHcPRXIrkYwBeIqITGoHE/Mz9KRN8D8GUiugvAHIDPOTiXIAiCEIPUSp6ZvwNgXLH9B2j45wVBEISckIxXQRCEPkaUvCAIQh/jwicvCMKAMjtXxcyB4zg5X8OaShlTOzZhclyZEiPkhCh5QRASMTtXxe6Hn0atvgQAqM7XsPvhpwFAFH0PIe4aQRASMXPgeEvB+9TqS5g5cDwniQQVouQFQUjEyflarO1CPoiSFwQhEWsq5VjbhXwQJS8IQiKmdmxC2Su1bSt7JUzt2JSTRIIKWXgVBCER/uKqRNf0NqLkBUFIzOT4mCj1HkeUvCB0CYkpF/JAlLwgdAGJKRfyQhZeBaELSEy5kBei5AWhC0hMuZAXouQFoQtITLmQF6LkBaELSEx5embnqtg2fRAbd+3HtumDmJ2r5i1SIZCFV0HoArYx5b0cgZOnbLJwnRxi5rxlaDExMcGHDh3KWwxByIWwIgMa1v7d11+euyLLW7Zt0wdRVaxfjFXKeGLX1Zmfv9chosPMPKH6TNw1gtBldG6HXo7AyVs2WbhOTmp3DRGtA/BnAH4SwDKAe5n5M0R0EYC9ADYAeAHArzHz6bTnEwQdvezq8DG5HXQKqzpfw7bpg7leV95Kdk2lrLTkZeE6GheW/CKAjzLzzwDYCuDDRPQ2ALsA/CUzXwrgL5t/C0Im+MqzOl8D47zy7LXFOZNFrFNYBOR+Xa6jg+IuosrCdXJSK3lmfoWZv9389z8CeAbAGIDrAHyh+bUvAJhMey5B0JG3O8EWk0WsUmQEILxqlsd1uVSySQbkyfEx3H395RirlEFo+OJ7Ya2iCDiNriGiDQDGATwF4CeY+RWgMRAQ0Y9r9rkVwK0AsH79epfiCANE3u4EW0xuB1UEjuq7QPevK23FyaArjQhYDo1c/sBlOl6SYmhFcOFljTMlT0RvAvAQgNuY+YdEZLUfM98L4F6gEV3jSh5hsCiKz3ZqxyZllIpvEYcVmS6qJI/rSlpxMrwOoQvocz1w6dY/Dr34Gh5/9tTAKH4n0TVE5KGh4O9j5oebm/+eiC5ufn4xgFddnEsQVBTFZ+u7HVaPeK1tK4f1r2Ee1+U66UjlSlPheuDSufDue/Kl3Nc4uklqJU8Nk/1zAJ5h5j8OfLQPwC3Nf98C4Ktpz9UPSNZeNhTNZ/tGfbn17/laXalofFdDrb6EUnNmnPV1ZbGAbWuhux64dOfthTWObuLCXbMNwK8DeJqIjjS3/QGAaQD3E9GHALwE4AMOzlVoJGsvW4rSwMK0SOzLH35WlphbFnyW12gjW1xMaws+lbLn/LpszuvTa2s3LnERXfN/mJmY+e3MvKX539eY+f8x8zuZ+dLm/19zIXCRKUoEiJAtNovE3XxWgrPLLBZ6p3ZsgmmFruyVsOfayxIf33ReVbSSil5bu3GJZLx2kaJEgAjZYhNz3q1nJeye0ZFGCU6Oj+GmreuVCrZS9jJzP6lceDdtXV+ItRuXSIGyLlKUCBAhW6IibADgwrKH+Vpduf/GXfudRYXYLIqWvRK2bx5NlXV71+TlmLjkoq6HM6pceHnIkSei5LuIzcst9DfhxdQlZowpFI0uAtm3tl2t55hmBoSGAbJ98ygeOlxNvZaUx5qJLk6+n5V6GFHyXSRtQolQbOIsps4vqK34IGkXRAH97DJY3XHb9MHEi7Gzc1Xs2XesNStZPeLhjvdd1pVnXgIdGoiS7zKDZkUI54kTuWIbGZLWR28zu0y6PjA7V8XUA0dRD6S3nl6oY+rBowCyV7RZRAoVEVHygtAl4ihLlfJVkXY9x2Z2GWctKegeGWq6o8LUl7grilYCHRqIkheECJLUP1HtE0dZhpVvZcTDj95YbLOKXa3nRM0ubdeSVO4oHdX5mtMFZBW9HujQrbo6ouQFwUASv65unxuuHGtbwATMijqsfPMqtmWy9m0sdx3BjNrgeVzRy4EO3VwvkPZ/gmAgSds50z5TOzZlrqi7NRioWgImxb+fcWS3+a6r77jGdTtDU/s/seSFwpPlSxrHr+vLYcoaNblGXFxHNy1E28Jjqpr4YU7O12LJbvvdKFeUq/sV97fr5nqBKHmh0LhWauGXVZeUFPbr2li1qn10Pvek15FVRIlKidkqpJEVJXzyVxtZrabSyXFkd3WdLo6T5Bns5nqBlDUQCo3LGi+qCoxnzi3CG2rPTFL5daOs2vA+4XOdXqi3LaomvY4sLERdZcoLy17kvgBw5txSq5KlqXRyHNldXaeL4yR5BrtZQnqglbyU/S0+pubXcX9P1ctaX2K86YLhyBLGJqWg2sfW1RFXabnuxQrolRgROhSVjqB1rCsJHUd2V9fp4jhJBopulsYeWHeNZMP1B6akobi/p+6lnF+oY+4T704kh24hzVZ5x1VaWUSUmO7LPTu3WEfX+MfR+cnjyO7qOuOEh+p87kldL91KjBxYJS/ZcP2BKWko7u+Zxk8aV+nYZLT6+4cVzPbNo23t67ZvHsX+77yC081SCCPeECplD6/X6k4WoqP60upq4Ku+byJO2Y843zUpaJvjRBmEvRyqCQxwCOXGXfuVK/4E4Pnpa7oiQ7/TzVC+2/YeUX4W5/dUKamyV2qbRpsU7oVlD0QNC9cm/C98Lq9EWLViGK/X6q1jnV6oW0WnhPGGCDMfuMLJ/Y66L8F7cmHZw7nFJSwEOl+Fv99NbH7TKGzCHfNuGC4hlAp6PRuu6HTTHTY5PqYNXYzze0ZZdapr+uKTL7X2n6/VUfZKuGfnlshr9D+/85FjLQt8eIhA1FDor9fqLcWexAyrLzNu23sEMweOp1Y4UclQwXvi34Obt67viWbZaWbsNiGxPr1ck2pglXyvT7GKTtyXK60ltH3zaJvCDW5XYSpBq5Pvo/cfjczojOsiCvZ6rdWXUWv+7Wp+7Wpw1d0X3e/8+LOnEiX1uCZNcbW4IbG9ihMlT0SfB/BeAK8y8882t10EYC+ADQBeAPBrzHzaxflcIGV/syVuElFaq//xZ08ptz969JUOixJArPP58tmm7NsuqtpG2KQlOPC4KP0bHCB1d6RXioAlnbHHDYntZVxZ8v8DwJ8A+LPAtl0A/pKZp4loV/Pvjzk6nxN6eYpVdOK8XC4WwbURILV6S6H5ynzl8FCs88VVxrYWXjcVoZ9Rmrb0r20pg6ytXNuZX9wZnk/Ub7NyuDjR506UPDP/byLaENp8HYBfbP77CwD+Cj2m5PsFV4s+LheP4rjDXCSk2NZfr9WXtArKhRxxLDxbmQG70gBR55o5cLwj4QpQl/6dnau2rRdUyh72XHuZdbvArKzc8EwE0M/EZueq+NJTLyuPo5v5+UT9NvO1emFCrrMcjn6CmV8BgOb/f1z1JSK6lYgOEdGhU6fMN17oRJeNGDcRyNVxfOIke7hISFFlEMZFd77KiF1mJwBc4Nm/UrYyj1XKuGfnFrwwfQ1Wa2RZPeLhhelr8OmdW5THPHN20ai0ggPZ7FwVUw8ebSl4oKHUph44GjkoEYAbrsxmhuw/o6oyE+EM0ygXW9TAbfPbJM2s7ja5L7wy870A7gUaIZQ5i1M4eqmGRxhbd5iLRfDgGkuUIlo94uGN+rL1+eJEGZ9eaFh4h158LTK6xP9bF/4JAC+Ewj91svjbVVE7ALRNwX2CA9zMgeOoLyksfsUsoEMOAF988iU8/uwp52tcUbOIoOKO+m6cmH3T82Q7E8uTLJX83xPRxcz8ChFdDODVDM81sPRSDQ8VNi4g23rlUS4kf1DR5UAADWV+x/suU54PaMREh8/1eoSCDFOrL7X5gavzNUw9cBR3PnKsLYbel0HHmEIR6ZR1cLsfUhpU8ia8Elm1+4tDFiGzUXIFFbfpu7YGhC+3aQ2ipOu43kNkqeT3AbgFwHTz/1/N8FwDi6t4f91xKiOeUvHZYBs1o1Pkqv1v23sEdz5yzBgRoruWElGby8g2qzGO71xHfZlbSrc6X8PUg0extMwwGcdnzi5idq7aJmdJUzogrGxsFXU4umZ2rhq7+YcO1xnkpt+h7JWwffNo61nVXUP4GYgiakbg4j5lnUjlxCdPRF8C8DcANhHRCSL6EBrK/ZeI6G8B/FLzb8ExrqrZqY7jlQg/emMxsZ/epjqfaS1A94L5LhGdHKprITReyJkDx5X7mWR14e8PU18yK3jg/OLeH84+3Sqkp1Mq4e02gzwBmPvEuzuSvVwoLp84s4KogoG632H1iNfquuU/R6prKHsl/Mdfi5cFHCW/arYVB9drYSpcRdd8UPPRO10cX9DjKt5fdZzXzpxtJef4xLHObFxAJuVqesGi5AiHSfqvvG42YapmOXPgOG64cgyPHn0l0rftmlp9Cfc9+VJkZE2JqNUzdcOPlfHK69HKdSiwj9+xynXcvmmwCZdDOHNusbUWoPqdTM/6tumDStlLRFhmTvxeRM0e0kYRdaOGVu4Lr0J6XMX7h4tN6RYE41RQjHIlmQaCKDeJTWKVCtVLZDpXdb6Ghw5XY0XOuMTGrvYt1+p8zdq1FNwn6p6VvVLsAcCkBFXlEMKofifds657jpaZU9Wi0hXA80NK07533egQVZyIfqGrmBYEbf39Nq4kU/hklJvE3zc4zf/o/Udj1Wn3963O12BaQqvVl4wLmeF9vSHC6hEPhIZC8Er5L9D5EqgWC2v1Je0ioh/+GsUQAL+/SonIGErpup5+FnX0AXUo8Kd3bsGRO97txLDKSu4gYskLSkwvl+0U1caVZAqf9L8XTn4JfidsEdr6k9dUyh37MpIlHYX3IQA7r1qHuybPK0bTzKhbMBr+63nNYLXE3GGxB38LUzhhJeRuWWLGQ4ermLjkoliWd5g4BkVWtaiyzIzvRg2tgS01LJjRlVddPeJ1NNBIEh0Q7m/KDGP9c905dHJGsbp5TpWbQBfBUil7OLu4bGWBlog6FvmSyFoaIvAyYzn6q9YQqePt/Ugb2yqcwPmyvboBQFeO1yaCJ25J4LzL/SbFhdymUsOi5AeEuA+SbR3uJPW6XdT49o9jYx17QwSvRB01zqP2CSb/+PIdevE1fOmpl7HEjCGCMUJGVYv+9r1HYs8Uos7jinANetUzA6jzC0y/AwEdjcp153/TBcNW9fiLRDcGH1HyA05SpWrzcNo0VAiTZB+bawoSjqpQuXxMBBt46KpX2jAWiFwxVW10RaXs4bI1/wR//f3XEp3L/w3SDPJxSBv90uu4MmiikKYhA07SMC0bX2SS6ABTuKItpoU7lQUdN/SxvsRYtXIYR+4475rShemZsIlciULnPlKxauUw7vuXvwAA2HLnY7Gv22+Arntm7nzkWNvAv3BuMdW1maJfiup+CdILbUYlumYAyDJMK0l0gO4zAqyTQEyyh62kOx85pv3ukCHoJXyOJPerRJRKCZa9Erb+1Gpj5E+QoIx7rr0sURKXn5yj4vRCvS1xx7Z0gg7ds+A6SSgq0SoruhEiGYUo+QHARZiW7iVJknE7tWOTUmkxzKGbQXSyh8MAZ+eqRkVk8nWHzxE3rK3slWJnj968dX1bpUkC45vPn7Z2vQRlDIf/rR7x4JlGtSa1+pJx8LPBpqaL6TmxyZa2pRtZpTq6ESIZhSj5AUCX5h/VOMHHbzYRfEmmHjjaqqtiW1LYZ3J8LHVHIV0M/RJz2wu8Z5/eil894mnT0gmdoaI25Q2GCG33IU4Bq7FKGROXXNTWEnChvmxV/RForCOcObuIDbv2Y+Pu/diwaz9u23sEZ84u4p6dWzD3iXdj5gNXtH6rSllfQjnNQm/ZK+GD71hnvFdlbwgXeEO4fe8RpWXt0gJ2OWDExVXZkTSIT34AmBwfw6EXX2tLj2fAGMccZM++Yx2Kpr7M2LPvmLEvqomxFIXVTHVtgPYX2OSTPr1QB3NDOQZL6xKAm7auV0aZNGrLc0e5B583X9CeCWkbG09oDJ42fWR1LC1z63qDh/BrwQOd6yw/vftrTmvVBAueTVxyUSu0MpxLEOxnqyph4KrwHpCvy6QX2oyKkh8QHn/2VIf1bLsAZFPeNi5xk0B8RatSGCpONmvORDFfq7eyU1Whe+HoiNMLdaN/fL7W3k5PN5hVyh5WrRzuuJ40CtdkfdeXO7s/pT2fipEVw221ZmxzGcLPYpokofCC7YVlT/msdstlkmUylQ2i5AeEXlgACqKycLZvHsXMgeO4fe8RY8lhG7W0plK2vrb6MmNkxXBHkpcvX3jGEHX++hLjzkcasxydsvKt/aTJXEmoztc6ykbrBiGX57D9HYLfi7KA45Sn9kqkzHsoSiPutEic/ICQJjZ9/I8e0y5efnrnFidWSpJsSh1J9iNAGcq3Ydd+6/OqjukPXrouUWmOn0Se4NvulQjDQ9ThevKaCwuq7lBxz1H2SrjAG7KKwtE9i2GFvn3zKB46XI31rKwe8TCyYrjQ4ZgmJE6+x7GNB04TN5xm+nvH+y7T+pZdxfsmLTnso0uqsY1RV03dZ+eqqRpo+4vUDx2uahej48TApyV8lvoSdyjy1SMernn7xdj/nVdaillXBiGM6l7V6ktYOTwUWcVS9yyqLHNV6eWoZ2V+oa6cqXWLPGP+JbomZ2zDu9KGgemiYABExg+bHkbbqXhUnHJUyWETfjOIe3ZuAYBWxAaA1jVH7a9SMDMHjjvJUDVFcnRDwZuiaMIwNxbkg5Y3JVTwPq/X6h3P3s1b11tFZMVxl5melW6GLIbJM4QTECWfO7bhXXv2HUsdBjY5PoYndl2N56evaU2LbQcYXSigbTRM+Dy37T2C8T96DLNz1cb5NKuZF5Y9bQgo0D5Yhc9x+94jOPTia3hi19X49M4tynK/lbKnVTAu1yuCxwoOeFn3CCU0kqJszzNfq3c8ZzYVfxj62Pg1lXLHszdxyUVW8sT5DXTlqfP2v+cZwgmIuyZ3bBZETWn5aRSRTcq1qSWc7ctjauM39cBRwOAOmK/VW52ZHn/2FKrztZaLY6zSXo1SZfH5DbX9sr++z9Y/xqqV7a9A3EqJtgRr3ycpjWzCZEVXRjznLf10mEoVB7Hp/ev/DjqpVb7/oAukl8oh5B30kLmSJ6L3APgMgBKAzzKz9HoNYBMP7KKBh4qk7fl8Vg6rJ4Jh/6Np8dMm0cf3a/t9PMPK4dCLrxnPcd+TL7XlA6iag9+29wjK3hAWl7mtJnpcVKWBvSFqq+Coa1MX93xeiTDz/isANEo3hBc3vRJhfqFu7XLySoTFZbbyv6sIF2PTKdgo4yKq6FnZK7UGfdV58g5ZDOMy5j8JmSp5IioB+FM0GnmfAPAtItrHzN/L8rxFwmZB1EUDDxU2D59JefqNpgF0WP5BJZpm8dKnVl9qlfgNb7+vaa3r8Msl+I0v9ElU8au2h8vjbt88ir3fehnLwQXNgBfD1KbuhelrjJFMYfxQzZEVjfNXyh6IGouMIytKOHPOvmbOUPNHSmPw+yGwURZ0lHFh+o2CyVZFoRuNQUxk7ZO/CsBzzPwDZj4H4MsArsv4nIXCpiyAbsRfPeKletht/JdRvtywb1G3UObC86yzdG30kh+/7TImfKxSxswHrsDcJ97d8jU//uypjoiV+hK37pHut6yMeNg2fTB2wa9gwbD5Wh1v1Jdx09b1WIih4IFGpq5t+QQVI94QHjpctVpcjFocNRk1bxgG4ryKkEWRpPSHSzKNkyei9wN4DzP/i+bfvw7gHcz8kcB3bgVwKwCsX7/+yhdffDEzeYpKljWpg5mkKl+3TRx3MMZ846791n5UIF1MdhzSzCZU/t8brhxrCzP0GzubmoK8MH2N8rf0SgSwnevKhm6GZQLmWHhV7HvU8xw1GKvCZbtVt71XMcXJZ23J64oNnv+D+V5mnmDmidFRu4JZg4YLS0Bn5fhZmcGKiUErLCr8EGi3zEx+RkZ7g2vfEt758+ucWPo60ij4slfCTaFwvxuuHMPeb73cptTma/XIOjU3/be/Uf6Wq1YMO1PwQHfCMn1WjzSik3R9Y1VWedTzHFUIbom5Y7aQdwRLL5O1Jf8LAPYw847m37sBgJnvVn1fMl6zIanl5Fv0UYtg4QYdUQlIYesuSXMLG/yM06QumrGQpegi6ubmrevbGnwD5tlPGJsBq1uWfLDfr6tuX/49vrDs4Ydv1K2qYY41S1iovqrLZI5DEZqX5GnJfwvApUS0kYhWALgRwL6MzymEiLJyTAthYaurUvbaLPHwjCL4fR224aFpGKuU8fz0Ndra9Tb7P7Hr6jZXgO9vTqNAv/TUyx3b4kRZ2Jy51IXsF0IjE9onbXx6+B7P1+ooESlzG8JkmQSVdyKTCzKNrmHmRSL6CIADaIRQfp6Z9QW+hUyIimaIirKJG5IWVX3QNjzUxiJV+fR95eK/oHFVcnD/uHVzolhixrbpg23W4PbNo8pU/aScC61vVMoe3nvFxa08AxeUm7XgZw4cN8anA+goWGab2Vpf5kZY6xIb780azYzTRQRLL7TvS0vmcfLM/DUAX8v6PIJ+WhmlxF2+IOHa6+Hqf+FmJaZIig++Y11HISpdg23VdSfpyeqH6AHA1ANHnfrKfYLJP0CjjEDwLISGEl1IENKpYtXK4ZaLKG3jbaCRC7CgqQVvavKtSnry0T0HUWGtaZKgbNwweScyuUAyXguAzcNoeqGilLirLEFV7fVSqI9cuFmJbgBaPeLhrsnLW40nouRKW5ZgxBvC9VeuxePPnrJu9JGGoLtMFXK60is5U/K6Er7BiCo/xv70Qr21TTeTWgoNfDrL1lSKI/zdJGsnY5XkSVC2A1DeiUwuECXf49g+jKZppb/wZVKWabMEZ+eqyq5GYYUQlMtUb923ptPIFUdxrBgudcwaska3WAg0lG1F0+wiLmGFZHtPN8YogxweUOOW4tA9B3FCM4PnTpt1GyVXkWrRi5LvcWwfxqhpZVJlGWcWEWdBMigX4KbWiE3dcR1plGlUGV1Tq8O/e/0N5X0rEUXG3fv4ETerRzz86I1FZ80x4gyS4YEkbikOk08/bgcxlVF06MXX2sog6K4r/B71Yi2cuIiS73FsfYJZTCvTzCKiCMplMwBFDTYqWf16N/6Co4vyCmGIYGxWoQtD9RWVzjW0xIzJ8c7evB3nR6MfbdDn7sLtprse00J3kCSlOEzPge016Yyi4D00PQu6AahISj2MKPkex1Z5ZzGtTDuLANTZnHHlshlsdLI+/uypyFj/NFTK50tLqM6xcG4RAHDDlWNttXf8+6hzyfghqMF1CdVzwGj07/Vx4XbT3SsCsPOqdcp1EqA9iqYy4indLElKccS5Jt2zGFbofqkNVSXLfkOUfI9jq7yzmFamnUWU6HyVxDRy2Qw2Olmr8zXc+UjnAqAr/ExPX449+461Ke1gOeWwW0bnMgj/vr6S05WYiFpgjmPdm2Zl/oBy1+TlkbMob6gR4x62+IOx9VkQx8XEOJ9IVUQ3jC0Dr+R7PZstjvJWhbDZxCjrSDuLCCZKJb2ns3NV7Usb3G56ueMW/YpD2O00c+B4h2VuE4bpW5XhiBEfUytCk0suahYUpyw0oB5QdDHulbKHVSu721dV9Szq7lucbNwiM9BKPlu6KEIAABUuSURBVE4cb1bnT6K8bY+d9trynEXMzlWVNdKDUPN7fpROVnHtOuL6ok34Cl6ndO585Jg2bd/kYojKdg4/I1GoBhTdNb9eq+PIHd3tq6p6FnWNv/vRNaNioJV8ntlsWQ8wLq4tzSwiDbYJO8E68ZPjY5GDggt0DcN90tTKqc7XsHHX/o5jz85VtdcVNaSZZkFxF8x1irHXYslVz6JtvkU/MtBKPs9stqwHGFfXlkdkQRwful8nfmrHJm0lRAAt14GtAh4idBTHsildm3aR16+PMvXAUQDnXUAmTMaBLqGpRBT7WdBdexFiyYseIZOGgVbyeVogJiXsYp1Ad21DRC1rcfvmUW0LtbwwWa06/FmQLqIDaDSznhwfs6p3v0rTVemGK6MVhf+5KjEsDvVlxp59xzA5PhapjE3GgU4Gv2+A7aA3Vilrr70fYsn7mYFW8nlaIDol7DdeTuvG0VmUwZrxXwy0zdOdp9sL00nrf9fqS3ijvqS0wAHg9vsbfVxNRc8YMGaZ/vlT7b1idZhCKuPgy5F0QRTQJ2IBwGtnznZEwNjGwYcZZEu51+lCUdLeZXI8v7ZcutKszJ21TJI0PwhfW1QbP9V5ulFmdXauivE/egwbdu3Hhl37U1VJZKgVPHC+d2mUdW3KfF1mGK8/2Jhl5sBx3HDlmNV9jyKqiQagnn3OzlVx5uyidp9afRlgdDRxmXn/Fbm1qhPcM9CWPJCfBaKLAviipil10lho/zy2dUiC58l63WB2roqpB49m3vrPJbrr12Xcqipp2rJ6xAPQWVQsHBLolQhnzi62LdoCdjOJ+jJjZMVwq/lHEP958gd+UfTFZOCVfJ4ElbCvJHSkiYX2948bIpf1wvTMgeO5KvhwGWRTQawg1ea6SfC3U/nga/UlfOXbVVzgDbV+G7+2e5Ti90rUljgUflaC5Zx/9MZiawZSna9h6sGjkTXYg6iKi+UZWiy4RZS8A1z4rU3hbFE+URuL2ybqI1zrPcuFaVOSU1CeNK32onjTBcMYWdGerAPAanYRHJBNxdnOnFtqW8Q9u7iMiUsuaitVEC7tq0uI8gkq/G3TBzsGpbgDp6q4WJIZXK8nFg4qouQNpK3jHucBN1nHUT5RG4tb5R7a8GNl/PX3X2tZfOFa77rsweBAkOTFjpq1AOcTg+KUu/Xls1Vx8wt1pZsCQGTMvakevIlw+efg/V1i7miCEUXaWVWchC7TuQbR+i/KoCZKXoOLOu4uSgiYQtei9o2qI75t+mCHQgzKrqqCyAD2futlPHr0FczX6m1KVXWPVC9CVBKON0QtxXNhjJrqYzHLC+tmJGHXiK5SZFIF6+/n4tmJk3xV9kqtqpwmxZRkBmdzLUVRijYUaVBLFV1DRB8gomNEtExEE6HPdhPRc0R0nIh2pBOz+0Slg/u48lunaYScdF8b2R9/9lTHQFBf4pbi1Q0SgD46x6SUKmUPMx+4ovWi2AanvDB9DZ7YdTXumry8I2Lq5q3rO+4P4XwilSlaaHJ8TNuUfE2lnMh15e/j4tmxibwBGtFVd19/Oe6avBxP7Loazzfvly65Ke7zFHUt/dAQO4itfugF0lry3wVwPYD/GtxIRG8DcCOAywCsAfANInorM3ev7U5Kul3HPU1CSdJ9bWRPYq1GWaq6WHVV7RZTFmtwvyCmtPZwdIqNBRaVTxEnHj64n4tnJ/zbVxSNQwiNfrlZlLMIymy6ln5oiB2kSL1fUyl5Zn4GAKjT3LoOwJeZ+SyA54noOQBXAfibNOfrJnnUcU8Tzmm7b1Sj7bDsSWqxRFmqvu9ZVXs9GLVic37be+3fn23TBzuOZ6NswhEyfgatj67eO6Cvd+Pq2Qn/9n84+3SHiy241pLkmFGYrsW0yO6yTHI36bV6PSaySoYaA/By4O8TzW2FwXbKmmdCVVzCU+bTC3WAGkpLJ7utO8AnbKmq8M9TKXtt208v1Dum8FEKLyhvMBkp7IbxP4urbPx7FlyEPbvY3mB7cnwMT+y6GjrP0jJzm3vEl+X2vUewcnioLRnJxbOjcrGpXAmm+xUX3XsAwLjIbhMa3IsunjTu1W4TackT0TcA/KTio48z81d1uym2KYMeiOhWALcCwPr166PE6Rp5VWDUkVWYZn2JsWrlsLYkbDgRx4Qf+gegpVA7EneGCAvnFrWLmWGrenJcX10yuCht6u3pLxKbCCsbUws8neVvY92F5Zyv1VH2Srhn5xZnz5CNKyGLhUPVe7Bt+mCmocF5UaR6PZFKnpnfleC4JwCsC/y9FsBJzfHvBXAvAExMTPRU6mOv1OPIOkwzaspscnUAQNkbwkWrVuLkfA179h3DmXOLrVjtYJu1StnDmXOLVslGfmXJyfEx3PG+yyLdGja9PXWEj2VT6lh1z3Qui+2bR1vNW1Rx/64Vl81g0y0FmnVocJ70in6IIit3zT4ANxLRSiLaCOBSAN/M6FxOp51ZkUZGVyv5uqmxrR9R93LV6sutKfV8rd6RjOM3xFi1ctg6USc8NV85fP5RXT3idSgI296eYVQuEps667qGz2GXxQ1XjuGhw9XW/dElTdlE+thi40rolgI1uexsAgPibBfUpFp4JaJfBfCfAYwC2E9ER5h5BzMfI6L7AXwPwCKAD2cVWVOEeNW0MroM00yz0JemIUYS5VGrL+G2vUc6XD5v1Jc7vptENl0npihZgwuKpnpBgNldEcbVs2vjStDlH1wYWidJS5pnrgh16otAKkuemb/CzGuZeSUz/wQz7wh89klm/mlm3sTMf5FeVDVFiFdNK6MriybtInHcRdggSWPKAXUs/kfvP9qxQKuKhTdx5uyi0nI2yRleUIxaFIw7uLl6dv3FYF08vC7/ICovIe6MNM0zV6Sghl6m8Bmvve63A9LLmGWYZpxm3/72uG32ksaUm1hibrN6VdZrVPbrfK2utJxtGpOrLHSVTzvJDKMbz64u/8CUl5B0RtqN0GBBT+GVfBHiVdPKmNVKftRLq3NHzBw4HkvJhzsqhQtzrR7x8Hqtrq0Fr0MViaNLgjo5XwPofF153TH84/hy6u637cCdpB2ga5eJiqxKFwi9R+GVfBH8di5kzMKiiXIj6QaAuJZmMBFHNRuYX6hbFxULEy77G8Y/Z9waNFH3O069IEBfC16Fgz4jkSR5JoswaxY6KXxnqCL47XpVRtNLaxoAdNZe2VM/TuF6NlMPHm2bCaSNm7VJkDH5uZPM+uIkw/j+8Remr8E9O7e0ngMdNqUc0pLkmZRol2JSeEseyNdvZ5uklFbGLNK7TdaoaQC4Z+eWDivQGyIsGvwtwXo2SRqFrFpRwrKiNSJg5zIwWZtJ1zaAzjWAmQPHcfveI22/ke630+UddEtpuixdIPQufaHk86Jb4ZtZncf00uqyPdcE4puDimshIskpqp6NibJXwid/tRHRkrTsr25AWz3iOVkUNGXcBhd/g79dGqWZR02XImV5CucRJZ+Cbi1E6c6zZ9+xVC9c1EtrUkBhK9DU3MOm8qKOcJck0+BjQqdQgy320qD7jb701MvaDFc/Rj9p05U8ckMk2qV4iJJPQbcWonTHm6/V23p7JnnRdS9tXKvNpLyDPvmpHZus2uuFQxZ9klq/LqxQk/Vsqripwv9+EqUpUS5CHETJp6Bb4Zu21m+tvoQ7H0ln3QeJo4CiQgX9Qeju6y/HzPuv0LpdgE7rPSwTkLzuftJ7EWU9634jXe38NM+IRLkIcSh8dE2edKvcaJxM09ML9VxKs4ajNUqKOMCgtanrtuSXGohKronqbuSaqHBT3bPwwXesc/6MSJSLEAex5FPQrYWoJAudPt2cxgctZZ2P3rc247hdwm6S7ZtHI/uUuibKejY9C8GErCh5bRZUJcpFiAOxxmeYBxMTE3zo0KG8xSgENuVwfQjA89PXZC9UAF14YLAomI1Cs7lOnf/eJTbXkxbVtequrVc7Jgn5QESHmXlC9ZlY8gVFZTmeObuorCyYxzTextq08ZHf+cixyIEszWzFVllu3zzaUZvetfUcZ0FVolwEW0TJF5hwnPbHv9LZZi2vabyraBbbGjlR5Q10xw8vpk49cBR3PnIM8wv1lsxAozRDUMETOmvypEUWVIUsECXfB/ilAlRhia4VURzSWptxS+7GDSFVtkNc5tbA4i9crxwe6vgeo9FL1SVFKLYnFA+JrukDTKUCXCsiH5fduHTHyroWu83xa/UlbX9Y1xZ2kZpDC8VBLPk+wKRsspjqu8y4NB0r61rsaTpd+fu7RMoGCFkglnwfYFI2WUz1XXbjMh0rSSeqONdre/zVI17XLOw8cgCE/kaUfB8wtWMTSkOdyUfeEGWiiFwuEJqOpSqHe/PW9a1EqvAVJ6nRHzx+pezBK7Uf1a9v04ulogXBhrSNvGcAvA/AOQDfB/CbzDzf/Gw3gA8BWALwr5j5QEpZ+4YsYpyH0LjRQXZetS4TReRygTDqWKbFWxf3MXx80zFFqQtFJK1P/usAdjPzIhF9CsBuAB8jorcBuBHAZQDWAPgGEb2VmdM39yw4WVQQnDlwHHVFLXfbRde4ytJlxmWaY2URKy7x50K/kcpdw8yPMfNi888nAaxt/vs6AF9m5rPM/DyA5wBcleZc/YJLf7ZPGveJP+jEqXfjstNVr3bNEoR+wWV0zW8B2Nv89xgaSt/nRHNbB0R0K4BbAWD9+vUOxelNskh4SeM+SVq21qXFK9azIGRHpCVPRN8gou8q/rsu8J2PA1gEcJ+/SXEoZSA3M9/LzBPMPDE6OprkGgpFFhUE08RXS5alIPQ3kZY8M7/L9DkR3QLgvQDeyeernZ0AsC7wtbUATiYVsp/IooJgmvhqybIUhP4mbXTNewB8DMA/Z+aFwEf7APw5Ef0xGguvlwL4Zppz9QtZJbwkdXlI2dpiIlUoBVvS+uT/BMBKAF+nRpOIJ5n5t5n5GBHdD+B7aLhxPiyRNefpJR+0ZFkWjzx7vArFQ+rJC0LB6EZte6FYmOrJS8arIBQMWSwX4iAFygShYOS5WC5rAcVDLHlBKBh5lSROkjgn5I8oeUEoGHllCWeRrS1kj7hrBKGHsHWH5BGhJWsBxUQseUHoEXrdHZJFtraQPaLkBaFH6HV3iLQnLCbirhGEHqHX3SGSOFdMRMkLQo9QhDpCvZStLdgh7hpB6BHEHSJkgVjygtAjiDtEyAJR8oLQQ4g7RHCNuGsEQRD6GFHygiAIfYwoeUEQhD5GlLwgCEIfI0peEAShjxElLwiC0MekUvJE9O+I6DtEdISIHiOiNc3tRET/iYiea37+c27EFQRBEOKQ1pKfYea3M/MWAI8C+ERz+y8DuLT5360A/kvK8wiCIAgJSKXkmfmHgT9XAfC7gl8H4M+4wZMAKkR0cZpzCYIgCPFJnfFKRJ8E8BsAXgewvbl5DMDLga+daG57RbH/rWhY+1i/fn1acQRBEIQAkZY8EX2DiL6r+O86AGDmjzPzOgD3AfiIv5viUKzYBma+l5knmHlidHQ06XUIgiAICiIteWZ+l+Wx/hzAfgB3oGG5rwt8thbAydjSCYIgCKlIG11zaeDPawE82/z3PgC/0Yyy2QrgdWbucNUIgiAI2ZLWJz9NRJsALAN4EcBvN7d/DcCvAHgOwAKA30x5HkEQBCEBqZQ8M9+g2c4APpzm2EK2zM5VpW65IAwAUk9+AJmdq2L3w0+3mkZX52vY/fDTACCKXhD6DClrMIDMHDjeUvA+tfoSZg4cz0kiQRCyQpT8AHJS0SzatF0QhOIiSn4AWVMpx9ouCEJxESU/gEzt2ISyV2rbVvZKmNqxKSeJBEHICll4HUD8xVWJrhGE/keU/IAyOT4mSl0QBgBx1wiCIPQxouQFQRD6GFHygiAIfYwoeUEQhD5GlLwgCEIfQ41aYr0BEZ1Co5plnrwFwD/kLEMaii4/UPxrEPnzZRDlv4SZlV2XekrJ9wJEdIiZJ/KWIylFlx8o/jWI/Pki8rcj7hpBEIQ+RpS8IAhCHyNKvpN78xYgJUWXHyj+NYj8+SLyBxCfvCAIQh8jlrwgCEIfI0peEAShjxElr4GIfpeIjhPRMSL693nLkwQi+jdExET0lrxliQMRzRDRs0T0HSL6ChFV8pbJBiJ6T/OZeY6IduUtT1yIaB0RPU5EzzSf+9/LW6a4EFGJiOaI6NG8ZUkCEVWI6MHm8/8MEf1C2mOKkldARNsBXAfg7cx8GYD/kLNIsSGidQB+CcBLecuSgK8D+FlmfjuA/wtgd87yREJEJQB/CuCXAbwNwAeJ6G35ShWbRQAfZeafAbAVwIcLeA2/B+CZvIVIwWcA/E9m3gzgCji4FlHyan4HwDQznwUAZn41Z3mScA+A3wdQuJV1Zn6MmRebfz4JYG2e8lhyFYDnmPkHzHwOwJfRMBQKAzO/wszfbv77H9FQMIVpOkBEawFcA+CzecuSBCJ6M4B/BuBzAMDM55h5Pu1xRcmreSuAf0pETxHR/yKin89boDgQ0bUAqsx8NG9ZHPBbAP4ibyEsGAPwcuDvEyiQggxDRBsAjAN4Kl9JYvFpNAyb5bwFSchPATgF4L83XU6fJaJVaQ86sJ2hiOgbAH5S8dHH0bgvq9GYsv48gPuJ6Ke4h+JNI+T/AwDv7q5E8TDJz8xfbX7n42i4EO7rpmwJIcW2nnle4kBEbwLwEIDbmPmHectjAxG9F8CrzHyYiH4xb3kSMgzg5wD8LjM/RUSfAbALwL9Ne9CBhJnfpfuMiH4HwMNNpf5NIlpGo2jQqW7JF4VOfiK6HMBGAEeJCGi4Or5NRFcx8991UUQjpvsPAER0C4D3AnhnLw2uBk4AWBf4ey2AkznJkhgi8tBQ8Pcx88N5yxODbQCuJaJfAXABgDcT0ReZ+eac5YrDCQAnmNmfPT2IhpJPhbhr1MwCuBoAiOitAFagIFXtmPlpZv5xZt7AzBvQeHB+rpcUfBRE9B4AHwNwLTMv5C2PJd8CcCkRbSSiFQBuBLAvZ5liQQ2r4HMAnmHmP85bnjgw825mXtt85m8EcLBgCh7Nd/RlItrU3PROAN9Le9yBteQj+DyAzxPRdwGcA3BLQazJfuFPAKwE8PXmbORJZv7tfEUyw8yLRPQRAAcAlAB8npmP5SxWXLYB+HUATxPRkea2P2Dmr+Uo06DxuwDuaxoKPwDwm2kPKGUNBEEQ+hhx1wiCIPQxouQFQRD6GFHygiAIfYwoeUEQhD5GlLwgCEIfI0peEAShjxElLwiC0Mf8f84VbAoSKnX+AAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1229,7 +1229,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYcAAAEWCAYAAACNJFuYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO2de5wddXnwv89uTmATKJuUaMlKCKhNKkUSiRiNtQaR4JXUCxHRavUttV5eiZrXoFRAsaZGCtr3rRYvxdZUA4JrIGhEA1rTRk3chJCalGsIG+TSZCMkm3Cy+7x/zMxmzjlz+c05Z85lz/P9fPaz58zMmXlmzu7v+f2eq6gqhmEYhhGmq9kCGIZhGK2HKQfDMAyjAlMOhmEYRgWmHAzDMIwKTDkYhmEYFZhyMAzDMCow5WAYLYCIqIg8z3/9FRH5myrP87SInFZf6YxOxJSD0XaIyEMiMuwPhL8VkRtE5LjQ/htE5Bl//14RuUNEZof2v1tERvz9vxORrSLy+ubcTSWq+j5V/UzacSJyl4j8r7LPHqeqD+QnndEpmHIw2pU3qOpxwBxgLnBZ2f7P+/v7gEHg62X7/9Pf3wv8I/AdEemth2Ai0l2P8xhGMzHlYLQ1qvpbYB2ekojaPwzcmLB/FPhXYDLw/KhjROSVIvKIiHxCRJ70Vy4Xh/bfICJfFpHbReQAsFBEjhGRL4jIwyLymG8q6gl9ZpmIPCoie0TkPWXXu0FErg69v0BEtvirnPtF5HwR+SzwJ8D/9VdA/9c/NmyeOkFE/kVEnhCRXSJyuYh0+fveLSI/92XcJyIPishr0p630TmYcjDaGhF5DvAa4L6Y/ZOBixL2dwN/ARSBXQmX+gPgRLyVyLuA60VkVmj/24HPAscDPwf+DvhDPKX0PP9zn/KveT7wMeDVeArp3IT7Oxv4F2AZ3irnFcBDqvpJ4N+BD/qmpA9GfPwfgBOA04A/Bf7cv9eAlwA7/fv6PPB1EZGEZ2B0EKYcjHalX0SeAnYDjwNXlO3/mIgMAU8BLwfeWbZ/vr//EPAF4B2q+njKNf9GVQ+r6k+BtcCFoX3fV9UN/krkMPCXwFJV3auqTwF/C7zNP/ZC4J9V9R5VPQBcmXDN9wLfUNU7VHVUVQdVdUeKnIHSWwJcpqpPqepDwDWUPoddqvpVVR0BvgmcBDw77dxGZ2DKwWhXFqvq8cArgdl4s98wX1DVXmAmMAzMKtu/0d8/BViDZ6JJYp8/kAfsAqaH3u8OvZ4GTAI2i8iQr4R+6G/H/1z4+KQVy8nA/SmyRXEiMLHs3LvwVjABvw1eqOpB/+VxGAamHIw2x5/F34A3+4/a/zDwYeCLYZt/aP/TwPuBd4rI3IRLTfFNVAEzgD3hU4VeP4mnkE5X1V7/5wTfAQ7wKN6gHz5XHLuB58bsSyqp/CSeqeyUsusMJnzGMMYw5WCMB64DXi0icU7nO/AG8kti9v8P8DV8n0ACV4nIRBH5E+D1wE0x5xsFvgpcKyLPAhCRPhFZ5B9yI/BuEXmBiEyi0iQW5uvAX4jIq0Skyz9PEJb7GJ4/IUqGEf86nxWR40XkFOAjwLdS7tEwAFMOxjhAVZ/Ac9omJY6tBP6PiBwTs/864LUi8sKY/b8F9uEpmVXA+1Js/x/Hc4JvFJHfAT/GN22p6g/86633j1kfdxJV/SWeE/laYD/wU46uBr4IvMWPNvpSxMc/BBwAHsBzkv8b8I0EmQ1jDLFmP4aRjIi8EviWqj6n2bIYRqOwlYNhGIZRgSkHwzAMowIzKxmGYRgV2MrBMAzDqGBCswWoByeeeKLOnDmz2WIYhmG0FZs3b35SVadF7RsXymHmzJls2rSp2WIYhmG0FSISm51vZiXDMAyjAlMOhmEYRgWmHAzDMIwKTDkYhmEYFZhyMAzDMCoYF9FKhmEYnUb/wCAr1+1kz9Aw03t7WLZoFovn9qV/0BFTDoZhGG1G/8Agl92yjeHiCACDQ8Ncdss2gLopCDMrGYZhtBkr1+0cUwwBw8URVq7bWbdrmHIwDMNoM/YMDWfaXg2mHAzDMNqM6b0VHW8Tt1eDKQfDMIw2Y9miWfQUuku29RS6WbZoVt2uYQ5pwzCMNiNwOlu0kmEYhlHC4rl9dVUG5ZhZyTAMw6jAlINhGIZRgSkHwzAMowJTDoZhGEYFphwMwzCMCkw5GIZhGBWYcjAMwzAqMOVgGIZhVGDKwTAMw6jAlINhGIZRgSkHwzAMo4KmKgcR+YaIPC4i94S2TRWRO0TkXv/3lGbKaBiG0Yk0e+VwA3B+2bblwE9U9fnAT/z3hmEYRgNpalVWVf2ZiMws23wB8Er/9TeBu4CPN0wowzCMBPoHBnMtld0qtGLJ7mer6qMAqvqoiDwr6iARuQS4BGDGjBkNFM8wjE6lf2CQy27ZNta/eXBomMtu2QYw7hREs81KVaOq16vqPFWdN23atGaLYxhGB7By3c4xxRAwXBxh5bqdTZIoP1px5fCYiJzkrxpOAh5vtkCGYbgx3k0ue4aGM21vZ1px5bAGeJf/+l3A95soi2EYjgQml8GhYZSjJpf+gcFmi1Y3pvf2ZNrezjQ7lPXbwH8Cs0TkERF5L7ACeLWI3Au82n9vGEaL0wkml2WLZtFT6C7Z1lPoZtmiWU2SKD+aHa10UcyuVzVUEMMwaqYTTC6BiWw8m84CWtHnYBhGGzK9t4fBCEUw3kwui+f2jUtlUE4r+hwMw2hDOsnk0gnYysEwjLrQDiaX8R5NVU9MORiGUTfKTS79A4MsWLG+JQbjTkpgqwemHAzDyIVaB+N6z/KToqlMOVRiysEwjFxwGYzjFEAes/xOiKaqJ+aQNgwjF9IG46SkuTxyJjopga0emHIwDCMX0gbjJAWQxyzfoqmyYcrBMDqAwDF86vK1LFixviElLdIG4yQFkMcsf/HcPj73pjPo6+1BgL7eHj73pjPM3xCD+RwMY5zTrCidtNDWpKS5ZYtmlcgM9Znld0oCWz0w5WAY45ysUTr1jBJKGoyTFEA75EyMd0w5GMY4J4v9Po9VRpyySVMANstvLqYcDGMckDTbz1LzqN65AGnKxhRA62IOacNoc9L6KGSJ0ql3lFAnlPEer5hyMIw2J20AzhKlU+8ooVZKPGtGxFY7Y8rBMNqcLAOwAr/df4hLV2+JHCDrnQvQKolnndClrt6YcjCMNiduoO2dVABKB0aAEVUgeoCsdy5AqySemXkrO+aQNow2Z9miWSz77laKI1qy/elDR2JLUQREOZvr6SRuZEhqklO+lcxb7YIpB8NocxbP7ePKNdsZGi6WbC+OamIpioC8B8hGRCSlRUV1Spe6emJmJcMYB+wvUwwBSaUoAqL2t5vzNs1s1CrmrXbCVg6GMQ7IWooiIGqAvLx/G6s2PkxgpEpLhGuF7mppZiPLuM6OKQfDGAe4lqIYHBqmW4QRVfoiBsj+gcESxRAQnoWHB9iFs6dx8+bBpndXczEbWcJdNkS1/M+g/Zg3b55u2rSp2WIYRlOpxwx+wYr1kYNsQE+hu0QBCVQoEvCinDYsPyfTtWuh3OcAnqxWdTUZEdmsqvOi9tnKwTDGCfWYGSc5p7tFKkxTcVPLRkcBmdmo/phyMAxjjDjzjHA0P8L1PI0mSTm2gl+k3bBoJcPoUKIikqKiegS4eP4M+jIM+AcOH2mZCCfLjq4OUw6G0QSaHSoaN2ACFRnS1y6Zw9WLz4hUHHEMDRdbZgCOC3P96I1bU+Vr9vfUTMysZBgNplmd2cIk5QVsWH5OpBzBto/euNXJxFRLqe96Euf/GFFNDdFt9vfUTFKVg4g8G+jD8z3tUdXHcpfKMMYx9e6ZUA3VlpNYPLePpau3VHWdy/u38e1f7GZEFRHomdDFcHE0kw+gGt9BnB8Fkp97K3xPzSTWrCQic0RkI3AX8HlgJfBTEdkoIi9qkHyGMe5ohTo/tVRLzeJsDo69vH8b39r48NiKQxUOFkcz+QCq9R2kmcOyfh+dUo8pyedwA/BhVf0jVT3X/5kNXAr8c0OkM4xxSKPKWCfZy2spJ+Hqewif79u/2J14rEuF1GorqwaVZrtFIvdn/T46pR5TknKYrKq/KN+oqhuByfmJ5CEiD4nINhHZIiKW4WaMG2oZmF0dpGmz7FpKc4c/G0e3SMn5XHwUaTPyONOQy0x+8dw+rrnwzEzPvdPrMSX5HH4gImuBfwECtX8y8OfAD/MWzGehqj7ZoGsZRkOoNmErykF66eotXHXrdq54w+kln0+K0AlkqCVpLvisa2ZyULIjiaQZef/AYGw2tutMPutz7/TEusTyGSLyGuACPIe0AI8Aa1T19twFE3kImOeiHKx8htHOuDpZk0pbBAMyHK2hFEe1ZSXi5HSRP/A5pMkUyF9+rrh7F+DaJXM6ZsCuN0nlM1q2tpKIPAjsw5ss/JOqXl+2/xLgEoAZM2actWvXrsYLaRg1kqUm0KnL18aWqwCYMqnAoeJobGOfMFlrH9WjdlFatBIQe42lq7fE3vtDK17nfB9GKe2qHKar6h4ReRZwB/AhVf1Z1LG2cjDalbgZcfng3T8w6Jxf4IIAD2YYVF3lrIWka0C0z6G3p8CWK85zvoaV0SilLQvvqeoe//fjIvI94GwgUjkYRi24Dhj1Pg7cwiWDWXu9FANAlwgzl6+lS2DUP21g048q5d2IsM44U9jg0DDXLZnDspu2UhwtfQYHnvHKdLjmSHRyUltWWlI5iMhkoEtVn/Jfnwd8usliGeMQ1wGj3scFuPQhSOoBHdBT6OaYCV0VrULjCBRNeKwNN/dZdtNWrrp1O/sOFukWiTXp9E4qOF3PhSSn9dLVW4iKRC2OqHNSWpakNlthONRWEpFpIvIJEbleRL4R/OQs17OBn4vIVuCXwFpVbVSElNFBuMbO1/u4AJdwyaTZeTgM9fVnnhR7XFaKo8q+g56iSVqx1LKYKQ/LTbwOpYosjOvqxXX1Y4X6PFxWDt8H/h34MZDu6aoDqvoAcGYjrmV0Nq4DRr2PC3AJl4xbXZTb+9OSwfIgrnc1JM++o1ZYcaGqabiGsrqs0sDKZgS4KIdJqvrx3CUxjCbgOmDU+7gwafkGSS1A4eggnBS+mhdx9xU1+C9dvYVNu/Zy9eIzIgdgJb6zXBxZktLSnmNAp5fNCHAp2X2biLw2d0kMowm4ZsHW+7gsLJ7bx5vP6hsr/9AtwpvPKk1Ca4ZigPi+DXGD/6qND9M/MBg70AYOcYHYchfdIpmzusE9K7zTy2YEuKwcPgx8QkSeAYI1pKrq7+UnlmE0Btcs2Hofl4X+gUFu3jw4ZpMfUeXmzYPMO2Wqk7M6K709BQ48c4TiSPocPujbADhFNynes3ExleXRF9olK9x1hTHeadk8hyxYnoMxXknKb+jr7WGP7zRNIoupJsg4hqOZ1kEUUV9vDwcOH4mMiOoW4ZoLzxwbeJOyuYNruAz8YZNZWI68o4c6JVqp5iQ4EXkj8Ar/7V2qelsd5asZUw7GeCRq5hxGSO5VUC1JiW1JWdrhwb1/YDA2qzk4f5a8kXqvIAyPmpLgRGQF8GJglb/pwyLyclVdXkcZDaOlKB+4Fs6exp07noh9X+3MMmmATDMZBccnKRDI7uRNcry6Ns5ZPLePTbv2smrjwyXXDptnwiae4DksXb3F6Tl0YvRQo0ldOYjI3cAcVR3133cDA6r6wgbI54StHIx6kjZjjyJpJptUsC5pRjxz+Vqn64VNL+WKoNAlFVnFaXSLMKoaqfRcnk2wogmUQNrqIO05xK1WspYAMSqpR/mMXmCv//qEukhlGC1KNU7euJns5f3bSmbP4YzptIS5pBl/+LjwDDxc3K5bhIkTuig+k+1eAv9GVHa3Sx/pcOLY5950RqSJKqwwuyIyo8PPs5rwYKN2XEJZPwcMiMgNIvJNYDPwt/mKZRjNo9p49qhM23KzChwd+JLi6Veu25lqCirP3I2KajrgoBgmdkeHjIZlDRPXOMfls4Gc4QzkOCUTPJ9Ob7rTLFJXDqr6bRG5C8/vIMDHVfW3eQtmGM2iWifv9N6eihlx3AAfmFniZsSuCmq4OMJVt26vKglOgJc9dyq/fng/jMQrkcGhYeZ++kdj5TSCFU1vT4FjC10MHSwm3mc5V9263WllFtRt6vSmO80iduUgIrP93y8CTsJr9LMbmO5vM4xxybJFsygkzKaj6Cl0s3D2NKcZMXiD64HDRyquE8yIsxS023ewWJUyU2DD/XudBupAMQSfAy/HYehgkYvnz4htGdolUpIk1z8wWHKuRPn06GdMMTSepJXDR/Ca6VwTsU+B+hRxN4xWpGxc7wJOmFRg6GCxIlqpd1IBVRI7nUUxNFyk0CVMCZ03MJU8fehInW4kX4Ks54vnz+DmzYMVimZEtcRvkaX+0/7hopXZbiKxykFVL/F/L2ycOIbRXOKSzkaBSRMnMPCp8yqOzxrZFKY4qhXnXbBifWSEUU+hC5C6Z0TXigJ37niCz73pjMhnF3YuZ/HnTO/tsTDWJuJSsvutInK8//pyEblFRObmL5phNJa0pjrBwBYuNf3RG7emDtZBLaA4XCu7HiqOVtQG6u2pXz+FWtgzNMziuX2Mpjy7ExzlFTzznhXBax4u0Up/4zfdeTmwCPgm8JV8xTKMxpMWwnpCT8E50iagp9DNNReeybVL5sQqiCAkM1A6cWfs8gvRbVh+Dg+ueB0blp9T1x4OtRDcQ1rRuphaehUojIWxJp3PyA8X5RD8t7wO+LKqfh+YmJ9IhtEc0majB545wpVr3CJtoLTqZ1xoajBD7h8YZNl3tyY6lgP7fdjBe9vWR51kyZNwWGla2OmQozM6cHBbGGvzcFEOgyLyT8CFwO0icozj5wyjrUibjRZH1LkN5zvmz2DD8nPG7OJJVUoBPnLjFqcqqOHcgf6BQWd5qqF8kl/okoroKoGS8uHB6isot11eFttlxl9eYsOlzLZRf1wG+QuBdcD5qjoETAWW5SqVYTSBqFlqtdy544mS93GD4pRJBS67ZVtsC8woBoeGxwZiF6ZMKnDdkjklA+w75s+I7ZfQ19vDQytex7Vln5k4oatCgQXO6PK+EiOqY4N8eCCPe8ZdcvTa5YP/4rl9JaY0UwyNwbUqazdeX+ex6CZVzRa3lyNWW8kI4xIXH3dMuPxEFFMmFThUHE01LZXX/YmrH3TMhK6qZv89he5MUUvhMtdJtZjiymZfuWZ7rJxJ1WGjKrzGnc8qrTaemkp2i8iHgCuAx/Ai+sBr9mOF94yWw6W8c9wxbz6rLzJWvxriBsXySq9ZcyPCdEfUJEoiUATlCiF43xdRbXbm7/fwH/fvTSzlIXI0YS3qmuVKMi2bu9Z+DZY0506tyuE+4CWq+j95CFcPTDkYAXFNZqZMKjBp4oTYQm+QfbCNw2UG7JIfUegSlpx9ck0KJAtJg3y1pHV2i6PaVYT1fshGknJw8TnsBvbXVyTDyIc4x29QYiIp/LQeisHVYZoWNttT6GLlW8/k6sVnOOcyTJ7YTW9PITGnIol6K4byqKIs1W7jivalkVbp1nDHpWT3A8BdIrIWOBxsVNW/z00qw3AgynxQS2e0WlcOQVhqXNOaMGlhs8PF0aOlux1H+4kTusYyrZPadDaCKNNQ1sS1ahLdLGmufrisHB4G7sDLbTg+9GMYTaM8GS2ouTPz96tLjip0Cxe95OTMBffC9BS6ImUK5yUEuGQKDw4Nc+nqLc6F6vYdLI5da+HsaVWvIGpFIDKqKGviWjWJbpY0Vz9cSnZfBSAik1X1QP4iGeONPByEceaDjQ/sq+p8xRHlWxsfdp6lR3GwOFqxbbg4wqWrt7By3c6S+37mSD71kYLVxs2bB5OdyGRrHZqFuIE4qqVpXCBAtYlucdewpLnsuPSQfinwdeA4YIaInAn8laq+P2/hjPYnr6qacWaCWv0G9ba7BwwODbN09RY27fIaKkYpknoQNApKsu13i3DNhWcC1FQ0MIq4gbg8QW5EtcT0NO+UqXWZQFjvh/rh4nO4Dq+m0hoAVd0qIq/IVSpj3JC1qqbrKiPOt1CviKMkHlrxuti+xkko2ct6Z8WlUdCIaskzzdooKIiiKp/th7Olw/QPDLLspq1jlWZHVCl0Scl3G251Wiv1PFcn41QGQ1V3l21qrZrBRsuSxUEY5UdYunoLl/dvqzg2rubORS85OTHLecqkQmxjGldOuyy7YmgEwaw9i309yD52fSbd4imG27Y+WqH0g2zpcq5cs72iBHlxVLlyzXZnOY3G47Jy2C0iLwNURCYC/xv4Tb5iGeOFLM3ho1YZQTOZeadMrSipEHymfJUx75SpXLp6S6Q8+w4WueINp9dkTslS6qJRdIuUhNDG3X/AghXrSxLeXG9pRJXVv9wd2W8CopV+XGZ1nnWhjNpxWTm8D/gA0IfXKnSO/97oMMJ9DBasWB8ZhVNOlqqaScXpouLU42ruuOQYvPmsvrHZcj2ieqKK1DWS0ZCpaPHcPr8xUDyDQ8N8a+PDY6u0LMQpBqhsC2q0L6nKQVWfVNWLVfXZqvosVX1HK2dLG/kQFzqaNhBkqaqZZA4ZHBrOpJSSEscGh4a5efMgyxbNKikwVwvhInW9PQUmTmhw4WKh5Pl87k21V7epRr1FlRWfEtMPO2670Rq4lM84FfgQMJPSwntvzFUwkfOBLwLdwNdUdUXcsVY+I3/ikqqiaghVS//AIEtXb0mdyYZrAcU5rMudoFGUy15L4th1S+aMFbWrdwRQVoJyEQCX3XI3wxkjo4JCekFCXzXPpLxsxrLvbi2p6FroFla+5UxzHDeZpPIZLj6HfrxQ1ls5WngvV/wqsP8PeDWeKetXIrJGVf+rEdc3KmlE5uniuX1s2rWXVRsfTlQQwb5g9bJp196SYnFhhZE0uLm253QhiL7KUiIiL4JosGBwzqKsopR9+ecLXQJCYv+J8LO08NL2xEU5HFLVL+UuSSlnA/ep6gMAIvId4ALAlEOTyOJYzkp5+OrF82c4O0qHiyMlyqQ8j2Lx3L7YFUFgHw83oql25RAMhq1SpiG4jyzKKsoXFDewB9vinlf534WFl7YfLobRL4rIFSLyUhF5UfCTs1x9eAX/Ah7xt40hIpeIyCYR2fTEE5Xhc0Z9yatdY5QvI/AHPLjidU6+gHIFUl5oLa7BTLl9fNmiWVWXz0jrodxogkY+rsqqPNopTJTjP9h23ZI51sZznOKycjgDeCdwDqF+Dv77vIj6Dy0ZA1T1euB68HwOOcpikJ9pIC1JbtmiWU5+iHKizBofvXFrRYJcWJGsXLfTqVVnOeU9lNPCSBvBiCqX929zem5xDX5cvutq/y6izl/NeYz8cHFI7wBeqKrPNEaksZIdV6rqIv/9ZQCq+rmo480h3b7EZRqHm8TMXL4283mjbOdJWc1ZO6sFBKUowoNYNdnT9WZSoSuxREeSUz/vnghR54/yY1gfhvyp1SG9FegFHq+rVMn8Cni+Hyk1CLwNeHsDr280CBdfRl9GX0C5WSOYpcYN2N0iVSmGuMGrUYohqWjdcEJhvwXPncqqv3xp7P6sJU+yEnX+qKiyel7TyI6Lz+HZwA4RWScia4KfPIVS1SPAB4F1eNnYN6qq5dqPQ1x8GcsWzXKOuS/PoyhvfF9OT6G76lpMUXWEAhmSqCU9rlsEwcsROGZCF6s2Psyxha6xJj/B/Sfd0n/cvzcxVyQpMq2aREjX89d6rFFfXJTDFcCfAX8LXBP6yRVVvV1V/1BVn6uqn837ep1KPf7Za8ElSW7x3D4unj8jcVDtKXRz3ZI5FX0ErlyzPXZVEFzLtdNaObdtfTRye5pjW/HMKFMmeQN6d4Y64aOqXLtkDoeKowwNF1G8kiCHj4xybej+k84Zl3EeEOdU751UqCoR0vX8tR5r1BeXfg4/bYQgRuPJq5x2VtLCHPsHBrlzxxMoR6uuTplUQBX2DxdLnJdhR+cJPYXY+j1BQxqAq26tblEad+7Fc/u4cs32xNpBgRnlQb/CqyvTe3uczD4XvSS593TSjDyuJ4IqdTE3RZ0/zueQFvWUR68QwyNWOYjIz1X15SLyFKVmVAFUVX8vd+mMXMnbtlwr/QODXHXr9pJOaEG55yvecDpwNLpl5bqdbNq1t8T+njQ4d4lw6vK1TO/tce60FsWCFesjB6b9DkXl9h0scmqGCq/BYLk0JhoqPOBfvfgMHnziaTbcvzfy2KQZeVwEkst1XUjLnXAd6FtlcjNeSY1WagcsWqk6XCKFknCZtVU7s0srQ+EVlit1JFfb3axeXdEK3cLkiRPYP1ykq859JcJRRUllPsqjjy7v31aRcV5tFFAjSqi0szztSFK0UqzPQUSmJv3kJ67RKGrpt+tSiC/tmCR/R1pm73BxNLK8dzXUawgvjuiYH6BeiqFbhIfKqs7GJfVB5TO+evEZJUUBA0f20tVbMvuY8kqErJZGlHTpZJIc0puBTf7vJ4D/Bu71X2/OXzQjb2r5Z08ySbkcc3n/Npau3hKrOOwf3OOil5xcsS3sxI8i6FsdDP5BNnO5IzurQzlLhd1GUMvkxkgnVjmo6qmqehpeOOkbVPVEVf194PXALY0S0MiH8p6+kO2f3WXWFnfM4NBwZHG9sHJJ+wePa5fQ2C4K+XP14jMitwcDftL9lg/+Lgo9jbgeGs2g1VYy4w2XUNYXq+rtwRtV/QHwp/mJZORNeez/iOrYP5XrP7vLrC3umG6RWFNOoFCSwkG7u4S3v2RGZEOdlz13al2b+DQTl34HaUo0PPgnKetmhjNXS6utZMYbLsrhSRG5XERmisgpIvJJwJr9tDH1mEG6Jq/FFbyLIxjsFs/tY/LE6GC6id3CvFOmRp5n44P7WLZoFn29PU0vYVErQURWEkn+h4BAKcQpEoGacxeaRSutZMYbLsrhImAa8D3/Z5q/zWhTXB15SQ5j1+S1LElmAiXKJS4cdLg4yqWrt0T2ch4ZVa66dXvNPossiWl5rFAmT+zmyjXbmbl8LTOXr2Xup38UOWCn+R/gqFKIUiRRkVpZJwrG+MQlCW4v8OEGyGI0CJd6Ri4x5C41+oMGOGnN5AW4eP6MkvP1TipUlYOw72Axcz2mMEEopEsBvd6eAgcOF9DfQg4AABojSURBVMnYbG0smS+O4WdGOMDR1d2+g0WWfXcrUBnDH3wPcQXzAoUblV/g2gjJ6Dwa3OjWaAVcTEL1MD0FpA00UyYVOKGnwKqND4+tUPoHBnn60JHM1wqIusdCtzitYvYeOOyctfy74eyKAfxkvhifSk+hK7LlYnFEE5+/62oubIaJW3FYxI/hUpXVGGe41OCvZwz5sYWuxD7G+4eLYyaiwaFhlt20lcnHTEjs/5xG0j2mJdhl6blcbd9cAc6eOaUig7nQJYnXT3v+WTuuxZXKsIgfI1U5iMgCVd2Qts1oL9IGkTiTg+JlpmaJbDp8JHkILdcBxVFNNUMl0VPoKilrce2SORWzZ4hu/tMoFNj4wL6K7cVRTTQ51XtGb/2djThcVg7/AJS3BY3aZowjFs6eFlu4LWsNmxoWAFVxZFTHFFuSrHkqhimTCjx96Eji6ifu+nHbC92Sy4ze+jsbUSQV3nsp8DJgmoh8JLTr94Dk2Dmj7blzR3Jf7iwF+tKcr/Wkq6yyJ1TKGpiV8qLQXVoYMM7pm+W5TJlU4Io3nG6DuNEwkhzSE4Hj8BTI8aGf3wFvyV80o5m4+BZc/Q9RJSCqYcqkQmojnbiJeljWtLpN5Uye2B2ZcBcn48q3nDk2G9+w/ByuWzIn0jl+zAS3cwqYYjAaTuzKwe/j8FMRuUFVd4nIZFU90EDZjCaSFOYYPsaFoATEt3+xu2Sm3Nfbw74DhxN7HYcZOlisurx2WNYsTvVCt1Do7uLAM+nKJK4aaLldv9c3Obned9Ccx5SD0UhcfA7TReQHeKuIGSJyJvBXqvr+fEUzmklUFEuYrBEtVy8+I7JOUP/AIMtu2uoUmTS9t4ff7j+U2URVLmuc4hO88hsbH9jHiHqO4SUvPplVCU1zwiQpnbBdf8GK9ZmVnOUdGI3GJc/hOmARfskMVd0KvCJPoYzmE8TMh+v7BEaQetawWTy3j5VvPTPVXBQM8FkVQ7dIhaxxPakVr79ycI0RVW7ePMgJjhneriupagZ6yzswGo1TEpyq7i7b5G6wNdqaQyHTh0LmAn0uuFQYDQZ4l2J0YUbUSxwLlwBZPLcvNvM5qpSECKn1iwDnlVTWgd7yDoxm4KIcdovIywAVkYki8jHgNznLZbQA9cyShuRaTRA/aPb19owlr2XNmi4vKnfp6i3M/fSPnOs9gefrePNZ6crQtcPdwWey3cObz4oPNU17poZRLS7K4X3AB4A+4BFgjv/eGOfUM0vapXNcWlmPlet2Zs6ajjp638EiTx0+4hyBNL23JzW016VQX/AMsvobVv9qd+Sg7/JMDaNaUpWDqj6pqher6rNV9Vmq+g5VtZLdHUA9O225rELSagPV0yk7MqqMOvgvgkqxadd2CdfNGkIbEFdTqd4rO8MI41I+40sRm/cDm1T1+/UXyWgV6ll3x3UVkpStGxdl1NtT4PCR0p7ShW6pSIYrJ2U34K08gsqycaG975g/I7ZjW5hqq8RC9POzHspGnriYlY7FMyXd6/+8EJgKvFdErstRNqPJ1KvTVv/AIF0xZpfekIM5zX4eZ3a68o2nV8gZ1ygoK0EUVdy1r1syx0kx9A8Mxjrce3vSk/uiVmvWQ9nIE5f/oOcB56jqEQAR+TLwI+DVQH41CIyWoNa6O4FdPC4E9elDR8aUgEv/CIgvEheW07XkdhJpvRCyRG2tXLczNkLq9WeexNWLz4jN+YirqWQVVY08cVEOfcBkPFMS/uvpqjoiIodzk8wYF6TZ2Yujykdv3Mrv9UyItZ8HkUrhgfni+TO4c8cTLF29hZXrdlYM1C4Z3klE1TKqRVEmmXoCZ3dw7ivXbB+rSptUU8kqqhp54qIcPg9sEZG78PxzrwD+VkQmAz/OUTZjHOBi/x5RjY3g2TM0HNmVLlwxNmqVkZbhncSUSQUGPnVe5s8l4dp1LasCsoqqRl4kKgcRETwT0u3A2XjK4ROqusc/ZFm+4hlhymfP7TBLrHUG3yXCpau3pB4XjtIJntEJPQWOLXQxdLDI9N4eFs6exm1bH03tFTHkGGqa5ftYtmgWS1dviTQtmY/AaEUSHdKqqkC/qj6qqt9X1f6QYjAaSLvGtEc5crOQpVxG8EyCZzQ0XGToYJGL589gw/JzmHfK1NTGQ+A2WGf9PhbP7ePi+TMqnNLmIzBaFZdopY0i8uLcJTESadeY9vKIpymTCqlRO4JbUlk53SIVz0iBVRsfHpvlp5mZgryGNKr5Pq5efAbXLplTc/SXYTQCF5/DQuCvRGQXcADv/0dV9YV5CCQiVwJ/CQQpqZ9Q1dvzuFY70Wox7f0Dg1x16/YxX0FvT4Er3xjvOA1vj+rhHISkBsdljTYS4lcZCk6mKYCL589wGqyr/T7MR2C0Cy7K4TW5S1HJtar6hSZct2WJs903w17dPzDIsu9uLUkyGxousuymrUB6jSGXKJusvgrFU1C19J4GnHIWoLW+D8PIA5fyGbtUdRcwjPc/GPwYDSSt7lAjWbluZ2T2cXE0usxDQDjJLQg/fXDF69iw/JwKhZLVV9FT6OJAxoJ25aQlooVppe/DMPLApXzGG4FrgOnA48ApeFVZT89Rrg+KyJ8Dm4CPquq+CLkuAS4BmDFjRo6itAatFNOeZDqJ2xcVjloefhomKuY/icNHRmNbhLrQU+hm4expLFix3un5ttL3YRh5IJoSDSIiW4FzgB+r6lwRWQhcpKqXVH1RkR8DfxCx65PARuBJvNXJZ4CTVPU9SeebN2+ebtq0qVpxjIwsWLE+1uQT1yoz7jNRxwfO48GhYUQgY3+fVPr8gTw8sC+cPY2bNw9W+EHMYWyMZ0Rks6rOi9rnEq1U9KuwdolIl6reiVdrqWpU9VxV/eOIn++r6mOqOqKqo8BX8fIrjBqpZ93/ZYtmUeiujCYqdEWXeQB3B244RBTcFYNrdFOwQiif8d+544m2jAYzjLxwcUgPichxwM+AVSLyOFCbcTcBETlJVR/13/4ZcE9e1+oUspp00gg+4xqtBO4O3GrLWh8zQSiOUuILEbzlZ7cII6r0RawQgmcRd81WqnDajkmQRvviohwuwHNGLwUuBk4ArspRps+LyBy8/+uHgL/K8VodQVJMvuvgEjUwZSkxsXD2tJKSFwGDQ8MsWLF+bKCrdjA+WByl0CVMmVQYy4guHzz7Bwb56I1bK0Jeh4sjYwqknFaJPqq3gjeMNFyUw6dU9ePAKPBNABH5O+DjeQikqu/M47ztTi2zxmpj8kts/xwNUatmYFp796Ox+8Lnq6XcRnFUmTRxQqTSSqsOO6JKT6G7ZSuc1kPBG0YWXHwOr47Y1ozch44lrVRDtb2Zk2bFFbb/sv1Z7PH9A4OprTGD89VabiNQeOXP5Kpbtyeaq4Js5VbNXm61JEhj/BO7chCRvwbeD5wmIneHdh0PbMhbMOMoaaUa0swN1dT9d7H9ByahtNWMqxLZMzRcEiI6ODQ8Zu6ZMqnA04eOpPaQnt7bE2mCSSJ4Fq2cvWxJd0ajSTIr/RvwA+BzwPLQ9qdUdW+uUhklJM0aXcwN1cTku8xIhaMDb5KpyXV2Gwx0UYP0ghXrU1cfwSCfxandLdJSK4Q4rLGP0WhilYOq7sdr8HNR48QxokiaNVbTmznwJSxdvSVWUaTZ/sM+iIA4G7iLHyE80EX5V5IUjPjXCO5jqWMdpXbKY7CkO6PR1KfRrpErSbPGuMb3ceYG16iXqGsGCqHPsXFN0rnChMNg4+Q7IaZuUlQSXdyxPYUupk4+puUGV9dgg1Y2exnjD1MObUDarDGLucE16iXtmnEZz1FKKfhMVBgpwORjJpRcL0q+YwtdztFExZHong3HFrojs7ebiYWoGq2KKYc2IW7WmNXckCXqJWmmunD2NFZtfLjEtJSklJLMPeFrx8k3dLDItUvmpN5n/8AgB56JXqG4dnhrJBaiarQqphzakCgzhOuMuB5RL/0Dg9y8ebBEMQjw5rOSzR4u1046xsWskhQZ1YqRPRaiarQqLnkORgtRa7vQepSajprtKvDtX+xOrN3kcu1a5UsaVFsxsqeaHBTDaASmHNqMWtuFlrftjEr2SkuqixuAR1QTFZbLtV2OSSJuUO3tKbSkmcb6QhitSmrJ7nagk0p2n7p8bWSnJQEeXPG6ms8f18IzPEAnlewOE1e+O09c5G81rKCe0SySSnabz6HNyDtT1sVBmhaaGtAMu3k75gNYiKrRiphyaDNqyZR1maG6OEjLB+CuFqtoaoOtYdSOKYc2o9qZsWs8vevKpDzj2ko7GMb4wpRDG1LNzNg1nr6alUk7mnIMw0jGlEOHkKUGE2Qf6M2UYxjjC1MOHUIWR7YN9IZhWJ5Dh7Bw9rRM2w3D6Gxs5dAh3LnjiUzbjVIsF8HoNEw5dAhWw6d6rHKq0YmYWalDsBo+1VNryRLDaEds5dBgspon6mXOyBqiamaUo9iqy+hETDk0kKzmiXqaM7KEqJoZpZS8S5YYRitiyqGBZG3sUu9GMK4hqtaAppRaSpYYRrtiyqGBZDVPNMucYWaUUiwD3OhETDk0kKzmiWaZM8yMUoklBhqdhkUrNZCsjV2a1QjGGtAYhmErhwaS1TzRLHNGu5hRLKLKMPLDOsEZbUk7dnwzjFYjqROcmZWMtsQS0wwjXzrarGRmifbFIqoMI1+asnIQkbeKyHYRGRWReWX7LhOR+0Rkp4gsykuGwCwxODSMcjTRq39gMK9LGnXEyoEYRr40y6x0D/Am4GfhjSLyAuBtwOnA+cA/ikh35cdrx8wS7Y1FVBlGvjTFrKSqvwEQkfJdFwDfUdXDwIMich9wNvCf9ZbBzBLtTbtEVBlGu9JqPoc+YGPo/SP+tgpE5BLgEoAZM2ZkvpAlerU/lphmGPmRm1lJRH4sIvdE/FyQ9LGIbZGxtqp6varOU9V506Zl72ZmZonWoX9gkAUr1nPq8rUsWLHe/D6G0QLktnJQ1XOr+NgjwMmh988B9tRHolLMLNEaWAVYw2hNWs2stAb4NxH5e2A68Hzgl3ldzMwSzccqwBpGa9KsUNY/E5FHgJcCa0VkHYCqbgduBP4L+CHwAVUdiT+T0e5YYIBhtCbNilb6HvC9mH2fBT7bWImMZmGBAYbRmlj5DKOpWGCAYbQmreZzMDoMCwwwjNbElIPRdCwwwDBaDzMrGYZhGBWYcjAMwzAqMOVgGIZhVGDKwTAMw6jAlINhGIZRgSkHwzAMowJTDoZhGEYFludQBdZ72jCM8Y4ph4xYiWnDMDoBMytlxHpPG4bRCZhyyIiVmDYMoxMw5ZCRuFLSVmLaMIzxhCmHjFiJacMwOgFzSGfESkwbhtEJmHKoAisxbRjGeMfMSoZhGEYFphwMwzCMCkw5GIZhGBWYcjAMwzAqMOVgGIZhVCCq2mwZakZEngB21fGUJwJP1vF89aAVZYLWlKsVZYLWlMtkcqcV5apVplNUdVrUjnGhHOqNiGxS1XnNliNMK8oErSlXK8oErSmXyeROK8qVp0xmVjIMwzAqMOVgGIZhVGDKIZrrmy1ABK0oE7SmXK0oE7SmXCaTO60oV24ymc/BMAzDqMBWDoZhGEYFphwMwzCMCjpWOYjIW0Vku4iMisi8sn2Xich9IrJTRBbFfP5UEfmFiNwrIqtFZGKd5VstIlv8n4dEZEvMcQ+JyDb/uE31lCHmeleKyGBIttfGHHe+//zuE5HlOcu0UkR2iMjdIvI9EemNOS73Z5V23yJyjP/d3uf//czMQ46ya54sIneKyG/8v/kPRxzzShHZH/peP9UAuRK/D/H4kv+s7haRFzVAplmhZ7BFRH4nIpeWHZP7sxKRb4jI4yJyT2jbVBG5wx9z7hCRKTGffZd/zL0i8q6qhVDVjvwB/giYBdwFzAttfwGwFTgGOBW4H+iO+PyNwNv8118B/jpHWa8BPhWz7yHgxAY+tyuBj6Uc0+0/t9OAif7zfEGOMp0HTPBf/x3wd814Vi73Dbwf+Ir/+m3A6gZ8ZycBL/JfHw/8d4RcrwRua9Tfkcv3AbwW+AEgwHzgFw2Wrxv4LV6iWEOfFfAK4EXAPaFtnweW+6+XR/2dA1OBB/zfU/zXU6qRoWNXDqr6G1XdGbHrAuA7qnpYVR8E7gPODh8gIgKcA3zX3/RNYHEecvrXuhD4dh7nz4mzgftU9QFVfQb4Dt5zzQVV/ZGqHvHfbgSek9e1UnC57wvw/l7A+/t5lf8d54aqPqqqv/ZfPwX8BmiHhiQXAP+iHhuBXhE5qYHXfxVwv6rWs/qCE6r6M2Bv2ebw307cmLMIuENV96rqPuAO4PxqZOhY5ZBAH7A79P4RKv+Rfh8YCg1IUcfUiz8BHlPVe2P2K/AjEdksIpfkJEM5H/SX+d+IWdq6PMO8eA/ebDOKvJ+Vy32PHeP//ezH+3tqCL4Zay7wi4jdLxWRrSLyAxE5vQHipH0fzfw7Am9lFzcpa/SzAni2qj4KnsIHnhVxTN2e2bjuBCciPwb+IGLXJ1X1+3Efi9hWHu/rckwqjvJdRPKqYYGq7hGRZwF3iMgOf9ZRNUlyAV8GPoN3v5/BM3m9p/wUEZ+tKWba5VmJyCeBI8CqmNPU/VmVixmxLZe/nWoQkeOAm4FLVfV3Zbt/jWc+edr3I/UDz89ZpLTvo5nPaiLwRuCyiN3NeFau1O2ZjWvloKrnVvGxR4CTQ++fA+wpO+ZJvCXuBH/2F3VMzfKJyATgTcBZCefY4/9+XES+h2faqGnAc31uIvJV4LaIXS7PsK4y+Y631wOvUt/4GnGOuj+rMlzuOzjmEf/7PYFK80HdEZECnmJYpaq3lO8PKwtVvV1E/lFETlTV3ArNOXwfdf87ysBrgF+r6mPlO5rxrHweE5GTVPVR37z2eMQxj+D5RAKeg+dXzYyZlSpZA7zNjyo5FW9G8MvwAf7gcyfwFn/Tu4C4lUgtnAvsUNVHonaKyGQROT54jeeYvSfq2HpRZvP9s5jr/Qp4vngRXRPxludrcpTpfODjwBtV9WDMMY14Vi73vQbv7wW8v5/1ccqsXvg+ja8Dv1HVv4855g8C34eInI03NvxPjjK5fB9rgD/3o5bmA/sDs0oDiF2xN/pZhQj/7cSNOeuA80Rkim/yPc/flp08Pe6t/IM3sD0CHAYeA9aF9n0SL+pkJ/Ca0Pbbgen+69PwlMZ9wE3AMTnIeAPwvrJt04HbQzJs9X+245lY8n5u/wpsA+72/1hPKpfLf/9avKiY+/OWy/8OdgNb/J+vlMvUqGcVdd/Ap/EUF8Cx/t/Lff7fz2kN+M5ejmdauDv0jF4LvC/4+wI+6D+XrXhO/ZflLFPk91EmkwD/z3+W2whFFeYs2yS8wf6E0LaGPis8xfQoUPTHqffi+aZ+Atzr/57qHzsP+Fros+/x/77uA/6iWhmsfIZhGIZRgZmVDMMwjApMORiGYRgVmHIwDMMwKjDlYBiGYVRgysEwDMOowJSDMS4Rkaf939NF5Lspx14qIpMynv+VIhKVAFh+3F3iV/0VkdslpmJsnojIp0WkmoTQqHOlViw2xgfjOkPaGF+ISLeqjmT5jHpZuG9JOexS4FtAZAJdvVDVyPLmeaOqdSkpLSIvwEvsOx0vh+THIvKHWb8Toz2wlYPRdERkpnj9GL7pF/T7bjCTF6/m/6dE5OfAW0XkuSLyQ79Y27+LyGz/uFNF5D9F5Fci8pmyc9/jv+4WkS+I10PgbhH5kIj8b7yB7k4RudM/7jz/XL8WkZv8mkRBr4YdvixvirmXHhH5jn/+1UBPaN9DInJi6H6/JiL3iMgqETlXRDaIV4P/bP/4yeIVN/yViAyIyAX+9neLyC3+c7hXRD4fur8b/HNuE5Gl/vYbROQt/utX+efa5p/7mJBsV/n3vC14rmWkViw2xg+mHIxWYRZwvaq+EPgdXt+DgEOq+nJV/Q5eQ/UPqepZwMeAf/SP+SLwZVV9MV4N/iguwevRMde/zipV/RJevZ6FqrpQRE4ELgfOVdUXAZuAj4jIscBXgTfgVcqNKgII8NfAQf/8nyW+LtbzfJlfCMwG3o6Xyfwx4BP+MZ/EK6/xYmAhsNIvNQEwB1gCnAEsEZGT/W19qvrHqnoG8M/hC/r3cAOwxN8/wZc34En/nr/sy1FOs6ukGg3ElIPRKuxW1Q3+62/hDZQBq2GsqujLgJvE64z3T3iNbAAWcLQWzr/GXONcvNIaRwBUNarg3Xy8hk8b/Gu8CzgFbwB/UFXvVa+swLdirvGKYJ+q3o1XsiKKB1V1m6qO4pVi+Il/3m3ATP+Y84Dlvhx34ZXemOHv+4mq7lfVQ8B/+TI+AJwmIv8gXr2p8sqrs/zr/rf//pu+vAFBQb7NIRnCNK1KqtF4zOdgtArlg0z4/QH/dxdeH405jucoRxyPuUNVLyrZKDLH4bOucoBX0ytgNPR+lKP/lwK8WcuaUonIS8o+P4LXCW+fiJyJ1/DlA3hNosLl1NOaCgXnHCF6bGhmlVSjwdjKwWgVZojIS/3XFwE/Lz9AvVLJD4rIW2Gsx/CZ/u4NeM5SgItjrvEj4H3ilcpGRKb625/Ca58JXiG1BSLyPP+YSSLyh8AO4FQReW5Ixih+FlxfRP4Yz2xULeuAD4mMVQCdm3SwbxLrUtWbgb/BazMZZgcwM7g34J3ATzPIk1qx2Bg/mHIwWoXfAO8Skbvx+t9+Oea4i4H3ikhQzTNow/lh4AMi8iu8HglRfA14GLjb//zb/e3XAz8QkTtV9Qng3cC3fVk2ArN9880lwFrfIR3XOvLLwHH+Z/8PtQ2enwEKvrz3+O+T6APu8s1QN1DWqMa/h7/AM8ttw1ulfMVVGFXdjtc7/b+AHwIfsEil8YtVZTWajnitK29T1T9usiiGYfjYysEwDMOowFYOhmEYRgW2cjAMwzAqMOVgGIZhVGDKwTAMw6jAlINhGIZRgSkHwzAMo4L/D0ZNx7rTXc9aAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1288,7 +1288,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1606,7 +1606,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1750,11 +1750,13 @@
       "Mcvae(\n",
       "  (vae): ModuleList(\n",
       "    (0): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 5]))\n",
       "      (W_mu): Linear(in_features=5, out_features=5, bias=True)\n",
       "      (W_logvar): Linear(in_features=5, out_features=5, bias=True)\n",
       "      (W_out): Linear(in_features=5, out_features=5, bias=True)\n",
       "    )\n",
       "    (1): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 5]))\n",
       "      (W_mu): Linear(in_features=5, out_features=5, bias=True)\n",
       "      (W_logvar): Linear(in_features=5, out_features=5, bias=True)\n",
       "      (W_out): Linear(in_features=5, out_features=5, bias=True)\n",
@@ -1777,6 +1779,32 @@
   {
    "cell_type": "code",
    "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Help on function load_or_fit in module mcvae.models.utils:\n",
+      "\n",
+      "load_or_fit(model, data, epochs, ptfile, init_loss=True, minibatch=False, force_fit=False)\n",
+      "    Routine to train or load a model.\n",
+      "    :param model: model to optimize\n",
+      "    :param data: training data\n",
+      "    :param epochs: number of training epochs\n",
+      "    :param ptfile: path to *.pt file where to save the trained model\n",
+      "    :param force_fit: force the training even if the model is already trained\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "help(load_or_fit)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -1789,7 +1817,16 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Loading model.pt\n"
+      "Help on function load_or_fit in module mcvae.models.utils:\n",
+      "\n",
+      "load_or_fit(model, data, epochs, ptfile, init_loss=True, minibatch=False, force_fit=False)\n",
+      "    Routine to train or load a model.\n",
+      "    :param model: model to optimize\n",
+      "    :param data: training data\n",
+      "    :param epochs: number of training epochs\n",
+      "    :param ptfile: path to *.pt file where to save the trained model\n",
+      "    :param force_fit: force the training even if the model is already trained\n",
+      "\n"
      ]
     }
    ],
@@ -1803,13 +1840,569 @@
     "n_epochs = 5000\n",
     "model.optimizer = torch.optim.Adam(model.parameters(), lr=adam_lr)\n",
     "\n",
-    "# Fit (or load if already trained)\n",
-    "load_or_fit(model=model, data=data, epochs=n_epochs, ptfile='model.pt', force_fit=FORCE_REFIT)"
+    "# We will use the custom routine \"load_or_fit\" to fit the model\n",
+    "help(load_or_fit)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\tCreating model.pt.running\n",
+      "\tCreated: 2021-01-06 19:24:03.703251\n",
+      "Start fitting: 2021-01-06 19:24:03.703449\n",
+      "\tModel destination: model.pt\n",
+      "====> Epoch:    0/5000 (0%)\tLoss: 4262660.5000\tLL: -1298590.0000\tKL: 2964070.5000\tLL/KL: -0.4381\n",
+      "====> Epoch:   10/5000 (0%)\tLoss: 43945.0391\tLL: -34668.4375\tKL: 9276.6035\tLL/KL: -3.7372\n",
+      "====> Epoch:   20/5000 (0%)\tLoss: 19446.6035\tLL: -17842.4414\tKL: 1604.1619\tLL/KL: -11.1226\n",
+      "====> Epoch:   30/5000 (1%)\tLoss: 12697.3916\tLL: -11797.3516\tKL: 900.0399\tLL/KL: -13.1076\n",
+      "====> Epoch:   40/5000 (1%)\tLoss: 6696.4473\tLL: -5948.7456\tKL: 747.7017\tLL/KL: -7.9560\n",
+      "====> Epoch:   50/5000 (1%)\tLoss: 14101.9600\tLL: -13389.3281\tKL: 712.6315\tLL/KL: -18.7886\n",
+      "====> Epoch:   60/5000 (1%)\tLoss: 6858.8511\tLL: -6148.5029\tKL: 710.3480\tLL/KL: -8.6556\n",
+      "====> Epoch:   70/5000 (1%)\tLoss: 7487.5254\tLL: -6770.8442\tKL: 716.6814\tLL/KL: -9.4475\n",
+      "====> Epoch:   80/5000 (2%)\tLoss: 3859.8472\tLL: -3138.4307\tKL: 721.4165\tLL/KL: -4.3504\n",
+      "====> Epoch:   90/5000 (2%)\tLoss: 4518.0630\tLL: -3797.2717\tKL: 720.7911\tLL/KL: -5.2682\n",
+      "====> Epoch:  100/5000 (2%)\tLoss: 5719.1602\tLL: -5000.9023\tKL: 718.2576\tLL/KL: -6.9625\n",
+      "====> Epoch:  110/5000 (2%)\tLoss: 2709.6421\tLL: -1994.7473\tKL: 714.8947\tLL/KL: -2.7903\n",
+      "====> Epoch:  120/5000 (2%)\tLoss: 7239.8066\tLL: -6530.8994\tKL: 708.9070\tLL/KL: -9.2126\n",
+      "====> Epoch:  130/5000 (3%)\tLoss: 2872.6157\tLL: -2171.9895\tKL: 700.6263\tLL/KL: -3.1001\n",
+      "====> Epoch:  140/5000 (3%)\tLoss: 2293.5227\tLL: -1601.2192\tKL: 692.3034\tLL/KL: -2.3129\n",
+      "====> Epoch:  150/5000 (3%)\tLoss: 6731.0962\tLL: -6047.7144\tKL: 683.3818\tLL/KL: -8.8497\n",
+      "====> Epoch:  160/5000 (3%)\tLoss: 3181.1064\tLL: -2508.8794\tKL: 672.2271\tLL/KL: -3.7322\n",
+      "====> Epoch:  170/5000 (3%)\tLoss: 6107.2334\tLL: -5445.0718\tKL: 662.1615\tLL/KL: -8.2232\n",
+      "====> Epoch:  180/5000 (4%)\tLoss: 4395.3936\tLL: -3742.2568\tKL: 653.1368\tLL/KL: -5.7297\n",
+      "====> Epoch:  190/5000 (4%)\tLoss: 2763.1292\tLL: -2120.5781\tKL: 642.5511\tLL/KL: -3.3002\n",
+      "====> Epoch:  200/5000 (4%)\tLoss: 2477.9043\tLL: -1844.8848\tKL: 633.0195\tLL/KL: -2.9144\n",
+      "====> Epoch:  210/5000 (4%)\tLoss: 2105.9983\tLL: -1484.8384\tKL: 621.1599\tLL/KL: -2.3904\n",
+      "====> Epoch:  220/5000 (4%)\tLoss: 13323.0703\tLL: -12711.7891\tKL: 611.2809\tLL/KL: -20.7953\n",
+      "====> Epoch:  230/5000 (5%)\tLoss: 5057.8389\tLL: -4457.0781\tKL: 600.7610\tLL/KL: -7.4191\n",
+      "====> Epoch:  240/5000 (5%)\tLoss: 4228.7827\tLL: -3635.3999\tKL: 593.3828\tLL/KL: -6.1266\n",
+      "====> Epoch:  250/5000 (5%)\tLoss: 3765.3745\tLL: -3181.7815\tKL: 583.5930\tLL/KL: -5.4521\n",
+      "====> Epoch:  260/5000 (5%)\tLoss: 3960.7463\tLL: -3385.7822\tKL: 574.9642\tLL/KL: -5.8887\n",
+      "====> Epoch:  270/5000 (5%)\tLoss: 2081.4968\tLL: -1515.2067\tKL: 566.2901\tLL/KL: -2.6757\n",
+      "====> Epoch:  280/5000 (6%)\tLoss: 6944.0654\tLL: -6382.9033\tKL: 561.1620\tLL/KL: -11.3744\n",
+      "====> Epoch:  290/5000 (6%)\tLoss: 3887.6899\tLL: -3335.7651\tKL: 551.9247\tLL/KL: -6.0439\n",
+      "====> Epoch:  300/5000 (6%)\tLoss: 3377.1025\tLL: -2831.6406\tKL: 545.4619\tLL/KL: -5.1913\n",
+      "====> Epoch:  310/5000 (6%)\tLoss: 3452.5525\tLL: -2914.7649\tKL: 537.7876\tLL/KL: -5.4199\n",
+      "====> Epoch:  320/5000 (6%)\tLoss: 2786.2290\tLL: -2257.6572\tKL: 528.5719\tLL/KL: -4.2712\n",
+      "====> Epoch:  330/5000 (7%)\tLoss: 1775.6956\tLL: -1252.7754\tKL: 522.9201\tLL/KL: -2.3957\n",
+      "====> Epoch:  340/5000 (7%)\tLoss: 3147.1799\tLL: -2630.1743\tKL: 517.0056\tLL/KL: -5.0873\n",
+      "====> Epoch:  350/5000 (7%)\tLoss: 2116.6458\tLL: -1609.1597\tKL: 507.4861\tLL/KL: -3.1708\n",
+      "====> Epoch:  360/5000 (7%)\tLoss: 3679.0774\tLL: -3177.3794\tKL: 501.6980\tLL/KL: -6.3333\n",
+      "====> Epoch:  370/5000 (7%)\tLoss: 2289.3469\tLL: -1792.4320\tKL: 496.9149\tLL/KL: -3.6071\n",
+      "====> Epoch:  380/5000 (8%)\tLoss: 3934.2031\tLL: -3446.0605\tKL: 488.1425\tLL/KL: -7.0595\n",
+      "====> Epoch:  390/5000 (8%)\tLoss: 2178.9221\tLL: -1699.2437\tKL: 479.6784\tLL/KL: -3.5425\n",
+      "====> Epoch:  400/5000 (8%)\tLoss: 3150.6499\tLL: -2679.0728\tKL: 471.5771\tLL/KL: -5.6811\n",
+      "====> Epoch:  410/5000 (8%)\tLoss: 2006.5717\tLL: -1541.8043\tKL: 464.7673\tLL/KL: -3.3174\n",
+      "====> Epoch:  420/5000 (8%)\tLoss: 2842.1255\tLL: -2385.0315\tKL: 457.0941\tLL/KL: -5.2178\n",
+      "====> Epoch:  430/5000 (9%)\tLoss: 2685.0171\tLL: -2235.1396\tKL: 449.8773\tLL/KL: -4.9683\n",
+      "====> Epoch:  440/5000 (9%)\tLoss: 3580.0781\tLL: -3133.2732\tKL: 446.8050\tLL/KL: -7.0126\n",
+      "====> Epoch:  450/5000 (9%)\tLoss: 2881.6396\tLL: -2439.3345\tKL: 442.3052\tLL/KL: -5.5150\n",
+      "====> Epoch:  460/5000 (9%)\tLoss: 3728.0725\tLL: -3290.8694\tKL: 437.2030\tLL/KL: -7.5271\n",
+      "====> Epoch:  470/5000 (9%)\tLoss: 2724.9758\tLL: -2292.2390\tKL: 432.7368\tLL/KL: -5.2971\n",
+      "====> Epoch:  480/5000 (10%)\tLoss: 2711.6714\tLL: -2287.2346\tKL: 424.4366\tLL/KL: -5.3889\n",
+      "====> Epoch:  490/5000 (10%)\tLoss: 1880.4370\tLL: -1461.4816\tKL: 418.9554\tLL/KL: -3.4884\n",
+      "====> Epoch:  500/5000 (10%)\tLoss: 2494.4944\tLL: -2080.9089\tKL: 413.5854\tLL/KL: -5.0314\n",
+      "====> Epoch:  510/5000 (10%)\tLoss: 1736.9312\tLL: -1324.5104\tKL: 412.4208\tLL/KL: -3.2116\n",
+      "====> Epoch:  520/5000 (10%)\tLoss: 2838.1016\tLL: -2429.9229\tKL: 408.1786\tLL/KL: -5.9531\n",
+      "====> Epoch:  530/5000 (11%)\tLoss: 3567.1365\tLL: -3164.5684\tKL: 402.5682\tLL/KL: -7.8610\n",
+      "====> Epoch:  540/5000 (11%)\tLoss: 1835.9888\tLL: -1439.1138\tKL: 396.8751\tLL/KL: -3.6261\n",
+      "====> Epoch:  550/5000 (11%)\tLoss: 2106.6096\tLL: -1714.1101\tKL: 392.4995\tLL/KL: -4.3672\n",
+      "====> Epoch:  560/5000 (11%)\tLoss: 1757.2501\tLL: -1368.5223\tKL: 388.7278\tLL/KL: -3.5205\n",
+      "====> Epoch:  570/5000 (11%)\tLoss: 1735.3756\tLL: -1351.3695\tKL: 384.0061\tLL/KL: -3.5191\n",
+      "====> Epoch:  580/5000 (12%)\tLoss: 1979.7140\tLL: -1599.3445\tKL: 380.3695\tLL/KL: -4.2047\n",
+      "====> Epoch:  590/5000 (12%)\tLoss: 2113.2715\tLL: -1738.4941\tKL: 374.7774\tLL/KL: -4.6387\n",
+      "====> Epoch:  600/5000 (12%)\tLoss: 1582.7756\tLL: -1211.4095\tKL: 371.3661\tLL/KL: -3.2620\n",
+      "====> Epoch:  610/5000 (12%)\tLoss: 2550.9966\tLL: -2183.7983\tKL: 367.1982\tLL/KL: -5.9472\n",
+      "====> Epoch:  620/5000 (12%)\tLoss: 3524.0396\tLL: -3160.2539\tKL: 363.7857\tLL/KL: -8.6871\n",
+      "====> Epoch:  630/5000 (13%)\tLoss: 2121.2957\tLL: -1763.3776\tKL: 357.9180\tLL/KL: -4.9268\n",
+      "====> Epoch:  640/5000 (13%)\tLoss: 1560.4982\tLL: -1205.3318\tKL: 355.1664\tLL/KL: -3.3937\n",
+      "====> Epoch:  650/5000 (13%)\tLoss: 2421.0500\tLL: -2070.0435\tKL: 351.0065\tLL/KL: -5.8975\n",
+      "====> Epoch:  660/5000 (13%)\tLoss: 2265.9092\tLL: -1918.2366\tKL: 347.6726\tLL/KL: -5.5174\n",
+      "====> Epoch:  670/5000 (13%)\tLoss: 1571.7317\tLL: -1226.0120\tKL: 345.7198\tLL/KL: -3.5463\n",
+      "====> Epoch:  680/5000 (14%)\tLoss: 4609.3799\tLL: -4268.1899\tKL: 341.1900\tLL/KL: -12.5097\n",
+      "====> Epoch:  690/5000 (14%)\tLoss: 1591.5065\tLL: -1255.7960\tKL: 335.7104\tLL/KL: -3.7407\n",
+      "====> Epoch:  700/5000 (14%)\tLoss: 3109.3455\tLL: -2776.6707\tKL: 332.6749\tLL/KL: -8.3465\n",
+      "====> Epoch:  710/5000 (14%)\tLoss: 1970.4255\tLL: -1642.4529\tKL: 327.9727\tLL/KL: -5.0079\n",
+      "====> Epoch:  720/5000 (14%)\tLoss: 1787.7649\tLL: -1462.7594\tKL: 325.0055\tLL/KL: -4.5007\n",
+      "====> Epoch:  730/5000 (15%)\tLoss: 2275.4277\tLL: -1952.7251\tKL: 322.7026\tLL/KL: -6.0512\n",
+      "====> Epoch:  740/5000 (15%)\tLoss: 2411.7817\tLL: -2093.2559\tKL: 318.5259\tLL/KL: -6.5717\n",
+      "====> Epoch:  750/5000 (15%)\tLoss: 2171.4382\tLL: -1856.8210\tKL: 314.6172\tLL/KL: -5.9018\n",
+      "====> Epoch:  760/5000 (15%)\tLoss: 1972.3674\tLL: -1660.2032\tKL: 312.1642\tLL/KL: -5.3184\n",
+      "====> Epoch:  770/5000 (15%)\tLoss: 1599.5530\tLL: -1289.0352\tKL: 310.5179\tLL/KL: -4.1512\n",
+      "====> Epoch:  780/5000 (16%)\tLoss: 1588.9763\tLL: -1282.9235\tKL: 306.0529\tLL/KL: -4.1918\n",
+      "====> Epoch:  790/5000 (16%)\tLoss: 1825.2235\tLL: -1524.0449\tKL: 301.1786\tLL/KL: -5.0603\n",
+      "====> Epoch:  800/5000 (16%)\tLoss: 2668.4998\tLL: -2369.5227\tKL: 298.9771\tLL/KL: -7.9254\n",
+      "====> Epoch:  810/5000 (16%)\tLoss: 2814.1914\tLL: -2516.2664\tKL: 297.9249\tLL/KL: -8.4460\n",
+      "====> Epoch:  820/5000 (16%)\tLoss: 1627.4493\tLL: -1334.5055\tKL: 292.9438\tLL/KL: -4.5555\n",
+      "====> Epoch:  830/5000 (17%)\tLoss: 1940.0685\tLL: -1649.6368\tKL: 290.4317\tLL/KL: -5.6799\n",
+      "====> Epoch:  840/5000 (17%)\tLoss: 2364.3738\tLL: -2075.8496\tKL: 288.5241\tLL/KL: -7.1947\n",
+      "====> Epoch:  850/5000 (17%)\tLoss: 1524.1296\tLL: -1236.8584\tKL: 287.2712\tLL/KL: -4.3055\n",
+      "====> Epoch:  860/5000 (17%)\tLoss: 1875.9878\tLL: -1594.3328\tKL: 281.6550\tLL/KL: -5.6606\n",
+      "====> Epoch:  870/5000 (17%)\tLoss: 1628.6495\tLL: -1348.7826\tKL: 279.8669\tLL/KL: -4.8194\n",
+      "====> Epoch:  880/5000 (18%)\tLoss: 1761.2710\tLL: -1481.9734\tKL: 279.2976\tLL/KL: -5.3061\n",
+      "====> Epoch:  890/5000 (18%)\tLoss: 3350.5596\tLL: -3075.5371\tKL: 275.0224\tLL/KL: -11.1829\n",
+      "====> Epoch:  900/5000 (18%)\tLoss: 2062.5210\tLL: -1790.2250\tKL: 272.2959\tLL/KL: -6.5746\n",
+      "====> Epoch:  910/5000 (18%)\tLoss: 2666.9690\tLL: -2398.1233\tKL: 268.8458\tLL/KL: -8.9201\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "====> Epoch:  920/5000 (18%)\tLoss: 1707.1511\tLL: -1441.3044\tKL: 265.8467\tLL/KL: -5.4216\n",
+      "====> Epoch:  930/5000 (19%)\tLoss: 1457.5961\tLL: -1192.8110\tKL: 264.7851\tLL/KL: -4.5048\n",
+      "====> Epoch:  940/5000 (19%)\tLoss: 2139.0674\tLL: -1878.0316\tKL: 261.0356\tLL/KL: -7.1945\n",
+      "====> Epoch:  950/5000 (19%)\tLoss: 2519.4126\tLL: -2258.8013\tKL: 260.6112\tLL/KL: -8.6673\n",
+      "====> Epoch:  960/5000 (19%)\tLoss: 2455.6077\tLL: -2196.4492\tKL: 259.1585\tLL/KL: -8.4753\n",
+      "====> Epoch:  970/5000 (19%)\tLoss: 1682.2816\tLL: -1428.2273\tKL: 254.0543\tLL/KL: -5.6217\n",
+      "====> Epoch:  980/5000 (20%)\tLoss: 1229.0485\tLL: -975.1719\tKL: 253.8765\tLL/KL: -3.8411\n",
+      "====> Epoch:  990/5000 (20%)\tLoss: 1272.7069\tLL: -1023.4662\tKL: 249.2407\tLL/KL: -4.1063\n",
+      "====> Epoch: 1000/5000 (20%)\tLoss: 2016.0963\tLL: -1769.5736\tKL: 246.5227\tLL/KL: -7.1781\n",
+      "====> Epoch: 1010/5000 (20%)\tLoss: 1465.2620\tLL: -1219.1506\tKL: 246.1114\tLL/KL: -4.9537\n",
+      "====> Epoch: 1020/5000 (20%)\tLoss: 1232.1704\tLL: -988.1989\tKL: 243.9716\tLL/KL: -4.0505\n",
+      "====> Epoch: 1030/5000 (21%)\tLoss: 1321.5819\tLL: -1079.4614\tKL: 242.1205\tLL/KL: -4.4584\n",
+      "====> Epoch: 1040/5000 (21%)\tLoss: 3451.2773\tLL: -3211.1797\tKL: 240.0978\tLL/KL: -13.3745\n",
+      "====> Epoch: 1050/5000 (21%)\tLoss: 1498.3079\tLL: -1260.6826\tKL: 237.6252\tLL/KL: -5.3053\n",
+      "====> Epoch: 1060/5000 (21%)\tLoss: 2068.7151\tLL: -1832.0361\tKL: 236.6789\tLL/KL: -7.7406\n",
+      "====> Epoch: 1070/5000 (21%)\tLoss: 1710.2220\tLL: -1476.9397\tKL: 233.2823\tLL/KL: -6.3311\n",
+      "====> Epoch: 1080/5000 (22%)\tLoss: 1126.5889\tLL: -894.3732\tKL: 232.2156\tLL/KL: -3.8515\n",
+      "====> Epoch: 1090/5000 (22%)\tLoss: 2401.8350\tLL: -2169.5151\tKL: 232.3199\tLL/KL: -9.3385\n",
+      "====> Epoch: 1100/5000 (22%)\tLoss: 2254.7361\tLL: -2026.5315\tKL: 228.2046\tLL/KL: -8.8803\n",
+      "====> Epoch: 1110/5000 (22%)\tLoss: 1205.6593\tLL: -977.9169\tKL: 227.7423\tLL/KL: -4.2940\n",
+      "====> Epoch: 1120/5000 (22%)\tLoss: 1547.9728\tLL: -1322.4303\tKL: 225.5425\tLL/KL: -5.8633\n",
+      "====> Epoch: 1130/5000 (23%)\tLoss: 1492.6935\tLL: -1270.3347\tKL: 222.3587\tLL/KL: -5.7130\n",
+      "====> Epoch: 1140/5000 (23%)\tLoss: 2329.0613\tLL: -2105.9451\tKL: 223.1162\tLL/KL: -9.4388\n",
+      "====> Epoch: 1150/5000 (23%)\tLoss: 1332.1718\tLL: -1112.1809\tKL: 219.9908\tLL/KL: -5.0556\n",
+      "====> Epoch: 1160/5000 (23%)\tLoss: 1134.4077\tLL: -917.7589\tKL: 216.6489\tLL/KL: -4.2362\n",
+      "====> Epoch: 1170/5000 (23%)\tLoss: 2556.1628\tLL: -2340.0276\tKL: 216.1352\tLL/KL: -10.8267\n",
+      "====> Epoch: 1180/5000 (24%)\tLoss: 2171.3357\tLL: -1957.7233\tKL: 213.6124\tLL/KL: -9.1648\n",
+      "====> Epoch: 1190/5000 (24%)\tLoss: 1463.3451\tLL: -1251.0682\tKL: 212.2769\tLL/KL: -5.8936\n",
+      "====> Epoch: 1200/5000 (24%)\tLoss: 1966.2485\tLL: -1756.8313\tKL: 209.4172\tLL/KL: -8.3891\n",
+      "====> Epoch: 1210/5000 (24%)\tLoss: 1936.5503\tLL: -1729.0808\tKL: 207.4695\tLL/KL: -8.3341\n",
+      "====> Epoch: 1220/5000 (24%)\tLoss: 1112.4226\tLL: -904.4305\tKL: 207.9921\tLL/KL: -4.3484\n",
+      "====> Epoch: 1230/5000 (25%)\tLoss: 1140.7767\tLL: -936.2104\tKL: 204.5663\tLL/KL: -4.5766\n",
+      "====> Epoch: 1240/5000 (25%)\tLoss: 1180.8647\tLL: -977.3467\tKL: 203.5181\tLL/KL: -4.8023\n",
+      "====> Epoch: 1250/5000 (25%)\tLoss: 1231.2023\tLL: -1028.8901\tKL: 202.3122\tLL/KL: -5.0857\n",
+      "====> Epoch: 1260/5000 (25%)\tLoss: 1255.2245\tLL: -1054.3956\tKL: 200.8289\tLL/KL: -5.2502\n",
+      "====> Epoch: 1270/5000 (25%)\tLoss: 1271.5682\tLL: -1072.6709\tKL: 198.8973\tLL/KL: -5.3931\n",
+      "====> Epoch: 1280/5000 (26%)\tLoss: 1317.8157\tLL: -1120.7584\tKL: 197.0573\tLL/KL: -5.6875\n",
+      "====> Epoch: 1290/5000 (26%)\tLoss: 1179.8812\tLL: -984.6975\tKL: 195.1837\tLL/KL: -5.0450\n",
+      "====> Epoch: 1300/5000 (26%)\tLoss: 1040.5862\tLL: -846.2059\tKL: 194.3803\tLL/KL: -4.3534\n",
+      "====> Epoch: 1310/5000 (26%)\tLoss: 1151.3981\tLL: -958.2407\tKL: 193.1574\tLL/KL: -4.9609\n",
+      "====> Epoch: 1320/5000 (26%)\tLoss: 1460.1351\tLL: -1268.0066\tKL: 192.1286\tLL/KL: -6.5998\n",
+      "====> Epoch: 1330/5000 (27%)\tLoss: 1186.6499\tLL: -996.7165\tKL: 189.9334\tLL/KL: -5.2477\n",
+      "====> Epoch: 1340/5000 (27%)\tLoss: 1259.4811\tLL: -1069.1423\tKL: 190.3388\tLL/KL: -5.6170\n",
+      "====> Epoch: 1350/5000 (27%)\tLoss: 1281.3859\tLL: -1092.9219\tKL: 188.4640\tLL/KL: -5.7991\n",
+      "====> Epoch: 1360/5000 (27%)\tLoss: 1176.5123\tLL: -990.7215\tKL: 185.7908\tLL/KL: -5.3325\n",
+      "====> Epoch: 1370/5000 (27%)\tLoss: 2040.7468\tLL: -1854.4304\tKL: 186.3164\tLL/KL: -9.9531\n",
+      "====> Epoch: 1380/5000 (28%)\tLoss: 1331.0305\tLL: -1146.7010\tKL: 184.3295\tLL/KL: -6.2209\n",
+      "====> Epoch: 1390/5000 (28%)\tLoss: 1434.0869\tLL: -1249.6487\tKL: 184.4382\tLL/KL: -6.7754\n",
+      "====> Epoch: 1400/5000 (28%)\tLoss: 1721.0398\tLL: -1539.9001\tKL: 181.1397\tLL/KL: -8.5012\n",
+      "====> Epoch: 1410/5000 (28%)\tLoss: 1440.5950\tLL: -1259.7344\tKL: 180.8607\tLL/KL: -6.9652\n",
+      "====> Epoch: 1420/5000 (28%)\tLoss: 1870.1147\tLL: -1690.8724\tKL: 179.2423\tLL/KL: -9.4334\n",
+      "====> Epoch: 1430/5000 (29%)\tLoss: 1146.2024\tLL: -968.6732\tKL: 177.5292\tLL/KL: -5.4564\n",
+      "====> Epoch: 1440/5000 (29%)\tLoss: 1291.2157\tLL: -1114.5911\tKL: 176.6246\tLL/KL: -6.3105\n",
+      "====> Epoch: 1450/5000 (29%)\tLoss: 1167.1429\tLL: -992.8992\tKL: 174.2438\tLL/KL: -5.6983\n",
+      "====> Epoch: 1460/5000 (29%)\tLoss: 1541.9700\tLL: -1368.6398\tKL: 173.3302\tLL/KL: -7.8961\n",
+      "====> Epoch: 1470/5000 (29%)\tLoss: 1334.2880\tLL: -1160.0168\tKL: 174.2711\tLL/KL: -6.6564\n",
+      "====> Epoch: 1480/5000 (30%)\tLoss: 1559.2811\tLL: -1387.6062\tKL: 171.6749\tLL/KL: -8.0828\n",
+      "====> Epoch: 1490/5000 (30%)\tLoss: 1385.4377\tLL: -1215.6008\tKL: 169.8369\tLL/KL: -7.1575\n",
+      "====> Epoch: 1500/5000 (30%)\tLoss: 2009.4011\tLL: -1839.0745\tKL: 170.3267\tLL/KL: -10.7973\n",
+      "====> Epoch: 1510/5000 (30%)\tLoss: 1121.4117\tLL: -953.1074\tKL: 168.3044\tLL/KL: -5.6630\n",
+      "====> Epoch: 1520/5000 (30%)\tLoss: 2043.5652\tLL: -1876.7042\tKL: 166.8610\tLL/KL: -11.2471\n",
+      "====> Epoch: 1530/5000 (31%)\tLoss: 1153.7765\tLL: -988.9729\tKL: 164.8036\tLL/KL: -6.0009\n",
+      "====> Epoch: 1540/5000 (31%)\tLoss: 2205.5872\tLL: -2042.0969\tKL: 163.4903\tLL/KL: -12.4906\n",
+      "====> Epoch: 1550/5000 (31%)\tLoss: 1116.8275\tLL: -953.1720\tKL: 163.6555\tLL/KL: -5.8243\n",
+      "====> Epoch: 1560/5000 (31%)\tLoss: 1190.0483\tLL: -1028.2065\tKL: 161.8418\tLL/KL: -6.3532\n",
+      "====> Epoch: 1570/5000 (31%)\tLoss: 1283.1998\tLL: -1121.2623\tKL: 161.9375\tLL/KL: -6.9240\n",
+      "====> Epoch: 1580/5000 (32%)\tLoss: 1140.5878\tLL: -979.8543\tKL: 160.7335\tLL/KL: -6.0961\n",
+      "====> Epoch: 1590/5000 (32%)\tLoss: 1143.3615\tLL: -984.2577\tKL: 159.1038\tLL/KL: -6.1863\n",
+      "====> Epoch: 1600/5000 (32%)\tLoss: 1675.2139\tLL: -1516.7173\tKL: 158.4965\tLL/KL: -9.5694\n",
+      "====> Epoch: 1610/5000 (32%)\tLoss: 1085.5797\tLL: -927.8647\tKL: 157.7150\tLL/KL: -5.8832\n",
+      "====> Epoch: 1620/5000 (32%)\tLoss: 1090.6754\tLL: -934.8406\tKL: 155.8348\tLL/KL: -5.9989\n",
+      "====> Epoch: 1630/5000 (33%)\tLoss: 866.0853\tLL: -710.2181\tKL: 155.8672\tLL/KL: -4.5566\n",
+      "====> Epoch: 1640/5000 (33%)\tLoss: 1217.4338\tLL: -1061.5758\tKL: 155.8581\tLL/KL: -6.8112\n",
+      "====> Epoch: 1650/5000 (33%)\tLoss: 915.8037\tLL: -762.0650\tKL: 153.7387\tLL/KL: -4.9569\n",
+      "====> Epoch: 1660/5000 (33%)\tLoss: 946.9049\tLL: -793.6376\tKL: 153.2673\tLL/KL: -5.1781\n",
+      "====> Epoch: 1670/5000 (33%)\tLoss: 1101.5500\tLL: -950.2353\tKL: 151.3148\tLL/KL: -6.2799\n",
+      "====> Epoch: 1680/5000 (34%)\tLoss: 1153.0992\tLL: -1001.4298\tKL: 151.6694\tLL/KL: -6.6027\n",
+      "====> Epoch: 1690/5000 (34%)\tLoss: 1225.5017\tLL: -1074.3660\tKL: 151.1357\tLL/KL: -7.1086\n",
+      "====> Epoch: 1700/5000 (34%)\tLoss: 972.7237\tLL: -823.2496\tKL: 149.4741\tLL/KL: -5.5076\n",
+      "====> Epoch: 1710/5000 (34%)\tLoss: 937.8472\tLL: -788.2142\tKL: 149.6330\tLL/KL: -5.2676\n",
+      "====> Epoch: 1720/5000 (34%)\tLoss: 1087.0841\tLL: -941.2687\tKL: 145.8153\tLL/KL: -6.4552\n",
+      "====> Epoch: 1730/5000 (35%)\tLoss: 1199.5356\tLL: -1052.0037\tKL: 147.5320\tLL/KL: -7.1307\n",
+      "====> Epoch: 1740/5000 (35%)\tLoss: 951.2284\tLL: -805.0386\tKL: 146.1898\tLL/KL: -5.5068\n",
+      "====> Epoch: 1750/5000 (35%)\tLoss: 982.2732\tLL: -836.9806\tKL: 145.2926\tLL/KL: -5.7607\n",
+      "====> Epoch: 1760/5000 (35%)\tLoss: 1210.2473\tLL: -1065.9546\tKL: 144.2927\tLL/KL: -7.3874\n",
+      "====> Epoch: 1770/5000 (35%)\tLoss: 902.0007\tLL: -758.2146\tKL: 143.7861\tLL/KL: -5.2732\n",
+      "====> Epoch: 1780/5000 (36%)\tLoss: 1000.2294\tLL: -858.0259\tKL: 142.2035\tLL/KL: -6.0338\n",
+      "====> Epoch: 1790/5000 (36%)\tLoss: 989.3272\tLL: -847.5911\tKL: 141.7361\tLL/KL: -5.9801\n",
+      "====> Epoch: 1800/5000 (36%)\tLoss: 1184.1068\tLL: -1042.6858\tKL: 141.4210\tLL/KL: -7.3729\n",
+      "====> Epoch: 1810/5000 (36%)\tLoss: 987.6963\tLL: -847.6875\tKL: 140.0088\tLL/KL: -6.0545\n",
+      "====> Epoch: 1820/5000 (36%)\tLoss: 1236.5851\tLL: -1095.5911\tKL: 140.9940\tLL/KL: -7.7705\n",
+      "====> Epoch: 1830/5000 (37%)\tLoss: 950.8773\tLL: -813.3464\tKL: 137.5309\tLL/KL: -5.9139\n",
+      "====> Epoch: 1840/5000 (37%)\tLoss: 1054.3411\tLL: -914.6507\tKL: 139.6904\tLL/KL: -6.5477\n",
+      "====> Epoch: 1850/5000 (37%)\tLoss: 1188.7308\tLL: -1052.3862\tKL: 136.3446\tLL/KL: -7.7186\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "====> Epoch: 1860/5000 (37%)\tLoss: 905.0150\tLL: -767.8563\tKL: 137.1587\tLL/KL: -5.5983\n",
+      "====> Epoch: 1870/5000 (37%)\tLoss: 1002.6384\tLL: -866.9100\tKL: 135.7284\tLL/KL: -6.3871\n",
+      "====> Epoch: 1880/5000 (38%)\tLoss: 919.1659\tLL: -784.1547\tKL: 135.0112\tLL/KL: -5.8081\n",
+      "====> Epoch: 1890/5000 (38%)\tLoss: 1090.8901\tLL: -956.9109\tKL: 133.9793\tLL/KL: -7.1422\n",
+      "====> Epoch: 1900/5000 (38%)\tLoss: 1087.7695\tLL: -955.0302\tKL: 132.7393\tLL/KL: -7.1948\n",
+      "====> Epoch: 1910/5000 (38%)\tLoss: 924.7352\tLL: -791.8412\tKL: 132.8939\tLL/KL: -5.9584\n",
+      "====> Epoch: 1920/5000 (38%)\tLoss: 1021.7333\tLL: -889.7480\tKL: 131.9854\tLL/KL: -6.7413\n",
+      "====> Epoch: 1930/5000 (39%)\tLoss: 1017.7072\tLL: -886.2141\tKL: 131.4931\tLL/KL: -6.7396\n",
+      "====> Epoch: 1940/5000 (39%)\tLoss: 926.9441\tLL: -796.3915\tKL: 130.5526\tLL/KL: -6.1002\n",
+      "====> Epoch: 1950/5000 (39%)\tLoss: 1073.9729\tLL: -944.9207\tKL: 129.0522\tLL/KL: -7.3220\n",
+      "====> Epoch: 1960/5000 (39%)\tLoss: 1322.2913\tLL: -1192.1669\tKL: 130.1244\tLL/KL: -9.1617\n",
+      "====> Epoch: 1970/5000 (39%)\tLoss: 945.9066\tLL: -816.6605\tKL: 129.2461\tLL/KL: -6.3186\n",
+      "====> Epoch: 1980/5000 (40%)\tLoss: 989.4670\tLL: -861.0146\tKL: 128.4525\tLL/KL: -6.7030\n",
+      "====> Epoch: 1990/5000 (40%)\tLoss: 914.8405\tLL: -787.3768\tKL: 127.4637\tLL/KL: -6.1773\n",
+      "====> Epoch: 2000/5000 (40%)\tLoss: 885.0105\tLL: -758.5725\tKL: 126.4380\tLL/KL: -5.9996\n",
+      "====> Epoch: 2010/5000 (40%)\tLoss: 833.9244\tLL: -707.5733\tKL: 126.3511\tLL/KL: -5.6001\n",
+      "====> Epoch: 2020/5000 (40%)\tLoss: 995.5771\tLL: -870.4330\tKL: 125.1441\tLL/KL: -6.9554\n",
+      "====> Epoch: 2030/5000 (41%)\tLoss: 813.5052\tLL: -689.0357\tKL: 124.4695\tLL/KL: -5.5358\n",
+      "====> Epoch: 2040/5000 (41%)\tLoss: 1232.0750\tLL: -1106.8368\tKL: 125.2381\tLL/KL: -8.8379\n",
+      "====> Epoch: 2050/5000 (41%)\tLoss: 856.6201\tLL: -733.6927\tKL: 122.9274\tLL/KL: -5.9685\n",
+      "====> Epoch: 2060/5000 (41%)\tLoss: 944.8660\tLL: -821.5095\tKL: 123.3565\tLL/KL: -6.6596\n",
+      "====> Epoch: 2070/5000 (41%)\tLoss: 931.7560\tLL: -809.6219\tKL: 122.1340\tLL/KL: -6.6290\n",
+      "====> Epoch: 2080/5000 (42%)\tLoss: 1089.9055\tLL: -968.5006\tKL: 121.4049\tLL/KL: -7.9774\n",
+      "====> Epoch: 2090/5000 (42%)\tLoss: 819.7318\tLL: -698.1631\tKL: 121.5687\tLL/KL: -5.7429\n",
+      "====> Epoch: 2100/5000 (42%)\tLoss: 808.8391\tLL: -688.1251\tKL: 120.7140\tLL/KL: -5.7005\n",
+      "====> Epoch: 2110/5000 (42%)\tLoss: 903.3190\tLL: -783.3751\tKL: 119.9438\tLL/KL: -6.5312\n",
+      "====> Epoch: 2120/5000 (42%)\tLoss: 927.3251\tLL: -807.8618\tKL: 119.4633\tLL/KL: -6.7624\n",
+      "====> Epoch: 2130/5000 (43%)\tLoss: 1104.3967\tLL: -985.5552\tKL: 118.8415\tLL/KL: -8.2930\n",
+      "====> Epoch: 2140/5000 (43%)\tLoss: 794.3965\tLL: -676.0728\tKL: 118.3237\tLL/KL: -5.7138\n",
+      "====> Epoch: 2150/5000 (43%)\tLoss: 923.0366\tLL: -805.5526\tKL: 117.4840\tLL/KL: -6.8567\n",
+      "====> Epoch: 2160/5000 (43%)\tLoss: 866.6819\tLL: -749.9563\tKL: 116.7256\tLL/KL: -6.4250\n",
+      "====> Epoch: 2170/5000 (43%)\tLoss: 923.7598\tLL: -806.1051\tKL: 117.6547\tLL/KL: -6.8514\n",
+      "====> Epoch: 2180/5000 (44%)\tLoss: 1001.1023\tLL: -885.8831\tKL: 115.2191\tLL/KL: -7.6887\n",
+      "====> Epoch: 2190/5000 (44%)\tLoss: 991.2548\tLL: -874.3283\tKL: 116.9265\tLL/KL: -7.4776\n",
+      "====> Epoch: 2200/5000 (44%)\tLoss: 822.8259\tLL: -707.9806\tKL: 114.8453\tLL/KL: -6.1646\n",
+      "====> Epoch: 2210/5000 (44%)\tLoss: 904.2910\tLL: -788.5288\tKL: 115.7622\tLL/KL: -6.8116\n",
+      "====> Epoch: 2220/5000 (44%)\tLoss: 939.7050\tLL: -825.2687\tKL: 114.4363\tLL/KL: -7.2116\n",
+      "====> Epoch: 2230/5000 (45%)\tLoss: 804.5706\tLL: -690.4047\tKL: 114.1659\tLL/KL: -6.0474\n",
+      "====> Epoch: 2240/5000 (45%)\tLoss: 834.5013\tLL: -721.4212\tKL: 113.0801\tLL/KL: -6.3797\n",
+      "====> Epoch: 2250/5000 (45%)\tLoss: 970.1125\tLL: -856.6547\tKL: 113.4578\tLL/KL: -7.5504\n",
+      "====> Epoch: 2260/5000 (45%)\tLoss: 941.7834\tLL: -829.4613\tKL: 112.3221\tLL/KL: -7.3847\n",
+      "====> Epoch: 2270/5000 (45%)\tLoss: 827.0688\tLL: -715.2425\tKL: 111.8263\tLL/KL: -6.3960\n",
+      "====> Epoch: 2280/5000 (46%)\tLoss: 992.4208\tLL: -880.6038\tKL: 111.8170\tLL/KL: -7.8754\n",
+      "====> Epoch: 2290/5000 (46%)\tLoss: 837.1356\tLL: -726.3115\tKL: 110.8241\tLL/KL: -6.5537\n",
+      "====> Epoch: 2300/5000 (46%)\tLoss: 806.1487\tLL: -695.5837\tKL: 110.5649\tLL/KL: -6.2912\n",
+      "====> Epoch: 2310/5000 (46%)\tLoss: 818.8055\tLL: -709.6201\tKL: 109.1854\tLL/KL: -6.4992\n",
+      "====> Epoch: 2320/5000 (46%)\tLoss: 916.8320\tLL: -807.7577\tKL: 109.0743\tLL/KL: -7.4056\n",
+      "====> Epoch: 2330/5000 (47%)\tLoss: 857.3867\tLL: -748.3130\tKL: 109.0737\tLL/KL: -6.8606\n",
+      "====> Epoch: 2340/5000 (47%)\tLoss: 796.6608\tLL: -687.8863\tKL: 108.7745\tLL/KL: -6.3240\n",
+      "====> Epoch: 2350/5000 (47%)\tLoss: 1041.8469\tLL: -933.2253\tKL: 108.6217\tLL/KL: -8.5915\n",
+      "====> Epoch: 2360/5000 (47%)\tLoss: 898.2067\tLL: -790.9198\tKL: 107.2868\tLL/KL: -7.3720\n",
+      "====> Epoch: 2370/5000 (47%)\tLoss: 848.7167\tLL: -741.1568\tKL: 107.5599\tLL/KL: -6.8906\n",
+      "====> Epoch: 2380/5000 (48%)\tLoss: 894.2069\tLL: -787.5466\tKL: 106.6603\tLL/KL: -7.3837\n",
+      "====> Epoch: 2390/5000 (48%)\tLoss: 854.7635\tLL: -748.6404\tKL: 106.1232\tLL/KL: -7.0544\n",
+      "====> Epoch: 2400/5000 (48%)\tLoss: 813.5554\tLL: -707.4572\tKL: 106.0982\tLL/KL: -6.6679\n",
+      "====> Epoch: 2410/5000 (48%)\tLoss: 849.6256\tLL: -743.7722\tKL: 105.8535\tLL/KL: -7.0264\n",
+      "====> Epoch: 2420/5000 (48%)\tLoss: 845.1296\tLL: -740.3470\tKL: 104.7825\tLL/KL: -7.0656\n",
+      "====> Epoch: 2430/5000 (49%)\tLoss: 896.8544\tLL: -792.3335\tKL: 104.5209\tLL/KL: -7.5806\n",
+      "====> Epoch: 2440/5000 (49%)\tLoss: 799.2703\tLL: -694.8694\tKL: 104.4009\tLL/KL: -6.6558\n",
+      "====> Epoch: 2450/5000 (49%)\tLoss: 934.5477\tLL: -831.3491\tKL: 103.1985\tLL/KL: -8.0558\n",
+      "====> Epoch: 2460/5000 (49%)\tLoss: 908.2848\tLL: -803.9905\tKL: 104.2943\tLL/KL: -7.7089\n",
+      "====> Epoch: 2470/5000 (49%)\tLoss: 849.0633\tLL: -746.2789\tKL: 102.7844\tLL/KL: -7.2606\n",
+      "====> Epoch: 2480/5000 (50%)\tLoss: 759.9329\tLL: -657.3639\tKL: 102.5690\tLL/KL: -6.4090\n",
+      "====> Epoch: 2490/5000 (50%)\tLoss: 798.3906\tLL: -695.7856\tKL: 102.6049\tLL/KL: -6.7812\n",
+      "====> Epoch: 2500/5000 (50%)\tLoss: 769.6586\tLL: -667.6813\tKL: 101.9772\tLL/KL: -6.5474\n",
+      "====> Epoch: 2510/5000 (50%)\tLoss: 843.6807\tLL: -742.0322\tKL: 101.6485\tLL/KL: -7.3000\n",
+      "====> Epoch: 2520/5000 (50%)\tLoss: 867.2152\tLL: -765.6953\tKL: 101.5199\tLL/KL: -7.5423\n",
+      "====> Epoch: 2530/5000 (51%)\tLoss: 818.4354\tLL: -717.7551\tKL: 100.6803\tLL/KL: -7.1291\n",
+      "====> Epoch: 2540/5000 (51%)\tLoss: 839.0244\tLL: -738.4039\tKL: 100.6205\tLL/KL: -7.3385\n",
+      "====> Epoch: 2550/5000 (51%)\tLoss: 796.0190\tLL: -695.0457\tKL: 100.9733\tLL/KL: -6.8835\n",
+      "====> Epoch: 2560/5000 (51%)\tLoss: 816.2598\tLL: -716.5137\tKL: 99.7460\tLL/KL: -7.1834\n",
+      "====> Epoch: 2570/5000 (51%)\tLoss: 784.4588\tLL: -684.5535\tKL: 99.9053\tLL/KL: -6.8520\n",
+      "====> Epoch: 2580/5000 (52%)\tLoss: 808.5016\tLL: -709.4255\tKL: 99.0760\tLL/KL: -7.1604\n",
+      "====> Epoch: 2590/5000 (52%)\tLoss: 919.3453\tLL: -820.2736\tKL: 99.0717\tLL/KL: -8.2796\n",
+      "====> Epoch: 2600/5000 (52%)\tLoss: 846.2645\tLL: -747.6592\tKL: 98.6054\tLL/KL: -7.5823\n",
+      "====> Epoch: 2610/5000 (52%)\tLoss: 765.2324\tLL: -667.5753\tKL: 97.6572\tLL/KL: -6.8359\n",
+      "====> Epoch: 2620/5000 (52%)\tLoss: 829.5279\tLL: -731.4927\tKL: 98.0351\tLL/KL: -7.4615\n",
+      "====> Epoch: 2630/5000 (53%)\tLoss: 755.1743\tLL: -657.5331\tKL: 97.6411\tLL/KL: -6.7342\n",
+      "====> Epoch: 2640/5000 (53%)\tLoss: 786.1245\tLL: -689.2117\tKL: 96.9128\tLL/KL: -7.1117\n",
+      "====> Epoch: 2650/5000 (53%)\tLoss: 767.6805\tLL: -671.1143\tKL: 96.5663\tLL/KL: -6.9498\n",
+      "====> Epoch: 2660/5000 (53%)\tLoss: 838.7776\tLL: -742.1170\tKL: 96.6606\tLL/KL: -7.6776\n",
+      "====> Epoch: 2670/5000 (53%)\tLoss: 805.0795\tLL: -709.1849\tKL: 95.8946\tLL/KL: -7.3955\n",
+      "====> Epoch: 2680/5000 (54%)\tLoss: 735.5726\tLL: -639.8065\tKL: 95.7661\tLL/KL: -6.6809\n",
+      "====> Epoch: 2690/5000 (54%)\tLoss: 777.5686\tLL: -681.7619\tKL: 95.8067\tLL/KL: -7.1160\n",
+      "====> Epoch: 2700/5000 (54%)\tLoss: 746.7385\tLL: -651.6962\tKL: 95.0423\tLL/KL: -6.8569\n",
+      "====> Epoch: 2710/5000 (54%)\tLoss: 718.6770\tLL: -623.8178\tKL: 94.8592\tLL/KL: -6.5763\n",
+      "====> Epoch: 2720/5000 (54%)\tLoss: 759.0612\tLL: -665.6960\tKL: 93.3651\tLL/KL: -7.1300\n",
+      "====> Epoch: 2730/5000 (55%)\tLoss: 861.8386\tLL: -767.6441\tKL: 94.1945\tLL/KL: -8.1496\n",
+      "====> Epoch: 2740/5000 (55%)\tLoss: 874.0099\tLL: -780.4904\tKL: 93.5195\tLL/KL: -8.3457\n",
+      "====> Epoch: 2750/5000 (55%)\tLoss: 785.7666\tLL: -692.4937\tKL: 93.2729\tLL/KL: -7.4244\n",
+      "====> Epoch: 2760/5000 (55%)\tLoss: 855.0970\tLL: -762.0993\tKL: 92.9977\tLL/KL: -8.1948\n",
+      "====> Epoch: 2770/5000 (55%)\tLoss: 759.4047\tLL: -666.8906\tKL: 92.5142\tLL/KL: -7.2085\n",
+      "====> Epoch: 2780/5000 (56%)\tLoss: 744.3246\tLL: -652.2286\tKL: 92.0960\tLL/KL: -7.0820\n",
+      "====> Epoch: 2790/5000 (56%)\tLoss: 792.9471\tLL: -700.4141\tKL: 92.5330\tLL/KL: -7.5693\n",
+      "====> Epoch: 2800/5000 (56%)\tLoss: 825.4376\tLL: -734.3396\tKL: 91.0980\tLL/KL: -8.0610\n",
+      "====> Epoch: 2810/5000 (56%)\tLoss: 842.8924\tLL: -751.2608\tKL: 91.6316\tLL/KL: -8.1987\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "====> Epoch: 2820/5000 (56%)\tLoss: 795.6002\tLL: -704.7189\tKL: 90.8813\tLL/KL: -7.7543\n",
+      "====> Epoch: 2830/5000 (57%)\tLoss: 755.8378\tLL: -665.3619\tKL: 90.4760\tLL/KL: -7.3540\n",
+      "====> Epoch: 2840/5000 (57%)\tLoss: 801.4414\tLL: -710.7699\tKL: 90.6715\tLL/KL: -7.8390\n",
+      "====> Epoch: 2850/5000 (57%)\tLoss: 751.2559\tLL: -661.1565\tKL: 90.0994\tLL/KL: -7.3381\n",
+      "====> Epoch: 2860/5000 (57%)\tLoss: 719.9642\tLL: -630.4008\tKL: 89.5634\tLL/KL: -7.0386\n",
+      "====> Epoch: 2870/5000 (57%)\tLoss: 771.1097\tLL: -681.4249\tKL: 89.6847\tLL/KL: -7.5980\n",
+      "====> Epoch: 2880/5000 (58%)\tLoss: 996.8088\tLL: -907.6956\tKL: 89.1132\tLL/KL: -10.1859\n",
+      "====> Epoch: 2890/5000 (58%)\tLoss: 844.8672\tLL: -755.9809\tKL: 88.8863\tLL/KL: -8.5050\n",
+      "====> Epoch: 2900/5000 (58%)\tLoss: 710.8585\tLL: -621.3894\tKL: 89.4691\tLL/KL: -6.9453\n",
+      "====> Epoch: 2910/5000 (58%)\tLoss: 723.2809\tLL: -635.7047\tKL: 87.5763\tLL/KL: -7.2589\n",
+      "====> Epoch: 2920/5000 (58%)\tLoss: 712.8298\tLL: -624.1066\tKL: 88.7232\tLL/KL: -7.0343\n",
+      "====> Epoch: 2930/5000 (59%)\tLoss: 943.4076\tLL: -855.8008\tKL: 87.6068\tLL/KL: -9.7687\n",
+      "====> Epoch: 2940/5000 (59%)\tLoss: 880.4826\tLL: -792.7527\tKL: 87.7299\tLL/KL: -9.0363\n",
+      "====> Epoch: 2950/5000 (59%)\tLoss: 753.2102\tLL: -665.9336\tKL: 87.2766\tLL/KL: -7.6302\n",
+      "====> Epoch: 2960/5000 (59%)\tLoss: 761.8583\tLL: -675.3055\tKL: 86.5528\tLL/KL: -7.8022\n",
+      "====> Epoch: 2970/5000 (59%)\tLoss: 718.3149\tLL: -631.8452\tKL: 86.4697\tLL/KL: -7.3071\n",
+      "====> Epoch: 2980/5000 (60%)\tLoss: 724.5120\tLL: -638.4965\tKL: 86.0155\tLL/KL: -7.4230\n",
+      "====> Epoch: 2990/5000 (60%)\tLoss: 725.9197\tLL: -639.5318\tKL: 86.3879\tLL/KL: -7.4030\n",
+      "====> Epoch: 3000/5000 (60%)\tLoss: 752.8986\tLL: -666.8090\tKL: 86.0895\tLL/KL: -7.7455\n",
+      "====> Epoch: 3010/5000 (60%)\tLoss: 780.2025\tLL: -695.3167\tKL: 84.8858\tLL/KL: -8.1912\n",
+      "====> Epoch: 3020/5000 (60%)\tLoss: 713.7156\tLL: -628.0344\tKL: 85.6813\tLL/KL: -7.3299\n",
+      "====> Epoch: 3030/5000 (61%)\tLoss: 711.9158\tLL: -627.5074\tKL: 84.4085\tLL/KL: -7.4342\n",
+      "====> Epoch: 3040/5000 (61%)\tLoss: 738.5993\tLL: -653.7963\tKL: 84.8030\tLL/KL: -7.7096\n",
+      "====> Epoch: 3050/5000 (61%)\tLoss: 711.7902\tLL: -627.6795\tKL: 84.1107\tLL/KL: -7.4625\n",
+      "====> Epoch: 3060/5000 (61%)\tLoss: 781.2863\tLL: -697.0883\tKL: 84.1980\tLL/KL: -8.2792\n",
+      "====> Epoch: 3070/5000 (61%)\tLoss: 752.1160\tLL: -668.0190\tKL: 84.0971\tLL/KL: -7.9434\n",
+      "====> Epoch: 3080/5000 (62%)\tLoss: 863.3893\tLL: -779.8726\tKL: 83.5168\tLL/KL: -9.3379\n",
+      "====> Epoch: 3090/5000 (62%)\tLoss: 721.4332\tLL: -637.9951\tKL: 83.4381\tLL/KL: -7.6463\n",
+      "====> Epoch: 3100/5000 (62%)\tLoss: 744.4059\tLL: -661.2642\tKL: 83.1417\tLL/KL: -7.9535\n",
+      "====> Epoch: 3110/5000 (62%)\tLoss: 724.4175\tLL: -641.5831\tKL: 82.8344\tLL/KL: -7.7454\n",
+      "====> Epoch: 3120/5000 (62%)\tLoss: 697.4312\tLL: -615.3184\tKL: 82.1128\tLL/KL: -7.4936\n",
+      "====> Epoch: 3130/5000 (63%)\tLoss: 775.4492\tLL: -693.1339\tKL: 82.3153\tLL/KL: -8.4205\n",
+      "====> Epoch: 3140/5000 (63%)\tLoss: 741.5649\tLL: -659.5829\tKL: 81.9821\tLL/KL: -8.0455\n",
+      "====> Epoch: 3150/5000 (63%)\tLoss: 737.1166\tLL: -654.8143\tKL: 82.3023\tLL/KL: -7.9562\n",
+      "====> Epoch: 3160/5000 (63%)\tLoss: 1023.9492\tLL: -942.3915\tKL: 81.5577\tLL/KL: -11.5549\n",
+      "====> Epoch: 3170/5000 (63%)\tLoss: 728.7509\tLL: -647.4678\tKL: 81.2831\tLL/KL: -7.9656\n",
+      "====> Epoch: 3180/5000 (64%)\tLoss: 735.9656\tLL: -654.7540\tKL: 81.2116\tLL/KL: -8.0623\n",
+      "====> Epoch: 3190/5000 (64%)\tLoss: 754.7652\tLL: -673.8146\tKL: 80.9506\tLL/KL: -8.3238\n",
+      "====> Epoch: 3200/5000 (64%)\tLoss: 774.4628\tLL: -694.2424\tKL: 80.2204\tLL/KL: -8.6542\n",
+      "====> Epoch: 3210/5000 (64%)\tLoss: 687.0258\tLL: -606.2477\tKL: 80.7780\tLL/KL: -7.5051\n",
+      "====> Epoch: 3220/5000 (64%)\tLoss: 740.8605\tLL: -660.8254\tKL: 80.0351\tLL/KL: -8.2567\n",
+      "====> Epoch: 3230/5000 (65%)\tLoss: 684.2158\tLL: -604.2495\tKL: 79.9663\tLL/KL: -7.5563\n",
+      "====> Epoch: 3240/5000 (65%)\tLoss: 773.5447\tLL: -694.0251\tKL: 79.5196\tLL/KL: -8.7277\n",
+      "====> Epoch: 3250/5000 (65%)\tLoss: 695.9307\tLL: -616.5854\tKL: 79.3453\tLL/KL: -7.7709\n",
+      "====> Epoch: 3260/5000 (65%)\tLoss: 681.2983\tLL: -602.2036\tKL: 79.0947\tLL/KL: -7.6137\n",
+      "====> Epoch: 3270/5000 (65%)\tLoss: 687.6193\tLL: -608.6228\tKL: 78.9965\tLL/KL: -7.7044\n",
+      "====> Epoch: 3280/5000 (66%)\tLoss: 682.1594\tLL: -603.0143\tKL: 79.1450\tLL/KL: -7.6191\n",
+      "====> Epoch: 3290/5000 (66%)\tLoss: 670.1786\tLL: -591.5975\tKL: 78.5811\tLL/KL: -7.5285\n",
+      "====> Epoch: 3300/5000 (66%)\tLoss: 655.3812\tLL: -576.8384\tKL: 78.5428\tLL/KL: -7.3443\n",
+      "====> Epoch: 3310/5000 (66%)\tLoss: 693.5076\tLL: -615.2990\tKL: 78.2086\tLL/KL: -7.8674\n",
+      "====> Epoch: 3320/5000 (66%)\tLoss: 688.3523\tLL: -610.0354\tKL: 78.3169\tLL/KL: -7.7893\n",
+      "====> Epoch: 3330/5000 (67%)\tLoss: 722.6632\tLL: -644.9954\tKL: 77.6678\tLL/KL: -8.3045\n",
+      "====> Epoch: 3340/5000 (67%)\tLoss: 687.7859\tLL: -610.2338\tKL: 77.5521\tLL/KL: -7.8687\n",
+      "====> Epoch: 3350/5000 (67%)\tLoss: 715.3889\tLL: -637.6036\tKL: 77.7852\tLL/KL: -8.1970\n",
+      "====> Epoch: 3360/5000 (67%)\tLoss: 702.4752\tLL: -626.0345\tKL: 76.4406\tLL/KL: -8.1898\n",
+      "====> Epoch: 3370/5000 (67%)\tLoss: 678.0521\tLL: -601.1630\tKL: 76.8892\tLL/KL: -7.8186\n",
+      "====> Epoch: 3380/5000 (68%)\tLoss: 653.9411\tLL: -576.7960\tKL: 77.1451\tLL/KL: -7.4768\n",
+      "====> Epoch: 3390/5000 (68%)\tLoss: 671.2471\tLL: -595.3273\tKL: 75.9198\tLL/KL: -7.8415\n",
+      "====> Epoch: 3400/5000 (68%)\tLoss: 659.8293\tLL: -583.4724\tKL: 76.3569\tLL/KL: -7.6414\n",
+      "====> Epoch: 3410/5000 (68%)\tLoss: 667.2119\tLL: -591.5807\tKL: 75.6312\tLL/KL: -7.8219\n",
+      "====> Epoch: 3420/5000 (68%)\tLoss: 664.8015\tLL: -589.0865\tKL: 75.7150\tLL/KL: -7.7803\n",
+      "====> Epoch: 3430/5000 (69%)\tLoss: 649.1011\tLL: -573.5612\tKL: 75.5399\tLL/KL: -7.5928\n",
+      "====> Epoch: 3440/5000 (69%)\tLoss: 703.9907\tLL: -628.2757\tKL: 75.7150\tLL/KL: -8.2979\n",
+      "====> Epoch: 3450/5000 (69%)\tLoss: 786.0178\tLL: -711.1376\tKL: 74.8802\tLL/KL: -9.4970\n",
+      "====> Epoch: 3460/5000 (69%)\tLoss: 717.5425\tLL: -642.1110\tKL: 75.4315\tLL/KL: -8.5125\n",
+      "====> Epoch: 3470/5000 (69%)\tLoss: 674.7698\tLL: -599.7651\tKL: 75.0047\tLL/KL: -7.9964\n",
+      "====> Epoch: 3480/5000 (70%)\tLoss: 670.2198\tLL: -596.1570\tKL: 74.0627\tLL/KL: -8.0494\n",
+      "====> Epoch: 3490/5000 (70%)\tLoss: 723.9766\tLL: -649.5585\tKL: 74.4182\tLL/KL: -8.7285\n",
+      "====> Epoch: 3500/5000 (70%)\tLoss: 653.7269\tLL: -579.5652\tKL: 74.1617\tLL/KL: -7.8149\n",
+      "====> Epoch: 3510/5000 (70%)\tLoss: 704.2925\tLL: -630.4770\tKL: 73.8155\tLL/KL: -8.5413\n",
+      "====> Epoch: 3520/5000 (70%)\tLoss: 663.5887\tLL: -589.8456\tKL: 73.7431\tLL/KL: -7.9987\n",
+      "====> Epoch: 3530/5000 (71%)\tLoss: 811.7404\tLL: -737.9393\tKL: 73.8010\tLL/KL: -9.9990\n",
+      "====> Epoch: 3540/5000 (71%)\tLoss: 641.0064\tLL: -567.2764\tKL: 73.7300\tLL/KL: -7.6940\n",
+      "====> Epoch: 3550/5000 (71%)\tLoss: 736.5552\tLL: -663.5878\tKL: 72.9675\tLL/KL: -9.0943\n",
+      "====> Epoch: 3560/5000 (71%)\tLoss: 651.6682\tLL: -578.6369\tKL: 73.0313\tLL/KL: -7.9231\n",
+      "====> Epoch: 3570/5000 (71%)\tLoss: 672.8052\tLL: -599.9281\tKL: 72.8771\tLL/KL: -8.2320\n",
+      "====> Epoch: 3580/5000 (72%)\tLoss: 662.6884\tLL: -589.7836\tKL: 72.9048\tLL/KL: -8.0898\n",
+      "====> Epoch: 3590/5000 (72%)\tLoss: 686.2755\tLL: -613.8436\tKL: 72.4319\tLL/KL: -8.4748\n",
+      "====> Epoch: 3600/5000 (72%)\tLoss: 702.3180\tLL: -630.3293\tKL: 71.9887\tLL/KL: -8.7559\n",
+      "====> Epoch: 3610/5000 (72%)\tLoss: 672.2260\tLL: -601.0071\tKL: 71.2188\tLL/KL: -8.4389\n",
+      "====> Epoch: 3620/5000 (72%)\tLoss: 643.2264\tLL: -571.5139\tKL: 71.7125\tLL/KL: -7.9695\n",
+      "====> Epoch: 3630/5000 (73%)\tLoss: 835.7583\tLL: -764.3203\tKL: 71.4380\tLL/KL: -10.6991\n",
+      "====> Epoch: 3640/5000 (73%)\tLoss: 649.7513\tLL: -578.0388\tKL: 71.7125\tLL/KL: -8.0605\n",
+      "====> Epoch: 3650/5000 (73%)\tLoss: 660.5811\tLL: -589.6147\tKL: 70.9664\tLL/KL: -8.3084\n",
+      "====> Epoch: 3660/5000 (73%)\tLoss: 680.0721\tLL: -609.2243\tKL: 70.8478\tLL/KL: -8.5991\n",
+      "====> Epoch: 3670/5000 (73%)\tLoss: 642.3839\tLL: -571.5682\tKL: 70.8157\tLL/KL: -8.0712\n",
+      "====> Epoch: 3680/5000 (74%)\tLoss: 703.7184\tLL: -633.2766\tKL: 70.4418\tLL/KL: -8.9901\n",
+      "====> Epoch: 3690/5000 (74%)\tLoss: 645.6194\tLL: -574.9556\tKL: 70.6638\tLL/KL: -8.1365\n",
+      "====> Epoch: 3700/5000 (74%)\tLoss: 619.0103\tLL: -548.9799\tKL: 70.0304\tLL/KL: -7.8392\n",
+      "====> Epoch: 3710/5000 (74%)\tLoss: 674.1123\tLL: -604.2333\tKL: 69.8790\tLL/KL: -8.6469\n",
+      "====> Epoch: 3720/5000 (74%)\tLoss: 637.6572\tLL: -567.7590\tKL: 69.8982\tLL/KL: -8.1227\n",
+      "====> Epoch: 3730/5000 (75%)\tLoss: 652.8589\tLL: -583.0005\tKL: 69.8585\tLL/KL: -8.3455\n",
+      "====> Epoch: 3740/5000 (75%)\tLoss: 620.5178\tLL: -550.8807\tKL: 69.6371\tLL/KL: -7.9107\n",
+      "====> Epoch: 3750/5000 (75%)\tLoss: 642.7347\tLL: -573.0463\tKL: 69.6884\tLL/KL: -8.2230\n",
+      "====> Epoch: 3760/5000 (75%)\tLoss: 618.5432\tLL: -549.5834\tKL: 68.9599\tLL/KL: -7.9696\n",
+      "====> Epoch: 3770/5000 (75%)\tLoss: 652.9984\tLL: -583.9424\tKL: 69.0560\tLL/KL: -8.4561\n",
+      "====> Epoch: 3780/5000 (76%)\tLoss: 641.5541\tLL: -572.6702\tKL: 68.8839\tLL/KL: -8.3136\n",
+      "====> Epoch: 3790/5000 (76%)\tLoss: 693.9432\tLL: -625.2040\tKL: 68.7392\tLL/KL: -9.0953\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "====> Epoch: 3800/5000 (76%)\tLoss: 622.7792\tLL: -554.1230\tKL: 68.6562\tLL/KL: -8.0710\n",
+      "====> Epoch: 3810/5000 (76%)\tLoss: 616.5557\tLL: -548.5389\tKL: 68.0167\tLL/KL: -8.0648\n",
+      "====> Epoch: 3820/5000 (76%)\tLoss: 626.2910\tLL: -557.9468\tKL: 68.3442\tLL/KL: -8.1638\n",
+      "====> Epoch: 3830/5000 (77%)\tLoss: 708.0085\tLL: -639.9651\tKL: 68.0434\tLL/KL: -9.4052\n",
+      "====> Epoch: 3840/5000 (77%)\tLoss: 637.8865\tLL: -570.4841\tKL: 67.4023\tLL/KL: -8.4639\n",
+      "====> Epoch: 3850/5000 (77%)\tLoss: 655.0363\tLL: -587.4722\tKL: 67.5642\tLL/KL: -8.6950\n",
+      "====> Epoch: 3860/5000 (77%)\tLoss: 711.0687\tLL: -643.1337\tKL: 67.9350\tLL/KL: -9.4669\n",
+      "====> Epoch: 3870/5000 (77%)\tLoss: 758.9150\tLL: -691.6280\tKL: 67.2871\tLL/KL: -10.2788\n",
+      "====> Epoch: 3880/5000 (78%)\tLoss: 643.4681\tLL: -576.3708\tKL: 67.0972\tLL/KL: -8.5901\n",
+      "====> Epoch: 3890/5000 (78%)\tLoss: 669.4266\tLL: -602.4955\tKL: 66.9310\tLL/KL: -9.0017\n",
+      "====> Epoch: 3900/5000 (78%)\tLoss: 630.6346\tLL: -563.4401\tKL: 67.1945\tLL/KL: -8.3852\n",
+      "====> Epoch: 3910/5000 (78%)\tLoss: 622.6350\tLL: -555.5162\tKL: 67.1187\tLL/KL: -8.2766\n",
+      "====> Epoch: 3920/5000 (78%)\tLoss: 663.4332\tLL: -597.1276\tKL: 66.3057\tLL/KL: -9.0057\n",
+      "====> Epoch: 3930/5000 (79%)\tLoss: 609.6970\tLL: -543.6302\tKL: 66.0667\tLL/KL: -8.2285\n",
+      "====> Epoch: 3940/5000 (79%)\tLoss: 607.8890\tLL: -541.7928\tKL: 66.0962\tLL/KL: -8.1970\n",
+      "====> Epoch: 3950/5000 (79%)\tLoss: 720.4741\tLL: -654.2028\tKL: 66.2713\tLL/KL: -9.8716\n",
+      "====> Epoch: 3960/5000 (79%)\tLoss: 630.8879\tLL: -565.1665\tKL: 65.7214\tLL/KL: -8.5994\n",
+      "====> Epoch: 3970/5000 (79%)\tLoss: 617.7944\tLL: -552.1035\tKL: 65.6909\tLL/KL: -8.4046\n",
+      "====> Epoch: 3980/5000 (80%)\tLoss: 620.5332\tLL: -555.1282\tKL: 65.4050\tLL/KL: -8.4876\n",
+      "====> Epoch: 3990/5000 (80%)\tLoss: 638.1800\tLL: -573.0204\tKL: 65.1596\tLL/KL: -8.7941\n",
+      "====> Epoch: 4000/5000 (80%)\tLoss: 600.0764\tLL: -535.0825\tKL: 64.9939\tLL/KL: -8.2328\n",
+      "====> Epoch: 4010/5000 (80%)\tLoss: 605.8298\tLL: -540.6980\tKL: 65.1318\tLL/KL: -8.3016\n",
+      "====> Epoch: 4020/5000 (80%)\tLoss: 639.2552\tLL: -574.3159\tKL: 64.9393\tLL/KL: -8.8439\n",
+      "====> Epoch: 4030/5000 (81%)\tLoss: 612.0510\tLL: -547.3312\tKL: 64.7197\tLL/KL: -8.4569\n",
+      "====> Epoch: 4040/5000 (81%)\tLoss: 622.6459\tLL: -558.0066\tKL: 64.6393\tLL/KL: -8.6326\n",
+      "====> Epoch: 4050/5000 (81%)\tLoss: 593.4559\tLL: -528.8130\tKL: 64.6429\tLL/KL: -8.1805\n",
+      "====> Epoch: 4060/5000 (81%)\tLoss: 652.0922\tLL: -587.8282\tKL: 64.2640\tLL/KL: -9.1471\n",
+      "====> Epoch: 4070/5000 (81%)\tLoss: 616.7820\tLL: -552.6750\tKL: 64.1069\tLL/KL: -8.6211\n",
+      "====> Epoch: 4080/5000 (82%)\tLoss: 614.1394\tLL: -550.1802\tKL: 63.9592\tLL/KL: -8.6020\n",
+      "====> Epoch: 4090/5000 (82%)\tLoss: 593.4274\tLL: -529.5789\tKL: 63.8485\tLL/KL: -8.2943\n",
+      "====> Epoch: 4100/5000 (82%)\tLoss: 614.1590\tLL: -550.3714\tKL: 63.7876\tLL/KL: -8.6282\n",
+      "====> Epoch: 4110/5000 (82%)\tLoss: 698.9592\tLL: -635.2255\tKL: 63.7337\tLL/KL: -9.9669\n",
+      "====> Epoch: 4120/5000 (82%)\tLoss: 597.7305\tLL: -534.2497\tKL: 63.4809\tLL/KL: -8.4159\n",
+      "====> Epoch: 4130/5000 (83%)\tLoss: 625.5100\tLL: -562.0518\tKL: 63.4583\tLL/KL: -8.8570\n",
+      "====> Epoch: 4140/5000 (83%)\tLoss: 600.7467\tLL: -537.5049\tKL: 63.2418\tLL/KL: -8.4992\n",
+      "====> Epoch: 4150/5000 (83%)\tLoss: 587.2225\tLL: -524.4268\tKL: 62.7956\tLL/KL: -8.3513\n",
+      "====> Epoch: 4160/5000 (83%)\tLoss: 582.7967\tLL: -520.0049\tKL: 62.7918\tLL/KL: -8.2814\n",
+      "====> Epoch: 4170/5000 (83%)\tLoss: 574.0472\tLL: -511.1793\tKL: 62.8679\tLL/KL: -8.1310\n",
+      "====> Epoch: 4180/5000 (84%)\tLoss: 578.9617\tLL: -516.3944\tKL: 62.5673\tLL/KL: -8.2534\n",
+      "====> Epoch: 4190/5000 (84%)\tLoss: 577.7725\tLL: -515.1024\tKL: 62.6701\tLL/KL: -8.2193\n",
+      "====> Epoch: 4200/5000 (84%)\tLoss: 601.2144\tLL: -538.6915\tKL: 62.5229\tLL/KL: -8.6159\n",
+      "====> Epoch: 4210/5000 (84%)\tLoss: 668.2014\tLL: -605.9390\tKL: 62.2624\tLL/KL: -9.7320\n",
+      "====> Epoch: 4220/5000 (84%)\tLoss: 599.4593\tLL: -537.5534\tKL: 61.9059\tLL/KL: -8.6834\n",
+      "====> Epoch: 4230/5000 (85%)\tLoss: 615.6488\tLL: -553.6359\tKL: 62.0130\tLL/KL: -8.9277\n",
+      "====> Epoch: 4240/5000 (85%)\tLoss: 556.5437\tLL: -494.8093\tKL: 61.7344\tLL/KL: -8.0151\n",
+      "====> Epoch: 4250/5000 (85%)\tLoss: 582.6295\tLL: -520.7747\tKL: 61.8547\tLL/KL: -8.4193\n",
+      "====> Epoch: 4260/5000 (85%)\tLoss: 583.5135\tLL: -521.8832\tKL: 61.6303\tLL/KL: -8.4680\n",
+      "====> Epoch: 4270/5000 (85%)\tLoss: 568.6935\tLL: -507.5081\tKL: 61.1854\tLL/KL: -8.2946\n",
+      "====> Epoch: 4280/5000 (86%)\tLoss: 612.7114\tLL: -551.5659\tKL: 61.1454\tLL/KL: -9.0206\n",
+      "====> Epoch: 4290/5000 (86%)\tLoss: 575.8234\tLL: -514.7766\tKL: 61.0468\tLL/KL: -8.4325\n",
+      "====> Epoch: 4300/5000 (86%)\tLoss: 567.5499\tLL: -506.7109\tKL: 60.8390\tLL/KL: -8.3287\n",
+      "====> Epoch: 4310/5000 (86%)\tLoss: 612.3712\tLL: -551.7848\tKL: 60.5864\tLL/KL: -9.1074\n",
+      "====> Epoch: 4320/5000 (86%)\tLoss: 572.0839\tLL: -511.2029\tKL: 60.8810\tLL/KL: -8.3968\n",
+      "====> Epoch: 4330/5000 (87%)\tLoss: 560.6953\tLL: -500.0361\tKL: 60.6593\tLL/KL: -8.2434\n",
+      "====> Epoch: 4340/5000 (87%)\tLoss: 590.0640\tLL: -529.6385\tKL: 60.4254\tLL/KL: -8.7652\n",
+      "====> Epoch: 4350/5000 (87%)\tLoss: 561.7016\tLL: -501.5230\tKL: 60.1786\tLL/KL: -8.3339\n",
+      "====> Epoch: 4360/5000 (87%)\tLoss: 647.8661\tLL: -588.0090\tKL: 59.8571\tLL/KL: -9.8235\n",
+      "====> Epoch: 4370/5000 (87%)\tLoss: 566.7823\tLL: -507.1593\tKL: 59.6230\tLL/KL: -8.5061\n",
+      "====> Epoch: 4380/5000 (88%)\tLoss: 572.4365\tLL: -512.6395\tKL: 59.7969\tLL/KL: -8.5730\n",
+      "====> Epoch: 4390/5000 (88%)\tLoss: 585.4849\tLL: -525.8849\tKL: 59.5999\tLL/KL: -8.8236\n",
+      "====> Epoch: 4400/5000 (88%)\tLoss: 586.9749\tLL: -527.5110\tKL: 59.4639\tLL/KL: -8.8711\n",
+      "====> Epoch: 4410/5000 (88%)\tLoss: 598.1488\tLL: -538.7944\tKL: 59.3544\tLL/KL: -9.0776\n",
+      "====> Epoch: 4420/5000 (88%)\tLoss: 579.3570\tLL: -520.1516\tKL: 59.2054\tLL/KL: -8.7855\n",
+      "====> Epoch: 4430/5000 (89%)\tLoss: 567.6641\tLL: -508.7092\tKL: 58.9549\tLL/KL: -8.6288\n",
+      "====> Epoch: 4440/5000 (89%)\tLoss: 570.8181\tLL: -511.9452\tKL: 58.8729\tLL/KL: -8.6958\n",
+      "====> Epoch: 4450/5000 (89%)\tLoss: 563.7480\tLL: -505.0131\tKL: 58.7350\tLL/KL: -8.5982\n",
+      "====> Epoch: 4460/5000 (89%)\tLoss: 557.3383\tLL: -498.5407\tKL: 58.7976\tLL/KL: -8.4789\n",
+      "====> Epoch: 4470/5000 (89%)\tLoss: 551.9026\tLL: -493.3624\tKL: 58.5402\tLL/KL: -8.4278\n",
+      "====> Epoch: 4480/5000 (90%)\tLoss: 580.9449\tLL: -522.4132\tKL: 58.5317\tLL/KL: -8.9253\n",
+      "====> Epoch: 4490/5000 (90%)\tLoss: 553.7028\tLL: -495.3785\tKL: 58.3243\tLL/KL: -8.4935\n",
+      "====> Epoch: 4500/5000 (90%)\tLoss: 587.8220\tLL: -529.5482\tKL: 58.2738\tLL/KL: -9.0872\n",
+      "====> Epoch: 4510/5000 (90%)\tLoss: 561.2324\tLL: -503.0823\tKL: 58.1501\tLL/KL: -8.6514\n",
+      "====> Epoch: 4520/5000 (90%)\tLoss: 536.5499\tLL: -478.5396\tKL: 58.0103\tLL/KL: -8.2492\n",
+      "====> Epoch: 4530/5000 (91%)\tLoss: 586.3555\tLL: -528.4722\tKL: 57.8833\tLL/KL: -9.1300\n",
+      "====> Epoch: 4540/5000 (91%)\tLoss: 571.4819\tLL: -513.7173\tKL: 57.7646\tLL/KL: -8.8933\n",
+      "====> Epoch: 4550/5000 (91%)\tLoss: 577.7970\tLL: -520.3825\tKL: 57.4145\tLL/KL: -9.0636\n",
+      "====> Epoch: 4560/5000 (91%)\tLoss: 542.3193\tLL: -484.9071\tKL: 57.4122\tLL/KL: -8.4461\n",
+      "====> Epoch: 4570/5000 (91%)\tLoss: 532.9895\tLL: -475.5977\tKL: 57.3918\tLL/KL: -8.2869\n",
+      "====> Epoch: 4580/5000 (92%)\tLoss: 551.8446\tLL: -494.1960\tKL: 57.6487\tLL/KL: -8.5725\n",
+      "====> Epoch: 4590/5000 (92%)\tLoss: 550.6174\tLL: -493.2253\tKL: 57.3922\tLL/KL: -8.5939\n",
+      "====> Epoch: 4600/5000 (92%)\tLoss: 547.4022\tLL: -490.6758\tKL: 56.7264\tLL/KL: -8.6499\n",
+      "====> Epoch: 4610/5000 (92%)\tLoss: 559.5177\tLL: -502.7200\tKL: 56.7977\tLL/KL: -8.8511\n",
+      "====> Epoch: 4620/5000 (92%)\tLoss: 546.1332\tLL: -489.2809\tKL: 56.8523\tLL/KL: -8.6062\n",
+      "====> Epoch: 4630/5000 (93%)\tLoss: 557.4777\tLL: -500.6660\tKL: 56.8116\tLL/KL: -8.8127\n",
+      "====> Epoch: 4640/5000 (93%)\tLoss: 550.1327\tLL: -493.5694\tKL: 56.5633\tLL/KL: -8.7260\n",
+      "====> Epoch: 4650/5000 (93%)\tLoss: 534.5180\tLL: -478.1115\tKL: 56.4065\tLL/KL: -8.4762\n",
+      "====> Epoch: 4660/5000 (93%)\tLoss: 523.9230\tLL: -467.5148\tKL: 56.4081\tLL/KL: -8.2881\n",
+      "====> Epoch: 4670/5000 (93%)\tLoss: 531.8151\tLL: -475.5070\tKL: 56.3082\tLL/KL: -8.4447\n",
+      "====> Epoch: 4680/5000 (94%)\tLoss: 539.2492\tLL: -483.2094\tKL: 56.0398\tLL/KL: -8.6226\n",
+      "====> Epoch: 4690/5000 (94%)\tLoss: 584.3908\tLL: -528.3885\tKL: 56.0023\tLL/KL: -9.4351\n",
+      "====> Epoch: 4700/5000 (94%)\tLoss: 542.7806\tLL: -487.0355\tKL: 55.7451\tLL/KL: -8.7368\n",
+      "====> Epoch: 4710/5000 (94%)\tLoss: 543.7132\tLL: -487.9923\tKL: 55.7209\tLL/KL: -8.7578\n",
+      "====> Epoch: 4720/5000 (94%)\tLoss: 582.5908\tLL: -527.0165\tKL: 55.5744\tLL/KL: -9.4831\n",
+      "====> Epoch: 4730/5000 (95%)\tLoss: 571.3984\tLL: -515.9402\tKL: 55.4582\tLL/KL: -9.3032\n",
+      "====> Epoch: 4740/5000 (95%)\tLoss: 528.4500\tLL: -473.0062\tKL: 55.4438\tLL/KL: -8.5313\n",
+      "====> Epoch: 4750/5000 (95%)\tLoss: 544.4666\tLL: -489.1317\tKL: 55.3349\tLL/KL: -8.8395\n",
+      "====> Epoch: 4760/5000 (95%)\tLoss: 556.6742\tLL: -501.6004\tKL: 55.0738\tLL/KL: -9.1078\n",
+      "====> Epoch: 4770/5000 (95%)\tLoss: 533.8950\tLL: -479.0010\tKL: 54.8940\tLL/KL: -8.7259\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "====> Epoch: 4780/5000 (96%)\tLoss: 562.5183\tLL: -507.7845\tKL: 54.7338\tLL/KL: -9.2774\n",
+      "====> Epoch: 4790/5000 (96%)\tLoss: 516.1942\tLL: -461.6894\tKL: 54.5048\tLL/KL: -8.4706\n",
+      "====> Epoch: 4800/5000 (96%)\tLoss: 559.5468\tLL: -504.9055\tKL: 54.6414\tLL/KL: -9.2403\n",
+      "====> Epoch: 4810/5000 (96%)\tLoss: 536.0388\tLL: -481.5584\tKL: 54.4804\tLL/KL: -8.8391\n",
+      "====> Epoch: 4820/5000 (96%)\tLoss: 532.1200\tLL: -477.8788\tKL: 54.2412\tLL/KL: -8.8102\n",
+      "====> Epoch: 4830/5000 (97%)\tLoss: 536.3094\tLL: -481.8954\tKL: 54.4141\tLL/KL: -8.8561\n",
+      "====> Epoch: 4840/5000 (97%)\tLoss: 514.1255\tLL: -459.6886\tKL: 54.4369\tLL/KL: -8.4444\n",
+      "====> Epoch: 4850/5000 (97%)\tLoss: 530.4073\tLL: -476.2966\tKL: 54.1107\tLL/KL: -8.8023\n",
+      "====> Epoch: 4860/5000 (97%)\tLoss: 524.8287\tLL: -470.8121\tKL: 54.0166\tLL/KL: -8.7161\n",
+      "====> Epoch: 4870/5000 (97%)\tLoss: 527.7162\tLL: -474.0122\tKL: 53.7040\tLL/KL: -8.8264\n",
+      "====> Epoch: 4880/5000 (98%)\tLoss: 514.6419\tLL: -460.9665\tKL: 53.6754\tLL/KL: -8.5880\n",
+      "====> Epoch: 4890/5000 (98%)\tLoss: 579.9240\tLL: -526.4152\tKL: 53.5088\tLL/KL: -9.8379\n",
+      "====> Epoch: 4900/5000 (98%)\tLoss: 515.9624\tLL: -462.4415\tKL: 53.5209\tLL/KL: -8.6404\n",
+      "====> Epoch: 4910/5000 (98%)\tLoss: 531.2072\tLL: -477.6583\tKL: 53.5489\tLL/KL: -8.9200\n",
+      "====> Epoch: 4920/5000 (98%)\tLoss: 547.7081\tLL: -494.4285\tKL: 53.2796\tLL/KL: -9.2799\n",
+      "====> Epoch: 4930/5000 (99%)\tLoss: 522.3898\tLL: -469.2688\tKL: 53.1210\tLL/KL: -8.8340\n",
+      "====> Epoch: 4940/5000 (99%)\tLoss: 511.6554\tLL: -458.5463\tKL: 53.1090\tLL/KL: -8.6341\n",
+      "====> Epoch: 4950/5000 (99%)\tLoss: 516.1931\tLL: -463.0934\tKL: 53.0997\tLL/KL: -8.7212\n",
+      "====> Epoch: 4960/5000 (99%)\tLoss: 525.2908\tLL: -472.2451\tKL: 53.0457\tLL/KL: -8.9026\n",
+      "====> Epoch: 4970/5000 (99%)\tLoss: 524.9237\tLL: -472.1770\tKL: 52.7467\tLL/KL: -8.9518\n",
+      "====> Epoch: 4980/5000 (100%)\tLoss: 536.8357\tLL: -484.1406\tKL: 52.6952\tLL/KL: -9.1876\n",
+      "====> Epoch: 4990/5000 (100%)\tLoss: 503.3731\tLL: -450.8439\tKL: 52.5292\tLL/KL: -8.5827\n",
+      "End fitting: 2021-01-06 19:24:31.790391\n",
+      "\tElapsed: 0:00:28.086942\n",
+      "\tDeleting model.pt.running\n",
+      "\tDeleted: 2021-01-06 19:24:31.790526\n",
+      "\t\tElapsed: 0:00:28.087275\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Fit the model\n",
+    "load_or_fit(model=model, data=data, epochs=n_epochs, ptfile='model.pt', force_fit=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -1828,7 +2421,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -1855,7 +2448,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 47,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -1867,7 +2460,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 50 Axes>"
       ]
@@ -1885,7 +2478,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 48,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -1897,7 +2490,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcgAAAEVCAYAAABkAXUbAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABtmklEQVR4nO2deXxU1fn/389kYQ0QAmIgkhDQNCCIpGwWRKqgYKsgdf/SUhfA5duitl8BWwW1iD9rtRYXEK0roojgBgoqKqggBKIsEdmSEPZlgLBkP78/7p1wM7mzzySTcN6v133NzL3nnvu5d85zz/4cUUqh0Wg0Go2mOo66FqDRaDQaTTSiM0iNRqPRaGzQGaRGo9FoNDboDFKj0Wg0Ght0BqnRaDQajQ06g9RoNBqNxgadQWo0Gr8RkSkiokQkLYQ4xphxXBI2YRpNBNAZpCZoROQS80Vn3Y6LyFoRuUdEYutaY6QRkQkiMqaudQCISCszA7ukrrVEEhHpad5nWl1r0TRsdAapCQdvAaOB3wNTgTjgX8BzdSmqlpgAjKljDS5aAQ8Bl9StjIjTE+M+0+pWhqah0+BL+JpaYa1S6g3XDxF5DvgJuE1EHlBKHag7adGFiCQopYrqWodGo/GNrkFqwo5S6gSwEhCgs/WYiCSLyPMiUiAipSKyW0RmichZ7vGISAsR+YeI5IpIsYgcEpEVInKDW7geIrLAPF4sIptE5P9EJMYt3CtmM3BLU8N+M/w3ItLXLayYzac/ikiRiBwTkc0i8pKIxJlhFJAKDHJrZk4zj+eJyJcicqGIfCoiR4EfzWMe+/Jc59nsHywiH1vuc7upp43ZrLrDDPqQRUueWxzXm8+wSEROisgqEfmdzbUcIjJJRHaY11ovIje7h/OFiNwmIj+JSImIbBWRP2OkC/dw7UXkSRHJERGn5X+83/o/isgU4L/mz2WW+3zFPJ4gIo+a93XQct3pItI0UP2aMxtdg9REClfGeNi1Q0Q6At8B8cBLwDagC3AHMFhEfqmUOmqGbQWsALoB7wLPAzHAhcBvgLlmuF8CXwFlwLPAXuC3wOPABYDdS/1T4ADwMJAE3AssEpE0S+3ub+bxD4EXgAqgE3AV0Mi83mjgKeAg8A9L/NYac0fgC2AeMB9o7v2x2SMi48xnsMv8zDfj/i2QAuQC95h6FgDvmacet8TxKPAA8Anwd6ASGAnME5G7lVLPWi75L+DPwNdmnGdhPN/tAWieYJ77AzAZaAr8FdhvE7wHcI2pfRtGM/0wYDqQDowzw70HJANjgWnmfWOeA9ABuA3jWc8ByoFBwP9hpJ3L/dWv0aCU0pvegtow+roU8CDQBmgLdMd4kSrge7fw72O8HFPc9v8S40U2xbLvOTOOsTbXdVi+f2Oe28OyT4B3zPMvtex/xdz3nFt815r7x1n2rQU2+fEM8oAvvRxTwG02x6aYx9J8xYmRAZYAm4BWnp4HRp+csj5HS5he5rFpNscWAseABPN3Bkbm+TkQ4xZHpSfdbnG2Ak6Ympu63ctxM45LLPubAGITz+sYhZNky74x7udbjsUDcTb7HzHP6VPXdqO3+rNFTROriAwXkdfN5pDjZhNLodmkNF5EEixhXU1lYyKgI0NE3jCb/kpEJN9sjksO97UaEFMxak37MZoQ78Qo6V/lCiAiLTFqfh8AxWazYBsRaYORIWwFhpphHcANGLWDF90vppSqNMOdBVwEfKCU+tFyXGHULsCoIbnzlNvvL8zPcy37jgIdRGSAj3v3xWFONwkGy7UYL/6pSqkj7gddz8MHfzM/b7bY124RWYKZOQL9zTBvYhQyflBKVViusxZY6qfmoRg1xmeVUidFpJnZRPsXTtdql4nIR2bcp8z/DRGJF5HWZtr4FKMr6Jf+XFQpVaqUKjPjiRWRRDOez8wgfT2frdFUp86bWM2X3DsYzSBgvBSXAKUYpc3LgOHAI2YTXH4EtQwCFmOUZtdiNC9dAIwHRonIAKXUz5G6fj1mFkYTYhxGDfJ+jP+u2BImA+NFd6u52eFqvmsDJAKfuF6aHuhkfm60ObYJo7aT7uU6ACilDokIGM2tLiZj1KyWi8hu4EvgY+BdpVSpF03ubLNmMkHiyrjXBXqijX11tBxONjcXXTFsz1UY3WMT5SbMgowPXM/9J/PzXOAND2ERY0rQRIyR0F2o2U+Z6Mc1XXHdiWGz3ag5zsLveDSaOs0gzX6mbzAM4jtgvLUmYIZJwOijegAjcUckgxSRZhj9Wk2A/1VKzbAc+ydwH/CWmUnrRTSrs0Up5SqhLxaRFRj9hy9g1ATh9AvvDeBVD/Gccgvr6znXGOzhD14yLLGE+U5EOmP0WQ02t5uAv5kFpcMe4nDnpCcZXs5xt0t/n0f1k6rb1xGgJUa/nvX+m2D0Y94EbPAnWn8vb366NBcBLwNrMDLLe9zC/wv4X+BtjP7c/Rj9vL0w+pP9au0SkXuBJzEy+meA3RiF7Q4YTexR02qmiX7qugY5A8N4vwd+rZQqdg+gjEET/09E3sPo04gUfwTOxuj7meF27H5gBIaxDgMWRVBHvUcp9a2IvA78XkSeUUp9i9GEqoB4S2bqiQOAE2O+mzdcNcFuNsd+gfEy9HtQiTtKqeMYgz3mQ1XN5FmMGvATrmBBRu/KYFtjNDFjXqMxRq1uqyXsZvPzQmCLN8luv632tQaj6btAKZXrFu5DEfl/nLYv10Alu26FTC/Xt+IaNJMJfKGU2obZciAiM23Cjwa+Vkq5j1DuYhPW2zMfjfE8h1mbnkXkCj91azRV1Flpyiyd32j+HG+XOVpRSm1VStVo8hGRLiIyR0T2mX2GP5lDwwO9txHmZ41mILPGMdctnMY7j2DUVB4GoxkTo2BxjYj0cw8sBm3NsJUYzge6ikiN5lgx20OVUvuBb4Hfisj5bscnmT8XBCPe7LdyZ6352dqy77jbb39xNdVf5rb/Hmra5bsYtaCHRKSFe0Su58Hpvr3W7vaFUXsCmCZu019Mjlnsa6f5eYWInGexr1JON6/6qkkuxWgRuMs6vUJEUjBqq+5UuMdptuq41zTBcp8e4lHWuCzNtxpNQNRlDfI3GC+C9UqpgPtWTHoC/8YYZr8MaAcMwBganoLRZOMvF5qfqz0cX+0WTuMFpdRWEZmLMShkoFJqOUZT+QrgaxF5DaNPzYHRX3U18BrG6E4wBpX8GpgtIkPN8wTj+cdi1BTAmIrwFUZfoWuax28wmkbnKKU+D/IWckVkJbAKo5nONbWglNOFJTDme94qIo9g9J9XAh8qYy6oNz7D6J97WESSMOYwDgD6YaTnKpRSheaUiWeB9eazy8doNrwauAXIMftSt2I0a3fAeLZ5LvsSkYcwBlTliMg8y31lYfTzx5uXPGp+ZmL0OR4B9lE9Q3oILx6ElFJOEfk78E/gW1NzU4zMegs17ehdYJyIvG0+m3bmfR2yiX41xnN+QEQSMWq+O5RSq8x4HsNo6n8PaIGRIZd50qrReKSuhs9ivAwV8FIQ575inqswXqjWYf8XY5QiK4Bz/IyvhSW+lh7CXGgeP1hXzyzaNk5P8/iLh+OZ5v+wzLKvDUbz5M8Yg3iOAOsxCjpd3c5vBfw/jObGUoyX5XLgOrdwF2AMqDmMMR0iF2PeW4xbuFcwB7naaFXAK5bfEzEGae0349yJMRCpl9t5Z2E0wR7GbQoEXqaAmMfPw5iTeNJ8Du9gZGy252HU3pZiZGDFGM3HLwJJljB9MPody0wtRW5xXIkxMtT1rHZiDEy7w/05mdsRM9wGjDml/zX3+2VfGPMXN5txbMVwzfdHS/wfmeGamuki37y3LeZ/cKkZboxbvH/AyLxLrf8dxlzZSea1Ssz4/h9GWrSdAqM3vXna6u7ChlEq4LEgznUZ8PfYz51aZB7/vZ/xtbcYbKyHMOeax0vq+k/Tm958bdFkXx6uMcaaQepNb9G41fcRXYuUUnYd9q6h5e39jCeo0ZAaTQMnXPal0dRL6jKDdLnjquGDMwAKPOw/Zn429jMeq/PoZh7CuFyEaUfTmvpANNmXRlMvqcsMMtv87B1CHP54EPGJUuoYp4fdp3oIdo75mReOa2o0ESZq7Eujqa/UZQb5MYYBdheRaBgZ6hpJ6+mF0sctnEYTzUSbfWk09Y46yyCVUlsxvGYAPC8ijbyFF5HOEfaH+r75WWP1B3PemGsCc1Dz6jSa2iQK7UujqXfU9SCduzGGqvcFvhCR7u4BTCfH92I0GbUL5WIi0sd0JPCTzeH/YsyhGywid7kdm46xfNM6jNGBGk19IJrsS6Opd9Spqzml1GFztYR3MCZJ/ygimzBGybn8J/bBWH9vH5a1BYOkKYbTbDstx8VYiHcxMENE/ogxF+sCjDlUB4EbPYzq02iijmiyLwARWcBp93Vtzc9fmQ4ZXDyilPo4RB0aTVioa1+sKMO91UAR+Q2Ga6z+wBUY2g5geNV4H8MrSiR9saKU+srsr3kQY4Jyd4wXx0yMpYbsVjfQaKKWaLIvDGcb7oPgWlF9Caq2aDRRgugKkUaj0Wg0NanrPkiNRqPRaKISnUFqNBqNRmODziA1Go1Go7FBZ5AajUaj0digM0iNRqPRaGzQGaRGo9FoNDboDFKj0Wg0Ght0BqnRaDQajQ06g9RoNBqNxgadQWo0Go1GY4POIDUajUajsUFnkBqNRqPR2KAzSI1Go9FobNAZpEaj0Wg0NugMUqPRaDQaG3QGqdFoNBqNDXWeQYpIJxFZKCIHRESJyCt1rUmjaSho+9JogqfOM0jgFWAQ8DgwGpgZqQuJyAQRGePleIb5MnGKyAkRWS4iv46UHo2mFngFbV8aTVCIUqruLi7SCDgFzFBK/akWrpcH5CmlLrE51hn4HigHngaOArcD5wPDlFKfRVqfRhNOtH1pNKERW8fXbwcIcLiOdQA8BrQCspRSOQAi8hqwEXhWRH6h6rI0odEEjrYvjSYE6qyJ1ewLyTd/PmT2jygRucQ8fr2IrBCRIhE5KSKrROR3NvFcLyIfiEiBiJSIyEGzGaeHWzgFpAKDLNdSIpImIs2Aq4AvXcYLoJQ6DswGzgN6h/0haDQRQtuXRhM6ddkHORO4x/y+AKN/ZDSQKyKPAnOBIuDvwETgJDBPRO5yi+duQAGzgLuAF4GBwDcicq4l3GjgIPCT5VqjgQNAD6AR8J2NzpXmpzZgTX1C25dGEypKqTrbgDQM45ti2dfL3DfNJvxC4BiQYNnXzCZcJlACPOe2Pw+jFOsefpR5zTtsjnX1pEdveovmTduX3vQW2hYNo1jduRnDYF4VkTbWDfgASAD6uwIrpU4AiEELM9wBYDPQ189rNjU/S2yOFbuF0WjqM9q+NBo/qetBOnZkYgws+MlLmHauLyJyIfAIcAnQzC3cDj+vedL8bGRzrLFbGI2mPqPtS6Pxk2jMIAWjhDsMqPAQZiOAiHQEvsZoFnoEo1R7wjz/aaC5n9fcbX52sDnm2rfLz7g0mmhG25dG4yfRmEFuAa4ACpRSuT7CjsQw0quUUsusB0QkiZpNOp6Gka83w/a3OdbP/FzjQ4tGUx/Q9qXR+Ek09kG+bn5OE5EY94Micpblp6sELG5hbgfOton7ONDafacyhpt/CFwiIhdY4mkO3IbxUvk+gHvQaKIVbV8ajZ9EXQ1SKbVaRB4CpgI5IjIPo4kmGcgChgPxZvDFGH0Xr4vIDMAJ/MoMs42a97cSuFVEHgFygUrgQ3MgwiTgUmCJiDyF0ax0O0YT0JVKKT2JWVPv0fal0QRAXQ6hxWYYuuXYlcCnGF5ASoCdGAZ7h1u4i4EVGHO6jgAfY7iv+hLD7ZU17FnAfDPOSvPaaZbjmcD7ZjwnzXgvq+uhxnrTWzCbti+96S20rU59sWo0Go1GE61EYx+kRqPRaDR1js4gNRqNRqOxQWeQGo1Go9HYoDNIjUaj0Whs0BmkRqPRaDQ26AxSo9FoNBobdAap0Wg0Go0NOoPUaDQajcYGnUFqNBqNRmODziA1Go1Go7FBZ5AajUaj0digM0iNRqPRaGzQGaRGo9FoNDboDFKj0Wg0Ght0BqnRaDQajQ06g9RoNBqNxgadQWo0Go1GY4POIDUajUajsSG2rgW4oUKNICcnB4CePXuGGpUVCWdkGk0doe1LowmAkGuQInKOiCwTkVwR2Sgifzb3TxGRXSKSY27DQ5frm3feeYd33nmnNi6l0UQcbV8aTd0RjhpkOXCfUmqtiCQA2SKy1Dz2lFLqn2G4hkZzpqLtS6OpI0LOIJVSe4A95vciEckFOoQar0aj0fal0dQlYR2kIyJpwIXAKnPX3SLyo4i8LCKJHs4ZKyJrRGTNrFmzwilHo2lQaPvSaGqXsA3SEZHmwHxgglLqmIg8DzyCMTDgEeBJ4Bb385RSswCX5XodRJCd72Tl9kP0S08iK9X2faDRNEhqw740Gk11RKnQbUZE4oCPgE+VUv+yOZ4GfKSUOt9HVB7FZOc7uXn2SkrLK4mPdfDmbf1sM8nCwkIAUlJSArgDn+hRdpo6ozbsy1+s9pWd7+S9tYUoYFSvlFAKrdq+NFFJyDVIERHgJSDXarwikmz2nwCMBDaEcp2V2w9RWl5JpYLSskqe/uxnJlx2Xg2jDHPGqNHUKbVlX/6yr6IZK7cfInFXAVM+3EhpeSUA767ZyVtj++uWHU2DIhxNrL8CRgPrRSTH3DcZuFFEemKUWvOAcaFcpF96EvGxDkrLKqkElm85yKodh3nr9uo1ye+//x6APn36hHI5jSZaqBX78kV2vpP5awtZ/MVyyisVx1ukYW18KqtQrNx+SGeQmgZFWJpYw4jPPsiHP9zID4VHq/Z1TU5g0Z8vrvo9efJkAKZNmxZOXboJSNMQCMrYs/Od3DjrO0orFOl5HwCwPe2qamHiYySUGqS2L01UUq9czWWlJlY16bjYtKeIETNW1JEijaZhkp3v5NllW8nOdzLzq22UVtjnrfExQu+0RN28qmmQRJurOZ84T5bW2JdTeJQJc9fx9A0X1oEijaZhYR0QFxvjoMytUGqltEKxOs/J5r1FOoPUNDjqVQ0SYERP+znSC3N2k53vDOu1duzYwYgRIxCRAyKiROSVsF5Ao4lCqg2IK6/0q1128YY9vgO5oe1LE+3Uuwxy4vBMkprG2R4b9fy3Yb3WmDFj+OqrrwAexxgoMTOsF7AgIhNEZIyHY31E5BkR+UZEjpsvE9uwGk2ouAbEOQLoGRx2fnLA19H2pYl26l0GCTDrD709HvtUenHPPfeEfI2SkhKWL1/O6NGjUUr9Uyn1hlLqu5Aj9swEYIyHY8OBu4BWwA8R1KDRkJWayJu39SO9bfMax3Z2+DU7O/y6xv6CQycCuoa2L019oF5mkFmpiVx8bhvbY4cqmrB0+6mQr7Fv3z6UUrRu3TrkuMLA80ALpVQ34Km6FqNp+GzeW8TW/cdr7C+La05ZXM2M84WvtzNnVYHf8Wv70tQH6mUGCfDarX1t97c8upXHX1kQUtxjxowhNTUVgKlTp2I2uSgRuQRARK4XkRUiUiQiJ0VklYj8zj0eM9wHIlIgIiUiclBEFopID7dwCkgFBlmupUwPKSil9imlAiuiazQh4KlPseXRrbQ8ujWgc9zR9qWpL0Q8gxSRK0Rks4hsFZGJ4YzbrhaZ5NxEknMTPad+GnS848aN46mnjILkyJEjwegfGQ3kisijwFygCPg7MBE4CcwTkbvcorobY+7ZLIwmnBeBgcA3InKuJdxo4CDwk+Vao4EDQd+E5owgUvblqU/RZV+2x5rF+xW3ti9NfSGiGaSIxADPAsOArhjeP7qGK35PtUiAI6fKg463f//+jBgxAoAePXpg9o+8gbHM0APAY0qpYUqpp5VSzyilBgPvA4+Za/a5uEIpdbVS6lGl1Gyl1CRgABAPVHWUmnGfAPa5rmVuulSr8Ugk7eumvh2RAKfvb9h9zK9w2r409YVIz4PsA2xVSm0HEJG5wNWAbRHU5QXHyoABAxg+fDglJSVMnTq1xvGXhlzKrUuLiSk/RWrhUpoUHwIgPe8Dfn3DB0y9638YOHAgBw4cqCq1WhkxYgR9+vShsLCQ5557rmr/kSNHANi7d681+M0YJdZXRcS9+vqBeW/9gSUALgM0/WkmYBjuAWAz4Dl312j8I6L21bXwCLubdcHZKsPWvgAOJXblaMsuxJUdp9G6j5k8uXrLjbYvTX0m0k2sHYCdlt+FuC32al2vbvfu3UFdZPzF6R6P/Xnu2qDi9EAmhlusnzAM0bq9ZIZp5wosIheKyEcYzUVHLWG7A3pWtSZUImpfCU3sp1N5IrGpf02sXtD2pYkqIl2DtGukqTbv2N/16ho1auTRv+qlGKPotqdd5dFXZNu2bb36Z01JSal2PC8vj+eff56zzz7bGkxMjcOACg9RbQQQkY7A18AxjPX6NmM08yjgaaDmUECNJjAial9jX1uDc9M+ACpim3i1r7K45jT91f8w7fe/tI1f25emPhLpDLIQOMfyOwUIrprog7zpV5I28WPyU4bUOJY28WPypl8ZjstsAa4ACpRSuT7CjsQw0quUUsusB0QkCShxCx9VXuM19YJasy8XdvblYummfWTnO0NxOaftSxNVRLqJdTVwroh0EpF44AaMvoSIcPG5baiIbUJFbJMax85/8JNwXOJ183OaOUCiGiJyluWnqwQsbmFuB6oVm02OA1ExKUxTb4iofdn5PfZkX2DkQCu3Hwrlktq+NFFFRGuQSqlyEbkb+BSIAV5WSm2M1PVeu7UvWXf8i0oFzlYZ1Y4dL/XUYuM/SqnVIvIQMBXIEZF5GCX2ZCALwyOHqyNmMcbw9NdFZAbgxFjbbziwjZrPfiVwq4g8AuQClcCHSqkTIpKKMSwdoJv5+VsRca0O/bpSKj/kG9TUKyJtX3uO1HS4kXhkM1DTvsAobfdLTwr6etq+NNFGxFfzUEotAhZF+jouLk88yMrth2wNuMvkj9k6LbSmVqXUwyKSDfwJw31VM2A/xoruf7aE2yYiw4BpGAvcVgDfAIOAGUCaW9QPYJRwXS6vBOiE0a/SCaOfxco15gawAtAGfAYSbvvKzneycvshEpvGs+tIcY3j3jLIR0d2D3lFD21fmmiiXi2Y7A+TJ0+mqLicD+MH2R4ff3E6E4dnBhqtXtBV0xDwuSC5a5krhwjllTWDexqkM7RrO2Z5GKDjB9q+NFFJvXU1542ExrG0amJfOX7h6+21rEajqR9Yl7mqVIqYAJbzGDeocwSVaTR1Q4PMIAFyHrrc47ERM1bUohKNpn7gWuYqRiA+1sEjV59Po1jfr4hAPe5oNPWFBptBAh6nduQUHg374soaTX3HtczVvUMzePO2ftzUtyN/vCjN53lKhTx6VaOJShpcH2RJiTH9qVGjRoDRr2K3kHLm2QksnnCxv9HqMrKmIRCwfT27bCtPfLq56rdUlhkROU572XEIzBt/USgDdLR9aaKSBleDbNSoUVXmCEapOPPshBrhcvcWBbR+nUZzJtIvPYnGcY6qHEw54qpljgBXXdAeMDJT3TKjaUg0uAxy0aJFLFpUfdT7oyO72xZR/V2/TqM5U3E1uw4wl5ZLOryRpMPVp1o2axTLzbNX8uSSzdw8e6XOJDUNhpAySBF5QkR+EpEfRWSBiLQy96eJyCkRyTG3F8Ki1g9WrFjBihXVB+FkpSby7h0X1ahJelrzTqOJBqLFvrJSE5lw2XnExggtj22j5bFtVccaxzlQUDX6tay8UvdHahoMoToKWApMMj16PA5MAu43j21TSvUMMf6wkZWayOIJFzNnVQGLN+xh2PnJ3NS3Y13L0mi8ETX2lZWayNtj+zNt6mLKKioZf3E6CU3iqjznvLe2kLLySuJiHSF509FooomQMkil1BLLz5XA70KTE3lu6tuxWsbo8hzSLz0pZC8gGk04iTb7ykpNJMNshXF3tvHmbf20HWkaHOF0NXcL8LbldycRWYexHM3flFLLw3itsGD1HBIf6+DN2/pp49ZEK1FtX1mpidp2NA0On32QIvKZiGyw2a62hHkAKAfeNHftAToqpS4E7gXmiEgLD/FXLeg6a9YsuyARw+o5RPedaOqChmxfGk19J+R5kCLyB2A8cKlS6qSHMF8Cf1FKrfEjvrHmIq+haPIrjrSJH/cHPgfigDLg0rzpV34XDg0aTTioz/YVSQ0aTW0QUgYpIlcA/wIGKaUOWPa3BQ4rpSpEJB1YDnRXSh32I841SqmgvR6HI45waNBoQkXbl0ZTt4TaBzkDaAQsFcMh40ql1HjgYuBhESnHWIZmvD/Gq9FoqqHtS6OpQ0IdxdrFw/75wPxQ4tZoznS0fWk0dUs0etIJR99EqHHo/hFNQ0Xbl0bjJ9HmrFyj0Wg0mqggGmuQGo1Go9HUOSFnkCJyjogsE5FcEdkoIn82908RkV0Wf5HDfcTzBMZyPCFtOTk5Kicnp+r3zp071eDBg1VmZqbq1q2b+ve//60ANWXKFNWqzdmqUbt0Fd8uXSVfN0U9u2yrbZwu/WkTP1adJ33sMVyg2sK0aRow9dm+OnTooHr27Kl69uypFi1a5DFOi/6wagvTpjmDCYcnnXLgPqXUWhFJALJFZKl57Cml1D/9jGcp8JdQxbzzzjsA9OzZE4DY2FiefPJJevXqRVFREVlZWQwZMgSAMePu5BNHb58+JF0+LztP+jgkX5Pu2jQaP6i39nXPPffwl7/4vmS4fMpq+9KEm5AzSKXUHgzPHiilikQkF+gQRDxLfIcKnOTkZJKTjVU7EhISyMzMZNeuXQCkJDblzWv99yF579AM7WtSU6vUZ/vSaOo7Ye2DFJE04EJglbnrbnOpnpdFpM5zlby8PNatW0ffvn0BmDFjBn/87SCyX59Guq2jLgOX/rsGd9GZo6bOqI/21aNHD2655RacTqfH86JFv0bjTtgySBFpjjE3a4JS6hjwPNAZ6IlRAn7Sg9/JXSKyNZK+IrPznfxr0Q8M++0Inn76aVq0aMEdd9zBtm3byMnJITk5mfvuu8/2XFPTMGCLP/qy8516ZXVN2Ilm+wI4fvw4o0aNirh9aTS1SVhW8xCROAzjfVMp9R6AUmqf5fiLwEdKqfN9RBX2TvHsfCc3zVzBzrkP0bxzb1KzBgPQrl27qjC33347v/nNb2zPHzt2LOPGjesPfDR27FivnY96dRBNJIhm+wIoKytj1KhR3HzzzVxzzTVAZOxLo6ltQs4gxfCB9RKQq5T6l2V/stl/AjAS2OAjnivCMSfzzjvvrPb7u20H2fXBU8S2PofmWSOYv7aQldsP0aV5GZf3Nta0W7BgAeef7/Xd4tLfzbrTfS3JldsPUVJWaaywXmasDmLNIN21aTS+iHb7Ukpx6623kpmZyb333lu1f8+ePVV9k8HaV6jaNJpQCcdqHgMwnCWvByrN3ZOBGzGafxSQB4yzGLRdPFuVUp1DEmPD+CfeYOb/jSaubRqIIEDioN9zKvdr2pbtpWl8LGlpacycObPKoG20fWjq3+3aZ1db3Ly3iMkL1p++9sXpNRaWjQAS6Qto6o5ot68VK1YwcOBAunfvjsNh9NhMmzaNt956i5ycHEQkKPuKIrR9ncFEmyedkMV8//33fLX5AJ8eaM7Rk6UcOF5qG84hcN/QDO4abOvu0h2XkVTpe3bZVp5csplKdTquH3YeYcmmfdVOGnhuG37eV8Q5rZsyMqWYLmc1p0+fPsHfoGdtGo0vwmJfQI007N6aEiA17CuY+DxpCxFtX2cwYemDjCZmvjaXHQdPsD3tKq/hKhUkNo0P+jqJTeOpVKfjKjpVxpr86gsqKODrLQcB2HushMNffkDX9i3DbcAaTa2xcOFCoHomFO6+92Djs9Om0YRCg3M1t/dosV/hHIDzpH3t0h+cJ0urFS1nfr2dwyfKvJ6jgO0HjusRrpoGxcrthygtr6RSQVm50fceTfFpNMHSoDLIOasKOFVW4VfY+LjgPeIA9EtPolGco2bbkA9OlVVw7fPf8sCC9Tqj1NRbrNOZ+qUnER/rIEYIydOUC2t8MQ5h95FT2lY0dUKDyCCz8508sGA9D1gGyPjiwd90C6kZKCs1kQd/0y2oHopK4M1VBdw467ugM8odO3YwYsQIROSAiCgReSVwJRpN4BQVl3Pz7JX889PNXD/zOzbvLeLN2/px79CMsExtykpN5M3b+nF9n44gwlvfh2YrwaDtSwP1vA9yzqoC3l5dwIbdx6ioDGz8QSjNq9Y4QhnjVFqheHNVAe+s2cmtv+rExj3HGHZ+Mjf17ejz3DFjxvDjjz8CPA7sBbYFr8Q7IjIBOKKUesVtvwA3A78Bfgm0Bw4COcA/lFKr0DQo9h0rpuDQSYpTjQG15ZWKB9/fwNvj+vs74M0vslITeW9tIaXlxnVctvLmqgKGdm3HuEGdIzrHWNuXBurxKNY5qwqqTalwEVd2HICyuOZez582srtfGZGJbUtqdr6TG2Z9R1mFf7LDpa2kpIQmTZpw991388wzz0R8lJ2I5AF5SqlL3PY3Bk5hGOzHwA4gGRiPYcy/V0q9EWl9Gr8JydinL8rlpc9/BGqm4S5nNefxUT2CzbRsR7H+7vlvPQoW4Oqe7TlZWsH2A8fp1LY5N/ZoRfcOLWnbtm0wGqrQ9qVxUW+bWBdvsJ/yVRbX3GcGBLBh99GQNWSlJnJJxll+h/dXm6d7c7Fv3z6UUrRu3drva0eIcuASpdSFSqm/KaVeUko9CmQBhzHcn9XbNKY5TXa+kxe+3u4xDW/df5zrZ34btibQ99YWes3NFbAwZzdLNu1j64ETLN20j9vf3kzBydAbxbR9aVzU24c77Hz7Scctj26l5dGtPs8PV7EwkHj81ebp3sBo+klNTQVg6tSpmP0jSkQuARCR60VkhYgUichJEVklIr+rodsI94GIFIhIiYgcFJGFItLDLZwCUoFBlmspEUlTSpUrpb5yj9t0g/YVcJa5aeoxc8z+cvCehssrCduI02Cqus2PbOWW6a8x7OmvmRxkf6W2L42ViGeQInKFiGw2HSZPDFe8N/XtyLSR3WnZpHqJMcm5iSTnJq/nxjiEa3ql8Mknn5CRkUGXLl2YPn16UDraJDTyO6wvbV3aNvPZvDpu3DieeuopAEaOHAkw2txyReRRYC5QBPwdmAicBOaJyF1uUd2N8R6aBdwFvAgMBL4RkXMt4UZj9Hv8ZLnWaOCAj9tNAUqBIz7CaUIgUvblwtWVUWp2I/hKw9YRrKHY16heKcTHBFaMdWnL3VvEnFUF/O75wGu02r40ViKaQYpIDPAshrf+rsCNItI1nNc4eqo8oPAxAo9cfT49U1pw1113sXjxYjZt2sRbb73Fpk3eM1Y7XIYshF4rPXyylIyzE7yG6d+/PyNGjACgR48eKKXeMPshOgAPAI8ppYYppZ5WSj2jlBoMvA88JsaCuy6uUEpdrZR6VCk1Wyk1CRgAxAP3uAKZcZ8A9rmuZW4nPGkUY3X4PsDbSin/JqZqAqY27OuhD7y6eK1G03hHVR9kRUVFSPaVlZrIW2P789fLM+ia7N0mPKGAUc9/S79pnzF9Ua5f52j70liJ9CjWPsBWpdR2ABGZC1wN2FrK5MmTa+wbMGAAw4cPp6SkhKlTp1Y7tq7ASWLzc3G2yiCm/BSphUtpUmw08aTnfQDAocSuHG3Zhbiy45yz6wtE4Lu3v+KTZ/eilOLgwYOkp6czbNgw7rzzTi666KJq17juuuuqVij3pG/KVefz0IJ1nJO3qMZxZ6uMKn3u2tz1tdr4Bf93/3zS2jSjXYvGAIwYMYI+ffpQWFjIc889B8CRI0cA+Pzzz5kyZYorqpsx3gmvikgbNxkfYDz3/sASAJcBmiPlEjAM9wCwGehb40b8xCwdvw7sAuzXONKEi4jaV8GhkzSXjn7bV0rBMiZPXg5AYWFh2OyrZ8dzyN11mE4Fi2sc98e+9tKFlz7/kW/m/oe0Ns1JaHz6taftS+ONSDexdgB2Wn4X4rYauoiMFZE1IrJm927/fRXvO1ZMSXml74BuKAXHiss4fvw4LVqcXiU5OTmZoqKiGuHnz5+PL33Ok6VUhmk0sALyDp6gqDiwmjGQiVGJ/QnDEK3bS2aYqjWIRORCEfkIo7noqCVsdyC4oYginYDPzdsYppTy1UykCY2w21dRcTm7jpxi37Fidh89FZCYGMfpNpRw2lcwza12nCitYOPuoxQcOhnM6dq+zkAiOs1DRK4FLldK3Wb+Hg30UUr9r4dT/BYzYPrnFB6p2brgKj168sUaHyO8NbY/27//jE8//ZTZs2cD8Prrr/P999/zn//8x/ZWvOmr8h1ZVom3LNuXNitDu7Zj1u9/aXssLy+PTp068dBDDzFlyhQBEJHFwOUYzW2e3AltVErtEZGOwEbgGPAMRqn2hHl/TwPNlVJprpM8DUO3IsZq918CLYBLlVLrfN6kJiTCbV9WH6gOEcpt5hZ7S8PWNDtv3ryw2ZdL28yvtlVbDCAQbe546+vX9qVxEekm1kLgHMvvFCDkJW2y8522mSNAfsoQj+eltGrMv2/sRVZqIqW7U9i583Thu7CwkPbt2welx+X5Y+X2Q8xbs5M8DyVUb9rc+Sx3H9n5zkDmlW0BrgAKlFK+OlxGAs2Bq5RSy6wHRCQJKHEL7/XFKiKpwDKgJXCZNt5aI6z2ZfWB6ukv95SGBRg36PRqWikp4bMvMGzsgnNa8VnuPjz5BAnEvv61dDNgTKny0zmHtq8zkEg3sa4GzhWRTiISD9yA0V4fEvPXFno8VhHbhIrYJjX2O4SqzBGgd+/ebNmyhR07dlBaWsrcuXO56irfJU9PZKUmctfgLjx5XU8cHlqDPGmzo1J5v08bXjc/p5mDN6ohItbh4K4SsLiFuR042ybu44DtpDDTeL/EaDYaqpTKDkS0JiTCal9WH6jxsQ7bQWee0rB72HDbl52+IV3b0aLx6aQeiH0dPF7K5AXrWb7lIJMXrGfOqgJfp2j7OgOJaA1SKVUuIncDnwIxwMtKqY2hxJmd72Temp0ejyceMUqGzlYZ1faPHZherTYWGxvLjBkzuPzyy6moqOCWW26hW7eQFjQ/HbdDqobF+6PNE+9mFzKqV4pftUil1GoReQiYCuSIyDyM2kQyxsTi4RgDBQAWYwxPf11EZgBO4FdmmG3UTBcrgVtF5BEgF8Od7IcYBaxlQBrwHyBDRNxvbqk5b0sTZsJtX9aWkMSm8baeqjylYYVRA3Wl1UjYl1WfdZ3I6YtyeeHr7QHbl5XFG/Z4rUVq+zozibgvVqXUIqDm8M4gWbn9kFfXbp6MJKFJXI2ww4cPZ/jw4eGSVqXPru/GmzZPlFdUVnvp+EIp9bCIZAN/AiYAzYD9wAbgz5Zw20RkGDANY3X6CuAbYBAwA8MgrTyAUcK9C2iFUTLuZB5zfXrq9xoMaAOOEOG2r6zURLJSExn72hrb457ScFyM1FjFIxL25dJnZeLwTDomNeOlpz5A2WjzB2/OOVxo+zrzqHfOyvulJ+EQPPZDeDuvNnA1A5WUVYa+fDv2izqnpaXhaXCVUupjDL+NXlFKfY0xL8udS2zC7gdGeYhKr7jewMjOd/L5T/v9Cju0azvaJDTyu6UjUtzUtyPftW/JseIyWqS0ZP2uo/jpIpk+aYnVao/avjQu6l0GCQScQU4b2b3WjNfaDLRlXxELc4Ifk1Sp4OGPNpJxdkKdvnw0ZxYrtx/ymEG4cAg8OiIgh/8RJ6FxLAmNY3n1biNfys53ct3Mb6nwMrQ8Lka4f1hmLSnU1DfqXQZpNGH6Hz7AVTvCgrUZaHT/NKYvzmV1XnBOnEvLAmtm1WhCxdUK4lpqSimjj1GANs0b0SQ+hifGXxT1aTIrNZF3xl3Ee2sLOVBUwue5+6pqlQIMqYVlszT1m3qXQRadKvM77AUpLeu8hJuVmsi88RcxYPrnQZ1fiX0zq0YTKdwHwwBV3+fP/KYqTH3AWljNzncyf20hAlxTx03CmvpBvVsPcvRLq1i+5aDH41JpZKDKERfO2qPPicy+mLOqgAfmr63S5i8OgfuGZnhbjFb3UWj8JWRjLykxpvA1auS/k34/CNm+IOLaNGcg9W65K1+jzZQjDuWIY/zF6XVee7RyU9+OjLskI6DMUTDme9XWACONxheNGjUKdwYUNqJZm6Z+Uu+aWDPOTiDGgceO96TDGxGBhCaBD/WONM6fv6eNcx8HE33PB3MI3Nino24K0kQVixYZM0rCPX0jHESzNk39JKQapIg8ISI/iciPIrJARFqZ+9NE5JSI5JjbC2FRi9EXUullkE6rY9todWw7/dKT+Otf/8ovfvELevTowciRI6u89Ofl5dGkSRN69uxJz549GT9+fLjkeeVkwUZaHdtueAKJEeJjPT9+paB9qyY6czyDqQv78sWKFStYsWIFQNTZl1WbRhMOQq1BLgUmmR49HgcmAfebx7YppXqGGH8N+qUnEeOg2kjWDq0a0619Sy7JOItPX/2MFo3jyEpN5NCQITz22GPExsZy//3389hjj/H4448D0LlzZ3JycsItzysJjWPJTG7ByKEZ1QY/FJ0q47vth1i/62jV9BWFHpyjqX37CoQhUWZfGk24CSmDVEotsfxcCfwuNDneyc53snL7IX79i3ZVXv0dwE19U6sGsWx4/7QvxqFDh1Z979evH++++24k5flFQuPYagNurDXEyQvW89aqAhRGE6vzZGnVPVtda2nODGrbvgIlGu1Lowkn4RykcwuGD0IXnURknYh8JSIDQ43ctRTPk0s28+XPB4iPEaOpMu70IJbsfCe7jpyyXUvx5ZdfZtiwYVW/d+zYwYUXXsigQYNYvnx5qPL8pqi4nGeXbSU7v+a8yFG9UmgUd9oZc2LT+Kp7vnn2SttzNGcMEbWvUIkW+9JowonPGqSIfIa9B/oHlFLvm2EeAMqBN81je4COSqlDIpIFLBSRbkqpYzbxjwXGAsycOZOxY8fa6rAuxVNRUckNfTrSvlUTXvv7bfxhwUFOlVVQ6DxFXMkxEEjLvID7br8ZgH/84x/ExsZy883G7+TkZAoKCkhKSiI7O5sRI0awcePGagu8upg1axbjxo1b40ufPxQVl5O75xgfL9lMfKyDN2/rV61W6D7/zHrPZeXaYUBDJFrsyxOXXXYZe/furfq9b5/RctO3b1+uvvpqIHrsS6MJNyHPgxSRPwDjMRbxtF0IUUS+BP6ilLL3gFw97Fil1Cz3/WkTP+6PsZp2HFAGXJo3/crvLMcnAY8AMUpVVoo4/pY3/crHgtHnSYOvY75Im/jxJKUqHxVxODBeeA/mTb/yMS/ha9xz/uO/6R7s9TX1j9qyrwA1VcURTfYVDedrGhhKqaA3jAVENwFt3fa3BWLM7+nALqC1n3GuCUWTNY5g9XnTEKq+uj5fb/Vn0/YVvLa6Ol9vDWsLdRTrDKARsFREAFYqpcYDFwMPi0g5xlIv45VSh0O8VkPUp9F4I9rTb7Tr02hCItRRrLb+z5RS84H5ocQdDqJdn0bjjWhPv9GuT6MJlWh0NReO9v9Q4/B2fiTjro3zNWc22r4ie76mARFtzso1Go1Go4kKorEGqdFoNBpNnRNyBiki54jIMhHJFZGNIvJnc/8UEdll8Rfp1YOwiDyB4WEtpC0nJ0fl5ORU/d65c6caPHiwyszMVN26dVP//ve/FaCmTJmiOnTooHr27Kl69uypFi1a5DFOEdkvIjujVJvr2YZVW5g2TYho+6pzbdq+zmDCsZpHOXCfUmqtiCQA2SKy1Dz2lFLqn37GsxT4S6hi3nnnHQB69uwJQGxsLE8++SS9evWiqKiIrKwshgwZAsA999zDX/7i1yX/B/gCYy5iVGlTYfLH6a5NEzVo+6pDbdq+zmxCziCVUnswPHuglCoSkVygQxDxLPEdKnCSk5NJTjbWkExISCAzM5Ndu3Y1GG2aho22r7rVpjmzCWsfpIikARcCq8xdd5tL9bwsInXuIy0vL49169bRt29fAGbMmEGPHj245ZZbcDqdHs+rDf3RrE0THWj7apjaNNFL2DJIEWmOMfdpgjJ8Qj4PdAZ6YpSAnxSRz0Rkg9u2S0S2isiaWbMiN8L6+PHjjBo1iqeffpoWLVpwxx13sG3bNnJyckhOTua+++6zPc/UNAzYEil90axNEx3Uln1l5zs9OtP3Rm2l4WD01aV9ufTaLaCgqQeEwx0Phq/QT4F7PRxPAzb4EVfITJo0SU2aNKnavtLSUjV06FD15JNP2p6zY8cO1a1bN49xmvoLo1jbhkhoCwN17iqqIWy1ZV9r8g6rjL8tUp0mfqQy/rZIrck7XCNMXdqXL33RZl9WvZfeME7dfc9fg4nGG3WeNhv6FnIfpBg+pl4CcpVS/7LsT1ZG/wnASGCDj3iuUCr0gVl33nlntd9KKW699VYyMzO59957q/bv2bOnqn9iwYIFnH/++d6inQQkRKk217PtFk5tmuigNu3LunpMaVklT3/2MxMuO6/aCjJ1aV++VrfxR1t2vpNPV+dyee9MslITw2pf7mu3WvXuSh7I0F918hWFJsoIx2oeA4DlwHqg0tw9GbgRo/lHAXnAOItB28WzVSnVOSQxNqxYsYKBAwfSvXt3HA6jRXnatGm89dZb5OTkICKkpaUxc+bMKoO20XYSOKKUah+F2j7EeLa7w6ktTEhdC6jv1KZ9udZcLS2rpBJj0W67Zdms1KZ9ufSVlVcS50OXnbZTpRWcuOBajqz/krL92+mY1IzMczuHxb6qnl15ZdUzAwLSGwTaviJMtHnSCVnM999/D0CfPn1CFmPBlRBD0ncGa9NEBz7TSHa+k6c/+5lvth6kUhl/4E19O/KPkd2Buk/D7rU0K3barOFXbj/Ek0s2U6kgRuDeoRncNdjWnWzA2p5dtrUqbofAr7q0YcJl5wFGzTfxRAFdzmqu7aueEY55kFHFwoULgbAbcFjQ2jTRTlZqIhMuO49VOw5TWl6JAuasKqBb+5bc1LdjnaeTrNREslITqwa/WDNKd23Z+U5unPUdZRUKh8DtA9OJj3VU1ej6pSeFTVe/9CTiYx1VTarLtxzk222HeOTq8+mXnsQzjz/Ld43jtH3VMxpcBqnRaEIjKzWRC1JasjrPGCmqgMkL1pNxdsjd8GHBvTnzwd90w3mylH3HiimvVMxZVcCyzfvJzj9MaYVR8atQ8OLy7TwyojvOk6W2NdBQyEpN5M3b+vHwhxv5ofCocc1KxeQF6wFIP3wShwjZ+c5wN7NqIki9ziC9NbfUN6L1XqJVlyaylJZX1tg3evZKRtS+lBqs3H6IkjKjdltcVnk6Ezp4AqDqtzsVCpwnS/1pVg2KrNREunVoWZVBulOpFH9bsJ7FEy6OyPU14adeOivPznfywIL1XD/zW/756WZunPVdwPO2oglXU5DrXuasKghqLlog1/Mn/jmrCrh+pqHr5tkr/dazY8cORowYgYgcEBElIq+EQbamFrm+d8ca+06WVZK751gdqKlOYtP4oDvc//vtDsa+tiZitnWyxPt8x9y9RUyYuy6ka2j7qj3qXQ3S1bxSXHa6hFtaobj9tdX8Zegv6lBZ4MxZVcDiDXsoLquoagoqrVD8baFRAvY1gjAY7EbbZaUmUnDoJIdPljJ9US4Th2eSne/k7+9voKLS0FVSVsn8tYV+aRkzZgw//vgjwOPAXmBb2G7ADRGZgDEC8hWbY/cBvwUygNbAYeAn4Bml1IJIaWoI3NS3o21N7Oipsjqf9L5xt30NzR8OFpWyZNM+Psvdx6MjunNT35oFgWCZs6qAhTm+B5N/unFvSNfR9lV71LtRrNbRYnZc0EZo3jiOK3tnhDPxh2Wk6ItLf+DLzfvpnp7C2gIn3+d5L8W6jyAMVZvdCMXeaYlsP3iCo87DAJTFNSehcSwprZqQu7eo2vkOgUsz2zF+UGePGWVJSQlNmjTh7rvv5plnnon4KDsRyQPylFKX2Bx7GzgFbAIOYhjxtUAf4EGl1COR1hdlBJR+u0xeRLmbocWVHadt83i+nToynLr8TsPTF+Uye8V2bFqAiSs7Dhhp2B9iHcLb4/r7KvT5re3qGSs8Nq+6axt/cToTh2f6pdOKtq/apd7VIBObxnvMHAF+OKiAUr4pXM+sr7fx5HU967TvbM6qAt5eXcCRk2XkHz4JwDeF2/06VwFvry7gml4pQd9Ddr6TF77axo6DJ8g7eLzai0XB6Uza8lIpKi6vkTkCVCpYumkfSzfto8tZzbnlV51qFEL27duHUorWrVsHpTecKKWud98nIk8D2cD/icg0pVRFrQurJ9w2oBMvfF09rZbFNWd3iZGuw1n78kV2vpPHF+d6LVT6mzG6qKhUNZwNhEK7Fo0B+wzSXdsLX29n77Finr7hwoCuoe2rdql3fZBfbt7v9XjLo1tpeXQrAHmHTnLdzG/rrH9yzqoCJi9Yzw+FR8k/fLKaNn8pr4T5awuDun52vpPrZ37L0k372Lr/uG2p20Wg2rbuP87kBeuZs6qgat+YMWNITU0FYOrUqZj9I0pELgEQketFZIWIFInISRFZJSK/c4/bDPeBiBSISImIHBSRhSLSwy2cAlKBQZZrKdOpty1KqXJgF9AMw4WbxgN2NRxXOnnAw0CYSODqo/fV4hJoGhYxCtzhYtygzh4nJtppW5izO6B3k7av2ifiGaSIXCEim02HyRNDiSs738mPhUe8hklybiLJuanqd0Ul3Pt2DqNfWlXtZQ7wySefkJGRQZcuXZg+fXoo0qqYs6qA0S+tYsLcdUxbtKnaMXdt3ji1PZtdL45j18zbWfjfZ30akvugG1dzqrdMMVhtVl7+ZkfVtceNG8dTTz0FwMiRIwFGm1uuiDwKzAWKgL8DE4GTwDwRucst2rsxKrizgLuAF4GBwDcicq4l3GiMpp2fLNcaDRywRiYirUWkrYhkisiDwBXAMqVUccA3HGWE0778wZVOFEZzpzfCZV/z1xZW9dH7o80fTm3PZuescYwZ1o//vf+hoLW5Extjn0V60hZI4VfbV+0T0T5IEYkBfgaGAIXAauBGpZSnVOxRjN3gHDvS8z4AYHvaVbbHp400OuYrKio477zzWLp0KSkpKfTu3Zu33nqLrl272t6KL31wusYYrDYXqrKC3S+O46zrHyU2IYk9r95Dh2sm8u6k6+yagwQgfdLHyjUnbOPuo7y9usDvzDEQbXYI0CjOGPCTpI7SqVMnHnroIaZMmSIAItILo9nlMaXU5GrniiwEfg10UEoVmfuaKaVOuIXLBHKAl5RSd1r25+Ghj8QS5iDgmhVeDiwE7lRKHfB0Tn0gnPbliSFPfsmWA6f/Cvd0kjf9StvzwmFfrilGX23e77P2aKfNE1b7im+RRNn8SSz5cH5Itg/ex0d40tahVWOeubGX3828eXl52r5qkUj3QfYBtiqltgOIyFzgaoxO3RpMnjy5xr4BAwYwfPhwvtm8hw5bFtZIpc5WGThbZRBTforUwqU0KT4EnE6QhxK7crRlF+LKjnPOri+Y+9wiNrzfksLCQpRSHDx4kPT0dIYNG8add97JRRddVC3+6667rmoVcG/6SkpKeHPGdNLLqje5W/W5a7PTB3D04D6KGsfSvWgNu2PO51jmxZzY8AXPPP4THVo1qRb/tGnTAEjb8QECvPSU8Yw6AkdbdOZQ625IZRmdChbX0B6MNisHknpQlJBGfMkROuR9zTOPL6EZJQB8/vnnTJkyxRX0ZowXzKsi0sYtmg8w0kR/YAmAy3hNR90JQDxGqXUz0LeGEN9cAzTGWGj4WqAJ0AK3knA9JGz2VVJSwtSpU2scn3jppdy6FI/2tXx5CwYOHMiBAweqajdAyPZVVFxO7p5jHGmRzuHE8KZhl31lHPmeQ7EXMHDUtbz22mtVvmStuOzLn2dXVFxO+p5jVJqVDn+07aILf3juMwaXrSahcfXX8YgRI+jTpw+FhYU899xzABw5cgTQ9lVbRLqJtQOw0/K7ELfV0EVkrIisEZE1u3d7HiLdp1NrRCRk54PlFYpdR05x4PBRWrRoUbU/OTmZoqKaA1Pmz5+PJ31FxeV89fMBsvOdrCtwcqosPP3RJadO0LhJM5o1iiUuxkFcizZUnHDSonH1Jv1169ZVaXPtq6sxySJSQ5+FTIyS+E8YRmPdXjLDtLPEdaGIfITRXHTUErY7EPCICqXU10qpJUqp/yqlhpvxrpD6vxBu2OzLG9O8jKJ+6H37RUSOHz8ekn0dKy4zlxw67aE9XLjsC4x+yLOS27N3b82pF1b78ufZJTSOJTO5Bc3iYwLTU17JseKygM5xQ9tXhIh0E+u1wOVKqdvM36OBPkqp//VwilcxriaXLfuKPM438qeZxSFQ8vM39I7bycK5rwPw+uuv8/333/Of//zH9lbc9VnnE8Y4hMaxDopKvGeQ/jYBnfhpBSV5a1n2/lwAnnnhJYr3/Mzbr9gu2ioAzy7bqhKbxvPwRxurVmMIhFCaWB1C1ZwyD01Ai4HLMRaf9fSQNiql9ohIR2AjcAx4BqNUewLj2T8NNFdKpblO8qcJyB0RuQJYDNymlHrJV/hoJdz25Y20iR8D9unErpl13rx5fPrpp8yePRsIzr6un/Ud5X70PboIxL6Kd6wladifiBEYQC4tjuf7rc0Xo19axfItBwPS5u+0D21ftUukm1gLgXMsv1OAoJdlcjkqBji7ReMaQ9AB8lOG+IynUgHNWrM5d3lVppu7fgsd2ntfzcrqHNm61ltlhaKswnft0R9tbZvH06PHuRw4vKrqXn/RogxaeF9LzuU+K+PsBFZuP8RHP+y2naoRijZPCIYLLyu7j5wibeLHk/KmX/kYsAWj475AKeV9ZIex/l5z4Cql1LJq1xFJArMN9zTBvPRd7dR1P1Y+NMJqX94Y0bM9C3N226aTAdM/Z8XES6vtS0lJYefO05XbwsJC2vuwL3cCLbv7m4ZjE5IoP3YAAeJiHSSUHAtYmzeGnZ9cI4P0pe3F5dsZ0u3sYKecaPuKEJFuYl0NnCsinUQkHrgBo008ZCYOz2T+HReR2rpptf0VsU2oiG3i4azTNGqfwaHd+Vz7xEL+uXgDs199g86/HOT1nCeXnHa51i89iRhHYA2+3rS1bhbH+IvTWf23Ibz34O/ZV5jHjh07KC0tZe7cuVx1lX81u6zURO4a3IXR/dPCps0TDjGWDbJbGeE9Y3Sea6Lw6+bnNHNgSTVE5CyrFNdutzC3A2fbyDiOjSGKSDMRqTExzry+a1TfSpv46hMRsy93XPP17NJJ4ZGagxV79+7Nli1bgkrDYPhbrfQ24dkGf9Nw85QMmpw6wPA0B1d3b8eSD98LSJsvburbkWkju9M49vTr1Ze2ChX8dC60fUWMiNYglVLlInI38CkQA7yslNoYrvizUhP56v8GVxs9mnhkM2B0kHujEgeX/HEiC577G6hKEnoM4UDsWd7Psaxk3i89KWADttPWOy2RicMyq5UcY2NjmTFjBpdffjkVFRXccsstdOvmfUFza+02O9/Jwx8F9pj9fW5WHGL47LRzZGC6qIsBUEqtFpGHgKlAjojMw6jpJANZwHCMgQJgNM2cBF4XkRmAE/iVGWYbNdPsSuBWEXkEyMXosvoQOBf4SkTexWhGOozRP3cjhmusV5VSy/2+2Sgk0vblzrSR3Xniv+8CNdPJiBkrWHj3gKrfwaRhK/3Sk3CIkXH4i79puEw5uO3+R3j6gdtQlZW0vGAoxc3DuhY6AKUVpzs6/NG2dZ//LT5WtH1Fjoh70lFKLQIWRfIaN/XtyIJ1hazOcwb0oj83ayCd75rt9/pw1trSyu2HvHr0scNdW+bZCcwbf5Ft2OHDhzN8+HC/435yyeYq36qu5l8wion+yAwmg1QK2rdqYtssZNauy0+HVQ+LSDbwJ2ACxkTi/cAG4M+WcNtEZBgwDZiMUeL9BhgEzADS3C71AEYJ9y6gFcYtd8JofnwDGIDRrJSAMSBhHUbNdo7fNxrF1IZ9ubipb0dmP2WfTnIKj9ZYyinQNGwlKzWRSzPbsWTTPr/PCSQNr61Mo/3tp/v03/PTz7A/ZOc7efD9DdXeD35lkAdOBL0clravyFDvXM154rx2CVXr1/lDfKyDa3qlcE2vFL+Xc7p3aEa1cI3iHD7nZboQm9bYXmF0gedeu3UtDBvjEBChvLwScQhZHVvRsmk86wuPsPeYe3eDd2Ic8OtftOOrnw9QUWFfqEhLS0MpRXa+k1HPf/ug9ZhS6mPgY1/XUUp9jWF47lxiE3Y/MMpDVO4TpDUh0r5lE3YfPWV77PHFubzjocAXDJdknBVQBhkQbgYZzqGKK7cfqnLyHwiHT5Ry8+yVXhcocNmXHdq+wk+DySCv6ZXCvGyjDV8wRoUVlZSzv6gEAT7/aR8VlcaxIV3bMc7icNvfEpt1HTnXAqmuUbXv5+xGAfExwpSrzsd5spTEpvFs2H0UMfU998Tn5Jlr1rky6HBhrd1atbkyMLtCQHa+k/fWFrK/qITD++M5eqq0Kp4Hf9OtSnu39i2rLTLrzxqRWamJmAN0NA2IjklNPWaQP3pw1B0szpOlfreA+INDjFaPuFgHt/yqE1M+2EBZhSIuRhgVRlvsl55EozgHpWbhOZAR5a5Crl57NTpoMBlkVmoib93ej2ceX0KLxnE1hkxHYuFf66ja0f3TfMbfrkVjmsbHcs3lGWFfgNi9dmvV5vrtTf/kn96jqLickUN9a3OPW3Nm0alNM+zc7ZdUhHfGoiujKTNbP9q1aMzuI6cCHt0KRoF5SLezq9moa8R3uG3RvYC6eW8Rs5/yPXbKgf2AN03d0WAySDASprunGeuxSL7U/Y0/oXFsRFY0D0eckdKmaVi0a9GYET3a15iLHOCgbp+4Mpr5awt5N7uQPUdOEecQLskwBtP52/xqnWPoXmiM1DvBGndWaiKft2nGjoMnPIYX4Ia+HRkVwso9mvBT79aD9EVJidGv1qhRo5DFWAh4srAdZ7A2TXQQNvua/e1Onvh0c7VjDmDeHRcF84L3moatPk5jxGgtuWtwFybMXVctk3ZUlvGbHsl8vPEgFWbYR0JfFDls9vX26p1M/Xiz7chch8B95n0FoU0TIRpUDRLC/oIPK1qbpr7jSif90pNo7DZITYSI9J9ZB51ZmyCfvuFCdh05VTU4T2LiyOiQxB8GnheRptNQaNSoEb8f0IVu5yTx9Gc/V3MkIBhjEnTTavTR4DLIRYuMEe/BDi+PJFqbpr5jTSdv3taP99YWMm/NTsorFCIStvUV3ccMWPv0rJnexGGZ3Dx7JWXllbQ5somYwlNkDf5d1GSMLqzPbcJl57E673DVKPNrf3lO1VziSIyV0ARPSBmkiDwB/BYoxZhk+kel1BFzQc1cjAmkACuVUuNDuZa/rFixAjAS4l//+lc+/PBD4uPj6dy5M//9739p1aoVeXl5ZGZmkpFhzEnq168fL7zwgtaGziCjiWi3r7kzpvHhhx9SXC4cjkkkafifefijjSSUObluSL+g07DVz7Frbq+n/kJr5vnTh19RkOsEfhfV9uUpw/d035q6I1RXc0uB85VSPTDWpZtkObZNKdXT3GrFeN0ZMmQIGzZs4Mcff+S8887jscdOzzro3LkzOTk55OTk1IqB1CdtmqihXtjX/S9+SGxie458N4+y8krW7XSGlIatfo5d0x684XKvaF0uKtrty6XZmgEGet+ayBNSBmkuceLylrISw1ly1DB06FBiYw2j6devH4WFQfs6DDvRrE0THdQX++qXnkSzczKpLDpIXKyDC88Jrdbj6nP05Oc3EG1Qf+wrHPetCS/hdFZ+C4afPxedRGSdiHwlIgPDeJ2gePnllxk2bFjV7x07dnDhhRcyaNAgli+vW5eB0axNEzVErX1lpSbS2bmaa67+LW/e1o/uKS1DSsOuJsh7h2aEpZmxvthXuO9bEwaMRUk9b8BnGP783LerLWEeABZwetpIIyDJ/J6FsahrCw/xjwXWAGtmzpypAuXSSy9V3bp1q9ratGmj2rRpoxYuXFgV5tFHH1UjRoxQlZWVSimliouL1cGDB5VSSq1Zs0alpKSoo0eP2sY/c+ZMFay+aNbmzqRJk9SkSZNCisMGn+nrTN+0fWn7CoE6T78NfQuHgf8B+A5o6iXMl8Av/YxvbBg0jbV8D1ifNw2h6qsv2uoyDr1Ve57avhqgtrqMQ28BPO8Q/6wrgE1AW7f9bYEY83s6sAto7Weca0K+KTOOYPV50xCqvvqgra7j0FvVs9T21QC11XUcevN/C3Ue5AyM5p6lYnjHdw03vxh4WETKMZZTGa+UOhzitRqavmjWpokOoj2NRLO+aNamqSeElEEqpWz9Iiml5gPzQ4k7HESzvmjWpokOoj2NRLO+aNamqT+EcxRruJjlO0jE4/B2fiTjDvX8utYWrjg0kSMa/uNoTsPRrC1ccWj8JNqclWs0Go1GExVEYw1So9FoNJo6J+QMUkTOEZFlIpIrIhtF5M/m/ikisktEcszNq5NP0++kCnXLyclROTk5Vb937typBg8erDIzM1W3bt3Uv//9bwWoKVOmqA4dOqiePXuqnj17qkWLFnmMU0T2i8jOKNWWIyLvRrG24ZH4X8Ow1Qu0fdW5Nm1fDdi+fBGO1TzKgfuUUmtFJAHIFpGl5rGnlFL/9DOepcBfQhXzzjvvANCzZ08AYmNjefLJJ+nVqxdFRUVkZWUxZMgQAO655x7+8he/Lvk/wBdAWbRpU0r1FJGhwKho1BaKJm/6ziC0fdWhNm1fZzYhZ5BKqT3AHvN7kYjkAh2CiGdJqFrsSE5OJjk5GYCEhAQyMzPZtWtXg9EGkdEXLm2a0Kht+wp0uaXatq9A9EWDfbn0FhWXV3Om3hDs60xYmiusfZDmMjwXAqvMXXeLyI8i8rKI1PkTzMvLY926dfTt2xeAGTNm0KNHD2655RacTqfH82pDv9am8UWk7cu13NKTSzZz8+yVZOd7/m/tiHQ6CUVfXaRhq97cPccoKi63DVcf7SvUtFJfCFsGKSLNMeYXTVBKHQOeBzoDPTFKwE+KyGcissFt2yUiW0VkzaxZkRvBfPz4cUaNGsXTTz9NixYtuOOOO9i2bRs5OTkkJydz33332Z5nahoGbImUvhC1jYhibRF9bmcStWFf1uWWSssqefqzn/1+8dVGOgl2OSirti3OChp1v4J3vlgTdvvKznfy7LKtVc/MqlcpxbHimi3I9dW+5q8tpKSs4S/NFZYMUkTiMIz3TaXUewBKqX1KqQqlVCXwItBHKXWZUup8t62DUqqLUuqXY8eODYecGpSVlTFq1ChuvvlmrrnmGgDatWtHTEwMDoeD22+/ne+//972XFNTf6A4EvrCoK0XsDdKtfWPlLYzidqyL9dySw6gEvhm60G/age1ZV/BLAdl1ZaaNZibZ6/kxTWH+P1/V7Nu59Gw2ZddjcqqV0Ro0TjOo7b6ZF/Z+U7ezS6sGokT45AGuzRXyH2QYvhxegnIVUr9y7I/2ew/ARiJsUKBt3iuCMeczDvvvLPab6UUt956K5mZmdx7771V+/fs2VPVB7BgwQLOP/98b9FOAhKiVNtI4GAUa9sAdAu3vjOF2rQv13JLT3/2M99sPUilgpKySt5bW1jVx1SX9uXS56nfy07biBtGU9o8mUGj/lhVoystOowktDZ+53wYFvuqVvsuN2rfEy47r0pvl2ad6Na+RTVt9dG+svOdPP3Zz5RXVAIgwLW/PKfB9kGG7ChARAYAy4H1GAVPgMnAjRjNPwrIA8ZZDNounq1Kqc4hibFhxYoVDBw4kO7du+NwGBXmadOm8dZbb5GTk4OIkJaWxsyZM6sSpo22k8ARpVT7KNT2IdBdKZUWpdrGKaV2h1NbmJC6FuAPdWFf2flObnxxJaXlxuViHfD2uItsX4J1ZV/+DBB56d3F3HbtcOLapuFwOGjXojEVWddzdP2XlO7fTsekZmSe2zks9uWqQboySQEaxTl487Z+ADW01kf7mrOqgAff30B5pZFnOATiYx2e1q6sF/bli2jzpBOyGFeTRJ8+fUIWY8H1Z4ekT2sLngjoaxAGHCB+/w+3v7aGpZv2Vf3OPDuBxRMujop0Ys2MrC/oOR99wea9RWR0vxDnyVJ2HznFnFUFVZHe3Lcj1/RKCXTkpd/aXLWrFVsOVgXu0Koxe4+V0OzoDuJiHMy674Zw1rZqzb4mzF3HwpzT+bAAA85tw4TLzvN0Pw3CvsIxDzKqWLhwIRB2Aw4LWlvwRLu+hob72y13bxET5q6j6Y8Lgbr9H9wH68xfW8jMr7axbdHbKODVrfavtbdXF3BNrxTuGmzrxzxkslITGXZ+Msu3nG6R3XWkGIA2h35EgJXbh0Rlc6Q3+xoxYwU5hUer7XMI3jLHBkODyyA1Gk3otE1oVGPfwpzdXHq8mHYtGteBotP0S08i1iGUVShEjIyvotJY3NEbFZXG6MtIzt3bsPuox2MKKDoVki+EWmfA9M8pNDN5K5dmtmvwmSNoX6wajcaGa3ql2O7fcfCEx/l8tUmFMjKc8koj4/MHBby1qoB/fhqZuXvZ+U7eXr3Ta5gXvt7OnFUFYb1upBgxY4Vt5ggwblDYh4tEJTqD1Jxx7NixAxFZKCIHRESJyCt1rSna8FY7sJvPV5vM/GobFZXBdbu5HIUWm6Nzw8l7awv90vX/PskN63UjwZxVBTWaVV2Mvzjda/poSPbVoDLI7Hwnu46ciooSrieKisurTSYOF5GIsy5wn2wdCcaMGQMwCHgcGA3MjNS1RGSCiIzxM+yd5gtFiUibSGnylxgPb4djddhMOGdVAcu3HAhLXPPW7AxrOttfVOJXuCOnyqPaVrPznUxesN72WM+Ulkwcnun1/IZkX/VqFKu3od2ukW3q1DHiYhy8eudlUTda7IucrfzprXWcdDT1Njy6Gn4MZxeAThM/VnExwltj+wd13wcOGC+dtm3bBnyuF8IyOhGMZ7e2wMngC7qE9L+WlJTQpEkTlFL/UUr9KeiI/ERE8oA8pdQlPsK1B3IxCq3NgbZKqZDnt7oRUPod/u+v2bSnqNq+uLLjAGx58vrwqfIjnWTnO5n51TaWWEbWuuPSVhbX3K+LxgjcOzTD16Adv9PwAwvW86aH5lN3bQK8e4f91JkACNsoVqv9p0382GO4vOlXeo2nodlXvRmkY315xsY4uCClJc6TZZSVV1JUUo5DjGYTYptTgtEZH22dyJ/tOMVxaQrK0Dp9cS6N42IQoODwSXqe04qTpRXsO1bM9b07knF2gscMwx0FlFYoZn61jQvOacWWfUV8/tM+ysoVzZvE0rZZI+JjHVzfuyM39e1Y4/wwZ4xBYR2dWFxWyZ/fWkvX9i35cecR9pql8+e+28+jI7rb3oM/7Nu3D7NQeDh8ysPCs8B2jInf/1PHWgB4ZER3Rj3/bbV9rhf8gOmfs2LipbWiw2X7xWXeOxv9zRitJDaND1ZWDa7plcJcc8CQO+7aFPD44lzeGX9R2K4fCi7795Y5zr/Dt9aGZl/1JoN091SxOs++iaLl0a0AzFkFX23ez12Dzw36ZRoO5qwqYPGGPRSdKmPHxmxaAkdbGiVW93vIO3Sy6vsPhesZ2rVdDd+TvjL9z3P31ShlFxeVcrCotCreyQvWEyNwdsvGdGvfknGDOnOywHDEMnDgwFBvOWj6pSfhcAiVFUaBuPBIcdUgAdf/erRll6rmn0D/1zFjxvDqq6+6fj4kIg+Z3wcrpb4UkeuB/wUuAGIwJuc/oZR61xqPGe5mjIn67YAiYAXwoFLqR0s4V8k+1fIdoJNSKs8SbiRwFYbrsKhxGWSX1lz/QyFdmLOqoFZsy2X7vrCmEX+oUPDwRxvJODshjIVpwa5CZ6dt64HjYbpm6Lz63if8a+lm8PDseqa09PmMGqJ9RbwPUkSuEJHNpsPkicHG4/Jr6Gv2aZJzE0nOTYAxB2nygvVc8sQy2zb/Tz75hIyMDLp06cL06dODlVaD6YtyueSJZfR+dCmTF6xn+ZaD5BQerabNF6e2Z/PqPSPYOfN2ilbO8+l7UjB8Ivo7dqFCGc9nyaZ9jHr+Wx569g2mPveGXyPsIvXcslITSWvd1PaY+7ObvGA9w57+OqC+nHHjxvHUU0+5fi7A6B8ZDeSKyKPAXAxj/DswETgJzBORu9yiuhvjLTgLuAvDF+pA4BsROdcSbjSGm7KfLNcaDVR1oolIC2AGMFMpZe940wvhsi9PxLgZnPV/+H+f/OT13HClk37pSTj8mHYeqH3tenEc22bcysOPTgtam5WV2w/hqcvKTtvhE2W1+l7yRHa+k1ffWeDx2cUILLx7gM94GqR9RbIPUkRigJ+BIUAhsBq4USnlKRX77IP824L15O4t8hgmPe8DALanXVXjWEKjGDKTW3D/sEx6prTgvPPOY+nSpaSkpNC7d2/eeustunbtansr3vTNWVXAyyu2gwiiFFsOnAhYmxVVWcHuF8dx1vWPEpuQxPG3/48XXn6Vay/r71Hbs8u2qsSm8Tz80UafTVH+aotzQNf2LemfnkRCkzj6pSeF9bnZkfXwEg6drDkIxNuzmzbS/ybXvLw8OnXqBDBVKTUFQER6AdnAY0qpydVuQGQh8Gugg1KqyNzXTCl1wi1cJpADvKSUutOyPw8vfSQi8jzGihG/UEodNUf8/QE/+kjCbV92jH1tTbUWCff/wVOfVEVFRcjppGotxVNlvPD1dp9ag7GvpoltkYWTWTj/nZDTsLemYE/aWjWJ5aUxfapqZ+F4boGSNvFjr8/OV79jtbANyL4g8k2sfYCtSqntACIyF7gasDXgyZMn19g3YMAAhg8fTklJCfNnPoHKd5JuaeR3tsrA2SqDmPJTpBYupUmxseyK6w8/lNiVoy27EFd2nLZ5X3BwM/z1S2hWfhSlFAcPHiQ9PZ1hw4Zx5513ctFF1dvZr7vuuqpVtt31FRWXs6tRR9aqTkhlGZ0KFhvXtoSx6nPX5q7vnF1fAHD04D6KGseSceR7DsT0oHXvy8j+7H3WffFhjeczbZpR+t219GV2AUOKyzlWXMap0gq2OVI41LpbNW1W/NH2Q2UXNu3YxTm7vmA+UHbsICVlFUz953+4fPhvueGGG3jttdeq/EnaafP1v06dOhWAfceKaXnwBC0J7H+d/dQ/+K59y2oL0o4YMYI+ffpQWFjIc889V7X/yJEjNbRgNOco4FWb0W0fYKTZ/sASAJfxmo7EE4B4jFLrZqCv3QXsEJGLgHHAzUopzzPMPRNW+3L9D1b6XtCPJcR4/B9efS+GP1xzBQcOHLDWHigsLAzJvoqKy8ndc4wjLdI5lBhaGvZmXylpF5P5+5vDloaHFJfz875jlFUov7QdoQt/eO4zBpetJqFxbNVzmz17NiNGjAirfVm59NJLufTSSxn4yEek533o0b5W39fHNv4zxL4i3sTaAbDOnC3EbTV0ERkrImtEZM3u3b597jaKC4/kvD2HaNLsdMd5cnIyRUU1a6bz58/HTp9hwEfJt/QbhouSUydo3KRZ1e9+3c9j7969NcKtW7euhraExrF0aNWELmc15/aBvnyLBI7z6DEqYxuz8/BJ/rlkM2WNE/3W5ovDJ0qD1pV3MKT+nEyM0vhPGIZo3V4yw7RzBRaRC0XkI4zmoqOWsN0B/xx8isRjNB19ppR6K0jdYbcvd9LaNOPicz2PiP/vCvua3fHjx2nR4vTqFYHa17HiMpRSKBWGIZpuWO1rw+5jYU3DCY1jaRwXE5CesorKqrml7s8tJSUlbNrcGTFjBbuP2jsCgMBqjj6or/YV8SbWa4HLlVK3mb9HY6xb978eTvGrGeN3z3/rMaC/zSwnflrBuWXb+PbjdwB4/fXX+f777/nPf/5jeyvu+p5dtpUnPt3sS27Q2op3rKXN8D8xbmA6HQ6tCUiblex8J9MX57LtwAlQisM2zZfBaEsaZozgdmz9mt7Nnbz9iu2irQE1Ac1ZVeBx/pU/+vxpavXQBLQYuBxjAdoKD6duVErtEZGOwEbgGPAMRqn2BMY9Pg00t6784KkJSETuAf4JXAlstRx6HLgGo3Z4yFU7tCMS9uUJ1+hGu//B7kU6b948Pv30U2bPng0Ebl/Z+U6un/Ud5RX+Sw4mDccIDCCXFsfzg7IvOyYvWF+jL9+XtvEXpzNxeGbIz81f3G3NXd+Inu15+oYLA422QdkXRL6JtRA4x/I7BQhpaZas1ETeveMibn1lNUdsJiznpwzxK57YhCSOb/m2qp8jd/0WOrT3vtrOs8u2Vs1HDGZ4eCDaWlYe493xxjypxx5bSHsf2jyRlZrIPLeh5HNWFTDt400cLz2dVgPRVn7s9ERt54G9LDlAjRGN2flORj3/7aS86Vc+5q/Wm/p2pODQCdv+Jn/0Pfj+hmBHJG4BrgAKlFK+3JyMxJhHdZVSapn1gIgkAe6zxT29vFIxWnBqthsafI/xYvA2dyHs9uWJ1s3iOXyi1PZ/+P1Lq3jt1uotXykpKezcebpyW1hYGHAaDrTsHmgadmAsvJxQcixo+7JjVK8U3lldgHXgrS9ts1fsYEi3s8Py3HwxfVFuDRuz6ju3bbOgMkcv1Ff7ingT62rgXBHpZFZ5b8Bocw6JrNREhvewXyOtIrYJFbFNfMbRuP157MzbxrVPLOSfizcw+9U36PzLQV7Psa4W7jxZ6tfIumC0Df/1AOJP7KN15RFKS0uZO3cuV13lvVQcCDf17ciGh68gb/qVVduvMs/xS1t88nmUO3dTdmQvqqKME7lf06RLXx58f0PViDzXYAXgkUC1TRyeybSR3Wvs9+fZVVYqVm4/FOglAV43P6eZA1+qISJnWaW4druFuR042ybu40Brm/3/Ba612b40j9+C7/laEbEvO67LMnyz2v0PX2+pOdahd+/ebNmyhR07dgSVhlduP0RlgO7k/LWv+OTziD+5n2FpDq7u3o4lH74XVvvKSk3k7XEXEW8ZAuxLW7mZdkN9br7IznfaFkBd+prEOlh63yVhu55JfbWvyNYglVLlInI38CnGvJeXlVIbwxH3qF4pvLtmJ2UVCodAk7gYTpRV0MppNHs6W2V4PDdGIC4ujiG3TWbBc38DVUlCjyEciD3L4zlAtfmIrmknZeWVOBxCauumHDxealurdZF45LS2pvExODAWHL34vLYsWr+HsgpFXIxw568zGNVuBpdffjkVFRXccsstdOsW8qLhXvlD2nH+kNaYSy81Jn/blTIBxBFD6yHj2f/Og6Aqad59CPFtU6syp6zUROu8tcA6Y0ycJ0trzCazPjt3XKW8+DjvU2E8oZRabc7ZmgrkiMg8jJpYMpAFDMcYKABGifQk8LqIzACcwK/MMNuoaVMrgVtF5BEMTx6VwIdKqR+AH9y1iMhvzK8f+hplF0n7cmfi8ExWbj9E/gZjpLz7/zBh7rpqtY7Y2FhmzAg+DfdLTyLGIVWL8/qDtzRiRRwxjJv4KE8/cBuqspKWFwyluHl4a2mb9xZRZmke9kdb0amykJ+bL9wdP1j1OYDsF+4N27Vc1Ff7wuZiYUcptQhYFO54s1ITeWts/xpu2G69+3MKnac4nvQLYkVwOIQTZlNirAMevro7zpOl5ou0Hz9KJ8rKK33OMwQzYzXDZaUm8uZt/apdPzvfyfUzv61qWklp1ZgYhwPnyVIaxTpot3srDhH++sff1egrG90/rfq9pA5n+PDh4X5sHvn8888BqjLIicMzmTg8s9pQ+w/X7+FgUQlx5/Wh5Xl9EBFKyysRqmdOrsJDcVllUE5x+6Un0SjOQWmZUfi4bUAnVsz9mJOlFVUvmFgHnHtWAo+atc1QlzBSSj0sItnAn4AJQDNgP4bnjT9bwm0TkWHANGAyRon3GwzfkzOANLeoH8Ao4d4FtMIoGXfCaN4JmUjZlx0L7x7Ar28wKgPuL/qFObsZ3T+t2vMfPjz4NJyVmshtAzr5Nb3Dhb8ZJMDmuC60v/10v/l7YfS8lZ3v5MH3N/hdwHPxndn6Ecpz88aQJ7/0eCzxyOagCpf+Ul/tq9540rEjKzWxRqJu16Ix7Vo05tN/nE5g3vyZumdy3rh3aEa1cO7XdzWteIpv8mSjSd1uIIndvUQDVl12Tortnq2r8DDq+W8fDPaa7v/L5BWtKCouZ9TlGbbP1t9nl5aW5prMPcX9mFLqY8Czr63T4b4G7GZOX2ITdj8wyi9xRvgxwBh/w9c29n5iDMLt3jGhSZzX64VCfGz13qVwXmPl9kNBrTZy8EQp2fnOiLwHJsxd53F+NhC2zLGh2Ve9ziD9xVvmE0jG5M9K5NGa0UUKT/eblZpIIAN0/Ik3oXFsxFaD1/hH1/Yt2ehhUeCt+zw78AiGxKbxEckcHQLntUvgh51Hqro1RnlY/zIYrC0gruW1/GGX8xQ3z17p1yIGgTBnVQELczyP3cqbfiWTJ38Ttus1JM6IDFKj0YQHqzMGd34Ocwbp3hcdam0yLkaorFTExTq4plcK1/RKCblp3g5rC0hi03j+/r791CU7/PW57C/elq4C/xyQn8noDFKj0QREm+aNsOsZPBbmdVhdNbGy8kpiHELPc1qRXXCkanRrIJnltJHdyTg7wbY7IBJYW0Ayzk5g0qQPfQ44ck07CWdf4L1v53g8Nm1k9zOqtSsY6tV6kP5QUmJMk2nUqFHIYiyExeeh1hY8EdAX4CSdBkHY/odB/1xetQSZixgHbJsWlPcVj+kkO9/J/LWFvJtdSHlFJbEO4dpfnoOCGpPxpdIYQa4ccdX2B+KrNxBtgbByy15ufHFlDW1WburbkVG9UgLJtHz6iPZUe3R/Jtq+7In4ah61TaNGjcL9kg8bWlvwRLu+MwXX/3Bp13Y1jqlKAlpdxR+yUhPp0KoJ5RXGsm8VlYr2rZowqlcKMe5vL0ccV/dKrZqf7JCQM8ew0e/cs/nHqF41VkdxIUCHVk3CPpLWDrtnou3LngaXQS5atIhFi2pl1HvAaG3BE+36zhRc/8M1vVJqjAQVIVhHDV5xTRtyn2b1zriL6JB4evJ9knMjjfb+yLzxF/HXyzOYN/6iqMgcwXhurQ5t4J3xFzHQxrdtoyDn8HrCbiRtauumzL/D/plo+7InpAxSRJ4QkZ9E5EcRWSAircz9aSJySkRyzO2FsKj1gxUrVrBixQoA/vrXv/KLX/yCHj16MHLkyCpP83l5eTRp0oSePXvSs2dPxo8fr7VFsTZ3fWcK0WxfWamJ9DuwiKI37mbPy3dz4L1HcZSfpF96UtjTiWvQy71DM6qN8MxKTeSZGy6kcZyRebY6tp2TBRuNEdSLZnLz5f2jJg1bn5t8/wZ7Zo9nz8t3c3DBPxh1fivevK0fSepo2LS5+m8dQKxDmDayO1/932CPNdQz0b78IdQa5FLgfKVUD4x16SZZjm1TSvU0t9p7k1oYMmQIGzZs4Mcff+S8887jscdOzzro3LkzOTk55OTk8MILtfZ+0do0gRDV9vU/o37LvrwtfLt6LT26ZdJm62m3l6Gmk+x8J88u21rVZJuVmshdg7vYzn91ZZ6ZyS2qRtlGcxr+n1G/5etVa/nX20sZNbg3ses/qLqv9h3TuP2pd3np/WUhPTcw5njfd3kGb4/rHzU16fpGSBmkUmqJUso1dG0lhrPkqGHo0KHExhoG069fPwoLC+tY0Wm0No0v6pN9FcR2YP3P27l59krWFwa19F4VLl++Vt/H3nBlntYpKNGchocOHUrfzm25a3AXRlx+SZW29YVHKXSe8vu+3XF/boBtoULjP+Hsg7yF6p7TO4nIOhH5SkQGhvE6QfHyyy8zbNiwqt87duzgwgsvZNCgQSxfvrwOlWltGr+IWvtauf0QznWf0jj9l5SVV7JupzOkdOLy5Wv1fRwK0ZyGrdrW7XRSdmQvhS//ifxX/483Fn4SUFzhfm4aMBcl9bwBn2H4y3PfrraEeQBYwOlpI42AJPN7Fsairi08xD8WWAOsmTlzpgqUSy+9VHXr1q1qa9OmjWrTpo1auHBhVZhHH31UjRgxQlVWViqllCouLlYHDx5USim1Zs0alZKSoo4ePWob/8yZM1Ww+rS24P9XdyZNmqQmTZoUcjwWfKb92tgagn3d8ZcHVPOM/qrT/R+qjL8tUt9u3hNSOlmTd1hl/G2RSp/4kcr42yK1Ju9w0Nrqk319u3mP6nLvXJU+8SOVeuu/Vbvk9hF5bnY0VPsKdQuHgf8B+A5o6iXMl8Av/YxvbBg0jbV8D1ifNw2h6mvI2rxpCPf/Whfn18VWX+yr/W0vXJJ6/0eTUu//qL8vff6k4dT7P+rvKb5AtdUn+7LedzD2FexzC/f9NZQttJONRTA3AW3d9rcFYszv6cAuoLWfca4J+abMOILV501DqPoasjZvGsL5v9bV+bW9afvS2rR91e0Wqqu5GRjNPUtFBGClMkbUXQw8LCLlGMuVjFdKHQ7xWg1Nn9am8UW0/w/RrE9r04RMSBmkUsp2aQWl1Hxgfihxh4No1qe1aXwR7f9DNOvT2jThIBo96czyHSTicXg7P5Jxh3p+XWvzFke0/69nCtH+P9T1fxzN2rzFEe3/a70k2pyVazQajUYTFURjDVKj0Wg0mjonajLIcPidFJErRGSziGwVkYl+XvccEVkmIrkislFE/mzunyIiu8xr7heRnaH6xAxUn5/ackTk3dp+dg1E23BfcTUUtH0FrS3a03A0a6v/9lXXw2gtQ4SHArHm98eBx83vacAGP86PAbZhDI+OB34AuvpxXjLQy/yegOHzsiswBfhLOLQFq88fbXX17BqCtjNp0/bVMNNwNGtrCFvU1CBV6H4n+wBblVLblVKlwFzgaj+uu0cptdb8XgTkAh3CrC0off5oC5O+M1LbmYS2r+C0hUnfGamtIRA1GaQbwfid7IDhcstFIQH+aSKSBlwIrDJ33W02XbwsIi6Pv8H6xAxJn5/agtWntZ1ZaPsKTluw+rS2ekqojgICQkQ+A862OfSAUup9M8wDQDnwpnlsD9BRKXVIRLKAhSLSTSl1zD16m3j9HqIrIsuAfsAB4FuMpofjwINAb+BJEdkWpLaQ9IlIc+BH4IibNgfQHHgSuKUunl090DYfmKCUOiYizwOPmOc/4tLmT1z1AW1fwemrB2k4mrU1aPuq1QxSKXWZt+Mi8gfgN8ClShkN3EqpEqDE/J5tGtF5GI56rRQC51h+pwC7/dElInFAKcaL5F82x3OAFRglrWC0Ba3P1DYfmOJBWxrwUV08u3qi7U2l1HvmdfZZjr8IfOQrnvqEtq8Gm4ajWVvDti9fnZS1tRGi30mMzH470InTnc3d/LiuAK8BT7vtT7Z8nwkcDVZbsPr81HYPhlPjWn12DUTb3LpO97W1aftqsGk4mrXVe/uqcwGWB7oVowSZY24vmPtHARvNP24t8FsvcQzHGFG1DaO06s91B2A0CfxoufZw4HVgvbn/hJnAgtYWjD4/tX0A7KjtZ9dAtCX7iquhbNq+GmwajmZt9d6+tCcdjUaj0WhsiNZRrBqNRqPR1Ck6g9RoNBqNxgadQWo0Go1GY4POIDUajUajsUFnkBqNRqPR2KAzSI1Go9FobNAZpEaj0Wg0NugMUqPRaDQaG/4/sLix/88zH8sAAAAASUVORK5CYII=\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 50 Axes>"
       ]
@@ -1918,7 +2511,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 49,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -1930,7 +2523,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -1948,7 +2541,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 50,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -1960,7 +2553,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -1978,7 +2571,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 51,
    "metadata": {
     "id": "eR48izbIbE6y"
    },
@@ -2013,7 +2606,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 52,
    "metadata": {
     "id": "cgSa843tbE60"
    },
@@ -2046,7 +2639,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 53,
    "metadata": {
     "id": "xxdwtuCybE63"
    },
@@ -2083,7 +2676,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 88,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2095,7 +2688,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 864x864 with 10 Axes>"
       ]
@@ -2109,21 +2702,24 @@
    "source": [
     "plt.figure(figsize=(12, 12))\n",
     "for idx,k in enumerate(range(n_components)):\n",
-    "  plt.subplot(n_components,2,2*idx+1)\n",
-    "  plt.scatter(encoding_x[:,k], latents[:,0])\n",
-    "  plt.xlabel(str('mcvae dim ') + str(k))\n",
-    "  plt.ylabel('ground truth 0')\n",
-    "  plt.subplot(n_components,2,2*idx+2)\n",
-    "  plt.scatter(encoding_x[:,k], latents[:,1])\n",
-    "  plt.xlabel(str('mcvae dim ') + str(k))\n",
-    "  plt.ylabel('ground truth 1')\n",
+    "    \n",
+    "    plt.subplot(n_components,2,2*idx+1)\n",
+    "    plt.scatter(encoding_x[:,k], latents[:,0])\n",
+    "    plt.xlabel(f'mcvae dim {k}')\n",
+    "    plt.ylabel('ground truth 0')\n",
+    "    \n",
+    "    plt.subplot(n_components,2,2*idx+2)\n",
+    "    plt.scatter(encoding_x[:,k], latents[:,1])\n",
+    "    plt.xlabel(f'mcvae dim {k}')\n",
+    "    plt.ylabel('ground truth 1')\n",
+    "    \n",
     "plt.tight_layout()\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 55,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -2139,10 +2735,14 @@
       "Mcvae(\n",
       "  (vae): ModuleList(\n",
       "    (0): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 5]))\n",
+      "      (log_alpha): Parameter(shape=torch.Size([1, 5]))\n",
       "      (W_mu): Linear(in_features=5, out_features=5, bias=True)\n",
       "      (W_out): Linear(in_features=5, out_features=5, bias=True)\n",
       "    )\n",
       "    (1): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 5]))\n",
+      "      (log_alpha): Parameter(shape=torch.Size([1, 5]))\n",
       "      (W_mu): Linear(in_features=5, out_features=5, bias=True)\n",
       "      (W_out): Linear(in_features=5, out_features=5, bias=True)\n",
       "    )\n",
@@ -2159,17 +2759,9 @@
     "print(model_sparse1)"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "__Exercise.__ Check if the sparsity parameter log_alpha is the same for every VAE in the MCvae model.\n",
-    "- Hint: you can acces the model modules and parameters with the dot notation (model.submodel.parameter)"
-   ]
-  },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [
     {
@@ -2197,7 +2789,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 57,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2216,7 +2808,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2234,7 +2826,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 58,
    "metadata": {
     "id": "JgstDg9bg6Pf"
    },
@@ -2246,7 +2838,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 59,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2265,7 +2857,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 4 Axes>"
       ]
@@ -2277,7 +2869,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 4 Axes>"
       ]
@@ -2299,7 +2891,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 60,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -2315,10 +2907,14 @@
       "Mcvae(\n",
       "  (vae): ModuleList(\n",
       "    (0): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 8]))\n",
+      "      (log_alpha): Parameter(shape=torch.Size([1, 8]))\n",
       "      (W_mu): Linear(in_features=8, out_features=8, bias=True)\n",
       "      (W_out): Linear(in_features=8, out_features=8, bias=True)\n",
       "    )\n",
       "    (1): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 8]))\n",
+      "      (log_alpha): Parameter(shape=torch.Size([1, 8]))\n",
       "      (W_mu): Linear(in_features=8, out_features=8, bias=True)\n",
       "      (W_out): Linear(in_features=8, out_features=8, bias=True)\n",
       "    )\n",
@@ -2345,7 +2941,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 61,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -2379,7 +2975,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 62,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2399,7 +2995,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2420,7 +3016,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 63,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2432,7 +3028,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 128 Axes>"
       ]
@@ -2450,7 +3046,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 64,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2471,7 +3067,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -2490,7 +3086,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 65,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2511,7 +3107,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 2 Axes>"
       ]
@@ -2529,7 +3125,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 66,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2541,7 +3137,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs8AAAK5CAYAAABACcNrAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAADOQUlEQVR4nOz9f5hc51Xni35XVW9J1Uqikom4xBXLFiFXGoRiKW4SD5ozF3lyrAyOTSMnEcbhMgzn+GGeYcDC9Bx54hvLEI4adIPDAHPO+AJnYGJM21bS2FEGGUbK8IwyNpHSLStKJIbEsZ2yD2iw2sTqslTd/d4/qnZp1673ffe7d+1du358P8+jR+r6sffa1ar1rr3etb5LlFIghBBCCCGERFPI2wBCCCGEEEIGBQbPhBBCCCGEOMLgmRBCCCGEEEcYPBNCCCGEEOIIg2dCCCGEEEIcGcvbgDi8/e1vVzfccEPeZhBCSGxOnTr1P5RSG/K2o5fQZxNCBhmT3x6o4PmGG27AyZMn8zaDEEJiIyIv5m1Dr6HPJoQMMia/zbINQgghhBBCHGHwTAghhBBCiCMMngkhhBBCCHEk9+BZRIoiMicin8/bFkIIIYQQQmzkHjwD+AUAX8/bCEIIIYQQQqLINXgWkXcCuA3A7+ZpByGEEEIIIS7knXn+NIB/DWDF9AIRuUdETorIyQsXLvTMMEIIIYQQQsLkFjyLyIcA/K1S6pTtdUqpR5RSE0qpiQ0bRmq+ACGEEEII6TPyzDzvBHCHiHwLwB8DuEVEPpOjPYQQQgghhFjJbcKgUup+APcDgIj8MIBfUkp9LC97CCH9z+xcFYeOnscrCzVcWy5havdmTO6o5G0WIUMHv2uEmBmo8dyEkNFldq6K+z97BrX6MgCgulDD/Z89AwBc1AlJEX7XCLGTd8MgAEAp9UWl1IfytoMQ0r8cOnq+tZj71OrLOHT0fE4WETKc8LtGiB1mngkhA8ErC7VYjxNCkpHGd41lH2SYYfBMCBkIri2XUNUs3teWSzlYQ7KAAVd/0O13jWUfZNjpi7INQgiJYmr3ZpS8YttjJa+Iqd2bc7KIpIkfcFUXalC4GnDNzlXzNq2vmZ2rYuf0MWzafwQ7p4+l8nl1+11j2QcZdhg8E0IGgskdFRzcsw2VcgkCoFIu4eCebcxkDQkMuOKT1Q1Ht981lliRYYdlG4SQgWFyR4XB8pDCgCs+thuObr8n3XzXWGJFhh1mngkhhOSOKbBiwGWmX284WGJFhh1mngkhhOTO1O7NbU1mwPAFXGk3RPZThjd8bXfeVMHxcxfY/EmGEgbPhBBCcscPrIZVbSMLBYp+ueHQXdvhU1X2JJChhcEzIYSQvmCYa9qzqE/ulxuOLGuvCelHGDwTQgghGZNVfXI/3HD0a+01IVnBhkFCCCEkY4a5IXKYr40QHQyeCSGEkIwZZgWKYb42QnSwbIMQQgjJmH6pT86CYb42QnQweCaEEEJ6QD/UJ2fFMF8bIWEYPBNCCCFDSNq60oSQBgyeCSGEkCHDVVeaATYh8WHDICGEEDJk2LSXffwAu7pQg8LVAHt2rtpjawkZLBg8E0IIIUOGi/ayS4BNCOmEwTMhhBAyZLhoL3O4CSHJYPBMCCGEDBku2sscbkJIMhg8E0IIIUPG5I4KDu7Zhkq5BAFQKZdwcM+2tmZADjchJBlU2yCEEEKGkCjt5UEYbkI1ENKPMHgmhBBCRpR+Hm7iKrdHSK9h2QYhhBBC+g6qgZB+hcEzIYQQQvoOqoGQfoVlG4QQQghxopc1yNeWS6hqAmWqgZC8YeaZEEIcmJ2rYuf0MWzafwQ7p49xChsZOXo9kZBqIKRfYfBMCCERcIwxIb2vQXaR2yMkD1i2QQghEdiCBi7kpB/JorwijxrkflYDIaNLbplnEVkjIn8pIqdF5KyIPJSXLYQQYoONSw1E5DoROS4iX2/67V/I2ybSSVY7JZxISEiDPMs2LgO4RSl1I4DtAD4oIjfnaA8hhGhh0NBiCcB9Sql/AOBmAP9SRL4/Z5tIiKzKK1iDTEiD3IJn1eCN5o9e84/Kyx5CCDHBoKGBUupVpdRXmv/+DoCvA+Ceep+R1U4Ja5AJaZBrzbOIFAGcAvB9AH5HKfWc5jX3ALgHADZu3NhbAwkhBIMxxrjXiMgNAHYAeC70OH12zmQp8cYaZEIAUSr/ZK+IlAF8DsC/Ukp91fS6iYkJdfLkyZ7ZRQghaSEip5RSE3nbkQYi8hYA/wXAryqlPmt6HX12PoTHWgONnRJmiQmJh8lv94XahlJqQUS+COCDAIzBMyGEkHwREQ/AYQCP2gJnkh+DsFPSy2ErhKRNbsGziGwAUG8GziUAHwDwa3nZQwghxI6ICIDfA/B1pdRv5G3PIJBXkNjP5RXhzLivBgJAa3MenyGDe2IjT7WNdwA4LiLPA/gygD9TSn0+R3sIIYTY2QngJwHcIiLzzT8/krdR/QqH6+iJowaSx2fI3xuJIrfMs1LqeTSaTQghhAwASqn/CkDytmNQ6MVwnUHIkIZt1DUzAno1kDwGFHEoEomiL2qeCSGEkGEj6+E6ccsf8kBnowmdGkicQDstOBSJRMHgmRBCCMmALCXjgOQZ0mAmuDzuQSng9Vo9k8y1zkYdAnTops/OVSHQD4BYV/Jar0k78571740MPnnWPBNChoTZuSp2Th/Dpv1HsHP6GGsDCUH2w3WSZEjD9bwXF+tYqNUzq+11zdYqdGbLDx09b5ycdunKEh6YPZNJbTKHIpEoGDwTQrqCzTWE6Ml6Ip8pE1oe94zvicoEpzHGO4hrtraieZ0t8K4vK/zRcy9lMoY8+HsDgKJI67j0awRg8EwI6ZI4nfOEjBqTOyo4sf8WvDB9G07svyXVkoip3ZvhFTv7N994c8kY5LlkgtOs7dVlccOYsrpRgfeKIS2dhv2TOyot25ebw+SYGCA+DJ4JIV3B5hpC8mFyRwVrV3W2LtVXlPHm1SUTnGZtry77/rGbNzpl410Cbx29qCknow0bBgkhXcHmGkLy4/VaXfu46eZ1avfmjtHdQbKo7U06sMV/z4GnzmLBcJ1h8q4pJ+0MgpRiEph5JoR0BZtrCMkP002q6fFwJnj9uIdyycukJjsNJndUMP/grSiX9HXc5ZLX85py0+NsnG5nmPthmHkmhHSFv1ANY3aBkH5Hl0mOunntdnR3HtnEA3ds1V7ngTu2Op87rt1xPttB0NzuNcM8bIbBMyGka7pdjAkhyej1zWteQWK315nE7jjnHOZAMSnDXPbC4JkQQggZYHp585pnkNjNdSa12/WcwxwoJmWY+2FY80wIIYQQJwY1SMza7rj10aPAMPfDMPNMCCFNhrUznJC0GJRsYvi7XB73cHGxU7GjIILZuWqi73l4zLlXENQD4tPDEigmZZj7YRg8E0II2PBDiAtJGhR7je677BUEXlFQX26frLKsFKaeOI2Hnj6LhcW6c4AXPsfFxTq8oqBc8vB6zf04w86w9sMweCaEELDhhww3ae2qJMkm9npHR/ddrq8olEsevvPmUmtiYPA5PyvtetOsPceywtrVY5h/8NY0LoP0MQyeCSEEg1vLSUgUae+qxMkmms598sXXcPzchUwCatN31jRQJozLTTP9xWjD4JkQQjA4tZyExCWLXRXXbLLp3I8++xL8/G91oYZ9M/O4d2YelRQC6ajvsu65MFFBcDf+gr0Vgw/VNgghPaOfJ3ANc2c4GW3SzpLGmRxnOocy/JzGFDrbd1n3nI6oIDipvxjmqXujBINnQkhP6PdFIzy2uB9HFROShLRl1GyZ7DTOYTqWK7bvcvi5csmDV5S297sEwUn9RZzPjvQvLNsghPSEQWjIG9bOcDLaTO3ejKknT7cpTXhFSbyr4prJnp2r4tLlpVTPEUW4JOLhvdtb32nTc0nLKJL4C9ZKDwcMngkhPYGLBiE5YqqTSIBLvW+4UdBn3Cvg8rLC8ordgHUlL7ZdtsZIANamyV7dNLO3Yjhg2QYhpCdwAhch+XDo6Pm24R1AQ54taamAS72vbqcJAC4vRQfOAHDpylLski7T7ta9M/O47/HTfVEuwd6K4YCZZ0JIT9i1ZUNbhz3QvmiwA52QbEh718dF69l07LDGson6sopd0mW7HtN5qws17Jw+1jO/M8xT90YJBs+EkMyZnavi8KlqW+AsAO68qdKqOeR0P0KyIYtSgahSB9M5iyLOAXTc4N50ThuCq9J1vfI77K0YfFi2QciQ4yoP142MXNR7ddupCsDxcxeMz7MDnZB0cCkViPv9j3q96Zx3vf+6jsfbtS6uEje4d5WhC543HMbT7xAXmHkmZIhxzeh2k/l1eW/UtnE328os9yDETlSpQNzvv8vrbeecuP6atsd3bdmAw6eqbTfQceqAgz6gPO5h9VgBC4ZpgkURrChlzVKziZlEweCZkCHGVR6uGxm5h54+G/neqG3jpNvKLPcgxA1bqUDc77/r603n1D0eDqhdb4LDPuDiYh0lr4iP3bxRG5AHtZh3Th+j8gVJBINnQoYYUwYl3CSTNAMzO1fFxUV9hif43qndmztkq4KZpajnTQyCdjQh/U7cnZ80GhB1O0Yn9t/i/H4fkw84fu4CDu7ZZg3Ik/odQhg8EzLEmALjcJOMrvbPf78NW21g8L1R28ZJO9CpHU1I98Td+em2ATHNHSObD4hqzBt15QuWvCUnt+BZRK4D8IcAvgfACoBHlFK/mZc9hAwjusyKLlBWmsddMjC2IDX8XpeFLK7j5sABQrrH5Cd2bdng/Po4Gds0d4zK455298vVB4yq8gVL3rojT7WNJQD3KaX+AYCbAfxLEfn+HO0hZOiY3FHBwT3bUCmXIAAq5ZJxsJhqPu+/LlgbaMK0QJVLXk8cMAcOENI9kzsquPOmSpvqhQJw+FRVq7qh8ysu/sInrR2j2bkq3nizc/x3N6PHRwUqHHVHbplnpdSrAF5t/vs7IvJ1ABUAX8vLJkKGDd223KGj57XZ2kq5FLvm0JSBOnDH1q5td2HUt10JSYvj5y4YZdtcm/5MhP1Qt9liH93kRABYu2osEx8wTGUOLHnrjr6oeRaRGwDsAPCc5rl7ANwDABs3buytYYQMMKZtuTtvqnQlCxWkH4LXUd12JSRNooKppIGjzg95BYFXFNSXrwa+Lj4obIOp0fl1g0ydi61pyfn1Oyx5647cg2cReQuAwwDuVUr9ffh5pdQjAB4BgImJCbexRISMECaH300XehwYvBIy+NiCqTiBY9gfLV5Z6vBD9RWFcsnD2tVjzj5IZ0PSRmedretKHi5dWWoF9OFrjCpzGLSMNJVGuiPX4FlEPDQC50eVUp/N0xZCBhHbotZNF3rw+N0sCi7vH6atUELSotffC1sw5drgp/NHJhZqdbxeqztfm2lKaZJGZ52tuqEqwWu0yX4OYka6H3YNB5k81TYEwO8B+LpS6jfysoOQQca2qOUtJ+Xy/rS2QhmAk2EijxIBWzC1b2Ze+55wQKnzRzYU3K/NFLz6jc4u3/2gnyiIYFlFb2b75zX506LIwGrNc9cwOXmqbewE8JMAbhGR+eafH8nRHkL6gtm5KnZOH8Om/Uewc/qYttvdx5Zd7laJottubJf3p9Hx7Qca1YVa22Js+9wI6Wf6TQnBdMO9ruS1+SpbptmGy7WZbPAbnV+Yvg0n9t9iDZyDfsIlcAaAggg27T+CxStL8ArS9lzJKxqPw8a74Sa34Fkp9V+VUqKUeo9SanvzzxfysoeQfiBuIGgbYpC3nJTL+9Po+O63QIOQbrF9L+LcXMdB53v2zczjgdkz2htxryC4dGWp7fWiPXJDunL9uGc9f9R3PotkgAvLSkGhMfYb0riWoD+tWHwwGV5ybxgkhFwl7vCAqKaPbrblkpZ9+FujprxO8P1pdHxTcokMG6bvxbqSl1k5h6mm+DPPvgQAHU3Gi1eWOuTmTDXIH7rxHTh8yh7k677z4XKsO2+q4Pi5C4nKs1z8gVcQvGXNGBYW69qyjvqywtrVY5h/8Na2x3vVeMfytP4hz7INQkiIuIFgt9llG0kyPcHslY7w+03n2LVlg3N2zZZ9J2QQMX0vRJDZLostuHy0GUAHyyMWNDrNQPuwpXLJwxqvgM88+5I166vzK7pM+OFTVUzt3hxZoqHD5A+C2fK3rBnDg7dvxQvTt2HFUI4R9m1Z+uAgLE/rLxg8E9JHJAkEJ3dUnGr+4pJkUbBtjererzuHr0PtukhwyiAZNkzfPVPAmsYui83HKKAjQI+qQX5473ZcXlrRDkMJUi55HX5hdq6K+x4/neqNgqn0ZKx4NXy+uFhv+RpbsB32Rb4PfnjvdgDAvpn5rktqwuU5Dz19luVpfQTLNgjpI/pNezNc9uE7dNO2oWkRF8A4vTB8jp3Tx2KVrlByqXeIyO8D+BCAv1VK/UDe9gwzupIr03TQbnZZ/FKAqGa/8Hc7yle51hivXT3W4WPu/+yZ1BvxdH5CV3ri+5qp3Zuxb2a+o/zMv5EIKgb5n1+wZKWbkpo4kn8sT8sHBs+E9BH9HAi6yGflVcNMyaWe8R8A/DaAP8zZjpEk7Zvr8HfaRvg7HOWrkjYWRwXdvh1J6n99P+G/15QV97Xw742Q6At/fnHGm9uI09zI8rR8YPBMSJ/RL4Ggy6Sw8OJgWtz9GmaXhY5jY/sXpdRfiMgNedsxqqR9c+0apJkCdJuvso3PDr8uiC3o9n3J9oeeaRtqEifL63LD4NtUifBFLp9fksyw63tYnpYfrHkmhHSga04xZWmCiwtrmAnJljR7HGxBWrcNcLrvcRjd99p0k1wUafkS2zTAKKIC3qBNUb7IJchNctNvek+55GXemEjcYOaZkBHCdaszribqzuljrWOxhnm0EZF7ANwDABs3bszZGmLDlB32m/66wf++PvT02daN97hXwKqxonUst273SgDc9f7rcOT5V61+KRzM6vxd1A1D0KYoXxSVXU9602/awTtwx1b6wT6BwTMhI4LryN/ZuWrsSWG2bdOoGmZTQM9FYjBRSj0C4BEAmJiYcBvjRnKhFw3Kb9ZXWv9erK9AQfDw3u3G7/fkjgpOvvgaHn32pVYNsQIw85cvo75i/+8UzNia/F153NPuopluGGy+yBTo+3J9SW/6mUDofxg8E9KnhIPKXVs2JB4QALgNYPEXnCSYssm2GmbXgN63jYsJIemRdZDmOvQp/N2+dHmpo/kuKnAOB/2mc68eK6DkFVO5Ycjy82MCob9h8ExIH6ILKv1JX/7PtgaZONuVwceTjrDVHcvHlt2Ks7hmNVmNuCMijwH4YQBvF5FvA3hQKfV7+VpFuiEcAPp1wy6Nd1FBo4vPiSPLZmL9uIcHb28vaTCd+/VaHQ/v3Z5awMsgdzRh8ExIH+ISxNbqy7jv8dMAOssudIHmupKnbbQJbnV2qxnqZ5PDC1N4tK+f5TEtlC7yVUlloEhylFJ35W0DSZckN6au73FRzun2hh1AR+AcdW4GvKRbGDwT0kNcSw9cg9hlpToWLVOgucaL3q50lZcC0DYQwD/Wri0bOhbVe2fmOzJDUeUhrvJVHBBAhomsS5N0x09yYxr1HtPgEKDhN3Zt2dD6OY3v8H2Pn8a+mfm2zyyrem6WjxGAUnWE9Ayd/JtJsi2OvFFYosm0GC0s1nFwzzasH/daj60ea3cBLvJSQGMRuvvmjR2yScfPXdBmkYJjb4HobFNwcQWSjS0nZJCI4x/SPL5t9yc8Itq3xXYzGzwP0Dk4RAE4fKraOpbpO7x+vCHL5sKyUh2fmWnEeTeBbta/IzI4MHgmpAfMzlVx3+OnjdmaMK5BrE9wMYsKNIPd7wu19qDWX3DKJa/j/dL821+EPjm5rUNv1pZFCl5rVLbp+LkLbT9T+5kMO7ZsbpbHL4poX18e94yBos3HuJac+ddl+m4/ePtWnNh/i3MArTt2mprYQPa/IzI4MHgmJGP8bMWy0neL6wJJXdbkYzdvNC50wcXMFmi6Ov+1qxsVXf75KuUSHt67Hd9qLkIAtBmpqEywf62ur/PJIotESD+RdWmS6TjLSmn9hVIw+gqbj4k7ljvquz21ezO8gt7vRR07bVg+RnxY80xIxkRlYkyBpK6pZeL6ayLr+MLd8+VxD0oB987MG20Iai4Hj+8vrMG6PluzkK7OUHetrq+L+jwIGRayHktvG4gytXtz2zCT1WMFbXMxcNVXrB4rtL6/a1cV4RUL2Dczj4KIMVEQtscn/N32y0X8uuJVYwXUr7g3FWZVzmX6DAsi2LT/CGugRwhmngnJGFtWIm7pgWsG1t+ufHjvdrxZXzEuhD7+YuOSmY5qFjKVfQSv1X9dsP5a9zpCRoWsS5NMpWCXLi/h5IuvdZRzmXK9CsC+mfk2n3LpyjIWanUowClwtl2Xrq74UozAOUv/YfoMdTXXZLhh5pmQhLh2XZuyFUURa+mBbfKea2bDpf4wuNi4bEtGvca3L+rzcX0dIaNA1gNLdOOygUagHJzm56PQqagTfC6KoghWlIo94CmpdJ0AWFfyINII7v3ykjifn4vPOvnia3jsuZeNNwlZSGjSR/YfDJ4JSYCudGHfzDxOvvgaPjm5re21JsmkqMA56VCQoKN1WeTWeFc3oFy2jl23l12DfJZjENIg6+/C5I4KDh093zGe2uQn/DHTSQaXrCiFF6Zvi/2+JPXDfulJN4OUZueqmHryNOrLqvX+qSfbdfRn56qY+Utz4NzNNdjs4oCo/oNlG4QkQJcdUQAeffalji27JM1uSbu6w1ueLgRl5Fy2jql8QcjgEiewq5RLOLH/FmMJh42kdcem95VLnrHMa9eWDbHUjHQSfA89fbYVOPvUlxUeevps6+cDT52NHBNuu4YkUOGjP2HmmZAEmBYgBWi37OJmlJJ2dSfd8vSdsa+kEbV1GfUaQkh3JN2qj3qfaedIN/TIvyGOMzzJJ6zV7mqraafuwB1bW2VeB54626q5Lgis2eDqQg07p4+1PgdTJtfkN8MlLlGknUigwkd/wuCZkATYFpM0nFrSzvtuzh2uWbbBUgtCsiPpVr3L+0zB6Z03VYx1yVO7N1vVenQcP3fBGsg/MHumrdbat/Xgnm04uGeb9Qbg8tLV5kaXZsLg52DK5HaLAMabnHDAH564Gn5t8NrXlTxt0M4BUfnC4JmQBEzt3ox9M/Pa0oikskVBp1ke9+AVpG2LMJjRMC1KpqB7/biH8VVj1uxRQaQ1mYsQkh9JRma7vi/uzpHva+Li1wzraogBaJsUgztgwWbiYANgt7trcRMMQeWg9eNeR724//jcJ27Vvn92roqpJ063+fKLi/WOemr/teGbH68o1rUg+F7uBvYOBs+EJMDvutYtAP72Ydwmv6DTvLhYh1cUlEseXq/V25yhzsFOPXm6ldkIb796RcHri3Wt0w/bzUYUQvIn6Va96/tcd47CviZIUQTfu2Ec//1vL2nfWxAYa4jHV40ZezJMmvNR5RUu+IkJUwD8xptLbUGqVxAcuGNryx4dXlHw4O1bjec8dPS8tk66vqw6boZ0Nwb1ZdVKfpgCYzYV9h5j8CwiYwB+BsCPAbgWjfX4FQB/AuD3lFLRxT+EDDGfnNyGieuvad3t64YDuMoWmZwmgI6OddNr/a29oMRUpVzCa5cudyxiJrKQWSL5IyKPKKXuydsO4kbSsq00B63MzlVx3+OnjbXE37NuDb5xQR84A4Cpr+5ixI28QmN66aXLS8Zx4i5a0jrKzQA5TDAA1mVvwyUmreOVvFYttgnbDU/4OdNrFxbrxsy2b3OSnQqSHFvm+T8CWABwAMC3m4+9E8BPAfgMgL1ZGkbIIBDM4Gzaf0T7GpdtQqPTrNU7SilcjqfQyAwlkZhiI8pgIiLXmJ4C8CO9tIV0h6kuOaoRLen7wviZTFuQmsS3uGI7tj/1NHiNXlGwtKJgi6n9keO6LPDaVWMdZS0+s3NVbeAMAGtXj0UGp6ZMN9B5UxP35scv1ciy/4bosQXP71VKhb9x3wbwrIj8VYY2ETKQmBzfOs20Pdf3Ap3qHa6d70mzM1k1orAmL3MuAHgRaFMW8zcivjsXi0gikirapKWEk7Su2KcogreuGXNSp4jL+nEPSl1t8vOb7wBYS0zuvKmCR599SXvM1y12Hjp6PrLExMTsXFWb6QYaAX/4pibOzY+tpMaHTYXZYQueL4rIRwAcVkqtAICIFAB8BMDFXhhHyCAxtXtzR2MIAFy6stTKHpsCSFs3e3Wh1taAqHOwSVhVFBQLha6zVC6wJq8nfBPAP1FKdUQIIvJyDvaQLkiqaJOGEk63GcvVY5JJ4OwVpaMu2R8rHrxxqC7U2no/lpXC4VNVYxbYFmTaPouoxIip3lkEOPThG7WSpv77om5+om5wqL2fLbYhKT8O4MMA/kZE/qqZbf6/AexpPtc1IvL7IvK3IvLVNI5HSJ5M7qjgLWs670f9xpDwABM/gPQDa90AAJ/g6wG0DV1Z31TmiEt9WbVqCAG34S1JodB/T/g0gPWG5369h3aQASdOxrLkFVo+RKSxzbFYX+l4XaVcalOuCOK/P8z6ca9tuNTaVWMdwWjQj0zuqODE/ltQKZe0Sh5KoWPAEwAsLF5pG5gSxPZZ+IkRE8bAW3WqbPhDW3xVkRemb2upjsQ6NrL15aSBKIetXRH5ruZr/0eqJxf5xwDeAPCHSqkfiHr9xMSEOnnyZJomEJIqm/Yf0W7x+RqgunILf4qXyzYc0FhoVpTqUOCwNS5GER4XnnaJhe1zSTLCdxARkVNKqYm87egl9NmDic4XeUUBQjXDYb+x45efsUq56Y5b8op478Z1+NI3XmvzEcGmZ9//mPyI/3rfV5lkRAXA3TdvNNYw684LmMtBgKv+W8fO6WNGn+/L7oWz5EDn5xr32CZ7SHxMfttpPLdS6u/SDpybx/0LAK+lfVxC8sKUpbi2XDJmCqoLtVawGswEm1hWSpu5PrH/FrwwfRs+9dEbtdkVG7X6Mu57/DQ27T+C7Q89g6knT7dlyPfNzOOB2TOxjhnE9rkQQvqLyR2Vtt2tSrmEQx++EYc+cmPbY+EAz9QYd3Gxjhv2H8G9M/MQKJRLXusYd95UwVdeer0jmA0PT5mdq1r9RdAnmsopri2XcPzcBWPgrDsv0NjpM2HLAE/t3tzhi/1x4v4uZPCcPi67cqZjs1SjN/S9zrOI3APgHgDYuHFjztYQYsfW8GHrig4OE/C7yVePFSLrBoNONpgpvvOmCo48/2qktnMQP1utO6dCY6jBxPXXOGlWu47cpaMnpL8If38f3ru97TvfbSnAYn0F9WXVOu7O6WORu22+n3Pp96jVl7HGK3Qocvj+Js6kxODQFpP/tgX0phpml4bMqKbwtJpDSTKcyjYyNUDkBgCfZ9kGGRZMJQ+zc1XjdqKO9eMe3qyvJGoMLHlFrPEKsYJnF6K2BE3bsn7mZpQdPcs2SL9j+/66fFe3P/SMc6Og70tspRhB/BIvk+ZymOA0QBFAqcY5X3m9ZpW0M523288miMs1C9Bx40J6j8lvO2WeRaQC4Prg65slF4SQEKZu98kdlVhZj4XFOh7euz1RLXOtvty1GoeOqC58W2OgrfmFpAt9NklCt8M2DtyxVas4pMP3Ja7Sm36GN6rsAmgEnsHEge82k2hTl8c97Jw+hlcWalhX8rDGK2Bhsd5VAsDlmhU6ZUpJ/xAZPIvIr6ExEOVrAPxvlQJAR0xIAJcmu4rjQgEAhWbts5/pdW0ozJIoaaakY4VJetBnE5+4jb/dfn/DpQS2G35/kuCuLRtw+FTV6tcEaJV4RdkSbr6LQ/i9vjSeH4gv1OooeUVrRtjlM3eVG30l0A8zqjt2/YpL5nkSwGal1OW0Ty4ijwH4YQBvF5FvA3hQKfV7aZ+HkCwIOjV/7KufcTHpGJucZrEgWA5la5aVwr6Zedw7M98aSVsOZD7yKLgKalbr6HY8MBeKVJhERj6bDA5JtNXTGO8d3Hmbnau29XOEqS7UcPhUFXfeVMHxcxeMiQUVsNk2sS9OciLMx27eiInrr2nzP5cuL3WUoZj6THTKHKbP3PUmozzuUR+/T3FR2/gmgOgRaQlQSt2llHqHUspTSr2TgTMZFMKazRcX61b9UZ/JHRXceVMFYT2NAgCdVHNQ5B9oZD7erK/g4b3bUclYqWL1WKd78DWrTXTTAW7TwSaxyMxnk8EhibZ6WgoOvm7xvpl5rF01hrWrzOo/tfoyjp+70NJn1hF83FS5Nu4VrMeI4vi5C22qRVO7Nxvrt33fFPZVB5466/yZRykk+ePEqY/fnxiDZxH5LRH5twAWAcyLyL8XkX/r/+mdiYT0H67ja3VbjLqavfqKgkOZIID2zvO4knRxuLzUOegAsG+b6iSuXBtqOEilO+izSZAkJRjdfH99wjfBC7U6VhTw6b3bO5IGPv4U1UuXlxp60gHCwbtplPZifaWR6d69ueMYLgQ/F/8aTBRFtL7KFmzbMH3upmtlGVz+2Mo2/BbpUwCeCj2Xr0QHIV3SbXmAq/PytzuD50vjy/PKQg2TOyo4+eJrTp3naRK1hZt0PDDrpbuGPpu0SFKCkUbZlO0m2NYo5wfaQLs6RtgG2zH8pEKS/+3Bz8WWHAlL4LkQpd0P6P1mEnm8tGEpnR5j5lkp9QdKqT8AUPb/HXjMNAKWkL4njfIAF+flFQWXLi/hhv1HsG9mvnW+NIjTeZ4UQecoWwGwa8uGTM7HQSrdQZ9NgsQtwUirbMp2E+y6W6ZUw9dUF2o4dPR8y4bZuSouXV6ynvvQ0fNOah9Bwp+L7YbdzxDHIe7EV5+8B6GwlM6MS83zT2ke+2cp20FIz0ijPEDn1LyitCZnrR/3AHU1k5J2gLvYbNzLMit7980bO+qzFYDDp6odztOvcdy0/wh2Th9L5FzzXiiGCPpsoi0FuPOmCg4dPa/9nsap17VhutktiGDfzDxWjxWwftwzlnD4hCf9PTB7Bvd/9oxVR9pV9i5IUaSjNKU8rm8ZWLuq2DZSO0jJK6JsUCMqiiTyjWmU0XQDS+nMGMs2ROQuAD8BYJOIBLcA3wrg77I2jJCsSKM8IGq6087pY6kPKAlycbEea+BKkLWriljRNKIEKXkFfHJyG3ZOHzOOjg121KfREc6JWd1Bn03ChJUvwt/Te2fm8dDTZ3Hbe95hDEpd/aK/ve8HlmG/EWx69uXebFNXg9Tqy3jsuZcjM7iLV5ZaJR8ueEXB2lVj2Dcz3yr5mNxRMb7/0pVlXLpydaS2f51+eQkArZqSb3cS35i0DC4NWEpnxlbz/CUArwJ4O4BPBR7/DoDnszSKkCxJQ44JsDu1pHJJcUiazV68suy0cNmmYAWdZ7eDFYLkuVAMAfTZxIipjvfiYh2PPvuS8X0ufjEcmAcDy6JGhi3Y9Ow6OMql9MElYeHbs74pL+rfNAQDW1OjXhj/+qoLNdz3+OnWcVePFfB6ra6VoEvqG/OoPU5rrRxGjMGzUupFAC8C+Ie9M4eQ7NFpLadZHuC6LdeNmH83XFsutYLUndPHtM6xVtcrbQSP4cPsRH9An01s2L6PNj9kq5G26RT7GVnTDXq12fT80NNnYwW93eAfo9LUcNbJi973+OlYftm3yf/74mIdXkGsetRxfWNau3txyXqtHGRcJgx+B1e/W6vQ0A+9pJR6W5aGEZIVScoDHpg909o2LIrgrvdfh09ObgPQmRGwNbQE6UXg7BWkbYGI0xhjInwMZif6C/psoiNJPfD6cU/rF8PBnCmofWWhZg16H5g9gwdv3xo5bU8s54hDsHwi6jXdUF9R1huCuL4xzd29OLCUzkxk8KyUemvwZxGZBPC+rAwipBfEKQ94YPYMPhPY1lxWqvXzxPXXdGQE+om3rBnD+Koxo+OLs6BK8/XhYzA70V/QZxMdUSOhwzthJa+IB2/fqn2tq859lH/5o+deaiUhggHari0bWhMH89qhy4okvjHP3T2W0ulxGc/dhlJqVkT2Z2EMIXmjqyt77LmXta997LmXcfzchdian71kYbGOuU/canw+akH1qZRLOLH/Fu1zzE70N/TZBLj6PT3w1NmO5sCSV2yNyHb5DrsEbX6QaOut8DfFTAGaqaysl/hJgzTs0OlW2/DXI9PNA3f38sOlbGNP4McCgAkM140gGSGCwXF53INSjeYQP9tx+FS1LYtsU7RYVqrv63qvLZesjSbhwLfcbKKxlXr4UDy/P6HPJib8ILXb764pmCyKYEWpjmO6NgUGmZ2r5h44A1d328JJBq8ogIKzprQtAaEjXBoThrt7+eKSeb498O8lAN8C8KOZWENIhoSdUbAmrbpQ007qi3KLtqaQMDvfdQ2+9up3MpWwC+IPNIlqNAlnfVwW1rwaWIgT9NnESrdb8aZSrYN7rpZgBOXfvAKg60EuefpRE7NzVUw9cTqxfWnhB6j+ZxVsbly7agxbr30rnv3mxbY66XLJw6UrS6gvRycgbNhKY+JmsEn6WINnESkCeF4p9XCP7CEkM6Lq9JKk5t6MUbLxtVe/gzcjVCzSRAHashJdo0ncTFReDSzEDn026QWmUi0A2pvqve/biD969iUEvV8BwME979EeP+mUwDfry6ltsQQD1Nm5ake5y0KtjhPfeK3DhgN3NOrEu92VM+1qChArg02ywRo8K6WWReQOAHTEZODJosQiStItSK8yzj7+eFsdwc8iSRaZ8nT9CX026RW67PXO6WPam+rj5y7gN/ZubwtA1xmm+AHx/Ygf6CYpDzERDJxd+kKAqwmEE/tv6TqJQBWj/salbONLIvLbAGYAXPIfVEp9JTOrCMmAtJo+ekk32qamAQVAuwNOkkWmY+9r6LNJLkTdVF9eupps8Kek3jszj3LJg0ijwfnacsm5HM4vFQlmwtPy8fc9fhr7Zua1GtY2bIF/nB0+qhj1Ny7B8w81//7lwGMKAPcNyEAxtXszpp483VaL1g0lr4g1XkHr5MPySknklryCYO/7rmtrYox7rGWltBJULlrPtkWAjr2voc8muWC7qdbdpPt+KVgOUV2owSsICnJVjcOnWBC8dfVYq8nbRTYzKeHhJ64oADfsPwKgUf984I6t2gx2daGGqSdPt7LxwQEuweuKW/7BRu7e4BI8/4xS6pvBB0TkezOyh5DMmNxR0co0uVAJaI++slDDumamRBc4e0XB3h+8rqVTCiQJnIFDH7kRAPD506+2HO76ca+lveq6SISD+Dtvau+4TyKDpFPpUAptTUJ02LmRmc8WkQ8C+E0ARQC/q5SaTuO4ZDiw3VTvi1FSUV9RKJcaZR1Bf/22NWN48PatRt8S9ktxs8Zps1CrtxofdTcP9WXVur7gAJdg2VwcP8pG7t6hb3Vt50nNY0+kbQghveD1BIGz36DxycltOLH/Fjy8dzsuL60YtxXrywpHnn8VU7s3txaAuCwr4OSLr+H+z55pWzz8hsPJHRUc3LMNlXIJEuO4fhOh72RNW5wuWeTJHZXW5/FmfQULtToUrjps1zHlJHUy8dnNZsTfAfBPAXw/gLtE5Pu7PS4ZHsJ+qVIutcoq4pZ0vV6r48AdW1Hyiq3HLi7WI32L75demL4Nn/rojW3vz4P6imoF8674ZXNxsZXgZcXsXBU7p49h0/4j2Dl9bGT8vjHzLCJbAGwFsC6kG/o2AGuyNoyQIGltRSWpey6HGltcpmtdXKx31byyotA21dCnVl/GgafOtn0Wd9+8UftaE68s1LqSQdKNI6fyRv70wGe/D8Bf+1ltEfljNCTwvpbCscmQYMqWxi2pMJV61OrLuO/xqzJ2tnXBNhjGRDd9JiaS1GFXF2rYOX0s1poXtwSv23V1lDPdtrKNzQA+BKCMdt3Q7wD4XzO0iZA20vyCasXuCwIIjLXQb7y5hNm5autceStKLNTqrYXA16eOw7XlUuJr0P0uTOT9OY0gWfvsCoDguM1vA3h/+EUicg+AewBg48aNKZyWZEEagVOc94eb+my9G15BsHhlybi7t6xUoxwi4Lf9oVb3zsx3JACCjYo6iiL41EcbZXJJS/vSJqiW5LrmrSt5WtvXaXZA01hXR1my1Bg8K6X+BMCfiMg/VEr9tx7aREgbUV/QOE7cpk9q6tT2t9389/abakecHEmxILh0ecn6HpsTdcm6+1B5o7f0wGfrKoQ6/isppR4B8AgATExMcLJhH9Jt4JT0/cGsdNBvrwuobaxrDhmJUtvQ6UD7jwTtcfFZxUKjTC7cnJ0XuhsLl6BUDDV8usfTCHxHWbI0smGQgTPJG9sXNIkTN20rTu6oYNP+I9rA0t9Cm9q9OdWO7l6zvKKcsiomJ+rqFKm8kR8Z+uxvA7gu8PM7AbyS0blIhnQbOLm8PyqpYfLDO6ePpZL59e1x8VlXllWs0rcg5ZKHD934jlaDuE4lxIWg2oaLPr+OBcMNh+7xNALfUZYsdWkYJCRXTF9EW01c0gYJ25c+GJgf3LMN6y0i/8OAzomaPp/14562SYgMFV8G8G4R2SQiqwD8OICncraJJKDbwCnq/cGG5LhNxGlmLf3APWv8ZvJvTd+Gbx68Dd+abvypOJ67Ui7hGwd/BN+avg0n9t9ibDTXlV8Esa2V3bzWxNTuzR0NmaOSOGHwTPoe2xc07W2jqd2breoVwezK3CduTXSOQUHnRE2/iwdv39rqcE9juhbpP5RSSwB+DsBRAF8H8LhS6my+VpEkdBs4Rb2/m6RGmsGun/HOUnHDliV3Obcu2IxTfhF1PlMwm0bga1NXGXZsahu/aHujUuo30jeHkE7CjSZFkZYjNjVImBywy1ZilEpGMLuSF2tXFXHpSjplI+WSh8tLK04DT5IK95Ps6YXPVkp9AcAXuj0OyZduhxxFvd+UvKgu1LBp/xGr30haFmcaBuWfI83R3a5ENUkGdfeDxCm/MJ0vyj+n5cvjalEPC7aa57c2/94M4AdxdXvudgB/kaVRhITxv5zh+mavKPAK0tY8YloETPXRJ198rTX85NpyCesjRsP6gfmBp/JLui2mFDiXvCIO3NEYuhKn6XIUneUAQJ9NnOg2cLK9f3auah1O4pdxmJQx4o7a9kd0R11PkimvBQGUavj8i5cuY7HeqdoRVb7n+8ud08c6rsfX3QfaEzumz88lKx/HP9OXJ0dUhJ6hiDwD4E6l1HeaP78VwBNKqQ/2wL42JiYm1MmTJ3t9WtIn6JwP0HBe46vGIhcB0/vDTjVKug4ASl4BNY0jHSQEwN03b8QnJ7flbcpIICKnlFITPTgPfTbJhXCCwhU/AA77bZPPLopgRSnnoN90nKvnL2BpRbX5/LBNs3NVTD15uu01XlFw6MM3OgWgpmZ0AfDw3u2Rnxv9dT6Y/LZLzfNGAFcCP18BcENKdhHijGkrcGGxjqndm1v6xYeOnteWVJjeH3Zo9RWFtavGWs0eujqzfg2c40w0DGY9yFBBn01yIY6UZRBTPbSpLvdTH70RL0zfhqndm3Ho6PnI6XZRPTBrvCIOffhGa+3u5I5Kx2tcA2cgfuN7GAXg8Kmqc7mgP/nvhv1H8K77v4AbRmwCYNZEStUB+I8A/lJEPofG7+/HAPxhplYRosEki1PyCtg3M6/V+Aw6tjj6zAu1Ol6v1VFpTtDrB9H8KPztz3AGw7ZdOQp6nCMIfTbJhW78ie69UeUhrjKlpt4Yn4uLdacSBv81fonFvTPzuO/x0y2JuaBtYZttdeL7HOuxXeUEw5+NXwIyShMAs8ZF5/lXReRPAfyj5kM/rZSaS+PkIvJBAL8JoAjgd5VS02kclwwnpumAujo0nZOJ24ji1+YNAl5R2rYvw47bVD84Cnqco0aWPpsQW9O1KUGxftzDm/UVq+81+SJTUOuqVT07V8WlK0tO12YieM3lcQ+v1+otLedwYBoetuI/fnDPNhzcs007oMtWIx7G5QbFlskelQmAWeOSeQaAeQCv+q8XkY1KqWSK4k1EpAjgdwD8z2iI739ZRJ5SSn2tm+OS4UUXGNpGuJo6u10bUQaJ+rLCyRdfay00OsfYTXc9GTjmkbLPJiQq22vKrj54+9WmZJ3qhM0XmYJ1kw8PP37o6Hlr/wpgL3cLX7OtmbxWX9YOW6nVl3Hf46dbddp337wRx89dwL0z88adQdPjLgmPqACbO47dExk8i8i/AvAggL8BsIyrv9P3dHnu9wH4a6XUN5vn+WMAPwqAwTMxEg4MN+0/Yn19UKA/+P533f8F5zv9QeHRZ1/CxPXXZCpLRPqfDH02GXGisr1RfsZ1+qCPLVgvGrK1xVCTSlSg6BWkpTjkes1JCGaogwG2bhUqiuCu91/XMS7cNeERVaLIHcfucck8/wKAzUqpv0v53BUALwd+/jaA94dfJCL3ALgHADZu3JiyCWTQca1jDm9VDVvgDDScMLfjCLLz2WTEcRlKFad2OApbsG7y4eHHbWtEWCZPRx5Z2mWl8OizL6E87mH1WAGv1+qxEh62EkXuOKaDS/D8MoDXMzi3blZOx7dBKfUIgEeAhuxRBnaQASOYtVhX8uAVJXJbDmh3gpUYzYP9hinjApgdfZzmGjLwZOWzyYhjCkRtmUzXLLMOW7Bu8uHhkdimUhLXSXhxGs3TRKFRIlLyinh47/ZYflo3WCzc1Ei6wyV4/iaAL4rIEQCX/QdTmFb1bQDXBX5+J4BXujwmGXJm56qYeuJ0ayjKQq2OAhoNKQuLdWvjRXncw87pY3hloYaS11+T6U0BcYcGdXMozGJdf42mRcy1uYYMBVn5bDLixJ1M2O1Nuy1Y37VlAx599qXI2mn/PA89fbZVr7x6rNCyLyqw37Vlg7aOuVck9dO27L7turu52RklXILnl5p/VjX/pMWXAbxbRDYBqAL4cQA/keLxyRBy4KmzbdMEAWAFwOX6cmSG4OJiveU8dQodebKsFEpesWNRuvOmSmv6YXncwxtvLhltty1iLtutZGjIymeTESdu70S3N+2mYH3Xlg04fKrqNOra582A31yo1TH15GlAobWe6AL72bkqHnvu5c6DxeBjN2/sqF0OEzX9ME0/bbuhATqn+HKHUo+LVN1DWZxYKbUkIj8H4CgaUnW/r5TKb94xyYW4d7kmrc7F+goWBzgQ9LfTbJ/Fzuljxk7vqO24JNutZDDJymeT0cLkm+OMdO72pt0mvRkORk2jrq9tavWHX68r9fNVMXzu/+yZrvtjPjm5DRPXX9Nmz64tG1pJkeBna5qEmKaftt3Q+P/WPcfguR0XtY3j0Nci39LtyZVSXwDwhW6PQwaTqDvgUdk68jPGwUXJd/77ZuZb129acATAif32r2Pc7VYyuGTps8lokFaPRBo37bpg3TRU5JWFmtb2OCwrhfs/ewYC1fUk2aKIVi7VJ+jnDx0938qohwPY1y5dxuxcNZU1MMkNDXcoO3Ep2/ilwL/XALgTQHeK44TAfAd84KmzuLy0onXc68c9q85mP7N2VRHl8VVtDRzlkgcRtJynH8zqFi7TlCyXhYhSdSMFfTbpirR6JLK6aTcF5QUR3Os4rc9GGtJ0gH6ASrgML1g2cvhUFe/duA4nvvFayJ4VTD3RyIh367Ojbmi4Q+mGS9nGqdBDJ0Tkv2RkDxkhTHezugDRd9wP3r4VU0+edlLXqFicQR5cWVrpaMzQBclrvIJ24bq8tAyvIG013+GFyFYGE2e7lQwu9NmkW9LqkUjzpj085S/sC4F8JUjXj3sYXzXW+ozCloQHqOiSQLX6Mr4UCpx96isK9z1+ui0Ad/k8w2uCLrsdXEe4Q+mGS9nGNYEfCwBuAvA9mVlERoa4EkCvLNQ6nLEIsGLwl/4X3jXYdsXXWIx7xPqKasvcmLI7pqzHigKKhcY0LJ3uJ+XoCECfTbonzR6JNG7adVP+vKK0fGGc8dbdomsA9KcoTu6oYHau2lX223YVy0q1BeDVhRrunZnHgafO4sAdW7VlIeE14fCpalsjui4A5w5lNC5lG6fQ+H0KGlt/LwD4mSyNIqOBaUtvjVfQ3pUHpeauLZfw8N7tVifll0GsXTVmbDSMS6V5555UuiiYuUlSR1ZfVli7egzzD97a8Rzl6EgT+mzSFa4ycL1C59uCvjBq0myaHD93wRp8+o13vWShVtcmSkxrwvFzF4x9MtyhdMOlbGNTLwwho4dpSw/o3DryioI33lxqBdXh5kId/mvSql8DgMUrS5j5y+TSRX7mZnauasyWJJUtohwdAeizSXfMzlVjy8CleW5d1jPKt9l2MQuW3ckk+Nlb05CVbvxtySuiIMClK/HXLF2ipNs1gZrPZlzKNjwA/wLAP24+9EUA/14pNZhdW6SvsN3lhqWGwtnjWn05MtCs1ZetE/ni0k2zop+58bfSdDaFtZ51mLZOKUdHAPps0h1RMnBZoSsxuHdmHg89fRZlQ6P4teUSZueqWLzS2Q8rAO6+eaN1lzBq/TARlLQLr19xyhG9omDtqjG8XqtjXbN5vJs1JhwUd7MmsAzQjkvZxv8BwAPw75o//2Tzsf8lK6MICQfVpm05BWgbR4Lk2UTiE9Rh3jl9TBsgF0VwcM+21khVHQIYt04pR0ea0GeTxPRqB8tFixlo1jcXBF5R2npX/GEppt1FBeDwqarVhm5WhmWlMPXEaTz09FksLF7tQdH5YR3lkteqU35g9kxHmUwSwkGx65qgyzCzDNCOS/D8g0qpGwM/HxOR08ZXE5IBpjvo4HCRPFU1ojIYwfoy0yLkB/lTuze3jSAPcvfNG42Oi3J0pAl9NkmMLVvpuo0f9bq4Wsz1FYWSV8B3v3UNXlmoYV3Jw5Wl5cjekzRK9mw7l/UV1VFKeHDPtlYSJGooCtD4LGyBczA7HZXVNo0mj/u7sAX/LANs4BI8L4vIu5RS3wAAEfleAOkVkRLigO0O2s9Sh50AkHxbLi5+d5buXAK0CdzbHKDvfA995EYceOpsq1Rl/bjX6ua2wWYPAvps0gW2kdgu2/gu2/26rGYUtfrKVQUlQ3IhbUpeEXfeVIkcr+3jZ2ZP7L/F2Q8fOnreukaFm8RNUwjXj3vac0YN3zJlmE03DSwDbOA6JOW4iHwTjTjgegA/nalVhITQ3UHv2rIBh46ex70z860vusjV95QNQ0VcKAjwtjXx3m9ygApoq4+zbeslcb6EhKDPJokJ+lp/oFOtvozHnnu5I5jSbeO7bPcnzV76Sha9CJyDZRUT11+D+x4/7VQC6E85dN0BdPksgq8x3dw8ePtW6zHiZpiXlerowWEZ4FWswbOIFAHcCODdADaj4YjPKaUu98A2MkSk0bUbvIMO14j5Ti3o217vQp5OKeDKUnrJOn/kK3B1cTLJ7HFbjCSFPpukge+jgsGVKXAM+yuXmum4Gv9Rx46Di9zop/dub1ufdJ+HiXUlTxukmoabuHwWQZUm/+bETxhVHNdT002NSPu66ePvdrIMUI81eFZKLYvIHUqphwE83yObyIBiCpDT6tqdnavioafPOncjd5ObUAAW6ytdHKGTYPZlckfFWKfNbTGSFPpskhaupRVhf+Wi8KDLnnpFAZQ9q2wbIe1CsNTvyPOvateSSrlkLH8AENlfI9JZa12rL7cle4JrYFSDYVilKXgzI81jHXjqbEfjYvgaTDcepmS6UiwDtFFweM2XROS3ReR/EpH3+n8yt4wMFP4Xu7pQg8JV5xC8Uw7iB5Jxjj/15OmuZHz6gfD2W8krtj3PbTGSAvTZpGtcsrw6f+Xi1yZ3VHBwzzZUyiUIGgHroQ/fiEMfuRGVZoAsgPYYU7s3wyuEn23H9Gxw3bntPe/QvmbXlg0dj83OVbFz+hj2NXcL164qdrwGAMa9AhYMa5RuXPeBp862ZZKBRrnI+nGv9bn4etImCUGgMSTl4mK9Y+0NEjcp083O7SjgUvP8Q82/fznwmAKgH09DRhJbgOyyjRfMWpfHPSiFthHUh46eT2XE9qcjphJmTbhjvTzuYfVYQTtum5CE0GeTrokqJwjWBAdxVXgwPR9ubjMdw+THo/Sd/XXHpFsdfjyOMkitvhKrJGWhVm/11fg1xrrPNGi3C7pa9LgTfbkDasdlwuCuXhhCBhtbgBy1jRd2TsEvctpTAvdlGDivH/cwvmqsFRS/8eZS2xakrmP94mIdJa+Ih0M1doQkhT6bpEFUOcHlJXNZm22731bGB7hJbdrK3taVPKu+s7/uuOpZx1EG8W1OqvpUqy/joafPaj+DuHXi1WbjYvimxGWiL3dAo3GZMPiLmodfB3BKKTWfukVkILEFyFFC7VHOKc0pgVn2aIel5LoRnudYVJIU+mySBlE1vkkHZph84ENPn8Wb9RXn3hjTuqKrOQ4+7687rtP3XDO+wXpq/zqDylCucncXF+tt2tH+lMXb3vMO52P4TD3RPgXRdaIv15toXMo2Jpp/nm7+fBuALwP4WRF5Qin161kZRwaHKB1mQP/lnJ2rOt1NLyvVMWGq39BtX4YDYtO1Vhdq2Dl9TJsJ4FhUEhP6bJIKvg/btP+INvGQRP3C9B5d6YAtQDetK7ayPL9+GHCbvjc7V0XBkrgplzxtyZ0uSJ24/po2WxevLDn38FxcrOPwqSruvKmC4+cuoLpQc8pm11eU0w0OGwPjIyoimyciRwHcqZR6o/nzWwA8CeDH0MhkfH/mVjaZmJhQJ0+e7NXpSEziZkt1Q01sdKPb3Au+NX2b8TnXa7XVoFXKpbZJhWSwEJFTSqmJHpyHPpukimkwRxKfZDqWCQHwgsW3hnnX/V8wBrtheTfAnHF18dnd+OQkI7mD5wuut7ZjxP38XBilnVGT33bJPG8EcCXwcx3A9UqpmohQO5S0iHv3GnfK1EKtHmtioGupRxpTCNePe9bnXa+1Vl/mWFTSLfTZJFVcsrTdHmv1WEGbHAmWUbgEbTaf7z8XHKVtCn5dfLbJJ7uMJz98qtq27giANV4BNYtEanWhhk37j7SO6dtuuyFJu/EvLenZQcdFqu6PADwrIg+KyIMATgB4TETWAvhaptaRoSZJMOga5Ja8Ij710RvxsZs3dnVMz+UbAkROd0oj8GX3M3GEPpukik5aLlgCkcaxDtyx1SpxZ5NDDVJx9JNRcqkuPlvnk13sNMnOrfGKRpm94OvCx5zavbmhkx3CK0jqjX9pSM8OAy5qG78iIl8A8I/QuDn6WaWUvw93d5bGkcHHdgeedMpUFP442UNHz+PS5aWujuU6JyVqEYlzreWSh8tLK6lkecjoQZ9NsiDNutgkjWuuzdZRKiFBbAFylM/21ZN2Th+L3RRuOu9CU6vZhfDQLQBtQ8RMUoLd4qpSMuy4lG1AKXUKwKmMbSF9imt9U/h1N3xXCV/6xmvaqUqTOyqxnFwcgltzvcAl02G61gKAYHzu63wC7H4myaHPJoOILah2DdpcJwEC9t08m+Scn6DRTQ10Kbsrj3vavpbxVUWUx1c5r13BY/aq6c9VpWTYcQqeyeiiq2+6d2YeB54623ZXq3udTd4IuJpJSEuGLg9cM8KTOyo4+eJrHQ0ixaLgbavGjB3bQUapSYMQQoLECdr8QNLW9Bflu10k53RTAwsC6CaMB+00LXeXrizjx97rLmtXEGmrge7FepBm/fsgw+CZtBEO0C5dXtJ+iRdq9Zb+5IO3b43V/Be+Qx+kwHncK+DyksKyUiiK4M6b3O/2j5+70OFs68sKa1ePYf7BW63vZZMGIWSUSRK0hbPQYbWNuBJuO6ePRa5zusDZK7bXHttGX3/+9Ks4uGdbax22SeWFGyB9m7PEZYLkKMDgmbSIM4bU5+JiPXbphb/llTZpqGZEsRgogl5WCodPVTFx/TVOjqObWjHXej9CCOlHut05Sxq0pVnOkLSud+2qsTYbbPXUC7V6m82uMqe9XA+oC83gmQSIKx3nE7f0IqtMswJiD1LxA+5yyUN9eQWXrsS7/lp9Gfc9fhr7ZuYjnXk3tWJs0iCEDCpp7Zy5Bm22QL2bID5pk3s40xw1zCWI7qbBZAPXg97B4Jm06OaLt6wUSl4x9Yzy2lVF54C2XPJiqWusH/daEnPdNC66bp11UyvGJg1CyCARDFJ1pQdZZUptgTrQ3fTWXVs24DPPvhTbprCfntxRwcc/d0a7tulmBujKR7ge5Iujii0ZBUxfvPXjXuQQEF+r09fuLEqUWqWdklfEx27eqK0f0yFobHfVHd+wdlURc5+4FZM7Kokz7jpsepfdaKVO7d5s1UAlhJB+Iax1bNpt1CVsZueq2Dl9DJv2H8HO6WMdOs5R2ErcutUoPn7uQixbALOf/tUf29ahzewVJXJmADD460G3v+N+gJln0sKUGX3w9q2tzuUDT53tmALlf2mDd8eb9h9JbIffzBEnqI1bCHJlaQWzc1VM7qikvtVlO17SWjE2aZC8EZGPADgA4B8AeF9AO5qQNlx9dzhhY8oan3zxNRw/d8HJ9yUpcXNdA5KsFbam8rWrxlrrqb8T6uLTB3k9GJbm91yCZzrh/iTqCxmU/4n60rrUhoUb/EpeEXfeVMHxcxewb2beKSAWMcv+2KivKNz3+GkAZs3NKEx13lltnbFJg+TMVwHsAfDv8zaE9DcuQaYuU2rKDOv0lIH2YMtfl0zLge+Xk5Y72LKj416hrZk8iK6pXNcE+GbERC7duhseLT4IcqbD0vyeV+aZTrhPcQnQXF4TNQAlGCibNDRd6Kb3cFkp3DszHzkOVYcAuOv913XYO0hbZ4TEQSn1dQCQLkuyyPBjSp4URbCilDGwMwXdOj3lYLAVpUgR9MtJ+k5m56qYeuK0NjD3CoLVXtEYPOsCw7gBpEu2Nu2MbtxA3PX1w9L8nkvwTCc8XNi+NP7j60oeRBrjR01fLBcNzSxIEn8rNOrfgnqc/XqnTwghvcRUAhjV4xFHzSIYbNnKRHSaznF99qGj5439NG9ZM4aFiJ3LcGAYN4B0CbbTzOjGDcTjvH5Ymt/7vuZZRO4BcA8AbNy4MWdrSBjdl2bqydM48NTZ1tS8h/du70oHOS5x5epMrI8o53hlodZRyrJvZh6Hjp5nEE0GEhH5cwDfo3nq40qpP3E8Bn32iJO0Jtc2EjtMMNgyrR0CdJQ2JCl/s61NfkLIFvSHA8O4AaRLsJ1mRjduIB7n9cMyoTCz4DkNJwwASqlHADwCABMTE4Mzim5E0H1p6suq1QThunU0O1e1TlJyxc8ynHzxtUSSQj7rx73IGjTf0Q1LAwQhSqkPpHAM+mySKEh1GYkNdAZbWWczbcGxf2PgOgZ8dq6Ki5cua4+1a8uGWOdfV/IiX5PkM4gbiMd5fJCbHYNkFjyn4YRJ/+NyVxu1deQHn2kEzn6WwT9XkgC65BWhFKwlJEGHOCwNEIQQkje6oHvi+muswVbW2cyp3Zsx9cTpjtINf+y2b8tDT59t260slzwcuOOqgsYDs2famh/DmKTwTOe/dGWppRqV5mcQNxCP+/phaH7v+7IN0t+41qjZguy0dJarC7WWIwGAT05uszoqH68geMuaMVxcrLdGh9vsCdfQDUsDBCE2ROTHAPwWgA0AjojIvFJqd85mkREgKtjynwtKqa7x0htjoTu+TlouvFu5UKvjwFNnWz9HrUevNNcw3Y1CODAHGru8fpImzYxu3EA8z1KMvBRG8pKqoxMeEqJUNXyCd6Dh/+xJxp2auHdmHg89fbbl1Fy7vgG3KYPB7LbPsDRAEGJDKfU5AJ/L2w5CTFxeuhq8Xlysp1o+FxXAm5JAC7WGHWu8QmQipzzuGUsATU2JwSRNWhnduIF4XqUYeZZM5qW2QSc84AQD4HUlD2u8AhYW6yiPe3jjzaW27aXgHajuP3vaBJ2ma9e3i9KH6U56WBogCCGkH3HJLuZdPmfbaYzazQTM5YL+NfQ6SRM3EM+jFCPP3znLNkhswgHwQq2OkldsqWqYHN3sXBX3PX6669pmF2r1Zdw7M49KudShJx20x7fTZpEA1jvpqLvuQRCuJ4SQfsQ1u5h3+Vw3u6h+Cci+mXnt868s1PDw3u1M0oTI83fO4JnEJupuT3cHmlZTYFyqCzV85tmXsH7ca5PMixLV9wmOCrfJ0JnuuqnEQQghyXHNLpqC1/K41/FYFkSVMJZLHi4vrXTI8N1980Z8cnIbgMa1mrLLw6JSkSZ5lkymV1FPRoYkd3tpNQUmxS/l8EesuthT8orYtWUD7v/sGVSb2Wk/+LWNag1ic/yEEELsuK43U7s3wyt2Dl57480lZ3/twuxcFTunj2HT/iPYOX2sdezJHRUc3LMN6zXBeskr4sAdW3FwzzZUyiUIGomZh/dubwXO/jWUvGLHe/3s8uSOCk7svwUvTN+GE/tvGenAGYj+vLKEwTNpw+QYgtjkakz0g/JEMGi12eM7toN7tuH4uQtdBb95byUSQsgg47reTO6oYO2qzs30+orCvTPzxvUsDv5OoimZMrmjgrlP3IpP793eFiRHTVb01919M/NYPVbA+nHP+b2jjH/DEuezTguWbZAWriUGtgY5XX0vAOMAFBFgrOA2EbAggG5C6sdu3tjSAY2qOfODVtN2T1hNw1aD5gKVOAghJDlxGrJfr5knwqZRMudaQmIrXQyvrydffK1tCEy4h4jYyUszmsEzaRHHMfivDwfJHaO6nzgNCLSBs696cfLF1yL1L4OTAx977mUsK4WiCO56/3WtbS+/CdBWd+YHra4Oudvgl0ochBCSnDi1vlFNe90qMSTdSTQ1y9fqy631LPz4vTPzuHdmvmOdCx9Xtw6zLjp7GDyTFnFHbIa/kDq5t/BEJB8BcOdNlchscVhWbnJHRetEgnYB7WL2wWMFa8cA/Q3AzuljsUbD2mCTByGEdIe/3vjBoql522XuQDclc0mSKVHN8lFN9MtKtSblBtc+XSbbT1b5O7lsUM8OBs8DTNoSaN1mWeM4JQXgj557SVuGESRJ/VLY0dok6q5tNm3ostbVhRoOn6oape7i2kMIISQZLmWFwWSFKSnTTclckp3EqOb0oqGkMcxjz73cFjzrjqtLVvVS63qUYPA8oGQhgaZzDAJg15YNTu+Pq3MZFThXmvI8SW8S4tSdAeaylePnLnRMFSSEENI74tYb60r4ui2ZS7KTaEsqeQXB3vdd17G7qSMYYM/OVWOttTobwuvqri0bukoSjRoMngeULCbrTO6odNQfKwCHT1Uxcf01kced2r0Z+2bmI0eQuiDN43Vzk6ALum2fG5UxCCGkP4nrn7MaXhV3J9GaVBJg4vprWg3vtoFdRZGW3f4aGMeGILp11S8N8X9muYcdStUNKFkFesfPXej48rpKs03uqKQSOAONoH1yRyWxTrJJUsjkxHwHqkPneKLk/AghhKRHEolUky5ylORcmui0iH3qy6qV8PLt/NjNG7Wvvev91wGwl4F4BenQutZl213mHNTqyzjw1Fnra0YZZp4HlKwk0OIE5bo790oXI0qDVJrXYbIn6hymoNtUX+bbH7XNx4mBhBDSe9JULspi59aEf7x7DbKn1YVaW5O6fz0mVSlbgqy+olAueRABFhbrxoy6a5JtoVbH9oeewes187FGFWaeB5SsJuvEyb7q7tx3bdmgnfIUZP24h4/dvBFeQf+64HWY7JGmDSZMzmFZKePn5iK4zomBhBDSe9IciBF357bb3cbJHZVWQiiMAB3r6MT11+AbB38E35q+Dd84+CNtjYJRCbKFWh1v1lfw8N7tximEcZJsC7V65tn5QYTB84CS1WQd16Dc1ly39wevs55jfNUYPjm5DYc+cmPLofj1XOHrmNq9GboQWzVtMGFyDv7xTZ9b1PhTU8Y7jWw7IYQQM2mNp45TAhKnxMMWZOvWVgFil0ma1sS4xzCVknRz3FGCZRsDTBYSaLYmi2CZhqm2+ZWFGo6fu2A9h393Hz5XRbMtNLmjYtzusm09Te3ejKknTrdJ93gFaR0/6edmKvvwg39CCCH9TZwSENcSj6iSPt3aauvBMWFbE+McI2zLwuIVXLpir4OOOu4oweCZdOAi8WaiPO5Ffrn8u3vX+mFTHXXk1lM4nk0hvk0qdE8IIaQ/iCM551riYQqy9z0+3zpneG3dOX0s0drm0lsUdYywLa5rfLd9VcMCyzaIEy7duQDwxptLKI97xueDd/eu9cNJ6rsPHT3fmrLk43c2d4Opbs30OCGEkP7DtQTEtcTDFGQrBUw9cVpb5mEqn7h0eclaWxxVdpGk/ylcCrp+3OvoS0qjr2pYYOaZOOG6VVNfUVCq8SULB8blkocDd2xtOSnXO/o0hem73XJKs+ObEEJIf+Pq821lGPUVpVXy8H/+N599Hov1ldbjC7W6VcUpvCaWxz0oBasqhouutS4b3c0U47SnIPcTDJ6JE3GmBy7U6vj03u2RXxoXuT3TKO2k9na75ZQkkCeEEDKYuPr8qd2brbXItsRNLRA4X33MLp0Xp3cnqcRqN/1Bwy7ryuCZOGEa3a2r9PU3eqJGWu/asqFtmiHQfkffzZcvywxxFo2ahBBC4tOL7KaLz5/cUcGBp85ioVbXPm9K3Bw6et7agJ8GvdS1zvOcvYTBM3FCd/etC36BRkD90NNnrds/u7ZswOFT1bb3CoA7b2rvSk765WOGmBBChpt+y24euGMrpp483dFv4ys96bAFyLad0jg3DVmVMdrI45w6srq5YvBMnNHdfX/m2Ze0r724WMfsXLUlcRd2cKagOyhz1+2XjxliQggZXvotu+mf86Gnz+LiYiMDHe71CWMqMRTAGHDHvWnIqozRRh7nDJPlzRXVNkhX2FQmfGULnYNz2aaKI2RPCCFktOiX7GaQyR0VzH3iVnxr+jZ8a/o2zD94qzVQMw1Pufvmjcb3xZ10m9VEYht5nDNMlhOBGTyTrrB9EXwHFseRBQPjfvjyEUII6U9Msqg2udR+Qzct+OG929tGcoeJe9OQ1URiG3mcM0yWN1cs2yBdYWuS8ANh27aUqVnQPzaQTd3yMEvoEELIKGCaTZXXzKqk60rcEsMkJRFpljG6XqftnL1Yg7MsHWHmmXTNgTu2WjPEpgzy3TdvjLwrdRWyj4NfB1Vtjhn366BsovSEEEL6i9cNyhamx7Okl+tKnruys3NVTD15uu06p57UD4GxHaMXn1WWnxMzzyNClnd5URnitDPI3V5LvzWZEEIIiU+czGJaa6DpOL1cV/JUk3ro6bPa6b1hhS0bvfqssvycGDyPAL2Q84naEkpryyiNa+nHJhNCCCFmdEGrq55/Wmug7Ti9XlfyUpPyVURcH9fRy88qq8+JZRsjgO0ub3auip3Tx7Bp/xHsnD6WWelCWudJo3uWKh6EEDI4mLb5ATg1paWlumA7DtcVd4bhs8oleBaRQyJyTkSeF5HPiUg5DztGBdNYbd8BZV13lGZ9Uxp3rFTxIISQwSFqmz+qLyatTKftOKOyrpRLBoUTw+M6huGzyivz/GcAfkAp9R4AfwXg/pzsGHpm56qtcdlhiiKJ78bjZJLT1FpM4461HyR0CCGEuNFt8JtWptN2nCzXlV7tELtw4I6t8ArtUYVXEBy4Y6vzMYZhDc6l5lkp9Uzgx2cBfDgPOwaNJA0Ph46e1w4kEQDLBj2fKIcUt34szfom1xq3KDh9kBBCBoNuJcfSWjeijpPFuvLA7Jm2ibx5jyBPqwlv0NfgfmgY/OcAZkxPisg9AO4BgI0bN/bKpr4jacODKUBVaNzt2RxSWl3FaWot5tllTAghpPd0G/ymGfClcRxXZueqbYGzT97qUIMe+KZBZsGziPw5gO/RPPVxpdSfNF/zcQBLAB41HUcp9QiARwBgYmIiJ+nz/Ekq7WIKXCvNL73JIaXZVZzWXb8Pv7iEEDI6pBG0Jl03dEmkE/tviX2cJJh2jgGqQ+VNZsGzUuoDtudF5KcAfAjAP1Eqr3lAg0PS0gdb4GpzSDunj1m7iuNmktd4hdbxyiUPB+7YygCYEEKIE3kkTXoh82rDtr4PkjLFMJJL2YaIfBDA/wbg/6WUWszDhkEjaemDywCTuHXKD+/d7pxJDjsfALi8tGK1mRBCCMmbvAdqmdZ9AbpWpujFeOxhJq+a598GsBrAn4kIADyrlPrZnGwZCLopfUhyx24L1uNsoeXtfAghhJAkJNnxTTMo1a37AuDumzd2tX7mnVEfBvJS2/i+PM47yPS6USGtrmJO8yOEEDKIxN3xTTsozWrdZ1Kre/pBbYM40suar7S+tGkqbRBCCCG9Iu6ObxZBaRbrPpNa3cPgmRhJ40ubttIGIYQQ0gviJpEGJShlUqt7GDyTTKEuMyGEkEElThJpUIJSJrW6h8EzyZyw8/FHjTKYJmRwEJFDAG4HcAXANwD8tFJqIVejCOkjBiUoZVKrexg8k57CLl9CBpY/A3C/UmpJRH4NwP1oSI4SQjBYQSmHjXUHg2fSU9jlS8hgopR6JvDjswA+nJcthPQraQal/ajF3I825QGDZ9JTBqWhghBi5Z8DmNE9ISL3ALgHADZu3NhLmwgZGvpxl7YfbcqLQt4GkNHC1DjRbw0VhIwiIvLnIvJVzZ8fDbzm4wCWADyqO4ZS6hGl1IRSamLDhg29Mp2QvsPv79m0/wh2Th/D7FzV+b22Xdo87MnKpkGFmWfSUwaloYKQUUQp9QHb8yLyUwA+BOCfKKVUb6wiZPDoNkub9i5tGllj7hxfhZln0lMmd1RwcM82VMolCIBKuYSDe7aN3JYPIYOGiHwQjQbBO5RSi3nbQ0g/022WNu1d2jSyxtw5vgozz6TnsMuXkIHktwGsBvBnIgIAzyqlfjZfkwjpT7rN0qa9S5tG1pg7x1dh8EwIISQSpdT35W0DIYNCtwNT0pa9S2OAyyBJ8WUNg2dCCCGEkBRJI0ub5i5tWllj7hw3YPBMCCGEEJIieWdpdXrMB/dsY9Y4JRg8E0IIIYSkTF5ZWpOyxsE923Bi/y2ZnG/UgnIGz0PMKP6HJoQQQkaZXk7yHdXBKZSqG1L8/9DVhRoUrv6HjiuKTgghhJDBoZd6zKM6OIXB85Ayqv+hCSGEkFGml3rMozo4hcHzkDKq/6EJIYSQUWZq92aUvGLbY1npMY/q4BQGz0PKqP6HJoQQQkaZXk7y7WWg3k+wYXBI4SQgQgghZDTpldJH3pJ8ecHgeUgZ1f/QhBBCCOkdozg4hcHzEDOK/6EJIYQQQrKENc+EEEIIIYQ4wuCZEEIIIYQQR1i2QQghhBAypHDacPoweCaEEEIIGUJGdXx21jB4JoQQQshQM6rZV9u04VG4/qxg8EwIIYSQoWWUs6+cNpwNuTQMisiviMjzIjIvIs+IyLV52EEIIYSQ4caWfR12OG04G/JS2ziklHqPUmo7gM8D+EROdhBCCCFkiBnl7Ouojs/OmlyCZ6XU3wd+XAtA5WEHIYQQQoabUc6+Tu6o4OCebaiUSxAAlXIJB/dsG/pylazJreZZRH4VwP8bwOsAdlledw+AewBg48aNvTGOEEIIIUPB1O7NbTXPwGhlXzltOH0yyzyLyJ+LyFc1f34UAJRSH1dKXQfgUQA/ZzqOUuoRpdSEUmpiw4YNWZlLCCGEkCGE2VeSNpllnpVSH3B86R8BOALgwaxsIYQQQsjowuwrSZO81DbeHfjxDgDn8rCDEEIIIYSQOORV8zwtIpsBrAB4EcDP5mQHIYQQQkgujOrwlkEnl+BZKXVnHuclhBBCCOkHRnl4y6CTl84zIYQQQsjIMsrDWwadoR7Pze0QQgghhMShV7HDKA9vGXSGNnjmdgghhBBC4tDL2OHacglVTaA8CsNbBp2hLdvgdgghhBBC4tDL2IGjsweXoc08czuEEEIIIXHoZezgZ7JZXjp4DG3wzO0QQgghhMSh17EDh7cMJkNbtsHtEEIIIYTEgbEDcWFoM8/cDiGEEEJIHBg7EBeGNngGuB1CCCGEkHgwdiBRDG3ZBiGEEEIIIWnD4JkQQgghhBBHGDwTQgghhBDiCINnQgghhBBCHGHwTAghhBBCiCMMngkhhBBCCHGEwTMhhBBCCCGOMHgmhBBCCCHEEVFK5W2DMyJyAcCLXRzi7QD+R0rmpAntigftigftikdWdl2vlNqQwXH7lhR8NjB6/0+6hXbFg3bFY9Ts0vrtgQqeu0VETiqlJvK2Iwztigftigftike/2jWq9Ovvg3bFg3bFg3bFo9d2sWyDEEIIIYQQRxg8E0IIIYQQ4sioBc+P5G2AAdoVD9oVD9oVj361a1Tp198H7YoH7YoH7YpHT+0aqZpnQgghhBBCumHUMs+EEEIIIYQkhsEzIYQQQgghjoxU8CwivyQiSkTeHnjsfhH5axE5LyK7e2zPr4jI8yIyLyLPiMi1fWLXIRE517TtcyJS7hO7PiIiZ0VkRUQmQs/lZlfz/B9snvuvRWR/r88fsOP3ReRvReSrgceuEZE/E5H/3vx7fQ52XScix0Xk683f4S/0g20iskZE/lJETjfteqgf7CIN6LOd7aLPjm8bfbbdLvpsG0qpkfgD4DoAR9EQ7H9787HvB3AawGoAmwB8A0Cxhza9LfDvnwfwf/aJXbcCGGv++9cA/Fqf2PUPAGwG8EUAE4HH87ar2Dzn9wJY1bTl+3t1/pAt/xjAewF8NfDYrwPY3/z3fv/32WO73gHgvc1/vxXAXzV/b7naBkAAvKX5bw/AcwBuztsu/qHPjmkXfXY8u+izo+2iz7b8GaXM88MA/jWAYIfkjwL4Y6XUZaXUCwD+GsD7emWQUurvAz+uDdiWt13PKKWWmj8+C+CdfWLX15VS5zVP5WpX81x/rZT6plLqCoA/btrUc5RSfwHgtdDDPwrgD5r//gMAk720CQCUUq8qpb7S/Pd3AHwdQCVv21SDN5o/es0/Km+7CAD67Dh20WfHgz47AvpsOyMRPIvIHQCqSqnToacqAF4O/Pzt5mM9Q0R+VUReBnA3gE/0i10B/jmA/9T8dz/ZFSRvu/I+fxT/D6XUq0DDIQL47jyNEZEbAOxAI2OQu20iUhSReQB/C+DPlFJ9YdcoQ5/dFfTZ/X/+KPrK/9BndzKW5cF7iYj8OYDv0Tz1cQD/Bo1trY63aR5LVbvPZpdS6k+UUh8H8HERuR/AzwF4sB/sar7m4wCWADzqv60f7NK9TfNYLzUY8z7/wCAibwFwGMC9Sqm/F9F9dL1FKbUMYHuzTvRzIvIDOZs0EtBnp2tX8zX02W7kff6BgT5bz9AEz0qpD+geF5FtaNRUnW7+0t8J4Csi8j407javC7z8nQBe6YVdGv4IwBE0HHHudonITwH4EIB/oppFRP1gl4HM7erz80fxNyLyDqXUqyLyDjTu1nuOiHhoOOFHlVKf7SfbAEAptSAiXwTwwX6ya1ihz07XLvrsgTp/FH3hf+izzQx92YZS6oxS6ruVUjcopW5A40vzXqXU/w3gKQA/LiKrRWQTgHcD+Mte2SYi7w78eAeAc81/523XBwH8bwDuUEotBp7K1S4Ledv1ZQDvFpFNIrIKwI83beoXngLwU81//xQAUzYoM6QRBf0egK8rpX6jX2wTkQ2+MoGIlAB8AI3vYe6f2ahCn53ILvrseNBnR0CfHUG3HYeD9gfAt9Ds3G7+/HE0um7PA/inPbblMICvAngewNMAKn1i11+jUQ823/zzf/aJXT+GxkJ6GcDfADjaD3Y1z/8jaHQjfwON7cqenj9gx2MAXgVQb35WPwPguwD8ZwD/vfn3NTnY9Y/Q2BZ9PvD/6kfytg3AewDMNe36KoBPNB/P/TPjn9bviD472i767Pi20Wfb7aLPtvzheG5CCCGEEEIcGfqyDUIIIYQQQtKCwTMhhBBCCCGOMHgmhBBCCCHEEQbPhBBCCCGEOMLgmRBCCCGEEEcYPBPiiIjcICJfbf57QkT+bRfH+hUReV5E5kXkGRG5Nj1LCSGE0GeTrKBUHSGOiMgNAD6vlOp6FKiIvE0p9ffNf/88gO9XSv1st8clhBDSgD6bZAUzz6RvaGYJzonI74rIV0XkURH5gIicEJH/3hzPCxF5i4j8XyJyppkJuFNE/oWI/HrgWP9MRH6r+e9ZETklImdF5J7Aa24Vkf8mIl8RkSdE5C0am24SkdMi8t8A/MvA4z8sIp9v/vuAiPxBMxvxLRHZIyK/3rTvT5sjTtvwnXCTtWiI0RNCyMBAn01GFQbPpN/4PgC/icYUoS0AfgKNSUe/BODfNF/z/wHwulJqm1LqPQCOAXgSwJ7AcfYCmGn++58rpW4CMAHg50Xku0Tk7QAeAPABpdR7AZwE8Isae/4vAD+vlPqHEXa/C8BtAH4UwGcAHFdKbQNQaz7egYj8qoi8DOBuAJ+IOD4hhPQj9Nlk5GDwTPqNF5RSZ5RSKwDOAvjPqlFbdAbADc3XfADA7/hvUEpdVEpdAPBNEblZRL4LwGYAJ5ov+XkROQ3gWQDXAXg3gJsBfD+AEyIyD+CnAFwfNERE1gEoK6X+S/Oh/2ix+z8ppepNO4sA/rT5eNDuNpRSH1dKXQfgUQA/Zzk2IYT0K/TZZOQYy9sAQkJcDvx7JfDzCq7+fxXot8xmAHwUwDkAn1NKKRH5YTQc9z9USi2KyBcBrGke48+UUndZbDGdx2i3UmpFROrqajNB0G4TfwTgCIAHHc9FCCH9An02GTmYeSaDyDMI3PWLyPrmPz8LYBLAXbi6/bcOwMWmE96CRvYCaGQ0dorI9zWPMS4i/8/gSZRSCwBeF5F/1Hzo7rQuQETeHfjxDjQWD0IIGUbos8lQweCZDCKfBLC+2aByGsAuoLEVCOBrAK5XSv1l87V/CmBMRJ4H8CtoOGA0twz/GYDHms89i0a9XpifBvA7zeaTWorXMN20/3kAtwL4hRSPTQgh/QR9NhkqKFVHCCGEEEKII8w8E0IIIYQQ4giDZ0IIIYQQQhxh8EwIIYQQQogjDJ4JIYQQQghxhMEzIYQQQgghjjB4JoQQQgghxBEGz4QQQgghhDjC4JkQQgghhBBHGDwTQgghhBDiCINnQgghhBBCHGHwTAghhBBCiCMMngkhhBBCCHGEwTMhhBBCCCGOMHgmhBBCCCHEEQbPhBBCCCGEOMLgmRBCCCGEEEcYPBNCCCGEEOIIg2dCCCGEEEIcYfBMCCGEEEKIIwyeCSGEEEIIcYTBMyGEEEIIIY4weCaEEEIIIcQRBs+EEEIIIYQ4wuCZEEIIIYQQRxg8E0IIIYQQ4giDZ0IIIYQQQhxh8EwIIYQQQogjDJ4JIYQQQghxZCxvA+Lw9re/Xd1www15m0EIIbE5derU/1BKbcjbjl5Cn00IGWRMfnuggucbbrgBJ0+ezNsMQgiJjYi8mLcNvYY+mxAyyJj8Nss2CCGEEEIIcYTBMyGEEEIIIY4weCaEEEIIIcSR3INnESmKyJyIfD5vWwghhBBCCLGRe/AM4BcAfD1vIwghhBBCCIki1+BZRN4J4DYAv5unHYQQQgghhLiQd+b50wD+NYAV0wtE5B4ROSkiJy9cuNAzwwghhBBCCAmTW/AsIh8C8LdKqVO21ymlHlFKTSilJjZsGKn5AoQQQgghpM/IM/O8E8AdIvItAH8M4BYR+UyO9hBCCCGEEGIltwmDSqn7AdwPACLywwB+SSn1sbzsIYQQG7NzVRw6eh6vLNRwbbmEqd2bMbmjkrdZhJARhn4pHwZqPDchhOTB7FwV93/2DGr1ZQBAdaGG+z97BgC4UBFCcoF+KT/ybhgEACilvqiU+lDedhBCiI5DR8+3FiifWn0Zh46ez8kiQsioQ7+UH8w8E0JIBK8s1GI9TggZPAatBCItvzRo190P9EXmmRBC+plry6VYjxNCBgu/BKK6UIPC1RKI2blq3qYZScMvDeJ19wMMngkhJIKp3ZtR8optj5W8IqZ2b87JIkJImvRDCcTsXBU7p49h0/4j2Dl9LDKATcMv9cN1DyIs2yCEkAj8LUxubRIynORdmpWk+S8Nv5T3dQ8qDJ4JIcSByR0VBsuEDCnXlkuoagLGXpVm2TLANr/TrV/K+7oHFZZtEEIIIWSkybs0K68McN7XPagw80wIIYSQkSbv0iyXDHAWqhh5X/egwuCZEEIIISNPnqVZu7ZswGeefUn7OJDtQBSWpMWHZRuEEEIIITly/NwF6+NUxegvGDwTQgghhORIVM0zVTH6CwbPhBBCCCE5EjXwhIOa+gsGz4QQQgghORKlekFVjP6CDYOEEEIIITkSpXpBVYz+gsEzIYQQQkjORKleUBWjf2DwTAghhBASgyw0l8ngwOCZEEIIIcSRLDWXu7GJwXzvYMMgIYQQQogj/aa57Afz1YUaFK4G87Nz1VzsGQUYPBNCCCGEONJvmsv9FsyPAgyeCSGEEEIc6TfN5X4L5kcBBs+EEEIIIY70m+ZyvwXzowAbBgkhhBBCHMlTc1nXGDi1e3NbAyPAASpZw+CZEEIIISQGeWgum1Q+Du7ZhoN7tlFto4cweCaEEEII6XNsjYEn9t/CYLmHsOaZEEIIIaTPYWNg/8DgmRBCCCGkz2FjYP/A4JkQQgghJGVm56rYOX0Mm/Yfwc7pY10PLek3lY9RhjXPZCjhqFJCCCF5kcUI7zxVPkg7DJ7J0JGF0yKEEEJcsTX3dbMO5aHyQTph8EyGjqycFiGjjohcB+APAXwPgBUAjyilfjNfqwjJn/BuZ5XNfUNNbsGziKwB8BcAVjfteFIp9WBe9pDhgR3JhGTGEoD7lFJfEZG3AjglIn+mlPpa3oYRkhe63U4BoDSvZXPfcJBnw+BlALcopW4EsB3AB0Xk5hztIUMCO5IJyQal1KtKqa80//0dAF8HwO0cMtLodjsVAAm9js19w0NuwbNq8EbzR6/5R3ejRkgs2JFMSPaIyA0AdgB4LmdTCMkV066mAlAplyDNvw/u2cbSwSEh15pnESkCOAXg+wD8jlKqwwmLyD0A7gGAjRs39tZAMpCwI5mQbBGRtwA4DOBepdTfh56jzyYjhanGuVIu4cT+W3KwiGSNKJV/sldEygA+B+BfKaW+anrdxMSEOnnyZM/sIoSQtBCRU0qpibzt6BYR8QB8HsBRpdRv2F5Ln02GgSjp03DNM9DY7WSmefAx+e2+UNtQSi2IyBcBfBCAMXgmhBCSHyIiAH4PwNejAmdChgEX6VPudo4eeaptbABQbwbOJQAfAPBredlDCCEkkp0AfhLAGRGZbz72b5RSX8jPJELSx88268oxdNKnaegv5zHciwPFkpFn5vkdAP6gWfdcAPC4UurzOdpDCCHEglLqv6JTRICQoUJXhhHGpOOc1jl7MdyLA8WSk1vwrJR6Ho1ObUIIIYSQxKSZQdVJz4WR5jnjnsNkZx7DvThQLDl56jwTQgghhHSFn0GtLtSgcDWDOjtXTXQ8l4FaCo3gs1s7p548je0PPZPLREIOFEtOXzQMEkIIIYQkIe0Mqm28dpCoIDOcZV68stRhZ31ZYaFWt9oSl+B5y+MelAJer9U7MvKm6+RAsWgYPBNCuoINJ4SQPEk7gzq1e3NkzTPQHmSG/eCuLRtw+FS1rZ44LkmGe4XrmC8uXg3MwzXNuuvkQDE3GDwTQhLDhhNCSN6knUENS8+Vxz288eYS6itX52IEg0ydH3z02Ze6GplciZmIsKmDBPEz8sDVjH1RBMtKxT7nKMPgmRCSGDacEELyJosMalh6zrbDpvOD3QbOcSYTuqiDBPGTHP7rl5VqfV70224weCaEJIYNJ4SQvOnFkBKbjnOa/i5J0O+iDhKkKMKkR5cweCaEJIYNJ4SQfiCNISVJMflBQXsG2isIII0mwdZjRcHaVWPahj5X4gTvJa9oDLSHMemRVU8Og2dCSGLYcEIIGXVMfvDOmyo4fu5CW+AGpJ8ht6mDrG+qbSzU6q2Ms1/jHKYgkki7ul/JsieHwTMhJDG92C4lhJB+Z/VYoRWkrR/38ODtW41+MG3/aAreD+7ZhskdlY4gUhc4+48PU8N3lj05DJ4JIV2R53YpIYTkia5Z7836Sk9tiEpixKmJHqba5yx7chg8E0IIIYQkoF8Uh9JsaByW2ucse3I4npsQQgghJAGmQLO6UMPO6WOJR4SniSlYLIrEev2gMbV7M0pese2xtHpymHkmxBFO0iOEEBLE1qzXy6FRwSEp4aEntobG4BRE//FhafjOsieHwTMhDnCSHiGEjAZxEiVRo7x7UcJhagisLtQw9cRpvGXNmHGS4MT11wx1UiirnhwGz4Q40C91bYQQQrIjbqIkmN00ZaDDpR1p72LaGgLrKwoXF+sA9JME2fCdDNY8E+IAJ+kRQsjwY0uUmJjcUcGJ/begYqgVDtYQz85VMfXkaVQXalBoZoefPN1VbXScdSjqWogbzDwT4gAn6RFCyPDTTaJEV8LhFQSLV5awaf8RXFsu4eKly20TBoHGxMF9j89j38x8oky0re466bUQO8w8E+JAll27UczOVbFz+hg27T/SN93bhBAyjJgSIi6JkskdFRzcsw2VcgkCoFzyAAEuLtZbWeZFgwa0Umi95v7Pnonl53Xrkw0mfbqHwTMhDoSdYqVcak1vyhK//i64xRfXsRJCyDDQi0RCt4kSv4TjhenbsHb1WEeW2YW4pRXB9SmKYVLTyBOWbRDiSB6NFWxUJIQQfSPfvpl5nHzxNXxycltq5zHJmwHAzuljsZr84pRShIlbWhFcnzbtPwJTyN6LpM8owOCZkD6GjYqEEKJPJCgAjz77EiauvybVgDCcKIlS4NCpZwCANG1MQjelFaYa6Eq5xMA5JVi2QUgf0039HSGEDAumhIECMlePsO0AmkrrPv65M9bAuSgCAbB+3INXaJ/0121pRZ49OqMCM8+EpMQDs2fw2HMvY1kpFEVw1/uv63o70TQZik6QEDJK2BQlst6Js+0AmgLrKFaUwgvTtwFIrvtsel+Wk/VIAwbPhKTAA7Nn8JlnX2r9vKxU62eXAJpOkBBCzEzt3ox9M/PabG7WO3GmwN3PNCc9pk+SfpqoUhIOP8kWBs+EpMBjz71sfDwqeO7GCdoyFmlPsSKEkDSJ46Mmd1Rw8sXX8OizL7UF0L3YiYsawR2XNGxmM3m+MHgmJESSoHNZ6avbTI8HSeoEbUE3gFgjZgkhpJfEHYMNNHbxJq6/pudJAZcR3EFsjYKVlGxmM3m+MHgmJICLQ9cF10URbaBcFOl4LExSJxg1RpZZCUJIv5I0aZBXOYJ/XpsMHNAInH/oXdfgKy+93tGrkqZMHKfe5gvVNggJEBWQmjqrb/7e9drj3fX+6yLPmVRRwxZ0d5uV4FRDQkiWDGrmNMovKwAnvvEa1ngFlEteZkO1qKiRLwyeCQkQ5dBNwfW3/q6Gj928sZVpLorgYzdvdGoWTOoEbUF3NxJ3nGpICMmavGQ4u00MuI7CvrhYx+WlFTy8dztO7L8l9Wx5t1NvmSDpjtzKNkTkOgB/COB7AKwAeEQp9Zt52UMIEL0VZguuPzm5LZE0XVJFjSgZu6QSd2xEIYRkTR4ynA/MnmlrOEzSCxKn/jlrv5m0hCVJvTlpJ8+a5yUA9ymlviIibwVwSkT+TCn1tRxtIiNOlEPPqs4siRN0CbqTNNYM6nYqIWRw6LUM5+xctUOpA0gW4Pr+OhyE6uhHv8kESffkFjwrpV4F8Grz398Rka8DqABg8ExyI8qh55Etsal/2ILupFkJNqIQQnpBL5v/Dh09b2z0cwlwfT9cXai1GsQr5RLuvKmC4+cuGLPQUX4zD0lRJki6py/UNkTkBgA7ADynee4eAPcAwMaNG3trGBlJogJSoLfZkl5vr3GqISFk2LAFhuEANxzQ7tqyAYdPVVs+0VdWqi7UcPhUFQf3NMr1dFnoS5eXMDtX1frrvMonmCDpHlEOOrSZGiDyFgD/BcCvKqU+a3vtxMSEOnnyZG8MI6QP2Dl9TOvkiiL41EdvzDRoDy8ex89d4MCVLhCRU0qpibzt6CX02aRfMPlSH19/GegMgm26zcBVfwwADz19FhcX623Pm2TqbP59RanMfK2u3CRtKb1hweS3c808i4gH4DCAR6MCZ0L6hV5O9TNlS5aVyjRDEcy+s7mEEDKIE0uDNpfHPXgFQX1FHwb7fm2NV+jIHkelGH1/fHDPNoyvGusInk31xDb/HrQJSNfX9noHdRjJU21DAPwegK8rpX4jLzsIiSLogNeVPFy6soT6cqdzA9Kf6mfaXgN61+DB5hJCRptBvIEO23xxsQ6vKCiXPLxeq6OgGWxVqy8nHsHt+0TXeuLZuarWBtNxs5C669ff3SCQp87zTgA/CeAWEZlv/vmRHO0hpIOw5vFCrd4KnH185xY1YCUJUZqitjq+tHQ82VxCyGiThW/LGp3Nvu++tlyKDFrDRM+KRSuLqyP4uL+uuNqQxNdSxzlb8lTb+K9w+/9ISG7oHLAOm3PrJsj0MwP3PX5a62hNjjrNTBGbSwgZbbq5gc6r3MNk20KtjoVaXfscAJRLHi4vrXTUA0epagBoXV9Uw7XruhI8bhwGcadg0OCEQUI0+HftUSL4Pt1O9bMxuaOCT330xlhTCNPMFHEMLCGjTVLflue00iR+t+QVceCOrdrJfZ+c3IYT+2+xZvz8GwP//UCj+c/3vf512246kvraYKb5vsdPD9xOwaDB4JmQEEGH74Lv3LIMMuOOYk2z1KLbMbCEkMEmqW/Ls9wjrt8VAe68qdKqBZ7avRnXlkt4ZaHWFviagvL1415rcIqvBy3obP6bnasaj+H7Vt/Xrh/3sHqsgH0z89bSi/BNiqkchKV26dEXOs+E9BNxttSKIh2BZFZblHEaPNIutWBzCSGjS1J1hjz7JSZ3VHDvzLzz65UCZr78MiauvwaAufnbVJbx4O1bMTtXxdQTp1uKHrpphg89fVZ7fv9mxDS90FZ64bpmsdQuPRg8ExIijmNfUarNkSUJMrOoCeSgE5IFIvL7AD4E4G+VUj+Qtz2kdyTxbaab+IKIcXBIntSXVSsrbsqYn9h/CwD9jcT2h54xSuH5hGXsgEad9YE7trbJg+r6XOJK3gWh/08Xlm0QEiLO3Xm3d/JZ1QSy1IJkxH8A8MG8jSCDgUktyNdFzrr2ef24F/s91YWasWQvKki1NSLaWLt6rENXP07phWkdKorQ/2cEM8+kZwyKyL4ua+sVBVBoyyrEaeQwXbepJvDemXkcOnq+q8+IpRYkbZRSfyEiN+RtBxkMbGpBvdCKf/D2rZh68nSHvKgN2zTBa8slazlFUoIBcVQJhi5QNu00MmDODmaeSU/Is+s6Lrqs7aEP34hDH7kxdiY36rptmYx+/owIMSEi94jISRE5eeHChbzNITkzuaOClZwa2CZ3VLD3B6/rUMjwCoKCQTbDFDh7BcHilSXcOzNvLOmwZbor5RLKJf3zwYA4SolDl7DhTmPvYeaZ9IRBm1IXbpDxs8B+vZsrUddtmyAYfq2NQcnqk+FHKfUIgEcAYGJiIt4kCjKUZK0Vb/N/x89d6AiI6yuqFcj6pRbrxz1tPXIL0dcr+1QXaiiXPBQLguXADqVXFBz68I3aJkCgMyA2fVa65vQg3GnsLQyeSU/oddd1t8FkWiLzUdet225zPYZv50NPn21z6hTEJ4T0E1k2MEf5apP/fL1WxwvTt7U9ZtL2L4o4lX4s1OrwCoK3jXtYWKx3rD0uqiUswRgMGDyTVDEFrb2cUqdzpvfOzOOhp8/iwdu3OjmgKH1S18A86rqDztSUgS4btgJ1WYywrVk5W2a6CSGuJJW6sxHUUw7jsrsXp3Y4zjTA+orC+KoxzH3iVu3zURniLD4rkj4Mnklq2DIAvZROMzVcXFysO2dkTdkK/5pcM9JTuzd3NKx4RWm7bt+Zbn/oGW23tqFcMLKxJMusPke/jiYi8hiAHwbwdhH5NoAHlVK/l69VpN8w3Vzr/EOSG/EHZs/g0WdfMtYnAw2/5GeSw02AttphoDNwtSU3dHTre1mC0f8weCapYcrW3vf4aXzqozfi4J5tkU4yjYymzXGZMrLh864redpA1h+16nLMFmEPr4CTL77WcZ2vG2SOTI9HOeisBPEHrX6dpIdS6q68bSD9jWnn78BTZ9u0jE2vjboRn52rRgbOQEM1ww94Fa6qaFQi1hVT4LpvZj7ynD4cRjL8MHgmqWEK5nxNz4N7tmkb7sLjTH0HlTSjGdWEF7ZT58C9osArSIc0nSnTa7r2Q0fPd4jm11dUm/P3r9MUsJscse06/YVj5/Sx1Lf8bFn5TfuPcJuRkJzJs6zKtCO2UOvc+TPdiD/09Nk2+3dt2YDj5y7glYUaCiJOgbMmZ4FKuRS76dv/LE3nDDcIchjJaECpOpIatrvtYL1wkKCUG6AfZ6p7nw2TML/JTp0Dry8rvGXNWIf0T8USyOowBZq66xRBh902R2y7znBgnqbcne333O8yhIQMO3nLgrrs/EW99uJivc3+zzz7Uutn0/AQH5tOc9xyivD6pKOAhlIHJeJGCwbPJDWiglad44qq2zW9z4aveanT1NQFo6bjLyzWcWL/LXhh+jac2H8LJndUtNdoC3DjbN8tLNZjaXXqtD1115zkBsRG1O/ZP+d9j59mAE1Ij4lqds6aKJ8X9LdZlDcoNMrrdMQ9n8v65DcIBtcJMvywbIOkhm2aFKB3XC6BsQKs5Qe25hSX7cs43dhxO6F1jZKmzMi15VLsRpHw6zftP6J9XZrNg+HPwJTl8ct1gu8hhGRLr2VBw0TJbwb9qotUZxKWleoos0tSTuH6mbFkbfRg8ExSxXcarsoaUfXJPqb656iGE5dg1EURI3yNrs5RF2zv2rIBh09VjZ9PN/WKvZIEDH4GJm1UgI2EhPSaKB+QVj10lKJGWH8e6FwHJndUcPLF1/BHz72EFdduPEfWeAWsHivg9Vqn3rIrrusT0F6yBjBhMOwweCapEyc7GyczqwvEUlN+0HWXpIQu2J64/hrt59OtDFwvJQFt5wzSq4wXIcTuA9KSmXRNWpgCbJtGswu2umafi4t1lLwiHt67PXEgmyQzrmt4ZDZ6+BAVUXzfT0xMTKiTJ0/mbQZJGZ2DNckCCdA2FWrT/iNOr7Nhypwm6czuFlsWN0piySePTvsHZs/gM8++pH0uj8+xHxGRU0qpibzt6CX02flg8gFp+bpujmMb7hQkKkCuOGaFwzbNzlVx4KmzLWWjtauK8IrmDHX4swwqf7hGT1ETAjl0qn8x+W1mnknu6DKzpqxEuPwgjTKFvGsEAfu0LB/XLFGaAvuuTv34uQva9wtA2SZCeozJB6Tl62zHifIZLk14QCNwLhvkO/1EgksQHrR1dq6KqSdOt8mHXrqyDOBqBn3fzDxOvvgaPjm5DYDdn9qSHUFsu6EcOjWYUG2D9BWzc9W2qVBBdOUHcdUvdNh0lHuBixySTy+75uNIXtkk+bgAENIfpOXrTK9fV/IifUacQN0m3xlWG3JR2NDp7odRAB599iXMzlVb69Gm/Uewc/pYh+9zUR7yMfn3vNVRSDIYPJO+Qaf57LtDk2ybTq4trs5mGgF4N7hmYnx6lRGP49RNi6lJF5sQ0nvi+jpT8GgKGv/+zXqkz0hTvnNyR6UlJ/qpj97YYZMA2LVlQ1tSxgUF4MBTZzH1xOm2G4GpJ9rlN3Xrjz6ENwf3/bDzSeLDsg3SN+iCNZepUN2UKfhbjLX6MooiWFbKubY4LeI6ySwy4rqt1jhOPY9GRUJIPOI0c7uUEwRrhwEYFTOCPiNOE15QvtP3Uftm5nHo6PkOu33ljuD0VgXgM8++ZOzHsKErF6mvKNwbOn94/bnBIBe6rJRWzq5XCkkkXRg8k76h13fg4cXB1wZNI3CO0wASRw7Jz6TsnD6WWnOJbpGcevK0sWMnDf1rQkg+uCYbTDtPweBx7eoxbZAZJugzwr5iXcnDdy4vtY24BgCvcFUuVOej9s3M496Z+VayAwAee+7lNIWSjNjqkv0kjA4/gx20PUq6lPQnDJ5J39DrO/C4MneuAbEpY3PyxddaXdrB9+syMV5RAIW2+jwB8EPvuqbN0abRXGIaT67D5tTTbFQkhOSLLWnh+x3XcrNdWza0/Rz2FbNz1TZd6HLJw4E7trYF2rpdSd+WqScaN/tRo7t1jBUES6HAPTxgRUetvowDT3VK0rnYELT98Kkq7rypol0bXKFaR+8xBs8iMgbgZwD8GIBr0fh9vwLgTwD8nlIq+naTkBj0eus/TqbbJfNhc/S1+nLbdqIu6PXVNooiqC8rrB/3oBTaJJRS07V2+BzCFEVi15OT/kBEHlFK3ZO3HWRwiNoRC5a6RfGZZ1/C8XMXjEGd7cZ7dq4auTMX1QRowysW8OPv6wxedUNewizU6q3Mu+/T1497ke8LUqsv4/i5C4nlPKnWkQ+2zPN/BLAA4ACAbzcfeyeAnwLwGQB7szSMjB693vo3LQ66ceBRmY+gs7IpTwQJBr26yYw6kf99M/PaY3dT2uJaNrKiFJ1xHyMi15ieAvAjvbSFDD4utcm6MdgmkgR1fmCYJbbgNTx51uVYq8cKzp+Jj++/k2SQs0iokGhswfN7lVLhlN+3ATwrIn+VoU1khOnF1n9QU9kkxB929FHBZdBZxalhDga9Lk4wi9IW1waea8slbg/2NxcAvAi0Nfz7ojXfnYtFZGAJ74jpqMTI0gLRQV3YvyxeWYoVhCZFl3wIX7/LVEOgsVP48N7tresoj3t4480la3bc961JMshU68gHm1TdRRH5iIi0XiMiBRHZC+Bi9qYRkj42ObwwQYklk8xQEN9ZTe3e3KhZdiAY9JoWqHCnehJZPZteaVhuaf24B6/Qbn/JK2LXlg3Ous8kF74J4IeVUpsCf75XKbUJwN/kbRwZPHwpuE/v3W7VW577xK349N7tKJe8yGOagjqdrrxr+YNXEGefq6MgovVj/vV/a/o2PLx3e5sk3fpx/bX6CiG+hN7cJ27FoY/c2JLtNM0vSKr3nPecglHFlnn+cQC/BuDfiYgfLJcBHG8+1zUi8vsAPgTgb5VSP5DGMUn/0U/ZSlv5hQ7f0bvU9fnOanJHpUPCSUcw6J2dqxozG7ZOdZfP0yWjoWvgCZ+D24N9z6cBrAeg0+X69d6aQoYJF7/j+5DtDz1j9X2moC6u3r2PANj7vuswcf01bQoef/9m3SidF2ZZqcgsr85H6np0TGpI/ntN62HSkjzKhOaDMXhWSn0LzbpmEfkuAKKU+h8pn/8/APhtAH+Y8nFJn5BnM0Mc7WITCsCOX34msgkk7Kxed5BvWuNd3fg5dPS8NnDWjbeOW9qSJOjVnSOLemuSHkqp37E891u9tIUMH65+58AdW41lYF5RcOnyklbvOKkfUQCOn7uAieuvaf3sIp8XRucTgyV+pjkAwTUmLDvnkqjwSVqSR5nQfHCSqlNK/V0WJ1dK/YWI3JDFsUl/4Bq4xclOu7zWFLSvK3lax1ouebi8tKJ1+BcX6ygIUBD9EADdUBXTeYLZ5YuL9ZZjzXK8dVxVEdNnSzF/QkgYnc84uGdbx+7b2lVFXFla6VCnABC7VyRMXOk8E0GfqJsDEDyXTnq0m925bjLIlAntPX0/nltE7hGRkyJy8sKFC3mbQ2LiErjpat32zczjgdnOLusHZs9g38x8ZN2tyYmJQFu7d+COrTi4Z5uxtnlFdQbOXlHw6b3bcWL/LR03ApeuLGmPY1LcyHK8tWtNnO73EPxs8x5jTgjpL0w+4+SLr+Hy0krbaxevLHc0zQVrendt2WDsP4miKJJKY2HQJx546qzxmL70aPi6XfpWTOhGfVMatH/p++BZKfWIUmpCKTWxYcOG6DeQvsIlcDPVIT/67EttQfHsXLVNK9lH11RhcmIXF+tGBzW5o4KVGCL79WWlbeY4dPR8LHmjVxZqmQamrseOalihcyeEBDH5jMeee9m5t6S6UMPsXBWHT1UTTQcsecXYw1HGvYLVJ87OVSNLP3TrkCn54ro7F2w0DCdlSH/hVLYhIhUA1wdfr5T6i6yMIsODy1aUrWQhuN1lqgsGGg44WEdnEu8vili3uOJuHfqOP3i8uLV7fnc20Fk/d+joeeybme+qjs21Js5ll4Dbg4MBfTbpBSafESeYLYokbhYEgIN7tlnl9HTUlxX2vu+dxql+UQoXJnS619ydG04ig2cR+TU0Gge/BsD/H6EA0BGTSFwCN1vAGnTOUUFpcPvM5LyXlcIN+4+gKIK73n8dPjm5re35qd2bMfXE6VgTq8INIbbrCStq+I41XDfo0njiims9OWuahwP6bNIruqlT9llWyurbBQ0pOZ1P98vaFg1lcibqKwqfP/0q5h+8Vft80ubFSqD2Ocrf9pMKFYmPqIg7RBE5D+A9SqnLqZ9c5DEAPwzg7WjokD6olPo90+snJibUyZMn0zZj6BiUL2Wwk9lEpVxqTX7aOX3M2VG7jo0NvtZ3fAAw9cQ86oGSvXd/91p8++KbxuxI0M7ZuSruNShT+K8N/m4AdGTnTbJ1Uc45KggHGgG7rtzCJL3E0ox0EJFTSqmJHpwnM58dF/rs4UbnM+LiB8A63+77VZNvuvOmSod/AwARwMX9fzowvTXoO03Bets50JkIcfWV9LWDg8lvuwTP/wnAR5RSb2RlnCt0xNEMypfSxel6RcHaVWNYqNVbAa7rlKeklLwi3rtxHU5847WO51YVBVcMtcwC4IXp21o/m7ROg0G2T5ybAt9G3e8XiBeE68bRDsqN1yDSw+CZPpv0jNm5Ku57/HRksOkV0JaQ8Cl5BdTqK5EJA6CzrO2x5162ZqSj/Or6cQ/jq8ZiTRAMv9+XMC2XPBy4Y6uTvzT5fJNfJvlh8tvGsg0R+S00/i8tApgXkf8MoJXJUEr9fBaGku4YlEEWphq3oghWlGqNNPUDUN9B+hMBFRqOZvHKklZ/OU7mOUitvqwNnAEYA2fgammDH3wu1OrGEo0wcbYIdV3lwaY+1yYd0zl1Nc2zc9W28btxFgnSO+izSR7YBnwE0QXOAFBrPmHrZ7n/s2dwcM+2tt09W3neKws1PLx3u3UHEGg0kPt+LUng/GbgohZqV6VHAXupIkdqDz62mmc/XXAKwFOh57JM/pEuGJQvpcmeFaXwwvRt2Dl9zDiUxA+cbdt5acgWuRKsWw7aEg70ww7UD7Rdv0y260rSpOjC7FwVU0+eblMPWajVMfXEaQDZD7ohsaDPJpFksbuURu2zjXACKKrB0G/C/vjnzuDSlfTXAkGjLESXyDjw1Nm2mQG6fhX2lww+Rqk6pdQfKKX+AEDZ/3fgsfW9M5HEoddz7mfnqtg5fQyb9h/BzuljHXrLJqLsjAoG/edN8mlp6CO7sH7cw+qxAvbNzOO+x09rM79+oK8b7Rq14PjCR1HXdW25ZPxMw+JJcbq/TbJ79RW9TB/JD/psEkWUlntSdHKYQbxiUgXnq7g2jwdHZHcbOK8f9zquSwDcffNG4xTZhVrdujsIUDN/GHDRef4pzWP/LGU7SEr08kvZjSOOsjMq2A8+H9TG9JvpkmZBSl4RO991jdNrC9LY9luo1aFglmfS2eIqzRQOvm2fm+m5u2/emFib2bZI9dtuBmlBn0068GuTowI703ttSZJwEqNc8rB+3Gv5nLWrnFRxrZTHvda/TetDUaTVRNhtJtwrCh68fWtHcubhvdvxycltsRNSYclPauYPNraa57sA/ASATSIS3AJ8K4BMxnWT7unlnPtu6qsnd1Rw8sXXWg0fvtPz3ze1ezP2zcxb6+B2Th/rUJropvM7WMu79RN/Gpm1cFWzk6ZtkzsqeGD2jLHJxUTY6QL232+av3vbdiy3GPsL+mxiwqVG2PbeoHxndaGmLdsyacBHqQ+58sabSy0/qpsf4DeYf+bZl6zHcW0MXLtqrHU9uusyzTBY4xW0JYdhf0nN/MHGdjv4JQCvoiEj96nA498B8HyWRpHu6NWXMml99excFQeeOtumRrGsFA6fqmLi+mta9p988TXtREGfcC1ZN0L7Pv7ntphinZwC8NDTZxPX3xVE2gbA2H6/af/up3Zv7qh5BgCvINxi7D/os4kWlxphEweeOtuhe19fUTjw1NlIX+MH7Wngl4oFfZy/y1iQxuCTqKmAlRi12aayDODqGhb8TP3kC9CpesSSjOHDGDwrpV4E8CKAf9g7c8ggkaTp4YHZM8aAOJy1/uTkNkxcf41VezP4nm7LCBZq9VZmI+0GGFPzowv+NXczKCUp/nmottH/0GcTE1E1wrbAzhSQLtTqrd0/QL/jlUZCI0hVswvnuttYEOC1S+7S56Z1LJyJ97nUHNTSy91fkh8uEwa/g6u7HKsAeAAuKaXelqVhpP9xGb0dZHauas0kA51O3s8y2Lb+/PekEfA+9PTZVjYja01pEwVplITo5PZq9WXc93hvlS64vThY0GeTMCbfWBTpqta2ulDD1JOnAYW2sg7/Jj+LvojZuWpbyZ8rK+qqLF4UtnXs0NHz2gm09eX2zDh95nAT2TColHqrUuptzT9rANwJ4LezN430O3GbHlxk2XR3+1Fbf/57ojq+Xbi4WG8tMr7UXK9ZUQ3nbRsxnkaHPBlO6LNJGFMz8ac+emNkkFeIcIL1ZdURTPo7gln0Rdz3xGl85tmXEun42wgrG5k+F9sNQXWhFlt5igwmsVtglVKzIrI/C2PI4BHnDjsqC2G627dt/QnamwcP7tkWa8RqFL7aBRA9rUpHpVzCpctLkbV4YaK2Iftx8A3pT+izSTelBK6N0WGqCzWUSx68orT1THSrw7+c1CALRRGnGwkgeoczqDwFUAt/WHEp29gT+LEAYAIU3B9quhHRt73X5nQKgja1jSBRjsp/jW4Kla42LS7+tKq4Sh62QS5pkMaWqOn3xTHdgwt9NtGRtJQgTpNdmIVaHV5BsH7cw8JiveVLupETTZuSV4xVujK1e7PTusIEx3Djknm+PfDvJQDfAvCjmVhDcicc6MW5g456r65G2mdFoU1tI4jrqO1afRn3zszj3pn5VlPbW9aMOTXrCYA1XkFbE+dPqwKAX3x83jkTs2vLBgCdWZ/G6PG6cVytK+tKXvSLLJh+XydffA2HT1UT/R8gfQF9NkmNKNnQKOorCuOrxjD3iVtbN+VZ9ZSsb2pBuzZorx/38ODt8Zqf/deGFaN0UAt/eLEGzyJSBPC8UurhHtlDcsam3ew/b9MXtuk+h+WFwpju1JOUXvgjpF2yzv7EqInrr4lsgIyTxD5+7kLr3+Gsz87pY9bMS8krQqCwaImwpcuCbNPvS9eIwyzKYECfTdLGRTY0ilcWah0360mPVSyIsXRDKbvEnE+SoDlIsJHdtqtILfzhxdowqJRaBnBHj2whfYDpTtnPPtqmCbroPvvTAE1xn+4Y5YQZ1vpKY/hKFArAY8+9jH0z81g9VmibjBXczos7jjrpdL5yycPBPdvwv+95j3Ws7UIX8nc2G5IMUiD9AX02SYPwRMGJ66/Bw3u3tzWHx+HacqlDFzkpn/rIjcbnFmp1p4D1zW63/ZrY+nGo7TzcuIzn/pKI/LaI/E8i8l7/T+aWkVywjT2NGutqeq/u8Tiv7SbDuqyUkwLHslJQaDjfN+sreHjv9tZIbJ+4waPNidueu7zUcOyTOyo49OEbjTcAUYtE1Ehd2+/adL6oY5K+gD6bJMbPpoYTJQBwYv8teGH6NpzYf4tzAF3yiti1ZUPspmkdlUAJnQmXWuo0RpID9jWB47aHG5fg+YcAbAXwy2hMrfoUgP9vlkaR3qBzDiZJI5dspEkqbvHKUofjMZ1Hd6feTYbVzx77GROXTLTvWIOfz45ffsaoW1fyCs7X4mOT1Qs69skdFXzqozfGPr5pAQz+Hky/g7vef5328V1bNkQek/QF9NkkMVGlez4u0qC+jnSwhK0bfJ/n1zZ3g7926dZBF/8J2BMY/hpChhNREfWkIvK9SqlvRj3WCyYmJtTJkyd7fdqhRFer5XcdA521zabmiHLJw/yDt7YdV/davzmk4qjoMDtXbZtqlwSvIDj0kXb5oTjKFy6SSrbPTJd1CF5zedyzXt+n925v+zxsxw8/b5LH8xVATO+z/W5MterhYxI9InJKKTXRg/Nk5rNF5IMAfhNAEcDvKqWmba+nzx48bth/RPu4AHhh+ra2x4INgLb3bNp/pOvmwOBaMztXxdSTp9sk8JIc78AdW7Xr4BqvoPXNOv9pW0/iKnmQ/sPkt12C568opd4beuyUUuqmlG2MZFgdcR6yYKaGNVMgtOOXn9E6k/XjHuY+cWvbYy7NcDaHkoZjDNsYbA4xBfhBXBU+dKOqbQFp2NHaOs5dHW+cGwLdAuiKaQHs5pijRA+D50x8drMZ8a8A/M8Avg3gywDuUkp9zfSeYfXZw8rsXNWorGG7SY5aT6LWhCi8guAta8ba5O6AqwmLJCvF+nEPSpnHj+tIcgPB5MJgY/LbRrUNEdmCxtbfupBu6NsArEnfxNGkG2m4bnBp7gtiKp3QPR5VGxyl3HDo6PmuAmd/vLXPxcV6Y4Qsrn6mly4vGd8fR8R/oVZv+33Zfp+67VB/iqHuartROTHRTfe3Sac7eEzqQ+dHD3z2+wD8tZ/BFpE/RkMCzxg8k8HCNgW2ulDDu+7/Au56/3X45OS2tudMMqR+yZ5NptSEXyW3ruTh0pWlVvKmulBrBfiVcgkP792Oe2fmnY/rk2RXUwGtgVzAVeUoWzkgG62HE1vN82YAHwJQRkM31P/zXgD/a+aWjQiu9WU2kjRxxWnYi/u4S4DmSxfp7O7W2ehUjOrLqi0QNUnYFQStGmlXwkGu6fdpui7bbUI3Kidhuu3+jqpTd60TJJmRtc+uAHg58PO3m4+1ISL3iMhJETl54UI6ta6kN0T5kmWl8JlnX8IDs2faHp/cUcHBPds6lJEuLtZx78w8Hnr6LO68qRLLr5bHPTy8dzvWrh7rSKaEh2N5Lt1bIVz6X3RUF2qYeuI0pp483Uom2HYpKVc3nBj/yyml/kQp9dMAPqSU+unAn59XSn2phzYONXEzwGGSBixxGvbivt4lQCuPe5h64nSb3VNPnMbsXBXlFJpBdPifqe2zXVFXB7q4qHS4HvuVhZpxqElRxNgA043Kyfpxr01aqtvaO3+BNB0zjRtBkpwe+GxdtNERNSilHlFKTSilJjZs2JDCaUmvcA30Hnvu5Y7HJndUsHa1fjP74mIdh09VsWvLBqNMaTiWvbhYx76Z+chyj1p9GXE3Km1N8C7UV5TT7ijl6oaXyAmDSqn/1gtDRhWXrXAbUYNJTISn3rk0od15UwXHz11w2pKPquV9s77ckf2tryj8m88+r53ylwb+Z2obEx6kMXHQbZuxIIJN+4+gYKiV9rcedSwrhTfeXIJXlDaHbCsfCauc6JpeuhkCYMI24rfbG0GSDhn67G8DuC7w8zsBvJLRuUiPmZ2rWsvZgoR9XFTdL3B1AJNpXdDFsq7hbZzhVb4CSNYjwissWxtqXMZzkwwxBT6ud6vdBCy2QEhXuzvz5ZexdpX9v4z/PpMvKwisAaltop6OOCNeqws17Jw+hl1bNuAzz76kfU255MVqwPPxFxNd4CyIbkqpryiUSx7Wrh5zUrgI3ly53Aj1gm5vBEnf82UA7xaRTQCqAH4cwE/kaxJJg7g+L1jyEOe93WR7o+xxPfayUi3f6GJ3nGP7sElw+GHwnDPdBj5ZBSy6jHZ9WbWCQFNjY1TzWpwMgQt+04hrBqG6UMPhU1XsfNc1OPGN19qe8wqCA3dsjdWAJ6LPmPgON05w/3qt3ib752O7uQrvDjwckLfrNd3eCJL+Rim1JCI/B+AoGlJ1v6+UOpuzWSQF4vg8ALjr/Vc3IOK8N0kg6mrP4VNVJzv8wD+49prWD68oeN8N6/Glb7zW5se9ggACbekGfd5oYFPb+EXbG5VSv5G+OaOJLQMcRVYBi0vmWlce0ustev8OP46OaK2+jG/9XQ2f3rtde9Oyz6Fze+2qIn71x7YZu7xXlIoV1AP6Gx7bzZVud2DqydM48NRZvF6r9zwD3S8Z8FGlFz5bKfUFAF/o9jgkG+Kq3biUWwQpinSobcTx+avHBPVlGBu2k/LJyW2YuP6atms3XVMweA+uvWEJ0/XjHm57zztw+FS1bW0RAHvfd13rfL7axnLT59PnjQa2zPNbm39vBvCDAJ5q/nw7gL/I0ijiTlTAklQ6zLUuOOw4Xd+XBv5Nwuxc1VhrbKK6UDPetLhcw6qxAg48ZU66XVsuxVpUbDc8JjuT7g5kSTc3gqRr6LNHmLiyp3HKLcJa+UHi+PzF+goKcnXHziUTbcvyAo1jbNp/pGN9s2lP69D5rp3Tx7TyosfPXcAnJzn8ZJQxBs9KqYcAQESeAfBepdR3mj8fAPBET6wjTpgClm40pF11OcPZ0iR6nkDDoV28dNm55tm/wwcaZQ1JtgK3fuJPcelKw87gsJOp3Zsjh7REaYTa6pXDJM1WJN0dIMMJffZoE7d5PE65xcXFunHtiOvzg0nnqNK2oJ83TZz1fX94fUuyKxtONpn8N5ugiUvN80YAVwI/XwFwQybWkFRJqsQBXHWQthHZgk5ZunAm3CUjXC55OLH/FufJguvHvVYzhi4z4IofOAONhr6pJ063fl7ucuyra0OKbVz2upIHEbRN1Qr+3pLuDpChhz57BInbPB7XL5jWDv/n+x4/nSiJoRsUpZuu6peq2daWoI1xy8h0ySZTYL+u5GHn9LHWcXdt2eCsREWGA5fg+T8C+EsR+Rwa/49+DMAfZmoVSQWTc/RVJ6K+4JM7Kjh09LwxeL775o3a9wcd16b9RyLt9Bu3w87O5IYvLtYxO1fF5I5KqoFhfaUxSOXS5SV0I5b3oRvfAcCtISVo/+xcFVNPnG7VAwYVOnS7Bi4ZcoBqFyMIffYIErd53PR6Wya4ulDDjl9+Bkqho6/CpVfEhAJQ8gotmdI1hqknLmtL0KfGKSNznQDrFQSXriy1lccF1ZvyKJcjvSdyLo9S6lcB/HMAFwEsAPhppdT/nsbJReSDInJeRP5aRPancUxyFVvQ5DpMxRachke0hvFrkaPwR3yHs642/MEbaQeGryzUImXlojh+7upUtckdFZzYf4uxzi5o/4GnzlobacIDRyZ3VCKlA9n5PXpk6bNJ/2IbZKWb5qp7vYs60MXFOhZq9Y6hXN364qC+v18moluf/Gsx2ZnUDtsE2OBgqLes6Zx4GIbDoYYf16GW82jUzH0OwN+JyMZuTywiRQC/A+CfAvh+AHeJyPd3e1xylagpebX6Mu6dmbeO9DY5oqgxq/4WmMs23rXlUivr6k8cjApgfUdnm1iVhDR6wHXZHJcJjS5Be9jBv255TxpTBcnAMo+UfTbpb0wTQAFop9AC6Hh9Ev/nB4pTuzfDK6bnjf316Yb9R7Djl5/B7FwVD8yewb2WqYPdJAtsa92J/bfghenbcGL/La1kTxQslxtuIss2RORfAXgQwN8AWMbVm9P3dHnu9wH4a6XUN5vn+WMAPwrga10elzRxKRsA7NtMSaXwXJtR/GPd/9nnY8kX+QF3WEaoX/DLSnzSknELO3jT1itF+keXDH026XNcFSP8gPfE/lvaXm9SqIiiFShm5IwvLtZx3xOnsWxZI4LNhcF6ZFc/67rWufaasFxuuHHJPP8CgM1Kqa1KqfcopbYppdJwwhUALwd+/nbzsTZE5B4ROSkiJy9cuBB+mkTgdx0XI8onTNtMpmxGlDOy3XWXAyUZa7wCTr74WqyR3L5DiyvsH2b9uL00pBt0W45+CYefwQh/hoWIpI3OkZu2Xv269qiyHDKUZOWzyQAS1fsS9BEmfxLFteUSDh09n7p+cxBb4AyglSzQZdld/KDrWhe1owuwXG4UcGkYfBnA6xmcW/ed7Ph2KKUeAfAIAExMTPRjkrGviVM+YXKySbR7TXfn5ZKHy0vttW2PGkZl6yh5hZZD66ZBBQDGV43hwdu3Yt/MfOoJkyQScba1wSRnN7mjgpMvvobHnnu59Tv2D8PGlZElK59NBhBbpjTsI3Q7ZLu2bLBO7/MDxW79cRp0ozAFuK11ps+IahujhUvw/E0AXxSRIwAu+w+mMK3q2wCuC/z8TgCvdHlMEiJOdrbbbaZgw1953INXkLZMRMkrQgTajmZXrlm7uuWUuh3I4i8c60qett645BUASOLstu5mxCZFVzbY4Zdg+I0yQQcNAIdPVY03R9R5Hkmy8tkkJ5IOuwKidZhr9WUceOps63i6ADI4va887mnVNuJOKkxzTLe/i2jLsm9/6Jm26YGmoS8ucBgUcQmeX2r+WdX8kxZfBvBuEdkEoArgxwH8RIrHJ3BvWuh2mymskXlxsQ6vKCiXvDYn2212Ing9SQeyBKnVl7HGK3QE+o3nGhly39HHdfjhm5EoKTqvKB12eEXBpctLuGH/kbZOeD/wX+MVIq+fjSsjR1Y+m+RAN8Ou/KC7Vl+2+q+FWr2jTyOIS7A4tXtzm38zIQC+cfBHcIODjGmQYkGgVlSHjGixIHjw9q0A7AmVoL+9uFjH1JMNXX8GwSQJkcGzP7UqbZRSSyLycwCOAigC+H2llHneMUmErXxi7eqx1LaZTKOi164ew/yDt7a9Lq62aJBgQJpkIIuOhcU6yuOeUc/an4JlO7Yuyx6+GYmSoqsvK6wf9zC+aqyV4Xnjzat6ouF31urLTjcOph2FbrJZpH/JymeTfEhaihAOuqOm+YWPl8g/OBRIu+5wBnfi1o97uO0978CR519t89PhDLIuoWK65vqy4q4cSYyL2sZx6GuRu27lV0p9AcAXuj0OMWPqIPZHUcfB5kyjplj579VNbSp5Rdx5UwXHz12wbvsFA9KwLQ/v3Q4geqKfjmvLpcjsbFRI/pY1Y62g17TQuEjRLSzWMfeJxs3GzuljkWPAozDtKHSTzSL9TZY+m/SepBMCTUM/XM6TxD8cOno+Uv84OJXWVKbm8503lwA0ytZ0dddeUaAUsG9mHoeOnm/VHQez7JWI0j7uypGkuJRt/FLg32sA3AlgKRtzRoukmb8470tLIi3KmdqmW4XfG3SvRRHceVMFE9df0xouossUlEteK+A32XJwzzYc3LMN93/2+VjqHa+8bp5m6Eow6O2GYFbGxbELgDVeUZtpMTUZAt031pC+hj57iIg7OdAnbmAYPJ7JPzz09Nm2teSG7yrh2W9edN7xU7i6Jh24YyvutZTx+cesLtTw6LMvdfjo+rIyTvlbVqpNlckUQHNXjiTFpWzjVOihEyLyXzKyZ2SIe2dvyty6ZASSNDeEncely0vWYMumkWlrWlxWCjNffhkzf/lyq6QhOBJ1faA5xZfSswV+U7s3401L4LyqKFi7eqwto5tG34rLVuR6S2kI0JkldmmIVGgMOojr6JNms0j/Q589XCTV2o9SPLIdz+QHLi7WWz6sulCL3bBdFGmrrS4AHTXMOrod3vKLj89r1Yx2bdnQ8Rh35YgLkTrPInJN4M/bRWQ3gO/pgW1DjS0ADON/mX1Hpat9TXMUaPB8vlamaXst6GRXj13977R+3GtJykUFZPVl1VELrNBw8m/WVzpGwZoc9isLNRw6et7qaMdXNcor0sS12fLB27caJ3DpNEVd9EQr5VKkfrQOU7BPYf/Bhz57uEiqta+bvuqX7EUdLys/sKxUS3f50NHzToFzN7yyUMPkjgretkav6e/vdgaJszaT0cUlijiFq8nAJQAvAPiZLI0aBeJk/lzk5tLMGMaVtwvfqQONDMVDT59tvSaJpJwuYLd1jfsBdtQxXWqPXSmKOI/ADk98DNblmTScg6/X1YonVUhJms0iAwF9dh+RRglA3N1D3fRVAXDnTVePYzteGkpGJvxAtBe7XOuaA7led0j+2B6zPU5GE5eyjU29MGTUiFPH5vKlTTNTEFfezhRsX1ys4/7PnsGdN1WsIvtxWVYKXlEim1N6wYpSsRY1/7Wu24LBRTPNOry0auFJ/0Gf3T9kVQIQ5QtMzYK6TKvtWKYb927xde7TTGTo+Ps369i0/4hRiclP/gSv36S8xF05EsRFbcMD8C8A/OPmQ18E8O+VUtn+rx9y4mT+ojK3aWcMTecLyqgFnaxNu7lWX8bxcxdadbk6R+wVBVBoK92wOev1TQm3fiCJQ03arJe2MD+F/ocT+uz+IYvGXJeA3DV7ajrWyRdfa03MS3ugic93Lnf68IIAb1vTCKqDO3OvvF5L1JviLyk6+0teEbu2bOi4fq8gHckZ7sqRMC5lG/8HAA/Av2v+/JPNx/6XrIwaBeJk/mzalTZFhaSYAnvTRKao4D7osAXQTqgC2j8L2/EWFuupj9NOQlB2yUY4s2Gr2SYkBeiz+4Q0SgDiNm8DZp+s0JDADE4F1B0rqG6RReCsACxrOvjWlTytalHUQBXXAL8oghWlWuuOdj7Bikp9DgIZPlyC5x9USt0Y+PmYiJzOyqBRwjXz1+st9rjni6qPW1fyOqYPlrwiHt67ve2YwfKE+x4/bXSGLq7cH2m9c/pYVyO8bQRll0zoMjumrDq3BUlK0Gf3CUll5nx0/sOE6/TVYKbaFMTnlZxYMKgRRSkVuQb4K0rhhenbWj+bdk1fr9XbhnsREsYleF4WkXcppb4BACLyvQDS7yIgVtLcYnepnY1zvpZu51NnO2rYSl4RInDSDPWzuPd/9ozWGbrW3QmuShBFBfa2Y/ra0vtm5rWvqTgsgKbawzSb/wgJQZ/dJ+zasqFNfzj4uAtxmrcLARk43yc/9PRZbdDpZ6ptk1XzwHRT4Zr8jspAh4/f7c0NGV0iperQENw/LiJfbGqFHgNwX7ZmkazQydD50kHdMLmjgvkHb8Wn927vkEAyZRMuLtY77Djw1FnjYuGaDVEADp+qthaSO2+qoCidEnFRwbg/lOXhvds7JOOkafPO6WPWz86W2YkrPUWII/TZfYKuQc/2eJg45R1BGTig4ZNtspyvLCSrI86SVxZquGH/kQ6/alLLCOMPR9ERTKr46ORAmcggLlgzzyJSBHAjgHcD2IzG/79zSqnLPbCNZEDWk+V0GWvbhKewHWkpcviZbQCY+cuXjdJ2JtaPex2STqYhNftm5nHvzLy2/tyU2fDLSvoJTtUafOiz+4tua55tzdt/X1vq8GthX247z7XlUk/7LDoaxQuCVWMFXLpy1eeHh3/5jYuuMX5RxJp8OXyqionrr9H6dvo9Egdr5lkptQzgDqXUZaXU80qp03TCg00eGpYuwz6y4OJiHf/ms893DGCJwm+ODOIPIqmUSx2OPBxIBzMng5LZ0O1IhK+F9D/02f1Ft8OITP7jwdu3YsWQNg76ctN5/GZn0/Plkte2M/axmzc62WvCKwruvnlj65jlkoe3rBlrC5zD+I2Lrj0rJa8YWfusG3aSZMgUIS5lG18Skd8Wkf9JRN7r/8ncMpIJeU2WC04ftLF+XD8JKimLllHdOsolz1hCMTtXdRqXDbQ35SSZDtZrTLXZQHqlPaRn0Gf3Cd3ePNumC9p8+exctdUsHS5YEwB337wRkzsqRvsO3LG1FVBO7d6MI8+/6njFDbm5Dm+vgInrr8GJ/bfg4b3bcXlpxanWOirt4V+b/7m49KFQ1YikgUvD4A81//7lwGMKQH/tORMnTA10i1eWWjXCafLA7Jk22aMoHrx9K+616EZnzdrVY8bA2Q+GXfGzHIOQzYhaUNIs7SGZQ5/dJ6RRFmBq3jZJioa1i4MNypVyCbu2bMDxcxewaf8RXFsu4c6bKi1N57B9s3NVTD152nkgleCqTnOQ+opq+Y84TZBR+NcULIGLmozIZkCSBi4TBnf1whDSG0zKGP40wOBrgiSph52dq8YKnNeuKmJyR8XYIR6kIFcF8NPEFEQmdfiDkuVwGaE+KNcy6tBn9xdZDSMyBeamXSS/JyMsfXf4VNW4G3bo6PnYk1xNzX3VhRo27T+Sugxe0C+F+1PCeEXpu5I5Mpi4TBj8Rc3DrwM4pZSaT90ikgq2YNe/+w9nB0zZxaQjZg8dPR/LUS42699ue887tPJOPuvHPbxxeQkrGYznNmUlkgaOg5LliJL0AwbnWkYd+uzRQReYm7SLX1moxW4Yj+v3fB9huhHPQtwj7Jf8z2R2ropfnJlHsHBvOYM1g4wmLmUbE80/Tzd/vg3AlwH8rIg8oZT69ayMI8lIe3yrbmBJ0OGaAvWkjtcm41TyilAKsbMhLthqEV0ys3GOZ8P0eWaphmFTFOnmWkgu0GePMCbtZpu6hunxuDrQQa3+ODt1Ja9ofb0/mfaNN5faGsBtfunAU2cR7nhZaT7O8jPSLS7B83cBeK9S6g0AEJEHATwJ4B8DOAWAjrjPcMkumJxiOdCw5wfhpg7mVxZq1kA9TsAZdIK2oPvgnm3GzEoUUbrOtkY+24h0HUUR3HlT/O1a0+d58sXXcPhUNXb2Pw7BLBZl6wYa+uwRZXauijfeXOp43C9XMJUzhLO3/vc/TuAclPcErpaTRKU5iiI4uGeb0bZgTfMDs2fw2HMN6VGdjw36LdN5wzuuWUI/Ory4SCBsBHAl8HMdwPVKqRoASiD1IS7ZBZOiT/DxqDrfa8sla6A+tXtzR6e3iTXe1f+K60p6xQ3/WOUEihwfu3kjXpi+zdiNXRTBvpn5liyb362+qSnVBnSqZtx980Z4Rf0VLivVGtQSB9Pn+dhzLxs/5yygfNNAQ5895IT9k+9nDh09r5XmXLtqzKquEczeBmUrXfHl83y7/ATH3Tdv1A6oCrKilJNts3NVHD5VbSVzwj42LLeZN1kNJCP9gUvm+Y8APCsif9L8+XYAj4nIWgBfy8wykhiXkaOmpo6FWr2lumHLAPtOzVZfN7mjgpMvvubUNHhxsY59M/N44uRLuHSlM3MCNLK8B546i0uX9c/rKIrgrvdfh09ObgNgru31HXJ1oYapJ08DCq1FyHd6B/ds6xhs8vnTrxozGUkUKkyfuS37T0gI+uwhxrbbZ/IHvr93Uf9waY4WXC0DKY97UAq4d2a+Y4CUrXfFx1+XomyL2lF1bepOWw7VRNYDyUi+uKht/IqIfAHAP0LjO/OzSqmTzafvztI4kgyThFEwu2ArqYgqu/C32XyHZQvUJ66/Bkeef9VZ0/PEN16zviZqyy0cLIcJO+iCSEdgqqunrtWXce/MPB56+iyUaixG15ZLkfYkqfs2fea6AJpNfCQMffZwYwvKXBInUeofLj5LATix/5aOQD5uxje8Ltlsi9pRdbHbK0rHAKysyGMgGekdLplnKKVOoVErR/ocv8aqVl9uBVy6sdE2dYVg2YUuCA/WBtsC9bBjzRIB8ML0bbHfFzWRKkzwJkDXWBfGJbgN1sWVxz14BWnbehUA37thHP/9by91vHfXlg0xrCejAn328GILyh7euz0ycRImXJe7rtSp0xzGL3/rVrPZdXgWEL2jaks8rCjV85pjlxsZMrg4Bc8kH+I2G4SD1WWlWo4z/D7/Z9NAEr/sArBv8dles3P6WE8CZ8DdIaUd0AcHEITxBxbsnD5m/PwemD3TtrV5cbGOQqhEUAH4a03gDNiVSQghw4ctKIs7lEVXAuIVpeMGPkgwGI+rQAS0+8uFmn2+QJCoHVWXZE8vcdkBJoMLg+c+JYm2ctwaK5eyCxeBf9NrerU9pWt4iVM3F6ZYEBQA4+IRxh9AUF2otWX7d23ZgJkvv9wqA2nVUzcxDYPRndZkie0zZqc3IcNHVFCmU83ZNzPvXN9cX1ZYP+5hfNUYXlmoYV3JgwiwsFjvOIapnMxG+NWudcBRNwZpTHNMk36zh6QLg+c+JUmzQZIaqzTujk1BWhJtZBeCjl03TtZ20+ES0L919RgO3LHVeGMRJjwe1mfHLz/TUT9dX1b4+OfOYEUhley3KeOedLANISQ/XG54w5rsRZE25R1XXzg7VzX6t4XFOuY+cWukvXEDZxOuiZaoZE5W0xyT0m/2kPRg8NynJAmEk9RYuTpiEzYH7TK1Li6+JJJuCqIp2A3edLgE9Au1eqvmG2hM7DItEYLGNe+cPtax0JmaJC9dSfZ5xBlcwk5vQgaLODe8/s+219t8gP9eE+tKnrXczKcSM0FSEP3OGuuAyaDhXq1PeorJmdicjIuGp09QJ/TQ0fPYtWUDSl6xTbJNp0kZ1hc98NRZa5AW1EZOg2D92gOzZ/Cu+7+AG/Yfwb0z81Yn7t906D4jHcGFyJZbCcoyZanhWfKKuPvmjW0607ZaPnZ6EzJYmILd+x4/3aHnbHu9HxzbfICtfM0rCC5dWXLSJ57avRleuEnDgFcU/MT7NzqvUYT0M8w89ylJyilca6x0GQ6dFnM4U6l7nwnfcQe3rW7YfyTyum01dOXS1QlWd////lukrF0QnZZolFqGf/2u2ZWOKY6GrvUohY6CAD/x/o04fu5C4lo5dnoTMlhEaby7lqBVF2pWX2sb0w0Aq8YKHbtjpl2ryR0VY+9GkPXjXmvHcOL6a1KvA2Z/B+k1DJ77lKTNBi41Vrqsg0tDWhxZIgV0lDK4BKHLSsErCpaXFVZCz126stTKfsQJnHVaokB7qYptCIlO/slE8PM6cMdWTD1xuq3x0CsI9r7vurZR20GCi0w3sNObpI2IfATAAQD/AMD7AtrRJAVcSsrilqCF8X2AqcStIOayMlPAvWAJnMslDwfuaPdnadcBs7+D5EEuwTOdsBtJnExYMzg40MMPZONs3QczlXG3/MNOzLUGur6stGUe9WUVexy1TuNaJ+lnygab5J8uXV7SZpXDwwjC7/NtySL7EoSd3iQDvgpgD4B/n7chw8iuLRucJvL5PRa7tmww3oTrCPtCnS+2CQzpEiKAPehfu3qsqzXMxW+xv4PkQV6ZZzrhDAgHheGBHlGTA6Ma0kzv89UvTM16B54623YjcN/jpyO7tJNIswUJ63sGHbJuqqBOr9kk/+QfzyWza7oB6kUXNju9SZoopb4OACJpdTCQIHE026sLNRw+VcWdN1Va5V02jypAmyJQHF8cPu/UE6fbjjG1e7N1XkAckmSRbeUrhGRFLg2DSqmvK6XipRBJJFFlFcHJgeGmDT9wLDYXRl1Dmqkh8cHbt+LE/luMTYELtXpbs0k38kbXlkuRdbth232H7DfAmM7v6zW7NOSFmyGjXp8V4QbOrBoWCXFFRO4RkZMicvLCBQ7xcSVuoFmrL+P4uQs4sf8WvDB9W2vqnw6dz5zcUcFKAl9cX1E48NTZtuOUS57zeW1ENUHGOYcA9IckM/q+5llE7gFwDwBs3LgxZ2v6Gxfn608OPPnia3jsuZdbgaTvQl2mEpq21EpeAYv1cKUyWu8B7PJILixeWcJt73mHdrvy3d+9Fn/2iz+sPbfL1qZJr9lE3pld1vqRtBGRPwfwPZqnPq6U+hOXYyilHgHwCABMTEykIwQ8AtjGS9t6Mnymdm/G1JOnO7TlvYIYex2SavEv1OptJRwH7tiaSo9F0lkFOjlRBbB0g2RGZplnEflzEfmq5s+PxjmOUuoRpdSEUmpiw4YNWZk7FLjc5V9bLmF2rorDp6pGh2y705/cUWllOk7sv6VNNs4UOAPR8kiuXFys4/CpKt67cV1HpvvbF9/UZhpcbiqCes2Dkq1IkqUhxIZS6gNKqR/Q/HEKnElyTDt7n/rojcascrjH4tCHb8T68atZ4HLJw6GP3GgMIF2lO3UEJezS2olLItE6uaPSdZkfIXHJLPOslPpAVscmeqIa8oKd1lFBbFyn89hzL1ufj5JHMqHLutTqy3j2mxedpPUOHT1vdKz+sYO1zoOUvaWWMyHDQ9TOXjc9FrZznnzxNa1UqQtBnxtnLLiJpCpBJiUnSnOSrOj7sg1iJ9yZHGwgMalt7DM0dwSJ63RsdcxR8kiN1xRQC2WuS17RGOSbzucfX9fQFz72wT3btDYNSqc2tZxJLxGRHwPwWwA2ADgiIvNKqd05mzVU2BqMgXTVc2xTWeMQvlnvppws6XWagu5dWzY4TUokJC55SdXRCaeAzkkdPlU1bpf5zWVRGYYktWq2urygPToH5z8fdOb+mHDTcW3ne2D2DI6fu2AMnCsONxKDkL2lljPpJUqpzwH4XN52jCpp9lhEJRfiUB5vbxbsVjouyXXqgu6wlN8g7SqS/ieX4JlOOB3iOKkoZ+mXLuh0kW34Aa8pkP3YzRtbx4rKKugCbN1xBcDN37seX/rGa9obAdsWZFCyaXauahz3NwjZW2o5E9Lf9OvkuzT6T3zCLjqvcrJw0L1z+hj1n0lmDH3ZRr86rziYriGOk7I5y7gBc9AuU0BeFMFd778On5zc1va47+CCNXG+fN7kjoqTU1cAvvLS68YA2ZZZ94Pi2bkqpp483eH4gUYX7eKVJWzaf6Tv/8/krfhBCNHTz2o4aQayr4eGRfVLORl7QkiWDHXw3M/OyxXbNcRxUiaHERbPj4Mp0A1LvoWDf9t2mqtjs5V0mAiWNBw6er5D0slnBVcHzAzi/xlCSP5kPfmum8SQTaLONG3Vdqwg/VJO1i9BPBlOchmS0iuGQcrLdg0maSOdk0oiARSFyfkGHw8PKKku1PDosy8ZrymOPb5ShgtFkbba6zjZh0H7P0MIyZ//f3v3HyxXXd5x/PMQrhhqx0RNK14JMIVCjWBSMhYHZyqVAWr4EUFF6kxR/mDs6FioZQxNa+JYx1RqsVXbjm21TqEarRqjDA5BaO0wpjZIgKREpaLUyGjaGmwlxZvcp3/snnvP7j0/vmf3nD0/9v2aYbx3d+/ud7/mPvvc53y/zzfr5Ltx22EmxdWobVyItM+OD1y9VrdevXag3V1k5jjTzDJb8jNJHT+acIBUkc9HoKhOV567cNkm6z0UWfNaRTUgazNf5F1f2L8kUc7qyXnr1WuXjDOtEjLbr2KHtFmadx+Yl6KHA8S7eLR9GRCA6mXFmOGrWUXjSkhVO+s5Q/afDG/gnpt3rVg+IzPp8FNzmeNswnIy9oSgSp1Onrtw2SbvPYQGqSoCSdqSiej2HQ8cXFj+EOIFK5YH7ZqWFg81uffAIb3hvNUL7fmOS0noky4tJp3GlcbU6+LB7m0AIbL67scT3VGWF+YVhkKeM++zI2kD9+Ejc1o+s0y3Xr12IjFv3GJFE5J4dFOnk+emrL0aR5nvoexAktaYPjoNK2upw3A1Of6eksa5/pTnLFRBhg81ibfnS9rEmHZpUepVxqMEf8XyGV36kpMSK9kuDRxnHmH3NoBhUdKXtfk5SnRHWRudV1RJe863f+pBSeEV77TnuWFoo3eeUZLgLuxZQnd1OnnuwmWbtErsKKc3lS0vsc9aHhOvFoe8h+i+t3/qwdQEVpK27hxcJrJi+Yy2Xr6m0KXF23Y/njiGtEp7m5YBAahWaA/lKNEdZXnhqLH3mPtCAiopNznNGkNoMjtqElz1hktgHJ1OnqVuXLaJt3d71xf2DyR3df41Hh3tGlVkl5npqnMX5zutOrJi+cxAC7u8o1x3PHBQW3fu1+GhlkhxBw8f0U2fflBz84MJ7k9+erTw+0qrqKet8W7qMiDWZwOTF9JuM57ojrK8MK8wlLXeOl5syEtO8/aGhCSzoybBXdizhO7qdLeNLon+ek9aQzzpbhDRSYWnbrpDt+1+fCGhPOauz9x/cGHHd9pu562Xrxl4rqxd49H9WYmzpIUNLcPmjnnhuUkb9zW/cvLEdm9Hc3zapjt0/rZ7Cu/OH3c3PoDRZCV3Sd0nQrtCDMcEqddm9LFtG3Tfpl8bSESTnnN4jCHJad7zSL3YkhWrQroyJUn742H4REOgDp2uPHep8ha6fq6oonOUd0kyXlEIWTaTV5UIreKUOTdZ447WXlf5b6qMtX5c8gTqkVatHe5/HwmJkzseODhwZS260hb/+aTnTFrmFo0xep60+4bHltUXOrovKVaFdGVKkrap+3//76h2PHCQOIZadTZ57tpmg7wEcJSlA6PMUUgyGx9r3rKZvOpH3vuO+jdnBfdR5iZt3JNYBlRG4sslT6Aeo2zyzosrW3fuX3JlbW7etXXn/tSfS+qWMTyW0M3VaZuxpaVtRIdjVV5XpjQb180mLtebm3eKAKhdZ5PnrlXestaehS4dGK4y/+Tpo4XnKCT5yktW4+PIay2X9b5nlpluec1LFi9/Jqx5nllmiZc/m3xFoozEtwttGoE2qmKjetqytbzlbKFX//LGGe8eEnICYbSU46aLz0zdQyJp4TFpczN89Hf8+YE6dTZ5bmrlbdTELa1naFY3ieHXHa4yp8mao7wNJNYfa+g4khLn+B8DWb1S4xE8ev/xSsXKE2e05bLBuWnDFYkyEt8utGkE2qpJG9WzxhIyzuGYGXp0dxRbrzp3dkmf/uHHRGMZlhYLrT+upswxpk9nNwxWcRz1uMbZxLVx3dIjTz9w9Vrt3XJRUAAJWW4RyZqjrA0kpl4LuqI7r6Xe8oukzTTR+05aHxddvotsXDervVsu0ne2bdB3tm3QA+9cOjdtOLK9jGNlk/691HFELoDxJR2XHYl/foy70ThJkc+OYUfmjuneA4cWYlHaY9Li700Xn6mkldGu7HMEgKp1tvLcxMrbuEtJxqlmhFbcozlKq5APt6eLzAZW0dPGMe+ux7ZtWHJ7NI6QHsshVf2mXpGIK+uyb5OqXwBGt+WyNbph+97E+8Y5qTDEuLHx+4ePLMSi0zbdkVi5TnuNjetmU993k2I2pk9nk+cmHpBSZ+KWdvlr5YkzOvEZxw/MkZTePF+SPnP/wYFkNkq4Q+a2yJKEkMMGop8L/eBoy1pgEl8A0mJRIE3eSYXDpwoWlbdUT+p9Bpxw/HGJa7DjsXWU+Ju2ZrppMRvTpbPLNqResEjrg1mHOpeSpC0F2HLZmiVzlFUhH3fZQ5ElCXmXC+M/FzquMpZEAMAkxJf6pck7qfCYu27cvlenjriUIylmzhxnWnnizMCSsK2Xr8mNraPEX2I2mqizlecmqnMpSZFK/CgV8tDqeRnjkJYuEwkdcxOvSABAkiIFhKwKcXSdMOmKXFTZPnj4yEJP5tmhpXrRWEJiZnzT9jNnButzo8RfYjaaiOR5guoOAqFLAVKP1e4v8Rj3Etq441hmpu8fPrJQVd64brbQ5UCWRABogyIFhMzORDHxfTZp3Y+Gk+wiMfPpo/MLX//oqbklyfoo8ZeYjaYheZ6wcYPAJHoUZ53stOGck5a0Haqqep72YZAU4Ju4QRQApNHjdpHTCvNOFYzLWicdGeVchK6drwCk6fSa564Zp9Vd6POfv+0e3bh9r44eWxp85+Z9oO1Q1S3Q4u3W0sQDM63ZADTNOHG76Hrfjetm9f7XvSS1nWgkb510pOhm9nE2xVfRZg+oCpXnFqnyr/qQzhbSYNuhSUg7YnZ4TNFjSZYBNMk4cXucNcJpFej4QVZ5nTSKbmYftZtRGw6vAuKoPLdIla3uQhvh19EeKG9stCwC0FRp8fng4SNBVdZRukZtXDer+ZSlG67FhDTr0KtRlr2N2hmjDYdXAXEkzy1SZau7kAS8rjXEWWNjXTOAJsuKz1Usv8t73fgyuOGlcdFJrqMuext1+VwbDq8C4li2MSFlbPSrclNcVmeLefda2wNljY11zQCaLKQLxpG5Y9q6c3+pm8FDPy+q2MQ+vJkxT9mHV01iYz2mG8nzBJS1nqvKVndpgbYJyWmTxwYAWYbjdlofjMNH5hb6I5ex5ncSrVHL+my74KxVum3344m31zUmIAvJ8wSUudGvSJWgyF/fdfegjmSNue6xAZgeeYeHFBGP2+dvuyf3uGsp+TOiaEW16k3UZX223XvgUKHbJzEmIAvJ8wTUsZ5rlL++6+5WETLm6IMjfkAKAJQp9PCQUYQeZiINfkY0saJa1mdbmZ+RrJ/GJLBhcAKq3OiXpordy1X34cwac9U9rgEgEnJ4yKiSNtWtPHEm8bHxz4gmdqQo67OtzM/IOj5vMX1qSZ7N7BYzO2BmD5nZ58xsRR3jmJRR2/eMo+y/vstOXpMS8awxN/GDA0A3lX14yLDh9nNbLluT+xnRxIpqWZ9tZX5G1vF5i+lTV+V5l6QXu/s5kr4p6eaaxjERdZx+V/Zf32nJ6w3b9xauQqcl4isyqi9N/OAA0E15cXLcKuZw8UBS7mdEEyuqZX22lfkZyWmzmATzlEbqExuA2aslvcbd35D32PXr1/uePXsmMKr2SzoxcJwOFadtuiN1l3jR507bMLNi+YyePjqfOOZo486w2RXLC7dFqgOtk2Bm97v7+rrHMUltjdlZJ66O2+knJDYnxQtp6UmrdB0CqpUWt5uw5vk6SXem3Wlm15vZHjPbc+hQ8Z2306rsv77zqhshSyiiakvaTvMnj8yljrnNl+JYrw20S9mHh8TlLUFLixdSfnUawGRUVnk2s7slPT/hrs3u/vn+YzZLWi/pSg8YSFurGF2QVYmJmKTHtm0Y+efzqshtrd6m/cHQlqo5ykHlGVL2VTyTdFy/Ld4w4gUweWlxu7JWde5+Yc6ArpV0qaRXhiTO6KkrgYy3ikurHGdVp7N2r0thVeS6W+mNivXaACJpp+lJveO6kxJniXgBNEktfZ7N7BJJ75D0q+7+VB1jaKO6+3xGyWvamr2s5Dcr8I968EBblH30LIDmSyt0FOnzHPeCFctbe/UN6Jq61jx/SNLPStplZnvN7C9rGkerNKVd2yjrqdMSxehSZJc/ANq8XhtAcVn7HIbjZ4jlM8t0wVmr2DsBNEQtlWd3P72O1227Jl3+L7qEIqnaMi0JJMeLA9Ml74jokOO6l5lp3n0hXnDsNNAcHM/dIm2+/D/tCWRb12sDKK5IoSOtsDB8Ne/G7XsLvRaA6pA8t0jbq7ckkACmQZFCR2hhoc3FE6BrSJ5bZNqrtwDQBkULHSGFhbYXT4AuIXlumTqqt+zwBmBmt0i6TNJPJf27pDe5++FaB9VQVRQ6KJ4AzUHyjEx1t8cD0Bi7JN3s7kfN7I8k3axey1EkqKLQwdI3oBlInpGJHd4AJMnd74p9u1vSa+oaS9fVcbWPK4xAOJJnZGpSezwAjXGdpO1Jd5jZ9ZKul6TVq1dPckydUMfVPq4wAsXUdUgKWiJtJzc7vIHuMbO7zWxfwn9XxB6zWdJRSbcnPYe7f8Td17v7+lWrVk1q6I2x44GDOn/bPTpt0x06f9s9hQ8xGeUwrDpeE5hmVJ6RiR3ewPRw9wuz7jezayVdKumV7u6TGVV7lFHBLXq1r47XBKYdlWdkGuUobgDdY2aXqLdB8HJ3f6ru8TRRGRXcolf76nhNYNpReUYudngDkPQhSSdI2mVmkrTb3d9c75CapYwKbtGrfXW8JjDtSJ4BALnc/fS6x9B0ZZwCWLSfcx2vCUw7kmcAAEpQVgW3yNW+Ol4TmHYkzwAAlKCOCm7R16SfMzA+kmcAAEoyagV3nKQ29DXp5wyUg+QZmahSAEC1JpXUcmIsUA5a1SFVFNAPHj4i12JAL9qAHwCQblKHlNDPGSgHyTNSceoUAFRvUkkt/ZyBcpA8IxVVCgCo3qSS2psuPlPLZ5YN3EY/Z6A4kmekokoBANWbVFLLibFAOdgwiFScOgUA1Ztkizv6OQPjI3lGKk6dAoDJIKkF2oPkGZkI6AAAAItY8wwAAAAEInkGAAAAArFsAwCAAjh5FZhuJM8AAASa1FHaAJqL5BkA0AhtqOhmnbzatLECqAbJMwCgdm2p6HLyKoBaNgya2bvN7CEz22tmd5nZC+oYBwCgGbIquk3CyasA6uq2cYu7n+PuayV9UdI7axoHAKAB2lLRndRR2gCaq5bk2d1/HPv2ZyR5HeMAADRDWyq6G9fN6r1Xnq3ZFctlkmZXLNd7rzy7UUtLAFSrtjXPZvYeSb8p6UlJF2Q87npJ10vS6tWrJzM4AMBE3XTxmQNrnqXmVnQ5eRWYbpVVns3sbjPbl/DfFZLk7pvd/WRJt0t6a9rzuPtH3H29u69ftWpVVcMFANSIii6Atqis8uzuFwY+9O8l3SFpS1VjAQA0HxVdAG1QV7eNM2LfXi7pQB3jAAAAAIqoa83zNjM7U9K8pO9KenNN4wAAIFgbDnIBUK1akmd3v6qO1wUAYFRtOcgFQLU4YRCoANUpYDRN/t3haG4AEskzUDqqU8Bomv6705aDXABUq64TBoHOassxw0DTNP13py0HuQCoFskzUDKqU8Bomv67w9HcACSSZ6B0VKeA0TT9d4eDXABIrHkGStemY4aBJmnD7w4HuQAgeQZKFn2wNrVjANBU/O4AaAOSZ6ACVKeA0fC7A6DpWPMMAAAABCJ5BgAAAAKRPAMAAACBSJ4BAACAQCTPAAAAQCCSZwAAACAQyTMAAAAQiOQZAAAACETyDAAAAAQyd697DMHM7JCk7wY89HmS/rPi4bQFc7GIuRjEfCyaxFyc4u6rKn6NRiFmj4S5GMR8LGIuBtUWt1uVPIcysz3uvr7ucTQBc7GIuRjEfCxiLurF/C9iLgYxH4uYi0F1zgfLNgAAAIBAJM8AAABAoK4mzx+pewANwlwsYi4GMR+LmIt6Mf+LmItBzMci5mJQbfPRyTXPAAAAQBW6WnkGAAAASkfyDAAAAATqTPJsZreY2QEze8jMPmdmK2L33Wxmj5rZN8zs4hqHOTFm9loz229m82a2fui+aZyPS/rv91Ez21T3eCbNzD5qZj80s32x255jZrvM7Fv9/11Z5xgnxcxONrN7zeyR/u/Ib/dvn8r5qAsxexAxexAxm5gdaWLM7kzyLGmXpBe7+zmSvinpZkkysxdJer2kNZIukfTnZrastlFOzj5JV0r6SvzGaZyP/vv7sKRfl/QiSdf052Ga/K16/3/HbZL0ZXc/Q9KX+99Pg6OS3u7uvyTpPElv6f97mNb5qAsxexAxu4+YLYmYHde4mN2Z5Nnd73L3o/1vd0t6Yf/rKyR90t2fdvfHJD0q6aV1jHGS3P0Rd/9Gwl3TOB8vlfSou3/b3X8q6ZPqzcPUcPevSPrvoZuvkPTx/tcfl7RxkmOqi7s/4e5f73/9P5IekTSrKZ2PuhCzBxGzBxCzidkLmhizO5M8D7lO0p39r2cl/Ufsvu/1b5tW0zgf0/ieQ/y8uz8h9YKTpJ+reTwTZ2anSlon6V/EfNSJmJ1uGudjGt9ziKmPUU2J2cdP6oXKYGZ3S3p+wl2b3f3z/cdsVq/Ef3v0YwmP70R/vpD5SPqxhNs6MR8ZpvE9I4eZPUvSZyTd4O4/Nkv6Z4JxELMHEbODTeN7Ro4mxexWJc/ufmHW/WZ2raRLJb3SFxtYf0/SybGHvVDS96sZ4WTlzUeKzs5Hhml8zyF+YGYnufsTZnaSpB/WPaBJMbMZ9YLw7e7+2f7NUzsfVSFmDyJmB5vG9xxiamNU02J2Z5ZtmNklkt4h6XJ3fyp2105JrzezE8zsNElnSPpaHWNsiGmcj3+VdIaZnWZmz1Bv883OmsfUBDslXdv/+lpJaZWvTrFeueJvJD3i7n8Su2sq56MuxOxg0zgfxOxkUxmjmhizO3PCoJk9KukESf/Vv2m3u7+5f99m9dbUHVWv3H9n8rN0h5m9WtIHJa2SdFjSXne/uH/fNM7HqyR9QNIySR919/fUO6LJMrNPSHqFpOdJ+oGkLZJ2SPqUpNWSHpf0Wncf3qDSOWb2ckn/LOlhSfP9m39PvTV0UzcfdSFmDyJmDyJmE7MjTYzZnUmeAQAAgKp1ZtkGAAAAUDWSZwAAACAQyTMAAAAQiOQZAAAACETyDAAAAAQieQYCmdmpZrav//V6M/uzMZ5rq5kdNLO9/f9eVd5IAQDEbFSlVScMAk3h7nsk7RnzaW519z8uYzwAgHTEbJSJyjMao18lOGBmf21m+8zsdjO70MzuM7NvmdlL+497lpl9zMweNrOHzOwqM/stM3tf7LneaGYf7H+9w8zuN7P9ZnZ97DEXmdlXzezrZvZpM3tWwpjONbMHzeyrkt4Su/0VZvbF/tdbzezjZnaXmX3HzK40s/f1x/el/rGiANApxGxMK5JnNM3pkv5U0jmSzpL0G5JeLul31TtRSJL+QNKT7n62u58j6R5J/yDpytjzXC1pe//r69z9XEnrJb3NzJ5rZs+T9PuSLnT3X1avIvE7CeP5mKS3ufvLcsb9C5I2SLpC0m2S7nX3syUd6d+e5K39D5KPmtnKnOcHgCYiZmPqkDyjaR5z94fdfV7Sfklf9t4xmA9LOrX/mAslfTj6AXf/kbsfkvRtMzvPzJ4r6UxJ9/Uf8jYze1DSbkknSzpD0nmSXiTpPjPbK+laSafEB2Jmz5a0wt3/qX/T32WM+053n+uPc5mkL/Vvj4877i/UC95rJT0h6f0Zzw0ATUXMxtRhzTOa5unY1/Ox7+e1+O/VJCWdK79d0uskHZD0OXd3M3uFeoH7Ze7+lJn9o6Rn9p9jl7tfkzGWtNdJHbe7z5vZnC+eex8f9wJ3/8HCi5j9laQvBr4OADQJMRtTh8oz2uguSW+NvoldPvuspI2SrtHi5b9nS/pRPwifpV71QupVNM43s9P7z3Gimf1i/EXc/bCkJ83s5f2b3lDWGzCzk2LfvlrSvrKeGwAahpiNTiF5Rhv9oaSV/Q0qD0q6QOpdCpT0b5JOcfev9R/7JUnHm9lDkt6tXgBW/5LhGyV9on/fbvXW6w17k6QP9zefHCnxPUSbUx7qj//GEp8bAJqEmI1OscUrFQAAAACyUHkGAAAAApE8AwAAAIFIngEAAIBAJM8AAABAIJJnAAAAIBDJMwAAABCI5BkAAAAI9P8ipCC22XkAIQAAAABJRU5ErkJggg==\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 864x864 with 4 Axes>"
       ]
@@ -2576,7 +3172,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 67,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2588,7 +3184,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 4 Axes>"
       ]
@@ -2600,7 +3196,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 4 Axes>"
       ]
@@ -2628,7 +3224,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 68,
    "metadata": {
     "id": "AoR7yJsqeXvb"
    },
@@ -2662,7 +3258,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 69,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -2678,14 +3274,20 @@
       "Mcvae(\n",
       "  (vae): ModuleList(\n",
       "    (0): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 8]))\n",
+      "      (log_alpha): Parameter(shape=torch.Size([1, 8]))\n",
       "      (W_mu): Linear(in_features=8, out_features=8, bias=True)\n",
       "      (W_out): Linear(in_features=8, out_features=8, bias=True)\n",
       "    )\n",
       "    (1): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 8]))\n",
+      "      (log_alpha): Parameter(shape=torch.Size([1, 8]))\n",
       "      (W_mu): Linear(in_features=8, out_features=8, bias=True)\n",
       "      (W_out): Linear(in_features=8, out_features=8, bias=True)\n",
       "    )\n",
       "    (2): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 14]))\n",
+      "      (log_alpha): Parameter(shape=torch.Size([1, 8]))\n",
       "      (W_mu): Linear(in_features=14, out_features=8, bias=True)\n",
       "      (W_out): Linear(in_features=8, out_features=14, bias=True)\n",
       "    )\n",
@@ -2711,7 +3313,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 70,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -2736,7 +3338,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 71,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2750,14 +3352,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Probability of redundancy:  [[0.03285351 0.39449248 0.00762853 0.6011913  0.59263474 0.6564989\n",
+      "Probability of redundancy:  [[0.03285351 0.39449245 0.00762853 0.60119134 0.59263474 0.6564989\n",
       "  0.25333416 0.3858575 ]]\n",
       "Non-redundant components:  [0 2]\n"
      ]
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2769,7 +3371,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 864x864 with 4 Axes>"
       ]
@@ -2817,7 +3419,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 72,
    "metadata": {
     "id": "67PCF2GGcKsn"
    },
@@ -2839,7 +3441,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 73,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2851,7 +3453,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 1296x720 with 6 Axes>"
       ]
@@ -2898,25 +3500,6 @@
     "plt.show()"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "__Exercise.__ Compare Mcvae, Sparse Mcvae, and PLS\n",
-    "- Reuse the observations X1, X2, and X3 created earlier.\n",
-    "- Fit a Mcvae model to predict X3 from X1.\n",
-    "- Fit a Mcvae Sparse model to predict X3 from X1.\n",
-    "- Fit a PLS model to predict X3 from X1.\n",
-    "- Compare the predictions for all the three methods."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -2931,7 +3514,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 74,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -3080,7 +3663,7 @@
        "[1000 rows x 5 columns]"
       ]
      },
-     "execution_count": 72,
+     "execution_count": 74,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3098,7 +3681,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 75,
    "metadata": {
     "id": "KOQLTtfmq-St"
    },
@@ -3112,7 +3695,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 76,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -3298,7 +3881,7 @@
        "[1000 rows x 7 columns]"
       ]
      },
-     "execution_count": 74,
+     "execution_count": 76,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3309,7 +3892,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": 77,
    "metadata": {
     "id": "ra-oAnC_rJBg"
    },
@@ -3365,7 +3948,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 81,
+   "execution_count": 78,
    "metadata": {},
    "outputs": [
     {
@@ -3403,6 +3986,7 @@
     "\n",
     "# Creating a list with multimodal data\n",
     "data_adni = [volumes_value, demog_value, cognition_value, apoe_value, fluid_value]\n",
+    "adni_cols = [volume_cols, demog_cols, cognition_cols, apoe_cols, fluid_cols]\n",
     "\n",
     "# Transform as a pytorch Tensor for compatibility\n",
     "data_adni = [torch.Tensor(_) for _ in data_adni]\n",
@@ -3412,93 +3996,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": null,
    "metadata": {
     "id": "DpEqM6FKI4bo"
    },
    "outputs": [],
    "source": [
-    "# Defining data and model characteristics\n",
+    "##############################################\n",
+    "## FIT a Sparse Mcvae with Pseudo-Adni data ##\n",
+    "##############################################\n",
     "\n",
-    "init_dict = {\n",
-    "    'data': data_adni,\n",
-    "    'lat_dim': 5, # We fit 5 latent dimensions\n",
-    "}"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 83,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "5bpD6qh3I4bp",
-    "outputId": "544e06b8-1950-4b61-b3ad-ffbdcd3cbb70"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Mcvae(\n",
-      "  (vae): ModuleList(\n",
-      "    (0): VAE(\n",
-      "      (W_mu): Linear(in_features=5, out_features=5, bias=True)\n",
-      "      (W_out): Linear(in_features=5, out_features=5, bias=True)\n",
-      "    )\n",
-      "    (1): VAE(\n",
-      "      (W_mu): Linear(in_features=3, out_features=5, bias=True)\n",
-      "      (W_out): Linear(in_features=5, out_features=3, bias=True)\n",
-      "    )\n",
-      "    (2): VAE(\n",
-      "      (W_mu): Linear(in_features=7, out_features=5, bias=True)\n",
-      "      (W_out): Linear(in_features=5, out_features=7, bias=True)\n",
-      "    )\n",
-      "    (3): VAE(\n",
-      "      (W_mu): Linear(in_features=1, out_features=5, bias=True)\n",
-      "      (W_out): Linear(in_features=5, out_features=1, bias=True)\n",
-      "    )\n",
-      "    (4): VAE(\n",
-      "      (W_mu): Linear(in_features=3, out_features=5, bias=True)\n",
-      "      (W_out): Linear(in_features=5, out_features=3, bias=True)\n",
-      "    )\n",
-      "  )\n",
-      ")\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Initialize the model\n",
+    "# create an instance of the model\n",
     "\n",
-    "model_adni = Mcvae(sparse=True, **init_dict)\n",
-    "model_adni.to(DEVICE)\n",
-    "print(model_adni)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 107,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "NameError",
-     "evalue": "name 'FIT' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-107-11a8bebc7a8b>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mmodel_adni\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptimizer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mAdam\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel_adni\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparameters\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0madam_lr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mload_or_fit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmodel_adni\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdata_adni\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepochs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mn_epochs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mptfile\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mFIT\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mforce_fit\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m: name 'FIT' is not defined"
-     ]
-    }
-   ],
-   "source": [
-    "adam_lr = 1e-2\n",
-    "n_epochs = 6000\n",
+    "# set up the optimizer\n",
     "\n",
-    "model_adni.optimizer = torch.optim.Adam(model_adni.parameters(), lr=adam_lr)\n",
-    "load_or_fit(model=model_adni, data=data_adni, epochs=n_epochs, ptfile = FIT, force_fit=False)"
+    "# fit \n"
    ]
   },
   {
@@ -3512,7 +4024,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 94,
+   "execution_count": null,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -3521,66 +4033,9 @@
     "id": "d_YhoXFPI4bq",
     "outputId": "fefc2d99-2a72-47dc-c1f0-8463db2f0373"
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Rendundancy:  [[0.47644782 0.99128443 0.9764916  0.9853288  0.9925022 ]]\n",
-      "Significant dimensions:  [0]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "print('Rendundancy: ', model_adni.dropout.detach().numpy())\n",
-    "significant_dim = np.where(model_adni.dropout.detach().numpy()<0.5)[1]\n",
-    "print('Significant dimensions: ', significant_dim)\n",
-    "plot_dropout(model_adni, sort=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 95,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "pTeBTJbUI4bq",
-    "outputId": "584ddad7-9000-4b18-f8fd-4fd325b001b0"
-   },
-   "outputs": [
-    {
-     "ename": "TypeError",
-     "evalue": "'Mcvae' object is not iterable",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-95-22a9523a28ab>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mdecoding_weights\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mdecoding_weights\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mvae\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mW_out\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweight\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnumpy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msignificant_dim\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mvae\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mmodel_adni\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0mdecoding_weights\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m  \u001b[0;31m# Channel 0: Brain Volumes\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mTypeError\u001b[0m: 'Mcvae' object is not iterable"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "# Here we store in a list the deconding weights estimated for each modality. \n",
-    "# We are interested in the decoding weights corresponding to the non-redundant dimension\n",
-    "\n",
-    "decoding_weights = []\n",
-    "decoding_weights = [vae.W_out.weight.data.numpy()[:, significant_dim[0]] for vae in model_adni]\n",
-    "\n",
-    "decoding_weights[0]  # Channel 0: Brain Volumes"
+    "# Identify the most significant latent dimension\n"
    ]
   },
   {
@@ -3594,52 +4049,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 96,
+   "execution_count": null,
    "metadata": {
     "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 717
+     "base_uri": "https://localhost:8080/"
     },
-    "id": "xsDNGhapI4br",
-    "outputId": "e30ed7df-320b-4274-8740-64dab8ec76ca"
+    "id": "pTeBTJbUI4bq",
+    "outputId": "584ddad7-9000-4b18-f8fd-4fd325b001b0"
    },
-   "outputs": [
-    {
-     "ename": "IndexError",
-     "evalue": "list index out of range",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-96-2b0ca7ed8444>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m12\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m12\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdecoding_weights\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdecoding_weights\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtick_label\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvolume_cols\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdecoding_weights\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdecoding_weights\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtick_label\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdemog_cols\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mIndexError\u001b[0m: list index out of range"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 864x864 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "plt.figure(figsize=(12, 12))\n",
-    "plt.subplot(5,1,1)\n",
-    "plt.bar(np.arange(len(decoding_weights[0])), decoding_weights[0], tick_label = volume_cols)\n",
-    "plt.subplot(5,1,2)\n",
-    "plt.bar(np.arange(len(decoding_weights[1])), decoding_weights[1], tick_label = demog_cols)\n",
-    "plt.subplot(5,1,3)\n",
-    "plt.bar(np.arange(len(decoding_weights[2])), decoding_weights[2], tick_label = cognition_cols)\n",
-    "plt.subplot(5,1,4)\n",
-    "plt.bar(np.arange(len(decoding_weights[3])), decoding_weights[3], tick_label = apoe_cols)\n",
-    "plt.subplot(5,1,5)\n",
-    "plt.bar(np.arange(len(decoding_weights[4])), decoding_weights[4], tick_label = fluid_cols)\n"
+    "# Plot the decoding weights (the generative parameters)\n",
+    "# associated to the non-redundant dimension latent dimension\n",
+    "\n",
+    "# Store the weights (use the practical \"dot\" notation model.vae[i].W_out.weight)\n",
+    "\n",
+    "# Plot\n"
    ]
   },
   {
@@ -3653,20 +4078,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 97,
+   "execution_count": null,
    "metadata": {
     "id": "3IyEdFrcI4bs"
    },
    "outputs": [],
    "source": [
-    "# Predicting volumes (channel 0) from cognition (channel 2)\n",
-    "predictions = model_adni.reconstruct(data_adni, reconstruct_from=[2])\n",
-    "decoding_volume_from_cognition = predictions[0].data.numpy()"
+    "# Predict volumes (channel 0) from cognition (channel 2)\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 98,
+   "execution_count": null,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -3675,31 +4098,12 @@
     "id": "1Iqcds0lI4bt",
     "outputId": "50da9d35-319f-4cda-ce04-9c00166c1b1c"
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 864x2016 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "plt.figure(figsize=(12, 28))\n",
+    "# Plot the predicted volumes against the true ones.\n",
+    "# Create one plot per volumetric feature\n",
     "\n",
-    "# Plotting predictions for each volumetric feature\n",
-    "for i in range(5):\n",
-    "    plt.subplot(5,1,i+1)\n",
-    "    plt.scatter(decoding_volume_from_cognition[:,i], volumes_value[:,i])\n",
-    "    plt.title('reconstruction ' + volume_cols[i])\n",
-    "    plt.xlabel('predicted')\n",
-    "    plt.ylabel('target')\n",
-    "plt.show()"
+    "plt.figure(figsize=(12, 28))\n"
    ]
   },
   {
@@ -3713,7 +4117,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 99,
+   "execution_count": null,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -3721,45 +4125,14 @@
     "id": "BDunWuRVI4bt",
     "outputId": "d0b53d3f-8b3d-4d24-90f9-4a042d76ea84"
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[[ 0.38442715]\n",
-      " [ 0.46751116]\n",
-      " [-0.42755384]\n",
-      " [-0.41248938]\n",
-      " [-0.3504303 ]\n",
-      " [ 0.08267813]\n",
-      " [ 0.38866726]]\n",
-      "[[-0.38267896]\n",
-      " [ 0.30522362]\n",
-      " [-0.51586765]\n",
-      " [-0.48952454]\n",
-      " [-0.5046203 ]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "plsca = PLSCanonical(n_components=1, scale = False)\n",
-    "plsca.fit(cognition_value,volumes_value)\n",
-    "print(plsca.x_weights_)\n",
-    "print(plsca.y_weights_)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "ua7rHRiksjsx"
-   },
+   "outputs": [],
    "source": [
-    "We obtain predictions from the PLS model and compare them with the predictions of mcvae. We observe a strong correlation between predictions. However, it can be noted that as we increase the number of dimensions of CCA, the difference between prediction increases, as CCA tends to overfit. "
+    "# FIT a PLS model to predict: cognition -> volume\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 100,
+   "execution_count": null,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -3768,45 +4141,15 @@
     "id": "O4SFSHCgI4bv",
     "outputId": "5d7b0f52-3b19-4530-9838-38a4d60e043e"
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 1872x1296 with 10 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "predicted_plsca = plsca.predict(cognition_value)\n",
-    "\n",
-    "plt.figure(figsize=(26, 18))\n",
-    "\n",
-    "for i in range(5):\n",
-    "    plt.subplot(10,2,2*i+1)\n",
-    "    plt.scatter(predicted_plsca[:,i], volumes_value[:,i])\n",
-    "    plt.title('reconstruction' + volume_cols[i])\n",
-    "    plt.xlabel('predicted')\n",
-    "    plt.ylabel('target')\n",
-    "       \n",
-    "for i in range(5):\n",
-    "    plt.subplot(10,2,2*i+2)\n",
-    "    plt.scatter(predicted_plsca[:,i], decoding_volume_from_cognition[:,i])\n",
-    "    plt.title('reconstruction' + volume_cols[i])\n",
-    "    plt.xlabel('cca')\n",
-    "    plt.ylabel('mcvae')\n",
-    "    \n",
-    "plt.show()"
+    "# Compare (plot) the prediction of PLS against the true values and against the predictions of Mcvae.\n",
+    "# Are they correlated?\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 101,
+   "execution_count": null,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -3814,32 +4157,9 @@
     "id": "M5DYp-_hI4bw",
     "outputId": "a592e87b-a8fb-48fb-db81-f2e92ad4735a"
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Reconstruction error:\n",
-      "CCA: 4631.245631476226\n",
-      "mcvae: 3964.8306431191213\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Comparing average reconstruction errors between models\n",
-    "\n",
-    "print('Reconstruction error:')\n",
-    "print(f'CCA: {((predicted_plsca-volumes_value)**2).sum()}')\n",
-    "print(f'mcvae: {((decoding_volume_from_cognition-volumes_value)**2).sum()}')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "33w3KIjHtGyl"
-   },
+   "outputs": [],
    "source": [
-    "It is interesting to notice that mcvae leads to a lower reconstruction error than CCA, as the prediction of mcvae benefits from training from other modalities as well."
+    "# Compare average reconstruction errors between PLS and Mcvae\n"
    ]
   }
  ],
@@ -3866,7 +4186,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.12"
+   "version": "3.7.6"
   }
  },
  "nbformat": 4,