MNIST Plot.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hyper Params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "Z_LENGTH = 5\n",
    "NUM_LAYERS = 3\n",
    "MODEL = './assets/pretrained_models/mnist/last.ckpt'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define & Load Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading train-labels-idx1-ubyte.gz\n",
      "save vars:\n",
      "/D/linear_0/b\n",
      "/D/linear_0/w\n",
      "/D/linear_1/b\n",
      "/D/linear_1/w\n",
      "/D/linear_2/b\n",
      "/D/linear_2/w\n",
      "/D/linear_3/b\n",
      "/D/linear_3/w\n",
      "/G/linear_0/b\n",
      "/G/linear_0/w\n",
      "/G/linear_1/b\n",
      "/G/linear_1/w\n",
      "/G/linear_2/b\n",
      "/G/linear_2/w\n",
      "/G/linear_3/b\n",
      "/G/linear_3/w\n",
      "/Q/linear_0/b\n",
      "/Q/linear_0/w\n",
      "/Q/linear_1/b\n",
      "/Q/linear_1/w\n",
      "/Q/linear_2/b\n",
      "/Q/linear_2/w\n",
      "/Q/linear_3/b\n",
      "/Q/linear_3/w\n",
      "INFO:tensorflow:Restoring parameters from ./assets/pretrained_models/mnist/last.ckpt\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "from functools import partial\n",
    "\n",
    "import arch\n",
    "import dataset\n",
    "import wae\n",
    "\n",
    "x_ph = tf.placeholder(tf.float32,[None,28,28,1])\n",
    "z_ph = tf.placeholder(tf.float32,[None,Z_LENGTH])\n",
    "\n",
    "ds = dataset.MNIST(1) #Given batch size is not used.\n",
    "\n",
    "p_z = arch.Pseudo_P_Z(z_ph)\n",
    "\n",
    "Q_arch = partial(arch.fc_arch,\n",
    "                 input_shape=(784,),\n",
    "                 output_size=Z_LENGTH,\n",
    "                 num_layers=NUM_LAYERS,\n",
    "                 embed_size=256)\n",
    "G_arch = partial(arch.fc_arch,\n",
    "                 input_shape=(Z_LENGTH,),\n",
    "                 output_size=784, # # of generated pixels\n",
    "                 num_layers=NUM_LAYERS,\n",
    "                 embed_size=256)\n",
    "D_arch = partial(arch.fc_arch,\n",
    "                 input_shape=(Z_LENGTH,), # shape when flattened.\n",
    "                 output_size=1,\n",
    "                 num_layers=NUM_LAYERS,\n",
    "                 embed_size=64,\n",
    "                 act_fn='ELU-like')\n",
    "\n",
    "with tf.variable_scope('param_scope') as scope:\n",
    "    pass\n",
    "\n",
    "model = \\\n",
    "    wae.WAE_WGAN(x_ph,\n",
    "                 p_z,\n",
    "                 Q_arch,\n",
    "                 G_arch,\n",
    "                 D_arch,\n",
    "                 0.0,\n",
    "                 lambda x,y: tf.reduce_sum(tf.abs(x-y),axis=(1,2,3)), #use l1_distance for recon loss\n",
    "                 None,\n",
    "                 scope)\n",
    "\n",
    "init_op = tf.group(tf.global_variables_initializer(),\n",
    "                   tf.local_variables_initializer())\n",
    "\n",
    "# Execute Training!\n",
    "config = tf.ConfigProto()\n",
    "config.gpu_options.allow_growth = True\n",
    "sess = tf.InteractiveSession(config=config)\n",
    "\n",
    "# Init variables and load weights\n",
    "sess.run(init_op)\n",
    "model.load(MODEL)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reconstruction Result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb753a7ebe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def draw(images):\n",
    "    x,y,h,w,c = images.shape\n",
    "    if c == 1:\n",
    "        images = np.squeeze(images)\n",
    "    \n",
    "    from matplotlib import pyplot as plt\n",
    "    fig = plt.figure(figsize=(y,x),dpi=150)\n",
    "    \n",
    "    for i in range(x):\n",
    "        for j in range(y):\n",
    "            a = fig.add_subplot(x,y, (i*y+j) + 1)\n",
    "            a.imshow( images[i,j], cmap='gray' )\n",
    "            a.axis('off')\n",
    "            a.set_aspect('equal')\n",
    "    plt.subplots_adjust(wspace=0, hspace=0)\n",
    "    plt.show()\n",
    "    plt.close()\n",
    "    \n",
    "valid_ims = ds.ims[50000:]\n",
    "\n",
    "x = valid_ims[np.random.choice(len(valid_ims),20)]\n",
    "recon_x = sess.run(model.x_recon, feed_dict={x_ph:x})\n",
    "\n",
    "draw(np.stack([x,recon_x],axis=0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(top): original images from MNIST validation set, (bottom): reconstructed image"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random Sampled Images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cO3cuZLpttmzZEnLJlcH90qX3z549O2S6CUp73Uuug5Sq+515jczc+8x7aJdXh060S5cuNXw957Pjv9ENQcccXQD8PPMTTzwRMuuLe+FLZUUXQsnVklJ1j36n3BB9gV6DoUOHhjxmzJiQJ02aVDkGnVXr1q0L+Y033gj56NGjIdOBdvr06ZBLbhT6B1inI0eODJltgP0ndz46CNju2E7ZF+q4j9oBr4v3Pn369MpnJk+eHDK9kWvWrAl5z549IdPXwfbBNsZr4vjGPHr06JDHjx8f8t69e0PeunVrIpxX6PVjm6SzolX+iW61i0aw/dO59dBDD4X8T//0TyHTSciypg+kNCZzDGf7Sanax+nx4zxMn0+debodlOo/5/Jjn+YxOEbTz7Nw4cKQ6UgbN25cyGzrrM+TJ0+GzLLnHMPr55yfUrXPcozhHHG1w3Ukxzj6i0oOJbYjznH02nFNwj7J65kzZ07IEyZMaPj53DXQwUSP4YEDBxq+nlt7dQP2v5SqY+DYsWNDZv1xTCx9T2H9ldZA9FCyfugKZtnm5qWSN5ZroE55DPs7p+ZcX6y/adOmhUwXM+ufcyjrj98bOQcz59zMV8L6Y1+jpzal6pq2VH8s1245DPviI6YjjtdecpSxv5HSGpfjNed5zrH8rs26YN9LqXqPOW9lL+BfpImIiIiIiIiIiNTAB2kiIiIiIiIiIiI18EGaiIiIiIiIiIhIDXSkdYHS3vASze7Tpz9k6dKlIdO1QtcA99vTF5RSdU839/gzd2svOqE7hXvqWRYppbR79+6Q6QqgX4WvDx8+PGS6cQjLv+Tp4F5z1hfvuY5/gfXHa+pmffJa6AJjedNHlVLVx0B/AP0CfD9f7295lFwd58+fD5k+rJwvifXOcsp5UnoBuhhGjRoVcs55R58D3TQvvfRSyG+99VbI9EPQD0LnFfvQqVOnQmb7oJ9n5syZIdM3s2HDhkRKjiG2Yc47rfIc9pIv8f9g/6Mz7x/+4R9CXrFiRch0IG7bti3k/fv3h8w2SR8T6ybnX+K8sWPHjpDZJjgm9JX+9nu6kFj2dbwm9PXceeedId93330hc03DMb00J9Pfwvrk67wH+l5yjjTWFz1s3fS9sD3m/DRXwrmCDrqUUpo3b17IHNPoaCqtK/n+ESNGhMxxh8fj2o2uVDqgWCY52CfpN6Yn6MiRIyH34liZUn48Yp+i447tmY6s0veUUvvnHMv6Yn1yzcM5OOeE4hjKNVLONdYNmnWk0SeXUnVNwz7MOYvfC1kWXIPS+ciy5JjJz/P4bG98PVc3JVcw57q+fBeqA49T6vd8P68zNzax/7D9l/xvpecQnJOnTJkSMtef/A7C/sfrY5nk7rFX+l+Jq+MqRUREREREREREuowP0kRERERERERERGrggzQREREREREREZEa6EgrwL3Kpb3O9IWklNINN9wQMvcmc58230+H1vHjxxteA90Ujz76aMizZs0K+cUXXwx5+/btIXMvdG4fOfdrlxxpLEces1t7o+lMoPMipepec9Yfy4LvpyvgxhtvDJluAHLhwoWQ2Z7oc6LfhNdTx9tR2sPfTXht9JfVgWVAPwR9HXy95KGjs4J9mm3gtttuC5kOG/olmOt4FNlumh3r2tUG2F5ZVvRd0d2QUvXa6Eehz4X57NmzIbN+SvXBMfP2228Pmb4Xfp5uHTq7Uqq2MY4bveKh7AUef/zxhpnQqUf/S8m7yLqg/4PHSymlvXv3hkyP36FDh0IuOdLq9s+Sa6qUSz7H3JqI5bd48eKQWT90onE85j1wbOP4zNc53hKuuTiH53xPHDNy5dAtuMakI4vtl2Ps3XffXTnm3LlzQ+Y6k+dkmZXcpoMGDQqZ6yCO2azzqVOnhlxyotGrl1JKBw4cCJnuSq6d6c7rrx+5LuyjJUdxbs3JPkZHHR2Ape8lhNc0YcKEkOncW7lyZcizZ88OmQ4meg/pt0sppT179oTMOufaslNew/669Lg2SKns/+I4zv7BNsXy5nclOgq5xmJfYPti/+f4metLnHuadZW1iv6eh2WfOx49oPzewz7OzPrjd5rly5eHzDXryy+/HDLHg9Jzg9IzgJTK41ivOCf9izQREREREREREZEa+CBNRERERERERESkBj5IExERERERERERqYGONFDaF87X6X2g5yF3DLozuDeYvgLuhS4xf/78kD/96U+HfOzYsZCfeeaZkOkS4F703L5k7slnOZUcDe3yLfV3TzXdSimV/VMldw09CyXXEV/nXnSWJdskr6cVno5e2ZueUrX/8P7oDqBbJfcZeubo6KFTh9dAnwv9H0OHDg2Z7ZR+gZMnT4a8efPmkOk3yPlf2E5K7bhbjrSSv4ev17kO+nLo76HPg46sXJtphnvuuSdk+l3ozKKrpc4cwPql86REL3kP+8vEiRNDfuqpp5r6PPvPgw8+GPLYsWNDPnXqVMjsrwcPHgz57bffrpxz3bp1Ie/cubPhOboF1zMcXzlfse+llNKkSZNCXrZsWcj0IHI8pVOQ5c1rGDVqVMPj0Z/F+iX0AeWcRPSo9dKcSd8Q56PRo0eHzP7E+kmp6tRie+Vaik4zrkvpVOIYfe7cuZDp0vz7v//7kOl54zprzZo1IW/cuDEROtA4T9BjWHIHt6pNcLzi2F9af+f8fWwDfA/Ln/VXgmsiOtD++q//OmR6+Vh/bC9cs82ZM6dyDT/5yU9CpjeK8y7HvpJ3rFU0e946nuCSI5D1zbJh/bM/l8qO3mB6Rvk6HXx9+W7Ga+ilMflKWL8s+5TK99LsvXFNvHDhwpDZ37g+Yf2XfHV12jTHLX6mVzzA/kWaiIiIiIiIiIhIDXyQJiIiIiIiIiIiUgMfpImIiIiIiIiIiNRARxoo7cktuQfq7EumR437fOn/oC+J3H777SF/9rOfbfj6//zP/4S8du3akOn26Iuzrb/7t3t173pKzTvrSowbNy5kugG4P57uEfpNWPb0f5UcVClV97fTPdDL9UNfDX1E9JikVHXA0JFDfwfPwTIcMWJEyHSq0U/BOqKDh9dMxw/rK+fsoeeL/paSX4K0qw3QlcDM+6B/KqWqM47lT+cV62vbtm0h041T8lWtWLEiZPpg6HPZs2dPyCdOnGh4/Bwl7+TVPOY2C+t3yZIlTX2ePh62J/pA6BWlw5BjOH0vuWOwjZW8OK3yL5XOw9dLTlCOVSlVfVUcbzke0sdSclVxjqY/i/U5ffr0kBctWhQyHYfDhw9veD0ppXTkyJGQc56bbsE65FxAxxLXoLnxjw4zeh85xrF86H7lNZWgE41OLK6LXn755ZCffvrpkLds2VI5B8uBcybbXX+9RXVh36ffqtSnc2tAOu8I64vfGwgdWPye8vWvfz1k9jk6uV599dWG56eH9M4776xc0+7du0PmOMI23ClKvtLSWJ9b//HfOAbyewHHYK5Z6KVk/XDcHzNmTMj0LHKNxjmS6zyukVOqtnuWC+eqXl3z1LmuVvv5uGaaOXNmyKxfrnFyzrorKXkac/d8tXh7/Ys0ERERERERERGRGvggTUREREREREREpAY+SBMREREREREREamBjjTAfeTct1tyD+S8DvSqlfxIJSca+fKXvxwyfU579+4N+fnnnw+ZHgA60Uidvdl19j93gl7cAz9p0qSQH3/88ZDp66Jbhe2JPh+2Qe5tZ/vK7W2nh6rk1+ol6EGgy+HNN9+sfIYewalTpzZ8nU4R+lfoTqH3kH4HOmnoqxg9enTI9IewnbONpFT1gbBd8Bq7BeuPbo4DBw6E/NJLL1WOQb8Ly5N9kM4m9ik66ujv4Jh+4403hkynEH1YvKec/6NZcp6Uq4Fc2y3dy7x580J++OGHmzon50Cej9e0atWqkDmn0q/E4+U8m/SuNetAaZUjrUTpuuiApRsnparXk/2j1F/oMDx27FjIHNtKcDz913/915BLTkX6wVKq1nmzDsp2wjH2zJkzIQ8ZMiRkrhnox8odY//+/Q1zf6Fzi+tgOphef/31kL/xjW+EvHr16pBz6yJ6nzjuk26tk/g9peQx5HyVUtUDyPGE5cM1Eb2HDz30UMhPPPFEyLNmzQqZff6HP/xhyOvWrQuZdfGP//iPIbOP566R6wTec6u9VHXh/MPvV3Xmes45PAbXTByj+X5+T+QaueShvOuuu0LmGE6nIsec3HjKa+S6/GqB1837agVz584N+cknnwyZ9c81ztatW0PmHMH2UXruketbbPedKJe+cHW2MhERERERERERkQ7jgzQREREREREREZEa+CBNRERERERERESkBjrSCnCPfGnPfG6fb2k/e8lfQP7yL/8y5K9+9ash049An8sbb7wRMq+Zn6ejqw48Jvc296K7rK/QJ1LyLy1YsCDkv/qrvwqZLgH6XujLoouArh3udadzik6blKrOLtYf97uX6rOTbgmei74p+qhSSungwYMh33rrrSGzD9OJc/To0ZDpi6Fjjj4y+h7oJ1m0aFHI06ZNC3n27Nkh5zyLrGeOA91ypNHtxHzp0qWQd+7cGTLbc0rVPkkXysyZM0Nmn1uyZEnI9E5yjGT7p4fv29/+dsj0Q7AP8557xQXRDugdmjNnTuU9dFLRf8T6oW+HTi3WH8dMvs4x41e/+lXIa9asCZnjAeHxU2reaccxmf2mVZT8f3ShsK5yjjS27/Xr14dMRxp9OW+//XaDK24ejil0W7EM2GZ5PylV+3gvOdJ4LaU5k3NDzh/GPkQnEx1MPCd9OBzD6UT753/+55AXLlwYMj2F//Ef/xHyc889lxqR84aV1uqd8hSS0vqqNH/kvJS8V64pWD6cY5k5Jo8aNSpkOvS++93vhvyTn/wkZDq16LVln8z56lgufA/XwYRjcKvWuWxHpfV3X3yovFaO4/weQwca18gcMzjGcM5mWdO5xTUU19C5smY5NOup7Fb/JaX6Tql6/6U2wDmL3zsXL14cMsd89r/cuvtKcmNKI+o8O+nVdbB/kSYiIiIiIiIiIlIDH6SJiIiIiIiIiIjUwAdpIiIiIiIiIiIiNdCRVqC0Z5o551Dgvt5m910/8MADIf/t3/5tyPPmzQuZ/pbnn38+ZPpFeI90W7RiX3InHVnths4X+qroW6K7gXvR77jjjqbOT38W96rTaUd3QR13C/fb06/FNlHHFdhXSn2Qr9MnQBdDzq9DP8fgwYMbHnPXrl0h0+9Axw/9DnRvsE7on6Av4pFHHgmZbWrGjBmJ8JyHDh0K+fTp0w2vqVN9mH4Itue9e/eGfPjw4cox2F7p2yn1Sfp2HnrooYbHIxwj6EWkt5Dthc6oI0eONDxfHdiGW+Wb6K9XZP78+SHfe++9lffQgUaHHeuD/fHkyZMh089DRx0dUCx/OhXZd0rkyp7XwPc062eq+z7WF/vfDTfcEDLdOXRXsWxz/jCOtyw/9od2u1HuvPPOkOnzIfRvrV69uvKekievWVrpwCvNmZz/OX/lHJwcpzmH0rHEc7LdsJ39zd/8TcjLli0LmR69b33rWyGXnGgk1+a4Viq5rNpFs99L+jJ3cwzkMVlfdFvSocY5j+swOltLTjSukTjHsr3lHFK8BvqIS3NZs67gupTqi45N+qhy3mOO4xyX+T2C32NYnhz3uc7mfEWv8KZNmxrm48ePN7zenDes5Egr1U+3nGjNOvFSyjv/GsHx8sknn2z4/ldeeaVhLlF67lHHGdrfeb9Tzjv/Ik1ERERERERERKQGPkgTERERERERERGpgQ/SREREREREREREaqAjrQD32HJfbx03FPc7l/b9Tpw4MeSvfvWrIT/88MMh0zfy4x//OOQdO3aEzP3WvKc6e5cHCqwb1h+9AilVfTx0NbDN0DVx/vz5kOlpoJuqtLd8586dIdMZRUcar4duk9w1sFx4j630t5DSvnbWITN9LidOnKgcg32IPg9eA30s+/btC5llTF9EyYFBnwQdaezDt912W8izZs2qHHPKlCkhjxw5MuRBgwaF3KyDoa+U6peei7Nnz/b7nHQysY3Q70LfD50kdAixDdI3MmHChJDp8GIf5/FTqrYxwjbSLkdaaX7j6/RRfeELXwj50UcfrZyj5JGkF/Q3v/lNyOwPvAY6Z86cORMyHWns/yWuQTV1AAAgAElEQVR/GWF7SqnaD0rl2FdnYbPjKee7u+++O2T6BnldGzZsqJyD5Zebg9oJHYj/8i//EjJ9T/T1/PKXvwx5zZo1lXPkPGL9oZV+F7YttkfWIcefXHsveT+5RuCcRefSU089FTLHhW3btoX8ne98J+Tvfe97lWtsBNd6dea/Up/tFKU1Iucr1l+uPukpZHnMnDmz4fvZpznGch3MNRjby6JFi0Jevnx5yGwfdBfnnIVcO+fWho3or//6z8H+xzVQaX1yyy23VI7Jz9AHxzmP3xv4+ZIDj+tJOthYHxxj2T661bc6Qc6BdiUcS1Mqz/+sj8ceeyzk0aNHh0zv6y9+8YuQc27pRrTTm12XTjnv/Is0ERERERERERGRGvggTUREREREREREpAY+SBMREREREREREamBjrQC3GNbckXl9uSW9nZzf/SXvvSlkB955JGQ6SqgC4K+Du51py8ht//6WqHk9srt67506VLI9BvR4cRz0DcybNiwkEeNGhUynXl0oNGfRVcF/Rd0V+TuseRT6pQ/qxWwT+baO/0NrKPrr78+ZPpg6MPpb59i+dOHRT/MihUrQl68eHHlmOPGjQt5+PDhIdON1C3od2mHf49jIvsIfSGrVq0K+cCBAyGzvuiPmTFjRsh0mLBu6PDi9aaU0u7duxtec6f8PaU5ccyYMSHfe++9IX/9619v+P6Uqu3/Zz/7WcjPPPNMyPQtPf744yFPnjw5ZDq7OIdu3rw5ZDoMS9AXQ19QSuU2WaJdDhK21Xnz5jXM9A/u2rWrcsx2OjVTSmnu3Lkh06f05JNPhkzvLOf4F198MeTVq1eHXMeHRqcQ+2c351SOXx988EHIrK/ctZaun32Y6xp6EOnE2rp1a8jf+ta3Qv7mN7/Z8PykL060XqHk/uG95MabK2F9p1Sd4+iJvP3220NeunRpyHQq0YnHNRS9hfSI0nPJ9sH6pHNr7dq1iaxbty7kZttAp7xPnLu5RqLHslTfKaV08803NzwG4fect956q+HnuebhGprwe+lAcqKVnhPQgcdcB84vK1euDJluU37H4Rr39ddfb/oaroT3UKdNXq30xjcnERERERERERGRHscHaSIiIiIiIiIiIjXwQZqIiIiIiIiIiEgNdKQVKO3T5r7vnPujtN95/vz5IX/xi18MedKkSSH/8Ic/DPmnP/1pyHQD0HFCN0Gn9vn3IqV7p4sgperecrYR1jePwb3ie/fuDXnkyJENr4n1d/78+YaZrp2+7L9vljruwL4ei5SOTfcXXRoppTR48OCQR4wYEfJNN90U8tChQxt+nh46QicN20TJscY2QN9Frg2xHFku7AvtGhdKbYP9ifXFz+f6KOG90kvI8qcPhH3+0KFDDa+xVLZ0dE2dOjXkBQsWhEz/WUop7d+/P+RSv26Xl4r1x7bNtkhfWc6JRuiuYf947LHHQn7qqaeaOgedaxs3bgx53759xWtsBB1adZxa3YJ9gWML+w59ZBw7c/4lOuNYvuzTbEMlPxN9MBy/uSY6ceJEyK+++mrIdPDRT5iDzh/eM++R8zT7azvXaTx2ycHE+S6laj1zbTxlypSQ6QJ+4oknQj537lzI//3f/x3yN77xjco1NILtONcu200r10WNjlv63sK2mRuPNmzYEDLbL8dcekHpvGObYvlPnz49ZLYfOqDoYKPHkvmVV15JhN63XqW05uHYwfpNqTquc5y+9dZbQ6YncufOnSFz/cExmdfEMYPzCHNpDXU10a5+fyV0DH7uc58LmY5Bznl0IvI7Bt3dHE95TyUnGl3ibG9XE/5FmoiIiIiIiIiISA18kCYiIiIiIiIiIlIDH6SJiIiIiIiIiIjUQEdaP+E+7jr+KTpkPv/5z4f8wAMPhEwfz/e///2QuVedLgFS8id0ApYb91e3Yw95jr7sXaefp+SW4jm4F/zy5csN38/M+i25JzpBu/xLKVXbSunc7F/cy0+/WUpVhw6dSjNmzGh4TEL3BuucdcRxg8enn2TFihUhL1++PGT6JlJKadu2bSHTQUMnAmmV56HZz/G8rD/2n5SqbYD+DvpYxo4dGzLHyJKfg+8/evRoyPSF0Fcxe/bskA8ePBhyzmHTrGerU2Nqaf6hH64O9Lf83d/9XcjsvyW+9a1vhfyDH/wgZNZfro31Gq3qnzwO2y4drGyH7EsrV66snOORRx4JmWN8s07D0ni8ffv2kN94442QX3755ZDXr18fMv1AdbyMvEaOIRwzSmuidsI6pPOR154rbzp0brvttpAfffTRkL/85S+HzPL60Y9+FPJ//ud/Vs7ZCM4BrVgXdcJ11BdK18H6o38sN/fv2rUr5NK6ld9j5s2bFzLbAz2yPD4daFy/bNq0KWT26T179oT87rvvJtJfX3C72gPHArZljh2si5wjjZ7DCRMmhMw15unTp0PmGMg1LucJlvfo0aNDZntohROyV71q7bgO9mF+R7nnnntC5rzM+mJ7oGeU4zPX4fTYXrx4MWR6fjnm5J5LlMqN98D3sz2069mHf5EmIiIiIiIiIiJSAx+kiYiIiIiIiIiI1MAHaSIiIiIiIiIiIjXQkdZPuCc+53Pie+gMoVuA+9ufeeaZkJ999tmG10S/BfcRt8PrwP3tpb3JveKWaMXedZYvy4J72S9cuBDyyZMnQ6a3oeSD6QUPQDvrk8cueSnY9lh+uX3ydMTQpzJlypSQ58+fHzJ9AnRc0StE/wSdOyNHjgx50qRJId91110h00eyd+/eRDZu3Bgy3Yt0/7XCWdEKWL+sz1tuuaXyGd7L8OHDQ168eHHIEydODJl9lP4QXhPPxz5P597MmTNDplfs1KlTIdPZlVLZadctWBZ04Zw9ezbkuXPnFo9Z8q0Q1h99S9/73vdCpn+HTppepF1OLc4/LHu6icaPHx8yfX/seylVx9Nmy5v+lc2bN4e8bt26kDds2BDyvn37QqZn9vz58yHXcaIR1g+PUTpmJ8fbkluGa1KuMVOqzlnLli0LmeteHuP5558P+b/+679CpgeKYybbP9dlraC/faxb7t+cM+tKcmXFcZx9jutWrnnuv//+kOnQ4/HpbD127FjIXNOwz3LO5DjWiv7ULida6ftTyZvM+sutDVge7D9cs5S+13AOpqOL8wC9tGvXrg2Z9V+C15tStT564btRuyiNyaX5hfVPd23J6cnzs82xLli/PD/X2ClVv5fxnnrFte5fpImIiIiIiIiIiNTAB2kiIiIiIiIiIiI18EGaiIiIiIiIiIhIDXyQJiIiIiIiIiIiUgN/bKCf/O53vwuZAr2UUlq4cGHITzzxRMjTpk0L+eWXXw756aefDpnSP8q3mSmZpNiXUsGSoDEnLi3JMQnP0a0fHyhdZ1+ui59hG6GklfJtlg3bFMu/V364oV2U2iPrkO2d0tScWJei3Ndeey3ksWPHhvzwww+HfO+994ZM0e7bb7/dMJNbb701ZIp6eY8UgP/617+uHHP16tUNr4HlXOobnaJ0XfzxjZSqYxz7IH9MguJaCtRZH7fddlvIFCePGDEi5EWLFoU8YcKEkDkm7NixI+RceykJirsl2uX8xHv7/ve/H3JJap1SVTzNOmdZHD58OOQ33ngj5K1bt4bcDjH5lZRk0SmV66tTYl3WH39sYMuWLSGzL02dOjXkIUOGVM4xbNiwkNmf2H/Z/jle88ciKCbnPZB29B0eg2M2y7mXxNjsD1xT3nTTTZXPcB27dOnSkLluWbNmTcjf+MY3QqZMnjJtZv6oSTvWRbkfE7uSXqnD0g801Znb2Qd5TMr9+YMuzGxDPH7pmigaZ38q0YofkGnXWrskyW/2Rw4uXbpU+bd33nknZMrfeU6uOR988MGQ+SNP/EEs/tgAx2CO2WxPhO0n1xdzPyQ2UOEaiOumt956K2SWDb93NvuDaJwj+GMwbF+sf34+9+MI7OOlPt+t8de/SBMREREREREREamBD9JERERERERERERq4IM0ERERERERERGRGuhIazGDBw+u/Bv3is+aNStk7lV+9tlnQ+ZeckJ/D50lH374YcPPN7uvOLc/v9k9/b3i9eJ1lrwQKTXvZiCle6dfqeS0o4OGTrWSs60vNOtsaCc8N/fe0w1Qp/5eeOGFkPft2xfy66+/HvLy5ctDZp+nz4B+B/of6ASi84cOLV4PX08ppRMnToRccsq0yzfQbNvh63Rq5T7PNs7yfPPNN0NmG5k4cWLIdDhNmTKl4ev0BdGxd+HChZDXrl0bMp139JukVHVS9Cqcj37xi1+ETJ9Zrj45B9IBM3To0IaZc2ArxsAr4ZhL3wfbVyvcm+0ac0vXev78+ZA3b94c8p49e4rnYPmXxmSO6Ry7moV+rXb4ykrzUC/DMZrlMXz48Mpn6L2jE+fo0aMh//CHPwyZYx5hn2p1H64Dy6HkBu6VdS6vu45nl/dSctRxXCCsP2aWJa+xv/0n9/mrpb6afT0H51mO21yj0uvKzO+dLF86ulatWtUw59Y4jciVQX+/m3ULOnpL3/lSqo5/rN/169eHfOjQoZDpruXrdNaVXN6s/9I6os54zvf0qsfZv0gTERERERERERGpgQ/SREREREREREREauCDNBERERERERERkRpc1yt7wtvFdddd19EbnDx5cuXf6E9asmRJyOfOnQv55z//ecj0I9HHwv3V3MtMuP+a9MVFwL3KJcdGs3z88cfX/e9xW1qfLAu6qnJ7sNlnSm6H999/P2SW78KFC0P++te/HvLcuXNDptvgu9/9bsgHDx4Mmd6AXvAI/F99ptT5PtoJ6JAZP358yKNHjw6Znjv6AtiGzpw5EzJ9BnRIpVTug/2dC9rVR9kn6/hd2Mc4ZtLvQb8PHWclX8jUqVNDptth9+7dIW/ZsiXknTt3hkwnH+s3pWqbaDXtqk+Ol3SzsOxS6o4PqRnYJjlv1JlTWS7NOgtruAZbUp+l/tcp1+KV3HTTTSFzXuecV1qvsL31ot+slXMoy4uuXzoh582bVznGqFGjQqYTbevWrSEfOHCg4TUwc1wotfdO+K/YZ3t1nVtyAefWuWzzpT7D8u21PsO6Sqn93sl21WcroNf19ttvD5me3wULFoRMR17JqcU1EMeDEiUfYUrtb3OdWuOyf+buK7dOagTri+VX+u5LN3Gz3/HZt3rte2h/8C/SREREREREREREauCDNBERERERERERkRr4IE1ERERERERERKQGOtJaDN1HKaU0ffr0hp+hH+f8+fMN3z906NCQ33vvvZBLe5VLfgTux67TRtrto+gl10Bub/6V0CFT2ss+aNCgkOkfmTlzZsgnTpwIeceOHSHTudeLDDRHGv0NJd8LvYbss+yDfP2jjz4KuRfG8U55DEkdLwb75IgRI0KmH4RjLMd1+iYuXLgQ8unTp0N+5513QqbfjPVHH0XOEdasI6NZWlWfHC9ZdqW2nYP9jc47HoNzZH+hc4/ti+dnLs0hOXrVYVhy1+Suu1k3Ecu35ERj/2Ff4fE4HrO/1WmTnaaVcyjvn45Pun9z61yOaS+++GJT18BxgWP05cuXG+bSHEwnTy/MmaSX1rnNwn7P+uivv6rkkGzWmZfjWv7e0up7p3OL9Hf9knPekVb7OTvlMOzFsankWOP4yrLvhCu1WXSkiYiIiIiIiIiIdBAfpImIiIiIiIiIiNTAB2kiIiIiIiIiIiI10JFWgPuwmbnvN+fzoU/lww8/DJl7iztNaa95L+xt7iXXQKehD4Z70+lz6a+LohN005GWa+/N+jaaheMCHT0ln0Dp+nphHO9rHy35IdrhjyiN6zwn66/ktOPnS8crHT/nSGv3uNyqMbdU1n2Z/+hfada71t85l04pUvKFdINOzaHt6K/N9h+2D5Z/6Xj093DN1gv0Zw7l/bM9DxkyJOTBgweHTIdkSlUv5NmzZ5u5pMo5uO5hHdCDV5pjOQa02zHZF67mdW67HWnNOr664aHMHK8ta6K+wP7Ac7S6P5TG4Ha0h3avg9vljS3VdzfW96V1W+m5QS+ugYiONBERERERERERkQ7igzQREREREREREZEa+CBNRERERERERESkBjrSWn++yr8N9DLuBFezO0KqdNOR1g1KTh6OESVHWi/Srj7arBtFWoNj7p+n1H9LbbIbbfZaqk/WT8mBSJr1+XSzPlNqvceQXt+SA/J/rydkeh1LfuFSHTE36zlsh3eq1VxLfbTd9EJ9X8312V+PV6vL3/rsLqX2QHrB81ZCR5qIiIiIiIiIiEgH8UGaiIiIiIiIiIhIDXyQJiIiIiIiIiIiUgMdadcAvbC3vL9cy3vTByLXmiPtWsA+OrCwPgcW1ufAwjl04GEfHVhYnwML63NgoSNNRERERERERESkg/ggTUREREREREREpAaf7PYFSPu5GrdyioiIdILST7kT51SR1tJuBclAUJwMZKyfgUVpTrV+ZaDgX6SJiIiIiIiIiIjUwAdpIiIiIiIiIiIiNfBBmoiIiIiIiIiISA10pEllL/tf/EXj56u5ve9/+tOfGmb587A8P/nJ2C1ZH7///e9DLpU1j1/HRaG/oDGf+MQnQmYd9Lf82AYIj1+nv11LdXq1+1ZKY0BK1Tr/4x//GPLVds+dhOXZ3/mq2THWuukfza5ZSKn8+/v6tUjJidTuPtHf49dpU62e569lmu2znBO5BuP894c//CFk66q1lOa8ZufUq33N1m1aXR/9PT/7J2H/vJrxL9JERERERERERERq4IM0ERERERERERGRGvggTUREREREREREpAY60vpJaV9ySv3fm0yXQLO55FOic4uuAe511qnVWlh2JX9Pq30+dbjW6/f6668P+VOf+lTD97NPscxvuOGGkG+88caQWccfffRRyL/97W9DZp8dyNQZc0t9quRzYP2wvktjbsn3wfqi/4XtLVe/H374YcPMNqO38v+n1WMo2wup42QrzcPXMiV/le6q9lLHH1ZaZ/L1vqxDGl0D+yAdPMxDhgwJ+eabbw4514ZKY+zvfve74jGuFUpzWqkP83WOhyxr57f+Ufre2Gxulmu5r/SFTntYuUYuOQ7Z3zl2DiT8izQREREREREREZEa+CBNRERERERERESkBj5IExERERERERERqYGOtALcF1zyOvD9KVX38jdLfx1Z3KtMdwHdLKSOq4UOIfooenX/e2mfeTugi2PGjBkhjx8/PuTBgweHzPrYv39/yPv27Qv5/fffb/j5vlDqB71a332FLhSWYalMR40aFfLUqVNDpiON/efcuXMhHz9+vOH11eFqqcOSn6eOs7Hk56EvZ/jw4SGPHTs25DFjxoTM+hw9enTIHIM5J5w5cybko0ePhnzkyJFETp8+Xfm3Kym5MLtVvyXHXR13Urv9YbfcckvIbB+DBg0Kmc7C9957L2Reb67s2a5L6wYesxtzWbdgWXH85BxLLl26FDL7BtczLMu+jLfNUser1ynqrIOb7ZP9bZ8cc+fPnx/yvHnzQh45cmTI7LOHDh0K+a233qqck+9hO2K5lNYNAxmuYfi9g6+zvd92220hcwx+5513QuYc2orxbyCNqaV7aff4UvLQlua/0vfUvtBLY+yV1HFSNrtuarb82F9ZfzfddFPInHM59rXDkcZrZDl1as3rX6SJiIiIiIiIiIjUwAdpIiIiIiIiIiIiNfBBmoiIiIiIiIiISA10pBXgPm66bkpuoxx8T7u9Cbxm3lOze5dz/pHS/mzuPe8VVwT3fffXR5dSdd82fUn3339/yA8++GDIw4YNa3j8y5cvh/zrX/865JzboxG5uivt0W9FOV1NsE7Zh0r9no40evHoG6D/gz6XvpQ365Rtv1vOpZLzrFmnYx14Do7jEydODHnRokUhL1myJGT6eG6//faQhw4dGjLr7+TJkyG/9tprIb/wwguJvPvuuyGX+miv+F54nbyu3NxQulYeg/V56623hsz+OGnSpJA5Zufcp1dCHwjdSey/H3zwQeUYx44dC5kOPB6jTrm1A5YF67MdflT2H46fy5cvD3nhwoUh8xoPHz4cMufMEydOhEwnJV/viwe3NB5308fENWOp/afU+jUA63zOnDkh33nnnSHPnj075AULFoQ8ffr0kDmHr1+/PuTcPXNevnDhQsilOXQgw3mankm6flk2rO9p06aFzPZF92/J6ZRbo5U8bb3iRCvN3aW1XF+O2Wp4Tbk5sN3Qfcky6JZHttnvWylV74XjWWn9R0rrbPYVHp9tcMSIESFzjcU1Gs+fOyfXQPwuzDbF8bodnraU/Is0ERERERERERGRWvggTUREREREREREpAY+SBMREREREREREamBjjRAVxH3+Q8fPjxk7gPOuTLov+G+Xu4d595h7n3mOXi8kk+J98h74L5i7q0eNGhQItzTzb3KdMi0y+fSrCeojtOOcG86y5OOM7o86ESju4P1y/OxDU6ePLnh6/S51Nl/T/qyh/9qho6Y2267reHrJb8AnVnjx48Pmc6mvXv3hsw+2RdPGMeVbvkgSOm8rXCiEfpYFi9eHPIDDzwQMh1pU6ZMCZlly/Ht7bffDrnkCRsyZEjD11Oqjqkc9/sytrWDkguqL2Myx1j6dO64446Q6UuaNWtWyOzfbJP08TBfvHix4fWyPtkeUkpp9erVIe/evTvkU6dOhcx5/7333gu5r/VfcqmUXF5s23Xmen6G4yEdaF/60pdCXrZsWcj0sXBOZfnTT0df1uuvvx4yy5bjc0rVNVDJ/chy5bjXTt8W1xisD15rbr5vdk3HY3JdOWHChJDpSGOfZ5thebM8ubanR5FlkFL1vnnMXplTSWn9lvMeszxYP2PGjAmZfY71wTUT5y+ukVjf9BTymnfu3Bkyx+hcH+WY2SvuZlJab9dxu/X6Gp3jAddUHB9z30PZ5rhOYBlwnX327NmQ+9oeSv65Un3WcS3yeyf7D78Hcn3Ia2J58pwsWz434HjBNQ8/z+9A/HxKVdcs5+n9+/eHvHHjxoafZxm0Cv8iTUREREREREREpAY+SBMREREREREREamBD9JERERERERERERqoCMNcB82PQozZswIeeTIkSFzz31KKQ0ePDhk7tXnvl060bhfuuRGIfQ20FXAvcu8pwsXLjS8vpSq+7W5B5zXyGtq1f591h+P2wpnBffu09VA3w7ff+bMmZC5j5s+FzrQ6KZg2Zd8J3w956Bqds9+yQlwtcE65P591nmp/Y4dOzZk1ildDvSB0MnTF/9RpzyFzdKNtkLn2aOPPhry/fffH/Ls2bMbHo9jJPs4PZkse/pB6MPKjfGcBz788MOG19guSu4m1i/7Ctty7nj0fXAefuqpp0L+9Kc/HTIdaRwD33333ZBLDjS+n2M265f+Ec5TKVVdmVwX8JoPHz7c8P2tcuSxPnhvfXGilbyfDz/8cMhf+9rXQqbDkLBsuObi+WbOnBky51T2NTrWOIenVB7XWE4sk3asXerCc3PuyLmAm4Xtk/fHdSidaFOnTg252XU2j88xm2N6SuVxolcptR1+J0ip6kAaPXp0yHSY0ZHGdS+dgZzTWL8c4zmGnj59OmTOf0ePHg2ZfTil6rzLzHbPcuzUure0vmyHR7bkreQamf2PY2jpexPXyPzuzTZKJ1hKZW/ikSNHQn766adD/uUvfxlybgyoQ6mdNPt9N7deoKf33nvvDZkOstKzDWbWB/s3HWik5AHOOdEI+x/ndbYhjuG7du0KOTdPtwL/Ik1ERERERERERKQGPkgTERERERERERGpgQ/SREREREREREREauCDNBERERERERERkRpc8z82QAFeSUJL0TuFfjlRMqWXFFpSXEuxMaWcFL2WJNMlsT/vgVJPClbPnTtXOQelgCVZbbuknK0+LgWZKVUFh3wP64fS261bt4bMsmL7IGyDlBTzetgm2R5KsvDcNZI6x+hl2O+HDh0acq4dXElJDE5xL0WtbCMcMyjW7Qu98uMC3YAid/6YwH333RfyrFmzQuaYyDHw/PnzIfPHAvj+koyWx8vJZnlNbIOcF1j/rRormz1OSYKfE19TdE0Z/Ve+8pWQKR3mHLtnz56QKbFl2VGUzTmRczbnO44nHB9y/8YxiesAzhOtqs+SGJkS4b6Irik2Xrx4cchf/vKXQ2Z9s3w3bdoU8rp16xpe4z333BMy+xLvkT8GQ7F2rn+WKK2R2klJks7cibmDfXzp0qUhz58/P+Rx48aFzP7BOZV9ltT5ES+WS6kP9uqcy+tiWaVUbY8cEzle8RjscxR9s8+wj3HNxP5SWufyfLl5h2t5vqf0I1ut+pG0Eu34vsR5lnPUXXfdFfKdd94ZMr8bU07PHwNgffJ8HFPbAa9x1apVIberPvtbf1zPpFT9gSXOmewfXB/yxyD4wwylHxMowb7Ulx/DOnv2bMh79+4NmT/ixTGb83i78C/SREREREREREREauCDNBERERERERERkRr4IE1ERERERERERKQG17wjreQl4b7uiRMnhjx16tSQc56LEydOhPz++++HTLcAfS7ct01fS7NwL/q8efNC5j5y+n127dpVOeaOHTtCpm+C3rB20d+96NxTnfP18N/oguA+be7zJnRF0B3AsuPeddYnvR0lT0fO71JyqJB2Oe/aQc5BR1cG+zH9AiUXyuTJk0Omf4Dv37hxY8hbtmxpeP5WwHJg22cb6JTnsBXw3qZMmRLy3LlzQ6Yjic6rM2fOhHzw4MGQ6UTj+Mc+xrKmP4Kfz/VhOjA4l5VcZKXXuwX9gSmltGTJkpBXrlwZ8q233hry9u3bQ37++edDXr9+fchHjhwJmf2NbZ/1USr7G264IWT6n1JKadGiRSHTI8Z1QslL2S5vZbMemdz8UnLePfjggyGzPl544YWQf/nLX4b81ltvhcx1GscDzrlc83BNRodhK9Y3bDPt9I5y7G7FWMDrLV0/HUrLly8PmX2eLl+ug7kGZZ+eNGlSyJ9MJJAAACAASURBVOzDpTk/pWo9sy9c7a7YK+EcRD8Ry4LrYq6DWZ6sT/Ypfk8quRnZZzkn576b5db3V8L67eU1Twk6sThnsr/RuUWvLL8Ll8qyE7BN7Nu3L+QNGzY0fL1X1kSsqxUrVlTe87WvfS1kjm9su5wT2b9L3k+WLZ2THG/poS052vgdLKWUjh8/HjLvgX2cbmmOIe3Cv0gTERERERERERGpgQ/SREREREREREREauCDNBERERERERERkRpc8440QrcOM11H9DycPn26ckzuReZeYbpu6EbhXmc6suhloLuAe50nTJgQMv0h99xzT8jcp8y90SmltGnTppBLHjdeU8njVZdm/S2EHoacE4H3xvdwL3npHNwrTkdQyYlGvxLdFCVyDpuSj+Jqhj6slKp1eunSpZBL7Yq+CXoG58yZEzLriI40jhEcd+j0YR/N+V04znBsYzumUyTnGOkEbJ91/H2sjzvuuCNklif7UMmJVfJesv0Q3gP9MIcPHw6Z7oeUquMw2zB9H60aY1sN2+HIkSMr76GPhWPkyZMnQ169enXIL730Usivv/56yJyj+wt9HzNnzgx5wYIFlc/QEUUv386dOxuek/XbV59Pf+dQwvktpZSmTZsW8n333Rcyx7c1a9aE/Mwzz4S8du3akNl/6UTj6/TPsT2xP7L/NzvnDkTY3pi5jrn77rsb5lmzZoXMOqMH8cUXX2x4fZyTCb2YdG6lVB3n2Ve4bhpIcB7OfQ+4EvYJjon8HsI5mWM8XcPMXAPV8SOV1vulfDXBe+V314ceeihkeirp4Cp5IVlWbD/8rkzvLP1lFy5cCDm3HmWbPHbsWMhsM/R6tXru6yvjxo0LedmyZZX3sD7I/v37Q+YcynUX51CuPzhHsqx3794d8qFDhxqeb8yYMSHze21K1TrnuprrduZOOe8G7qgvIiIiIiIiIiLSQnyQJiIiIiIiIiIiUgMfpImIiIiIiIiIiNTgmnekcd8+99QyX3/99SFzH3hu3zj3hnNv+owZM0L+1Kc+1TCXHF28Zp6f56OLYu7cuSHTrcQyS6l5R0i79qKzLOr4lK6EZZdzTbGO6R6g36W0b5vlSZcH98Kz7Ohz4b7yEjmvR7Pl2Gw59weei7C9s/3m7pe+BTrhSr6HESNGhLxo0aKQ6UR69tlnQ6YfgtfM49NXkGunpORE4zFa5VxqFtYvr5uv59rD9OnTQ54/f37Iw4YNa3gM+lrYHjiGss/RzcGyZXvjGEH/RK5PN+tE6xW/C/sOxz/WTUpV5x3HYJZFaUwsOTybhde8YsWKkOkdXblyZeUYdKNu2bIlZDqbOOe2y4HX37Gd/Telanmxfuk32rNnT8hvvfVWyKxP+pfoW+IczXs8depUyPRx0cfUDkpzbCepc+5Su5g3b17IDzzwQMiLFy8O+YYbbgh57969Ib/yyishb926NWSua7mO5vHruGZLnlCObb3q2KpTn3Qbsh+X7pV9jC5mrpFYX8OHDw+ZDqYDBw6EnPNTX0nunvlvrN9m+2A3+2gJuoHvvffekJ944omQWV/0tO7atStkOrlKczC9k1wzcc1Fx2LuOyQ9h1wns81yzdQtFzTbDds+fWJ14HhJ5xwdaOxf9MlxjqXXt9my43olt06gu7bkfyedGm/9izQREREREREREZEa+CBNRERERERERESkBj5IExERERERERERqcE170ijL4kONHoVuM+cn8/tE548eXLI3HtOR0zpGriPn3vHua+YvhHeA10GhHuXuQ89pXqOpisp7V3uFddAnX3fpfop5WnTpoXM9sH2Q1cO976XHGlss7mypn+g5MnppPujdP3sT9xHn3MJsZ5ZpyWvE+vsvvvua/j5DRs2hHzp0qWQ6QKgy4E+ELapOv2H98w6L7WBTlFqa/QrpZTSzJkzQ6Zjjsegn4pOJZY/HRYcY9ln6d9hH2WbpG8k1794zhKd9Bg2A6+LZZVS9V7Z/tlfOIfW8as0w+jRo0N+6qmnQqYDjT4gelJTSmnVqlUhb9q0KWS2iWa9pL0EHZBs/6xvrkEmTpzY8PP0jNJ5yPZx4sSJkHfs2BEyfUwk53fhOVrt5esk7KN1+g/H5SVLloQ8e/bshueg8+yFF14Iedu2bSGzvDmGcw5gnXFMzq1pOWaW1iLd8ooSrj9KHubcZzguc83BsqAHcdy4cSFzDuWYyPGNTi7WP+uLZcIxJ6Xm17HdcgOX6rfULlOqjon3339/yHPmzGl4DpYvHYXr168PmY4tth/O4VyP0tFHb2yuf3KMLXlD63w36AQci5jrjLdsAyxfOujeeOONkOlUazVcg7Hsc+vZnHP+Slgu3VrT+hdpIiIiIiIiIiIiNfBBmoiIiIiIiIiISA18kCYiIiIiIiIiIlKDa86Rxr3jJRcR921zH2/Jx5RS1Q0wfvz4htdI1wP3x9NNwGs4dOhQyCdPngyZPqbz58+HfPTo0ZC515rvT6n1e5M7tdeZ9dWXPdf8DN0ObFOEPqU77rgjZLom3nzzzZCPHDlSvMYrYR/IXR/bXK8461KqXgvrMNcHryTnvWM9sw/S50HnzsKFC0OmD2b37t0hv/jiiw2vkT4Xeg9PnTrV8PO5MmA9l9o2fRGd6pM8D+uL/gjWTUopjRkzJmQ6YEpOkZIvjp7JkkOPDjb6PTgPHT9+PGSO6SlVx3XSq040tquSOyWlqr+DYyL9OhMmTAiZzjw6r+hfofNw+vTpIbN/f/7znw+ZYzr7Hv0yKaX03HPPhUxHFPs81wHd8vOwP/I6cmMRXTYc39i/6BF95JFHQqaPh59nZv+if47jNdss+3Mdh01pjCnRzf7bl/tbvHhxyFzXsF3t3Lkz5FdffbXh67wmrrMnTZoUMp1tXAe/8847IZdcszlK66ZuzaFsv+yTOacWy5fjTcmhSicZvZJ05LF+fv3rX4e8cePGkDlmc86t48Xk3NNsH+3UmMvzcMxl/dIvllJKI0eODJlrpBJc87J/ccyky/ntt98OmXNAaZ4peYT7QrecaCXY13LrP45XbLt0RLLNsDxbDdsL1+lcA+f6Ev+tzme6gX+RJiIiIiIiIiIiUgMfpImIiIiIiIiIiNTAB2kiIiIiIiIiIiI1uOYcadxTW/IAcJ/3wYMHQ6a/h36slKo+F+7L5jXccMMNlWNcCfcJ0xWwb9++kI8dOxYy905zr/TFixdD5t52egVy19SrlBwWfXFaNLvPnj6fZcuWhUy/Dr18JXcO98rTh1HHfcX99L1MqU+zPHL1xX+jU4v+Djp76EwaPHhwyPQOsk+RiRMnhkxvVKld5l6nU4Lv6SUP3pXwOun/oP8o9xl6HXmvLBs6l+i4Yhujr4x+mOXLl4dMXwl9MSVnU0pVbwbnrm75eZo9L8uS7o+UUnrjjTdC5vi0dOnSkOkhnTFjRsicwzhHz58/P2SOyXyd/o9du3aF/Jvf/CbknCNtz549IbMcOA8069jqK6U5suTrYbtMqdpftm/fHjIdlWPHjg2Z/iP2N7Y5Ovbo21q/fn3I7Fscc9heWDcpVb1vveJzSancR0uv00eVUtUreNddd4XMPsI2sG7dupBZR3QqsY3Q2TRv3ryQ6ejasGFDyHTP1nGksZx6xStaep3fW3JrIq6B6AVkH+Sah+X/xBNPhHz//feHTNcv++Thw4cbnp9eWcL+mFK1XDjPl77XtGuOLR2H18kxuM6aqOTcZP/iGnjFihUN3//aa6+FzDUwKbmNW+FEu1rgcwSOVSmlNGXKlJDpaabX9bHHHguZzwG2bNkSMtcozbZtrrk5R7Pv5Lx+HKfY7rs13hL/Ik1ERERERERERKQGPkgTERERERERERGpgQ/SREREREREREREanD1iJBaBPfQcg883UV8P/f50mOS26PLz3CvPt0P3CvM/e98P89JZxpdD/SN8Hy8Xp6P+5RTqueh6gVKToM63qj+3ivdEPQn0f1Avw73y7MN0rHH6+W+8xys417yu5ScaKyPkv8s92/MdE7QF0HnFR0HOcdVI9jn6RsgdfxmdGCU3GN9ceu1A5bF0KFDQ6Z7J6XqvdCvwXGe/hWOmfRI0p1Jpxp9Mjw/xwC2Jzq+6LNIqdomWb+dcmiRZv1LzDnf1PHjx0OmZ5J+plGjRoVMR9qiRYtCZv/l5zkeco6lt3LVqlUNM+8npWob4zjdLQ8p64fzCcuGOTff0EG2efPmkEv+K9Y/nXWEbZDlz/rkmodrItZFnXVCabwsjbetpDRflPw1dHimVF3HzJkzJ2SORzt27AiZjh7OoSw/9lk6uehoo9eNHsq33norNQvvqZfWSY3gdefmCs5hEyZMCJmeWDro6ERjJhwD6Hrm/MZ5n442rplybmf+W6nPsU+TVtV/aSxg/+R4mRtzOcbRO8rvHexPPCfXHw8++GDIXNPQecjvMbnvldcKbDdcC2zcuLHyGfZPHoPj78qVK0Nmf6TD7rnnngv55z//ech0WhK2QR6f/TXn3eTan7lXxl//Ik1ERERERERERKQGPkgTERERERERERGpgQ/SREREREREREREanDNOdII99RyXz33bXOfOF0bOY8J9wrzM9wPTQcQ96KX3Ebc90/fC/eujxkzpnLNV0JXRc6nwGu8ePFiyL3ijij5eUrvr/MZwvJ+7LHHQp4yZUrIp0+fDpnuiIMHDzY8H9tDHScaKXmNulmf9EWUfBJ8neWTUtWBwzqjG4PtnZ9nny75BNgH6fDiuMJ7Knni+gLPwTpvl8OHbY3uDrpY6MdKqeoUo/Pu1KlTIbNP8XU60+glZH3T38M+Pnny5IaZzpNWjEOdgn2lNOay77BvpVStT/YXljcdWvSCjhgxImT6OThHr127NuS9e/eGXPLPcAzP+WBY573ijCmNp6TOXMHxjY45fubEiRMhL168OGQ60jge0q3CMWTp0qUhcx3I/s81Fusud85mvUedpDTfc01KP1ZKKc2dO7fhZ9indu3aFTLbBMuP7ld62nh+jgkHDhwIefv27SHXcRDyGri26pV1bitge+W4zDF52bJlIZecaHQmrV69OmT2ebYHtlGOwfSW0lOaUrnd85wlP2+raHZtxfEn93n2r23btoV88uTJkNnW2Z8eeOCBkO++++6Qp0+f3vB1OhHb4QTlWqRUX536nlNaI3F+4XfwlFJ6/fXXQ+a10uPL/rlgwYKQ6RykI++LX/xiyD/+8Y9D/rd/+7eQS15n3lNuvcN1WbPe0U7hX6SJiIiIiIiIiIjUwAdpIiIiIiIiIiIiNfBBmoiIiIiIiIiISA2ueUca4T5d7tPmvuMzZ86E/MEHH1SO+f777zd1DfSLMTfLLbfcEjL3HfN13jPPn9tnTu8UnUE9s5e5sMe6lFNq3ovAveaLFi0KmR6GQ4cOhUy3CH0I3NtecuY12x57HdYHXQssLzqZUqo60QYPHtzwGPS/sIzp/2CdEtYZ+xz9HvRXsJ3W8eLRG0YnCvtKu5xN9EPw3oYNGxYyXTh0PaRU9edwPKIPhI401h/rl2XFMZUOJjq72AYvX74cMj2JOUcG64/lVuoX7YLnLZUV+97s2bMrx+SYSUfWzJkzQ6bPhbC/0B+zZ8+ekOnv4ev8PNcF7DvsWyn1lofySpqdI0vjSkpVhw/7I+dEtv9Zs2aFzP7KzP7E8997770NX6dPiI7EnJOoNJ7yM+1yTuYorWFY/nQMzpkzp/KZCRMmhMz72b9/f8iHDx8OmWtnzrk8/vLly0PmGEGv3bPPPhvyhg0bUrPwmnLerV6k5OfL8dFHH4XMe+Xr48aNa+qavve974X82muvhcx1Kh1tpe9qdeqGfbLkheUc2qk+y7mB7ZDr1dzcwfqio5BjAtc8dOJxTOY18P1ck9HdTSdeX8qWc0+veEZJyeHJdpZb/3ENwv7CNS0zP891Nb+30kNKdzGdaP/+7/8ecqkuck48PpsoOetLa6Z2eUj9izQREREREREREZEa+CBNRERERERERESkBj5IExERERERERERqYGOtALct1vaY9uL/in6W+gO4N52vs698tyfn1J1b3qzHrFOwX337bhOOp1mzJgRMp1m9MPQJcL98Tw+3SK8x5yPp1l6xddTB14r3RDMKVUdVYT+D/YB+gd4jpzjoBnoUCv5d3LjFNtFyZvCvtGuPs1r51hClwYdWuxfKVX9HHSS0XHHc7J+6R+j12vy5Mkh33nnnSEvXbo0ZDrT6HDimJ1rsyVnDOeibjnS6P9gW540aVLId9xxR+WYd911V8j0dbD+6DI9e/ZsyCwb1jf9SuxPHHPpRON4ws/nvGF8Tym3qz+W1jhsRxxv2ddy98r2zPLiuouOLmZ6RF966aWQ6TSbNm1ayJxT77777pDp9XvjjTdCPnbsWCLsj6X66qU5luPd1KlTQ54+fXrxM6dOnQqZTjTOiSxjOpUeeuihkL/whS+EPGbMmJC//e1vh/zjH/84ZDp9CNfFKXXWY9dK+uJIK32X4RzI8ifPPfdcyE8//XTIbB/0jJb8ZOw/nGdyjqaSz7MT3xfqwHujO2rhwoUh53xT9DxyzVGCcyLXMA888EDI7L8lrxszy57fQ3P0d43TrTGY8yHXM7nvcPyezjUO74VrljfffDNkzokcb7/yla+EzDXvo48+GvKOHTtC5pxcB5ZLf5137apf/yJNRERERERERESkBj5IExERERERERERqYEP0kRERERERERERGqgI60A9+SWvA7cl59Svb3dnYT7yIcMGRIyfS/0AuTcCdyv3Sz0srRrL3M7HAe8dvpbpkyZEjLdRidOnAj5yJEjIZecdmyjly5davj5q52Sb4huBbb3ixcvVo7JMqKjgHAcKDmt6OSi94v+CLbTkneI90wvVUpVz0LJmdbs51sFr50uDvrqxo8fXzkG/Sr8DOuX4zh9LRzXeU76JWbOnNnwdZbl9u3bQ+YYkGuzPAbrj/2E7+cY264xl9fB8WvChAkhz5s3r3IM/hv7x5o1a0LevHlzyPTB0O9DBxvLku2DZVlyd5QchylVxwy+p1Rf7aq/Zv1KvI46fhdmjtl0dLF/r1+/PuQNGzaEXHKwsX2x//Ke6X/JzbG8h171xuYYOXJkyCx/5pSqYyq9de+++27IHJMXLFjQMH/mM58JmU6uAwcOhPyjH/0o5J07d1auuRG5dp5zTzWiW2NuK7y4HPPoHZ0zZ07IXMOsW7cuZDrR6OziGonH4xxYWr+wv+XqrlROrJ+SP7JdcM6kE+3JJ58MOXevHI+4Zi21Rfb5hx9+OOTHH388ZK5ZWV+cE1lf/fVhdZNmv8+yHXINzL6ROyaPwTawZ8+ekOkN5fdWXgPrf/HixSHPmjUrZLZRjr90aOa+c/HZCdtIt/oj8S/SREREREREREREauCDNBERERERERERkRr4IE1ERERERERERKQGOtJAyWPBfcncR5zb58u93tyrXuKGG24ImfuC+TrPRx8M96bzHniPdFvQD5X7TAnu526XP6RdDooroWOO/ivuLb/llltCLrmn+Dodax988EHD97fCkVZyfZScAO2sB7oxSk6fXHnw/uh3oK+DHkEek5+nc4YeO/qR2KfZxljnvMdcf+K4w3Gi5J5rFaW+z7KgJ4GORpZFStVxeNiwYSGzj9LnsH///pBZn3Q00WHC9xP6gzZt2hQyHUz0SaRUrU+WS7PzTLtg/bIvsS7o3kmp6udhea1duzZkeifZPyZNmhQy+yf7BttPaXxrdh2Rg/2xNC+0y1lIStfO10u+yRxs7yWHDO+dmb6YY8eOhcz+zzmb7+fxcnNKs3NkL8Hxi2sW+slyn2Efu/fee0OePn16yMuXLw95+PDhIXPM5Rz8zW9+M+QXXnihco3N0Aq3ca84ffrS1jjmzZ49O2T2kbNnz4b8q1/9KuTf/OY3Dc/Hde358+dDvnDhQsgsS84rJe9iStWxieMGz1HyjrbrewzPy/63dOnSkNm3Ukpp7ty5IXMOZXnPmDEj5JUrV4ZM7ys5dOhQyAcPHgyZ/bfklGQZ5OaV0jzQq/BeuP7n2JdSdc3JOYnlxf7J+mb/4Xoy50a/Ej5XGDFiRMh04fJ6c/2zWSdlt/Av0kRERERERERERGrggzQREREREREREZEa+CBNRERERERERESkBjrSQLMuAe7Dz+3b5r+V3DX0f9BVVPLv8Hzcx0+4D5kuAu6lzjnSSucYSHAvOf1VLP+hQ4eGzL3kY8eODZm+HvqBSj4unp976et4BOgIKjm42uWG6Atsi7yXOtArePPNN4dMj1fJecY6o3eQdUYnTcmzSH9BX9wQHPva5Zco1Q/L6uTJkyHv3r07ZNZNStXyueeeexpeE+ubzpH+cuTIkZB/8pOfhPz888+HvHPnzpBzfopO1VerYf2Xxs+UUnrnnXdCpu+DYyz7H89x5513hkx/B893+fLlkDkHcg7lnE3nSW68ZP3xHkinHFvNnof9uS/XyfGR9cHyHzduXMj0cdG5xvF12bJlDV/nGoj1zTVbStX7LtVnL1Fqi1zDpFR1JtF5RQ/dxIkTQ2YfpVPpzTffDPmVV14J+Tvf+U7IfZn32023vHil8+Z8qPQyzZo1K2SO49u3bw/5xRdfDPn06dMh0+FEJx3XVBwzOe/z9TqOUL6H5VByYXaqPtmW6YXleMnxK6WUHn300Ya5v9Aj+e1vfztkrnHoSCMln2CdObRbNNsueK9cz0yePLnyGTok+T2Q4y/XTHTY8XsnnYjjx4+vXMOVcI3EOYP9ldd38eLFyjFLntFS7lT/vHaefoiIiIiIiIiIiPQDH6SJiIiIiIiIiIjUwAdpIiIiIiIiIiIiNfBBmoiIiIiIiIiISA38sYF+QulsTm7XrIidYsmSaJJQOkgxLKWex48fD5liX94TZfspVWW7zL0ofq1D7kcUKI6m4JBicIqOKS6mIJPHp3iS9cP2xfqmQJUSyNyPR7DOeY5uSVdzsG3xfusISOuUSaP3cxwglMHy+OxTvGYevxvi6lbVMdsS+w/rk6L+VatWhcz+lFJKBw4cCHn//v0hU5xM2fyoUaNC5jjA8t+7d2/IO3bsCPnll18OmaLsPXv2pIEK65tt/9y5cyGzrlJKacyYMSHzB1TmzJkTMsfgkryXx9uwYUPI/PEHinvZXzkGl8TJKeWF343o1JjbrNCX9c0fD0mpvCbhOdi/2L+nTJkS8iOPPBIyxwjKuKdOnRoyRcw8P9tX7scGKDLv5hzZLG+//XbI27Zta5hTSun2228PmT8ewPKgXHrjxo0hr1mzpuHrmzZtCpnrIv5oCeXW/FGtgQznL643hg0bVvkMfwyC3ytY3ps3bw553759TV0jZeXsL6w/9rncD/I0S2md2y04PvIHl/jDDiyrlFK67777+nUNXIfxxwN+/vOfh/z666+HzDVwf79D5L5Tdks23194L+yvXL+kVP3BJPZXjn9cs3A85g/2zJgxI+TcDx5cCX8UjO2F9c91QW6dwPrs1f7pX6SJiIiIiIiIiIjUwAdpIiIiIiIiIiIiNfBBmoiIiIiIiIiISA10pLWY3D7fTlPyk126dCnk06dPh0z/T2mfckr1PFSlY3SC0h56empy7hNeO8vzxIkTIa9duzZk+ll4PPpZDh8+HDIdQzx/yadVx7fFNtOt+srBOmPba7Yt5j5DnwD9HXRQ0CnD95f6VMl51pd76i/t8g8025ZYlnSv5Fw3dI7Rr0MnzIgRI0JmH6Wzgt5Dno++iIMHD1aucaBQGlOZWV+sm5yXkk47+jxGjx4dMvsTHTOsn3Xr1oX83HPPhbx169aQeQ8sA94Dx9Nc36KzpBt9PqVy/TXrTMuNbaV74zHpBKJ/h84n+lzoPKSH9NixYyG/8MILIW/fvj1k+phy9cl77BWfSw6WN/1l7B+5e+E6hX2S6w6uc1avXh0yPWwlHzHnZK7lemFt3ik4xzLffPPNIdNvl1K1PFl+bDMcv3gOehHpXOPxS+5FuqLb4WHmON4r62Cugegn43e6lKoeNY6ZXPPSVco1z5kzZxqe82r1YncDlhX9g7n65LqYa9ZJkyaFvHjx4pBZ/+yvdKwReoDZvrZs2RIyXeycQ3PtpdTfesWJ51+kiYiIiIiIiIiI1MAHaSIiIiIiIiIiIjXwQZqIiIiIiIiIiEgNrutlb0MruO666/p1g9yDW3q9HXvouU9/6NChIXNvM10FrOOHHnoo5Keeeipk7s9etWpVyPSFpFR1xtDbxWtqlo8//vi6lPpfn4RlW3LdpFT2T5T6FPeyc6966fN8ne4QljWvrxfcLf9Xnym1vk7bAR0iY8aMCZkuvXPnzoV8/vz5kOlvYRug04k+kF6oQ9KuPlqCvqOUqn4Hlk/Jl8P6ob+hW/6qTtKu+mTZcv4aPnx45TNTp04NeebMmSHfdtttIZd8OuyPdGTReffuu++GXPIFsT/Xce20u411q3/maNY9xDZD/8uDDz4Y8j333BPy4MGDQ2Z9btq0KWQ68Y4ePRoyPaXdcKR1cw4trYtTqvYBzpHsQ2z//PzIkSNDpmMn58q8ErahXhzDW9VHWT+cD7kGnThxYuUY/Lfx48eHTPch+wgdWhyD+R2B7+9G/bTaidatMZf+uZSqjjrCNSe/V7A/8hwsu5KLuVd8c83QqvrkWMSyY13R8ZlSdU00Z86ckBcsWNAwsz+zPvgdhs68X/3qVyHzOQHHg5IHuhtcOYf2B/8iTUREREREREREpAY+SBMREREREREREamBD9JERERERERERERqoCOtn3TCu0C/AeE5S3vP6ZdZsmRJyHRs0Rdz8ODByjF5Tvov+tvOOuUaoFsi5wJhnfM9rd4LTgcUy5puEdKLffxqc6SVnAXsg6dOnWr4eslh0t82lGu37W4H7fK7lF5nf8zRX0djL8JyaJeDqdX9k9dNd1LOS0mPGsdE9hf6XnhO9me+zvmLxyuNub1ILznSvvVoFwAAIABJREFUWr1uGjJkSMi33npryPT7sP7o17p48WK/rielartudZu52uZQ1kHJQ1lyrNGxVRr/riVHGsdQlh3XGzkv5bBhw0LmupPlT28gx2Sek+/vxhzNNsE21KuOtNIaKLcmGjRoUMP30GlGByHJuWkbHa8T30MGypqIYx9zStX6pDudfXrcuHEhc46kw/Ds2bMhHzlyJGQ6DS9fvly5xl5HR5qIiIiIiIiIiEgH8UGaiIiIiIiIiIhIDXyQJiIiIiIiIiIiUgMdaYBugdIe+ZIvK6Xe86nceOONIXMvNd0R3OtOf0zu366Wvel9oeRkarV7o04buxK22f56HtrB1eZ3oQ+Czib6Pej/uBboVh+l/+V/ryFkjsEcn9jHOA8066EcCPSSI42fYX/rRd9Rr9FLcyihP4ltoNSfe22N1Qmu9jm05P4t+Wrp9Cm1AbYpzgG98F2or32U99Zpj6/k6ZbbOUdpTdPqa+iF/tRqOlWfdb7zNfs9j8fkuqu0xirNwf8fe+f5bFd13+/lOBQJSag3kFBFBQlUKBLF9I7BJvbYmcwQT/wmk5m8yWQmf0lmkslkxok9LrjghqkCRBdCAnUJ1BsqSEhCdJffm58n9/uc5bP2vve0e/U87z465+yz9+p7667nDEZ0pImIiIiIiIiIiHQQH6SJiIiIiIiIiIhUwAdpIiIiIiIiIiIiFdCRNggYqJOLLorS8drtO+sPvex3KTFQd0DJFUJ60f1BBpvfpdRnSMlXUNfF2It1SDrl1BoMZTEU6FR91n09pXPDUddqhtIcWhoTzoUxYrDNoSVKdVyqc44JdddJvUAv99G683C73z8Y6OX6lPpYn0MLHWkiIiIiIiIiIiIdxAdpIiIiIiIiIiIiFfBBmoiIiIiIiIiISAV0pMmgwL3p/8dQcEkMNb+L2EeHGtbn0ML6HFo4hw497KNDC+tzaGF9Di10pImIiIiIiIiIiHQQH6SJiIiIiIiIiIhUwAdpIiIiIiIiIiIiFfjrbp+A1GcoOLKk/1jfIiIyVOEap4RzooiISP8YMWJEyJxTP/3005D/8Ic/tP2cBgv+RZqIiIiIiIiIiEgFfJAmIiIiIiIiIiJSAR+kiYiIiIiIiIiIVEBHWgco+T74+h//+Memr5eON1BfyF/91cCfr/IcziWHyUDrWwYff/3XcShlHdMnULfO644BtqnOUrfPn8vj42CE/Zv9i/XXnznaNvCXabczjcc///zzQx4+fHjT13//+983HPPjjz8O+fPPPw9Zx0yk3evaulRpc/bZ/sP7jNKaiWMw6U9d8DPn8rrpy1/+csisD75Ovvjii5BLZcn6Z86NqdJ/6ECbP39+yEuWLAl55MiRIa9bty7kF198sen3sf1wDmX9fvbZZ02P18v4F2kiIiIiIiIiIiIV8EGaiIiIiIiIiIhIBXyQJiIiIiIiIiIiUgEdaS0m51Uo7T2vuy+/3fv4uVe9inug5IwZSrD+Sk45lk2veRhybXYo119/KPk8Sg6luo4fUnKk6dvpLKX6J6wf+1d7YX1wDqafo9R/6vpazuX6reJzrOvPOe+880JmfbK8WZ90mo0bNy7kyZMnN80XXnhhyB999FHIx48fT+TIkSMhnzp1qukx6BgaarBOS32UdVgaQ0sOpxIlj2WVcxjKVCmfOp8vHa90H1J3HZ4739I6bSjXL8uLYyQz3//pp5+GXPe+hmMqj//JJ5+E7Bp3YAwbNizkZcuWhfz1r389ZPaFgwcP1vq+0hw9mJ1oxL9IExERERERERERqYAP0kRERERERERERCrggzQREREREREREZEK6EhrMTlPQ8nfUXcffsk1wczvo2+E3//55583/Xx/vAE8Z+Ze94jVgeXTas8Cy45trq5rha6C3HfwmGwTpfrqpmuiP86eut479pm67XfMmDEhT506NWT6Ivbv31/r+FUo9cluwfqq4sIp+VTqOq9Kx6/b50aPHh3ywoULQ+YYnqvvM2fOhHz27Nmm59QrvpdS/VVx2bCtjho1KuRLL700ZJb3+PHjQx4xYkTILLs9e/aEvHfv3pBPnz4dMseDKmVf1wnUq/2T19EKt02pLDiHlfrX/PnzQ77kkktCvuiii0L+8MMPQ37vvfeank9K5f5ZZV7qS6/03/5S8k9xjivBdnbxxRc3zWyHH3/8cch0PtFhl9LAvWy96nmq4nAdaPsr3QcNlNL42Z/z5zzc7mvoJKxz3heWHGaldRnLjnMu30+HZOkeJFefpfuUkrer3fdu/SU3zpTaHutz9uzZId98880hL126NOTXX3895EOHDhXPsy/Dhw8PmfPhUMK/SBMREREREREREamAD9JEREREREREREQq4IM0ERERERERERGRCuhIazE5907JDVF6P/eqlxxon332Wa3XO8GwYcNC5v73nI+iV2H9tNqTwPpm5vfTLVLX15Tbfz9Q30Qn3RH9cWiVjsHrO//880MuOdQ4DtCZRAfP3XffHfLll18e8qZNm0JmHR8+fDjkXPmzXEp1TLrlZKLroQqtdqINFJb1ypUrQ77ppptCZl1t37694ZgbN24MedeuXSHTOdIpSi4V1md//IJ0YC1fvjzkq6++OuRFixaFPGfOnJDpKGRZPv30003PkQ41OtOqtL/SuNUrPp66vtP+wGstrWHYxhYsWBDyXXfdFTIdabwG1h+viT4tvj+lxjVNXW9eJ/08JUdWFe8dj8F1aslPdMEFFzQ9B9YB58D333+/aW4FvAZ62FhObKdcq3V7Xvoz7WhrpXGiF669rheMfZjjQK84tarA/sn+V1pDTZw4MeTLLrss5LFjxzb9fs6ZdEhyjcw1eG4M4phbt3764zbNUbqfqHvPwrrKfYbnzrbL+qE3lG1/27ZtIR87dixk3tPz8+1Yr5TKiXNEp/qjf5EmIiIiIiIiIiJSAR+kiYiIiIiIiIiIVMAHaSIiIiIiIiIiIhU45x1pdf1lhPuQq/iZ6HbgZ0p7n+lZaDf00eSukf82atSoppn+Hu5t/vjjj2ufZ0oD99FVqf+6Dju6BXitJedaXdcRz4fwGqs40ngNPMdu+bOqUKWO+R76IuhCKfnGWF5nzpwJmY4eOrNmzpwZ8tGjR5sen9eUc7jRB8LP9Eqdsi54HiX3Sg7WF30bJR8Ix2CWZclLeP3114f80EMPhTxv3ryQP/zww5DZflJqdIx0i1L/Yv3QW9Ifpk+fHvK1114b8h133BHy0qVLQ2Z/JvSJ0NcyfPjwkFetWhXyu+++GzLnbLanHL3i2ynVbzdcRxyfr7rqqpDpRFu2bFnIHOv27t0b8vHjx0M+ePBgyDt37gz5yJEjDedIbxr9Pb3ivEup7Lmr0hb5Ho6JpTGS7YwOHr5e1wXLa+QYwMx1b0qNXih6oOhEo8dy3759IZfcdN2k5HFi/XDdy/bAOY2UnK2cczkGs/44RuQ8Uzwmr5FjG9dh7Cfd8E9XpeQs5BqD1z537tyQ77333pBvu+22kGfPnh3ye++9F/Jvf/vbkNmeSr6ynJeytIblMUrexf5SGi9LHtnS6ymVz3XEiBEhc47kmvPAgQMh07vM/sXjnzhxIuSTJ082Pb/+ULo36Naayb9IExERERERERERqYAP0kRERERERERERCrggzQREREREREREZEKnPOONO6pret7KfmtUiq7hrhPv+SjKlHyONChxb3OEyZMCPmSSy4Jmb6YlBrLgQ4i+hG2bdsWMv0hzFWpu0e6FXuqWT8l3xJdBZMnTw6Z9cX6YfmPHDmy6eul+s7ttd++fXvIrK9Dhw6F3E1HWiucPSVXBn0NLOMxY8Y0PT7rgP4IOtP4fXTyHDt2LGSWP/tfjpJnrVvUrc+cP4LjNPscy4f1TacVX6d/he2HDi86u2644YaQ2ed3796dSnBMZZsZqP+zKixrjoetcGiNGzcu5BkzZoS8cOHCkDlncYxj/2H9sj/TsXb27NmQ6RehM4tlkpvT21FuraAT4wL7I8dL1gd9Lw8//HDIK1asCJnXwP5Ffw+daXydOecwZJvrZR9WaY3ZjjbAdcisWbNCnjJlStNz4LjDMXn8+PEhc8y49NJLQ6YDiGN6So3eNK69du3aFfIPf/jDkNlu+usC7gTsk6wvOsp4LZxDWZ5Tp04NedKkSSFzzGf98vs5RrCu+P6UGts9/Z2sr82bN4dMJ1ovO9Lqeqh5H/mVr3wl5Pvuuy9krmHpPGNZs/7ppaQb+v333w85V9Z150yuCzs1RpeeI7Cuck7V0pjM9n/FFVeEzPrhnMfy5jmyr3DN0yrfXF9Kjrtu4V+kiYiIiIiIiIiIVMAHaSIiIiIiIiIiIhXwQZqIiIiIiIiIiEgFfJAmIiIiIiIiIiJSgXP+xwZKcsHS66UfK0ipUWhIaSahBJAi6pkzZ4a8ePHikJcsWRIyxcsU9PGcKQVlpmQwpUbZ7okTJ0I+evRoyLzGknyxlyiJoym8pLRz5cqVIV933XUhs74ptGVZsT75/WxvPJ/Tp08nQhEpZfc8h3bSamk6+2MOysRZhnPnzg2ZotycfLovFB1TrPvmm2+G/NZbb4XMNldljKn7oyWdktUPlNx58VrZR1hefJ1jHMuT4mWKXfljAjfffHPIFGvzx1UOHz4c8jvvvJMIRciU7/ZqfZWoIvnmD7RQjM3y27BhQ8j79u0LmaJx1hf7O+dgfp7tqcqPgVAoXBInl8bgXhHx5mD/4/jHzDXOgw8+GPL9998fMtv+xo0bQ+aPQ1CsTNE1x4MqfYvjJ6+5JM/v1R+D6S+XX355yHfddVfI1157bchc93AM4A+68McFRo0a1a/zbAZ/4IVrJ65zS/NMr5Bbb5d+XIDtk2Ma10Tz5s0Lmetevs765xzJOZ4/AMWyzv2AGfv5yZMnQ+Y6kHNTq+qzE2ut0rnyvuPOO+8M+Zvf/GbI/HEByuo5xrLv8Ad/uMbiDwBxDM7dt7C+OKaWypX9tb8/+FO6n+V5tOIH0wjHx2nTpoXM+uCaifWzZ8+ekHmP3wlKP2zVrXsW/yJNRERERERERESkAj5IExERERERERERqYAP0kRERERERERERCqgIw17akt7qvn+ko8qpUbXAPfy01lFH8vVV18dMv07fD/3un/yySchHz9+PGS6drj3mR4Bfj6llA4ePNj0GMz79+8PmU6uVsE979xT3Y491KwPukC+9rWvhUzfDveus/xZVtzLzs/Pnj07ZPqZuPe9yjnU9W0NhIHWEftszk/0xRdfNP1OOs1uuummkOlzWLNmTdPX6ZeYOnVqyEeOHAmZ7g4yZsyYkHM+jJwjpC8lb8NgpuQVZJ/itV944YUh0xfDPkz/y5w5c5p+fvPmzSG/8MILIa9bty4Rjtvdqq+6nhh6ZnjeLJuUGudM+uDokGN50d9SGiPpGSW8BjoR6WphGeX8ZjxmyfNHBlN/pSOVjrkFCxaEfPfdd4fMOZXHoxPv9ddfD/nQoUMh53w7fcnNGX3JrV+47uI8VPK79BJsrzmPIf+Nfeob3/hGyHQu0eXLNSPn6JJDi2tzfp51TkcQHU8ppbRr166Q6dbj2nj9+vVNz6FXyNUn185szxyTuaa5/vrrQ7711ltDXrp0aci8T6JvbseOHSFzzKVjknXDukup8b6FbYL1yTbCeai/dGPsZv1xTUsPJR127B9PPvlkyFzTcAzleEenIccc1m/OQ8z+xfvx0jq/VWMwj8O5uxP1TScly7fke+R4WteJxjUzxxPWJ3MO3keV6rNT+BdpIiIiIiIiIiIiFfBBmoiIiIiIiIiISAV8kCYiIiIiIiIiIlKBc96RVvIC1d3bnHNHcW8wnWh0oK1cuTLkFStWhEyHDH0f9DLs3r075G3btoW8c+fOkD/44IOQ6ZrI+UToT+Bn6BL49NNPm76/VXuduVe9HXuor7zyypC/9a1vhfzwww+HzL3rrD/WB19nfvvtt0OmI4++mdGjR4ecc4Fs2bIlZO6PL7kFesnXQzcD+2NKZUcf/RF0KNHBwzKdMWNGyPSJcO//9u3bm54Py5tjQs6pRgfBYHGilfxmVSj5XkrQ38I+xPZAZ9qkSZNCZn96/PHHQ37qqadC5hhehZyHqy+tqv/S53gebOulOTelxvmCDkH6PujH4edZH/Qzsb7Jvn37Qqbzk+fDay7VTQ6WSy+PuSXoZKJD8L777gv5zjvvDJnjHcfL3/zmNyHTocf2UPJv8ft4/jm/S12PaCe9oyU4XrL9MqfU6BG94447Qn7ggQdCpheUHkN6IumnohuWTi06friu5ee5Rs3VKf+NDib2ax6zV/to7rxYXhxvuI5lfXPNxPrmmot9+Pnnnw+ZLl/2YfYfrsHefffdRFg/vMaSx4n3LYMJrkmXL18eMuuL9x2//vWvQ/7Zz34WMtvPtGnTQp4+fXrIdLYRln0VP11pjdMuT2U3nGj0hE6YMCFkrllLYxPre6Dw+DzfXF9iOfI9rK+Sm65d+BdpIiIiIiIiIiIiFfBBmoiIiIiIiIiISAV8kCYiIiIiIiIiIlIBHWmFPdN1ybkjxo8fH/LSpUtDXrZsWch0TWzdujVk+ph27NgRMv0wzAcPHgz57NmzIdOPceGFF4ac87uwHEvugVaX+1+C7pNWQL/VI488EvL999/f9P10NfziF78I+c033wyZrgE61M6cORPyP/7jP4Y8b968kE+dOhXy6tWrE+F3lPb495Kvh+2TPhu6U3LQ30BPIf0ea9euDZnOJPpC6IOgH2bz5s1Nz6/kO6CjqQolP0S36pTfyzE2d94cw+q6TOgZHDduXMhTpkwJeeHChSFzDGebfOaZZ0LmGNAfJ1rJF0Hoj8jNXf2h5EQjHPtz7Yz1R38HPYi8Njq4Fi9eHPKiRYtCZv+if4lz7nvvvRcy5x2eP883pcZyK82JvepbqgL7z2233RbyPffcE/KoUaNCpv9o1apVIb/11lshsz7oeWXZs//TkUaHGs8vpcY2WMXp0y5K8zOvn5nll2u/dLHSmUUnE9dBjz76aMj0RHJO7AU/Feu0FS7EblBlnUyvJN3OdGzxmC+//HLIHDO5hnrjjTdCZlnyvoTtgWsqOtVSauwXpX5ASt7KXoI+P/ZXrnl5n/jaa6+F/NOf/jRk1ifX3RdffHHIdIWzPrmGZVlX6VucQ0tzbKvm1G7MzXzOQO8r7zl43881Du8TCdsTnWwlXyTvoXL1WXKk9cr42htnISIiIiIiIiIi0uP4IE1ERERERERERKQCPkgTERERERERERGpwDnvSBsodPHQI5BSSldccUXIdAnQp7Nr166Q6c95/vnnQ6aXYdiwYSFznzH3Rpf2jXNfMvda5z5Tep3nxNwt6DiYPXt2w3u+/vWvh0wXyOTJk0Om6+FHP/pRyM8++2zIhw8fDpl7yVkfN998c8hf+9rXQqbv53//93+bfn/uO0nJJdHN+mR/4LlU8fEtWbIkZO7/f+mll0LeuHFjyBwX6IOgp41OLPoheE30SfB4VXwDpXLqFdgnWbZVrrV07RzTWN8cU6+88sqQ6f+57LLLQuYY8O///u8hl5x4VSiN473iwCu1s1x9csz7/PPPm36GvpC5c+eGfPnll4dMPwzHTPp2OEbn/DvNYBtOqbFcetWBVnLx8TpGjBjRcAz2n9IcSmcn10D0fLLt0+fCTAca5336feh7oac0pcY2W3Kk1fWQthLWGfsXGTNmTMO/cZ3LMuScRkca+xTdvr3gRCOcR0ru316ZY/uzXqMHlN5Xeg/ffvvtkNevXx8yPYebNm0K+ciRIyGzD9LBRsdTlTGZ5cA+VtdT2ao+WtfNVoVp06aFzPtQeiHrOtEI3cycgzlHc3xk/+c9Sc7TyPLnmNEuF3er4XozNzewfdPbWXLQcc5ieXP85hqXDjY68Y4fPx4ynXuc03NtujTm94qj0L9IExERERERERERqYAP0kRERERERERERCrggzQREREREREREZEK6EgbIHRr0K2TUuNecbok6KOg/+PJJ5+sdU7cSz5q1KiQ6Sz55JNPQi7tO87tM6evoFcdaCW3F90f9EKklNLVV1/d9DP0ZX3ve98L+YknngiZLogS9Hd95zvfCfmqq64Kma6DRx99NGT6f6rAPfvd9PmwfbJOS76XHOyzPAb3+9N5NHPmzJDpQaSDiY4ztil+Px0KVdwAHBfq+kB6Bba13NjCa2H90CdB/8q4ceNCpvOMjie+Tj/E97///ZBffvnlhnNuBl08KZXdVKTUR1s1Rpfqp/Q9udd5rXTasT/MmjUrZDq3OCeyP9InQn8M5/lS/Vfx9eS8ab0Ay76uy4t1kVJK9913X8iLFy8OmW3glVdeCfm5554L+eTJkyFPnTo1ZPb3khORczzbC8uA/q+UUjp16lTTc6w7Zw5kjh3o/Mz+lVvn0g9MhxHnMDp27r333pDpLaSX9NVXXw15oA419r8qx+M800uu2L7wvOgzyq2R2Ge4Fma/ZnmdPn266evHjh0Lme7mkmOQjqfSGEsvYkqN9cPvZL8puctatQ5uh+uJzqtly5aFzD7NMa3kRCMsC7YHrrG4PuUaOzfGkk7VT6sprU/ZN3JwjuL4StjnOWd+97vfDZntJefJ7AvP+cUXXwz517/+dcj79u1rOAbH11If71b9+hdpIiIiIiIiIiIiFfBBmoiIiIiIiIiISAV8kCYiIiIiIiIiIlKB3pRyDCK4J5vujZQa9xJz/zP3ntOXNFDoEuA5ltxIdKjloGugiseoE3DvOV1DdOHQlUR3TkqN9bN+/fqQ6T+i2+ODDz5ocsaNjB8/PuT7778/5JUrV4bMveZ0tK1evbrW9+dg/faSX4t+iSqukxkzZoTMeqefgz6Cm266KeRrr7025BUrVoRM/wvLb+LEiSGz3fKa6DzJ9TfWWX/ccb1Af9oe/Sj0RNKhRafdNddcEzIdeHRlPvbYY01zXap4w3rFx1PyJ5Y8FjkPBtsqj0G/C+c49l86zOjrYf/jPEFfyO7du0Omd5Jjcq4M2MdLvqVe8THxWjh20gmbUko33HBD02Nu2bIl5DfffDNkekW5pmL/5vjIsuM5czzg8adNm9Y0p5TSO++80/Q7e3nOZJ1y/Mz5priu2bVrV8hcB8+fPz/kG2+8MeQTJ06EzHXP448/HvKvfvWrkDdv3txwjn1hfbD/5eqnroOnrl+wVfB7c47NvuT8jPRC0nnH+wr2EY7JGzZsCJnOrKNHj4ZM7zLbHB2EhGN2rs1yXuAYWuqj7arfum42knOscU7jmMUxj0685cuXh7xu3bqm58AxnI5IztHs74cPHw6ZdcX6TalcH6Vy7Zb7mW2T81WVexiWR+7etdnrdG/Teck1L9dkPB7vpTn+Hzp0KOTcuo9evCqu2W7gX6SJiIiIiIiIiIhUwAdpIiIiIiIiIiIiFfBBmoiIiIiIiIiISAV0pLWY3J567iXm3n7uw6aPZ9asWSFz7/iaNWtCpo+FDNTBlnMrlfaad4uSW6DkmaFLJ6WU3njjjZBZnlu3bg2Z7hDu9S/x0EMPhXzrrbeGzDb3wx/+MOSf//zntb6vCr3i50mpNa4oeujoJOD10idA3wP78KJFi0Kmd5B7/4cNGxZyzgfRF5ZBzmvIf+uVPkroc6G/heed87+wPOicYPmOGzcuZNYX63Pu3Lkh79mzJ+Qf//jHIdPpROifKTnB/tK/dYOSlyTna2lGrv+ePXs2ZPp5+Dp9K+xfrC96SunvuPzyy0OmQ++qq64KmV5Mzskff/xxIgP14HTK11OCrhT2lZQafTyEfjE67Dgesn/Tx8OyZX3zeDt27Ah56tSpIfMa6R9KqdHTVrcftNOvVfLxccxl+eT8VPTYsYxZhgsWLAh53rx5IdOxRdceHU98/ac//WnIL774YsgcM1pR3hy76tZ5f+H3sP5K18b5J6XGOn///fdD3r9/f8iXXXZZyPTIss/QqcZ1ccl1W3Kg8XhVPFOltWOpPlvVRwfaFnNrIpYHMx1WdKLR+8ny37lzZ8h03vH7Dh482DTz/WyjOa9f3XJr1xqqbr/ntVVZ4xKucegYJPT6TpkyJWTOX5s2bWqa+f577rknZM6RV155Zcjbtm1rOMe6a6JuMTjOUkREREREREREpMv4IE1ERERERERERKQCPkgTERERERERERGpgI60AtybTB8VXTanT59uOMa7774bMvf90tdzySWXhLxs2bKQufeZrohXXnkl5N27d4dM10HdfeQ5DxyvqVNuiBJ0HtClwmuhNyO3b5tuCPpC2AZ4zBJ0oNGRRtfE6tWrQ/6f//mfAX1/FbrpRCNsayU3QM4HQn8GnTz0CdAPQUcaodOJx6eTiV49Qi8fnVA5BxPbehVnSDsoeSzovuAYXMUfwfqhv4F9iP4eOvDowOKY/cQTT4RMHw/h+eTG1BJ1PYXt8hqW5g9+b+lac+f14YcfNn0P+zz7A+E8QCfWgQMHQqav5aabbgp58eLFIU+aNKnp9+fgWqI0V/UK7M8cC+neSalxPGR90ZfDsuB4zPGSczL9kGxPbKO5c+4LvbW5OaVXxtsqlBxp7OO5/sU6XbduXciswxkzZoTMPkPnFh1qK1asCPmBBx4I+eKLLw6ZbeK1114LuRXjYTu9ds3g95TGXLbFKut1rim4DuacO3bs2JDnz58fMh16XMfymnjfMn369JBZf6U1VEqNXrWSd7JTlDyjpfut3HjENeeuXbtCnjlzZsgcY1l/fD/vMziH0hPL8YL1xWvgmis3H7JdcxzjZ9rVP0vH5VhYuocp3dOk1Ng/S+2f62auiVk/XNOuWrUqZNYP+9YNN9wQMusm57zL+dh7Ef8iTUREREREREREpAI+SBMREREREREREamAD9JEREREREREREQqoCOtAPcuc1/xp59+GjJdRyml9Pbbb4fMveMjR44Mee7cuU2/o/R+vv7CCy+EvHbt2oYXyzA9AAAgAElEQVRz7AuvkXvfq7gkesWhxT3x3JvO86RLhS6qlBpdDaVjlFi4cGHI//RP/xQy/TtvvfVWyI8++mjIe/fubfp9VTwedDDwPZ1yf1Sh7rnl9t3v2bMnZO7Xp+eQfYSOLTp46AugH2Tz5s0h0803YcKEkOl7oX+C7Tyl7vlbSMlxxvMs+V3oZkmp0UE2ceLEkOmVnD17dsgLFiwImWPqm2++GfJjjz0WMp0W7E9sgxxD+P5cfdb1R3SrvktzKOuX155S47lzjKWziU4z9j96vPh+zuN0drHNTZ48OWR6Tjme5HxZJZ8nP9MtZ1rOSdgXulJy9ck1BTP7D305J0+eDJnjH30xrF9eA8+x9P18neN9So1rh5JvqdQv2kmpTtkWWZ4pNc5JJTcr+1RpfrryyitDPn78eMj/+q//2vT9dGpt2rQpZDqBcp4pjrl15y7SKUdTyc+XczCxT/AYvI+hE41thg6mKVOmhMw1DuuX18QxPdcHS7B+So60uvXbX0rOO147yfmm2B/puOOak+8fNWpUyPRElpyEGzZsCPnxxx8PmeNlyUvM+7CU+uf+6wYlXy3bVZV2xvKm9/W6664LmW2MY/r27dtD5pqX9zBsDxxTSp7oXH3mXM+9iH+RJiIiIiIiIiIiUgEfpImIiIiIiIiIiFTAB2kiIiIiIiIiIiIV0JFWoOQWIB988EHDv23dujVkugLo3+FeYe51pt/nmmuuCXnp0qUh7969O+Q1a9aEzP30dEPQeUJnW0rlPdylPeGdorT3nPvGc+dJ9wPLq+S9oD/nn//5n0O+6aabQqaL4pe//GXIb7zxRtPvK5HzL/G6e8V5l6MV53b69OmQ6USjn4Hjwpw5c0KeN29eyOxDR48eDXndunUhcxzh99MvwDLI+bPYz3vJc9cXlm1pDM5dKx0iHHPpTJsxY0bI7KMck7/3ve+FvH79+qbnWKV++kK3R85hU7f+ulXfvHZ6hZhzbiK2Xc6ZpTGZTrTS+/k6+y/bF/0i9LvQH0OnW0qN7Zz11S0nGimNI7yOnE+L7Z/lxf5J7yd9K/xO1if7P52WXDNdffXVIXN8p99r3759idAxxDZT12PVTlgfY8aMCfnSSy8NuYqDiXMY2zyvP+ej7cvhw4dD5jqU7YzfV/JOVpkfS2u9XnHJ1vVn5tZQ9BOVPIRco/CY48ePD5n9Ydy4cSHTkVY6v7pu4pQa+xzbAOdhXlOnHHd1HVq5sqATjWvOki+u1D/oUOP76cQrzeH8PNdAuXllsMCyY1vmWJVzvfEYXKPyuQPHT65JWB/sG+y/d9xxR8h0Ui5atChkju98rsH73Nw59Cr+RZqIiIiIiIiIiEgFfJAmIiIiIiIiIiJSAR+kiYiIiIiIiIiIVEBHWgfgfnVmuiXoduD++BUrVoS8cuXKkOkqqOvj4f5s7lWn0yb3HTxGrzjSSq4BXlvOH8Z/o6+FTJ48OeRHHnkk5BtvvDFktocf/vCHIa9evTrknLOuGaW6SWnw7E1vF2zP3N/PMqOvgU4m9kk6dXJuxb5wzCjVT87dkfNs9QIDdUHlnFosf/ogJkyYEPLs2bND5pj4xBNPhExPYatph2uH19Qpfw/rk24cjrkjRoxoOMbYsWNDZv3RgcX65rXTScI5btasWSEvW7YsZPZn+oPqjsk5esU7WnLalVxfLOuUGq+N9TV9+vSQ6YT88MMPQ6ZTjb4X+pe4hlq4cGHT97N+N23aFDKdmimV10Qcj9vZH9n+Wf5c09BndMUVVzR9PaVGzyjnuF27doXMOY1zKD2VX/nKV0K+++67Q2afY53QucUy4BiQ609s23xPaS3dq65ZjmcpNV4rHUZ0YrEPs41w3GAfLq2jCT/fCmcW+2Cv3Mfwe/pzrRxDX3vttabfwTGQ9yV0bbM+6Mi64YYbQmb7oZeR38fxZTBTd+zPrXE5v3A83blzZ8jbtm0L+d577w2Z5c8xgR5hrsHYXk6ePBnys88+G/KWLVtCPnXqVCK5++++cLwtjc/twr9IExERERERERERqYAP0kRERERERERERCrggzQREREREREREZEK6EirSc4n1Rf6X1Jq3P/Mvc3cL819v8OHDw+Zvhg6ZbgX/uDBgyFz3zGPz/Pl+fXHtdQpH0/pe+nF4Ov0ZOT2puecL30ZNmxYyN/85jdDfvjhh0Omz4l7yelnok+L9VnXiZfzbXWrvqpA10Zdp1YV6KAo7bXn6/QNsDzpDyBsd61wLrHembvlbxloW2P/SanRkVRy/sycOTPkzZs3h/zYY4+FfOjQoabnxDGAbbTURztBp5xppeOWHFwpNc55ixcvDvnKK68MeerUqSHTv8MxlH6fOXPmhLx8+fKGc+rLW2+9FfL27dtDzvk/BkqnfEz8HsL5h9+bu3aOf+yfCxYsCHnSpEkhX3vttSGXnF8cD+jAK/mgXnrppZBXrVoV8p49exKh44ffwXVUaW3ZSuqO/exPdMyl1Djm0fX7/vvvh8w6Yh+kI41jNMf9N998M+QXXngh5L1794bM8ub55DxUJccuKfWdbsE1//jx4xveQ0cS1yC875g2bVrIdCZxHNi9e3fIbB+E9VW6j+oP7VhL9iql/snypXOQayDOqWxTbHN0bNElze9rhQOvV6i71sqtF9k/uW565513Qn7mmWdC5hxLBxrHfGbC8ZVz5lNPPRXy1q1bQ87dV/OaSmuc0hzarnsc/yJNRERERERERESkAj5IExERERERERERqYAP0kRERERERERERCqgI60mdGjRvcF94CmV90PTq0bXBPeOz58/P2S6N+j3oSON10A3BPcql5xgObi3uVv+JcK64HmybHJ703NOsb7cd999IT/44IMhs8288sorIf/kJz8Jmb6WgXocSuff63TC31a3vdJpRj/EJ598EjJ9IRw3+P0fffRRrfPJwbbdKz6QuvVJN8SoUaMa3kPfzvTp00OeN29eyHQ2/eIXvwj5xRdfbHpOuXG/L73gHGzXOdR1rdF1UuXzfA8dhIsWLQr5uuuua3oOnNNKnjae8+uvvx7yT3/605DXr18fcn/6WqlcSrlVcCxi5vqB8wvdKSk1OuXYhxcuXBgyHWn0u5DTp083PSf6fLZs2RLyunXrQqbfhedfxd9TmnfbuUYqtQ22T5YfHXCXX355wzHoEaS3kOtajuMlvw3rjOsmjtmsI36+1L9y9VG3j/XCuJ9SY9lPnDgx5JwjjWMg1630jC5btixkOuzo1KIDq+QNZVnW9dhWoa47sFX12ylfaV/ocGSfZ31wzmT502lIjyXH7H379oXMNRTLpBNu5MEEy58eWfa3n/3sZyFzPnrkkUdC5pjA9sF5ffXq1SE///zzIe/cuTNktr8cJV87X+cc0qnx179IExERERERERERqYAP0kRERERERERERCrggzQREREREREREZEK+CBNRERERERERESkAv7YQE0oOOQPBUydOrXhMxTpUvrNY1CUPW3atKbf8d5774W8ffv2kCmJpASUQr4zZ86kupREkJR2dkOumYPfy7KqIjDljz/wxwVmzJgR8qZNm0KmJPftt98OmaJ5yp1Z9q2A0sZe+bGIlDrTVuqKTdlHx40bFzJFxydOnGj6ffxxglZcc0ka3inq9n22d0pVmVNqlGFfddVVIY8YMSLkZ599NuRf/epXIbO+OGazfVDkeq6LcfvCsqHUOCedZv/hD+hwDuR3cM4t/TjEjh07Qn7mmWdCZvt44403Qi6JdNkHcv9W6p+d6r/8npIUnGWfO0/+uMfatWtDpqieomqugThesj0cPXo0ZIqYN2zYEDJ/fGD//v2p3fTKmiillI4fPx7ya6+9FjJ/LCelxnXnrFmzQqbgnu2E8mzKrY8cORLyyy+/3PT7SzJ6jsmlnFK1H6PqRbie4/zH9UtKjbJx9jn2Ub6/dF/CMbZEJ35cpXTM3LjdC/RHxM/3sL7YJpgvvfTSkC+77LKQFy9eHDL7Dvsjr4FtlnkwralKY3t/xn6+h3Mg18380br//M//DHnVqlVNP881WGm8/vTTT3On/RfJ/dgM20ipXLp1T+NfpImIiIiIiIiIiFTAB2kiIiIiIiIiIiIV8EGaiIiIiIiIiIhIBXSk1YR7cLlPmPuKU0pp0qRJIdNPMGzYsJDHjBkTMveW0xXBvc979uwJmfuKubecXrAvvvgi1aXufvVu+T/qemhyTJ48OeR77rknZPpc9u3bF/JPf/rTkF966aWQ6WMiLLu69cUyyDnWesmJ1gm4P5/9uNS+6UFk+e3cuTNkOnfYB9vRP3rFKVHyQ7A9nn/++U0znZIpNfZROus4Rv7ud78LeevWrQ3HbHYOH374YdP3D2UG2lbZV9gXUkrp2LFjIa9ZsyZkeiTpeKLHko67d955J2T6Ql599dWQ9+7dGzJ9T6U2nfOB9Gfe7QasL7pQmFk3KTXOifRd/exnPwuZfq0JEyaEzDUU12Xsn/S9sH11g2460Qj7IOuLPqWUGtcx9BByTmWfYTthH+H7S2PuyJEjQ2a77cQ6t1uw7HitdLtdeOGFDceYM2dOyHPnzg2ZTjQ6kjhGMw+W8a4v7eqjdY/L+YV9i/NbSvl5tS+8j+R96JQpU0LmmEtnGtsYj8/7nFLfGkztZaC+y9JYmTsm65fPGdgmOEfynqSKu7aVDOZ7Tv8iTUREREREREREpAI+SBMREREREREREamAD9JEREREREREREQqoCOtAF0D3PvMfcP0l+WOQb8H/Ur0d/CY3AtNJ8n777/f9By535p703m+g3nvMintVWf9sq5SSunmm28O+fbbbw+Z5Uf/CzPri/vj6Qbg8UsOPMJrzL2/l3wtZKA+iZwTjmX+ySef1PoO1uGTTz4ZMp1bdCyV6oznPFhcLVVgfXK84bWeOnUq5KNHjzYcc/v27SGzz2zcuDFk+lvYZuho4jmfPXu26evnMmy7pfplWeb+jXPi5s2bQ6bzjr6kkoOE31fyy9CZxzm3yhw6VNpMzv9GSn2e/hb6dQ4dOhQyfT0lf4xESk4f9o+cs4fQmVWC4wQdP2wTJep6K0vrqr/0b71IyaNLJ+C7777bcIyxY8eGTNcznXabNm0K+ZlnngmZa54SdENXaXPnKiwbzkcpNY6RvG9km+EYWzoe2wPPgfe5XKNxDT2Yx+y640Rpzsy9XroHyK2jmsH2MJTuMdqNf5EmIiIiIiIiIiJSAR+kiYiIiIiIiIiIVMAHaSIiIiIiIiIiIhXQkVaAe51L/jDu806p0U9Ax8+FF14YMl0QdE3Qv8K9zdyrTv/FBRdc0HCOfWmFI63k3OgVuI+f+/7pRkoppVmzZoVMlwN9WGvXrg354MGDTc+J7YWwLJlLZT+UnHdVqHL9Ay0TOprocKIf5MSJE02Pxzo8l2BdsD/QB0J/Uu4Yr7/+esisrxInT55sek6E9VcaU3t1fGwFpWttR1s/c+ZMyPQlldynpLQOYJusOybnjjlYx2leR87vMtBrK3k+6/q0BkoVL9xgqs9Sf8h5RrmO5dqKdUQPKcuHjqTSmDtQqtTPYFnXlsYfjoc7duxoOAbL+/DhwyGzfnfu3BkyHVv0UjKTVvfhXJvuzzjdC5TWtLwnTKmxz5aujcfgfShd3nTVvvfeeyHTU8rPHz9+PGTe5w5lWH/dWB9yDVNy2/KccnNCX4ayc82/SBMREREREREREamAD9JEREREREREREQq4IM0ERERERERERGRCnypV/eAt4ovfelLtS6w5IYouVVy5UknGV0S/Az3htMVwPfX3XvM8+E10I3QC3ub//SnP30ppfr1SegzoxON3oacI23p0qUhjx8/PmQ60LZt2xbyrl27Qq67H77URgeDf+nP9ZnSwOu0LmwDKTXu72cfLJUhfSH0DdT145Q8Qzx+L9CuPsr2zrLM+YmGDx8eMsfQnEOknbB98ZxLzpNu+JVaVZ91ydVnr3kfOU+wfjlnMp9L9ZlzIfH6e2GN0Ze6zrwq/qVW0805NAfH7ZLzrxfnsL50s04HWp+l+YZln7tWrmvHjh0bcsmhRccdy473Gb24Th0o/a3Puq62/jg4CftnyfNad8zmvRbXzIRrcObcHDpY+udQgO2D9TkY+nvfOXQg+BdpIiIiIiIiIiIiFfBBmoiIiIiIiIiISAV8kCYiIiIiIiIiIlIBHWnnAKW97qQXHVvt2pue82X1pYono9ddH71IK/0udX0SrfiOEnXPoa6bseRY6kafPZf9Eay/uu2lG86sEu2qz070V2nkXO6fpG5/7eX+mZJ12groFdPBVI+6fYplORTngcFcn+2m1F56sX1Yn//HYKw/oiNNRERERERERESkg/ggTUREREREREREpAI+SBMREREREREREalAc0GUDAm4N/kPf/hDl86k99BvJin13v5+++zgotvtZTBh2Ui3sb8KcY4dGPYpqYPtZXBj/f0f/kWaiIiIiIiIiIhIBXyQJiIiIiIiIiIiUgG3dorIoKYVf1Lc6T9LLm0lld7C+hIZvPzVX8X/M/7jH//YpTMRkZQa51TiHNtdOGa6lU8kj3+RJiIiIiIiIiIiUgEfpImIiIiIiIiIiFTAB2kiIiIiIiIiIiIV0JHWA5RcASVKe9V5fGb6Qkrvr3IO7p9vHV/+8pdDrvsz7XQd8Hi5umKb0ClTD/aZgfomWGcl50+uvuyT1Tn//PNDZnl/9tlnIVu2naU0R7E+Sq+3u/6qzKnOoX8ZlhfHw9Kaxvlr8FF3XVxqA9JaSmNaaZ35+9//vqPn058x1zH4/2B9sn/x9Ysuuqjp+8+cOdP0+4YPHx7y5MmTQ+aaLKWUTp06FfLZs2dD/vTTT5t+p1Sn7nOC0hpsMI/X/kWaiIiIiIiIiIhIBXyQJiIiIiIiIiIiUgEfpImIiIiIiIiIiFRAR1oX4F7h8847L+S//utYLdx7Tkr7+kuOLe4b5+vnsiegileh5MPi3u9SebI98Hh1HWkXXHBByCNHjiyezyeffBLyF1980TQP5v3trYB1RMcW20jd8mOd121T0pySR9AxsbvU9TyW+stAKfk+SuT8LnXH9cFCbg7lnMQ5j3nMmDEh05czevTopudw+vTpkOnS+eCDD0Lm/EfXzueff970+2TgsE+VxoDSmM05tz+UPEBDeV4orXMJ72Pa3Wd4PhxDcnUzVNZVpXvKlMrlzzUrHWclbyzff+GFF4b83nvvNf1+XsN1110X8ooVK0L++OOPG46xZcuWkA8cONA0544xVCiNjyxv9oWSw1Cf4P/hX6SJiIiIiIiIiIhUwAdpIiIiIiIiIiIiFfBBmoiIiIiIiIiISAV0pNWk5L+qQsn9MHbs2KZ5woQJIU+cODHkcePGhUz/x65du0I+dOhQyPSH0BdS2judUn2XxECdM62C55G7jtJ7Sp4F1jddAnyd5T1q1KiQp06dGvKcOXNCvvTSS5ueD9tHSimdOXMm5OPHj4d88ODBkNlm6u63H+ywzj/77LOQS+394osvDplt4qOPPgqZfXKo+pX6C8uXfgj6PoYNG9b0eGzfdRk+fHjIJT8F29O55GQqzR0pleddjqHsfwN1ptWdn6q8n04htom67s1uzaH083BsS6nRaXbZZZeFvGjRopCvvvrqkBcsWBDytGnTQmbZ0c+ze/fukPfs2RPyunXrQl6zZk3InP+G2vxWpQ+Sdrc3tnfm6dOnh8x2xzUMc8mzmNLgrefSmrU/61xSWreyfOlJLI1/nLN5fPquSuNn7piExyi5UntlzM3Nb6X5g5nXyjVnqT2cOHEi5Nx9Rl/uueeekP/lX/4l5FmzZoXMMTmlxvsWZroyeY1cZw1m71dpzctrG6xjWzNa8bym0ve05agiIiIiIiIiIiJDDB+kiYiIiIiIiIiIVMAHaSIiIiIiIiIiIhXQkQa4r5h7bPk691RX2YPL/ez0g9D/wbxw4cKmn+fe9XfffTfkiy66KOSSG+LTTz9NJXhN9B2wXL744oumr7eK0j7+un6zVlD6DvqUxowZE/LMmTNDvvnmm0O+8cYbQ6Y7hHVDf0xKKW3bti3kLVu2hPzqq682ff9AnVKDHdYhxxF6DC+55JKQ2Qfpc2H5fvjhhyGfS06tHCX/Q8mZVWXMawbnidL3nwu+iqrkXDYsz5L/plS+9IXUdeXQF1OXXP3yGkrXVJq7OgXLjg5POlxTavR4ck2zePHikGfMmBEyy2bfvn0hs/+y/iZPnhwy51h+vuSRpZ8ppcY1Ti/7dtiWuEbg+o7X9pf+rZPMnz8/ZHr2tm7dGjI9eUePHg357NmzDd8xWMblUn2yLfL1lMp+sLrjDcdwehJLDjSeI72xuT7YF45LKaU0fvz4kFkudGzR89Wp9sD65D0c13v9Oa+S55eZ0D9GeA233357yP/2b/8WMu9ryPbt2xv+jWMQ2wSvsVNubjqP+b30BdLZy/pOKaVJkyaFfOWVV4a8bNmykOkR5TmxDbG+9+7dG/KmTZtCXr9+fci8J2R/HUr4F2kiIiIiIiIiIiIV8EGaiIiIiIiIiIhIBXyQJiIiIiIiIiIiUgEdaaC0h7oVbi/ubabb4dprrw2Ze53pyKLfg+dI9wDdD4cPHw6ZrogRI0aEnPMHldxy9Ct0yqdR2vPeDW/J1KlTQ7788stDvuKKK0KeN29eyGwv9MnQ/1L3fFJqdHaxPvfs2RMyfQV0NJRcdc2o6zHgufbHW8hMlwZ9A/QAXXzxxSHTicY6pseObg567DZu3Bjyjh07Qqa/IKVGrw/7ZIlO+SQ6Acc0OijoqOCYTW/llClTQmbZ0mF37NixkOl4Ys45B0set16tL84VPC++nvu3kvOn5CDh/MPxivXH47F98PX++IQ65Q0tURqrSz4/njfH0pQafSwHDhwI+cSJEyHTv7N///6Q33///abnyPH6lltuCZlzKMfrkSNHhpzzLRGus3rZr8X+xfZN+rN+4xjLzD5z8uTJkFmn7NOcQ7muOXLkSMhcw+TGncFKyZ/I8TPnpSQDXbOPHTs2ZDrSCPsL5zuOKyXP1KWXXtrwHRMmTAiZ18hy5LqsU32a9cPxsx33UyUnWgmW7QMPPBDyd77znZC/8pWv1Do+HYcpNbqEOYbw9U6tidj/2Da5Hp09e3bI11xzTcMx77777pDvuOOOgZxibbgmfeqpp0L++c9/HjIdarynKTkOc9R147YL/yJNRERERERERESkAj5IExERERERERERqYAP0kRERERERERERCpwzjvSSj4l7oGnR6Hke0mp0bfB/c9LliwJeenSpSHPnTs3ZO49L3nd+HlCPwldEoR+hZQay4nlwP32A3Fm9Tp0P9BxRhfArbfeGjIdeWw/deHe808++aRpTqnRufXuu++GTI8ev6Ode9PZZ9mW2D75Ot0sKTU6zejzoJeOfWrOnDkh08nDPp/z0jWDDow1a9aE/PTTT4dMP09KjR471ntdZ1ovM3z48JDpz1m+fHnIHIOvvPLKkOkxpDOPsGzZP+iX2LBhQ8hPPvlkyOvWrWv4Do7TJe9Xp7yUJUrtLDd2cI7je0qOH/p06Ly68MILQ+YcO2PGjJA5JnNM4fnQzZLzu3CMpUcvN063g7pjN+uGmZ6alBrbAK+95BSsC31Y9CVxfKazhvMDvbO59UyvOAlz8HxL61j6qaqMJfTIcc7jd9KDxz7IdnTZZZeFTDcs67B0fqU1bEqN/Zrl0i2vYYlSW8ydd8lzy/pjfXENxTGWHsRSG+PrJa9UySWdUmO58Jy4luQ8MlCPWFVYP+1Yq/XHLdyXhQsXhvz3f//3TTO9syVeeOGFkLds2dLwHq6JOI90a0wuOQo5NvIe8MEHH2w45o033ljrHLgGpWeUa5iSJ5v3ud/61rdCZn97/PHHQ169enXIufosOQhZrhyTOnVP41+kiYiIiIiIiIiIVMAHaSIiIiIiIiIiIhXwQZqIiIiIiIiIiEgFfJAmIiIiIiIiIiJSgXP+xwbqQrkd5ZMXXHBBw2coqp01a1bIJZExv5M/DkBxNUWGV199dcgUa1Pyt3HjxpCrSI4///zzkD/66KOQS7LodjFQgWYO1jnF4xST33LLLSF/7WtfC5n1UYICxVdeeSVk1h9FzhRf5/jggw9CZpvbt29fyDm5faug5Lb04wKsH76f0tvcMSjeZB1TbExxKkWbFH3u3bs3ZEo1eXyeD1/nNeXGIR6DfZbtin2nV+XZU6ZMafi36667LuR777035JUrV4bMPpsrv75QSsz6PHPmTMglmf0VV1wRMiXGuf7FsYw/ANIpEXKryY3RbIsUTU+cODFk/lgEf1yCsnnWN0W7bGMlMTnF6Zs3bw45J2s/ePBgyKUfUGgXpR8C4rVS8Mt2lxP+UgLN72z1D2NwzUVRPdsP+zf7H3NujTSYfryF5V86d86xKaU0bNiwkPkDL7lxui8cE/ljAGxnPD5/8Id18v7774dcWrNU+UGsXv1xgdJ5sY/mfkCstM5l+TOz/PmDH5wzCcd4rl9438QfaeOcynuS3Dlxnct1W6fqux33LYRzHtt76ccm/uZv/iZkCvG//e1vh8z2xGt69dVXQ+YPB2zatClk3qOk1HhN/MGL0n1pu2D/4o8dcT3P9Ulp7Myxdu3akJ966qmQuV4s9fdly5aFfNddd4XMNss1NsfbQ4cOhczxOaXGe1W2yW49VyD+RZqIiIiIiIiIiEgFfJAmIiIiIiIiIiJSAR+kiYiIiIiIiIiIVOCcd6TV3SPNfcDM3MefUuNeY2bun+beZeZPP/00ZO4jnjp1asM59OX8888PmfvIuVeavowq+5D5GeZ27U3nPv6B7pnOuSPovJs9e3bIdNLdfPPNIS9YsKDpd+7cuTPk9evXh/zLX/6y6et0Bxw7dqzp9+VgGyntTW8nrMOSO4jnxnM/efJkw2fYp+gwoPNo165dIb/33nsh0/HD72QdzZw5M2rcczgAACAASURBVOT77rsv5IULFzb9Pro96CBKqexEI73qRKNP4vbbb294D/0dN9xwQ8gcJ+gRpK+Kfo633norZNYHfUGLFy8OecWKFSGz/umboTMjpUZPIdt9t/w9Ax2Dc2MuHYT033zzm98M+e/+7u9C5njWbuj7YP/MXWPJu0bPHt/fn3m6P7B+6a6iGynnmmL/IDz3kueSc8Lw4cNDpt9l/vz5Tc9nx44dIXNOpr+nWz67/lJyovF6WN70V6XU6PGhh660ziz5jXjOPAfm3bt3h0wnz+HDh0Nmf8o5tVrt7usVcn2U9cl1Lj2UHGM5R/I+htCJN3r06JDZHjinXn/99SFznb5hw4aG7+QcynUd122d8o52Yu3FPs1xm/V5//33h/zd73435HvuuafW9z/22GMhs72wf1bxYXFM4TVynM/18VZQGttynua+cP359ttvN7yH9UXn4NNPPx0yfYAsX46XhN5hjpcPPPBAyLyHogOTz0FyZcI6Lq1pdaSJiIiIiIiIiIj0MD5IExERERERERERqYAP0kRERERERERERCpwzjvS6kK3CXNuny+9adzHS8cZ9+XTV0EXBL0N3I9d8neUXCv0R9EXlVLjNfGcuuXrGeieaZZlSildcsklIdOJdu2114Y8bdq0kOlXoRtg9erVIb/88sshv/nmm03OuDXQmcFyoCuinfXLOqzr9mL7pisspcY2zv38+/fvD5m+lTNnzoTMPkwXA8cE+kf4/ezDdHrR4UNHU0opffzxxyHXLcecR6Ud8FrHjBkTMt0o9MmllNLdd98dMp1x9Ayyj23ZsiXkzZs3h1xypdDpRf/LvHnzQqZ/gu/PeS85D3SqfkrQD8K5oDQm5zyjLC/6WejE6zb0l3A8oJsnpZROnToVMsctushIf+e6gTrteJ4kdzyORezzdNnQt8L5iG2GTkH6k+hZpBuJczLnbJJz3pVcnd2kNKeW3EL0VeX+jeMA65x1ynNgnyk5BOkd5bqar/P43Vqj9gITJ05s+DeuSej25TqYayQ6mM6ePRsyPYY8B7ZBekTpaOOaiU4oek5TSmn79u0hc93UKSca6YTrieM++yvXWV/96ldDrutE+8EPfhDyb37zm5A5xrJ9sD3m1q8cI1h/9L61y5FWWovxe7ke4Ho153Vme+b6gf2PaxK6s/l5wnPKjRnNKD3nKN2PVKFU7u3qV/5FmoiIiIiIiIiISAV8kCYiIiIiIiIiIlIBH6SJiIiIiIiIiIhUQEca4B7bkhONe66ZU2p0L9CvRPcJ3QCXXXZZyNybTB8I38+90bxGugvokKJbgsdLqdFZMlScaPQupNToZli+fHnIc+bMCZl7yw8cOBDy+vXrQ+Z+edYP2wv3ltMXM3r06JDpKmFOqbEdDya/C9telbZYcvydOHEiZPYROtL4nfQ9sM3QN0En1DvvvBPy66+/HjJdHznfAa+pRMk30ConF/1IdHXQN7Z06dKQb7/99oZj0unzu9/9LuTHHnss5DfeeCNk1ncJ9rElS5aEvHDhwpDp+6ADjW6PnOey5AxiH865AVsBz43tgufB/srXc+4NeigH6kSjE4/9iw6tnIevGTt27AiZXkt+X0qN8yrLifXbqjl2oHNmf86jtM4iHBMuvvjikDlG3HHHHSFzvGX9rFq1KmTOwaWxM+evY7vmPF6Xkuu2DqU65/VyPM2N/bw+ekf5ncx077I/XH755SGzzLlW4+e5tuPnW9GOmXvVu0YHJ+ejlBrvI7iuLHmeuK6k05P3Oawf9nHOqXS00W+2du3akOmVTamxfkqeJvZBfr5XPKU5xo8f3zTzPnLFihUhf+Mb36j1fXSi/fjHPw6Z98Gsb9Yv2yg9tik1jjlcR5U8o62C7YhrL451vEfcu3dvyLxnTKmxf7I/lZyU06dPD5nlP3fu3JD/9m//NmS6wMnBgwdD5hqITsXc+rTk2y2Nv53yPPsXaSIiIiIiIiIiIhXwQZqIiIiIiIiIiEgFfJAmIiIiIiIiIiJSAR1pgHvg6e7g61U8CydPnmz6GboHpkyZEjL3CXMv8bhx45oen/uv+Xm6dngNdCHkfFl13RClvcydgmVFlxW9ASmltGDBgpCnTZsWMveic183v2PGjBkhsz1wLzwdUUeOHAmZ9U1XCF/PeSHYRngNdd0f7XRHtKPt0C/A8qCLgX2UDhL6XR5++OGQb7zxxqbfR6fX6tWrQz527FjIufKuW2ed6pMcY9l/6A9j+885tVh+9Kew/ugAYv2VxoVFixaFfM0114RM59b8+fMbzrkv7KNHjx5teA89bqxzjm0lv0ur4HhS8ozSncPxNKXGMbcE3Sj/8R//EfLzzz8fMuuXjq0SW7duDXndunUh09fD/ppS47zK+mJ/7FR9tgOee8mzxzmRff6uu+4K+cEHHwx5z549IT/66KMh0+9UciWR3PtL3rdeouQO4vyf8+RyTGV75meOHz8ecqn9cszl95WuoeSYo2MoV6f03rFP8pzYBkrew3bB/sSyzM1HnIdZf1x30nnFa6ODiWsm3sfQwcRz5BxJBxO9p6yblMqetm6NqQMd2zleppTSVVddFTJdz1yjLFu2LGS2fXq7OKb+9re/DZltkB5gnh+daBxPtm3blgi/g5/plOuZ9cX1SG78bEbOH8a2y/bN19nnWf70+HLNdd111zU9R34/2wPvWTjn5vpnXS9o3Xm7VfgXaSIiIiIiIiIiIhXwQZqIiIiIiIiIiEgFfJAmIiIiIiIiIiJSgcEjcegS3OvMPbjcu0yfWO4YdMKUfEv0NdENQDfEBx98EDIdXPSLTJ8+PeQJEyaETM9DFUdayYnVLUcav5fXRrfApEmTGo5BZxOddixP1if3/rM+Wd9nzpwJmc69/fv3h0wfzMaNG0NmG83tTWc7H6grop31W2p7/fnuU6dONX2d7YaOLfa5O++8M+Rbbrml6fFfeOGFkJ988smQWed0e+SumXXIftwtTyHPiy4OulXGjBkTcm48Yv1dcsklId93330h06HGMZTnMGvWrJDpMaRfhr6K3LjSlw0bNoS8ffv2hvdwHGC775SPh/VXcnkxc3xkWafUeG30o+zatStk+lmeffbZkFk29MVwDiR79+4NedOmTSG/9tprIdMnk3OklDxh3eqfAyXnOWGdc/xkG5g5c2bIN998c8jf+ta3Qmb9/vjHPw756aefDpljCvtnyb2Se53/NlDvUTt9TaW5gY6fs2fPFo/JYwx0TcExlmM6j895pOQQoicxN6/QFZdzFzU7p271YTo/6UeaM2dOw2dYXqdPnw6Zjk6uW9mnebzx48eHTCcax2SuW3fs2BEynWh08I0dOzYR1gfXUbym0n1Nt+qX501na0op3XvvvSHTgcZ7Hx7z1VdfDfknP/lJyPSO8j6Tjq2rr746ZNY/y5qeUfbFlBrHcd5bvffeew2faQetbge59QLbN+8T2d5ZXvQ2c02ccw/3hWtSrrl+/vOfh8z+WVr3p9S4TiC9sibyL9JEREREREREREQq4IM0ERERERERERGRCvggTUREREREREREpAI60gD33Nb1OuT2MtOnROjToVuAPgr6KuhIo/uBfgS6JehL4N5pfj7n1OI5kF7xMZGSMy1Xd7wWejJYP3QNlDL3srM+R48eHfL8+fNDpt+J3oAjR440fX9KjT4MMlDfSztpxbnl+nFfSn2Wfo8bbrghZPpBDh48GDKdTu+8807I9FmwjeRcjWzrbMela24XrC/2J443hw8fDnn9+vUNx2R90EtIPwfLJuff6AvbFN0b9JdxzCWcZ+gjYf2nlK/jvpT8Pe1ycHEu4Pewvvm9ufll69atTTPbAH0cHOPoKWXb5xhb8gXRacfzoU8o59opebhYrr0yh5bInSfbAP1UXJPQn3PPPfeEzDmUfpZHH3206TmyPZDSHJKru9IYUqKKm7ZVsI74Xbx+lndKjXXKdcfkyZNDpr+IfYjeOzqeOOexT7JO6balh499ks6h3L+VxthOUXJ30fnI/kX/XI6jR4+GzPmH9cH2wPrgHHzVVVeFfOzYsZDfeuutkOmJ5RjNMTznYCp5/Eq+T47JpTG8XdDJe8cddzS8h2vQBQsWhEwfHOesd999N2TOmStXrgx56dKlIdPbdtttt4XMNszv530L13gpNdY55326TQczrC+2Pd4jXHrppSHfdNNNIZecaDx+ydHGvlGaQ3Njacmv2yv3nf5FmoiIiIiIiIiISAV8kCYiIiIiIiIiIlIBH6SJiIiIiIiIiIhUQEca4D7tkleIe+hLPrSUGvcOc+8+j1HyMHCvOh1dp06davr6pEmTQuZeajrSuDc6B/culxwOvUIVRxrdEJs2bQqZ+/DPO++8kFk2dDuwvkr+HromZs6cGTLdBW+++WbIe/bsSYT73dnOe2VvekrtaVvsk8zsE/R70D9AHwXdDc8991zIzz//fMj0ydA/U8VBSMcBfQMl2uUn4LmyvdPNsnbt2pAPHTrUcEyOafQ+0q/BXHKgbd++PWQ60caNGxcyHU+ETq9169aF/P777zd8hvNC3X7QLsdW6TxKTrQDBw4UP0Mf0u7du0PO+Y36wrbM9sFM/w/9JHTYsU2yPfF4KeXdcH3huoF9vlXOu4Eeh3Nm7vPsb3T8LFmyJGR6QOkf+/Wvfx3y97///Urn+md4zRxzSmVdZSytuyZqpwOvbh1XGeu5LqGHi95QHpPOpO985zshs43QkcUxmXUya9askOnl45iyb9++RNhHS35izrlst/2dQ0uuLvbBadOmhcz5kQ61lBo9eKxfetU45rJ8WX9sDyzbX/7ylyHzvoVOJ5YBvbNcV+e+s+6c2q4+WvJL0e/HNT4dkimltGLFipBZnlxj0EXL+54rrrgiZPavxYsXh0wvcKlsuebiujA3h7JcWL/dcti1o52wTbBPL1y4MOSbb745ZI7PJdgm2X/Z3zle8LlBzvtL2EZ79TmCf5EmIiIiIiIiIiJSAR+kiYiIiIiIiIiIVMAHaSIiIiIiIiIiIhXQkQZKHgvudaY7I+czK+2PplvgxIkTIXOfMN0F3PdNfxPPiddInwJ9UPy+3D5llgMpuec6tXeddcFrpdso547gue7YsSNk+lXoZmD90rdT8miMHDkyZDqF/uEf/iFk+rm4d/71119PpNRm2WZK9d9O2Ja4l7/Kvnq2A3rt2KeWLl0a8re//e2Q77rrrqbHpwPtscceC5n+ALYB+lzogshdM8+Bdcxy65QXj/2J41XJkcbrSimlESNGhEx3BjPbM7/z2LFjTd+/aNGikOmP4bhy9uzZkF944YWQt23b1vT9OdrpVKoDz6Pk1qN7hW6blBodgfxMyV1Epk+fHjL9IfSN8Jp27twZ8q5du0Iu9RXO6TnYhzkvtKu+6x635AvjWJpSY/my/9C3Qx/Sxo0bQ/7Rj34U8oYNG5qccUoXXXRRyJyT2b54TXS85cZb1hfhMUv9ZiBrpFb58/5Mzk80ZcqUkCdPntz0GBxDuU7hnMvMMZx1xnUX5wTWIeuLr6fUeN2cq7gO4jjAOmyXI43Xytd5Hjl/GMuD9cU5jWMq50B6XdkGt2zZEjKdXWxPrH868zhn5LyZJfch1xZVXLT9oa77iR5rOlhvuOGG4jE4Z7388sshc81Tus9k3+CahX2FmW2U3lM6tnJOUd5L0bM2lOB4Vxofx44d2/R4rF+WP/s/5/Dly5eHPHfu3JA5xvz3f/93yFxz586pV9a4xL9IExERERERERERqYAP0kRERERERERERCrggzQREREREREREZEK6EgD3IPbij253DtOLwL38tMRw/3zPB79IdwLXfJ5cO85917TcZLzY9AdUHJFtIuSC4TOA3ob5syZEzK9Hyk17uWnm4F+lpMnTzbNhH4L+nTYXuhM+/rXvx4yPW/Tpk0LmQ68HHRyMHcTti3WccmXlDsGoZ/jwQcfDPm2225reg70UfzmN78J+cUXXwyZrofSGML6oM8gpca+UfLadarP8nuY6Tb55JNPQs75pvhvrR6PlixZEvK8efNCpi+C49CqVatCfu2110I+dOhQ8RxKbqpOeSdJyTPK86QrhW0/9x5eW12fz4oVK0K+9dZbG76zL3StrFu3LmTOoZwzq/jNOGaU/ErdojTWVHGkcd6lT4njLZ2QHD9zns9msD5ybtu+tGMs5DHb6X9p9bFzbZHOosOHD4dM5w6PwXUN10Hjx48PmWMk3ZnMXCdx3cN5JufUKvVB9oVSu+ovrE9+L9cLnDPp1eXrKTU6ytiPuY6kN5blxzGUnkN6Qfl5jgm8ZrYf1lVuvcP6Kc2h7bg/TKnsSGN98j7lxhtvrHW8lFJ67rnnQn722WdDZv3SicX7CvYn3kfyvqd0X7N58+aQjxw5EnLOQckxhvPGUIb9i+Mj+xfXLG+++WbILG/WPz189957b8h0tj300EMhb926NeQ33ngjkSp13gv0zt2wiIiIiIiIiIhID+ODNBERERERERERkQr4IE1ERERERERERKQCOtIK1N0Df9FFFzX8G/cWz5o1K+SLL7646TFLThI60ugbGT16dMjcm04XAd0d3OtMl0vumJ3yK5FSfdEXx7pYvHhxyJdeemnDMeiwO3XqVMglpxPrkw6vko+Mrg+2OfpnCMugSl2xznvF15NSow+ilOluSKnRlUGnEp1XdCqxD9Pz9Ktf/SpkOrLYZtjH2a7ZZuinyPWDksewilejG7C+eJ6d8CbwO9kerr/++pA5Br/77rshs/43bdoUcq6NEtZxr/RJnlfJBcWcc97Rv1Ry2XDOmz59esgrV64Mmf4lsnPnzpDp92F9lfyDw4cPb/g3XkPJz9Mr8Lx47TmnKuuH/iOOp3RIrl69utY5lrx8AyXnGWX98RxK82631lBVYH9MqbwO4ussH85pV199dcgnTpwImV7JX/ziFyHTGcR1Ef1JLO9cH+U58hpKLsdW9eFS2+KcSN8Zvb65tsb6o+OK9cF+zvLfs2dPyC+99FLIdDqxrHkfwnUvr5HnX2XdVxqD2wXLn+s/XivvKRcuXFj7O1l/vC/gMefOnds0s77YXrgm5hhy7NixkFmfPF7Of3b06NGGfxsMcH3J+u/PGpftn55mekVfeOGFkFlffM5AByZf5xr58ssvD5nje67u2EbodesV/Is0ERERERERERGRCvggTUREREREREREpAI+SBMREREREREREamAjjRQ8gRx7zL3hef8VPSzLFiwIOSpU6eGTDcD90dz3z6Pz73I3H9PL8DZs2ebfh/LJOdTGKhLgN/RKpcEj0uPAx1p8+fPD5murJQa947T5zJjxoyQuVed5c/ypKuA58zjP/TQQyFPmDCh4Zz78s4774RMF0GOUn20q/6qUGqfbM9V/Dgs4/vuuy/kmTNnNv3Op556KuQnnngi5AMHDoRM7x3bGK9hxIgRTV9nn06psU5KLrm6Tp92UfJNdYKlS5eGfOedd4Z85ZVXNv38s88+GzL9MHv37u3/yfUYJQdaqd1VmUtK76FPh/112bJlxe/oyyuvvBIynXf0PxGuG9i3Umocl3rViUZK6wVee0qNTjrWF+uX4yW9oyU4p/LzJQcl12icY3PtkWNwyRFGhxPH214YB/9Mbn6hR5VlSicTvXJsJ/Tmsfzo+KGTi3zwwQdNXyecg/tDp7yj7IMsK147yz7ng2P7o8OI61qug9mH1q9fHzLnwFL75jmfd955Tb+vijeWPs7S2rBbHllea6msq7BkyZKQeV/6la98JWT2xxL0W7H89+3bFzLvS7Zs2RIyHXo55x3b5GCBZcOxNOcl5/XT501PL+c8ehK5BmWb4xixY8eOkLdt2xYyHWnsjzxfev9SavS69Sr+RZqIiIiIiIiIiEgFfJAmIiIiIiIiIiJSAR+kiYiIiIiIiIiIVEBHWk3oq+I+4pwPhD6juXPnhrx48eKQ6d/48MMPQ6a7gXuNuZf5yJEjIZ8+fTpk+kd27twZcpW96QOlVY4tugLooin5ebgXPedIW7RoUcisr2PHjoVMBxndAXSlXHTRRSHTTbBixYqQ6TYg9DP95je/CZntI6XGcqG/ouRB6iQl10yVc2Mfvffee0N+4IEHmn6ePoff/e53IdMPwvKl44TuDo4z9JdwTMi5Pjg2lfpCKbfLY9iJtsQxkn2Ozrq777475GuvvTZk1s/atWtDZp/bvn179ZMd5LBtcw5lu+yPb5PjNl2ldNxdccUVTY+3efPmkNesWRPy8ePHa50f23Suf/aSA6sZJVdizv9GWMf0p0yZMiVkOisXLlzY9Ds5b3OM4XhP5xCdbRwvWH+HDx9O5ODBgyGz3LgOI1XKsVXwu0rze26M5hzEOmYdcF1z0003hTxt2rSQWZ5bt25tOIdeo+SHbNVcxzG2NJbQ8VjFB8c2zjmS58D2zu/kOXLtzvbDNRGhB5FzQm7M5XfwnLvliS2VBV1g7AscH3PQrVxqqyV4TnSe0WG4bt26pnnPnj0hs41yzkipsZxK9deu/tjqdpNzGI4dOzbk66+/PmSuUXnfWfKA8ju5TmNm/2R90dHG+7TccwWec4lSm23XvYV/kSYiIiIiIiIiIlIBH6SJiIiIiIiIiIhUwAdpIiIiIiIiIiIiFTjnHWl194H35/Pcm8+9yXRs0e/CXILOK+5N37dvX8ivvPJKyK+//nrIdFP0x2FTol2+Je5N5z5uum64r5/ulJQa62v+/Pkh09XA8iq5H+iamDhxYshsP+TnP/95yP/1X/8VMus7R8mP1Y420Cr605auueaakB955JGm76e38Gc/+1nITz/9dMgnT56sfU59Kfk+2GZy41LJgcG+wtwuv0AnnGh0VtCvQW/XVVddFfKDDz4Y8syZM0Omy+HJJ58MedOmTU3fT1g3OV9SL/fBvrAdlTwmufGNn6Gfg04t1s+SJUtCptOOsP/S38L+VqI0BwwlqvRn+lI4vtH7SafZnDlzQmabYWZ74bxOHwz9TUePHg1527ZtIdODmlLZGcU2wHLrZhsprTFyr3NOYhmyz7HPzp49O+RTp06FzHUL3b2kG+7NEu06h7p+RfY/epFzlPzQXMdyjcQ+TkceYXvi59mHeT50NPF8Uir3sW71QdYnxw7ekz3++OMh8x4vpUYXN93a7C8ffPBByBzj2P/eeuutkOlt4/s5hrJ+6Myq4hkrOe9Iu8aIgTrReO28p0wppUmTJoVMd/edd97Z9JzoAaWTkv2PYwbbz/Lly0PmnMoxhs7E3bt3J8IxhfN4yd3dKfyLNBERERERERERkQr4IE1ERERERERERKQCPkgTERERERERERGpgA/SREREREREREREKnDO/9hACcrrKImm3PD06dMNx9i/f3/IGzduDJk/JnDttdeGTNEgz4nSvrfffjvkXbt2hUwJJN/P41H41w5aJQmkfJAyybNnz4a8ZcuWkCl5PHz4cMN3UNo5Y8aMkCnR5Y8FsD4pUOSPQ7C+WB+rVq0K+Qc/+EHImzdvTnWhuLWuzLaXoWQzpZS++tWvhjx37tymx2CZU07OPl+XkmyeItAq/YfHKMmte0HO3CpYnhzHx40bF/Itt9wS8ooVK5oe/4033gh5zZo1Tb+PUN5d+iGI/tAr8m2OXzwv/hBESo3j0ciRI0PmmLts2bKQOacSzoFPPPFEyCdOnAiZ9dWK+in9oAjplfokLAuWXUqN8v7t27eHTHEy10i33npryJxTKUamyJoicoq1eX6cg7mGy8m9jx07FjLl+TzHTv24Sw5+V6k95yTspfPljy+MHj06ZPapHTt2hMw+yu/j8Vi+nVjHDmXYBykb57iduxfqS+kHX7guprycn2cf5/fn5uC6fa5TYy77Sum+hT8E8NxzzzUck3L6qVOnhlyqP45f/PEA3mfy9dJ8xvpm2bJMcvckdX88sF311+p2wvvSlBp//OOiiy4Kmf2V9X3JJZeEvHLlypB5H8ryXrp0aciXXXZZ0/c///zzIb/88ssh80cSU2psM61YZ7UD/yJNRERERERERESkAj5IExERERERERERqYAP0kRERERERERERCpwzjvS6u6Jz7kh+pLby3zgwIGQuX99586dIb/wwgsh00XAc6YDiz4P+kCOHz8eMvcml1wSdC2l1Lt7l0v77Hfv3h0y94WzblJq9CFxr/nYsWNDpnuALgC6G1gfJbdKyZdQIueq6KavpdXQvZLzXS1fvrzpMeiLeP3110M+ePBgyOwjpf7BOig50UrHy9UX2z7bYV2/RKco+SZy4xFhGyALFy4M+brrrmv6fvbBJ598MmSOG3w/YX22oy56tQ/zvHLzD9/Dtktn2hVXXBEy/UmEczIdWKXvZ98qkWuzdT2UvVqfJNf2X3vttZC5RuGcRoch12H0w7B86Ss7efJkyBy/6Ugr+ZZy9c92XLeNdBK2JeZWOH+4DhoxYkTIrBO69VgH9OLRI1VyMg0lSvMFXy85WFNqdJIxsw3w3of3GWfOnAmZjif2Fx6fzifWf8mD2ArPb694Relk5PiW84yyvLgmYn/hfUfp3rdu+bL+eX6lMbYV95yDxZGWm0M53tFJR+8o59Dx48c3zQPlhz/8Yci//OUvQ960aVPI7K+DCf8iTUREREREREREpAI+SBMREREREREREamAD9JEREREREREREQqcM470kjJNcC9ztwXTg9ASo3uAO5lpnPr/PPPD5kuCZ4j9xbT30L/Evfbl1wS9CfkfAqlPeC96nPhPnvWVc55Rz8By5eZ9cH97nVdHjx+XfcK3QhVXAO9Wn8pNfYH+iFmz54d8pIlSxqOwT6xdu3akOn0oUOJ/hD6Buh74PeVXIysI/bBVji1Sg6MblHXY5lSeQyk15COPDq2yBNPPBHyK6+8EjIdS6z/EiVn0VCiPz4RjqGs71GjRjX9PJ1YGzZsaHp8+lxK7k2uC3iNveoU7RQcUf33qwAAIABJREFUa9avXx8yx1fWZ2m85Jqo1b6sknMqpcFdx6Xr4xo19x7OUXT00Hm2Zs2akPfv3x8yfbYl5yfPkW1gKI2pJacdM8sqBx1M/A6WZ+k7+fmSN5TQoUcvYm6tPlRhWXJ9kfOV8d6U9dMKh1wzSv2zdG89mCiN/SyL0rXm+iu9eFzDsD/s3bs35MWLF4c8ZcqUkDl+c7zlffCqVatC5hr5rbfeCnkwz4/Ev0gTERERERERERGpgA/SREREREREREREKuCDNBERERERERERkQroSAPt8CbQ31FyA/D1Dz/8MOS6e4u5F53nU3IjVfEx8T296ltqBSVXxEB9LHR80QXBsqbLouRjYt1U8Wv1sk+E/gCWF18/fvx4wzGef/75kOljefvtt0Omf6DUp9in63rtCMeAKs6e/rjxBgNVxho60kaOHBnyxIkTQ6Zjafv27SH/9re/bfo6z4l9mscnvdzf6lLy87Bd0h+YUmN5cE5jn2f/OnDgQMjPPvtsyHR0cc5l/fEaSn1pKNVnO+Ccxv5acgC12oFGcl7YEv1x//UKpXPNzV8so5L3Z9euXSEfPnw4ZDqdTp06FTL7XGkOHkzlP1B4rSyr3BhbgvXBNc3o0aNDZh+mR7Y0BxL2p3PJiVai5OzMvafdcF5neyidc+l8q4zJvbrG5djEa+G159a4R44cCZnONN7TfP/73w+Z3leO16y/YcOGhcyy5X0o+2ev1kUr8C/SREREREREREREKuCDNBERERERERERkQr4IE1ERERERERERKQCXxrq3oAvfelLHb3AnJuI/1baK1xyVrW6zvh9JSda7vzbvf/5T3/605f+/7kMuQbL8qb/hz4e7mXn/nm+zvbC7+vG3vU/12dK9euUe/dZXsyEvqOUGh079LGUoG+AfabkRRwKDKY+Sp/LNddcE/LkyZNDpjPvjTfeCLnkvKMfhG2YfZZ9spt9dKD1yb7A/sfXc2XJ8hozZkzICxYsCHnFihUhc4yk83DNmjUhnz59OuSSj6XunJ6bw9vt1OpU/yytJ/7Sv/Wl5L9qNTznkk+SddONdfRA5tC6VHFwltYVdOyMGDGi6efp2KGjayjS3z5aumeoew9ShdI6jON4yZlXl8HgIOzWmoj3DP//HELmmNrqNQbXPKX7HH4/20tpjZRS+9tAt+oz179L18r+WfK6sr/y8/QKl7xuvKfiPVAvONP6zqEDwb9IE5H/x96bfttZ3vf5dxo7YAajAc2ARpCQEBISkpnEIMxgvDw0biZ3JU5XVtdq86LNy/4Pfd92NV0rL5LGy7Fbux4wAYtRSELzgIRGJKEJCYEQAmMnTft709/K+V7Pnf199jl777OPuK53H+29n+Gen61zX1tEREREREREWuAXaSIiIiIiIiIiIi3wizQREREREREREZEW6Ejr/ngdX7/ay3O8mEj+pbGSOWbYxjL/xTC2yX76Xbr1hfy/6+mYM7I6GsY66DUTuY+y/jKHmfXZO7L++v+upZ+X8JlgIvfPsTKaOWEkwzieD9KR1gu6XceQYXDq9JvPch/tNcPgULM+/xGuqTKnYr+9mKNhItfnWPsD6y873kR7Dh0L/kWaiIiIiIiIiIhIC/wiTUREREREREREpAV+kSYiIiIiIiIiItICHWkyIZjIe9OlyUTzu0iOffTqwvq8urA+ry6cQ68+7KNXF9bn1YX1+Y8Mg4NwrOhIExERERERERERGSB+kSYiIiIiIiIiItKCz433BUj3P73e7eez410Nf6I5TGTlOdbXx3p+6R6WafbT3faxzxZZe5CrC/ZnZuu/tzh+iohMXBzDry6sv3/Ev0gTERERERERERFpgV+kiYiIiIiIiIiItMAv0kRERERERERERFqgI20cyHxLJPMvjXWv8m/+5m92fJ3Hr/lf3C/9j2RlMdbXuz3/9ddfH/KUKVNCrtXnJ598EvIvf/nLkP/u7/5uLJc4rtScguyDfM8XvvCFjsf8+7//+5B//etfh2z/mNiwfWRjJtvPP/zDP/T8mqR/XHvttSFPmjSp4+scHy9cuNCfC5uA1MbbbDxk/2L/Y3/qtZMuc+D1eg020ajVaebqzcpwrHWYrauzOtJrGBmre7nbOZNrKPL5z38+ZNaXc+zY6LfDrNfHy56ba+ecqON07V7Hei/Z+Mj+xf77uc/Fr4/Y/zJvbJvrnyj151+kiYiIiIiIiIiItMAv0kRERERERERERFrgF2kiIiIiIiIiIiIt0JE2DnTrhhj0vuDMdVBjNPufh5HMjVJK/30sJCtLfv7BBx8Med26dSHT93Xq1KnGMfft2xfymTNnQqYDiE6wYYJ7+2vlzf3+WZ1cuXJl7BcmQ8s111wT8uTJk0OmI4tj5P/+3/875I8++qhjzsaUNk6iieKTGASsj27HbI6RU6dODZnj3aVLl7o6/mjot8OmX7S5zsyn0q3/qFs/E99PX5P+rEhtTZitE/vttcscPjq1/mmy/lFKPr+w/uk045jKc7J+Ms8ovZSjqc/MjTtRn2va9M9uPZAsX77O+mTmmqjb+mrzbJYxUepvNHS7HszKn+2Fa2KOr/Rm/+pXv+p4/KsJ/yJNRERERERERESkBX6RJiIiIiIiIiIi0gK/SBMREREREREREWmBjrQBkPk6Mp8LfR3089DfMmnSpI75i1/8Ysj0PZ09ezbkDz/8MGTuhS6lud+a15ztrx8vuK+cZdvmOmvlMZJsrzldEnQJ0AXB+nviiSdC/sM//MOQH3/88ZA/+OCDkF9++eXGNX/88ccdP8N74DUPs1uCe/tLaV4/+fTTT8d0TtbZjTfeGHK3YwBh/6o53NhOx+rmm0hwzF2yZEnI9Ap+6UtfCnn+/PkhX3/99SHTeXbs2LGQDxw40DEfPnw45DYOQr1N/zRjLZtsTqUzMuufpOYkysbMbIwYr/46Vh/daI7xW7/1WyGzvtg/mTnec7y8ePFiyJyDR8NEddyV0rz2WvvlHNRrBxnbyE033RQyr5F9MluTZs6uGt36a7v9fL9o4z3utv54L7z3BQsWhLx06dKQV61aFfLixYtD5jp5165dIW/cuDFkzqns06U0PU6sc66ZJrJXj9ee+eBI1pbZpjhG8/Wxlm1tDMq8bMPiwON18Jkke56q0etrZ3+bOXNmyHyG+eSTT0Kme7sfHm3W93j1T/8iTUREREREREREpAV+kSYiIiIiIiIiItICv0gTERERERERERFpgY60AcD9zdddd13IN9xwQ8c8d+7ckOkSWLNmTcj0fHHfMPeu0/9Et8CJEydCfvfddwvhe+iQuXz5csjZ3vRe7ffmXnRm7vMmbVw22b577g3PfFwzZswImT6n9evXh/zNb34z5Pvvv7/j8bkfv1bWvAfmzPtG/0F2z/2E7Z39q5RmPWd9iHVK/wrPwWvIfDI8f+2aR0KHD90fpTTrjA6Ebp0yvYLX1e1YUPO9LFq0KOSHH344ZHoF165dG/KsWbM6npNlwTGd5+OYuXnz5pA3bNjQ8fWjR482rqFWx90wkZ1NJPNMZvdGH8+6des6Hp9jKMfHrL/WfD30UGZe0WGpv8ydUyMrz8xdOn369JBZf7Nnzw55ypQpIbO+2JfY3/bt2xfyuXPnQq6NjZnXZpj6W22dM5KaV5Swznrhzut0vGze4PzV7XhZa9eZtzCr02FxomVr2Nq/dXvtK1euDPmrX/1qyKtXrw751ltvDZl9lmsojgl8nWvSvXv3Nq6Rzy2Z73i86Lad1dZEmQMwW3dl52TZdesN5ZyQXR/ru5TmvD+sTrtsLBuGuZ3POKwP9k9ec7dOtNockznvyHiVm3+RJiIiIiIiIiIi0gK/SBMREREREREREWmBX6SJiIiIiIiIiIi0QEdaQi/23HLv97x580K+6667Qr777rtDfuCBB0KmW4CuAPp4Pvroo5DpiqBfid6w5cuXh3z+/PlCtm7dGjJ9BHQR0AfTLzdBm331I2FZ1vZtc+83y7PbveFsD/fee2/IdEs888wzIdMXQz788MOQX3vttZDpfyml2YauXLkSMuurW59PL8l8OjfffHPI3NtfSinXX399yHQcfeELXwg5u3/6Id57772Q33nnnZBZXryeW265pePrrOOan4KOA45LvKdLly41jjEIsjGW111r/wsXLgx5wYIFIbM+Dxw4EPJLL70UMvsD+zyPxzGdfXzq1Kkhz58/P+RTp06FfPr06UJ64fwZBL12JdVgf83a7m233Rbyb//2b4fM+nv77bdDPnv2bMh0crE98HroJS2le4/koPwf2Roo89DQVVRK0ynI8WzmzJkhs3/cc889IbO+WL+8Bt7TJ598EjLr97nnngv55ZdfDpnrmVKa6yrW+bD6mEppzqGsn1qdZt45ros4jrNOPv74446vc87jNXFM4D3w+G2cTnT2MGfu00GReXszx23tM9m6ln12xYoVIXNO5vEOHjwYMsfUadOmhcx5n+dnG67Nl8PaB7P6I5njsEa/549uj5/1P5ZJrW9lc9XAnFnJmidzFHL9UHsO5b/x2ZbP8W2OORK2KToM+UzCZ3yuYd9///2O56uROSmz585B4V+kiYiIiIiIiIiItMAv0kRERERERERERFrgF2kiIiIiIiIiIiIt0JGW0Is9t3Pnzg2Zfo8nn3wyZDrQFi9eHDL3U9OfQx/LmTNnQr58+XLIdEVw3zFdBDNmzCiEHjX6QOgnoHOL++P7tdeZe9PppeF11LwQY3WicW/5Y489FvL69etDfuqpp0KmK4LX88Ybb4S8adOmkLdt2xYy97KXUsrFixdDzuqL+/MHVZ+1Y3PvP/f6051RSrNNs454f/Tf0EPIPsU+x2ug7yVz+dFpQt8Mcym5ryXzqPSLbp1ZvLea34Xtjx7At956K+Tjx493fL1bvwO9lk8//XTI9PaxPfEeM59FG3rh+xwN/TgP/R9ZfyHr1q0LmfVFd07mEWVfoXPr3LlzIXM8nciwXbGtsqxKaXoq6UNatmxZyPTG0r9EfwvbA8djvs7z33HHHSGz/rnm2r9/f8kYVh9TKc0+yvmJ9UUfVSlNBw/bOOuA8zLXMVyDsA647qJ3b8mSJSHPmTOn4/E45tOLWbtmrh8H5ewZ61jO+6jN9d3Oy5zT+NzDsjl27FjIXAPRO0gPIuv3pptuCplrsgsXLtQueyjIxlDC+uJ6oebb5HsyHzTri/2Tz3jZepHjA8dc9l/2T7aH2j1mntGam7QfZD5a9lc+Y9MJSsdvKc0xmOXJY7K+J0+e3PEa+T0CP8/xl8+VdKZla+g2bZbvGS8nGvEv0kRERERERERERFrgF2kiIiIiIiIiIiIt8Is0ERERERERERGRFvhFmoiIiIiIiIiISAv8sYEeUxPrUoR77733hrxy5cqQKc08cuRIyIcPHw756NGjIVMSSckfpY2UClLgxx87YC6lKXKlrP3kyZMhU8ZIUWUmRh8tlBXyOnheSstr7yGUn1PC+vjjj4f8u7/7uyFTqsofF6C4+tVXXw15y5YtIVOEzB8XqAkbKZKkeDb7sQHWZ7fi2rFAyTHr+IYbbmh8ZtKkSSFTlEvxMUW2bN8Us1Kkm7UhyspZ3hS3Tp06teP5S2n+4AEzzznIOusGtk2OX6U0fzzgnXfeCZn1MVYRMUW57POE52d7Yv1l8trRMJF+bID3zzGR/ZNwfnrmmWdCpkx98+bNIbON8fzMe/fuDZn1W6M2Lo2EbWJQYnOS/RAG74N9o5RmeVN8TLExz/nee+91zBQdU/TP+eq+++4LmWuy22+/PWSKnXm+Uppia97DoMTXbeC1cfxiefDHpUppzvkcczkvs91kP9DDOZBj6Be/+MWQV61aFTJ/oOLs2bMhc11c+7GBjPGaM7P1ViaCr4m+u/0RLa5b+YMdPN758+dDZvtgn6WAnWsgjn9tfsCJP7qQjandlklb2Bc4PtZ+PGokvE6uZ0spZdasWSFTYM/+c/3114fMMZnjPM/J+qn9KNRI2P93794d8ssvvxwyf6yilGa7Hy8ZfbZeY1ucN29eyPwxJP5AYSnN+uOPD/Aaskw4/rJ++WMQ7L+7du0Kmc+t/F6idj3d/rgA+zPf36/x2b9IExERERERERERaYFfpImIiIiIiIiIiLTAL9JERERERERERERaoCNtjNA9MH369MZ7sr3MdBPRzXDgwIGQ6V/h+3k8uh/4Ol0CdJpwfz5dE6U09/TTsZG5BwblluB56WEYDfQb0Il3//33h/yd73wn5DVr1nQ8Hh15r7zySsibNm0Kme2BvijWN518pTTbdc0VN5LM3zOesL3TBVFK0/tHhwG9cm+99VbIdCBxr37m1sgcGPRNcJyhvyJzopTSdBqwzngPw+Kf4HXW+jD9Dixf+h0yWBZ0Jj322GMhP/DAAyHTN7Jv376Q6Yug8ynrf1c7dACyzjMH2be//e2QWT/0edAzyTZH/xL7J4/XxofFPssxo+Yx6geZS4V9ge6bzKFWSrP+6ChkeXMNQzjHcbzm8ej34ZyZ+X64vmGZlNLss/3wHI4Wzm+cE+m4XbZsWcdcSrMOOaaxPDhnEbarbI3I/sExlw4vzl+sn9r52G5r9T4IsmvP3s+6GM19LFy4MGR6nNjH6EjimMj1CNsPnWo83unTpzteL72GpTTLgZ4uziu9cv+yvji+0BnJsmT/5eurV69unJPPIXTO8TmA4zifC1kWfD0rG5Y9nyHY//ncu3379sYxOc7X5p5hgPVNtzrrn+8vpTneHTp0KGTOaZlXlLD+6cnkeMrvAHhPbB/Z80cpzTaUOdAG5Von/kWaiIiIiIiIiIhIC/wiTUREREREREREpAV+kSYiIiIiIiIiItKC4dxAPEC6dQtwzzUzvQw1uBece5W5L//ixYshnz17NmT6mk6cOJFeQyfoo6Hj7e677258hnv2d+/eHTLLOXOmTSToJ6A/53d/93dDpk+J0AXAvHHjxpBZ//TJvPPOOyHT81Hz97B+sr3mw+REI/S/rF27tvGeuXPnhrx58+aQd+zYETL9BDwHy4M+CPofOG6wP9FZQw8f/QM1eE102pBhcvp0guNpKc1xmY4J+nnoYqAvhD4Reg3Zp6dNmxbywYMHQ3777bdDpt8ic36NhkF5KLslc26V0hyzOCeSRx55JOQ//uM/7njO559/PmSOsfTrsP7pE6GHsg0cIzKv4qDI5m7WDTMdlaU0yydzUvJ1fj5rDxkcX9evXx/ybbfdFjLHk5qnkddIfwvLdTzXQLwWjo8cT+mrKqW5TqHble2GZUhnDq+Jc+6xY8dCzrxvHJN5jxwTat5S1lH2Gfbpfo3BWdvJXm+zfuO98rmA9cU+zHtnfbC/8DmH6xW2F5Y9HW41FzA9axxz+1VfWbthf+OcyLZNx++6desa58y8nlxHcdzmcwTri22IzxXsn7NmzQqZcyxd4uyvbdrsoLyihO0mG/s5f9H5SXdfKc364nMg15wcs+kRZhtjm+IzBl3p/DzHHK5pWUY1DzDLif0km0MHVf/+RZqIiIiIiIiIiEgL/CJNRERERERERESkBX6RJiIiIiIiIiIi0oLPvCONe2q555Z72bl3veZRINzLzL3C3O/Oc0yePDlk7rceq0tlyZIlIf/BH/xByP/8n//zkBctWtQ4xtatW0OmH4P76cdr7zphWbLsa+4TtpE77rgj5CeeeCLkmq9gJIcPHw755ZdfDpl+rgMHDoTM/fR0G9TuodP7S2m2+4kMXRmrV69uvId98he/+EXI9A3QUcZ2xD5PH0A2rkyfPj3km2++OWT6ItqMARxnMkfMRPEY1jwmrA/6Oeiko6+DYyJ9HawP+lroq6Azkq9nfZTto5TmPWY+l2FxMnHOpFuj5j7JnHH0efzbf/tvO77+ve99L2Q60t59992QWd/sn2xfo2FY5kS2i8w7wpytqWr/xvbNY7Btd+vkzNo+X6c/iD4nelFrdUfnC9vIIMdb3h+vjZlOHvqR6HgspZRdu3aFTO8P5xuWGc9JJw/bCN+/dOnSkDnv33jjjR0/zzm7tgbKvFJZu+0X/Rjbef90J3PdyHUsx1zOqZzzuMbiHL1s2bKQ6WjiHMx1Mcf02meY++WpzBxamceYazmuT7g+LaXZVvfs2RMynYOsD77//fffD5ltjn2F1/TlL3855CeffDJkOu1q7tSMbF7pl9s56/esX3rSt2/fHnJtLDp9+nTIJ0+e7OYSG7CNcXzkmodrZvZ/zhF0d7cZs7I1Ll/P5tB+eZ/9izQREREREREREZEW+EWaiIiIiIiIiIhIC/wiTUREREREREREpAWfeUca4Z5a7sFl5vu5r7iU5j577i2fMmVKyNz/TkfanDlzQubef56PrgE6op5++umQuXede6FPnTpVyAsvvBAyPV6XL18OeVDuCMI90vSW0BVSg64Ilufjjz8eMvf600Xwgx/8IGTuj2d5M7M99YJ+uQMGAetnzZo1Idf8ET/5yU9CZvslLJ9f/vKXIdMHQEcgPVFsh/SLzJgxo+P5jh49GnLNe8drpj+CDhs6NYa1TdTcGexzHDPZJh599NGO7+cYS/8K2wudkfv27QuZ9cc2SycGx/BSmmMVj9lmLOsHHGMz7yhfp6ujBn0d3/72t0Neu3ZtyPRM/tVf/VXINefTSOhbWr58ecjnz58POfOd1Zx34zUnZvTjujjWcDzkGoZtho6yzHHGvsDPc7ylc4jn57qPPq9SmveUrR2z8XUsfpesTzJz7KfDh+u5Upr9NnPrca3MOYtjHsuYY/Q999wTMt21bAPs8xzja+Nn5mkaq7tvtIy1j7I/ltJ0ytHrxHUsr4HrLHom9+/fHzLby4MPPhjyU0891bjGTuc/dOhQyHR8ldJsg/1yohHeK89bW7+NhGXJ49WcolyzvPbaayFv27YtZJbXpUuXOl4T4RqM7eeuu+4Kmf2b9cn1TRs4Bmcu2kHBe+EzHOu/5g+7cOFC7y9sBHQQrl+/PmSuYdhe+BxLeE81D1zmPOM1ZOuufnmB/Ys0ERERERERERGRFvhFmoiIiIiIiIiISAv8Ik1ERERERERERKQFOtISuE+be3C5r7e2t/3s2bMhT5s2LWT6PObPnx8y98Nz7zJ9FnRDLF26NOR77703ZLoluO/4xIkTIf/sZz8rhPvtT548GTL31w/KB5M5KPh6G8cFfUbcO876I7t37+6Y6UCju4M+HpJ5/bJ95BMNtte5c+eGvGjRopBrrgU6xjLYni9evBhy5mJgn12yZEnIdDzRkUbnFn0v9FPUzpmNZb3yt/Qatme6XEopZdKkSSHTcUX/ysqVK0Oms471SX8Ox31+nm2UPiE6iOgLoTezlNwDNV6OtMx9QW9Jm+tknT/55JMhP/DAAyFzDP2f//N/hrxx48aO52PbZ3+kI+306dMhZ/6SmiOtW2fWsNKmf3INRGcZy4KeWM7BLE/2Vzoqb7vttpA5HrBv0QfF+q3VVc071QkeI/PDdEO23srGMzp82rRNzkHZuoRONNY5x3RC7yXXYaxDOrTofavdI8uJddLturZvzh6ULa8r86OWkl9bNm5zDuN6g/MA6+8b3/hGx+NzPbNhw4aQX3rppZA5x9YY1JqHZcv+lnlF6UBjrnms+RzBNS+f82qetU7QH8g2xf7ENsrP8x44hreB7X5Y51SOPWzb7Cv94KGHHgr5j/7oj0KePXt2yOxP9ExnYyHru42fkMfM8qDwL9JERERERERERERa4BdpIiIiIiIiIiIiLfCLNBERERERERERkRboSAPcm8697Nk+/9o+X/rCuPf88OHDId99990h05/Evef0w9DvQWca/STc63z8+PGQ6ZN5/fXXCzlz5kzI3POd+RSych8tmWtgNHuqWed0zGV8/PHHIdP9MWfOnJDZ5uhfohPs3LlzIR88eLCr6+sFmaNjLNDvwfZOnxhdHfS9jAY6rjIyDyKdT/QY0oH2zjvvhEz3Q6282Sczj1u//C1jhddFn0Tt33ivHK84bjPTYUJ/z6233hoy/RJ79+4N+fnnnw95165dIfP6a3XBcYhjG+Ex+jXmksy918bZuGrVqpAfeeSRkOlX2rFjR8icYzmGsCwXL14cMh1p7M/0udQ8jCOp3TPLqZ9j6FjgdbLd0I1FP2Eppdx+++0hc4xmXrBgQcj0xnJ9kfmuOP7SO8v6OXLkSMis79r6hus0HpNj0iCdlDwXr4VrQrbFmuOPZcBzcN3COma7mjlzZsjso5zn6S2kd4+uYq7DeT283hqs02GZM2v1MxLeW63tsc9wncoxkp5R9nuWLz/PNU9t3BjJd7/73ZDpwWzjRCNs54NyamXthuMZy5LrGb5eSrM86Bzjvde8rJ3ez77AdXb2fjqz6CGu+cczsvpju2cerzmX689+jCvz5s0L+U/+5E9CfuaZZzp+/s///M9Dfvnllzu+n/XfxomWMSy+b/8iTUREREREREREpAV+kSYiIiIiIiIiItICv0gTERERERERERFpgY40kHkquM+3jWeGLgZ+hu4B+pfohqBfhL6QqVOndvz8pk2bQt65c2fIdGrt3r075AsXLhSSOYm4H3pQ/heWNc/L+qIXgHVXSrO+brzxxq6uiX4d+nd4TSwb+i1Yts8++2zI9Gll/p5eMEhXCMuT7Z1+iRq33HJLyPfdd1/I9Euwj7KOZs+eHTK9h6zD1atXd3yddcw6pBODfp5Smn2Sx8gcWsMCr/PKlSuN99D/QYfIiy++2PEY9HPQwUWPIT2W9CY+/vjjIdMjxXs6dOhQyPQqltKs4259LoPqo5mvh2My3UelNMuTjiuOAdOnTw+ZjrXaOUaybNmykOnzOX/+fMj0oPL49D/VxmDWx3j5ljKvaDZnLl26NOR169Y1zkGfEo/JsYr9jz4d9g/OAeyv9MPMmjUr5A8++CDk2hgzkilTpjT+jW2Sx6BDiPfAMumlr4n5pqlNAAAgAElEQVTHzhxz7KMs39p7OD6xHdFhxjGRdcI2sGbNmpDpqWT5so+y3XJdXfOgcu3L93De5rqAddirPs6yZf3wuth/ao4/rnPZZ7/yla+EzPoimTOLTjxy+vTpkH/+85+H/Oabb3b8fBsG5UQjbCeZP4rrk2PHjoVca1d8RuMcxHGfbYRtjJljRuZM4/jANSzngNH4sPiZ0Ty/Xy3wOfX3f//3Q3766adD5rptw4YNIf/FX/xFV+cfFsdrP/Av0kRERERERERERFrgF2kiIiIiIiIiIiIt8Is0ERERERERERGRFuhIA9wjTbdA5oqg96GUpp+D/hX6W/g63QF0F9AdwfzJJ5+EfOrUqZDpRNu4cWPIdEvU4H567m8n2X7pXvmZ6Dzgvn7u0+c+cnpOSsldDoQ+HbYZ+rmmTZsWMn1bLNujR4+GvHDhwpDp9aBrgr6FUprlxnNmLoFBugbY9uhqoD9iwYIFjWPMnTs3ZPZ7OtLoXpg8eXLIrDOOG/RVsE/TF1NzmHR6nY6wUprlwmuoeW/Gg174EzMnFX1EdCLxdV4T29Rbb70VMp1sjz32WMj0SD311FMh0xeyf//+Qtgn2QZYBizHfvXRzLFF2Ndqrh16QLM2QQcWz7F8+fKOx1u0aFHI7I/0htKVRE8p+16tPw+Lr4VllbkTWdZcz9QcafRRZf2JcxbLj04hHp9tinN4zSk5Eo7vdCKyfZTSnFc5h3CO5T310teUtS22f84NHB9r98sypaeQn+HrHPMI33/HHXeEzDrcs2dPyHTFckyn547r5tq/MXNdwDrsVx/nvWTrXF4n+3wpzTnqmWeeCfmBBx4ImWPctm3bQmb75zVzrc01Gcvy3LlzjWueqLBdsH74Otsdy6I2drAN8BhcI3EM4BjB+socZhwf6B1le+DxMm9cDR4z87VyDO7Vc+hY17TZ83QpzT7PeZkOtD/+4z8OmfXD8fJnP/tZyHzuJHyeyJ5h2kCvJdt55hrsl6fNv0gTERERERERERFpgV+kiYiIiIiIiIiItMAv0kRERERERERERFqgIw1kPhD6mJjpziil6cd58MEHQ6azia4I+nboZ+He9pUrV4ZMBxf3GdN/QYdaG3rt3+mXH4bXSTcE/WQ1dwr9K2wDhHvFM38T98PTsfb++++HzPqjI43nf/HFF0Om36eU5t5y7m8fL39P7dzcJ8/+wnupeRJYZuwzdB+y3bBPsbzosODx2WdZJ6xj3hPbRM1XwXKit4Gvj1cdZ26vNvDe2McIz8E+zdfZR+mk27RpU8f333///SHTK0U/CT2HpTS9UYTtvI1noxdwzmTZ8bpY1qy7Uprtn844OtQ4h7777rshX7lyJWSO8w899FDI9I7SH0L/D9tbzUNJxnNM7QTrk3MkXTccy2rOO85pL7/8csjbt28PmW2I9UWf06233hryjBkzQmb9HD9+POSzZ892fD/viY7LUprrKLY5tvus34yFbttW5vKqzaGcA9kn6ZljP6dji+XFPs3MNvX666+HvGXLlpBZp1wn0ZNZSikfffRRyBynCcttUH2c58lcbvPnz28cgw609evXh8w10datW0PesWNHyFyjsP7WrFnTuIaRsKwvXrzY8f2k1mYzr9egyJyFvHb2T7b92pqea1auB9gf2P8IP8+yZH/imMxMuB7N1nA1OMZkHrZBeWN7AR11nIcffvjhkH/v936v4/sJ3eknTpwImR5ZzoFss9karOYepxeTz1UcA5gHteb1L9JERERERERERERa4BdpIiIiIiIiIiIiLfCLNBERERERERERkRboSAPcy8x92vT3zJ49O+QVK1Y0jsm9//PmzQuZ/qQjR46E/Oabb4Z84MCBjtf4p3/6pyHTf8Brpv+F+8jbuDq4d3lYYH0R3hvfz7KpQV8VoVdj165dIdN1xL3vU6dODZluCr5+7733hsy963Ts0Q9TSn99Lb2GPghmuldqHgQ6jljGbBdZzpxIjz76aMh0pv30pz8Nmd43+kbobOL1166RDKoPs20x060xmuuiUyzz5PEcvAb2SXqi6Aeis4R+HvbZr33tayHfeeedIdO5Vkpz3hgWj2G3cyhzzVvz9ttvh0x/EX07LAt+ng4sOtG+9a1vhcz2Q1/IoUOHQj569GjILIMabJPj5SykV4QuL84nXE/MmTOn4/FKac5Be/bsCZljNh1ndKKtW7cuZLpqOV7Sn/XGG2+ETKcU+yvHa/qHamTj3rA4KkvJ76fmYKKfhu2GfZbOHK6TWD50rLFO2Qfp3eO6i+XdZq3HdslxZrzqkOdh/XBMZdnW/ERr164Nmc8thw8fDplONK5reU6uUbLyP3bsWMfX2WbpUayNwcPiSMuchLx2zkccYzl+ldJcw3C+yZxoJPMDsv+zPrL65vqGfa8NWf0Oqv778fzENQ+9neyvNVfpSLgm4ni8bNmyjpnrALZZem4J19ClNPsBn1U55vMeBjX++hdpIiIiIiIiIiIiLfCLNBERERERERERkRb4RZqIiIiIiIiIiEgLdKQB7qnl3vWbbrop5MWLF4d83333NY5JX8epU6dC/u53vxsyfTh0QXAvOx1o9D1xPz33Vt94440dX+de6YkE/TusX5YN3QL0CJTS9FXRDUFfC513+/fvD5nujptvvjlktrG77rorZLYv7l3nvnF6AYbZHVGDvgFe/y9/+cuOr9ecdvR50BNI3wP9Hsx0p9Dxw2uko4d+Fzq36JuhE6XmFeM9ZO2AY1+v4HHpzqALh26PDz/8MORa+2Ud05mWXRMdafRC8XWWLeuX10O/SFYmtbrIPCr9qr9uob+FmddZm29YnnSesbwypxnb/pe//OWQ2Z85B9NTevDgwY7HHw2Z3yPz6vTqvJnfjesFum/Yd0opZcqUKSHTLct5l68vX748ZM6ZrC+Opz/4wQ9C3rhxY8hso3SycU6u+V14DK7bsjbCOaiNZ69XsA1wPqnNobwfjnE8JtfBnNfZbtgnOQdyHUWnFscQ1k/mO6u9J6NffZR062bjeEm/USmlTJ8+veMxWL5co/C5gn1k4cKFIbOPEY757B8cd1j2vRiTR+OPbkNWXzzPaM5b8xr2ksyryDEjcyjS+9uL6x/kGNoNbKt8bq2VLfsXy4fj6969ezueg/2D3kRmzuFsk3yW5rqO91SrGz67cu3P/sh1uY40ERERERERERGRIcIv0kRERERERERERFrgF2kiIiIiIiIiIiIt0JGWwH273Jd8++23h0w/VSlN18Nrr70W8s6dO0Pm3nA6gubOnRvyggULOl4j90JzLzr3Rg9iX3G/XAPdOinovKBbhWVXe89bb70V8rx580Kma+Lpp58O+bHHHguZ9cdMt8Sdd94ZMuuT7ooPPvgg5JpLif4Cvof78VlO/XQRsE7pOuHrvLaag2msHkDWER0/9OMcPnw4ZDq82MboF6F/htR8IKyTWtseBPQYcHybNm1ayLx3lhXdKaU020RG1qZ4TrZ/lje9UXfccUfIHMPpDzl+/HjI586da1wzx/FuGS9/D2HfqLVt1kc2X7D/sX7o1OIYyvmJTjT6mLr177APlDI8TrsMtruLFy+GzLGUbpVSSvnSl74UMtdN2bqLYwY9pFxjbdiwoePrNefXSN58882QOYfWHGlsg2yzbPdci4xnexjN2MD74f2zXWR9mOsmumEzLynbEPsc38/cqzXpIOh27Gbd1ObLd999N+SpU6eGzDayatWqkLmGpBNp5cqVIXPe5xi7bdu2kC9fvhwy6y9zc/aCfj3HZMftx3qbbYIevcypy2vK1kg8Hx2GdGyxTEbDoJxZ3Z6XYxnnk9rn+RmOb1xD0j3M/kj/O+uf5c/6ob+MfjOO/1wj19azdFdzTKIPnuXEMunHGFCKf5EmIiIiIiIiIiLSCr9IExERERERERERaYFfpImIiIiIiIiIiLRAR1oC99xyXze9ATVXBvfuc+/xo48+GjJ9OtwLzb3MPOfixYtD5t507jumk4378Ws+F8L98uPll2B98d65j5/7vrlPn/u+S2n6ilh+3Ie9YsWKjrnXbN68OeStW7eGTP9WrX67dTT00z2Q+VrYv7L2Wnud/8ZzsF2wPNjO6IdgeR47dixkuhaZ6WhiHbZhvPwQGXQ10Cm5aNGikOmzqvUnlg/bCH0+rD/2YfocpkyZEjI9UMzz588Pmf4fOp62bNkSMl0QvaBf7aHbsZ9zRy98L5mzbPny5SGzvjhH0qnF/pvB/l/zvXR734Pqz+w79IMdOnQoZDpfa14SOuq4JqIL5dSpUyFzzj169GjIdJqx/2ROtAz6X1gmpTTHDNZv5v0bT0cX2xbH6Fr/4jqUbbzb9j1r1qyQZ8+e3fF4XKvxGtnG+PnMO3o1wfqkb6yU5hhH9+8DDzwQ8kMPPRQy+xjbO9d1b7zxRsj//b//95A5J/KaeT6OW/2gX300e+7k+ruNC4rXyvHp+uuvD5nllzlZs/Lmuo7Psbxntg96Ma+m/po9c9M3WEqz/uhA4zHo+X311VdDZnlnTjS2BzrQeD7WF8eg2pyceQ95jm49nL3Cv0gTERERERERERFpgV+kiYiIiIiIiIiItMAv0kRERERERERERFrgF2kiIiIiIiIiIiIt8McGEihApEScUlxKo0spZeHChSGvXLkyZMqyKTanaJACPQr5KH3dvXt3yK+//nrIJ0+eDJnSQUoLawI/fiYTTw5KAsj6y87L6+Z91f5t27ZtIVOiSSkqJa0UiWawvnbs2BHyz3/+85ApaaX0sXaPFPGyXFiO/RRfZ8fOJMZsv7UfG7jttttC5g988BpYhsyUT1NOzx8p4Q+EnDlzJmTW+WjIZKIU2Parj1ICzfrLfqjhrrvuCvnGG29snINiW4pqsx+LyO69JvMdCcdgto9du3aFzD66b9++kAchTh5msrbbrcic9Xv+/PmQ2QbZ/9i+uv0xiJqsfVh/DIRQ6Mv55+LFiyHzx25KaY6vrA/+WEj24wO8JpYl11DZj+l0S208yNpo9uMC4/ljA7xWiqGZS2muY3j/HIPZx/h5zpl8nX2OPxCS/UDQaGTlXDsMy49sdQvvnWVXSvPHBpYsWRIyfwSIsI+zvvjjAt/73vdCfumll0LmDwQN8gev+n2O7Ae12K74fvYN/rBGKc05J3vu6LXMf+7cuSFzDuUczHuu/UDPWMnKfVCwrPnMyL5USnNOu3TpUshsA3wmYX/iD+gw9/vHHTg/lJKPt/wBhPHCv0gTERERERERERFpgV+kiYiIiIiIiIiItMAv0kRERERERERERFqgIy2Be6Yz/0fNfXLnnXeGTMfP/PnzQ54zZ07Hazpx4kTI9O2cO3cu5OPHj4dMRxrvifdQc2gR7l0eVt8Lr4v3yn34tX3hFy5cCJl+Fpb33/zN34Q8c+bMkGfNmhUy3QEsW+6F5/l4fR9++GHI9C1xr30pTedLv/fH9xKWVxt/Ev0B9DPwGJlvIvOAcW//gQMHQj506FDI3TqYamTejW49U726DpYF7/Xw4cMdj1dztdCfQtfCdddd1/GYWRuif4c+CY6p+/fvD5leRba/zAlW+7dh8fP0Y+y//vrrQ2Z9ckzM4BjIOZNjJtso2w+dURw/h6Vu+gFdK2zrdC2VUvdUjoRtiOfoll//+tdj+nxGrX9mc8AgPaPdknl4a2TOs+wYLJ+a52kk2bqHfba2Nu9Ebd3LOsrWxsNUpyNp40ijo+zjjz8Omf2ajiN6DunA4nMIXYuZ+5ltdKxjRBv6VZ/Zcfn6aNZqLC+OiTxm5oHtFrqjOV6w/jhH1BxaY2W8nHd8PXvG4zNmKc3+xfGP5+B4yPrv9xyZMRpX97DgX6SJiIiIiIiIiIi0wC/SREREREREREREWuAXaSIiIiIiIiIiIi3QkZbAfbt0p+zcuTPkms9n2rRpId96660hT5kyJWQ6sm644YaQ6YY4ePBgyHRB8JrPnDkTMvcd022R7fcuZeI4YHjtdCm1cRGwfOkS4H52+neOHDkSMt0B9O3QHcC97hmZb6l2j6zPNm1gvOjWR1BzAdBxxZwxefLkkOk4YKb/hWNE5vvg50fjsOvWGdMr2LboyqAjjWVBnws9laU0xzB6AFlemT+OYyR9L+zz2TiSjZccA2oOJrbrYe6jY4VjXrf3RscafStsc/QBcczm+4fV3TEetJlD2f6zsSjzZXU7/nXbV9j/+Plaf+YxszxMZC7ZNnMH11aZR5RlTA8l170cg3vt05nI69xu5wY+I5RSyvbt2zvmsZJ5EulE4/s5J0yUuhkN2dgxmnvnGoP9k8+hXKcxk+y5hs9FXEOxvvkcPMx067zLqM2hHB+Zhw3WPz2ztTLhs9qw9nH/Ik1ERERERERERKQFfpEmIiIiIiIiIiLSAr9IExERERERERERaYGOtC7hPl7uE6/5q+hboleN0AfCvebcN0w/CH0ImQ+IZP4Lui8mMrW954M+Jx1Q3fqUMjJnDdvLP/Vvw0rmRCM131S37YBOMzqY6EQjb775Zsfj0SfQ7T1OJNi+2R/oq3r//fdDro1n3Too6Gtg+dO3062nsNbmRpI5bNrczzA7l8ZKr+/t3XffDfny5csh0xnE9w+7j2SQsG3TbVNzIXG8zcbfzOfDNVE2XvJ4JJszx2PdMNHgOpHrWma+n84krpu5rs48eb0YQ4bV0UMG4eOjZ5L1xzkzc/Oyj9I9zD7O1z9LZM7GNuMTyzNzFtbcwp2gC5zXeOLEiZA/+OCDkGvevpHUxvDPcptgeWTP6azvbIzI2hjPx/bD19t4Uvlvwzr++hdpIiIiIiIiIiIiLfCLNBERERERERERkRb4RZqIiIiIiIiIiEgLfuNq9qqUUspv/MZv9PQGuc+X+5Jr7iLu8x3rPm5eQ+ZDuBrq+P/+3//7G6X0vj4J66/mNspcD8O6j3uY+P/rs5Te12mbOiTdOm/oB6EHiH6XbmEf5/E5pmRew0EwqD7aC9gmOI5nfpBeO5LYZjNn2j/1b71kItUnYfnRM0onHuuXnr6rwb3Sr/pkWdNfxlxKc7yiT4lk/pVuP885eiKukfo5h2bU1rlZHbEd8P18fcqUKSFzzr148WLI9BhORAbVRyvn7fqYY/V08f1sD9k6jn04GwPGg/Eac2tk6+DsuSUr39mzZ4e8dOnSkOlMmzlzZsjvvfdeyPv27Qv59OnTHd9fSv/n6WFeE9VcpCNh/WZzYNb/xroG5vHGc407VvyLNBERERERERERkRb4RZqIiIiIiIiIiEgL/CJNRERERERERESkBTrSuj9ex9wGHVrdMyjXwGj6w2jaQCeu9j5ZyvD5XbIyzxw7fJ3+gM9SnQ5jHyWZLyQ7h/U5XGS+nm4dQVeDQ4tMpPqUnGGbQ7NxOutDmVONx6dnr9feyvHgs9RHx7puztpTP9YN3TJe9TmaNW5G1h+vvfbakCdPnhwyPbTk008/Dfn9998PuU1//yx7Y3v9HEquhjUQ0ZEmIiIiIiIiIiIyQPwiTUREREREREREpAV+kSYiIiIiIiIiItICHWkyIRjmvenSPePpd5H+YB+9urA+ry6sz6sL59CxMQwOLWIfvbqwPq8urM+rCx1pIiIiIiIiIiIiA8Qv0kRERERERERERFrwufwtItIN3DLw+c9/PmT+jPP/+T//p+/XJMPFMG4rEfms8M/+Wfw/xKz//eZv/mbIHLPZn//hH/5hDFcn443j89WPdSoyODiHOkdObJwj/xH/Ik1ERERERERERKQFfpEmIiIiIiIiIiLSAr9IExERERERERERaYGOtAkI95p/7nOxGrlXmXvRubeZzq4Mfr7G1bJfmi6dUpr3/1u/9Vsh33DDDSFfe+21If/qV78K+cMPPwz57//+7zteE8/Pa6xdczfHl/4z1v6R1XGb418tfXQiwPq65pprOr6fY3bNJ6JjZPRcd911Ic+YMSPkOXPmhDxz5syQp06dGvKFCxdCPnjwYMjvvfdeyFeuXGlcE+cF9k+dJP803a6BuIaixzTzmvJ4tTUUr8H6Ghts/9k6VPfs2MjGm25fz8j6R+a1zF7/rLeHbucPvp9jLJ97brzxxpAnTZoUMuvnzJkzIV++fLnj9bQhawNX0xicjYf99rayLLM5leubqwn/Ik1ERERERERERKQFfpEmIiIiIiIiIiLSAr9IExERERERERERaYGOtAkA96bTr8O9yXRgcS/zWB1Z3BtfStM/kDlKhnWvOvfYs+xLad7/F77whZAnT57c8ZgsK+5lZ/3y+Cw77j3/u7/7u47v7wWfdV9P5iPIfBzd+l6yz+vL6g72yX6XJ/0hHFd+/etfd8yfdb9Lr5kyZUrIq1atCvmJJ54IecmSJSFfvHgx5C1btoR87NixkDkms35LyZ0/2Tw/kcjGu6ws6B1lprPs448/DjlzEHZb9p8lb+xoYZlyHVVba42EdZrNuVmdZp+vjbmfpXk2800R9hGW71jHq2wOzOq71r6y55KJss5t40nOxrSsvL74xS+GPG3atJDvvvvukDlnnjx5MuT/8T/+R+MaO0H3dG3MzdyVzBN5XZW1xV7fG8v7lltuCXn27Nkhs7/TE/v++++H3GZNlD07j1f/9C/SREREREREREREWuAXaSIiIiIiIiIiIi3wizQREREREREREZEW6EgbI9m+81Ka+3a5T5t8/vOfD5mOLPpAuG+Y18Djce8y9ybT58O96XRylVLKhx9+GDKdMNxvnznVBrV3PXOb1OqTXH/99SHTJUA/C8/J8ibc93/lypWQWbZsH59++mnH47ehW6fXsLokRkvmk+jWncLyudrKq59krptSmuXJ+mMfqXkfR8LxiO+fOnVqyJMmTQqZ3sNf/vKXIdMfwjHjamYQfinOgfPmzQv54YcfDvnJJ58MmXPg1q1bQ+b8d+HChY6vt4Ftrua9GUbazBXdjn8sC/Yf5rHCOTO7vtr4wfrKHFFXu3+LdVhbR/YSlj/7cOal/CzRxqmVjT98TmG/55yWOe3Yp5gzhxufs2r9K3OjDuu6LFsD1eqK95b5pvhcwTXOU089FfIzzzwTMvvbd7/73ZCz8ZD3wDVU7Tm6TZ2PZKI8xwyDg3Pu3Lkhf+1rXwt5/fr1Id98880hcw20a9eukJ9//vnGOd98882QL1++HPKw1M/EWJmJiIiIiIiIiIiMM36RJiIiIiIiIiIi0gK/SBMREREREREREWmBjrQuoWuFe5drTq3MdcK96Nddd13I9O3ceuutIc+cObNjJmfPng2Z+8qnTZsWMv0je/fubRwz27vMcuE9D8pPkbkF6E6i76yUUm677baQ161bF/KMGTNCPnr0aMj79u0L+dixYyGfP3++cc5O0EfH9kLof6ntv8/aaOb5G5a9672CrgVmlhf70MKFC0O+5ZZbQu7WEXTp0qWQ6Zup+SfYRy9evBjyJ5980vGc/XL4ZB5Ctj1SK7vM77FgwYKOmX2YTq077rgjZPY5ljWdWXSibdy4MeQ33ngj5G7HhBqZu6pfXsrMvTKadtXt+DJr1qyQ77///pDpRKMP5Pjx4yHT3cE5sRd9heWU1d94jbnZnFq7rl5fK30806dPD5nj75w5c0LmvP/++++H/N5774VM30vNacg5ku+h63Si+ppGC9dWHFM5R3JMpluWjq7JkyeHzPI+c+ZMyOzT+/fvb1wzx/VhpVu/We119ombbropZM6prE8e86OPPgqZ6w++zvpk/dNNzP7C55yap5JrnjYuqpEMqk9mY2ob52Q2v7O++Jz59a9/PeR//a//dcgcU3/605+GvGnTppBZ34TPwVzj1tzPmfeNDMuYyuvMnL2lNK+dz4HdwjUwn2sfeeSRju+fMmVKyBx/OZ4/9NBDIc+ePbtxTfTqbdu2LWT23/HyjPoXaSIiIiIiIiIiIi3wizQREREREREREZEW+EWaiIiIiIiIiIhIC3SkJXTrKam5BriXmfu4eQ66BpYuXRryihUrQqazi3vbyalTp0Kmy4N7m48cORLy4cOHG8fM9qbzHllOdDr1y9fDuqDzjm6rlStXNo6xfv36kJ944omQWZ5//dd/HTL3cdN3NVZuvvnmkDNXRW1vPf8t87UMi2ugV7DM6Cygn+XOO+8MefXq1SEvW7Ys5Pnz54dMHwmhC4DOLHoMa21qz549Ie/atStkeoDog+mXk4l9nc60zEdX80nQp8L6ePrpp0O+5557QuYYSh9MBv0vdKRxjOWYQZ9PbV6hM4TlxDE169P9gu2G98p2VHPisY1kbY/98+GHHw75q1/9asj0M7H/bNiwIeRXXnklZNY32yTn9JpTK5tDB+XMyrwymW8pWyOV0v38znmZ/ZsONPbntWvXhszxl2POiRMnQuZYSX/W22+/3bhm9je2CZbBBx980DhGvxiEX4/3y3XTgw8+GPLixYtD5phLZxbnTLZLjjOsD/ZZOnyuueaaQg4cOBAy58x+rVu7JRtzOcbWrpveYjrJWF/sUyw/uoLppMvaP+tnyZIlIdOBxkzvYSl5fQ3Lurbb62jzfrYROq8effTRkJ966qmQ6YV94YUXQv5P/+k/hUxHGs/PMZ33wDVRm77GYwyLZ5TzDccyjnW1OZTrv24daXSefetb3wqZcyY9s+fOnQt5y5YtHa+PczI9td/4xjca10gPHp+D+F0E11VcA/erfv2LNBERERERERERkRb4RZqIiIiIiIiIiEgL/CJNRERERERERESkBTrSQLZnmq4B7tOu7VPO9mXTn0IXwOzZs0O+6aabQqYPho6szM3Be+L1ca8z319Kc083z0l/BTPLrXaO0cB74V70G264IWTu07/99tsbx+Reb7oa3njjjZDfeeedkN99992Qx7pvmy4RugvotmD7oCuklOY1cq/61eZIY7tgn2Revnx5yM8880zIdKKxj9Ifknns2GfZLq+77rqQjx07VgjrlG2/5hAZBPGEnFYAACAASURBVNkYS59E1qdLaTqTWD9f//rXQ6azLLvGzCNF9yKda1OmTAmZ4yX9LvTVlNJ0ytAPwWNk19wvuh0rRjP2s7zvvffekOl3oZ+Dc9zf/u3fdsz0DdJRyP7IMbh2jzxG5pLrF9l56Grrh2eG3leOpxz/+DrnZB6P9cP1B8cD9leudzhGldJsU+zDrO9B0o+2xDL6vd/7vZB/53d+J+Q5c+aEnHm96Mdh5hqFmXM4102cM7huK6XpF2Yd0uM0KDKfImkzxvI97DPsU3Q38/P0urI/cP5iH+O69Utf+lLI9NVt3749ZLaXUprrrszPSibyOpjPkXSksT7pqdy7d2/I/+W//JeQn3vuuY7n55qIZc/2w+utuTrZ53nMzLU6Xo60LNeg/ytj1apVIdMTy2caQk8onWgvv/xyyGfPng2Z48W/+3f/LmTOD6U01+n79u0L+cyZMyFn3uB+eYH9izQREREREREREZEW+EWaiIiIiIiIiIhIC/wiTUREREREREREpAV+kSYiIiIiIiIiItKCz/yPDWQS/EyASmqyQv4bJaf8MYE77rgjZIp0582bFzIlqhRXU6RLSSEFfJnkleLkUpoiyuycfJ2y6Jpcuxewfj/3udgFWFd8vZSmBPXy5cshb9q0KeTXX3895JMnT3a8RpYFryH78QD+WMX06dNDZtnWBIyUOHYraeyHgLqfULxPcTL74De+8Y2QKTdnn6Gok+XLPscfG5g5c2bIa9asCZltgp8vJZfTZ6LOQdVht2My+2MpTZEtRauUibP833zzzZD5QwyZGJ4ibcrPWZ883qxZs0Jmny6lWS7dymcHRbftpvajCNkPJVBk+/DDD4f85JNPhswxlRLb559/PuTdu3eHzB/uoIg7+3EKztGl9O8Hd/pNL8YFronYX+66666Qsx9g4vi7c+fOkDkWsu+wPx45ciRkiugpOq/9WzbeTiRqMuw/+IM/CPk//If/EDLHxOPHj4fMMuYcSXk15yeuw9jHef758+eHzHUXf7SplOZaiz8uwDrt15icjSccO3oh2WYfu/POO0PmGog/eMSyuXDhQsfzcZ3Ke+SYwDGZz0U1OHZxHZXV56DWRP1YT/MHsPhjA3Pnzg2ZY+YPfvCDkPmDPITPrexf/HEk9l+OObUf9svm0G5/NKpXZD9q0eZHC0k2f3C84xqIr3P8ZT5x4kTIW7duDTl7ruWcuXTp0pD/xb/4F43PcF3Hdfugfkwgw79IExERERERERERaYFfpImIiIiIiIiIiLTAL9JERERERERERERa8Jl3pGV7prt9vQb3onNv8vLly0O+7777Ql68eHHI3FvOa6Argu4AZvqh6Cbgfm76YP6pfxtJ5hrolw+GZZPVF/dY1xxp3Kd96tSpkLds2RIy95ZncD89y5b1Rd8S2xfbD/0xNZ8W/SSEx+A1D7sTjbBfX3PNNSHTB3L77beHzD712muvhfzSSy+FTN8LfR50BtHNQi8Y64tOoFJK2bNnT8jnzp0Lmb6XfsGyHqunku8vpVme1157bcdrYvnRkcbypP+Ifp0vf/nLIa9du7bj+VmfmVOjlGY5cNzO/CDDSu1eWR4cA1evXh0yfSD0RNKB9dxzz4X8xhtvhMy+wvGBZH2pjcuD90yPykQm81cx049Enw7XF2zrrD+ukVi2PD7nSI7fly5dKoROoYnS/9pAR2cppfzpn/5pyPQ6cszknEgnT7fzE9sU51B+nt5LzjO1OYNrP84b/Az7ea/6cG3O6zX0hdFxtW7dupDpM9q+fXvIBw8eDLnWZ7q5HnqZSW0eyWD9cQ5l/fVrTOa1d+v2qo01HEPZP+jmphOP9ffKK6+EzDmV7WXhwoUhcwzO1mgcg/n5Urp3ZA3LmMx2xPto40ybMWNGyF//+tdDpneUDkPWJ59bOdZxzuX4mz3Tc/ytedFZLp9++mnIHNNZbgNz4A3kLCIiIiIiIiIiIhMcv0gTERERERERERFpgV+kiYiIiIiIiIiItEBHGvZIZ3uVRwN9KnQJ3H333SFzrzodWNwbfvjw4ZC5l/mdd94J+eOPPw6ZPhJ6ILi3nn6zUprOrMyBxv30tWP2gsyvxMz6plunlFJuvfXWkDdv3hwy6yODvh/6L+iCmDt3bsh0kXCvPOuXe9HpcimllAsXLoTM+mJ9k2FxD9SouTPoIJgyZUrIdJRdvHgxZDqVfvSjH4VM5xZ9AsuWLQuZXjuOESxfnp/+mVKa7ZKOg/Ei871krqiaB4HuBNYX/R1sEzwn2z+PR/9E5kQj7G+Z17KU5jhPr9OgfC69ptYeOIeyvOmke+CBBzqe48UXXwz5xz/+cchHjx4NOfN9TJSyHRY4nnKNw/GNcxTHT/qTOMfV/Csjoa+Ffi76nDLHWinDPQd2C/1FX/3qVxvvWbp0acdj/PCHPwz51VdfDbm2DhkJXcNcl2bzBNcsHD8zz28pTRcm14tsZ/0aF7K21Qs3EMv7/vvvD3nRokUhc058/fXXQ+YaKLsH+pDYxzkn8J5rfmPC+hzWPpt5Zbl+4X2V0vSwsv64JuI533777ZC5Zl65cmXI9Ciy/rheYd/hc+pbb70Vcptn88yT14vn+zawLDOXF8eN2vzF57xvfOMbIT/yyCMhcw7bsGFDyOyvvEb2DfY/Ppdmz8F8rq3115MnT4acPZeOxmHfC/yLNBERERERERERkRb4RZqIiIiIiIiIiEgL/CJNRERERERERESkBZ95Rxrpx57pL37xiyHTsTV//vyQuZed7oHt27eHfODAgZDpfvjoo49C5l51+kno7OJedR6v9m/cm5y5yfq1l5nHZf3y3rjvn/vQS2n6B7jXv1Y+I2H58xrppsiceYT7yKdOnRoy3SKzZ89uHINeNfoJyCAdQdwH322u7cWnH2XSpEkhs86PHDkS8o4dO0Kml5COGTrRvvnNb4ZMxxOdQhwDfv7zn4e8d+/eMqywvWc+l6w+6VIppTkGHjp0KOSFCxeGzD6wbt26kNk+6GZ4+OGHQ6a3kHD8e/nll0M+ePBgyGfPnm0cg54meia77ZO98Or0C7oqH3vssZC/9a1vdfz8qVOnQv7Lv/zLkLds2TKGq+ue2hjE8u+XN7TXcD7J3FWlNOckrnlYFpwz6Ve56aabQqYPi9fANRX7EuG6gNT6Gv08g/Lx9AP6lOgkrLFx48aQ6SXkOoXrZLp6mQnnAbYheobYTlk/XAPU/o3zOttBv9pANof2Yiy/6667Qv7KV77S8f10BdOBx7U2x8DMQ8k1EOuP63COnzVfFtd1HDf64cxuQ/Y8xHthWdbGI7ZVPodyzcJjcAy85557QuaaiZ5fOrV4Peyfx44dC5mOxdqYzfrL+jjb5KCeQ0nm8q6NRffee2/Iq1atCpn3umnTppB37tzZ8f189uXrHI8zbzbXcHS41dZEJ06cCPn06dMdr4n9YlDPpf5FmoiIiIiIiIiISAv8Ik1ERERERERERKQFfpEmIiIiIiIiIiLSAh1pPYYuj1JKmTt3bsh0XtEXQsfWrl27Qt66dWvI7733Xsjca8696Twfr4+OtCtXroT8wQcfFMJzZnuVMx9Cv+B10KvB12uuCe7TpuuD+/KnTJkSMh1ov/rVr0KmC4Jt6t133w35/PnzIdPnRLhXveYeqbnhhhXWEX04bIu1OuV72C7oRGN7p+9h6dKlIdM59+ijj4ZMvwT9D/SNPPvssyHTmTYaMq9Kr/wR2XnoSmB90tXB8amUZn299NJLIdM58eSTT4ZMfwhzt9DF8d/+238L+W//9m9D5hhT84HQAcMxtVtPTr/8IN1Sc9ksWbIk5KeffjpkjrHkb/7mb0LesGFDV9fE4y9YsCBkOrsIx/ia1+/tt98OmR6vQXooO5E5J9lf6SEqpek2YZ/mMVi+bA9cs3AOptNw9+7dIbN/8/q4JuPrNQ8c65zlNp79jXXC66ezjvMTy7+U5pj1v/7X/wqZ3kqua7hOZXvnOisrT7YJtjGWQebdK6U5DtNlyTLIHL2jJXMQd3ueWbNmNf6NHjw6tHjO559/PmT6jUj2DMB1Kedsfv7SpUshs33U1sVcx7HNZZmM1k3X7dorc07Xjpe5kfn6uXPnQua8fP/993fMdB7y+OyfzJxjWVes71JK2bNnT8gsN2aOe6zfXo3RPA/rh2XLsYnfGZTS9Pyyz7MsuCbm+MbjcXzmOvv9998PmeM7WbNmTcj33Xdfx/eXUsr+/ftD5pqI9Kv+MvyLNBERERERERERkRb4RZqIiIiIiIiIiEgL/CJNRERERERERESkBTrSxgjdSDXf1Lx580JetGhRyHRD7N27N+QtW7aE/NZbb4VMfwf3NnN/9d133x0yHWknT54Mma6DTz75pJCaB2Uk4+VEI9ybzutmfdJHVkopR48eDZneDLok6GZgfXF/PF0ddK0cPnw4ZO5dZ3vj8ekumDlzZiGnTp0KebTuh2GA++Rr90JnEV0n/AydOsuXLw+Zvgj2eWZ6Dn/605+GvHnz5pA5BozVj1VKu3LqBZm3gJ4D+iXogqD/qJRmH2Uf4jVw3H7kkUc6XmMGz/+zn/0s5B//+Mchc8ynz4d+kVKa40rmTBsWMi8JHZ6lNH0aDz30UMdz/OIXvwj5Rz/6Ucgcg+kwXL16dcgPP/xwyOzv9I1wTqDHkr6SUkp54YUXQqZXr9bOx4NsXGB90m1TSnO8ZZ+uefJGwvqjp439hT4dekrXrl0bMvsW5wOOJzUnFa8p87cM0qHG8uWacf78+SGzvdfa4o4dO0Km34ZrLZbH2bNnQ2Yb4bqT4xvLm2s5Opj4ea6bal5MtrvbbrstZN5zre33g8wFRejA4/hWSj4Hbtq0KWTOeZkrkeXPa+JzCtfVbD/sk3Sq1Tya9D1zzO22D462z3Y7Foxmbmd58LmPYwD7OMvvzjvvDJnrj9dffz1kPkeyfXAOXrFiRch8jqVDrZTmsxHvIesn/RpzM48z5yO29dtvv71xTH5vwDUF/Y1cUy5evDhkroHpQGPfyJxodH2vX78+ZN4jHbGlNJ9zal68YcC/SBMREREREREREWmBX6SJiIiIiIiIiIi0wC/SREREREREREREWqAjDXDvMvc207vAfeX0T5XS3P9MFwDPSegW4F50OrIInVtLly4NmfvId+/eHTLdB3RR1K6pF3v6+wHLknXBfed025TSrGOWB/ez07NGHxb3ptO7wfqdMWNGx0z/1uzZs0NesmRJyNzLXkopb7zxRsis32GiW89BzfFDv8aFCxdCpl9l2bJlIbNP0fdA38rFixdD/slPfhLy9773vZDpBqB7JRu3Sql7fIaRfriC6Djatm1byKxPeroWLlwYMsubTiy2H7p1ss9n/p9Sms4SvmdYxtzMqcXr5vhXSu7rYdt+5ZVXQmb507H21FNPhfzYY4+FTD8LfTOE/ZN5586djc/QIXPs2LGQM0faoBxbPE+tbY6EbpVSmg4ztn/Okcw8Jp1mPD7n+d/5nd8Jmf2f/Zd+Gfq6amXNf6PTaZig44/zFceams+Gawb6p7L2ybUWP885mp43Ho9jAs9PJxvn+HvvvbcQetQ4DrDd1XzC/SDr6+yjdN7RQVlK02HEdeg777wTMtsQvYOsD67F+Zx01113hVxbp3Y6P92/XCeX0mxTbCMcc4dlTs2oPVNyTcp5ls8+hE4ytnX6Af/6r/865AMHDoRMBxedbf/m3/ybkNlmOeaX0r2XclBzJGHZTZ8+PWT65/h6Kc01xb59+0I+dOhQx2tgW6YXm3Nut36yr3zlKyE/8MADIbP+X3vttcYx3nzzzZC5jiNZufervv2LNBERERERERERkRb4RZqIiIiIiIiIiEgL/CJNRERERERERESkBTrSAPeW08NA1wa9Cny9lObec+7T5We4P5rQFUAHF695xYoVIdNVsGvXrpC3b98e8ocffhhytpe+lKbDhPu5Sb/8LqxPOu54L3ydDoVSmtdKBxndD/Tocb873Q28d14DHWw8Pt0BvF66EdheSinl008/DXlQro/RkLWVNr4pQodB1k7o92Ads89x7//GjRtDPnfuXMisI9Yx28hE8aGV0rxW3ivrrxdjBd027BP0w9TG9ZGwvuk95D3S3UEfFn1ZNTcL++SwOpjY31hfbMv0Df5T/zYS+jzo87nnnntCXr9+fcfM+mT50+/BOZLti869xYsXF8J5vc04NQi6ddxlbb2Upv+K4x3Ll05JlnfGo48+GjLrJ+uvdLMw19ZE9Kpl9MvfUoP3xzqkE433R79YKU1HEp1nPCb9U+yztbXXSNguudZjeXINSs/bli1bQv6X//JfNs7JtR7n/fHqs+xjvA6uMe++++6Qa+Mrx2Wu6XnMxx9/PGR6dVk/mWuY/YdtkM9erBu6oblmK6U5rw+LC7jbsYB9gb64UprOOL6H/YP9kesyPndyDbt169aQ2UbZnjimc3xoM6/w3zhvZ440ttHRrql4XNYP5xs6OvkdQO0ZjeMXnYUsTz7THD9+POTMtZ5Bz+J3vvOdkOnupqeY428ppZw8eTJkPpcS1t+gnoP8izQREREREREREZEW+EWaiIiIiIiIiIhIC/wiTUREREREREREpAXDIeEYIrK9zZkDoebS4b5duh/oIli4cGHIdAlwLzL3NnOvO6+Z7gr6eegr4fFqrgHuRede5mzPf6/8IKwvZu4Tp8+Me6pre7JZx5mDjj4sugV476dOnQqZrgien74W7pW/9957Q2Z7o3+mlKYDZZidW+xfhOVbuxd65ujQyfwSdClcuHAhZLajy5cvd7ji5vWw3bJN9KN+BuXsya49uw6WTSnN8luwYEHITz/9dMjPPPNMyDXHyEg4hnNM5Liydu3akOm82LdvX8h0pNWgQ2RYnFqEZcG5gp4h+ulq7yH0rdA3tnr16pDpzOIcu3v37pBZH+zfHFN5fDrSWHelNJ13ma8nc5eNluy4rE++fzRemdOnT4fMPp35sjJ4PJZ/tznzmJbSv/rpBayjbJ2UzW+lNNcdnPM4T9N5xXNyDOY8wTrJPl/zuo3k0qVLIdf6X+bvHKTnrhMsW46H9Jtx/Csl9z/T88g1EssvW3sfOXIkZI6HNU9UJ7I+XLvGzKfLftAvLyn7I++d18WypYOrlOYcxcznCD5X8rllz549Ib/44oshs7w5B7P++RzF51yuAWr1SbIxmGNSv8Zs1g8daHQWcr3AZ/ZSmh5RrnlvvfXWkNl/OWfxHBwPCceYP/qjPwqZzkT6zrjGYi6l2eYI193sj5wz+lW//kWaiIiIiIiIiIhIC/wiTUREREREREREpAV+kSYiIiIiIiIiItKC4ZSqjCPd7oHnPm/uU67Bfbs8BveC85j0GWT7guk8415l+i7oRKPrgh6BUpqugbE6TUYLHRXMdA3wXlkW9JuV0vRLzJ8/P2Q6frhXneXJfeD0/bAsP/zww5DffvvtkFn/69evD5nthW6TUnKfyDBBzwHrnPdLv1gpTZ8KnSKzZs0KmX2S5cV2Q+cB29CSJUtCZh3TV1Fz93ULPRtsN+Ple+FYQq8Br6vmSJsyZUrIixYtCvmBBx4IOXOivfTSSyEfPXo05Ntuuy3k2bNnh3z77beHTA8mX6fPolbfLIfMqTVeZGMw77XW7ujLYZ1zTmJ9cEzm+9lft2zZEjLHWPqAeHzWPzlw4EDj3+jG5NyU+Vx65Uns1kmYzblt4Bg91vUD+zPnYNYfz0+HZea0rMF1XW3eGS8yFzDLgz4irlFq72GfZZ1mnrZsXmd7Z5+m8ynjrrvuCpmOsFKa3iCuF2tr4/GAZcW2yPZ8/PjxxjEyDxfrO3sG4DXR8URHEueJNWvWNK5xJKwLei353FNKc11FxmsNxHtnZtvMvJWlNPsL55dsvKJLe9euXSGzPdAzzMw10BNPPBHyqlWrQuaaqzYGsc1lcyLHmH65oOmj4/qTjrQzZ86EXHPm8rmR4+m0adNC5vcK2ZzG8Ztl8+1vfzvkP/zDP+x4vK1bt4a8efPmkN96663GZzimZJ7NzHnYL6ehf5EmIiIiIiIiIiLSAr9IExERERERERERaYFfpImIiIiIiIiIiLRARxrgnnjuseU+cPrKam4P+pPoWaD/hi4C+pLOnz8fMvfDT58+PWT6gmr750fCvfJ0TdRcH8Pq5yGZp4N70+ldKKVZ/iyfhx9+uOM56cK5ePFiyNyLfu2114ZM5x3PT/cA98rz/LW96Wz3dIa1aRP9InOgZe275tSaPHlyyLxf+kLYTg4ePBgy28hXv/rVkOnEYqa3jn4Iljfvme6AUrovt/Hyg7Dt0YtAatdJhx39N3Qmkddeey3kv/iLvwj5vffeC/mee+4J+Y477giZTjy2L7Y/+kTauB3oPBkWuvWOsO+UUsrhw4dD/tKXvhQyHYZ04rH86OfhHEtv29q1a0NesGBByOy/HLN37NgR8i9+8YtC6KDJXIH98n10C+u3X56ZTnCMWL58ecjPPPNMyHTS7N27N+Q9e/aEnN1Tbbyl14j1OV7jaw1eG+eXNvM750iua7nOYXvmObLyy3IGx+jf/u3fDpnr5lJKeeGFF0LmWipzlw5qjs18cfv37w+ZPqRSStm2bVvIrA+eg/fOzPqh44ljMr2xXEfTkcXnrMw9XLsm3mMv/I+jgc9g2VjPuqjV5wcffBAy1wt8buQaik4t9vd58+aFnHlgOUezP7Ks6TFl36tdY7dr3F7VL+cjjiUrVqwImc5OPk/UntHYhwnXNIRlwzULHXWPPPJIyH/2Z38WMr19nEPpGeb40sZDmjnOs2ecfuFfpImIiIiIiIiIiLTAL9JERERERERERERa4BdpIiIiIiIiIiIiLdCRlsA9ttz3z73o9ECU0vRr7Nq1K+SpU6eGTKfVyZMnQ6afh/vp6euhz4X7t7m3mQzSf9VrMucdHQltPEPce3769OmQuXefPpZs3/Z1113X8fXZs2eHTN8S/U9sozt37gz57bffbpxjzpw5Ha+Bzq7MT9JPtwT7F90N3FfP/lZK09dAZxX9HazzLVu2hJzVIT1tdCgws3zZhtinec+lNNt+t2658SLrL7W2xfa7bNmykBcvXtzxmHRyHTlyJGSWN6+B7kz6R3hP7KM8Pv0VpQyvE42wbNhfee/sW6WUsnv37pDpY6GD7v777w+Zfh1eA8dQth+OGTfeeGPIV65cCfmnP/1pyD/5yU9C3rhxYyF0+mR9vl9jauaR4eu1sWYkHI9LabbvbtcYdOKtXr065O985zshf/Ob3wyZrtsf/vCHIdPnkkGfUCm5x3JQvp4abEt0aNV8UiOpzW8c89jH2L4HDdfV//7f//uQv/71r4dMT1Eppbz66qshc23Oe+62znsFj0vXL9t/zTdF2GbYrzOvHp+dsjGZY3Dm3OO6vI1rleU0XuvYNuu3TtfBdsV7L6XZBk6cOBEy++/cuXNDpmeWcyDnYK6pOWZzzGT9v/LKKyE/++yzIdOZVkqzzXXr1+X7R+vYYv3RectnOK5nuN6orc0zpxj7OPsTnXRr1qwJ+Wtf+1rI9NISOgq///3vh/yzn/0s5NHMB+yfbDOsv17VZ4Z/kSYiIiIiIiIiItICv0gTERERERERERFpgV+kiYiIiIiIiIiItEBHGsgcBtx7TpdEzQdyzTXXhEwfwfbt20Omy4F7ibn3mf6chQsXhsz92tybnvl6JjKZA4H3zrLiHuwabAP04dA/snTp0pDpqKPzjvvl6SLg+dk+Nm3aFDLdFNy/X0opM2fODJn+CfaTzBnVT98LYR3S5UBXQylNJxrr7K233gp57969Ha+B7apWxiPhGMF2SgdTdr6acyjzf5B++Vx6fdza5zkmsj3zGtgn2IbuvPPOkOfPnx/yypUrQ37wwQc7XHHTA0ZPYeYoKqXZ5zj3tHHEjKRf/giOoawvzjf0L5bSdIrRA7l+/fqQWf9f+MIXOl4j65uZ9UGHHr2nGzZsCHnHjh0h1/wm2VyTeXF61T9571m7YNnStVO7Ls5RLA+O2fSMLl++POQnnngiZLYHzl9/9Vd/FfJ//a//tXGNneA91tZ9vMduHZS9nDOztsLyp0+JcwfXqKU0PT/0hg6a2267LeQ/+7M/C/lP/uRPQub4WPPk8Z7Onz/f1TUNah3EPsv5LfP31f4tG5/ofeU10OnJa+A4wnGIayB+PnO41ejXnNctmUeUmXM7n+lq9ckxcNu2bSHTy8vnFHpeOb5xzGZ74D3QO7xv376QX3zxxZCfe+65kDNHWI3MYZitkdqSjfWXLl0KmevH++67L+QzZ840jpHVB+cozqHr1q0L+ZFHHulwxU3oDf6P//E/hvyDH/wgZN4z20fN65f1z8wbOyjvs3+RJiIiIiIiIiIi0gK/SBMREREREREREWmBX6SJiIiIiIiIiIi0QEfaGOE+fXoASmnuy+Znzp49G/J7770XMvcB0/9y8803h7xgwYKQ6X/69NNPQz537lzI3GtNuLe5lObecjo12rjGBgHrh/fCXNtjnZUPX+fefzqB6EDj3nbuHefx6b84efJkyNddd13I9Mvw/KU02yAdQbX97CMZFvdEKc3+ccsttzTeQ58GHVaZE408+uijIa9YsSJk9mG2CdYh6zijWx9ajX75XHp93JoPjj4Q+jgI64P+CDrSFi1aFHKtD3WCTi06+NjHa/2JbTbzQYyXtzBz17DtnzhxonGMbLyhd5QOO9YP5yuek8ejp5T19eabb4bM/sv+SP9PKc1y6UUf7gX0N9LhyfUFx1v6e0ppzif03dC3RefgsmXLQmZ/PHjwYMjf//73Q/7zP//zkLPxgXCdUHNYss1m/tXxnDM5hnL+Z168eHHjGA888EDInEPpORwrXNd87WtfC/lb3/pWyF/5yldC5vj3l3/5lyF/73vfa5zz0KFDIXfroRzUmNvtWF+bQ2tj1Eg43zBnDjPC1zn+Upr22wAAIABJREFUZWMoxynO6dn9jCfdlh3vhZ/nGF1K0/u7c+fOkOk4o3eSzsHMw0cnFj2wXFPv2bMn5Ndee63j8drQ7XNnr55TWTYXL14MeevWrSEvWbIkZDpg/9W/+leNc3zzm98MmfVL6LWkY43Q//ijH/0o5P/8n/9zyKy/jEGsdwY1p/oXaSIiIiIiIiIiIi3wizQREREREREREZEW+EWaiIiIiIiIiIhIC/wiTUREREREREREpAX+2ECXUNpJcT+Fl6U0BYaZlJEi29mzZ3fMFGHzdYqrKeLljw1QoEopYO3HBlgumTiQcsxBSVgJ75XXVavPSZMmhcxr5zH4Awe7d+8OmdJcll0mQmZ93HDDDSGvWbMm5Llz53Y8XilNOSbbENt0JlIeJCx/lgdF5KU05Z6Uk7MdsN+zD/7+7/9+yPyBB8rmKWKmzLwXUIQ8TD8IMRZq9/HBBx+ETEn0qlWrQuaYuXDhwo65W1jfzz77bMhHjx4NuY14leNyVp+DGmOzsT374YDa2MEfA6D8/Lnnnut4ToqnKWPmnJyNXzx/t9TE16y/YemfvFa2O85fHF/5wwG1z3AO4w/usP44p/74xz8O+Re/+EXIbB/dwrGT40uNrH8Oco7stu9zzUFR+P3339/4DOXXd999d8iUhx84cCBk/ugI2wDb1T333NPxfDNmzAiZY8gPf/jDkCnT5g+IlJKPy6zj7AdgegXPw+vI1rlsq6U02yfbEPswz1H74bVOZD/cxsw+yB8sye65lO7Xrf1aQ7Fss7Lnepyv33TTTY1zcI7jj6DxdfZ5/mgMy4LlS/k9f3yE/f/YsWONa+4WtuNsrdGvNRHrj231hRdeCJntaO3atSHXfhiAP+rDZxb+4BbLf/PmzSHzxwI4HnKNmsE5nXXD/t6Luhiv7xH8izQREREREREREZEW+EWaiIiIiIiIiIhIC/wiTUREREREREREpAU60sBY99heuXKl8W/0qXDfNvcy09dEnwv3qnOfP10Q3Iv+6quvhkxHGuH+be5tLqV5T+Pl68mcFDxvluntKKXpBsj8LiwvejbYPrp1p/B43DvP66H/rOb7OXPmTMgsB15jG6fToGD98Npq3rsVK1aE/PTTT4fM/f0sU7YBnoN+AfpZnn/++ZD74aAbFudSRrf+xJrfheMR/RBbtmwJeenSpSHfcsstIdOzR959992QX3rppZDpxHj99ddDpt+lDZmDZrw8lP04D+uTY2rm5+EcS78PnYeZWyWDY1Abt0635xyU34XXxbGI98Lr4nxUSikrV67s+J6zZ8+GvGPHjpA3bNgQ8t69e0Pm/EWyOZztJxs7ebxSmvPOePlbSsnHAo6hvH/6lOj0LKW5bn3kkUc6ZsI+mnmfWOYXLlwImV6873//+yHzHtjmatTqeSTZerJfZOcZzXoh+wxfz8qGnsNsDUl39DvvvNPxfHz24riVXV8b+rWGyuov678su5rDkeXNzP7DMZdzJOEYyuPXnqXGQs3VPaxrXDrt6OzlMxgdnxxbS2l6fblG5XM93eg7d+4MeTRr0JHceOONHV+vfTdyteBfpImIiIiIiIiIiLTAL9JERERERERERERa4BdpIiIiIiIiIiIiLdCR1mNqXgE6qT766KOQ6RzhXmL6Ko4fPx4yXQ/cq3zq1KmQd+/eHXK2r7yNI21Y6NY1QG8CX2fdlJI7z+gSoE9r0qRJIfOa6YZg/dMNQN8P29euXbtCpg+lVv88J/f4j6f/hXWU+SPoXtm/f3/jmNOnT++Y77zzzpB5/6+99lrImzZt6nhOvp99nu1urA6fiUS3HpravdMRQicF/Sl02E2ePDlk+l3on+CYumfPno7v//jjjxvX3GvG08nUbzJfC9sQ+xPLZqz+nGxMYhsd5v7KsmFf4VjFe+H7OXeU0pyjFi1aFDJ9SHQOcvxkf2L5c03E8TSb0zNf1DDXZyn5WMDXf/WrX4XM+vjRj37UOMbJkydDfvDBB0NetmxZyPRQcp3EdQrdv3Q40UO5efPmkI8dOxZyt2NI7d/YLibqmDsahxrbSHYM9rGsrOh0evbZZ0Nme+JzFnPN48trGC+vaEY/HHhsy9m4z+eMzEWcOVwzsjm1ds/DUp88D9s+16dsq2z7o6nfDK6J6F6nm531zXuiA68Xc2K366rxwr9IExERERERERERaYFfpImIiIiIiIiIiLTAL9JERERERERERERa8BvDsge8X/x/7L3p01zlfad/20kgGJAQQvuOhIQ2QAt7sM06xknsyYLLSSoJTiaeF/lT5t2kkkpNqmZJ1XgyjsdOHNsEx8hikUCAFiShfd+QBBI7xHaczJvx76fvdW739/TTy9OPdF3vPuruc07f+zl67qs/8YlPjPsXpOuh314FHn/mzJkdXz9//nzINYdJtwx6L/q//du/feL/naevB+Y+8ZoTjXTriLv66qtDvu6660Jm2XGveeby6BVeXynNcqDvoNc9+z+rz1J6r9PMh0QfDl0ApZQybdq0kKdOndrxHHTG0A/DPkf/Cx1BLF/WCc8/io60QfXRsYwt9DuwPLNjZE6rzIGRMaoulksZVH0OA/aXQbuNMt8M67sN/e7TY63Pbq+dZUE/WSmlzJkzJ2SOyadOnQr5zJkzXV0DoZeUzkP6njg+j8L4Svo5h2awDXB+K6VZ75ljh5kOJp6DdXThwoWQu12T8DvxemtjAs8xKn10PMjmVDq2WJ/dzplcx82aNavj+diHa17SbGzrtX5HqT6zOYrly3U0P8/+yPLvlsxj2qYuJup96DBg+bI/9uq065VaXxz0uvjSObQX/Is0ERERERERERGRFvggTUREREREREREpAU+SBMREREREREREWmBjrTm+0PuR/lkDqef/OQnPZ/jUuj/4PnpJuh1b/swGJZ/ifvGay4Qll+vvrDxZrz3pg+6Tivnbvwb65m+iF4dcfSvdNvnM39Em/oaVp2Ooj+i3+N65g9h/Q7b2dUPJlJ9ZvRanjwf6y9z6I0C41WftbqiE43vobe12/GW9cPxPPPWToQ5fpiOtDZkfWK8yfowX69d/6C/00Qac7P7DJYV7zOYszEz69OZ17TWhy+XNRHrpjbmsvyy15mz+usVvbGDpds166AZhfrWkSYiIiIiIiIiIjJEfJAmIiIiIiIiIiLSAh+kiYiIiIiIiIiItEBHmkwIhuVIu9z7w6gwan6XUWMsnrfxZiL7I7rlcnBmZYxyfXY7bvf6fmJ9jha9+q9GzefVBufQ/jIKa8F+9dFR+C69jrl0OmWeWDqeRmGMvpzH3CsR67N/tPHcDtPV3Qv+RZqIiIiIiIiIiEgLfJAmIiIiIiIiIiLSAh+kiYiIiIiIiIiItOAXx/sCRMaTUfAoiBDb5WjD+vnpT386TldyZdJt/xj0+2V8sT9Kr1xOfX4UvkuvY+6//Mu/dMwiMnEZhTGqX/gXaSIiIiIiIiIiIi3wQZqIiIiIiIiIiEgLfJAmIiIiIiIiIiLSAh1pIiIJn/jEJ0LudX8/j0cuJ3+AyKBhf/qlX/qlkNmffvEX49LnJz/5Scjd+nj6PT6IXG7YR6QXXDNNbLL+7/ggExX/Ik1ERERERERERKQFPkgTERERERERERFpgQ/SREREREREREREWqAjbQT45Cc/2TFz7/i//uu/hvzTn/60q/O5F320oK+H9ZHVLz9/1VVXhfzjH/845G79P9L/PpIdL3M+cYxgG6m1GY4blws1dwrLh+Wd5Yxf+IVf6Or93Y7R0hnW+cyZM0OeP39+yAsWLOh4vLNnz4Z84MCBkN97772Qf/mXfzlk9q0PPvggZMfczmT+IzLoNQv7t/23d1xnTiyyOTS7L8ng56+++uqO76fHchB98nK+N8rGWNY367PXsuh2zcsxuM2a7XJd4/aDrHxZdt2WJY/HzP57OfUt/yJNRERERERERESkBT5IExERERERERERaYEP0kRERERERERERFqgI20IcG8yMx1X2V71Xl0E48Hl7B7IfEmZy6Fbf84111wT8uzZs0OmT+vtt98O+Z133unqfKU0v0OvbXKiwzLm/v9uYZ+ng4l1Tu9dmz5+udZRG0ca22+v44/OpPFlypQpIS9btizkO++8M+TFixeHzDFw+/btIdOJRn8P28+HH34Y8iCcaNm6YCLDOZR9utfxNYPjK8v6Rz/6UciZL6qGnrzhwnV1Buu01r8up3XrpdTab1Z+vc6BLEuuaYYxvmX99nK6b8m+y7DXNJ/61KdCptuZ9c85gO2llMurvnqFcyrXMHz9448/Djnrf9dee23I06ZNC5njB+9D33///ZBrdcV/G9U51L9IExERERERERERaYEP0kRERERERERERFrggzQREREREREREZEW6EjrM21cGfRvMBPuE+523zeviXuludc82ytfc4JlDhnubx/Zvc6oi9p3zXwutb37nd4/derUkG+66aaQly9fHvKKFStCpk/r0KFDIW/dujVkXn9tL3zmqPnggw9CzpxdE80pxf39dKIRtme2f5Y562zy5Mkh0x/x0UcfhUyfAc9X85t0206zzw/KP9HteFhj0E4lGTv9cH1NmjQp5CVLloS8bt26kNm/jh07FvKOHTtCPn78eMi8ZvavYcxnmWt1VH0wtTVRtqZhm2B533DDDSFfd911HTMdeZxDFy1aFDLH5wsXLoS8c+fOkLdt21bI4cOHQ+YYnrX7Ua7fNnWa1RnznDlzQp45c2bIrBPOX1yT0MFz/vz5kM+dOxdyNqeW0uznmSs2c+mNUp0SzqH9vlbeM2RrHnoK+8Eol38v1Pon22a2ziJ0mHFNfOONN4Y8ffr0kGfNmtXxdTq36DE9cuRIyBxfSynl4sWLIXfbZsarf/bjvKxP1hf7W3avS28o51B6aTk+c3zlfenJkydDpkOtlGY58JqzchpW/fkXaSIiIiIiIiIiIi3wQZqIiIiIiIiIiEgLfJAmIiIiIiIiIiLSAh1pQ4D7erm3nHuR6Zb48MMPQ+Z+6mzvOuHrdBEw83x0GdSugfvxR8WRxX3gvO7MDVZK083RreNn2rRpIa9Zsybku+66q+Pr/Dz9LWw/rC/uTadbpJRS/vmf/7nje3hO7m8fhM9imNAnQH8DX6eDib6X2bNndzwe29S7774b8nvvvRcy2xzbbc3ZxHqnM4aOGMK+0K8+zWtn+818i+PhOeG40a1vjuNQ9p27Pf4w6dZ5Npb64py1cuXKkB977LGQb7/99pA3bdoU8ne+852Q9+/f3/U1dYJzOqmVUdafJqrPp811sw1df/31IXP8XLVqVchsD2vXru34OuuHZc8xif6Xs2fPhvyNb3yjkG9961sh79q1K+RB9JOxkvlyuIbgfFdK02m2dOnSkOl65eucM6dMmRIy64RrDnoNOd+xj+/ZsydkOphqzp6snWSuo/FyLmXUrqvbY3QL14gTYc3IfpG5HcdKt2XfxrtNryj7MPsbnWdz584Nef78+SHTM8n+zDGUmX2L+fTp0yFv2LChkI0bN4a8b9++xntGgUG42LK2x/LkmpNubo7PdKSx/vjcgJ5S3rfSZ0enZSnNdW9WToMes34e/kWaiIiIiIiIiIhIC3yQJiIiIiIiIiIi0gIfpImIiIiIiIiIiLRAR1qfqe3hpd+Fvgn6drK9zMz0fdT2x18K9xFzLzvP38aNxP3Z9LrVnE3DIHN/ELrB+uE8uOOOO0L+9V//9ZAffvjhkOl/Yfs5c+ZMyNxrfvPNN4d86623hvzGG2+EvHfv3sY10wGT+bToUOun72IQPgHC/f4PPPBAyKtXrw6ZvokFCxaETCcP+zjL76233gqZdcT+RIfQjBkzQmY7LqWULVu2hExHzIkTJzpe05tvvhlyvxxp7KP0z7EP8vWaF4H1Q/8HfRB8nfXF8mdZsA/RaUdYdpknszZuZU67YdHtGDmW/ss56v777w/5kUceCfncuXMhP/300yHv3r2762voBNsk64+0mQ/b+DonKuyfS5YsCfm2224Led26dR0zfS5Tp07t6nroz2L/pXOPc+qv/dqvNY75+uuvh3zq1KmQOaeOEqyfG264IWSuMUppul3ZR1nHdOjQh8Mxl3XC/kCPHtsAHW6cA9jfXn311UL65cAaNJlHmesd1ncpzTmRY1rmNuWakOtUOuhYnxwj6fTiuoGf55hMR1PtHGxzhG0we3+/YFlnjtVafXIOpfOKa1Y60ObNmxcy15zsb+wrLDuuL+ld5vkfffTRkGseUo7jo+JIy+5hBnGPwzYxffr0kG+55ZaQ6RXlHMf7UDopuSam84xzCO+pOEaV0rwPze4rua4elpPSv0gTERERERERERFpgQ/SREREREREREREWuCDNBERERERERERkRboSBsC3NfLvcuZGyLzMrz77rs9XF1zrzzdCHQR8HpLae6H5nceL7cEz8s91HQkjOU6ub/97rvvDvmJJ54I+fOf/3zI3ItO6JZg5j7wRYsWhUw3CPe201VRStPRxfpkGxivven94rd+67dC/sM//MOQ169fHzJ9AfS9kHfeeSdk+jyuvfbakOkwofOMfZL+i5ojg//GTHfjrl27QuY4UxsHxgL7D79b5jer+Xro46HPg047vs5xgO2fPjn65jZu3BgyXR0fffRRyPzObF/9KuthUHPWXUo2NtT8YhzT6DBkG3nhhRdC3rBhQ8dzEvo66KTheMfX2X74nWuONH6G5dgvJ+GwYd2UUsqyZctCvvfee0P+4he/GPKdd94ZMscqwjnt6NGjIR8+fDjkgwcPhsz+Tt/Tgw8+GDL9QqU0nTM7d+4MmXPCIPt45uBh++X4w/mFDrtSmnXEdQedjkeOHAn59OnTIdMFy3UxHVizZs0Kmc60hQsXhkzHEp1NBw4cKIQeoFGF8wmdqpkvqZSmo4rrhWzNwzmO9wisPx4/84ZyjUQHF8fY2rxDLxf7JD2G9B4eO3as4znHSjaHsn45X9Xqhg6zuXPndnydYyzLl2Msy46eUo6xvA9hff7O7/xOyPRisj/XjjEqDON+iA5Aej05PnMO43zFtsy2zv7N9sE2SUca+zfHpFKa9yCcIzgnDMtZSPyLNBERERERERERkRb4IE1ERERERERERKQFPkgTERERERERERFpgQ/SREREREREREREWuCPDQyBTDRI6R7Fr5T68XiZUD+DEnFeDyWuFKXXyH5goV9SzoxBCJspUVy6dGnIjzzySMiPPfZYyNmPCxCKkSk2z35sgu2FglVKdktpytEpBqU4dpD0W9R5zz33NP7t93//90N+9NFHuzom5fMUq7KMKUVlefL9/IEJiqkpC67JrynpZ78+efJkyGznNQl8P6DYmlJSXueaNWtCpqi8lKZomtdOkS5/7IHjE1/njxVQhMsfO/jWt74V8ubNm0Nm/XPc4hwwyvTaX2siecrply9fHjJF5ps2bQo5k4RnP/bA78Rr5OucZ3j8WhllPygyLDIxfQbLpiYRpsicP9DD/sRjsqz2798f8pYtW0Km2J4/PsD2QRE6xySKm2tyb64LOI6dOnUq5GH+2AAzx0d+/+zHcEppyqb37t0bMsXtlJFzjcE5lX2KcnS2sxUrVoTMOuOP1HAOrf1IxkT5sQHWL+dyisk5npbSLD/+IA/nLM6ZPCfbP8d09rFu4Q9kcd3M9ldKPu/XPjMMsh894/1VlktpzmlsI5TJ8/1cg/LHBTiecQ2b3fOtWrUq5NoPZl1K7R6k2/uSNvPyMBjLebnG5Q8wcV38+OOPh8z5iT+oc+jQoZB5T8iynjx5csjsWxxz+P7aOoHzPNsc2+R4/SCTf5EmIiIiIiIiIiLSAh+kiYiIiIiIiIiItMAHaSIiIiIiIiIiIi3QkTYE5syZE/KiRYtCnjlzZsj0VXAvO/d1059DjwNf595kugzoL6Hvp+byeP3110M+c+ZMx3NwbzP3W/drrzPLiu4Bli1fr3mhWD50b9D3wvrP+P73vx/yU089FTL9W3TW0RdDNwXLlm6sUpp+g2E60foNXSe/+qu/2njPv/t3/67jMVjG3/jGN0Kmk4m+iaxdsT98+OGHIb/99tsh04FBb9j1119fyOrVq0Oms4Dtgn6CNm7ENrDP0cfDa+d4yf5G10opTd/O2bNnO14Dvzvri74Olh19E6wPtgf6W1jfzFcSnJ9KafqL2H/oY9q2bVtX52QbzJxRnM/of8naU21+oydlovha6HRt49Oq/dulcE6i02znzp0dM99P/wvnM77ONsgxiP4u+qRKaY4R9KhlHqR+0q0jjXXK9l3zsrLMM78NnVYsU47ZbJc8PudE9tG5c+eGvHDhwpA5hvfq7Bok2bo282GxfdMXV0rTWcV1P+8r2CboNeQ6tNvyZZ9l+zlw4EDIXJNxTVA7Jtso1128txqW67lb2DdKaX5/rjnZZljfXJP06m2lx/eJJ54I+f777w+ZY/TWrVsbx6SnrVvGa87leMvxuOYPW79+fcj0ivI+9MYbbwyZa9AXXnghZHpG2Te4Tud3YP/n/QPfX1v3cQ7luFdzAY4H/kWaiIiIiIiIiIhIC3yQJiIiIiIiIiIi0gIfpImIiIiIiIiIiLRARxqgSyCDPhD6s0opZfny5SHTxUBHGveqc7/0NddcEzL3CXMvec2XdCl0FXDvOvcu04dWSnO/PX0J9IPwGkcVXncpTV/PY489FvKtt94aMuvzvffeC/m5554L+c///M9D3r59e8h0E7B90DVCv0vW/kppOjPoK8lgPxov90ApTUcd3QJtePrpp0P++te/HvKePXtCpo+C37/mGewFOlJmzJjReA8dCfR28Ro//vjjkPvlI+B56EvieLNgwYKQWZ+1tkl/xrlz50LmGMo+RYcVx0iO8yxb+iHoeqBzjR4/jhH9YJT6ZCdYNqU0xyj6Wuj7oMsmg2VBf0fmHKK7g/MGXTq1smd/G6ZDqxc4//C70jNUSrPPcvykB5Tez3379oV8/vz5kLt1rrK/sX3R2damf7JPE9Yv21y/PLFt4Lk4P7E8OZ6WUsqFCxc6noPtm22AXl2eM3Py8PhHjhwJmes2jjOcV7i2HyU43tDhyPGKcyzns9p3Zb/mHMl+TWcZYR8+dOhQyBwT6WQ6ffp0x/Px+Bs3bux4vaU0y4WZ/aDmHpsosH8QtinSrRONDkJ6Y++7776QH3rooY7ne/nll0PmfVMpzXkgI3NHDmqNlPVfzh01Byf/bd68eSGz7e7atSvk3bt3h8z7TM7BnNfZV1h2mVM5c4uX0ryXpvuW9zD9vq9qi3+RJiIiIiIiIiIi0gIfpImIiIiIiIiIiLTAB2kiIiIiIiIiIiIt0JEGuO/3qquu6vg63TfLli1rHJM+HboZuO+efjHu06Zbgz4P7r+mX2bJkiUh33777R2vl+6KvXv3FsK9ynSK0E+QOYm6ddW1hcfNPDQ33XRT49+4t//+++8PmX4q1ifL6plnngl5x44dIbN9ZPv42R5Y9vQ5MZfSdNjRi8fvRMbTv0S3B+uw5mDKeOutt0KmL4w+j375xH4en/vc50L+nd/5nZDpgyml6Y947bXXQs48QP1y9tAHwfGK/rKpU6d2vA66cEppfld+hv4d9im2oW79IXTU8DvUXJqXwjGi5mTi3EQHSjaGjqojje2jlOZ3ZX2wPtkfM1jfnOfpY2Ib5fs55tAvkvmkSmmOsYNyZnXrhWFZsOzoRuF8VEqzf7744oshsy3z/RyP+X7Omd22dX6e6zw6RGtkrrher7Eb2HZYh1wH8dpZ3jUXDT/DPsrvS88ay4ftkmMq38/zs84IPUTsw2zXo0TmaMzuW+jw5PtLabYJnpNrRDrL2Ge5hmQb4njH42WeSTr3ak40MpGdZ5fCvsFcSrPPE867bBP06vH9vK9cu3ZtyHTd8j6J7YnezA0bNoRMp1cp3a+7B3WfSdg/2f9YtnPnzg2ZnutSmvf1nHfpaWb/4nqf/YlOSva/bLxn/+eajPedDz74YCFcJ9N9TM9ity7vfuFfpImIiIiIiIiIiLTAB2kiIiIiIiIiIiIt8EGaiIiIiIiIiIhIC0ZXAjAkuEc6c6Fce+21IdfcAoR7g7n3nw4R7nXOXAR0AUyfPj1k7j1esWJFyHQhHDx4MOTvfOc7IX/zm98shE4f+g+y7zhee9UJ3QK1ven33HNPyPPmzet4TLapU6dOhUzHE31KrH/6YNgGeT7uZef+/MmTJzeumY4f9oPMkTaesA7ZFk+cONH4DL13/AzLjH2s5ozphTlz5oT8pS99KeQnnngi5DvuuCNkOqNKKWXjxo0hv/zyyyEfPXo05JrbqB+wfWZ9ku+ns5EuhlJynwf7EOuPn7/uuutCpj+C34F+HXr5Vq9eHTIdNnR98Py199Bxwe80KMfWMGD5cB7m/MExL4Nlx/Jmf6Tfg/XLz3O+q7lc9u/fH/KuXbtCZn/M/J5t6dbNlTnV6B2quXno/OMahq8Pytf482B933XXXSFz/K/B+qQTrF/1NxYyJxrnD44lXJPU4JjI9luboy6F7YrraH4+c21yTCeZJ3OUYH2xP7As2Afp9KzVRebw4zVka3xm9mne15w+fTrkzE/d7ZhfI3MHDus+JXPgcY3LtlrzjPI9zBzz6DSjt4t59uzZHY/HMYT1zftO+rC2bdsWcs0b2239sH4H5alkfXFs4v0Wy5ZlWTvGxYsXQ2Z/4JojW7PyvjAbczg+06vJ6ztw4EDItXsoevR4r811F+8FhjXH+hdpIiIiIiIiIiIiLfBBmoiIiIiIiIiISAt8kCYiIiIiIiIiItKC0ZUADAnuiea+32xfMTl58mTj37hPl3uF6SKg84puDfp9uC+cDrR777035FmzZoV89uzZkJ999tmQ/9t/+28hc29zKc09+dxvzXJlHtTe9Mw1wLKm+4aegFKaLoAM+sToAuDecPpX6APi+/md6L/gPnN+xzZE4M+5AAAgAElEQVSev6zdjxLsb2zfmzdvbnxm6dKlIdNJQGfBkiVLQp4/f37I9AUQ9pff/d3fDfk3f/M3Q/7sZz8bMh1MdJz84Ac/aJzz+eefD5ntkOXUb+/bz8jcKRzf3nzzzZDpxqiNHfSn0HFHnwvHoylTpjSO2el1uhr4OucRtjfWH/0hLKNSms4KejhqHq7xIHMP1b4byRwjLIual6vT8djf77zzzpAXL14cMvsv/T2Zr6l2fWzHnPePHz8e8ng5tljWvA7mmmuKax62gax/9huOp7/9278d8iOPPNLx8zVnGMfbmstxvMh8V936sEpprlOY2ed6Ha8y1yZdszUX7KW08b6NCqyfzI/J+qKn9/XXX2+cg2MW14l8nWsgwnGA4wTneToi+TrbC8dkeqfobGrDqKx7s/sYlm1tfuEcRd8Uva1r164N+dZbbw2Z9xX0xvI+hG5iXiPrj+2tzbqhW0/esOZQXjvrgutFtt2a3zFzSLL8WF7sD+xfrB/O2RxTWL98zkG45q357XhOzimZq1hHmoiIiIiIiIiIyAjhgzQREREREREREZEW+CBNRERERERERESkBVe8I41wHzH3XHMfL90d9PuUUsrbb78dMvf9cv80fR08Jvc+33XXXSE/8cQTHV/n+b///e+H/Jd/+Zch09fTBpYT87D2Lmd+HrqN6A+r+ZcuXLjQ8Zysr0OHDoW8b9++kLlXnPXL/fG8Zu63pzuCPi863nj+Upr75bt1DwxzrzrrmNdKR92LL77YOAb7HL2CdBasWrUqZPoAWGf0DdB59uSTT4ac+UZ27NgR8oYNG0Kufcc9e/aETEdC5kRjOY/Va5h5KTle0pVCn0TNfZM5qTIHGr8rx0zC9s7Ps33RT8IxIXNMlpJ7jUYFupBqLoxLqY01rM9sHKcHlPVHJ9rdd98dMudMno+ePtYPvwOdfbX+zTFk9+7dIdOZNipOp8yJRq9JKc05i8fg6xybWFZct2VuI7pV6ET7yle+EjLnUPp/vvGNbzTOwXGL41pGv8bbscBztfGX0UOZeXEzZxbrlH2cdch2xjqje5b1QYddrbw5j/CaR2UMZn/J/Hy19RnrnGugzEnGNRDX1nTYcUy95ZZbQj58+HDIR44cCTnz0tacWlwb8juzTQ/rviVrR5mXsjaH8piZt4v9leXL+waWL8uW90Ucozlnr1mzJmS26S1bthTS6xhLhtWfWfZcL9bmUNY5+yPLl/V37NixkHlfyzbEz9ORxjkxg9+55t3M7kM5J2QuwUH1X/8iTUREREREREREpAU+SBMREREREREREWmBD9JERERERERERERaoCMNZM4D7gPnPvLaPnzuDefeYLoDCB1A69atC/nxxx8P+b777ut4jT/84Q9D/h//43+EnDnR6A0opbl3medkOTIPygfC49A/xr3ofL3moTl+/HjIrB/uy6Yr5ejRox3PwbKgz4nth24Bfqe1a9d2fD+vp5RSzp49G3LmoBmmK4SeEpYX65B+JPrFSmnWAfvsgw8+GDIdV7/3e78X8pe//OWQ6Q+gpy5zor3yyish/8Vf/EXI/E41VwSdaKyzzAPWrzrlWMGypheBZUcvAl0rpZQyY8aMkNmHOD7R95F5LVeuXBkynU308SxcuDDkrM3y9Zo/guXCzPodL78PXSy1OTIj+wzLe+bMmSHzuy5btizk9evXh8z2c/LkyZA5Pp46dSpkliXHXPqDSml+h9p7OjEspxbbER149M+x7ZfSXPPwPcwcI+hz4RxM1xHri86Z3/zN3wz59ttvb1zzpdBBWfP1nD59uuMxMjjH1jyJY4VthXXIPsvyr7UtvodjZs0f3A3sw7xmthn2cTqE6NxifdWcW2z72TUOa51LeFz6x1h2teugk4pzKPtQtg7mupTzOD/P+4zly5eHzDUUnU8HDx4M+cSJEyVjvFzOGeyPzKQ2X7I+uc6ik5Plyf7MNRP7Rtb2Od9xDl66dGnIXDfy+kppzsP9HDN7IfM/EjphmUtpli/Lk+t9urp535etJzmGEI4HXNNy/OU6gXN0KblHk+fInjMMCv8iTUREREREREREpAU+SBMREREREREREWmBD9JERERERERERERacMU70rhvO4N7dDNXVCnNvf50AdAVwLxixYqQH3744ZB/5Vd+JWTuC37mmWdC/pu/+ZuQjxw50rjmS6FPgXvtS+l9L/qg9jLzuugXy/au19oHv3+2n53npF+L76cPib4X7lWnu4Lt5ZZbbgmZ37HmGqAvhNfAa+Z++mHtTS+l2T5Z3vy+dC2U0nQg7d+/P+TVq1eHzDK9+eabQ6YPgO2MdUxfBR083/nOd0J+6qmnQj537lzplm7HvkHBsmD9sL3T4Vj7Hpn7kO2ZzqUM+hzYh7L2cP3114fMNps5i0ppfge2MZZL5jAZa5/N5kBeRzZXcCwppek+4XenT2zRokUd308nIdvH3r17Q96+fXvI58+fD5n+Hc75dG7V5lCWE9/D70BYv7VxbizwuFyfTJs2LWT6A+noLKXpw7njjjtCpveQDkt+N85H7M/sr3TWZY5KelEPHDgQ8pkzZxqfoROMbYL9gLnbftMJHot9tua9vZRan8zo9nrZzjgm3nTTTSGzj9OhxTplf6IDLfNilpKv/zlO85z98t716lpjWdf8R+xzrA/2OZYNvaHZ+MQ5m3Moxwy6ormu5vXSiVdK0/NFuHYc1rqW8xHvGdnO2qy/szUQy4dtLPMI8/isX/YFztm8Zs4BzDWHKNdZLBd+p2E58bL1/7vvvtvx/bU1Lr8/5+FsXZ05DFmfHKvYn+ksZP9jm2V9sgxKaXrXsv44Xu5u/yJNRERERERERESkBT5IExERERERERERaYEP0kRERERERERERFpwxTvSMk8M9wFzzy33DdNtUzsm9ztzb/LSpUtDfvTRR0OmT4R711966aWQv/71r4e8ZcuWxjVeCvclZ3vla3A/PMtxWGRlz+/CfeE1pk+fHjJ9WWTZsmUhsw3Rt0NXB/1ZbHPce37jjTeGzH3j9DnRh1ZK0y2Q7ZcfJjw3y5OeBF4723cpzf36c+fODZlOK5YpM6Gjh74COs42b94c8ve+972O7x8EvXpYxgrHjrGct+a36SfsQ3TMsI3S70K/BX0whw4dCvno0aONa+DYRedP5v/oV31mx+l2rOB4V0opr776asj043DMu/vuu0POfEssy927d4e8c+fOkFnfdO2sWrUqZI7RNScR/43XlJXzoPwubEczZswImU60hx56KOTHH3+8ccw5c+aEzPmG7Z/+FJYFnWf0/9x6660h0zlEOAezv7ON1uqTPpea5/BSsrVlL2TroOza2H9qcyhdrZmrlI4t1iHPwfezD7NNcV3N8ZFtiq/XHIOsE8772Zw5qHUT19e8jsxfVWu/mWOR5Z9dE51pbA/0GtJLyPfTiXbfffeFzOt//fXXG9dIj1R2jYOC9cW+w/XpWO5Da/92KVx3MXNNxf6YOVlZH+wbnO84hnNdz1z7t8ztmDnT+rVGYv2wbNnu3nrrrZDZTkspZcmSJSGzj3MO5RjP/pv5xejRzDIdejwe20etfWb3nRy3xuuexb9IExERERERERERaYEP0kRERERERERERFrggzQREREREREREZEWXPGOtG7hvm3u8605ELj3mPvd6Ry59957Q54/f37I+/fvD/n555/vmOl7ITXfxaX0wzc0KH9Lr9Btwz3VNV8P20AG3R3c/053AN0edLKxzTHT63Dy5MmQ6VuqeQS4N505c9YME9YHM8uv5vagx46+Dfo4WGavvfZayCdOnAiZ/pXVq1eHzPKlL4DlS4fGWPpoVmfZ6/QR9IvxbEtt4TjPzDZIpx3HdDrSli9fHvLevXsb18A+yLEscwn2i6y+uvXM8HuVUsrGjRtDZvk88cQTId91110h0+fCazpz5kzILDs62OiDoh+EjjTOAbX+yjGDXpTMw9iv+mW/njRpUsgcC1kXa9euDZllV0opR44cCfm5554LeevWrSGzvOiHue2220JetGhRyPwOhA40+mU4fvN6ag5YrqtYnxwj2I8GuWaiL4fn5utco7I91/6NzjP2KfZJ9qnMP8Zr5LqafZxzNp1M9O3Q8VNKs55ZbuPl1GJZcE3J9QWvO/Oh1WB9ck3SxjfcDfRUrlixIuRPf/rTIdOLyDGjlOZamGvzYcG2zjFz9uzZIWdtt7am53jD+uNnOP6wftkGeTz6yugdpieWrmmOH3TmZf6zNgzKqdWtn5b1x/lo4cKFjXPwGJzjsvtC9k/WL6+Z72f9cn7jvTM/z/Gaa+BScs8izzEoD3CGf5EmIiIiIiIiIiLSAh+kiYiIiIiIiIiItMAHaSIiIiIiIiIiIi3QkZbAvevcZ8w9vPQ+lNJ0MnFv/0MPPRQyHSNvvPFGyN/+9rdD/v73vx8yfS+Ee6G5j7gfe88zBrU3PYN7qHkd9PPQbVRK0zmWQfdH5tmgI+3666/vmOlrYf3R9cH308dVSnM/e+YhI+NVv6Xkzjn2v1KaXsKlS5eGzDLcsWNHyPQWss/S90AHBv0ddGLQH0AnCtttze/y4x//uPFvowDH2FH1KXaC4z7b+yuvvBIyHWlsb/S7sM+X0mwDo0LmThkL9Hz+r//1v0KmQ+See+4Jmc5D+sg4JtNvlTmH2IbplGL90cFVSimHDx8OmT6Qofk+8F147Wyb9NHRlcWxsJRS/vEf/zHkp59+OmQ6yeicowON9c9roL9l3759Ie/atStkOmvYhjmH1nxQ7J8sV9Yn+80g59DsWugvyuajUpoOpMy5Q68g+xyvKXP0cB3D+Y7n5zqJdV7zhvGa2S7YzgYFy4bXwfpl2bBt1tpvtl7o1vvEe6fM60ay+uIczPY0efLkxjG5ThovP2vmJFy8eHHIbGe858vuAdvA/sXyZV9gWXI84JqHY/aaNWtCZvs7cOBAyLX7MLYJkq01BzXmZg7KzM3N9UoppVy4cCFk3meyvfM5BM+RjWWsD2aWLZ1tnDP4nGPatGmFvP766yFz3s4cacO6D/Uv0kRERERERERERFrggzQREREREREREZEW+CBNRERERERERESkBaMpWRlHMk8F9zZzHz7dEqWUsnr16pDvvPPOkO+4446Q6d+gX+fFF18MmfvhuVeZe9szV8QgyPYmD2svM8uWHgC6ct5+++3GMXbu3Bky9+7Td0TfAX1YPGe3Hj56AVh2dE+8//77Ide8HjzmsNwf/SBzzt1yyy2Nz9S8aZdy5MiRkI8ePRrysWPHOl4D2x3LN/Pi0R9w9uzZkNmOa16qbh1pWZ8cax/lcQcB/Tw8Z80h1wl+nuM+/ROsn1OnToX88MMPhzxz5syQ6Was+dA4TmQusvH0FvabF154IeT/9J/+U8hPPvlkyPR40bHFMYFjJvsOy57zBJ2FdH1s2rSpkO3bt4fMcTrzIJGxugbZTrKxiM40ullOnz7dOAfHqwceeCDkqVOnhkx/Ds/J/n7+/PmQN2zYEDKdaHTWZQ40tgfWdym5Y4b1w/rkvJ85pDqRuYGYOR/Rd7RgwYLGOfiezInFdtTtvMDjc0zP+vBbb70VMn07tethO+t2TmWd9sMfWUpedjwP+2jNwUnYRjJPblb/9LZxTGB90ivLMZzOLroZDx482LjG2tg0HvC787tyfcp2yPmn5tTqFrYZjglsQ7zPXb9+fcj0BPO+iO3l5ZdfDpn3vTXPaDbndbtGGivd3u/yujn/cD1ZSil79uwJOXMC3nbbbSGzP/AcnPN4/OxZCNso17htvLFsA7zP4vg7Xmta/yJNRERERERERESkBT5IExERERERERERaYEP0kRERERERERERFpwxTvSMica3RJ0oNFXNX/+/MY5Fi9eHDIdWXQ50N/xwx/+MGT6driXme4B7gvnXvRRYFh7m/ndWX9tHBbcW75ly5aQ6UgjdOLRHXD8+PGOn6c7h98h21/P66+dj86Fbv0s4+lfYh3S7cC9+6U0yzTzT/H1zB8xadKkkOmToV+A5ffBBx+EzPqgr6DmT8o8OcNwl9XIrmMsbYn11auLhvXLTMcJx2i6HLL6Yv3S/1JKPu6zjQ7LkdbreWo+uMzptHHjxpDp23jooYdC/sxnPhMyHWnsjzzfxYsXQ6aTZv/+/SFv3bo15H379hVCR1O3jrN+OdEynyDrk/MPx7q1a9c2zsl1EtsyM4/J8t+8eXPIdKvQP8f+yTmT/ZW+M/atWtm/8847IXfrZRxrfdbgnMhjs075/Tj+0HdTSinz5s0Lmf2YdUoPHsfAzOV64cKFxjVcCud5zqHsbzwfx/RSml4wziv8zoMaY3lcXgdfZ9nxOmv3LRwD2QY4R7E86Q3k+7M1JevvvvvuC/nee+8Nme3h6aefDpmu6TaMl1eU/ZMO1nvuuSdkrjfpWCul6enM3Nj0IDLTUcf7HjqwOKawvuj8+sd//MeQd+zY0fF6+8F41S/nG9YNnbmlNNcQ7C900C1cuDDkKVOmdDwn2z7Xl4RjCh2UvA+ld7rmgeO9KefUbNwbVn36F2kiIiIiIiIiIiIt8EGaiIiIiIiIiIhIC3yQJiIiIiIiIiIi0gIfpImIiIiIiIiIiLTgiv+xAZLJ6SjWpXR12rRpjc9Q6kfp6eHDh0N+9tlnQ6aoOBPBUog6HlLxNtL+YcDvyutg2VCA+t577zWOSWnnf/kv/yVkSlYptqY4lBJiXuP58+dDpnCR0k6en1JHSirPnDlTSLdi5PGSstZg2+O1sPxKadYz+xT7fSZapeyVcnqKlikT5Q9C8HWOAWy3NVE1Zc/Zj470U3bdiWw8osS0zQ9f9PqDKmxDFK1S7JqNK2xP7F9sf7z+mtybx2Q5jeKPyrShNnZQNs85juVJmfxf//Vfh/zNb34zZPZPwvqmiJzXzDGYcvw2dTOsH//IxOVsmwcOHAh5586dIbNdUlpeSinTp08PmW2X5UURNX9c4Pnnn+94TWwPJJPtsww4PtTE9N32v0GKkrM1IOuc7ZdrBIqrS2nKrWv1fimchynczl6nHJvzAuXVbAMUWWfrsFLycszWvYNaB2dzNcdLrilrYw1/PIL9moL7bJ1VW0tfCtfFTzzxRMiPP/54x/fzR79eeOGFkPmd28DvNKh1LuuPZcd7xHXr1oX8hS98IWT+oF0pzTUlf1yDsHx5H8v+zTbG/sb7DubXXnst5KNHj3a8vokM65tjT7a+KaU5/vHHPviDZpxz2X/5On8sgj9Ad/LkyZBZ32xvHI85XtfmS35v/ihQ9oNaw8K/SBMREREREREREWmBD9JERERERERERERa4IM0ERERERERERGRFlzxjrRsD3zmwqBbhW6kUpp70blXeO/evSFv3Ljx519wBe6VHg+yvcnDcmhl5+G+7A8//DBk1nebvel0MezYsSPku+++O+QVK1aEzL3pdOjRF8Pz83W6KLi3nb6TmruiWz/WIJ1oWZ1+8pPx/wPoIWF/oxullKb/g34Bvr5s2bKQ6XBiO3vjjTdCpsPnrbfeCnn79u0dX8/8MLX6yDxew+qj2XF5Hdl11saezJOXedZYVnQz0OlEh17mrWQbZJ/MHGulNL1d2Rg8LOddr9Q8Qqwvlkcb38alcIxlHgXGyzOZ+d5eeumlkOmuevXVV0Pm/FZKs62yf9EJyfFz9+7dIR86dChkrrn67aZiGXG8KSXvb2yjg6zv7PtzncM1xa5du0Ku9Re68+jY4fflHMZ1COd1rq3Z53lNdAbRkcU2wnZcmyPYTllnHOcnCuxvpeRjKO99Fi9eHDI9XnRssc9wTbV+/fqQWdbPPPNMyC+++GLIHBPauFUzBtVH2fY43m3bti1k9q177rkn5Jqre/ny5SGzz3O84r0Rr4lrUq5p6JI+duxYx+PxelgmlxPduhNr9/i8r+N9DsdLZjrSeA/D8mf90uPHa8w82/QO1+ZLlkvWh8drzeRfpImIiIiIiIiIiLTAB2kiIiIiIiIiIiIt8EGaiIiIiIiIiIhIC654RxrJ9thme3Rre5npYuBe8ddee63dxU0gWI7D2rucnYd7rrPrpAuplLwN0NVBl8OWLVtCpuuIx88cUdzLnr3eD1fEMOm27fD70f9Bh08pTX/KokWLQp49e3bI8+fP73iNJ0+eDHnPnj0h02/Aa8zen7Xjmi8r8zCMl1+AdDt21F5nn6k5jLoh8z/QJ0O/DzM/T/8EXTzMbc4xXgzCxUZfC/t45jZl22dZjaI/bljOQsLzsG2fOHEiZLpZ6Hit9T36VWrtu9MxOC+zfrPXe4XtpeaTmght7GewfLhmzdawpZRy1VVXhUyHFj2SrNPM8cgy5pjAdRfLO6uPNv1rVMfcXmnzPdinrr322pDpSKPz7JZbbgl56tSpIbO9cI7kOvqb3/xmyHQT05E3yutetu3MmXvq1KmQn3vuuZBrru5sDGR5XbhwIWR6E1k/7H/sn5nzjO1rEOPneM2pg4BthmM059SDBw+GzPbA8Zjlz/pjfdF5ls3BmbO59m+jWl+XxywgIiIiIiIiIiIyYHyQJiIiIiIiIiIi0gIfpImIiIiIiIiIiLTgE6O657RffOITn+jpC37qU58KecqUKSFzn/+kSZMax+De/P3794dM/9Gok7ksSun/XuZ/+7d/+8T/O/dQG2zN78J/y5xmhC4RHi8rO+6N77f/ZRj8rD5L6X+dsnzpZql57zL3CfPkyZNDZr+nH+Ldd98N+Uc/+lHI9BnQd9APBu2HGK8+2oZefRv8/IwZM0KeNm1ayHRAsc3dfvvtIa9duzZk+ijofymllNdffz1kelMyJ0nGRKrPrG3z9VEcMydq/2Rd0JVSg+Mfuf7660PmOoz9i8fLnHm9+pJ4/Np37nZd0C2DnEP7QeY8Yhly3mb50cl0OdKvPsqyzXxG9PSW0vRszZw5M+SFCxeGPG/evJB5r8Rz0DtKJxfvi/bt2xcy57/33nsv5FEY4/tVn6y/zGdVI3NUdeuLZhtif+11/TGKjNKaiPVx9dVXd8y1+55L4fyU3aNkjrNsjuScXvOMsg218ap1w6VzaC/4F2kiIiIiIiIiIiIt8EGaiIiIiIiIiIhIC3yQJiIiIiIiIiIi0gIdaYB7zzPfEqm5Briv98033ww52+fL/e+8JnI5OLTIKDnSsj7Tq38pc9BdTvVZSv/rlHVGV0CtfOkD6NWhcyUy1j46aDdUKfmYmZ2zW+cM2w/PT7fmdddd1/HznDNq/zYoB9Mo+EAI66ONI+ZS+j2G9qMNT1RHGsdb9o1au6z5UDox6LLJnGqkTV/LnEO9MuqOtGwdwzGTZc4y5piY9eHMI9Vv304/GNQc2qsjtA1cZ9FzyNcztyK/0wcffBAyPbL0KfE7jkf9Dsp51+K8vZxOfg6jtCZim8jaSDansc30u/9kzzFq91yDvg/TkSYiIiIiIiIiIjJEfJAmIiIiIiIiIiLSAh+kiYiIiIiIiIiItEBHWpdwH3+b8uN76GbInCKZQyvzI/B8g3Z3DIJR2pveK936DrLPj4Lbo1sG6Xfp1pdUYyKW6XhzOfXRQdPGI9XN64NgUPU5DCeeNBlUfWbjrWPpYBjkHJqtUcajz3Y7bozid8gY1phbOW8/T9fqnNn7s/rm66PoDnZNdHlxOdXneI+PmRNzGNegI01ERERERERERGSI+CBNRERERERERESkBT5IExERERERERERaYGONJkQXE5702WwfhcZH+yjlxfW5+VFv+qzW3dRbY053p68Xn1bo+AI+9d//Vfn0MsMx9zLC+vz8sL6vLzQkSYiIiIiIiIiIjJEfJAmIiIiIiIiIiLSgl8c7wuQ3hmFbQcyPKxvEZGxwzG0sm2up+ON8pjc67WOZStndoxh0+t3Hg9G4RpERETk/8e/SBMREREREREREWmBD9JERERERERERERa4IM0ERERERERERGRFuhIuwygo+STn4zPR+l7yRwn/Dzf360/RiKZn4flnWXC+uPxSe143Z7zcicrw27rsNfzX+n10Stj6RMyumRzWEavc9pEai/9vtZBfHf758Sn3x7Cbs+XtRHbWH/JxuCf/vSnPR0/W9d6n9KZUVtD9tpfx/v6R51Rv2fJrq8f1zAs/Is0ERERERERERGRFvggTUREREREREREpAU+SBMREREREREREWmBjrQ+U3OzDHqvfr/9Lr26DK40MjdElrO95KwP5m5dH23aS5v961cS3e7VH28PUa3+JopvYBD8wi/8QshXX311yFdddVXH92e+lx//+Mchf/zxxx3fL/2F9cXMMe8nP/nJwK9pojCK7plRuAb5+dTmF46RWZ/MxtBuGe85+krnF38x3k5ef/31IWfr4G7bxz//8z93fP1KptY/+z3O83isf8Lz/cu//EtX57O/Rrq978zgGilzWmb3kd0679o8OxlV76F/kSYiIiIiIiIiItICH6SJiIiIiIiIiIi0wAdpIiIiIiIiIiIiLdCR1iXZvvDavmDu6+Ve4GHv+73ppptCXrJkSci8nhMnToR8/vz5xjFHde9yRj+8Ad06zbqF7eWXf/mXQ6bvh+6BX/qlXwqZPqg2bTbzGYyyv6CN763X6+fnu21XixcvDnnWrFkhnzp1KuRjx451PF4bP8KV5O3id50yZUrIS5cuDZlj4syZM0NmH/zoo49CPnz4cMh79uwJef/+/SH/6Ec/ql12R7r1uGUOjGH14UHMf936Qjgm0plHv8+kSZM6vp9jMH09md+nlFI+/PDDjp+hd69fjMLYnY1XE3V9cblSazP9XvdwfLvmmmtC/uCDD3o6/ngwkcfcadOmhbxmzZqQ77///pBvvfXWkG+88caQOWcePXo05F27dnXMJ0+eDPndd9+tXfb/R62sua7N5sxRJfOTldK9kyyD5al3dLhk7ut+r+85ds2ZMydkrpk4Pr/xxhsh96OvcVxjmQxtfGwva/kAACAASURBVB3KWURERERERERERCY4PkgTERERERERERFpgQ/SREREREREREREWqAjrUvobaArhf6p2nu4b5d71+lG4ev06XS7F/qBBx4I+fbbbw/57NmzIdPd8t577zWOmV0Dv0O2v3tQsP7oFuCe65pXYNguAPp86Ovh9dClk/mBag4xtkG+J6vP8YTXytyPtsZ2c+2114bMceCtt94KeerUqSH/+q//esg333xzyE899VTIb775ZsjsozXn0CjV0aC54YYbQl61alXIDz74YMjr168Pee7cuSGzfln/7HN0pNHvsmHDhpBffPHFkGsOLZJ5wLIxdlDtIfOVcfzh+FXrn5xDp0+fHvL8+fNDZv3x/XQQZr4PXiPnO46XFy5cCJk+H/qASmm6SNnHOYbwmjJX57AYi49p1F1EbH+ktiYY5e/EdRDJxgr24VJKue6660JmH1uwYEHInONWrFgRMh1bPD7XqcePHw/5wIEDIW/bti3kvXv3hsx1bZvxsdsxdFiOtGxuYP3W2je9rZ///OdD/uIXvxjyr/zKr4TM8YdjHudIeke5zp0xY0bIrK/M61vrj5xnR7XPst1wfcn5in2llOaaJXOmZe5llhWdWBxj6KXl8Tjf9dvpVmO8nIWDoNexiGMA+y/d6nfddVfIXHNx/H3//fdDzpyGNUa1vvyLNBERERERERERkRb4IE1ERERERERERKQFPkgTERERERERERFpgY60LuE+Yu7jnzZtWuMzdEPMmzcvZPpd6PfhPuB33nkn5P3794dMF8GSJUtC/tznPhcy984//fTTIV+8eDHkjz76qJBrrrmm4zWTQbkIuIea+/TpOqKrim6BmquI359+JH53+gyY+XlmugLoLuB3ZOZed+aaiyBzpIzK3vRS6o63S+lHW/vUpz7VMWftn3Uyc+bMkOmH4bhCf0hW/uPlRxoLvXoP6G4opZTVq1eHTAfdr/3ar4V8yy23dDwHfQ6Zc4ZjOn0S9M/wOz/77LMdX6+R9fthkTnSMvfJjTfe2Pi3RYsWhUwfz/333x8y52E6ZDjHZn45vp45ps6cORMyfUDs36U0xxCek+M+52W+no2L/WIQ7Y5rEmbCdRkdXvw8X588eXLIrJ/MY0s/UCnN+uEYMp5jdDae8HW2Ta5pSynlzjvvDJl98rbbbguZay32UWaOsQsXLgyZYwLLf/PmzSF/97vfDXnr1q0hnz9/vhC2A9Yh+1ybtVY/YB/MPMwcW+iQLKWUtWvXhvzpT386ZM6xvA955plnQn7ppZdCpuuZayp+B/Yxvs41EtfpbdybHCfonh2WQ431w3sGrh/ZF+j8LKWU2bNnh0znHDPvlVgWb7zxRsic4+iwY9nS+blp06aOn+8HmSduVB1ctbmc7T1zsfMYLIvsu9JZyfGWbZJteOfOnSGPxZFGBuG/Hgv+RZqIiIiIiIiIiEgLfJAmIiIiIiIiIiLSAh+kiYiIiIiIiIiItEBHWpfQmUXXBvd9l9L0tWS+DroDuO+Xe6PpmqCD7dFHHw2Zvh7ubX/77bdDPnfuXMnIXBDj5RagZ4NuomXLloXMsqMnoJRm+dOnQp8I/QZ02Vy4cCFkuiaOHTsWMt0E9LXQLcDjZ66J2jXTwTEo18dYGITHgO2Idcw+l/kG6GSiT+buu+8OmXXEz2f+GLaxUkbHm9arh4J9suYDoY/n3nvvDTlzoh05ciTk48ePh8w+xv6xatWqkOkwobONYzDPf+LEicY1ss1lnq9h+T/YFlk2vA6ONfShlVLK448/HvJv/MZvhMxxnB5R9gf2Bc5x9OtkTkSWPdtH5iiq0a2ncrx8Lv0YVzi+LV26tKtMJyGdTxwv6VXk+Vlfb775ZsicU0+ePFnIiy++GPIrr7wS8qFDh0Kmg2iQ9Zmtxzi20CV7xx13ND7z4IMPhrxu3bqQ2ad2794dMvssXbH8PK+JnlHOC5wTuM59//33O56vlNzblI25g6LbtsIxmY7AUkqZO3duyFwD7dq1K+R/+Id/CPm///f/HjKdc1yLr1y5MmSOsWwPhN8pmw9LyX2eowKvi2sgrkeZSyll1qxZIdNpxcz7Ujq4eJ/KNSvbFK+J7YlroGwOrpHN89lc1a8xt9u1VubE4/xUSrN82V8I7xM5BzDzGuhMfOCBB0KmY4/tZ8+ePSHTkVbzkbMcMwfleDGao4aIiIiIiIiIiMiI4YM0ERERERERERGRFvggTUREREREREREpAU+SBMREREREREREWmBPzbQJZTbUZDKXEopp0+fDnnnzp0hU2xbO8alUApJSeqaNWtCpoiXsnzK6ym3b/NDARQZjhcUYlKwuXz58pApoF2yZEnIFK6WUsrs2bM7noNCREpSKVmkyHjBggUhU0p89uzZkFn/fH3Lli0dr6cGRZGZ5JFtZFQkkGOFMlf2GfbZ7McXKG/mj1pQJsoxgD9iQjHneInGhwHb3o033hgyxeGl5OLTo0ePhswxj2Lwffv2hcz64TVxzP/t3/7tkCnK5jjEMZui5lLycXm8fmyAZGMF2z7H4FJKeeSRR0LmHMf+cfDgwZCzH9Ch6JjzGfs/yd7PsuaYXUqzTVE+zzxRxtiaKJk/DkFx8WOPPRYyfyykJtMeJNl4UptTOcZTzs0+zTF9mD/ow7Ehk9HXxlzWCX+gZceOHSFzHcwfcGAf4TqJazP+gA/l2PwRE9Ypx2SuJWuw3MbrR7a6PQ/bb+3HBrgG4hh36tSpkLnOZPumvJz3MTzfxYsXOx6P7YNtluJ5rsFqcJymBH5YsnPWJ8uea3z+CMbevXsbx9y0aVPIbO+cs7Ifa+D7Kbvnj0lwjXPmzJmQt27dGjLve9gf2Z5Kaf7gAfOw5szsR0ZYtixL/rBCbQ7lGMxjZPXJa+T4zR9J/K3f+q2QOd4Srsmy663Nd9mPGI4K/kWaiIiIiIiIiIhIC3yQJiIiIiIiIiIi0gIfpImIiIiIiIiIiLRAR9o4UPPddAP3lhPup+fedfpi6LKgq6MN2f5r7mfnXmf6DMYKz3P99deHTI8C3Sb0PvD9pZQyadKkkDPfEn1JH330Uch0p9CPwExH2/Tp00OmP+HAgQMh0w9Ug3vTWQ70JVzOjq5Smg4K1hn9DSw/9g++n32WzqYjR46EzDY0iPIflFMrOw5dJiwrtkX6Xkpplj/7AN0Z9HO89tprIZ84cSJk+lno26Hf5ZZbbgn5oYceCpk+JR6v5ujKXIesv2H5egjPy+uiG2flypWNY9CJxv64cePGkFl/nON27doV8smTJ0PmnJn5PDLPGx169D2V0nREcR5muWUelmHB/jhnzpyQ6cYppZSHH3445M9//vMhL126tKtrYFlxjcQ5kX0nW4+w/9LxxvZSSnPtwX7QrWdzkLAtcb7ifFcbe+jE4RjJdVJW5lw3sc9wjKerdsWKFSHTAcRxpzaPkMzZw5z12fFaN7F+a74ptl9eK9sA52060OhI4phIR+SePXtC5hjN83FdzvZUW8uzzrO5arzmULYrzhXM/YD9g+2B5c36po+ar2dlydc5ntQchlwXjFf/4nlrba8TmZ+ulGab4Dm4JuEahm2f9UvHXbdzMuuL/ZtzSs1fN1E8sP5FmoiIiIiIiIiISAt8kCYiIiIiIiIiItICH6SJiIiIiIiIiIi0QEcayPYmTwQX1KOPPhoyHVqHDh0Kmf4QlgH3ytccavxM5kzrVznyuNw3/u6774ZMVxLdOdwnvmDBgsY5N2/eHDLdH/TzsLzo6uDedbokJk+eHPK6detCpouA9UWXRBu4f53HGC9XxKBge2U7og+EPoJPfepTIdPVsHDhwpDnz58fMtsAfSD0z9AdQN9BzZ+U9TmWAet4UH2227GDfji6F0pp9nO6D+kJ3LdvX8gsf9Z/1v7ZZ2tOrEthn6VzqebvYTmQUfXz8LxTp04NuebioA+FDsGdO3eGvGnTpo6vd+uUYX9n5vjIsv7www9D5pxRSrPNZc6mYdVf1j+nTJkSMtcbnJ9KaTrveAz2F5bXq6++GjL7L52SXOPQkcj5jtf81a9+NWQ60mrs3bs3ZI5JdNUOkmzMZVuiX4q+m5pnlXWUrWs4Z7KPZHMuxw3W2apVq0Lm2o7fiXMsr6eUpss064OjMuayvjle1RxOXLdyzuMcRTci38/64hqLXkOOhyQrS7bhmoMwm9e5zpoI939tYdukU4v9heXXrUubbYxjMPsW4eu1NdhErR+WLecj3k/U3pOt17M1TObE4zqb/ZlwzcU1W7dr6lHGv0gTERERERERERFpgQ/SREREREREREREWuCDNBERERERERERkRboSAOZayhzSbTZ55s5R+jXyXwedMr86q/+asjc50+H1+nTp0Ome4d703m82r+xHFluWTmxTH4e2Z54ei8uXrwYMsuW3oeaS4fujB07dqTXeSncm86yoi+Ge9Hp/qBvi2Uybdq0rq6vlKZDg+18PKn5vy4lc33VfCB0MPEzPCfriMdkf1i5cmXIq1ev7njN9IWw/DP/Qa2M2M6yPpiV81jJfD2E351uhTaONB6D/ZqZ7+c1Z44sljXHFbYP+noy/0XtmvieLGfHGxTsa5MmTer4einNOmf50DFCX1O3TrTML8drnjlzZsj0jbA/0+FVStODwnUA6dbPNFbYbtjWmenGYlmV0qyPV155JeT9+/eHvHXr1o6Z83zWnzI+85nPhHzbbbd1fP/Bgwcb//bss8+GTDftMOfUbt1B7E9c89A5WUpznTJr1qyQ2U7oSKOjafHixSHTLfvZz3425C9+8Yshz5s3L2R69OjZYx3WHJSZb5Z1yrmN4/6wxtyMmu+KfmG2AY4LrO8ZM2aEzHGA9x1cm3PO5BzAuuB3aOPwytaK3dKv+syOw/7M+ebGG29sfKY2r14K1zSZE43lnznVWL9sX7zm2bNnh0ynJNvDKJG51ZkzD3BtLOIak+V9/vz5kDNnIO8TuabhvTLhGodzNJ2H/XCideu0H9R461+kiYiIiIiIiIiItMAHaSIiIiIiIiIiIi3wQZqIiIiIiIiIiEgLrnhHWuZAy+A+5TYuDu79517lbn0uTzzxRMh0q9A38txzz4VMdwRdLf1weWS+nl7r4Wdkbo9sXz0dFjX/Uu3fuoHnYH7jjTdCZlmxPtie6KKgi6QNmVes5skbFpm/iO4Gfhc6fEppfj+2k5pX7VLo6GH7pWOHPhl+/tixYyHT+UP4ndkPSsk9X5nHsN8+kZ93nMxzwPfTtVFKs/44pnJcIJl/LHv/9OnTQ2afZH3SmUWfSM0jx39jnferfrola2dXXXVVx8/ThVJKs7zoU1m0aFHIc+bMCfn48eMhs02xP3LMpKOEYwjXAWfPng2Z9cs5tkbm6RvrHNkrbHesX2a6U0ppXjv7Iz2uO3fuDPncuXMdj5fBsqRv68knnwz55ptvDpl189RTTzXOsXnz5pCzMSejn36XbMwl9OPU1kCsE7Zx9hn2ObpeMxfs+vXrQ6bTZ9euXSH/3d/9XcgbNmwImdfPPl37t2w9mc1lw4Lnpe+K649Smk4jOuy47pw7d27IrN9szcMx+9Zbbw2Z9cM10u7du0u3jNccSbIxNVuLcX1Rc6Rxzc45jc46tu3Mbcp5nXP24cOHQ+b4cNNNN4VM516bOZNkDi0yqP7Z7TiQ3SOW0nSXs09n92h02rH+OOctW7as4/F+8IMfhLxp06aQs3uqWpm08Vt3ej8ZVP36F2kiIiIiIiIiIiIt8EGaiIiIiIiIiIhIC3yQJiIiIiIiIiIi0oIr3pHW7Z7pbvdc1+h2LzOhA23dunUhc+/7888/H/LBgwdD5l7rsexFp6OJmd+Z9GvvMh113R6X9Vu7brqI6C7hXnO+P6vv7HgsW+49p2OI9UtXCV+vMZ5ONNKtK4Z1Wvs83Sf02XDvPf0eNSfZpSxevLjj+bZv3x4ynU508tDhRHdAG1cjaeNl6AdZn8w8BywL+ntKabZplgfbQFaevGb2yRkzZoRMJx79MSzbzOFWK5OaN60TmWNrYP4IXCfHL45Xe/fubRxjxYoVIdOf9PDDD4fM+uHrLF+WDa+J/hi2QZ6Pnx/LnJp5REelPjn/0K1UG4voTWMfpte15lnrhTVr1oT8p3/6pyHTmUY2btwYMv1bpZRy9OjRkHt1zY6XX6tGzalF1y77BB1m1157bchLliwJeeXKlR1fp3Pr0KFDIX//+98P+Vvf+lbIbKe8Xq6zS2nWQbee0fGCfZZ9sta/duzYETK/27x580KePXt2yKxf1hfLl3Po3XffHTLH7FdffTVkrqn4+jAYax/NHGjZ2M9c8zHyXqZbfzTbDB1oXHPxPpTuZ96HTJkyJWQ6vGrOwozMHTysMXUY58nW6yw/Ou7Y/+hIY32x/ulI4/xHuOauzY9sUyM7vo73BYiIiIiIiIiIiEwEfJAmIiIiIiIiIiLSAh+kiYiIiIiIiIiItOCKd6SRzHVEj8JY9uj26h76yle+EvKcOXNCpm9n27ZtIXP/PTO/0zXXXBNybS9z5mgaL79H9t0IvxtdNzVuuummkDNfAV0FN954Y8c8bdq0kOmiYNnzfHRTLFy4MOSa74TOGroGMufUIOs7cwFl/av2Ovs9y7RbtwIdWSxzfv6ll14KmY40wuuj36LmJcr8juPVR3s9bxv3EH0M06dPD5kOs+uuuy7kzC8xf/78kOl34RhN90O3804pzbGM7ZrlMsw+2gl+97Nnz4b88ssvNz7D/sMxjeX/pS99KeTMScf6Zn86duxYyOfOnev4Ov1CPF6tvt95552Qs3Y9rPrjWMP64+sXL17smEtpOufo02H99Ap9Tl/+8pdD/uIXv9jx86+88krI//N//s+Qaz6mbp1oo9I/21DzUnLdwXUjx2COqezTdCTxeJk/h2Pm1Vdf3bjmTserOaO4DmKd9cOhPAx4XTWHIz2FdCTRgcb6ZeY5mFneXPdyXXzPPfeEnK3ZOCaPMpzbMzcf7ynefffdxjGz/sH6zbzW7C+8ZtY/65OOPI4pPH9WBjXYBkbGqYVxgt9lEH7ibE1Lh+WCBQs6Hu/ZZ58N+bXXXgu52+/AsbV2jGydPF74F2kiIiIiIiIiIiIt8EGaiIiIiIiIiIhIC3yQJiIiIiIiIiIi0gIdaSBzGvD1YezZvfXWW0N+/PHHQ77hhhtC5t5lugfomnjjjTdCpvchc/HU3jNee9F79T6xPmvuCLo76EviXm+6HbhXnf4k1g/dBVOmTAmZ++vZHlavXh0y3QN79uwphM4a1mdtP/ulsI0M05mWnZvtu5SmL4B+B5L5Iz73uc+FfMcdd4R84MCBkOmFYp/l9fH8bXw8o+KH6LUtsCzYH0tp+jhuvvnmkJcvXx4yHVvss/T30O/B/sD3Z34f9mH28Zqrkc6fzNeTtdlBweti/6Rb6cSJE41jbN26NeSs/On34HjGMZLHI3ToEfbnWpu8lFpd0BHDNjIqsP7oY+TrtfUCfXBs/906YzhHLlmyJOQ//uM/DvkP/uAPQmb7OXnyZMhf+9rXQn7hhRdCfv/99zteXym5r5X9JFuH9cIg5mMeM3Og0VPJOj5//nzILGPOeXR2rVu3ruP7//7v/z5k9uGaB45eKbbTQdZZJzK/HtseqfUvlld2r8Nx/PDhwyHThcnypteLfZj3QazfRx55JGSOSzz/z/u3bhiU1zC7j2G7YtnXHLm8VvZPup55TN4LcU3D+mN/pduZazJ6gbnm4Zq4jSNtVOdQ9kfWRbd+zRqZz5H3rStXrgyZa2Tyve99L+QjR450dX1cA9XuKbt1U48X/kWaiIiIiIiIiIhIC3yQJiIiIiIiIiIi0gIfpImIiIiIiIiIiLTginek9eoWGMae3f/wH/5DyHRe7d+/P2T6ZPgd6URjzlweNUZ173Kv0ANQSikzZswImb4dlgWdaDNnzuz4efoNWB/M9ADwePT10PPRxhnGvep0amQepF7o1juStcWaf4D+BTp3Mj8IHVsPPfRQyHQwbdiwIeSdO3d2PD6vp42TZ1Tpdnxh/dNfRx9WKaXcd999HfPSpUtDphON/Z7nzJwW/I6ZN4p+H44RtTZLzxSdaXydbZi5Xz6frP/RbZL5X0ppOqteeeWVkPldWJ6c41if9DVxzGT/pV+E7WXVqlUh0x9Tc/OcPn065FHxu2RrItZXG78Z+w/HN85RrF+eg/6kJ598MuQ/+ZM/aVzDpdCh91d/9VchP/XUUyEfPXq04/FKabYxjmOZ82cY/t2fMZY1XwadaHTucMxlHzl06FDIdCeyjSxevDhkekkffvjhkNkGv/3tb4f8+uuvF5KN8+O1DuZ56RtiWfH9bP816O1k/RKOZ7t37w5527ZtHT9PRx3HETq26EzjnF9bY23atCnkmhP5UoZ1P9jG63spNSdadkz2N76etXWOX+yv9NTyPoj1x/rlnJ/dF5XS7NOjAuuPYz37K79HrV1lDrTMIcfx8q677up4/M2bN4f8wx/+MGSuV7gmyrzO/fDCjRf+RZqIiIiIiIiIiEgLfJAmIiIiIiIiIiLSAh+kiYiIiIiIiIiItOCKd6Rle9q5D3sY3or7778/5EcffTRk7p/esmVLyNz7Tv/BmTNnOp4/249/OZE58ujCKSX3KXEvP/0U9MFwbzl9PrwG7iXn3nO6BXg81v/bb79dSNYGhukCGca56IRhHWb9/jOf+UzIK1asCPn48eMhf+973+t4fDqauu2TtfePiscwuw5eO31XdG/cfvvtjWM88MADIa9duzZk9km6US5cuBAy/R70H7FP0y/BPs4xmWPKvHnzOh6/lGY/ZxvmuEBnxrCcFN3Wd+27svzoGKO/g36dixcvhpx5vDgmcoxfv359yI888kjI9L/cdtttIXNMLqU5Lu/Zs6fxnvGA7YprItYXyzbzCtXOwfpjW73llltC/tKXvhRy5kRjf//P//k/h/y1r30tZPY1tmmOB6U0nYVsw23KZVhkzp6x+Po4TtMz+OGHH4ZMBxrb/7Fjx0Jmn+TneXw6s+68886Qs3VTKc1xZFCeyV7J1gtt2h7fwzmK+c033wyZcyhfz2Cb4+dPnToVMuub7Y9jRiml7N27N+TMkZbdLwyKYZyXa162Zd53sqy4ZqFLmh5hzrnsv5m3r9bXMi/YqMC+xfpl5nhcSu665px50003hbxy5cqQ16xZ0+GKS9m4cWPIHB95PYTtZ1QcsP1gdGZyERERERERERGREcYHaSIiIiIiIiIiIi3wQZqIiIiIiIiIiEgLrnhHGsn2og/DgfDYY4+FPHv27JDpiti+fXvI9DbQA0B3DuHe9UHAPeLj5ZbIXAO1ffr0ZGR+rSlTpoTMveH0wdAtsWTJkpBZP7xGuj5ef/31kA8cOBAynXqlNP0umTNsvNwRtXMTXkvND0LPT+aPYp3eddddIU+dOjXk//N//k/I7JOE18jr4evM9BGU0uz34+VMy85LzwW/y5w5c0Jevnx54xiLFy8OmQ6jQ4cOhbxjx46QP/7445Dp96ADb9asWSHTH8LMMYMOjJkzZ4bM/lhKsxzpiHnnnXcan+n0+UHBsYL1mzkkS2n6Pfgeli/HRL5Ox9q5c+dC5phM6AehL4h+mEWLFoW8evXqxjHphNq3b1/Io+JfYrvh2MT5qeaX7NY1y/H0C1/4Qsh/8Ad/0PHz7At/9md/FvJf//Vfh3z48OGurq9WNxxD+J2H4dttC+fQsfjb6KSiM4nnoBPppZdeCpljNNsV+9yuXbtCPn36dMgcQ++9996Q6dDi9ymlOY6wjkeFzN3Gsqj5jfhvPAbH2Pfffz9krmP5frYHzvP0VLLsp0+fHjLrk2MwXaul1OeaTrAMhjWH8jyDuEejl5drEtYf64v3rQ899FDH9z/zzDMhb9q0qf3Flnrd1VxineA4x3LuV/1mzxFYn3y9Nr/wmJnnkuvmuXPnhkwPMOF6hPXJsuT9Bl/n+FIr62F5fHvFv0gTERERERERERFpgQ/SREREREREREREWuCDNBERERERERERkRboSAPcZ5ztib/mmms6fr6U3Ldyxx13hPzpT386ZPqYvvvd74Z8/vz5kOkmoNNrFGC59sux1W9XV63u6AqgP4x70/ldeUy6jbgvnG2MPibuNX/rrbdCplOPvhg620ppluMo+VwyWOfcy8/yLKXpW6Dvg6xfvz7k++67L2TW6XPPPRfym2++GXI27rCO+B27dUNMJOhuoPuEbptSmn2E9Zn1icmTJ4dMR9rChQtDpivn4MGDIdOpxTbJz2djTCm5YyZ7P9vcWL0r3XpF+XobRxodWXTe0Z+Tebo4RmZzNGF7oWON56fjje2rlKZDJBsTxgvWd1a/Y2lX9Lc8+eSTIX/1q18NmWsk1udf/MVfhPz1r389ZPq4uiXzzo46mbOHffSGG25oHGPp0qUhc1yml4suV46ZnEPpRKPT6fjx4yFzXUzv3d133x0y++ikSZMKGRVnTzbmZn2Q803tu3Le5Xdn/XDcpheSfYTXxD5bW5deCsfwzBlVIzsH4TkG5QYehruL5cP6Yxth/dGJ9sd//Mchc47etm1byByD6W7OqDm9uu2f2X1ov8i8ohm19X3mUWaf5vi2YMGCjufkeHzq1KmQs3tEZn6Hfq0/RwH/Ik1ERERERERERKQFPkgTERERERERERFpgQ/SREREREREREREWnD5inX6RLYXPdv3W0ruprnnnntCXr16dch0B+zatSvkt99+O2S6IkYR7u9mGY11v3S/HAU/o+alyfa3Z94EuiUyp9C0adNCpiOKnz99+nTIdOTx+mtupW7LcVCuiH7APlrzDWSOG/bZBx54IOTFixeHvHXr1pB37NjR8fj0U9DdQd8Ay5t1Wiv/XutkWHWceSjZXmtjBa+Vx6DPh/U3Z86ckOlIo5/lxRdfDHnjxo0h08nG+r722mtDZn3WHGn0dPGaSZCPeQAAIABJREFUsnGmXz6QzOfC8YyZdVNzn/A9HAPpyKKz7OzZsyHTUcb+xfLnGMz2s2zZspDp0GOZ0DdSSnOc5pjT67zT7fvawv7X5nhs7/PmzQv5P/7H/xgynWj079AL+1d/9Vch/+///b9Dpv/lcod9lH2Q7Z/v53hFX1kpTSfa7bffHjLb70svvRRy5pqlY43eSzqd+H6OKxxTeH01b+KouGJZP92ul7MxunYOljfPSS8pM72H27dvD5lzJL2XrL+HHnoo5FWrVoWczQGlNF213TKoNVHmoewHrL/anHQp7PN/9Ed/FPJdd90V8j/90z+F/Dd/8zcdX8+g86vNvVnmGR2Gi64Gy56Za9zac4Vszc9j0GtZcwtfCu9hTpw4EXJ2j5LNMW1cqt32r2xNO6j69C/SREREREREREREWuCDNBERERERERERkRb4IE1ERERERERERKQFV7wjLXNzZXtquU+5ts+Xx6Bvh460qVOnhrx3796QT548GTJdAHQZjCKj5NDqRM0fljm3+Bm6iugC+eijjzoej/vjWXZ0SdDtweNdddVVIdMTUErvzo3xJNsnX/tuLEOyZs2akNetW9fx888++2zI+/fv73h8ll/mYmnjF+g3w6pjtke6GNh/ap4TOpNmzpwZMp1o7BNsQzt37gz5Bz/4QchPP/10yK+99lrI9FjyeugfYf2zDGr/xn7PcYdtpF/elV6P02YO5RhJ3weddvQl0c9z/vz5kOlIpBNq+vTpIbP93HvvvSHT2bZp06aQt23bVgjbLPtBv3wuvfbjbuv7+uuvb/zbypUrQ/7KV74S8p/8yZ+EzP64b9++kOlA+7u/+7uQ6V+qOQcvZ7qtM74/85eV0qznRYsWhcw+xHUrM5087KMcN+hNZJ+k15SfpzdvlF3DrJ9eXV0cL2twDuM4TU8kPZKcrz772c+GTMcnr4nONd430ZvINRjd0qX0fq80KCdav/yl/eSRRx4J+Td+4zc6vv9v//ZvQ/7e974XcjYG04nH+6raGplzJD/DPj8I91w/aHOd7H90PnINQm8rva9cYz3zzDMhHz16NORuPedjuUfJzjEsp12Gf5EmIiIiIiIiIiLSAh+kiYiIiIiIiIiItMAHaSIiIiIiIiIiIi3wQZqIiIiIiIiIiEgLrvgfGyDdyuooQK1BcTGlnKtWrQqZEkVKMinOpTiZ5+v2BxUoBeXrbUSY3X5mVKWPteu++uqrQ2Z5s3zffffdkCmSJKz/ixcvhkyxPcuagk2KgTNpdY1eZbbDJPtxBkrZa0yePDlk/rgA5fCUXz///PMhZ1LbrI92S63d8t9Gtc+xvlh2lFBv3769cQz2AYqv2SfeeeedkPmDLqzPF154oeP7M86ePRsy55E29c/6zAS1gxKzdnuc7MdS3njjjcZnKJKePXt2yMuXLw/51ltvDXn16tUhZ32B4nSOBxxjKPrdvXt3yP/wD/8QMn+MopRmOWT1N6pjMsuGP65USim/93u/F/JXv/rVjsc8dOhQyP/1v/7XkDds2BAyx4jsx2R6pTbecoxhfWb1O0pQDM7xspSmjJ5jGmXXTzzxRMiUX+/YsSNk1um1114b8vr160O+4447QuY6jW3mueeeC5nrtlGi322lJm7nvMsfPeMPvrB+lyxZEjLvc1asWBEy16W8Jq7b2KdZn1//+tdD5hgyFoY15g5irO/2GOxf//7f//uO7//7v//7kL/2ta+FzDGEazSeL/vRqRrZj3Bl33lUx+A260GuQbhG4pqIP+awefPmkF955ZWQx2O+ytZpo1Jf/kWaiIiIiIiIiIhIC3yQJiIiIiIiIiIi0gIfpImIiIiIiIiIiLTginekDWOPLfcu33zzzSHTt0QXxM6dO0Omj4f+GLoguDed3zl7nXDvepvPTBQ/E79b5jMrpelC4V7+Nk65bq6JbgGWfeZwY9mz/sfCqOxVLyX3JLTxDUyZMqVjpsfp5ZdfDpmOJMI67EcdZEwUxxLr56OPPgr5zJkzIdfcGdkYSd/Km2++GfJbb70VMuu71/riNdMrxTKofcfMGTKMNlVK9+2I7hteJx2gpZRy7ty5kFlf9Bk98MADIXPOnTlzZshsHxxDWdZsg5yjf/CDH4RMx97p06cLoZMo87uMSn/l/Mey/cIXvtD4zJ/+6Z92PCb9R3/5l38Z8ne+852Q2V/pFe03bTyjbOfs48Mcf/t9Lrb/UppOnblz54bMPnXbbbeF/OUvfzlkthu2CR6PjiXOAWwzzHSAjTK91mc239TgWphOObpK6cy65557QqYjjY68Dz/8MGQ6zuil3bNnT8j79+8Pueb165ZhOdG4Rq/dc10Kx2DOZ6U0nVlc09JpyP570003hcz7VPYn1h+ZNGlSx/dzXcDvyDV0Kd2v9UdlDiVj6d8sD9YfPcFcV9PFXlujXArro+ZZ7JVeXdHDwr9IExERERERERERaYEP0kRERERERERERFrggzQREREREREREZEWXPGOtGHA/e70S3z3u98Nma6ULVu2hMy9zTw+fTHZ/upu94mPZd/yqOxFz/aet3G5ffzxxx1zRuanoLuADj2+n+0l87r16mwbNTK/RJv2So8cHROZj4OOJDqcSK+ONDoz+J1Hpb+NBV47+xfHz/PnzzeOQd9Nt+V71VVXhZz5yLqFfTxzctXO38bfOAy6bWt8P79bzQfD9k3/DX1I//RP/xTywoULQ6YvhH4ejtF0cB0+fDhk+kTOnj0b8oULF0Kmj2YiwbHrhhtuCJkupC996UuNY2Rz0Le//e2Qn3nmmZCPHz8ecr/7Z8ZYHK/ZPDVIuvXeZtdWe51z5N/+7d+GfPDgwZDvvvvukG+//faQ6WRin+E6l/MCvaUvvPBCyOzDE6lP9jq/s/443rU5B4/BdegPf/jDjplwXKFbmtfD+Y9jwKh6mNuQjRXdOqlLaZbvrFmzQuYaZOrUqSG//fbbIb/00kshc83La6DDkN+Jjq2svmtOromy7uV4S98Yqd3DZO2b9cH64njMe5jrrrsuZJY/r5lrbK7b2R4yB+xEwr9IExERERERERERaYEP0kRERERERERERFrggzQREREREREREZEW6EgbAu+9917I9PecO3euYz569GjImd+A+6+zvedXEvzuLDvu4665Bnp1L2R+GNYX/Trbt28PmW4IOqO4V72NTyZzyY0yY7lW9hn6V7Zu3RoynUmZJ4/trFuPWz/qYyLX6aW0KbtuPYB0og3ar8L2QD8P+2jNBzKRHTCdqH2vzI/COZaOsiNHjoTM+ubx2Z8v17IeC2y7dHjOnj075Mz/Uv4ve+f5bFd13+9FTJFASAJ1CfWCekEIEL0IsA0u2NgzxpmJ/SIZz2QynrzPf5A/ITNpTjGOE8A2HQNCNEkIJFRRb6gLZEQxuP3eJPO732cvztrn3tPu5Xnefe45Z5+9V9977npOSmndunUh/8u//EvI27ZtC5n1T78P65P1142xsD9u2U7Rjva9d+/ehvnnP/95yCV3bAm2s9I62D79/+lP28y5LPvC+mQfY32wz/aKA7QXKI1PrL/33nuv8h460nhMrnk5B65duzbkUaNGhbx169aGx2d74RzM88uteRodP6Uv9hqX9bdly5aQuUaiB5qeV65JS+Mzz7nk3RwqdZWS/5EmIiIiIiIiIiJSCx+kiYiIiIiIiIiI1MAHaSIiIiIiIiIiIjW4YDDvS63DBRdcMLQvsAWUHCalveqd4E9/+tMFKbW/PlkWOddSu90NI0aMCHn+/PkhT5kyJWSe4+HDh0OmY+/cuXMhd2MM+L/6TKn1ddqfvffDhg0LuVmHUukc6PBhn2q2j5UcYN2s03b3UboX6G5IqXkH3UD9PCU4rpTGGX5/bsxpdx13qj77Q7N9vNM+jl70f3xefZbOla9zrBw3blzI06ZNC/naa6+tnMtll10W8quvvhryhg0bQv7oo48qx+hLyZFWGi972V/2f/Aa/vjHP7ZtDm0HPH+O43y92TmRxyuta1nnvdAGOjXm1nGIlsas3Lzb6PMDddINRgdeL82hHCOHDx8eMh1arS4/zhslZxsdXUPpPpT9r+QTzPVF9gceg5n1n5lPQi55RplLLvbSeJJrb51a4w4U/yNNRERERERERESkBj5IExERERERERERqYEP0kRERERERERERGqgI60LtNpvRFdA6ftKx292b3Mn6CXXQKehT4b+LtbvZ599FvLHH38cci+5I1L6YtbpUKRdfbQXfVOk2TF9MFxTp+oz872t/LqWUMcp1JdevIZW1SfXG5deemnInF9yZcf3lJyTUuWLPoeyXTXbR3thHUQG0xza6mMOtD69b2lMs45Cll+nHYI8v17or71Un83SbP8qrVmbpRfqj+hIExERERERERER6SA+SBMREREREREREamBD9JERERERERERERqoCNNBgWDeW+6VPmi+12GIvbRoYX1ObSwPocWzqFDD/vo0ML67D+96JG1PocWOtJEREREREREREQ6iA/SREREREREREREanBht09ARCK9+C/NEmn2p6Olt7E+RUR6l9K6yHXT4Mb6k75Y/zJY8D/SREREREREREREauCDNBERERERERERkRr4IE1ERERERERERKQGOtIGIV/60pdCvuSSSxq+/w9/+EPIv//97xu+Lu3lz/4sPr++8MLYDVm/f/zjH0P+9NNP23NiX2BKjizWGWEdSXcp1RfpdP3pg/l8cn2x2fJqdXny+5s9H7bH3PuH6hiSq89ut3fWx1At+8HExRdfHPJFF10Ucmkd1Oo6rDMO2W5aB8eE0jqZdcH3/+53vwuZ9z3SmE6veUv1WWfMZhuyf7YO1g/7I8u69FyhdM+VUvfXCXXxP9JERERERERERERq4IM0ERERERERERGRGvggTUREREREREREpAY60gYh3DfMvcjdcGiV9jsPlr3OnYBOu5EjR4Z8+eWXh8z6PHfuXMgfffRRyHoBGpNzPwwbNixk1sGIESMavp8+jvPnz4fMOvvkk0/qnez/otPn86njsinlOsfsS7NeSfp/SvX52WefFc+ndIzB4vMpuVFyf+N80m7/Db+vNJ/Rc/lFpk7b7bTbplf7whcZ1gn7NHOpDut4CfvCPvtF8hh2A9YP18V8vTQns26+SPccddY3LF+ucbmmpaOQa1yuUfg617h8nZS8o+z/X6T6bQUc35hLbYhr3lJ9lhhK9ed/pImIiIiIiIiIiNTAB2kiIiIiIiIiIiI18EGaiIiIiIiIiIhIDXSkDRDuM+a+8pTK7oeSd6H0HXQJXHbZZQ3f/5vf/CZk7lXmXvpLL7204fmlVPV4lZw13G/dLb9BHS8G4Xu4l5zlPX78+JCnT58e8qxZsxq+TpfBnj17Qt64cWPI+/fvD/mDDz5IXyRYXsOHDw+Z9ZFStQ6WLFkS8vz580OeMmVKyGzv+/btC3nDhg0h7969O+SdO3eG/N5774XMdso+325HVC+T84GUxlSOcaNGjQp54sSJIU+YMCFkOs845l54YZxaWZ9Hjx5tmDk+5salkvOi1CZKTpJOURo/U6q2d5ZPnfIaCBxD2H7Y3uiH4fnlHGq8xoF64Xp5Dm3WMUhGjx4dMvvr2LFjQ77iiitC/vDDD0M+ffp0yKdOnQqZa6ZOeGh7pX+2Cl5PaZ3KMm62zOl8atYzmnMA8Rq+yPMu62/mzJkhcw21cOHCkLmGYp9le2ef5Dr47bffbpiPHTuWSjTreu5UH+X30KvM9QjXM7nPcJ3M8uf7S3Mcx0g61LgGYqZXmHmwj3+NaNbnWOc9bAPsb+PGjQt58uTJIXOO5ZzN/rd169aQz5w50/D86tCs27hbDkv/I01ERERERERERKQGPkgTERERERERERGpgQ/SREREREREREREaqAjrUnoccj5XEjJB5LzpfSFvh3ubafzaerUqSFzX/HJkydD5v5s7p3m6ydOnKicI/0D3N9OuL+b++3btR+eZU3XTR3XDsuD5cu96fRrrVmzJuQbb7wxZJb/uXPnQqYPgXvVc26PZildY7ecdilVz439Y8SIESHTjzNjxozKMZctWxbyqlWrQr766qtDZh3x+unUGjNmTMh0+tAvQX8EXSwlb2Edd0uvOHia9ZKQOl6EUh+dM2dOyMuXLw95xYoVIS9YsCBkjsEcz15//fWQ165dGzL79KFDh0L+7W9/m5qF5VbKnaLkvcidV+lcSw41wnmAYwidaKyfkreU/qA6ji2241K5lMbkdlFyudWpT5YXfVYcP7mm4RhO/wvHV/ZPzpHHjx8Pmb6Xt956K2SugXL9k44gvqdUX+3sn6yjZv1hrTi3Ujth+TXLxx9/3PB1tsE67Zbv4bjR7LpoMHmfOKZxTcR17PXXX9/w/eyjXNOwbNlGOUe+9NJLIXMNdPbs2URK3r3SvNIpJxrLhuMd1y+zZ8+uHJNjJl3MkyZNangOHDM5nn300Uchc86jN5hj7LZt20IueWa75cPqD6XxltfKtlvHKcr+yTUq73GuueaakBcvXhwy73Hef//9kN98882QOceuX78+ZM6xdZyXLJfSmkdHmoiIiIiIiIiISA/jgzQREREREREREZEa+CBNRERERERERESkBjrSCpRcKnyde59Tqu53Lu3jpS+E++EXLlwY8sqVK0Omk4v7qw8fPhwyr4F7o0+dOhUyfT8plf0f3F/PXPIk1aXk3yk57eq4dujuKDliJk+eHPINN9wQ8qJFi0KmW4BlSa8b/T11/Fgl+J2ldl5nD3+noJ+PdU7nXEpV583evXtDpvNq5MiRIdPLxjq48sorQ6af4OjRoyG/++67IdNPwDpnm8g5CunzYB02O061i3Z4R1he9LPQgUa/C8dY+idKcEwoOTA4Ph45cqRyTDqAWG691CcbwbGFdZVSdd5l+ZRcGiwLfifbA30+Y8eODZmOPY4HHC9KfpiUqmMQ55lWjOt1YNk065vjeEuna0rV8p43b17I1157bcjsb/w8y4btYfTo0SFzvOZYt2TJkpBZF/T15Hxc3fSIluiGP5HrSjp1+DrbEedQ9nH2H65z+TqdTnVgWy+tNzs1h3bCd0pvJMfImTNnNvw8nUklrzLXJ1xH8/t4fvQq0gGWUrWNlNZI7erTrD+2M45X9JvR6UtfXUpVbxqP0SwcE3nfwntCjuGsT973btmyJWQ6tUoe7pTK5dquObV0P9vserDOMdjeuaa96667QuYal+Mxy+rDDz8MmR5TZq7jXnvttZBPnz4dcm4OZf8r9c9u0RtnISIiIiIiIiIi0uP4IE1ERERERERERKQGPkgTERERERERERGpgY60As06DuhuSam6l5zQBUHfCvf205G2bNmykLlXmfuKuXf5sssuC5l7pbdv3x4yfSMpVZ0x3M9OHwX3d9Mp01+4r7u0p7rk3inVXUrVNsLy5d51ugl4Ttw7fvbs2YbvL11TqQ3n9uOXnEO5dt4peD2sI2a2Le71T6nqc6CzjHXK8qFDiT4X+iHYBuhMox+C5U0fSMmjl1LVw8C+MZScaIT+HdYHfRF0NJX8LyXoA6G/4oMPPgiZYwD9Pil1zpnVLCVvEPsO3Sg5jyWvlX265BThdyxdujTke++9N2TOqTlvW1/oAWOb3rVrV8icc1NKaePGjSGfPHkyZLYRfkerPEkl/yXHiSuuuCJkOl3nzp1b+Q6W70033RQy+2PJbcpzPHjwYMj06bANTps2LWQ6iZ577rmQWRc5Xw/ngNK81U1aMfZfeumlIXOdyjGVcx6dWxwzWZ7sQ/SKss6Y6frlnJ/rP2xnveLoacccyj6yfPnykOnh4n3Dzp07Q167dm3Iu3fvDjk3x/WFc/Dtt98eMsf0GTNmNPx8StX7Es4r7Bes/1aVe8kFxfUcHZGsG46vKaU0ZsyYps6JzqrSuppzLO97mK+66qqQ2b9ZJlyj5xyHLDe2YdZfu9yCpTmU6xnet5buY1OqrmnZvun5nDVrVsNjHjp0KGQ67zgn0rnH1+lWP378eMh1fIMld1yvzKG9MQuIiIiIiIiIiIj0OD5IExERERERERERqYEP0kRERERERERERGrggzQREREREREREZEa+GMDYKDywZL0OAclnXPmzAmZIuQ1a9aEXJL8UYT7/vvvh8wfCiAU/uXEuhQTUgLIY1AcSSlkf0XarL8S/J5WCLwpgWR9Us783nvvhUzpLcuK4lGKmCnhZZnUETRSllkqV76/W+L6HOyTbP8pVeXU7ENsF+xzFGzzBzn4AyBsE/yBEYqbWeelH5ig+DWlskiXxyj9GEGrZObtaCuUv1N4vnr16pCvu+66hu9n++cPgJw5cyZkymIp0qWIm+LcPXv2hLxjx440UNpV7qUfP+H4xB/KoMg/90MmnF9K8JgPPPBAyN/4xjdC5o9PsL5L4lz2Bf5AEEXAFHGnVB0DOC+w3PiDPqQ/a5E6sH4psV68eHHI/GGNlFK64YYbQmb/axb+OMvmzZtDZpvij8NwDcbxnfXHuqCYO6VqG+Rn2MZKYvOB9NdWS7U5vqZUlb9/97vfbfg6ZeOEdcZ1EMuXMu3bbrut4fFZZyxf/nhBDpZru/ocaXbMLbWt3I8TsU/+xV/8RcgrV64MmX1u69atIXNOO3fuXMglMTznSK7JSuvenGyffzty5EjDc+gUza7vuF7kfJVSSvv27QuZ93Fs7yxf/sAK+w/HUP5gDOX3XBNzTcb2sn///pC5BsudYzd/FK0ZuF7k2Jb7sSPeY/C+k/MN1xMsT/74B8uXayTe87Av8cc+OGewzXL9k1K1z+fm2b6U7lPb9cNm/keaiIiIiIiIiIhIDXyQJiIiIiIiIiIiUgMfpImIiIiIiIiIiNRARxoo7bHl69yDXfKWpJTS5MmTQ6aL4Kabbgr5zjvvDJkuCO59py+EfhnuO+Z++9LeeTq8cu+hh4vl0qzLrC4ljwjPiy6C/uyp595u+lS4d5xlwfqhl4G+Fu4TL/kx6Fco7TNPqVoO3KPPPf3dckn0h9w+eZ4/+wB9ESwPOkbo4GEd8vjHjh1rcMbV/sLzYZ3n+hfbCWE7YRtolV+Axxmou4vXnlLVQzht2rSQly1bFvLs2bNDZvnRgUYfzK5du0Kmd5KeKHqk6EyjXyJ3jb0C6499gWMFr4VtuVkfWkopTZ06NeTvf//7IX/zm98Mefr06SGfPHky5Lfeeivkbdu2hfzhhx82/H7OM/T35BxT7H90nJScWXXcl3Uo9XOeF8c2vp4bd3gthw8fDplzJNc4b7zxRshvvvlmyBxPS2sulh3XRPT/sP7o5kmp2u7ZL0oe2VbCc2GdNNt2ct67H/zgByF/61vfaniMEydOhMw6ZR+k44dj9qpVq0KeOHFiyPPmzWuY6T3kmJ9StZw4T7TaRfd58Hu4HmH9sk/yvHhPkVJK999/f8j0GrL+XnrppZA5R3JcpyOpNP5xDuccT3iNOW8s38P65TjVrvosHZdjA/1y7Cv0i6VU7T/0wbE++R2sP95H0ANLBxfnTDrROEaX3NJsL71Es/dD7L91nMclDyLnwAMHDoTMOff06dMhsy9wTUvnMudEtulSX8rVZ8nb3K7+2Cz+R5qIiIiIiIiIiEgNfJAmIiIiIiIiIiJSAx+kiYiIiIiIiIiI1KB3Nxl3idIeXLo76uyF5v5m+iXWrFkT8qJFi0Lm3uTXXnst5EcffTTk7du3N/x+Zu6tnjJlSsjcW3/q1KlEuJ+eTg5+R7v2NvN76JJgfZW8UXUYN25cyHQFvP/++yHTx8OyoguAbpXf/va3IfOa+f18PedzIaX66ZYbpF3QG0j/AD1A9N7NnTs3ZPpXrrrqqpDpX6Gvgv6BUhugQyPn2+HYVRrrWuW9K/kQB9pW6JdIqepfWbBgQchXX311yOyDHM+2bt0a8hNPPBEyHZF0YtEnMmnSpIaZ/h/6YupQ6pP97bPN1ifbEdsu3Sl12h0dd3/9138d8gMPPBAy/R10yjz55JMh7969O2R6QTmmsm9xPKhTf/SBsE2W+muzbsHPo+QwZGZfoWsnN8dyDmSdsz+xPpi5RuF4yfGb/ZOeU8I5k/4YtunP+1tfSnNoK72jbBvNOhe5Br3jjjsq7yk50eix+8UvfhHy2rVrQ6brl3V68803h0wv6YQJE0JmG6DXkOuuXBmx3kt9pV3uWH5vyZlK3ynHI45XKVUdVVyjsP44J/L9rB/eZ3D847zOz/M+hg6vOm2e9cM+2KoxtQS/h2M/r433eByfcmsijtN0Yp09e7ZhbtajyHNi/dGRRujt45idW68MlvuO0tqrzlq85JbdsWNHyKx/rknZn3gfyTVUqa/wHoffx/kxN19y3OpVF7f/kSYiIiIiIiIiIlIDH6SJiIiIiIiIiIjUwAdpIiIiIiIiIiIiNdCRBkp7rPuzR3fx4sUh33PPPSGvXLkyZO4lfv3110N+7LHHQqZbguc4ffr0kOnj4X58Qv8Lcx3oJ2h2v31dSh6g0vvrUPKv0A3wzjvvhDxz5syQZ8yYEXKpPujrod9l9OjRIdN1UAe6Ppot18EGr491TA8e/Q3XXXddyPPnzw+Z/oDDhw+HzD5fcpycP38+ZPb5nCOj5CnslM+l1eTaIn0cdGpNnDgxZJYN++yzzz4b8saNG0Nm/fGcWJ8c8+ncmzx5cshsfymltHfv3pBL/sdWObVKx2Fb5ev9aWf0hv7oRz8K+Xvf+17IHJPpRPvpT38a8vr160Om34MORfp9OMfSycf2QZ9JSlVHCOfZTvlCSu2IbhbOd/v37w+ZPrTcd9AjyjmL411p/cA5kPVx4403Nvw82bVrV8Pzy9UF67zkzyrV50B8rqU6LEGfGL2+OVinTz31VMhcx9JDyTGUzjOuY9knOQdwTix58XL1wXMqrdXa5QbmcVmfJfcXr51lmVK1/jjn/epXvwqZaxqWDZ1LdKLRC8v+wzUJ+oUNAAAgAElEQVQZ59SSa5jtIaXqOHHo0KHKe/rSKRdwySt6/PjxkOmIzI0VrE+Oqa2G435uzmsE66vOfWir70ta4dDOHYe5tEbKjUVse3SXs7w5Z3INzPtSlj/nAPZPrk/oZCu5cXP1WXLH9Qr+R5qIiIiIiIiIiEgNfJAmIiIiIiIiIiJSAx+kiYiIiIiIiIiI1EBHWouhpyGllL785S+H/JWvfCVk7vvdvn17yE888UTIGzZsCJn7rUeNGhXyZZdd1vB17oXmPnPupc/tU6Z/ouSO6BS8lpI3qA7Dhg1reIydO3eGTDfB8uXLQ6YPafjw4SHTJUE3BGF90T1Rh5ILopt71ZutU/oHct4Dtl/6NegTmDZtWsisQ36edUAnyZIlS0JmHb777rsh98cxyHJrl2Op07A/plT1UtJJRugYWbduXchPPvlkyPRAsY3R58I+zfq89tprQ6YPKOdIKzmX2uXnIfyeZt1rHN/mzJlTec8DDzwQ8l133RXypZdeGjJ9Pv/5n/8Z8iOPPBIyfS70ddClQwci5/S5c+eG/MwzzzT8vpSqrjH28U7VJ+H38rzojyv5JlOqli+ddPStNAvL/+tf/3rIpfGATsQXX3wx5Dp+ITpkuCZqdi3SX6dhStWxv1lHGstz9uzZxc+UXHksD/Z7zrn0kN57770hL126NGR6EjkGc8ygUyjXBkvroE45tEizbYNlm3OkHTlyJORNmzaFzDmM7ZnH5DhPhxLHBJYdX2cfpIONzqccHNfZRgY6t/UXfg+vnWXHvpRzhfXnPmAglO4zS/C+if2zjjes5CIr0a3+W2ccKfUHOsn4HGD8+PEhs//wHof1V1qv8HXOOTz/XN10q/81i/+RJiIiIiIiIiIiUgMfpImIiIiIiIiIiNTAB2kiIiIiIiIiIiI10JE2QLgPfMGCBZX33H777SHTN/Hmm2+GvH79+pC3bNkSMt0N3B9f8ifNmDEjZHrd9u7dGzL3XuccXZdffnnI3NNNj0qn4F7z/uxFJyxv7t0/ceJEyB9++GHIO3bsCJk+rauuuipkli1fp+eB7oD+lD2PMVDXQCthneV8EI3IOdLo76DXh/v7Wab0ibCN0MdS6oP8/rNnz4Z8/Pjx1IicA4fXzXPkZ7rleynB86LbIaXqOJxzjPWFXsNf//rXIXMMLpUF+w99H3ScEPoscp6p0jn0Sn0R1h/HsxUrVlQ+c/3114fMMfGFF14I+Sc/+UnIrM+jR4/WO9n/ZfXq1SF/61vfCpn+Js6Zu3btCpn+qJSqbYQOEfbPbtUv2zbdO3WclPS3DNSJNmvWrJAffPDBkOnUI3TqPfzwwyFzzu4PLDfOOe2k2fJl/6JPp46jk9e3atWqkOmwYrvh6/w8PV+l/sD5jg6f0picUrUtMzfrnusU9MXNmzcv5Fxb5H0AnWg85pgxY0Kmu5Ttn3MaM8c/OvbYBnl83pvxeClVnWgjR44MueR/7BYlX2buHq3da3iW99SpU0NmmyvB9sYxrI7jl+XAa+6UV7bkbSal+9SUqn2W4xuPwXUW70l4PK5Bm3Uq0zvN9sf6zJUJ64/XyHPq1j2L/5EmIiIiIiIiIiJSAx+kiYiIiIiIiIiI1MAHaSIiIiIiIiIiIjXQkQa4j5d7brmveOzYsSHPnj27ckz6j06dOhXyiy++GDIdae+9917I3OvPffzcV7x8+fKQr7nmmpC5l5kugjNnzoRMr0BKVTdEye/SKZrdI11njzXdDKdPnw655EIp+ZLYpuieYFmWnGpss/z8xx9/nEq0yx3QH5r9bu6rZ06pWu+sE14/HT/sIxwHWEf0vdAnccMNN4TMPknH08GDB0POlVHJkcEyKL2/W22A7oac/4weyhJ0oNFpxWtln6ZbhX2MYwL9EDw+P59rswMdU7vlk6ATkq6jxYsXVz7D/nPo0KGQH3nkkZAfffTRkOmxJBxj6Wmjc+uOO+5oeDw6215++eWQDx8+XPkMz7HUJrrV/9hu2Jb5eq6dNutbIdOmTQv5r/7qr0L+wQ9+EDLHMvbvf/zHfwz5qaeeCpk+rVbQqz6tlKprSJ7r5s2bK59hGXHdcd9994VMp1LOpdcIekm5Dp4/f37IvAau2wjnmZTK43a3KHljuaakozXXFvfs2RMyvY68b+AcWFoHlxxKvIegi5HXyDmS9ym5ObRZZ1avwHbHa80570oOOn6mNI5zTqankmvchQsXVs6pLyxremu55s7VJ6+J92q8xk7139L3lPzEdZzHrF/2eY5nHC95z8NccqqxDXJ8J6xPjge57yg50rqF/5EmIiIiIiIiIiJSAx+kiYiIiIiIiIiI1MAHaSIiIiIiIiIiIjXQkQa4N5l7dIcNGxYy9yGPHz+++B2vvvpqyE8//XTIO3bsCJlehhJXX311yIsWLQqZjpp33nknZPqWuO+cZZBSdX8796Z3ay9zyR3BPdclL01KVVcDjzFhwoSQWf70Z3FvO/eO8/u4N55739km6TLg3vicr4fl0M296KyzEjx3+l6YU6r2MfoB6Cnkfv533303ZPodJk+e3PD49BZyHFmyZEnIu3fvDpl+mpITKqVyXyg5tLrlh2H95RxpkyZNangMtmf2gfPnz4fMeYB9jmXF47OPs/2U/Fc5V0uzvohm+1GrYNmxLEaPHh0yfYEpVT1qbP/svxyDmelr4Zy4dOnSkG+66aaQ6f/gnP744483PF+O8YMJtiO2TeYPP/ywcgyuKQjbDOvre9/7XsgPPfRQyKwf9o2f/vSnIT/zzDMhczxvB73i18rBNQb9WHTIpVQdc1lnXJeWvEDHjx8PeevWrSHTccbjM9NNe+zYsZDr1Af7bcmh1S0PJfsP14Bcj3CNmVJKBw4cCJn9mPPwiBEjQuY6k/NVyZnGNQ3bC9so5xHO0bmypx+Y9durfZRlyXsyzrG5v7H8SvXDz8+bNy9kzpm33HJLyGyDhP2bHsaStzhH6V6gU57Kkn+Y81Oddlc6d7YJHrPk/eSamP2Z95n0lvL10jMBvp5S3lPZiG71V/8jTUREREREREREpAY+SBMREREREREREamBD9JERERERERERERq8IV3pJUcBiVnWmmff0pl5xV9SKtXrw758ssvD3nkyJEhz5gxI2T6Dy699NKQjxw5EjIdaadOnQqZe9Fzzjbub845F7oB92Gzvrhnvo6Pjsdk5jGvvPLKkOkSYdnt2bMnZJ4z2wPb3JgxY0KmW4Dfl3MnsR9wT3/Jk1M6XjOUPsvyKXnxcudKV0aJkiuFPhb6CHhO9I+sWrUqZPo/6KfYt29fyNu2baucM71EbKdsR2zXdZwUnYAuD7pZUso7QvrC8Yn1XxonWF8sK9bv8OHDG+bSPJQr+5LzjNfQLe9hqX/yPHLuD44/dJ7deeedIdOPxP7DfPbs2ZDpc6Hv4+TJkyGvW7cu5FdeeSXko0ePhpxzhJXGqV7x9ZTGAc6hzTpeU6p6Rf/8z/885Pvvvz/kKVOmhMz+/eijjzbMdIC1Avpd2OdLayaWczv7K/sX64y+HPrJcnDdw3UJHT7sg/SSsrw4B7LPsz/RG3rixImQOUfnHELN9sFO9VnOiZzLOX5x/MzVZ85Z1Be2R66JWH5sY5wXeA2lNRmvkfc9dKfSwZVS1fvEeZ3n1CtjcukehI7IlKptoDSe8D6DcyK9ofT8Ll68OGT2R9Yvx2C2yVJ7zFG6X2f9tsuZxnbSjnbFY3A+KTnm2B44B7BsWB8c35lL5Noj/8YxpESnHJX+R5qIiIiIiIiIiEgNfJAmIiIiIiIiIiJSAx+kiYiIiIiIiIiI1OAL70gjJb8S9+xyHzL32KdU3Wu8ZMmSkLl3veQA4t51uiboKtixY0fIdKIdOnSo4eeZ6X9KqeoaaNY51S6adX3x/TnnHfeKc685XRz04XCfPp109JFMnDgxZLpH6IJg+yDc257bd85r4jmzDDrpiih5CwnPtRUeBDqz2AfZH9iHWOfbt28PmR5E+l9mzpwZMh1Bb7/9duWc67gO+9IfJ0UnYHvNuRVyfpu+nD9/PuRSe2dZlPwi7LOsL/oj+H30A3FMycFy4djVK/XJvkAXSq7tXnHFFSGzfKdNmxby3LlzG57DmTNnQmZfYH1xTqYT7bnnnguZzkLOAbnxkvXXK07CTsDx65577gn57rvvDpm+Ho7pW7ZsCfnZZ58N+eDBgw3Ph36zkluHfqaUqvN0aQ5gP+jkGqrU9o4fP148RrvPl/P+1KlTQ+YYQOhE4xhLR1uvOAnrwLIprU94T8G2mVLVrUz4HaW1c2ktTq9p7l6qL1wjzZkzJ2T24dx9C+cBzusll1W34Hmw/jk+plSd09hfOYbSvb18+fKQb7zxxpA5hvOcOAdyjfbuu++GzPZDlzjrP6XqOonr8JIDvVM06/pi/02pev2co9inuf5j/+Dr/DwdnxwfSuvy3DX0heNJ7hjN9r9OjeH+R5qIiIiIiIiIiEgNfJAmIiIiIiIiIiJSAx+kiYiIiIiIiIiI1OAL70gr7dsn3HNNr8WBAwcqn6GjjHvNJ02a1PA76WE7efJkyCWPG90D3Itc2kvNa8y5BgYLrO+S7yy3b5veBO79515w7iXn57mvn/VHB9qECRNCphOtVL/8vtw+cu6f76YTrUSpD7O8c/D6eAzWIZ1NbDcs85If4Ny5cyEfPXo0ZDrSWOesrzouAb6H7bhX4fiUc6nQh0Pok6CnMtfv+8L6pJNk9erVIV9zzTUN38+6oLcydz1s9zynkv+x9HqrYN+in47+pZdffrlyDM559LfQR0UHHecs+mFuvfXWhsfbtWtXyI888kjImzdvDjnnHCpR6rOdqq9OwPp78MEHQ/7ud78bMp13LF+Ol6wvjq/sf6tWrWr4fRxfSx7bHPv372/4Op1pnaxf9lGWb8mn2Qk4JnPMpqOJ0MHEdW2v+K/6A8cG1ifrj20r135Hjx7d8Dt5TN6nsL74fp4j16Wl+lizZk3ICxYsCJn+s23btlWOwXmV31m6H+yVMZnjE31oKaW0dOnSkLleYH3NmzcvZN6n8j6kVBZsH6xvOr9WrlwZMu+Lcs5XjqF79uwJmWuNbrm82c44n7AsuZ5JqVofHA/5HSy/kmud9Ttr1qyQeV9K5x0dlLyH4jXl7j84ZvTCPJTD/0gTERERERERERGpgQ/SREREREREREREauCDNBERERERERERkRp84R1phPu6S/v6ue+Ybo6Uqo4y+m/oJyj5P3gOo0aNCpmugGuvvTZk7l3m3mh+f3+caHQLdMs/Udq3z/MsORFSqpbX8OHDQ548eXLI9Fvx9WPHjoVMN8W0adNC5l7zkouCe9fpFuDxUqpeI10C3fRpldwLPHf6B+g/SqnqZ6A/YPz48SFffPHFIdP7RB8L+yj9BhwD6COgr4B9OOeL6FXYJ5lLYwXHJ7bvlKpOLb6HTpH58+eHzDGUYzgdefSP3HLLLQ2PN3Xq1JDZXt54442QOUbkzonjAPsoy7VTPhfOV4TzS67+6bvZt29fyOyfLBv6WFg/ixcvDpnevRdffDHk119/PWQ6uFgXnFdyZcK1BPsFxzHWHz/fKVjWHDvpQ0sppTvvvDPk++67L+RFixaFXFpPMHO8/epXvxoynWx0ptG3xb7E+ZDu3JSqfZrvYRumt7GV/qVmj9WLLhqus6ZPnx4y65zs3LkzZDrSBjOlsZ3tle/POZjoCeScxGPkXKUDgWuiO+64I2T2YY5DHLNfeeWVyneUHFksx17xUnL9yTUt7zFSSmnOnDkNP8M5lPcdzcIxh/c1XLPSI0tvJdsD18AppbR169aQOaayjfJ1nlO76rvk4uY9GeenlKprVtYf50xeK9sQ38/vZP3wnonzHdfgXL9wDZ6bc5qdh7rlLPQ/0kRERERERERERGrggzQREREREREREZEa+CBNRERERERERESkBjrSCpS8I/T1cJ9wStW9x8ePHw+Z+6HpfKJDhi4A7mXm3nK6JN5+++2Q6XdhLu21Tqm6F5l7lXvF4cS96dwnzmvLuWx4bdwrTrcAHTF0E9CHRZdAyS3A9nH27NmQ6WZhfdIpllJ5b3nJJddJtwTrlPvq6/j56Beg84qewXHjxoXMOjhw4EDI9DvQ50KvENsEx4i9e/eGfOLEiTRQSu6yVtUpP1dyP5Vyzs3CPkBHFh1l1113Xcgc1+nToa+HPhk6nsaOHRsy+zD9Lcw5BxPLjXNVyWPYLZ8EYVnkrpXjMOucPg46R1jf9H1wTKYPiE40Ous4b7BuSm7VHL1SPyWadYSmlNLKlStDnjdvXsgsL/ZHlg3HbzoM2R44p5ZcOmxfbKN0+KWU0sGDB0PmGMJ1Fq+J5zyQNdRA2w7LJzf/l85voO2Zdcoxl3De55ycG2cGCyzL0tjP+ZBtL+cx/NrXvhbykSNHQn755ZdrnWtduAZ64IEHQn7ooYdCXrZsWcivvfZayD//+c9Dzt2bleiWd5L9i/MJ14+8J+R4maOOV62VsE3SccbxruQtzq1vOE7Rw8XXS7ldrkjObyWnau6em3PekiVLGr7O8bO0DueYwDXsqVOnQt69e3fIvEfh/Fdy+ObOscRA/cv9xf9IExERERERERERqYEP0kRERERERERERGrggzQREREREREREZEa6EgDze7J5V7m3N708+fPh8z97dyHTUcaj8l9vtw/TR8Mr4mONvqduF+be6u5lzql6n5n+ie65Xvh99B5wL3qLMvcefJaWJ/0r9Ahw3379HHRd8Cy5N5zuljoHuA1l5xUKVXrk/6T0l5zltFAaLbtsD8xs72nVN2/z+9gn7r55ptDZpnSWZZz7fWFrj62gc2bN4e8YcOGkFnnbJMpVccRXmPpHNsFz4N9sOQpyTnS6HPhmMf6nDNnTshTpkwJ+eOPPw6ZbZK+kdI5btq0KeTHHnss5J07d4ac84GUPFy96tQivI7c2MLy57zLa6dTkN7KBQsWhMz+Skfarl27QmZ9sL/yGtiGc+Mj510eg7lX6pfnwbKn6yalctulc+yDDz4ImWM6y47lzdfpuGP/5PezffDz+/fvT+To0aMh8xroreK6r1t+ppTKrpncGrDZY5baL/vU7NmzG2ZCDxg9d62Y7zgOtcvBU/pethX2D/qMtm7dGvL8+fMr33HjjTeGzHXtiy++GPLGjRtDPnz4cMisf37nvffe2zBzTt6yZUvIDz/8cMhvvfVWGiqU6ps5t8Yt3Rdw/Cm5u9l/uYblmLh9+/aQ6a3l99GJxnUhryellN55552QuQ4szSOd6r+E91dcX+SeK7D86W1m/6IrvVnYptj/eI9CFzvX4Lzm3Hww0DmwU2sk/yNNRERERERERESkBj5IExERERERERERqYEP0kRERERERERERGrggzQREREREREREZEafOF/bIACzGaFvnXeX5KfE0oVKWHkd1JeTyj5o+SRIsuSjD4nACyVA3O3fnyAUHhYRz7J8qGEsyR6pbiYkkgKMvljApR2Uvr47rvvhkyRMiW7ufoslUuJVtZnq9sG6yul6g84UJzKPjZs2LCQr7766pBHjBgRMuuA8lCKPClNff7550N+9dVXQ6a4uk59NTvWtauPsv2Vxg6KWPlDESlV5fBr164NmfVDMSt/IIS5BH9ghvXHHxdYt25dyBTp5sq+JKMfLHD+yVEaszhnjh8/PuTFixeHTJE52wvHVNYn5fWkVBf8/pTKP1zEY7byB10GAuuGY13ux0AoIi+VJ8c3znGUSLP/8Bw5hpTmfc7hda6R9cc5lW2Kr7eSZqX4pR8byI1HpTpsdg1Buf2kSZNCHjNmTMPPc53LH23qT3mzHEtzYrvWuc2O9fzhi+eeey5kzocppXT//feHfN1114V8zTXXhMwfd2D58jsmTJgQMu9z2KefeuqpkP/t3/4tZP74QW6dN1A6dd9Sql+OX/whDa4fU6rK+/kd/EEejpkcA1nf/IEW3sfwHEvnx7Iu/fhB7juYS/NCt9ZQpR9+yP14BOdAXutVV10VMtsMx2vOV7zv5A+c8R6EP+7BMYfjL8n1pdKziGZzu/A/0kRERERERERERGrggzQREREREREREZEa+CBNRERERERERESkBl94R1qr99DmvAslf9HIkSNDHjt2bMj0MdEdMWPGjJC533rfvn0h00/C86ObgOebc7M06+vplhONNOu4SCmljz/+OGS6AHjtLM+dO3eGfMUVV4S8Z8+ehu+ni4CuFbpBeL51GKy+pRz0muScTGzjb7/9dsj02r355pshz5kzJ+SJEyc2PCf6JeifYBugwy3nTOgL3QIpVeuUfoheodm2R+9FSim98cYbIXNcZh9atWpVyHPnzg2ZfZT1RccWPYYvv/xyyLt37254PnXGx8HaR9k26/ibOKdxTqQvif2Rcya9odu2bQuZvpGS34ntqz9OUDpMujWHNusBYt0cO3as+B2co9h/So4yjsd8veSlZX2V/DH9ceJxfGWmk6adDNSJxlxnfhlo+yytW+hMIpxjmy3v3DqhV9y/zR6XbY/rl1yf5Rx66623hrxixYqQZ8+eHfLkyZMbnhMdTK+88krIL730UsicQ/n5EqU+nFK1XDvlIS21G45XPA+uBzmfpVS9T6DDimtWjuucM9m/6MDimobXwOOXypqe4lz/pFus5CLO+aG7QekehfNlStX7Qn6G96V8TsD+wPrcvHlzyK+99lrIXCOxrEtzMM83d69daiOkW88V/I80ERERERERERGRGvggTUREREREREREpAY+SBMREREREREREanBBb3iqmoXF1xwQc9f4MUXXxwyfS9XXnllyMOHDw+ZTjXuheb+6rfeeitkOtP649RqN3/6058uSGng9Znbh93s+5v1JFxyySUhs/64D5wug6HI/9VnSq2vU+69v/DCqILMuTJ4DNZJL/aJvvAac/4IelJKvpdmaVUfbZZcH+Xf6NcYNWpUyHRojRgxImT6H5r1EtLBVHKx9ALtqs+SfyrnLWH5sL4mTJgQMh13S5Ysafj+rVu3hvz888+HfOjQoZDZl+iMKo0n3fATdqt/5uCcyDZQ8m2xP5XGv5KvjLD/8/is35wbt+TkGqifp5VzKGF7LuX/PZ+QB+qA47r2wQcfDPnv//7vQ2adPf300yH/3d/9Xch0gJHcHMp2Wcfv2Ay91EcJ160cg+l65vvpr6KbmY6mgY6RrJtcm2U/brVHtpfqk2MYx2D2H5YXy6I0JtKJxTG7lDme8PvoSU2pOqa2ekxqVX2ybfbH1V1a43JO5XMGfp5lwzUty5aOStYPj8c5sk7/LPW/Vt2zDBT/I01ERERERERERKQGPkgTERERERERERGpgQ/SREREREREREREanBh+S0yULh3mHAfMF0B3GvOvcfc+7x///6Gr/P4A3V1DCa4p7rk12qFQ7DkAuhFWC697FIsnRu9F+xPuWOwT5TaRcm9124HVskpNJTJXSv/RqcZ89GjR1t/YlIL9rVcX6Fvh34U1vf7778f8sGDBxu+TgfaBx98EHJuzGhEq107Q41Wz4k5R1lfSuNzzpvZCNZvrs0OpjG5NN/XcTo265+lY4eZDieO2Zs2bQqZbuBdu3aFTEcXnTx1xiHSy3U6ULjm4Rh46tSpkM+cORMy7ztKjlZ+H+uf31+qnzr9bzCtcwdKyRNJr2tpzdtpryvP98MPP+zo97eSVviJ+RmuWdoNv59zcGnNxPZTxwPXiy7hlPyPNBERERERERERkVr4IE1ERERERERERKQGPkgTERERERERERGpwQVDeU94SildcMEFTV1gO/bM85h0M5T8Kc2eE49f+r5e3Xfclz/96U8XpNR8fQ6U3L7tXu8zJfdHL/B/9ZlS+/toyYOXUtmnwc+U9u53uo30guvDPvr5sP0ws4/2wvm3qj6bdSfVcdnQv8Pyo0NtzJgxDTO9ocePHw+ZfiVCDyrrt+TwSqn9fbiX+me73Sd0npV8T6U1U+l8cz6Ydq+rOjmH1nHHNusJZZ/hupTfOXPmzJBXrlwZ8mWXXRYyXcHbtm0L+ezZsw3Ptxv0Uh8lAx2PWN/so6U2WXKs9aKHslv12R84Z7K+mq2PoegJ7aX+2Wv+MM6ZHL9LXtFu3rMMFP8jTUREREREREREpAY+SBMREREREREREamBD9JERERERERERERqoCNNBgXt2pveC26pVlPyXfTCNQ7E71KiF6+/3e2sF9rxYPKBtJuSE63kE+mlPjoU67PkPKRzreRZLH3e+uwsvTgHtJp2zqGDAXoSWac5b12vM5TWua3ug80ezzVRY5p1lzbLUBhjyVDqn6IjTUREREREREREpKP4IE1ERERERERERKQGPkgTERERERERERGpgY40GRT0smtAmueL7ncZithHhxbW59DC+hxaOIcOPeyjQwvrc2hhfQ4tdKSJiIiIiIiIiIh0EB+kiYiIiIiIiIiI1ODCbp+AiMhQx5+3HtyUfiq+2fq0PQwtrM/uwvL/0pe+FPIf/vCHkK0fEZHPp9VrHpGhiv+RJiIiIiIiIiIiUgMfpImIiIiIiIiIiNTAB2kiIiIiIiIiIiI10JHWBbrtUxk2bFjI9Il8+umnIf/+979v+zn1KiVPQEoDr78/+7P4PHv48OEhf/bZZyH/7ne/a+p4PD/dBq3nwgvjUMp2U6oz6S0uuuiikFtdn/bBzyc35vZaefEcS5n88Y9/bPk5DWU4vo4YMSLkyy67LGS2l3PnzjU8PtdE7P9cE33yySchc47OncMXnWb7CGn3Oqbb6/LBRrPl1e3ybba9pTS02wDLg2Msx8CLL744ZN4Xtvq+cSiXfTvgfR/rj6+zfugRbXaN0u3+3U38jzQREREREREREZEa+CBNRERERERERESkBj5IExERERERERERqYGOtA7AvcncS8y9ySXoNCvtZaZP5NJLLw2Zvg+daP8f1l2OZuuPXH755VKWAn8AACAASURBVCGX6of1PWrUqJDZPs6fPx/y2bNn+3WeX2Toj2AdjR07NmS2mw8//DBkOnt++9vfDvQUi5TceWQoOw5K/Zz1PdCy+CL7I0rUcdeU3jPQ8uSYyeNxzG3W18T2lZtXhorLshVtvbRGov+F33HmzJmQcw6zvpS8sVwTMefqs7QuG6z1m1K+P/JvA+0znYbn0wk/brfojy9soP263WN0KQ/l+iS5a6V7efTo0SGPGzcu5EmTJoXM+xR6Yo8fPx7ykSNHQv7ggw9C5hha8tCW3p/S0Kk/wvVoSimNHDky5IkTJ4Y8ZcqUkHmPwv7EOYz3nazfEydOhMw5t+QlHUr4H2kiIiIiIiIiIiI18EGaiIiIiIiIiIhIDXyQJiIiIiIiIiIiUgMdaQOE+7Rz+7ZLroxmadbJxb3x5JJLLgmZe+N5/ty7nlLV8VRyPrW6TFoF94lzH3lK1X34zdYH97KvXr065OnTp4d85ZVXhsz6ZH3s378/5DfffLPh+z/++OPCGVfhNQ81NwEdaEuXLg357rvvDvnmm28OedasWSHTcUD/wIEDB0LetGlTyDt37gz58OHDDfPp06cT+fTTT0MuOW3IYPZ88dzZr+lI4vtZX6VrL80Lpc/z/AbqYexleqEdsX9yHqBjq9n6YN/qj99lsPa/3BxKeG0XX3xxyFdccUXIY8aMCZn+nZITjXMo51jCa+D5vffeew0/n9LAx4ReIneuAz3/Oj7avjTrGmadT548ueHruTmU7YxrqaG0Lmr23NknOKaybDjn0ntY8ph+9NFHIdNDS3LX0x9XXC/A8YhlTX9WSilNmDAh5Llz54a8fPnykOfNmxcyHVuc0+he3rBhQ8iPPPJIyIcOHQqZ9cs1eMmZljunwdr/2Dd4z5hSStOmTQt52bJlDTPvSXhMutTp1i7dV7788sshs/5/85vfpEbk+mJpTuiVdbH/kSYiIiIiIiIiIlIDH6SJiIiIiIiIiIjUwAdpIiIiIiIiIiIiNdCRVoB7dPuzp557/7mvd6C+MO6Pv+yyy0LmNdAHsmDBgpAXL14c8rFjx0LeuHFj5Rx2794dMvemM/Occ/vd20HJlVTHW5JzxDUDy/vWW28NeeHChSFfddVVIdMdcPLkyZC5150uCfrrTp06VTlHetNYP2zDbGO96sBLqeoETCmlKVOmhMw6eeihh0Jes2ZNyAN1bbBN3HLLLSFv3bo15HfeeSfkt99+O+TXXnut8h27du0KmQ6EEr3im2Bbq+PrYWZ7pj9uoH289P2Efplm/T91GMxOpnbD+Yi+JGaOoRzv2EbZvur4egarR69Ou2J5cc6iA43eUM6BrD/2X67B+H5mwtdLDraUqvPM6NGjG54jHTK9Up85WJ4pVcuInh/WWe4YfSl5Bfl5eizZR0eNGhUyHUPsTznnFudMjtslj1O7xtw6c2Jf6rid2X7HjRsX8syZMxvmGTNmhEwn0+WXXx4yr4HOrXPnzoV85MiRkLkm2rdvX8i5dS7b2EDvzdpVv6wf9jX2Lbb1lKr3EfPnzw+ZYyzvI9m2OUbTI0yv5euvvx4yHWks69IYzf6eUr1xuRfh2MOy4/1JSiktWrQoZDrR5syZEzLbBNs665eePd6T8J6F38f6Wr9+fcj0itbxxvaqZ9T/SBMREREREREREamBD9JERERERERERERq4IM0ERERERERERGRGuhIK1Dak8t9/dzrnFJ1rzA/Qx8V9yrTVTB+/PiQuZedx6N7g26Cu+++O+SVK1eG/Pjjj4f80ksvJUIfRWmvcqecaKTZPdWtcH1de+21IX/3u98N+YYbbgiZLhWeMz0dx48fD5meALoMJkyY0PB4ub+V3AOd3JteqkO6Weg3ousjpZSuueaakB944IGQ2UdK0Ct4+PDhkNnH6a9gn+fr9LtcffXVIdPdklLVMUJHQs4J0w1KYyrPuxVtr9l+zjZFv8jYsWMbvp/jH/vbmTNnQqYvJveZEl9kJxrbEH0i7P8cIzmn7t+/P+TTp0+HTG8l6y83nrIN8j2sv152aPUl17fYH1jec+fODZlrHI5VdNDRMcM5kN5Q+pNKzk+Opbl139SpUxtmOmK4hmKb6yScYzmn5hxMdGJxTqJTh+VR8tBxzGQbYJ8ruWM5x9KpVceTWXL4dGvMLX0v2zfrN6XqOol9kuvaFStWNHw/+yT7dMmRxf5AL/PatWtDLnkqc8fkOZRcqq2i1G6YeR4cf3LjEY/Ba+ea9cCBAyF/8MEHIS9ZsiRkOvLo2qZDjc6sUpulBy43/7G+WJ/d6o+l+i09V8it5wnbBB2CO3fuDJnzD5k0aVLIdOpxPP/yl78cMsuec+66desavj9Hsy7ITuF/pImIiIiIiIiIiNTAB2kiIiIiIiIiIiI18EGaiIiIiIiIiIhIDXSkFSjtseaeXe7rT6m6v5n7oUsuBvp3Vq9eHfJFF10U8ubNm0Pm3nb6lu67776QJ0+eHPI//MM/hHzw4MHKObKcSo6RbsGyp0uA9duf86b746677gp50aJFIXPvP30t3Mt+4sSJkOnfatZXl7vGXqmvOtC1wf5GnwsdgylV/S45j1pf6Jfgfv/nn38+5D179jQ83sKFC0OmX4b+iZtvvjlk9mm2kZRSeuutt0KmQ6ZXYNtrR1ucOHFiyHTOzZo1K2TWz/Lly0OeM2dOyOzTn3zySch0oO3atStkeig3btyYyKFDhxp+x2Al53dp1nXCefjGG28M+Tvf+U7It912W8js/yzbrVu3hrx9+/aQX3311ZA3bdrU8PxSKl9Tu/w87SZ3XfSA0qdDPwvXSOw/9F9xTUSfDj9Pxx0dh/S7sC54PSlVHVF009Jdy3mrm4401hnbf26sYZnTiTVy5MiQ6Xjk9bOPcFxgHfD9s2fPDpljPD137NOsn9x3ELazTjnTSnNkyTvKusu9h+X9/vvvh7x3796QS15YrmvZh+bNmxcy181XXnllyOyzbG/sfylV64PnSOcW67N0vLqwfpr1X3LNz3u+lKqeTs5ZO3bsCJmOLdb37bffHjKdWXRqrVq1KmSucbgG4vjA9pHz+nGc7hWHVrPOcPofWfYpVecs1h/L4ujRoyHzHoFtn2sgroHvv//+kO+4446Qv/71r4fM5wYcL+joy5FbG/alW/et/keaiIiIiIiIiIhIDXyQJiIiIiIiIiIiUgMfpImIiIiIiIiIiNTAB2kiIiIiIiIiIiI18McGCjQraq8jN8xJTPtCaeY3v/nNkCn1o8SPYnOKLCn2paicosrdu3eHnJMeU/h+ySWXhMxrblam2Sr6I94vwfLlj0PwxxsoQSWULr755pshUxpJKF6mVJei4FyZUD5b+kGMdkp1Wb78LkqKKaQsiXZzf6Psc8OGDSHv378/5PXr14e8ZcuWhu9n/6AIluLQu+++O2TK03mNy5YtS4Q/YPDOO++EzHYymGF5rFixIuSbbropZP4gCMuXY3IJymEpA+YPXlCcy/fn+vzx48dDHqw/NsD+zLpLqTpf8D1jxowJ+dprrw35Bz/4Qcjf+MY3QmZ/ZP9n/VC8SxEyRc3btm0LOVdXpXGqNMZ2SmzeLLnxlj/mwf7J8qYYmesNXivXKBQzsz+VfhyJ8+GECRNCZntIqfqDJrwGrok+++yzyjEGE2zzvD6uY9gHWOaUyXOeZ2YdLFmyJGSOqZSZc/7L9Z/hw4eHTEl4N38gohEsW7a13LXyWko/esUf2GH58seNOMbyPmTNmjUhsw/y+yhXJ2wvdSitJXvlR7n4Ixi5sYT1xfs81ve7774bMtsI7zuZ+QNM/PEBZv7YAOd89rXcD3+UfgxisMB2lVubcw7jHMd7CvZfZt7j8cesSuM77zv5nOK6664L+emnnw6ZP7KXUrXO2SZ6ZY3jf6SJiIiIiIiIiIjUwAdpIiIiIiIiIiIiNfBBmoiIiIiIiIiISA10pLWY3J5dugBKvqlvf/vbIf/N3/xNyNzrv3nz5pAPHDgQMl0T3LtM3njjjZC5dz0HfQUsh17Zy8y959xz3R93G/06V1xxRcgs/1GjRoXMvep00rE+CP1A3LvO47M9ch96SlU3BK+RDpp2+nl4LHoq2J/4frogcn4ivuftt98Omc6rTZs2hUz/BD13/Dx9AvR7sA2w/On4Wrp0achTpkxJhI40tlM6EHqlz5bIOZiuv/76kO+///6Qv/KVr4S8aNGikOnfoC9i69atIbO+2Md4PH4fnVH0Kl5++eWJlOaRwUruutjn6dNhf/jyl78cMp13bNt0GjLTyTV37tyQ6czimE9y15hrx40YLD4YusJSSunmm28OmWMTfVYcs+lQo3+JvhWOx6RUf3Qa0u8zderUyjE5npYcUVx7tHJO7YY/j84lzrElWD4lWIf0RHGO5flwTs7VKfttqV3yHLjW6hXHVp25hNfCz5Q8n6X65LqYXlKOj3R4sc/TGZVzqLENlO4HSv2mW2MyzyvnSON9I6+duXStXNPyPnHevHkhcw07c+bMhscnbG+5suY6oVsu7m5AJyHrk/eB7J+EZcc1MMcyemlvvfXWkOmw5Bpq7969lXM4c+ZMw+/sFfyPNBERERERERERkRr4IE1ERERERERERKQGPkgTERERERERERGpgY60FpNzHuT2q/eFe4t//OMfh0wfzJtvvhnyCy+8EPLZs2dD5l7lFStWNDyfl156KWT6sOiLycH92r3igiCt2ENPf9H06dNDpv+F7of9+/eH/NZbb4XM+qQT7dy5cyGXPB5sj3SZpFSt81I5tdO5wmNznzzdF3Rp0A2Ru97Dhw+HzDqhh5B79+lmYHsvuRtKfgN68thH6dii7yWllGbMmNHwPYPFiUYWLFhQ+ds3v/nNkL/2ta+FPHr06JDpvHvuuedCfvbZZ0Omh5Jtkr6exYsXh0w/yKRJk0Kmv4JtOKXBW1/98TUNHz48ZDrRvvWtb4XM8uUYyvr85S9/GTJ9O5yj6U+ib5BzAh15ufmQ5dKrPqVmue6664p/u+iii0Jm+2dmfbK+6AnlWMf+z7GR7YdON54/5+CUql42jumcYzlHDIRSH+Mcye/m51k/ufmF60Ieg3XIc+K6hXMs38/vo7eObj72Sa4D6HTK1QfrlN6vXvUWsr5ZlnXGFpZHadym84z1MXv27JCXL18e8rRp00LmnPvOO++ETK/l0aNHQ845+kqeqHZRaifN9l+uJ3M+Oq77WZ+l+1TC7+Aamo469lfOiSVYBrk1EcepweKRZX2W7h9SKrvX2bZbvX7gWMh7Jt7T0DvK5xo5ryzncR1pIiIiIiIiIiIigxgfpImIiIiIiIiIiNTAB2kiIiIiIiIiIiI10JHWYuo4t+gK+NGPfhRyzvnTl0ceeSRkugK4F/2WW24JeeTIkSHTobV3796QeU25/f08Bv0fQxnWJx1p9B8NGzYs5Pfffz9k7penj4flz33krAvuK6cbJOdTaNZj1E1fU8mhdskll4Sc8w0cPHgw5B07doTcrGuBfYwet2b7x759+0Kmj4DHyzls6AXqVd9ACfqo1qxZU3kP/8Zrp3Pu4YcfDpljLOuP/WPy5Mkh0++ybNmykK+55pqQ6U08dOhQyOzjKfWuM4tlU3I/1ZkzFy1aFPIDDzwQ8g033BAy+/Orr74a8mOPPRYyHYjjxo0L+fbbbw+ZDi22L/pf2NdyPhqO+4PF70LoG6NfLKWqD2XPnj0N886dO0Nm/XJO4/jLTOfe+PHjQ6YT75577gn50ksvDZnzRUrVeb3kIGI/GMic2uxnSw6mkr8vpaoTpzQv13G1NoJ9cOHChSEvXbo0ZDqcSuNOzqlF7xPHZR6TYzRzq5xqrfTr/R9sA+yzHOP4Op1zdNix/ngNdDBxDcR84sSJkNne6M/K/a005vbH75mDn2O7Kfno+uN2bvU9GfsrnYZcM/G+dKDzW67Nt8J53Q5K7aY0DuTWehxvS17REnTOlearUptkZn/k9+X6Z6vHtXY5LP2PNBERERERERERkRr4IE1ERERERERERKQGPkgTERERERERERGpgY60FpPbo013wIMPPtgwk7Vr14a8bt26kOkqoBuCjjRy5MiRkOl9qON3+SJBvwr9SHSk0Z9Dhxn3gd94440hc1/3yZMnG2Y6z+hqOXr0aBrKcK/95ZdfHnLON3Du3LmQm/U3cL8//REDdTfQR8DMMSYH20WzDoVuwfpcvnx5yHfffXflM4sXLw6ZY9zrr78eMh1a9HvQy0a/y5IlS0JeuXJlyPTFzJ07t3LOfaFzieefUtmRRscN20y7HGslDwX7CsdDulRSqjrQ6N3id9J59stf/jLkjRs3hkyPIuuXcyodauTUqVMh5xx3hPNsN72TzcD5bfXq1SGz7lKqlg/73/Hjx0Omf4dtl47BCRMmhMw1Eudcjp/0knI+ePTRR0N+4oknEnnvvfdCZrunK7VZR1grKfnZOFfkvKqdhuvau+66K2Rew0svvRQyHVwcc+keTqm6Tmil124gNOulrONHpWeV4/JVV10V8vXXXx/yqlWrQqY3lOM+x+ytW7eGfODAgZDpq6Mzil5E9rfcOfSKl7JX/ad9KY1XbD+cYwdKrq56Zc4s9ceSS5Gv58qafZhjU7NtaKD39bzPIjw/fh/Xq7m/MfeKE8//SBMREREREREREamBD9JERERERERERERq4IM0ERERERERERGRGuhIGyDcsztq1KjKe2677baQv//97xc/05cNGzaETCcJnVx0E9ApRD744IOQufeajqLcXnfuVaZDYzDs+a8LXQ/z589v+DrdKPTDcG/5xIkTQ+Ze8pK/hX6nTZs2hbxz585UgnXcyz4t+gjYn+j2yLkAPv3004bHYPulJ48OHtYBHQc8Hh1cdALNmDEj5EWLFoVc8lKlVHXA0J3XK3BMHTNmTMjsb7Nnz64cg2NWqf3SYcY8ZcqUkK+++uqQ2ecvvfTSkMePHx8ynRkcg9evXx8y20MOjjNsY53yh/B72DbZV1hXHN9Sqjro6F+hN5RONM6hHDNZfzwHvk7oqdy+fXvIdfpazhHSC/C82K7oSrrzzjtDzvkASz4kfgfbNp1m7G/0I/EaSk48Ho9OxX/9138Nmf6m3DlyHuI6q5trpGadPt3g/vvvD/mHP/xhyByzH3nkkZDpPDt48GDI+/btC/ns2bOVc+DYVnKRlcbcVo3JPA9mtq3S+1Oq9jmOgcuWLQuZjjTO03SU0XHGMZJeSc7hXGPx8yzb3H0W554SvdIvSvVbh5wzri+lNRPbB9fEHIP5Oudgvl7y1+XOrxfGqRylfs764z1Kbv3QbZ8f71u5DmB90ntKZ1rOA8e1IudQPmfgPNYph6X/kSYiIiIiIiIiIlIDH6SJiIiIiIiIiIjUwAdpIiIiIiIiIiIiNdCR1iTcg0uXBr0AKaV0++23h3zDDTc09Z033XRTyHSecS86fUr0yZSgr4l+oBwlJxpfHyzkfHDjxo0Lmc66kvOOZUEXxNGjR0Nuts3xnI8dOxYy953nrpF/o0OsU76lOtBzQfdDyWeWUrVMJ02aFPKcOXNCZp3TYcVzYvnRB3D+/PmQ2SboRKOHiJw4caLyN7rxcg6YRrAdtqoNlPw8HL9YV7mxhf4MtoG77ror5DvuuCNkjqnM9FPs378/ZJYt/T1k9+7dIe/duzfknD+C/oeSN6XkLmtVffI47G/MrF+6NlKqzkEs323btoVM3xGvddasWSGzfy9cuLB4Tn3ZuHFjyHU8lKRX/S6EvjGWJdc3dIWlVB0v6Qhkmyj5xehL4vg7duzYhuc8efLkkDke79q1K2T6XurUHecAnjOvqZ2Uzpfl1x8nE9cQOTdpXzjGfvWrXw35L//yL0OmC/jNN98MmV5EeuwOHToUMueM3DqhdN294gLOnXtf6rS1Zj1rnIePHDkScslbyvsOuqV5vBdffDFkjin0SuXKhOdUmhN7pX7rOHGbPQbXzXydzjKWHe972P9L3uCSy5hjcq4MBsscWoLtrFfaXV/oJl6wYEHIXKfznoT3uTnnHfss1x5sQ926L/U/0kRERERERERERGrggzQREREREREREZEa+CBNRERERERERESkBjrSAPddc08uvQD0f0ybNq1yTDrLmoXOEe4L5v5puiZK0C1w8cUXhzxhwoSQ6fpIqbq/uVf2dLO+uIe6tKea+7xTqroEWF5sQ3QD0M3x+uuvh0y/D6+BbYz+F7Y3XiOPl3Ok8Rq76XMpwfMvlUfOYcd+TD/HypUrQ2Z7P3fuXMNzoPOMvo9Tp06FTGfQddddFzIdP+Sdd96p/O3dd98NudQO2M/b5dTieTATOv/Wr19feQ/HSNY5nVe8djrQ6ER64403QqYjjcen/4Xs2LEjZPokeD45Sj6XdtUfKflbeF4lx2FK1XmYbXP8+PEh33rrrSGz/KZOnRoyHWl02vGcTp8+HfKmTZtCHqxO0Byl+qS/jm2fdZdS1bdDWN4l/xLrl84z1ifnULp1OH7wfLnGooMxB+cIOpy6SSucSxy32a9Lrsubb7455Iceeijk1atXh0xv3c9//vOQt2zZEjLHaLaZ0vmn1Lvr3NJ5lK4t10c5P7APHjx4sOE5cA1UgnPkihUrQmb74DkfPnw4ZPZhjtkpNe+P7pqDqXAfw3uQHFyzs/w4hrGNsH45pl5zzTUh876R/ZH3nexbg9l3VrrPLK156zjSWOf0NnMOLa2rS2MIj3/PPfeETI8z+99bb70VMu9HeI+ZUrUNsg2XvIudwv9IExERERERERERqYEP0kRERERERERERGrggzQREREREREREZEa6EgDdEVceGEsIu475r7y3L5u+nVefvnlkC+77LKQuc/37NmzIXMvM31JixcvrpxDX95+++2Q6eg6efJkyPQ7Mef+xv3R3aLkCSqR21fOfdo5x1hf6AJgeb/44osh0//CNkZ/1vXXXx/yxIkTG55Paa98Sr3j/qgDy3/MmDEh07WxfPnyyjHmzp0b8oIFCxp+5969e0OmM4f+F7YZ9tnZs2eHzP5DR1sJ+mBSSun8+fMhs5xK406zfsH+UnIM7ty5M2S6h1Kq+hjoSGN98drZB1nfdJjRucT2Q4cXz3nDhg0h0x9Rx5FWGts65XcptZOSmyjnzzp69GjILG96RNmfOG+PGzcuZNY/+x99VvTtsL5a4XfplNOu9L106TBzbKNLKecmYn0262vknMjx+/777w+Z3jb6ZXgNbA8cLzh+03GZUnWM4BqplzyjpD9tj2sG9mOuc+nUueuuu0LmPH3gwIGQ/+mf/inkdevWhcw5kPMf+yjrYzCtgUoOJsJr5X1OStU2z37P+mX5sg/xPui9994Lmd7KmTNnhvzVr341ZF4DPaMvvPBCKsGxiuPOZ599FnK3HGks+9IYnZt/2Ca4Jpo0aVLIbBMsG3qE16xZEzI9la+++mrIvI/h8VvhGeU1sJy4FunUGpdur5LfluvHlFJatWpVyBxP6X1mWdAPyPbBNsTj0YnHOZbjNdfQ7P+5+bA0D7HNcMyp0y9agf+RJiIiIiIiIiIiUgMfpImIiIiIiIiIiNTAB2kiIiIiIiIiIiI10JEGuCeX+4a555Z7cnNuIu6zf/7550MuuQXoIpgyZUrIP/7xjyvf2Rf6SP77v/875MceeyxkOr24l52+kpTqOXx6kZITr86eavpW6G85fPhwyHQ55NpMX0reBpY9Xy+16ZxbqZf9LYTlT5/ArbfeGvLtt99ePCb7zEsvvRTy1q1bQ2afnTBhQsj0USxbtixkeu3Gjh1bPMe+0NGzffv2ynvoF6CzhnXOdsHXW+WPoA+CfY6+KroX9u3bVzkm2zidFKTkgyvBNrZ69eqG76e/ZePGjSFzDM5R8qb0Sh9mWbJ+6cCjny6lqkOO9Vnqb6NHjw6Z9b158+aQ6QeiD6R0zny9P5T8Ht1y3vG82Fa3bdsWcs55R18Yx7uFCxeGzDGejkH2t3vvvTdkrmFKviye8+WXXx4y5/icz4fnyHm5l+DYwTG5P22NfZB1SucVHUvsQ1y3rl27NuRDhw6FzDrmOop1PJicaKR07iUHUyvGEpYn17V0M3MM4DqZcyrndHowlyxZEjLXbP3xI/F+oFv3Oawf9lfek+XaA8dQOtHomaTnl44suplnzJgRMh1YXFNfccUVIdOxxTGX4wHH9JSq9cP6YxsqOdI6Bc+L65XcPcs3vvGNkOlGL7WRku+dn2d9MRN6Y7lu4DXmnitwDmUfLjnU2uVEI/5HmoiIiIiIiIiISA18kCYiIiIiIiIiIlIDH6SJiIiIiIiIiIjUQEdagZI7gvu0cx4M+ljornn//fdDLvlV6P/g3nRCHw+daHQO8Rq5jzy375j7n3vFz0NyPrC+8NpzdcF92/TpcO/3rl27QqbPim4Jujy473vEiBEN3882yPqiK4F1lztGqdy6Ca+H5b906dLiMU6ePBnyT37yk5AfffTRkPfu3RsyfRJz5swJmQ4f+mJYBzlfQCMef/zxkHOOLTou6PWh5410yh/B9srzarZs2sHy5ctDvvvuuxu+Th/Ms88+GzKde3XgWNWrfbTkwOPrx48frxxj/fr1IXNOpU9l3LhxIXOM2L17d8jHjh0L+dvf/nbInHP37NkT8okTJ0Iu9aUcPEd6Uzrl/yg50Ti30031xhtvhMxxJ6XqeMm2S2ck2whfX7FiRcP3cz6jO4fXzPGTzsktW7aETL9TStXxtVO+llZQGltycwGdO3RWfec73wn5K1/5SsPP/9d//VfIdF7RwcPyZhujE7R0Tex/KVX7QslP2yuwz/K8c+4vXj+PwfZMJ9Y777wTMp11pe9jffE+iX2U9cc5gev2HCUXWbdgWffn/orzy+TJk0OeOnVqyLx2eix5H0KXLd21bGN0GbP/s7455+fGXH6G/bXkCuwWPK9p06aFfMstt1Q+Q28a1zwsH/aXSwTCmwAAELJJREFU0n3s9OnTQy450QjbKNsb75FysH54r8zMMaRT9et/pImIiIiIiIiIiNTAB2kiIiIiIiIiIiI18EGaiIiIiIiIiIhIDXSkgdIeee5VZ875e7j3u+QrINybfs8994TMve10ljzzzDMhc+869xFfdNFFIZc8cSmVr6FXKe2Zz3lNWH/8DF0EdHVwr3lp7zldEXPnzg150qRJIbMNci88XQY530LJY9RLjBo1KmSWR529/du2bQv5lVdeCZl9hu2GfXT27Nkhz5o1K+QxY8aEzDrg3v/NmzeHvGHDhpDpj8nBdlnybnTKiVbykPTC2ELv3n333RfyXXfd1fDzzz//fMh0pLG+68D66VR9NUuzXpLcddCHRKchx0h6ueguohONnkn2Z/pD6M6k97IE59iUqj4X9s9u1W9pTqQvbt26dSHTlZVS3j/VFzrnrrrqqpDpmOQcwPplfdFZSI8px1c6DOnryfXfXvXE1oFtkb4prmlSqq5D16xZEzLHSB6Dnk+OkXT50onGPjV8+PDKOfaF/YljAD16OdgXSn24W5RcUTnom2Jmm+AYy3Uo62fmzJkh05lH7yHnAHoz6b0sjTE5WF9sA51yMNVxEjYLnWRcg9J5xvtWeru4Jjp9+nTI7J9cl7O/8T6Fzj3e1/L4KVXLqeT35pq4dG/XX3Ie6r6UynrRokWVz9A5xvKgI439h/Vdah+EZUsnIscLtpcJEyaEnPM6E66z6KLt1hrJ/0gTERERERERERGpgQ/SREREREREREREauCDNBERERERERERkRroSAMlnwv3rnNPdR3fVMkJxL3Lq1atCpmONPL666+HTL8Hz5H7xFkGdB30grPo82DZ1vG7NQvLj3vTmbk3nPXJ1+ll4F5yuka4V3779u0h0y1w/vz5kHNttlm/C90R7fQ3sb3SvUFfEn02ub3//Mwtt9wS8pw5cxqeA1+nE23ixIkh00fANvPGG2+EzD791ltvhUzvHR1tKVW9QPQLsJ+zztrlB2m2rbTiPEpjMGGfveOOO0Km/+Po0aMh/8d//EfIe/fuber7BzOl+qErJecToX+H/hQeg04stin6WOgkYSb0j3zwwQcN38/xIudf4jX2iiOt5IXlfMKxi3WVUrVNcPziZ+hjIvS/7N+/P2T6V+iUZOY1sX1xzulVP2FdSutcOgdz/eO2224L+fbbb294zJ/97Gch/+pXvwqZ6xjOT5zPOIezT3K+4zVz3MmNW/xbyanUrnVRaf5i+6SPjmt4jj11YB8pwTn0/vvvD/nuu+8Ometi9tH/+Z//CZke2/7QK2NuiZJDjfNNSlXPJ9eg7NN8fcqUKSHTS0knFvsbx/BSfyvNqRyTc8fkmNEp13PpPpSZY1d/HHmsc3pe+R18nfcorD860DjPc7zmmMKxkHNy7hpLbsdSf+2U09D/SBMREREREREREamBD9JERERERERERERq4IM0ERERERERERGRGuhIK8B9vnSb0JHAPbspVfflch8vj8m9yzfeeGPIixcvbniOmzdvDpl71wldB9yXnLumwQL3mrfi2k6ePBnyrl27Gubp06eH/L3vfS9k7uOn34J+Eu51pwPvtddea3g+rO86ZVB6TzudaKxD9he6Adgfjh8/HjL7V0op3XDDDSGvWLEiZDpFhg8f3vAc6fzhOMHXN27cGPITTzwRMuv01KlTIdNnQUdXSlUvFI9Rch+2yxfS7HFb4TkofedVV10VMn0/1157bcPP0/fD+itRcmqk1DnfR7speYRSqvZpvodjJuGYV5rXhw0b1vB49C6WnJK8xlxfa9ZL2SmaPS/6zeiySqk6frL86b9h/e3evTtkzsk7d+4MmX4Xfp7QU0sPKa+Jjsteo1nnDscWrjmWL19e+QzdrfSE0mn18MMPh0yvHc8h1476Qi9is7BMcu2+VG6ldVCzbs7Pg+MJ+wv7F/1HnN+OHDlS+Q56B5uFa6q//du/DZlzKMuKc+Y///M/h/zrX/86ZDrVWnHf0i1HWul7S44tOvFy72EboYv56quvDpltjutH3mccO3Ys5E8++SRk9i860Xh89u86cyjbAOf90r15qyi5u0re7dx6nnMiHXTs4yw/XvuOHTtC3rRpU8hPPfVUyPQ006l2xRVXhMw5tY6/jNfINsJy4zqiU2tk/yNNRERERERERESkBj5IExERERERERERqYEP0kRERERERERERGrggzQREREREREREZEa+GMDBSiro+CQMsOcTLRZsSulj6tXr274+e3btzfMlDyWBIu8JoqccwI//q1XRNg8DwoO+wN/vOHpp58OmfL7++67L+RrrrkmZEoZCevv1VdfDfmxxx4Led26dSFTxEzhZk7K2qx0s5NSVtYpBZQHDx4MmdLMXB/lD3hQ3stcgmJPyq754wKPP/54yC+88ELD41OqSREzf8wgpaqYsyRwbxfNiq87AeuXMu01a9aEPGrUqJD37dsX8iuvvBLy6dOnG34/x6XSj9r0EgOtT86pubmDP8hCOObynEoi8tKP0LB/8Rz5/RTvMufmoaH0Iz99yV0H5zTKsdne+QMGJ06cCJk/uEPRNcc6lvW4ceNC5hqM9X/mzJnUato5LjZ7bL6f7Zsi65RSmjdvXsgcE/kDOpwT+R3MpR/DKcE+x8x2miuj0o9XkXbJzHnuXKNz/uB8xfmNov6Uqn2MP9DBdTB/oOmHP/xhyAsXLmx4vCeffDLkX/ziFyFzHUf682MTJeF5L6xNcpTu2XLzC/sPf9xj5MiRIXPO4hy8ZcuWkDds2BAy7zs4pvMHfbgG4/fz/Cmiz51j6b60XT+SVqqf0g+bsOx4T5dSdc7k+MvvYH/j+Mv64xqWc3AJ9keO5zz/3D1Wad7mOMdr9scGREREREREREREeggfpImIiIiIiIiIiNTAB2kiIiIiIiIiIiI10JEGBrpnuj+ONH5m+vTpIdPf8eGHH4bM/dOHDh0Kmb6kZt0rPL/c/vtecfiUypqvt8JLQhfIz372s5C5N33p0qUhz549O2TW7549expmHp9700uug171QHwePP+jR4+GvH79+pDpG6ALIKWUpk6dGvKsWbNCHj9+fMgss3fffTdk+iPoRGOfbbYO2N/oK8nBftstJ1MvtrdJkyaFvHLlypDpdyFr164N+Y033giZrocS3XI99IdW12d/rpVjXLPz0dixY0MePnx4w/fTzUFHUYlcmfVyHbeaUvlxLOL4RscaxzauoTjP03nG/sk5g3NyO8bKdo6LzbYt+mxI7lzp3OGYeOTIkZA5/0yZMiXkAwcOFM+z0fFa4UQrUVpPtgueO/1RbM9s7xwv6YhNKaXvf//7IbOPsk/QcUR37U9+8pOQ//3f/z1krsuabbMc83k+OZ9ds/Nyr8L6Z9mnVL1P2bVrV8j09HJOZHnSmVXy9JbuI0tjTh1vLNt1K/p4fyjdV7LdsSw4/+ScyXv37g2Z9cXyoTua9405r/JA4PhAOKezflOqlhv7cMmd2yn8jzQREREREREREZEa+CBNRERERERERESkBj5IExERERERERERqYGOtAHCvc398ZyMHDkyZPpZuBf67bffDvn5558P+dSpUyFzH3HJ71Haz51zDQwWWuG84/WXfFnMdBHQPUAXBdsUv4/1yXNm/fWio6oRpfOlD2LHjh0h0w2R24vP/fx0TpBW9PtOM1D/Y69Qcr2lVHYwjRgxIuQlS5aEfO2114Y8bNiwkNnGXn755ZAPHz5cOadGlPr0UKaOZ4h1zP52/vz5pr6T9T9nzpyG38cxnH6YnDe0mddTGrz9sT9wTcJMzyfrl2ukEydOhFwaj0s+mFJ7G2rwejnesW1u2rSpcgy6STlGnjt3LuRRo0aFzHXr6dOnG5xxtU+xTXAOb4V3snSMTvVhfi/7D9cz9NMRuqVSqtbH/PnzG34nHUzPPPNMyE8++WTI7OOEzizWd+6c+1JnvTNU+jXnzJw/jHNWqa2ePXs2ZJY/11hcs7R6DVNak6fUO3No6TxYNpyP6ADl2JlSSsePH2/4Hc3e9w8UtkH2X7bJkucxd8xe7a/+R5qIiIiIiIiIiEgNfJAmIiIiIiIiIiJSAx+kiYiIiIiIiIiI1EBH2gBpxZ7d999/P2T6J0q+gw0bNgz4HBrB/d65/feDxRnV7B763Ptz198I7vOmr4ll9//auXuk1pEoCsB2RgBVkLALAvZORswKgFWQQELKRFOFDpq5V7ZlSa7vy/rB849a3ZJP4VN1O+R3y/P1rPXYzyXfb3bC5c/H+oryGGdvXX7fv+qhq54z52zqOXWIzjregjy2Y+d7tSayn+f+/n4wzt7K7Dx7eXkZjF9fXwfj7KeoXEp/XcdYB9pvnfNy6vHJDqibm5vBOPtjnp+fB+Pcc7O3NF9z1Yl2SfOb85nv/ZBullw/1d516l7Qqa957Jze0hyP9Yb+9vX1NRjnfrfb/e1Uqjp8stMse4EqeczzPjmd4h41n3Mtc5zna/aP5Tj7z97e3v485tPT02Cce2auwfwck+fMVLmGK9UeMbYnr3U+K4f0/R37XvP3qw7Cqap7tnz91X3EllT3f2Pz2+mMm1NeM6pe0UPuA7ZyX+wv0gAAAACgQZAGAAAAAA2CNAAAAABo2K/1O6enst/vZ32DVT/ImPzucHZm3d3dDcZXV1eD8cfHx2D8/f1dPufW/fz87He7+eczzdF9Mncvwxb66v6dz91u/jnN7+6PzWl+f7/qX5h6TLcwJ8daao0eIvt5Hh8fB+OHh4fBOPfo9/f3wTg7ZnKPrlT9H0ucL4fO59T9bYmemuvr68H49vZ2MM4OvexvyY6hz8/P/32+U/SGHetU67PaG+eYv+xnStmnVPWIXoJjrqF5PmbfTe53VQ/pbnf+c3rqNXULfVhruobm8c2e2Px5dtwtfXyr7uH/+rdTWmo+xz6Hru2eM+/LD+l9O7dzzWcnV5i631Z7fj7e1M9ES6/3Q/y+hh7DX6QBAAAAQIMgDQAAAAAaBGkAAAAA0KAjrf7/g/Ecx6vqcMrnXKJfZWlr6o7geOfsSNtCN8ol2PIazXMk+yNS9ndc4p685fnkr7nmc479tepjmdqPdeo9fw3XlCWvoWPzM3XOKnlMp/aW5ngL1/0tr9Gpj1mdU/l4xz7+kmvUNfSvaj2nNazfNc3n3Of3JXaiJR1pAAAAAHBGgjQAAAAAaBCkAQAAAEDDxXekAQAAAMAp+Is0AAAAAGgQpAEAAABAgyANAAAAABoEaQAAAADQIEgDAAAAgAZBGgAAAAA0CNIAAAAAoEGQBgAAAAANgjQAAAAAaBCkAQAAAECDIA0AAAAAGgRpAAAAANAgSAMAAACABkEaAAAAADQI0gAAAACgQZAGAAAAAA2CNAAAAABoEKQBAAAAQIMgDQAAAAAaBGkAAAAA0CBIAwAAAIAGQRoAAAAANAjSAAAAAKBBkAYAAAAADYI0AAAAAGgQpAEAAABAgyANAAAAABoEaQAAAADQIEgDAAAAgAZBGgAAAAA0CNIAAAAAoEGQBgAAAAANgjQAAAAAaBCkAQAAAECDIA0AAAAAGgRpAAAAANAgSAMAAACABkEaAAAAADQI0gAAAACgQZAGAAAAAA2CNAAAAABoEKQBAAAAQIMgDQAAAAAaBGkAAAAA0CBIAwAAAIAGQRoAAAAANAjSAAAAAKBBkAYAAAAADYI0AAAAAGj4B7YTAAmDa8QhAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb7f8a6ec18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sampled = \\\n",
    "    sess.run(model.x_sample, \n",
    "         feed_dict={x_ph:np.zeros((100,28,28,1)), # Not used; just used for inferencing image shape\n",
    "                    z_ph:np.random.normal(loc=0.0, scale=1.0, size=(100,Z_LENGTH))})\n",
    "sampled = np.reshape(sampled,[10,10,28,28,1])\n",
    "draw(sampled)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}