[b5be3a]: / 2 - KMeans & Morphology Methods - Rim et al / segmentation_model_on_sample#16_truePositive.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4d67d80b",
   "metadata": {},
   "source": [
    "# Semantic Cardiac Segmentation in Chest CT Images \n",
    "### Using K-Means Clustering and Mathematical Morphology Methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e5eeaca6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import cv2 \n",
    "import math\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Rectangle\n",
    "\n",
    "from sklearn.cluster import KMeans\n",
    "from skimage.morphology import erosion, opening, closing, square, \\\n",
    "                               disk, convex_hull_image\n",
    "from skimage.measure import label, regionprops\n",
    "    \n",
    "SMALL_FONT = 13\n",
    "MEDIUM_FONT = 15\n",
    "LARGE_FONT = 18\n",
    "\n",
    "plt.rc('font', size=SMALL_FONT)          # controls default text sizes\n",
    "plt.rc('axes', titlesize=SMALL_FONT)     # fontsize of the axes title\n",
    "plt.rc('axes', labelsize=MEDIUM_FONT)    # fontsize of the x and y labels\n",
    "plt.rc('xtick', labelsize=SMALL_FONT)    # fontsize of the tick labels\n",
    "plt.rc('ytick', labelsize=SMALL_FONT)    # fontsize of the tick labels\n",
    "plt.rc('legend', fontsize=MEDIUM_FONT)   # legend fontsize\n",
    "plt.rc('figure', titlesize=LARGE_FONT)   # fontsize of the figure title\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = (10, 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4bd77ad5",
   "metadata": {},
   "outputs": [],
   "source": [
    "def readSortedSlices(path):\n",
    "    \n",
    "    slices = []\n",
    "    for s in os.listdir(path):\n",
    "        slices.append(path[3:] + '/' + s)       \n",
    "    slices.sort(key = lambda s: int(s[s.find('_') + 1 : s.find('.')]))\n",
    "    ID = slices[0][slices[0].find('/') + 1 : slices[0].find('_')]\n",
    "    print('CT scan of Patient %s consists of %d slices.' % (ID, len(slices)))  \n",
    "    return (slices, ID)\n",
    "\n",
    "def getSliceImages(slices):\n",
    "    \n",
    "    return list(map(readImg, slices))\n",
    "\n",
    "def readImg(path, showOutput=0):\n",
    "    \n",
    "    img = cv2.imread('../' + path)\n",
    "    img = cv2.cvtColor(img, cv2.COLOR_RGB2GRAY)\n",
    "    \n",
    "    if showOutput:\n",
    "        plt.title('A CT Scan Image Slice')\n",
    "        plt.imshow(img, cmap='gray')\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "713dd644",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CT scan of Patient ID00007637202177411956430 consists of 30 slices.\n"
     ]
    }
   ],
   "source": [
    "slices, PatientID = readSortedSlices('../sample-dataset')\n",
    "sliceImgs = getSliceImages(slices)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a31fb65e",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image Dimensions: (512, 512)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Select a sample slice to work with\n",
    "im = readImg('sample-dataset/ID00007637202177411956430_16.jpg', showOutput=1)\n",
    "print('Image Dimensions:', im.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "801ae184",
   "metadata": {},
   "source": [
    "## 1. Preprocessing CT Scan Images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9279db96",
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO: Implement histogram plotting\n",
    "def imgKMeans(img, K, showOutput=0, showHistogram=0):\n",
    "    '''\n",
    "    Apply KMeans on an image with the number of clusters K\n",
    "    Input: Image, Number of clusters K\n",
    "    Output: Dictionary of cluster center labels and points, Output segmented image\n",
    "    '''\n",
    "    imgflat = np.reshape(img, img.shape[0] * img.shape[1]).reshape(-1, 1)\n",
    "        \n",
    "    kmeans = KMeans(n_clusters=K, verbose=0)\n",
    "    \n",
    "    kmmodel = kmeans.fit(imgflat)\n",
    "    \n",
    "    labels = kmmodel.labels_\n",
    "    centers = kmmodel.cluster_centers_\n",
    "    center_labels = dict(zip(np.arange(K), centers))\n",
    "    \n",
    "    output = np.array([center_labels[label] for label in labels])\n",
    "    output = output.reshape(img.shape[0], img.shape[1]).astype(int)\n",
    "    \n",
    "    print(len(labels), 'Labels: \\n', labels)\n",
    "    print(len(centers), 'Centers: \\n', centers)\n",
    "    print('Center labels and their points:', center_labels)\n",
    "    \n",
    "    if showOutput:\n",
    "\n",
    "        fig, axes = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(10, 5))\n",
    "        axes = axes.ravel()\n",
    "\n",
    "        axes[0].imshow(img, cmap='gray')\n",
    "        axes[0].set_title('Original Image')\n",
    "\n",
    "        axes[1].imshow(output)\n",
    "        axes[1].set_title('Image after KMeans (K = ' + str(K) + ')')\n",
    "    \n",
    "    return center_labels, output"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "73f3a80c",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "af246995",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "262144 Labels: \n",
      " [1 1 1 ... 1 1 1]\n",
      "3 Centers: \n",
      " [[1.57879115e+02]\n",
      " [8.82521695e-02]\n",
      " [1.12269714e+02]]\n",
      "Center labels and their points: {0: array([157.87911491]), 1: array([0.08825217]), 2: array([112.26971435])}\n"
     ]
    },
    {
     "data": {
      "image/png": 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JDmcjZECTLPK43bt3220dOnQI9Xod5XIZx48fh9Yax48fRz6fR6VSmfUaPHjwsPGg/AEY6RSsgU6cv7GpA5Rel0c6UUTAzGNLcHSNezgTPsNCR2R6jeuOa6f/zt4ZQrWRxHg2gvCj+wEAvQ9NwjgzAms8A11bGdXOw8pitbMm34fprMm/ARDXWs+2rIWniK0BSLzi8Th27tyJWCyG7du3O0jXhbS9UOXLvf9ij3W3Q7Rqr9FowLIsnDhxAvl8HseOHbOJ2VLP6eGC8ITWeknLzqwneIrY6sMmXn2dOPf6JCrtGunLh+E3LCSC5bXu3oogWwmhZhkYf6ILwXGF/n/PQJ0f9YjZGuF+/flFf36tZkHXPwDQBuBxAEE0F5x+zyqe/zWJhYTdQqEQEokEdu/ejUgkgm3btsE0TZimCaA1CVrMa0CTALUiQQslWLPtM9fxPLdSyla6uL88hte6Z0+zTuCll16KRqOBEydOoFAo4NixY8jlciiXy3OOpxfi9OBh9WG2tUFv68XZN6ZQadPouHIIfqOArYHxte7aqoAEs/2GEwCA7G0hNHQMo9/bheCEQv83MlAnz3uhzHWMdb3EkaeIXThakQPDMBAOhxGJRLBnzx5s27YNsVgMgUBgwf6tuUgXgDnDiwshXww9cl/DMGxCtRAiN9v+8piFhkprtRpyuRxOnjyJl19+GcViEaVSacaxHhFbNniKmIdZoXw+mJ0dsLrTOHNrCqXLihjoyCAWWOqyt5sb+WoQZ0ZTCD8ZwcDXJmAMT6AxMgpdn2vtbw9LxXpXxDysMkgM6KUKhUKIRqM4dOgQduzYAcMwYJrmnIRkrtfdx0ly1KqNVmrUXH2Xx85GEOfrnyRGPMbddivI9k3TRDqdRiqVwsGDB2FZFo4fP46nn37aDmEC8Iz/HjysIMz2NPRAN159RwqdVw3BZxSxLeCpPPMhFqhgX98Q0Afkbw2ibkUw8vhV2Pn5DNSZITTGXhvK4XqGR8Q2OUKhEOLxOPbu3YuBgQHE4/FZvV6tiMlcpviFKmVz7b9YLMYrRtLl3t9tyG+VaDCbYsYw5kUXXYRdu3Yhm83i9OnTePHFFx2kzIMHDxcOkq/Tt7ehfGkJA50T2BPIrHW3NiyoGqZuPIH8NUGcGdmG0DP7sOWecaizwx4pWyN4RGyDw63AKKWglEIkEsH27dtx4MABpFKpGSrVYtqfDSQqkqwttjTFQsOGUqG6ENN/KzQaDZuMtTovr8vdN9M00dbWhra2Nhw8eBCTk5N47rnncPLkSRQKBbsdTyXz4GHhUD4fzN4ejN08gJHbK9jaPY7t/sxad2vTIRaoYF//INAPFH4ggFND29B570Vof/AMGucHvdDlKsLziG0iUP269NJLsWvXLttsTyzE2L5YL9dsWIi3bDHtz9f3+QjgYgkhAPh8vhnEb742Go0GGo0Gjh8/jqeeespWydbz+2wdwvOIvQZhtqeh+7vw6jvb0H31ICL+6prV8nqtom4ZKNYCGP5uD3Z8fsJTyZYAzyP2GkU4HMbOnTtx8OBBpNNpxzaSA4boZlOc+NpshvuFYik+sPnaWso+fE1rDdM07XO5FS7+7U4IkK8vhsDxXHv27MHOnTuRyWRw5MgRvPLKK/NmXXrw8FqE2Z7G+O0XYeT2Crb3jmGPz70Ai4fVgm+qzEfiphMoXefHifNNlSx970seIVtBeIrYBkYoFMKuXbtsAuZWtZY7hOfeTpIzm/JFArjY88uMSaC1X2s56oothxo3277uYyYmJvDss8/i2LFjKJc3Zz2jZYSniL0GYHa0Y/y2PRi5vYI9/cOe+rVOUbcMvHy2C533BpG+72U0RsfWukvrGktRxDwitoFANYUK2IEDB9De3j7r/q3CgBdCYGZre67X3JivIv5smKty/3xYyjWbpol6vW6Hd91jN59yOBtxHBsbw/PPP+8RsrnhEbFNDI+AbUx4hGxh8IjYJoUsP7Fr1y5cfPHFMwjYXETLHXJbTnXJjdmUsMWqUHO1vxTv2WK2y/8lAZytjfkK2RKyrfHxcTz33HMeIWsNj4htQngEbHOAhKzrniDavuYRMjc8IrZJMZcHzI3ZCI98nYRgNnVqKcb2Vm3J1+Yjf0tVylr1yzRNaK2XFJaV/aLfqz6VPUQPHYkt+81zScVuoeSWCtmrr76KUqnkecia8IjYJoLZ0Y6JN+3B8B0eAdtMqFsGXjrTje57Ax4hE/CI2CZDKwK2kAl+MWG8pYYYF9Pehey3kHaAmdmeAGxlbqkJCLJtn89nhyndC4/zPCRtc5FAN9FzK2QkZK9xeERsE4AEbOj2Ki4aGPII2DpCyKyhbpmo66WVNZLwCJkTHhHboHCrIIZhoL29HTfffDM6Ozsdr7vrdi1W/WnVhnvbUkjSQkKG8jVgdm+V3Cb76f5bJgospLzFQkKyVLzoD2NtsUAgAMMw7GK4cvmker2OWq1mV/JXSqFWqy0pjDk8PIwHH3wQY2NjM+rDvYYq93tEbCPDMGEc3IMXfj6G/TvPwXhtfIxvKKQCJVQtE8V6YNnatLTC0WN92Pff8rCeexmwlubp3ejwiNgGhJxYDcNAOp3G4cOHsWPHDvh8vgWFCYGZmZIXSqbmIy2sMM/+80eG8RYS3lxsfbDZ1L65Cq8uVqWTv5VSME0TgUAAPp8P5XLZPr9U3KiWkZyRqLlDlrOd0+fz2WNXr9dx4sQJPPXUUxgbG4NlWQ4C+hqAR8Q2IpSCcclevHp3G3qvPu+t/fgaRb4axPnHerHzcxOwnn0ReG18ZtnwiNgGRjgcxq5du3DttdciEGh+S1mIuXwpStBs+0nMRnhIDgHYSpy7Vle9Xl+xzMwLeX22GmJyP4JEyu/3O8KbHBOttZ2YwMr8DE/yh5DLHrUijH6/H7VabcY1NBoNPProo3j55ZdtQ/96fr8uIzwitsFgdnZi9M7diLzbI2AemshXgyh9phftX33pNRWu9Aq6bjBwsm5vb8eNN96Inp6elvu1Ig7u30QrJWspGYutSBgJomybShDJl1LKVncu1Cs21+utQquzZSi6z8MxcbffqkQFCZdlWY4x575y9YJ6vY5gMGifl5X5Q6EQarVay/Us5W/3uX0+H66//nrs2rULDz/8MEZHR18roUkPGwVTKtjRn4tj/+6TXhjSg41YoILIfziJozfsxL7/r/M1qY4tFJ4itgaQ9cB27dqF6667ruVyRLLkBF8DZp+42QZ9Y41GAz6fz0Fa6vW6HQKbDa3InAxDSvJFtYjbGI6jf2u29Rvd9bjmI20XEmqdzSC/EAWNnjAZenWrWm7iGQgEbLJmmqa9P8e9FcmVoU0SONk3y7LwyCOP4NixY68FM7+niG0AmJ2dGLtjN8Lv8VQwD3MjXw2i9D970X7vK2iMjKx1d1YUniK2zkEypJSaoYK5SUErstWKNNCrxTCZ1hrlctmh4pAw8CcUCqFarS4ovGcYBvx+/wwiw1AawaxCSSgCgYBNzObCQgjWfCb7hR4rSZC8JnfCw2yKGX9LVc39ZaZer8Pv90NrjVqthkAgYBNYklX3IuM8Pwmse7wNw8CNN96IPXv24OGHH7a9Yx48rDqUgnHpPhz9mRj27/FUMA/zIxaoIPITJ3H0hu3Y95cdsJ55wVPHBDxFbJXRSgVbaikHv98Pv9+ParU6I8tvtvZI2gzDcGT2sR9UttyhNypf1WoVwOzkKRgM2sqR3++3iZgMJy62ZMZcSynN18Zsr82nNhL0iPF9wuzIVoqhNPEzjMuxoLdO1hybTbFrlQUrx65er+PRRx/FSy+9hHK5vBlDlZ4itk5hdnZi7PbdCL/XU8E8LA2bXR1biiJ24UVEPCwYnZ2duP3223HzzTfD7/fbry8l5BYKhaCUQqVScYTLSFjcoU6C5nIAdtiNbZIgSBJGEkLFzR0yc6NWq9mZhrJfwNyLfC9FNZNtt9pnNnLnDou2Ol4mJJC40f/mblOSV/5fq9XsY0me2KZMeHDfp9nW55Rqqs/nw4033ojbb78dXV1dF1wI14OHeaEUjEP7cfS3d6DzAyc8EuZhyYgFKuj8wAkc/e0dMA7tB7zPL4+IrQaUUrj44otx1113zWrIB6YnZXdNMQmfz2crTfRohUIhu7wCVTISKR4vf1uWZfuVZiNsPFaa1RdSJNayLNRqNUe7MmFgMZAkSP4vzyWvrVVf5BgEAgEEAgEEg0F7rDhuEnKs6A1rdX6C/SNJk54wer6oQHIsW93rhUBmbfb09OCuu+7C3r17PTLmYeWgFHI/cg1KnyjhwL7Ta90bD5sEB/adRuEPy8jdfc1rnox5RGyFEY1G8QM/8AO4/vrrHRO+nLClrwqYDgPK17gfQ1dAk1hI3xFVGU7Kfr/f9m65fWZUt0hGpAoWDAZtVUeG0xaq3CmlHH4nSaZkHxbSjlTk2K4bcizdRIlEKBAI2Me7f0zTnHFv5PEMq86mYnHMW/WN98pNnt0lLmTfGbZstY1EjqqjYRi46aabcOuttyISicwxmh48LB6+nm4c/73XIfATg54K5mHZkQiWEfjAII7/7uvg6+le6+6sGTyz/gqis7MT1113HQYGBloa8Ukg5lKaZAV9TuaSlLjLRMhwHMmDe81EQqpioVDI8To9Z+595/OzSZ+aDNkt1BDvBr1RCyVvkpSRrLD/ciwkYeU5AoGAwwNHoiNJJa+DhEruK/8nOO5KKQSDQVQqFZvc+v1+O7FCqmmS9Lr/52uSrPn9fuzatQuRSATf/va3MTw8vKCx8uBhLhiHL8aRn4rhwL4Ta90VD5sYsUAFF113As+nt2HfX7XDeurIWndp1eEpYiuEffv24a677kJfX59jEpXlEEhWWoW73BOvz+ezs+1IBEga3MfJjD5JTNygd6lSqaBWq6FWq6FcLtvEgtmSrTINZwMJAhU6nqNVWG+uvs12vrnCkPJvqlyWZdnjxPFmyJAkVhI3hhGlJ47XAswMl8pztgpxSvJJdY4+MJIxeX5C9l+GL+U9dY9Nf38/7rrrLuzbt2/OMfXgYT7k734dCh/3QpEeVg8H9p1G4eMl5O9+3Vp3ZdXhEbELgDRQ87dSCvv27cMNN9wwY2IGppUZqjKtwlCAsy6YrAXGMCTJkdsnJcOI7rII7v64Q3CyQjz3na/8RCuPk1SbZIamUsqRpODug7yO2TCXaZ9LEbFchMwKlaogiRjLcNBYz7ZmM+QDcJBK2VeS42Aw6CBW7lAw+8K2ADgIF0mWrFk2n/9LZqKapokbb7wR+/btcxznecg8LBT5u18H8wNDSATLa90VD68xJIJlmB8Yes2RMY+IXQBkoVSa5t/0pjfNyIqUE7a7DAMVI/d+JGksnyAn9FbkzU0KCe4vyx+4zyX/l8sVtSpv4cZsEzyJhzwnyYZMKHBjNpVMmu75N9uhr421u0i2SEbpk2tV7V8a8vkjiWir63WPtSyHIUOabpIqw8Mkcjynz+dreQ9lf1sV/eX+kuQFg0G8/vWvx5133un5xjwsGGZ3F47/wbUeCfOwpiAZO/4H18Ls7lrr7qwKPI/YBYKTbSQSwa233oq+vj7H9lbmcYn5/FamaaJWq9lL5/B8rTxD/Ns9eXMbyeFsHiRZHJaqkTxHq5DYXD4vmXEor52qE4kTiYQkbDKESzIn2+Ixsi6XBPvFc8hkBrYriY1MKpDV7SU5cnu4JFmTNcQ41rNV4pdlLvx+PyqVih0KlgkF8lokWMlfqqZSyeR5LrroIvj9fnzta19DqVRyeOI8eJAwu7tw9De348D+E2vdFQ8ekAiWkXjdCTz/0e3Y/zGgMbS5fa+eIrYMkCSslQ9Kkp65/FpuL5mccBk+m81rBcxU24CZleSlgV3uzwxLkjC3sV8mGLC/8v9WkP3i9fBHgiqTDKdSyeNrrZQ9ZkPGYjHE43HE43H773A47Ciq6k4UkMZ6npOrBZD8sq9u8jRXOQvZ32q1OmMxcPabbZEs8hwkqFT4qOYxPM36cewbybMkWSTR5XIZvb29uO222xCJRGYQYw8eAEnCPD+Yh/WFAxefxtGPbofZ2bnWXVlReJX1FwFOwnIy3rdvHy677DKkUqmWx8hJ3K2M8G+5nzTwM5TFpYJa+bXmUqRakTtZ/kJeC0mZXC9ytmtYaAYjMJ3tSaWNJIIkSYYQZTaiDJUCM4um8jrcmYokQdKDJ0N3rcbbfa2hUMjuh8wA9fl8jnAtX6fqyD7KArhzlf6gAiYJumVN12GjSin7yWfCsiwEAgH7b3ddMjlOfr8fo6OjeOyxx/Diiy/a51/HCplXWX+VUHjHNRh8ewX7+obWuise1ggxfwVhs4bJaghVa30GyV44142efwki+i/fXeuuzAtvrclVAgnAnj17cOONNzpUE3eZBnc2n/tvqahwQuaET+9QK0VHtjMbOXK/xv9l+IrX4lbBZJtzkbD5XpPrKsr/ZaiR1y2TEVotayQJJNWrVj4stsFrld6t2cZGHk/yRb8V/VtSrQoEAnZWKcOQsk0qmdVqFVprVKtVW6UqlUr2a+yrLEURCoXsMeB1ukOv9Ly54SaVHMNUKoWbb74ZAGwyJomsh9ceCu+4BsZPDmOf5wfbtIj4qoj6mlnjXcEcegMZ3Bo96tgnaTQQUgqTlkZZzyzwfazWjpwVRk2bOFrqw3g1ioplYrwSXZVrAIB9fUPIfjCEAq7ZEGRssfCI2CIgJ/29e/fipptuctSaApw+qLky/FqRHOkJo0/JrQRRaWll6G51TkmCWikzs6k1y/kaa5JRPaLqI8fE/cO+y+uXfi3uQ2LX6rr4utu/Jc8ZCoXg8/nsUCYr7cs1NmV4EXDWNpPnJgmXi58zlChDm8y8ZLmQcrmMYrFokzWek4SZpTbcmbOzZVRKtY9/M0nilltuAeAkYx5eeyAJ80z5GxsRXxU7omMAgG5/FrfFnndsjxsNRKY+IzpMEqdwy7Y6Wi+yggOBIoBi85/EMCatEirawkjDwPPVHjxR2AFLK4xWY5ioRFDXK+N4SgTLyH5weFOSMY+ILQH79u3DLbfcYk+2rYzVsykuMiwpf/Pvcrn5wSgnc3e9MFmuQJ6vlTrWqlgs1ZqFEMXlgjsrkdX7SbAYvpSkkWRNklYZoiNBa5XdSZLSipiGQiEkk0nEYjGEQiE7RMhxcYdu5YLq7IdbqXTvJ/vMfkulDWguAC+zGhuNBgqFAkql0gxiFolEbEIm76lU0yQ5k+dxe+tuueUWKKXwwgsvLNPd9bCR4JGwjY2QWcM1bcfx5tiziBoWtvpiYmtrkrWcSBrNc3SZwIHAJO6OPYWGtjBhlTBuAY+Xt+Kpwla8nOtadlK2WcmYR8TmgfSDKaWwd+9evP71r0coFLInYLcPiR6hVkqVzOaThEqWVpCGbrdy1IqUzIa5tlMlaVWYdK5jWx0zXz8kGZGkQRIqmV0ox1t62CSZ43aqhu7rkWNqmiai0SgikYht5JfFaqXBntdD8B7JEKsMX0oi5PZcyf5IY7/0xMnyFQAQj8eRSCRgWRZKpRIqlQoymQyq1SoMw0AwGLSPZVV++YwS9OBJdZXnsSwLN910E7TWeOmllxzjKfvvYfPBI2EbE1ujE0j5irglfhT7AhNT5Gv9lKYxlYEOM4oOE7jIP4YfjY3gWHsJRcuHz2WuwnPZPlh6eWwQm5GMeURsDrgLYu7du9f2hFWrVXsClKZtSQQkSZB1xaSaIydTgiStVfkIidlKSTBcOlt5A7lmpSQ7JCVUXRg+kyRxtjCgG636SwLC/rnLP/D8rY6VhNQNWYNLtuHz+ZBMJpFKpRCPxx1kjv4q/pYlMmQIVIaF5bJGJDQcD0limHEpzftyTOSYy3AjySDbCgaDiEaj6OjoQD6fR6FQQKFQQKVSgdYa4XDYMXZ8jiQxla/X63WbgAYCAdx8880OZczzjG1ubEQS1h3KYbIWwkWxYRiLzN3K1kN4Nd+xQj1bHWyNTuCutidwXSiHmMFl6GJzHrMeYCoDF/mbodBLup7C822P4YVqN54qbFsWUrbZyJiXNTn3+e1JdO/evbj55ptneMLcoPIAwKF0AHBM6DLURRiG4QiTtVrfkWRCmsm5cDcXAZdZiiyNIENTUomSKlSrsF+j0UClUkGpVLJDZqVSaV6S6L4uef1UuNxk80IgzxEMBpFIJJBOpxGPxx3X4lbbZhsL7iP9YG7iLRVRd9arW0EzjGYJEhr73SFMHiPrxckwKZ8r0zRRLpeRyWSQzWYBOIlYK0+cYTRLkrAcisycrVar+Na3vuXIplwH8LImlxnrlYT1RzLoDOQBAHGzjLfEn4YpPvY7DYWcdoffFoaKruFkvWnrOFeP4/7cgQ1BzkJmDVelTuJtiafQZ5qCgK0eJhpFRAw/gso//86LQENbOFEv4pHSdjxb3IIXc90XRMqylRCsT3atKzK2lKxJj4gtAPv27bOVMDfcYazZCovKvyVpkKGlViUdZCZlLBZDJBJx1Jii8iJJFJUaqkjuZAJJzCShkH2TqpD827IsFItF5HI5ZLNZlMtlR5biSkOqNm6Capom4vE4urq6HHWz3P45tzLFdt3ncRMpqoUMD7pJGI/j+EqjvCxDIfeRIVVJ4txjz/95b/nMlMtlFAoFmyBzKSmqd3Jhdzl+8n7V63U88sgjOHJk3Sy26xGxZcRakzBDaXSHcugLZRBUdbwt8SQCqvl+6TBN23O0GihaVZxp1PDV/AG8WurEiUL7soXMLhQkYHcnnsQO/9qqXnmrjKDyw69mcfAvAxrawrPVGo7VOvFYYSeOZnuWdC/WGxnziNjyndeemCUJm0/5cZeuAJzhQqlQSO8Tw0Wc6Glej0QiiEajiMVidrkEqVbJsBfJkAyVSSLgNqHL9Q65jccylCoJgfwtr4tZf/l8Hvl8HtVqteX1z4W59plrG0lFIBBAPB5He3s7otGoHTqW4yCv001wCN6n2caSpEyGn93tuVVFScikEiXJOTCd/elW4+Q4yMSAVtdQqVRsUpbP5+1rlvXM+BzK55Fk/mtf+5odpmzlO1tFeERsmbBWJIzka0d4FG9LPIk+n1pVwrUQFK0qzjeq+Nf8QUzUo3g+24tyY3kVoIVif2IQP93+0JoTsLVCTTfwfLWOL2Uvw7FiBzLVyKJIWbYSgvWpLkQ/v/ZkzCNiy3POliTMrcQAM7Ml5/Nw8TWZEQlMZ7VR0UkkEohGo3ZmIVUX1p1iDSkZBnWTL5IpGYqSpEyqX+6wZKtQnCQVbIsTOP1xlUoF5XIZk5OTKBaLKJfL8y4a3gqzed/kb8MwEAgEkEqlkEwmEY1GHSqVOwQnFS72m+oRr8lNtHhukmOttU1QpQ9Les/c3jupSJEUuZUxqVKyv1xnVN5fef08B31fvJe854VCAblczuEpo/dPhihlJmelUsEDDzxgG/jXkIx5RGwZsNokzKcsHEyew2WRkzgcPLfqateF4kw9jxdrSTyc34uRahynim0AsCKKmaE0AkYdBxLncW30FdwQmlyTEORq4Hw9jy4zAlMtLINytFHAmboPX8pehqIVWLBStl6UMa+g6wVCTjyRSASXXXaZo8q6xEKyFd3G80AgMMOobRgGEokE2trabPIFwDbJy8mZbTcaDbuqujSCS2+RDKtRGSHpAOBQe3htsrq+OxvPrYrJ9iVx4xJDlmU5iBlJmXuBcx7v9ljJc0vyyoKqoVDIDtECTeJCk7ybHJG4Sb8X74k7nAu0znaU96CVv89NlGRWJckRCSuLzPK8hOyfDFPS90ZyXalU7PvPtghp5I/FYmg0Gsjn8xgaGrLJs1Q6eS1cKuryyy/H6dOnUSwW15qMebgAmN1dzYr5K0zCJPm6KnQO/faEu/GUnQFfDAO+Bt4YPoK8VcZIo46Xa214pHARns/2LrjqfGcwj6BZR80yYSgLfcFJx/aIWcFb488gojQGbO/b5iRhABA3fAsmYQDs7MvDnUeaSlmqjs9mrpmXkCWCZbzwwxVc9K1ONEZGlqPrqwZPEWuBcDiMN73pTRgYGLBfmy8zkCqDexsnVKobUjlJp9NIpVK2n8nt45KhL0kuJCQZ4sTPiRVwllIA4GhL+ppkuE0qfzKkJcOikkzKc0sjPuAM15IUSoLF3+7QHsmTO8uQ/aXCQ3CbJGC83la+MPfrvIcyROj3++31IqmYSZLN9gmqbIFAwN6fzwVJFe8LzyOL3UryJgmTVPNI6uT9kaTRPXbyucvn88hms8jlco4sVbbF6zxx4oS9UPgawVPELgCrsXakT1m4LHUadye/h4v8oUVNtBsRZ+p51BY4G6UMA35loIHmARtJFVyvqOkG/inXi6OlvnkJ2fNHtmD/R4+vGRnzQpPLgHA4jFtvvRX9/f0AWofJgNbrRWqtHROorNBOUhUMBpFOp9HW1marObLAqrsyv5xU3WFF+T/hJlluM75b2ZJhNPezIAmLO7wpw5byWDfZcRNAd+hPElOpPLrJnySqUs1rpdq4x4sERhIpeSzVJumfahWelUSS6p4kQ7wGt/Ik4TbrcwzkGEllUl6DDGdT/Wt1393qH8/L11mbLJPJOBaT5/NoWRZOnTqF++67D8ViccY1rAI8IrZEmN1dOPrR7Thw8fKTMENpGNCvKQLmYX2BXrKv5A7hhXwPMtXWJPf5I1uw/2Mn0BgaXuUeekRsWXDHHXdg9+7d9v9UH9wEh2jlXwKma4EBTfUjFAqhq6sLiUTC4S+S4y/Jkft/SRx4XmCa+Liz+9yKFeH2FrUiR+62ZZu8HrmdfXV7ydyKm9sAz3NJIiULpM5FHN2KlDy3vCZ3CFRWmydhksqcXGKIxFCqZ+yDO+vQ7f+SfZOQ1yfvvZtAybGhAidfp/ro9/ttUia9bHIMSdiovjF8WyqVMD4+jlwuh3K5bC/GXq/XUavV8OKLL+L+++9fi9CkR8SWiOO/fy0uuvbEsrZpKI3OYB63pZ/FdaGz6F2E38eDh4WgomvIWVWxDNP8OFot4u8nrsPzk70tt7/0ne3Y8SvfWa4uLhhLIWILejcppX5UKfWQUiqrlJqx0rBS6n1KqWNKqaJS6rtKqStc269USj02tf2YUuo9i+nkauHAgQPYvn277UdinS4ZaiOkUgVMT6Q0kcvJu7e3Fzt37kQqlYJlWQ5Vxa16EbP5cyRhkfWiOPFSkZE1swhJRDg5+/1++ycQCNhrLgaDQUQiEft11ibj/5y0ObFLtcatmrlJkdsHJst1SJLKfeUYu7fxh//zWljag/1jX2WB22Aw6OiLe+kg9zVIAspQHhfp5nnD4bAjPCqvyU3SDMOwiSD3IUni/hwbeY0ynElCzcr7vDa2704kMAzD9h9Go1H09vba5T54Pi4DtXPnTuzdu3eut4yHdYT83a9Dz+WDy9YeMx/f0/sd/FH/13B3bBIDvtiKkbCiVcWpen5F2vawvnGuXkFkkTXL9gci+J2uJ/COnieQCsy0UfRcPoj8O69Zri6uKBZq1p8A8JdoLmT1SblBKXUDgP8B4G0AHgTw8wC+qpTao7XOKqWSAO4B8EcAbgRwE4AvKqWOaa1Xn67Ogn379uGmm25ylJKQ1ehlyEz+BmZmQjIU1tXVhVQqZYfFWI0fcPp+6EOSYUA3IXGHQmdTz9xhO3eYktfDc7gN6m4ySCIkQ6ySTHC85Pj4fD67hpm7/63UPY6hu34W9+P5JWlqFZqUv6WXS2YfzkZsed8koWQ77sK6UkF0e/QA2KSV22UoUoYd5T2W5nxJNGWf5P/ydZIn2Wc5ltI36D6XUgptbW2IRCI4e/YsKpWK4wsFl0JaZwVfPbiQf+c1MD8wtGwZkj5l4a7uJ/HW6Am0mRGsxnI6ESOArUZgxc/jYf2h0/QhMsu9n7RKyFkNkdgwDb8y8f7EMK4JncDvnrsT2VrI9o8lgmVk/+MwCvqadVHWYi4s6KuN1vo+rfVnAbzaYvNPAviC1vprWusKgE8AqKBJzADg7QBKAP5Qa13RWn8dwBcBfPCCe79MiEajuOyyy+wiqFyfj+n+JBemac5QgVjRnpO9ZVno6OjA7t270dXVZbc5V5iNRI2TpFzYmYpGK8IkSYo83k0MqNzIH/ZDGs+laiLVOBnyc5NO2Uf2xefzIRQK2aqUm/hJkiWPl32W25hJSrg9aq3OR3UMmFbS3GFdN9zk1p2sQLhJIF9zr3tJZcnn89mZnuyXJPfyvBxfSaZkEockUPJvNwGXHjSSb6qPwPSSUcw2DYfD2Lp1K1KplH1eZqVedtlljsXJPawv+Hq6MXRXdVlImKE0rmo7id/f9kW8Nz44RcI8eFhZtCrdkbfKOFPPI2mEW5Iwif2BCP77lq/iDR0vOJbCSgTLOH9XFb6e7mXv83JiOTTmQwCe4D+6+en/5NTr3P597ZQivi+2rxmUUohEIrjjjjuQTqftCUwqT/TLkEzRl0Nyw0m0Wq0iFothx44d6OrqglLKNkK7J1zAmSkITJe2kP4ewJlB6SZXbEcSplqtZrctQ44kQ9zXTQRkO+7QpiQk0tzN/jLLj31gm5z83SqVm8DIEB7PJ0OtkmDK8SPpkwtau/1s3Mb9ZXiTP+7lpAipJMpQpfRose+SOLEdknh3WRCSR5bi4L1pNT5ulQ+ATeRI9rTWDlV1NpXPrUq6PWN+vx+9vb1Ip9O2kujz+dDR0YHbbrsN4XC4pe/Nw9rB7OzEkd/chn39FxaSJAH78d5v49c7nsP+gOcD87C2iBmheQmYRJsZwc+kjs0gY/sHBnHkN7fB7GhfiW4uC5ajjlgcwKTrtQyAxAK3O6CU+iBWUS3bvXs3+vv7HaUQ3GFHEhNZXkBOlMFgEP39/UilUvbxJBAyjOUO00nlyV3UU2a58TyEDDtKYsWJ2l2AliBZkSoYML2YtfQfybCkLPopiWArH5XsP9AkmGyDpEkWqJXeJ3mdUgUj2ZHXL8dKKkLu0KkkfG4zvMwolHW9ZIhWlpng8e5nQMKd4CDDy+wTi6dKMiWzOt3kzl13TI6zvH72l/eRBn53WRH3Auoko9yns7MTgUAA4+Pjdn8GBgawZ88ePPvsszOu2cM05OdXaKXDeUph7PbdOLDvxJKboBH/zvQzuCuamSJfHgHzsDHhVyZ+JnUMaTOPr40ftLMqD+w7jdHb9yD5T+OAy56yHrAcRCwHIOl6LQXgmNi+vcX2bKvGtNafxJQPTa1w1uTevXtx4403ziAmgNMPJCH3C4VC6O7uRjqdtidJErpWJICvS7VHkgOpiEmfWqvwoyQ68jVO3m5i465NJrPsZIV+6SmSoT+SRQAOosV2JKmRRIL7sA9uD5M7s5LncytCMnwpx0iqadK/xb9lGE8SF0lOOG4yxMq+sU9skyRHKk9uwsr7Ksed7Uiyy7GRx7bygcnsTe4vCa8kd27FVKpksi8kd/LZl2Ht9vZ2BAIBDA8P28Vdr7/+etTr9fW0JuW6g/z8Sqj0in5+5d95DcLvPb/k4+kDe1vs5FStK4+AeVgdVHQN440KepewmPtEo4gaNLpmybD0KxPvS4ziqtBX8fvnb7eXSwq9bxD5ytWI/Z/15xdbjnfe0wAu5z+qOYMennqd2y9zHXOZ2L4moC9MKkkSkiDI7YZhIBQKoa+vD3v37kVHR4cjxEX/lFvBcvvCSIbcHiR3KI8Gf07uzABkWEuSMrYlQ2YkVdLMTVVEkiZ6hUgkGS6zrGaFfDdRZZhShl/dig3blSE+kh+SLYZ56b2TxNI9Xjwv25V+J/5Uq1WH/4mhZXfiA8ffTeDkPWM/JVHhb16HJHq871xySL4GTGe0Sv+bHG+pokrPmSTCcpUE+ZzK13k8yaYcf6pv7lUbJDluNBp29f7+/n4kEgm7v4cOHUI0uvAUcw8rA19vDwbfUkEsUFn8scrC69LH8Yfbv4D3xge9gqMeVh0+mEibwVm3H6/Nnj3bZkZmJWES+wMR/PnAvXaoMhaoYPAtVfh6e5bU55XEguqIKaVMAH40Mx6/iun1KyoArgdwL4C3AngIwIcAfBgAsyZTAF4G8IcA/hzNzMkvAbhVz5M1uVKKWDgcxu23347+/n57cpXhGiocbtO6YTSXI+rr60M4HLYnM6lsTfXbnkhl+I7bCEk43OeTxG02o7tUaeQxsi9sQxIpd5iPRM/9mrsulvSlAXCQLDeZpcLk9lZJ07t7NQL5Go+VkOROkj2ODYmOm/hS9ZLhPAlpdJfndGd/sl0ZuuR+7hCtVCWBJlFijS6OQ61Wm5GEwVIURCAQsNfEZN+LxaJjzUuSRV5jqxC6JJRSDZPPrCTmvIdUM0dHRzE4OIh6vY7z58/jq1/96kpW3vfqiM0Bs7MTR39nOw7sPbOo4xiG/OXe+7DLF/Y8YB6WjIa2cLZRxNYlKFqyjdmewaJVnTWLcrGo6QY+l+/CPWOXIFMN4/kXtmD/rx9DY3RsWdp3YyXXmnwvgL8T//MTeIfW+mGl1E8D+BSAXgDPArhTa50FAK11Ril1J4C/APBbAM4D+Kn5SNhKwTAM7Nq1Cz09PY5JU0L6ceRx7e3t6O/vh2ma9gLcbmVLhuNamcal4iXDg5I4yHMy80++JiddSSIkeZLXQmVFEiJu4zllCMudJci+8hj35M0SHCQYSinbPA40/V7xeNxe0DwQCKBUKtkqmLxGWZGeah5DbiRG/GEx0kqlYu8vQ4NUJzlmvFZ5ryTxcBPgSqXiUJ4kEaOqKMm2mwzLel8cP56TSicVPvaHv/n8lMtlhEIhBwF1ZzDyGZK+M0ms5Hkk6XarrzKsTvC+tre3wzAMnD9/Hj09Pdi1axeef/75GaTWwwpjyhe2/6KTizrMUBoHE+fwq52PIWZ4iqaHC4OpDHTPoWgtBMfqpVm/ECwXCQOaocp3x8ewxf8A/uT0bdi/9wzG7rgIqc88um78Yq+5yvqdnZ1429veZmc8zqXuyBBib28vOjo6HGTH7VWSpmo5AbLWlqzt1EolY1s0uMtMREkIpHLGPri9T1ItE+PpuEZJFElIqNpwfx4jQ3Gyfelnkq+TfMRiMbS1tdnERWbj8TwMsQJwKERUghhG5biwCjzQJG4nTpywiY08P0mqvFZJSPjsy6xBXgPJn1tZlCE89xhxLGWWJK/T7/ejWCwiHA637I/WGoFAANVq1d6HipksUSHVLp/Ph2q1ahMxGvRl32T/qcIxnC29cPI5cj9XfF4Mw0ChUMC5c+eQzWbxhS98AaOjoytBxjxFbBYYh/aj9InSokKShtJ4a9dT+JH4iZZlAjx4WAjmUrA2Amq6gaO1Gv7w3O04lWtD9MNBWM+8sOznWUlFbEODE1I4HMZNN93kMMDLTDg5aRP0g6XTadtHJetwuRUSepwYIpK/OZly4pL+Ik7iXBSaoTbZR0kASYyA6YKe9PW4Q1CS+MnsQsAZHpVj4Dazy3pq0hdGtYb7MlQLNEPAyWQSlUoFlUrF9jgxBOfO3pMEk+fiWLGfHCeqUV1dXQiHwzPqrsl23JmLAGxCKEmJJCZUsuTyRVJBkokH8n647w/PS69drVZDJBJBo9Fc9ioQCKBSqdjHBgIBpNNpdHR0oFgsolAooFwuo1wuOxQtGcLldVNF47hKwifvoVu5Y//cYV0ZBue1RCIRbN26FWfOnMFNN91khyjdpM/D8sPs7MTRn4nhQCCz4GPSwQLe3vF9/FAkC1N5JMzD0tDQFr5RCqLLzOOSgB8n6kVs922sEid+ZeLSgIlf6/sqfvfcnXjkZ/Zg/6+1r1iIcjHY9ESMEwRDkl1dXfY26TmSExIRiURss7IsXyEXp2Y4iCRHhugkceDE7c644zmp+MgsRDeRIqSyxuugeiJDXXJCJZFzZwa6SYaboFFBkUqVVMDkePHaZNjPMAyUSqUZXjCG/WSY0LIsBINBWzmrVCqOMChVI15/sVhEJpOx+yevXXqleLx7TNy+KhIPWfaBz4dUJ3mcJO1SuXMv4s72o9EostksJicn7XvGgq9UIi3LQiaTcYRro9Eo2traUC6XUSwW7SxGXos7fB0KhWYsjSTJuXxvyAxPtwomv6BQnWSyysDAALTW2LVrF44cOeKRsJWGUhi7Yzf271l4SLI7lMPbO76HH4yU4WVEergQmMrANaEs/mriUhwLDqHTZ6Cqi9jtD8KvzPkbWEfYH4jg1/q+it/WP4hjd+xbFyHKTf3ulAQmnU7j2muvdag/VD0kaeD2aDSKbdu2IZlM2pX2W002sqgrQ1HAdCFSTvgka261AYC9tiMwTdhkjSkqcVQ6SPpkWFWqP9yHRFASEHfJAqkeAdNhKhIFKlwMgUmCYlmWvU2SILn2ZLVaRbVadShW7F+j0XCoUlTJ6BujyhMIBBy+KV5TLBZDJBKxr533SV6fvEZJymXdLalUNhoNlMtlR4FXqXRJYizDdu4QMQv0sm3+JBIJRCIRhEIhlMtlZDIZWzHksdVqFcPDwygUCggGgyiXyxgeHkalUkEkEkFfXx/i8Tii0aj9nPDZkKsKsFisVPL4XMgvIHxNvjfklwjeN44RK/Fv2bIFd9xxB9rb2+176mFlYFyyF+H3nHcUqpwL3aEcfr333ikS5sHDhWPSauADqaew3T+KfjOPe/IH8U+51gtur3fsD0TwX/v/Dd3/8TiMS9Z+Pd1NrYhxogyHw7jxxhsdmWMyZAPA4ckJhULYunUrIpGII3zmDtW4PV9SXeK+bvO8LA6qVLMYrFQr3MqUzKCTk6MkG1LRkL4kGWqS/3N/KjgSsn1JJLg/CYZMWJCqi9tsbxgGotGo7bmiekOyFovF7IlfkgF57VSZGMKTNbcqlQpKpdIMMz7HmSqg2wxPMidVPHnN0rwux8adoSjvlSTXVJC4P0lMMBi0w9dKKYyMjMAwDJTLZXvBda2bmZEkwul0GuVyGblcDplMBkDziwKV2lqthmKxaBNekkep5EmCLT1hchufX16/rNZPn5skpAxT3n777fj85z+/klmUr2mYHe04+nNxHAi462K3Rncoh4/23XtBGW3rDRvdn7RRIcedz1OHCQAB3J14Bn8w9EbsC5xH0qhgp9+P4NTC3Rvhfu0PRPDxbV/Amz/8M9j7/65tiHJTEzFOijt37kRPz8zaITIMw8k1GAxi27ZtiEQi9sTvNjHLyvMydCbblH4nGQaT5CkYDNrEiRMqQUWjVCqhXC47PEjSV+Y2WSulkM1moZRCPB6H1hqlUgmZTAbd3d0OIzb7Jb1McvIlOJlLNY/XIMO0MjyndTPrcGJiAj09PXbolcSzWq2iUqnY3icZ6mMWpDS8cxsVyFqthkKhgFwuZ5Mo2W8qOATHXRJjEmISHrdfitcoi8+6w73u/wGn706SUt5n6WNLJpMol6dVi3A4jFKphHw+D6UUcrkcCoUC0uk0+vr6UC6Xkc/n7efC7/cjEomgq6sL1WoVhUIBxWLRUcCXpS5kmJRfEuRYyS8M7C/9aJLMymclFArhyiuvxNGjR/HEE094IcoVwPhte7B/96kF7ZsOFjY8CXukbGGLb7o0wrFaHg8Ud+MDyeYyTjXdaBkOq+gpb+RUoGejhczWI843iogbZstacxaAu9u/i3tyl6LXn8F92o+fSR1DTTfwV5l96PZPImUWcHu4uG5J2f5ABF++8S/x/rf8ItJ/uyaFHABsciKmtUYsFsOBAwdm3YcTDb/hDwwM2DXC3B4mwGkoJ6QB2k3a3CEyoJklKCumA85SEH6/H6lUCj6fzzZC83h3GQw54VO5yOVydniPRIylIhqNBsbHxxGLxRCNRmFZlj3xM8xI5SMUCtkKoQSJUSsSIhUxn8+HSqWCM2fOOJbxkYuaS3LjDqFJ8kQCw3GSyhhDgXKM3aokyQ9DxLLGlvu+ynGV2+R9lPeVY+Cu60WFqtFo2OMviRDDr3wO4/E4gCYZq1arGB0dtVWySqVie8c6OjrQ3t6OTCaDarWK8fFxBINBJBIJpNNpBAIBZLPZGbXM3FX53X45/s3f7KNUwRhKZshaqWY5jTvvvBPHjh3DxMQEPCwffFsGMHJ7BR0LCEl2h3J4Z8fjG5qEFa0qvjx5NdK+Au5OPIlO04fPZy/D/tBZAM2FoP/b+CH8h9QTdlX20UYB9xW34jvZ3bCgkPYXAAD7w+cAADeGT2KkEcBe//R7NqwCq0IOarqBiq7h1Tqw22fAr8wNRRAtACfrCpe2qCax1RfDVh8QUk/ha7lL8Avpp+BXIfiViSsjr+LPztyK2zufhxUuYD1f8YFAGG/++Qfx3UcuRuPFV9akD5u6fIVhGHjDG96AvXubMWBONrK2kzSxb9u2DbFYzBGyk14aqguifwCmVQ/5miRksi0uxC39RbJf0WjUVuHq9TpGR0cdRLBVzTISsHq9jkwmY0/6LCJKEzyN8MPDw4hEInZyQKlUwuDgoCOrTnqC2BeSH6owbFPW63KPgyRVrQgQr4NeMvaZYeFMJjOjLEMymUQkEpmh0ADOUh+SFEr/Fs/nXp5JtgFMZ6PK0C/balXhXqp6MrFDKkp8BhjmdYdDOVa8T/SJ+f1++wuCz+fDwMAAOjo6EA6HkcvlkM1mUa/X7UxVy7Jw/vx5R/Yr+8yVEmSoVj6rfL7cni+3wivVR8Mw8Mgjj+Af/uEfZoznEuCVrwAAw8SJ37oae244Me+uIbOGjwzcg6uD/nn3Xa8oWlV8pdiJi/zDaEAhpBrY5lMo6oZdSX20UcBfTVyBNl8BPxQ7ioYGJi0/fv3kXbO2GzJrsLRCwJz+nL4+dQxJs4A3RE4gZfjgV6YdVpsNNT19vF+ZKFpVm1QdrdWQswI4Vu1CyKjhbdFxVHQNnxi7Ai/muwEAOyOjiJkVvCP5fVzk3xi13I5Wi9gfmH/NVLdKWdE1/MbwVXg514lLkuewKziES4NncazWCQBiXdP1g0u++y70v/MlaJclZbHwyle4kE6nsWPHDgDObEhZ+wrADBIm9+HkKgmVJBSc5Pi3m2hIlUWqUu4yEolEAqFQyCYIhmFgZGQEWms7HMf23Yt6M1RHNaJYLCKdTkNrbROzSCSCer2OsbExO/suEAggmUy2NPBLNYp9pgLCsCI9TyQaVNikYZwTdrFYtAmAaZp2UVefz4dQKIRsNmuHCJlByLCjnPBlaJOkWBJhqmUcH+mVIsGWIU6+LkO0VO5aZUpKtU+SS7eiJq+T2+Q9ZL/dmY1UyFjugwTV5/MhHo8jGAyiWCyiXC7j7NmzdlgyGo3a60LWajWkUil0d3fb1fBlOFKuGCCfZfk88ZlmX6mAuZd8kkkal19+Ob7+9a/jzJnFVXz30BrGwT3ovXr+tSQNpfFL/ffhisB61h3mxqPlBl6oDqBgBXG80oVfSB9BWQN/MHoVboq9gDdFaqjoGu4vDuCpyQEAwEMTe3Bn+zNImHMnJJQbzc+JqjU93d03cjEA4MvmYRhKoyeUxeWx6YzU7f5RXBYs4JWaid3+Bu4p9OGZ4hYAzfHeERzBg5mLMBDK4KLwIL48fAiWNlDXBmL+Cvp99+Oe7FV4KjNgt1m0AugNTKKszVnDq+sNu/2LL9pa0w3UdAMhowZLG3hiYite9HfjcP8ZtJt5fL+0HYhmlr2vF4qvXfFJvO/an4Px0JOrfu5NS8QMw8ChQ4daThzurLDe3l7E43FHKj8wTd5kppmcsNwmefma9C2R0MmaT9yfdaMAYHx83PZRjY+PA5guTcDzu4lcpVJBtVpFqVRylNiYnJy0J+1oNArDMDA6OopcLmeTPmbhkQC5/W4y5MrJWa5RSB8YS3bQm0QCxuuVyQFsj78ZvmTGo/TGyRIMJBAMl81GSOX9ITjerXxObj8fiZIMWfMeSNItzf3yOZDGdmYXcszYF3oPi8UifD6fXeyV965SqdiLbsfjcVsNY5vBYNAuYFssFpHP5xGPx5FOp2FZFsbHx5HJZGCaJlKpFMbHx2eEs+V7gXAnHsixkePIa3H73Xw+H974xjfiM5/5jP3seFgiDBOvvrMNewIn5t5tqljrVUG17hSGhaKia3iwcDG+O7EdEV8NCX8Zfzx2EG+IHcELuW68Pn4EDW3hf2T24NsTu/Czff8OAGhA4WL/JHJawacs1PXir58k7dV8B17Nd9iv+5SFgFlH3TLgMyyUG35Yevpz5Sk0CdZ4JYoj2V7HuTsCBfyfiavxSq7Tca5Xcp0YLsdxc/RFDDVKGNgAIeS5yCLJZLPGWAQ9ZhbdZg2fyR7Ch9pewP7QOezoHoFfNbAnMIi9fhP31UK4JrI24b/50OuL4fz/W8XAd3wXrIotFhvznbsA7Nu3D3v27LHVGmnclkSMfhtOlpK0uRUwbpeGdDl5S9JCZUWWcpBtAUAsFkN7ezuKxSJGRkYQjUYRDAYxMjJi14oiGSHR4uRI0sWin4VCwd4vl8shl8vZIcTR0VGMjY3Bsix0dXXB5/NhYmLCVtL8fj/i8bij75KUUT3h2JBouUNpsv6XVNm4mLjbG9ZoNGzDPl+nEsaMSanS0fBPpUlO9iQC9IoB0745QnrEpOePZTKkV40mfhIrqZDxOBliJiTR4+La7ueIzwRDuwDswrjDw8PIZDKwLAu9vb1oa2sDAFsFq9frtrrIBA+tm1mWp0+fRqlUQldXl72UlPSiSZWr1WL3JIXSh8cxlmVLSEg5xvIeXHHFFbj22mvt/z0sDbm7r0Lf687NuQ9J2PsT59Y9CctbM1Wrmm7gmWoZfzGxF98Z34mecA7ZWginCm14JtePTrOESxLn8A/D1+PrpaZZ/Jf770GfL4d/Gr0WJ6qdKGpgly+Mg8m5x2qxqGsDxXoAVcuHYj3gIGGt9pU4UUjPIGFAM0R6MH4Oe/3mhiBh8+F8o4SabsBUBm4K5fBSrQsfPvNmPDG5DTXdwA/HRnFn9DgaWuHLk5fj6SrQ45tExpo91CnDv2uBB676JM7+wtWrft5Np4gp1SwJcfDgQXsSlUVMJSlLJpPo7u6eUabATaxaKR88F/8nKZFGbGnel2s1+v1+JBIJO5zUaDTsUgTDw8N2++Vy2S4TMTw8bE+eoVAISikH+WKleTn5MxRYq9UwNjZmq1oshZDL5ey6VNFoFLVaza4JxuVz5FJEvM5QKDSjVIEMtXI/Ge6UIOklkXHXwnJn8wFNopJIJBAOhx0qpwwPSx8Yt5FQSZO+DDGyfcuy7GKxVKykosfX3WFG/k/fGQmaJO7yeWG/Ocb8rbW264uRaJXLZUxMTNhZlZZlIRqN2s9XIBCwiallWchmszh37hy6u7ttAlcul+0sVN5/tsWx4jPLkK0MxcpyHTKxQJa5kJ44n8+HW265BU899RTy+fwc71QPs8HsaMfgnVVc7K/Oud+e2PC6JmFHq82Cn0ONEj567nZclTgOv2ogalRwR/Qc/mTsSoxU4zhXTKKuDZwqtNnHWlrhdD2Bc5UkxitR/NXZWxDxVXFV+FX8e24/zpcS+GLpMjwc2oNf6b0Xb0o86wgD+tRUZvQSVLLlhKE0Ir4qwmYNb04/jTdHx+b1ol0oRhsFmFBoM+f3dl0IZFJIxAjgzZERmB3fh6ksBJUfQ40S/suZNyNTbZLos+UUfq/vHow04i3bO1/P43/nDuI/JI+2zNKcDy/VChfsveswo/ix930Dj3x2F+pnl5fcz4VNR8S0blb75iLFwEwPEdBUo/r7+x3HATNLNEizOZUiGaLhxCrDWFRY3EZ/Zph1dnaiWCzi/PnzCIfDCAaDyGQydpmKer2OQqFgT/STk5MolUr2xElSQsJIpYJV/uUahLIKvmmatvmdqFarGBoagmU113CkEmgYzfpfJFySLBUKzawkrokoJ1xOzpLIytpWVNj4v2EYjmr6kvxGo1GEQiGEQiEEg0FHyJT3kuRCKoXch8qdNO3zON47qfC4fV1U5dweMN5LGarmvZfqoSQy7ueM/TVN01a1mMgRDoeRyWQwOTlph23dHsFSqWTfh0QiYRN2eu24WLh8TknkZZibYVQ+d+5nxv2cy9Awv+i4kw36+vpw6NAhPPLIIwt923oQmHjTHlw0cHrOfXrDWfx857dgqvWnrOStMv45txMA8GBR4YGJvcjXgvhK+VIAQCpQwr7AIPL1oIN8SRTrATxe2oGw2Xw/1bWBbC2ET5y+w0GuRsox/JcWRv2YvwJLK2Rra7esU8Co40d7HsNtkUGElG+KgK18MkVbCxJT0bUVIYDS6xYxAvjhWBY13cBnc9346tilyNemPWa5WhC/O/RGhM0qtvi+g5FGFIP1FO6MnEabGcGRWhIPjO7FS8Ue/H7vNxdNxnb4ludef7j9CP75PW9E/8dXj4itz69SF4BwOGyXq+BEKzMOlVIIh8Po6+uzJ265j/QwSWWMx3LC4napCjDkxP/lcSRQHR0dyOfzKBaLSKVSCAaDGBsbsyfWRqOBbDaL8fFxO+TIkBSVCEkauY3XSrM2CU8kEkEikbD7xnZIEknASqXSDH+bVH/kQuCSREUiEVulIbmQiQ0sW0HiYpqmrfxwnPL5vCM8CcAmB1SYpOIla2LJdiXhaXUtvCckUDJ7Vl4riYgMi8png6FW6Tfk+WVFfWC6VplUZZVSduFWkjySNhZnpYrFfvC89JLlcjmMjIxgcHAQp0+ftlU/w2guKXXu3DmbIMuxkNfLc/JZZt8JqYxJf6D0FLKcBbdzzG666Sa7HIeHhcPsaMfwHRX4jNkzT3vDWfzX3vvWVZmKhrbwtaIfo40Cfm/kanx56BC+OnwJvjLsnIwBoCOYR0H70ROcu0CtpQ38UucDeEPHiwgYzc+fVgpX1fI5jPgAkKmG5yVh3aEcfqz3MST8K7f6wHb/KJJGeMVVMAlTGTNU0jP1hS8S7zwuj6I1uzI7NBWeJGq6gZdqVUw2ojPue7nhx4lCGscL7firkVvw38/8AP734FX4yLlbUbSq6DNzAIBzxSR+8cyteL66uALRy5X84Fcm3vXub8DX37cs7S0Em0oRU0ph586dthrmnpjpMeru7nYYnoGZfiISCx4ryQVfl2EnqmDcLkOZltVcjiedTtv+H9aBmpiYsNUuABgeHkY+n3f4tGTmYK1Ws4kcQ5QyI1Cay7PZrCNZgJO6VPTk8k1StaL5nuNUr9cdi0kDzbBXJBKZkXEnvUfMipycnLSJIseL19bqf5Iyqm7AdEhTeq7k9bR6jQRJ1tQiASLZc481CRXHlYoX2+LrMnQpK/TL50D6rHid7oxbrlBAkl+tVlEulx1hYgkqXiRE7Av7wWsdHR0FAMTjcds7J/spa6vxXPLZlV9KqDByjOVYkahLckZV7OGHH4aHhWP8tj3Y0z+7GuZTFj7Q+a11RcIquoaG1tgXKOJPRq/DM5PNSMNsYcFXcp34RP6Oedt9ZHwXtgVGMVRLIOavYLyyvNPVWCWKM9U0LMztZQyZNdvUvxjUtYlz9TYguPYh+l3+pT0vvebcC3t3mk2ydayWxy5/DH5lImcF8OD4nlmPKTf8DiV0qBzH741egfFaFHVtIOKrwoLCx8/fht/r/+qa+Ok+3H4E//zeN6L/D1ZHFdtUilgoFHKoYRKcWDs7OxGPxx1V7AE4yIOcYGRYUprNeQwN4jSPc7skcu3t7ejo6LCXp0mlUhgaGrLrRFFhmZycdCzoTEO2VBpIMOVaiAxHyomf15fNZu0QmySdJFySeHEbw3I8tyRAMlTFumVUaaTiw3OxdAbJDyGN5oTMLmWIMBaLOTJFpRpHZUn+30odk4oYyQRJlLy/sm2GSluRK3leSSTd5FaOA++V1tqxogJ9eGwrGAzaXxpk/TSOb71et1cjYIapUgpjY2P2YuLsg2VZyOVyKBaLjjAsVToZOuZzIH2P7vsix1PeD/n+4XX4/X68/vWvRyy2fgjDeofZ0Y6R22dXw3zKwl3dT+Kq4PpIgihaVbxUK+DhcgjPVE380fDr8Vx2YSpCXRuwoGylqxUsrfC/Bq/G0WwPxivLX3errg08NLZ7hnIjsTs+grd1La2cwRWpU7gjsrELHM9FwhrawsPlpuq43TftRxtsJBd1DksrPJUZsMlZsR7ASDmGcsOPL+X342i1uOomfr8y8a53rZ4qtqmIGL1hAGaoMoZhIJVK2Sn+cgKVKfrSCC3/J2mR6fqEnIQ5obEP6XQakUjErooej8dx7NgxnD59GplMBqFQCNFo1CZL0otFIgQ4SwuQeAGw64NxHxIzmvaBaeIlMzipVEmCxDHjJE6vFJU3txFe+r94vNvEzuKiPL9sQ4bFeDyvKx6Po7u721byJAmTipL0MrFPMlwsvX1UbmTIkf3n+Mo1ItmO7DevWapHvB6ZSShN/DIjU/qqWNSV94XPKUPJsniw2/8ms1Klr4v9YHJBPp/H6OgoJiYmHF8S5HuAz5NUfvk3AHvMZKFjSepleFaGznt7e3H48GF4WBiaatjwrNvv7HoW740Prrk5/7FKDX+R2YIvF7oxYPpxeSCHZypb0B/MwMDCS5Yk/GVc03Zixushc/pLcl0bc2Yszgefsmzj/mJhKI27Ut9HSNXm39l13OvSx/FjqcdXNSS52jCVgVtCNfiViTqmidIPRiZxc/rlC26/WA/gwfGL8NdjNzXDndbqrmX7n9ufw8n3bl+Vc20aIia9YYBz7UiSsJ6eHntSkZOmrPMk1QTp7ZFZdLLAqjQ5SyKhlEJPTw+CwSBGR0ehtUY0GsXp06dx/vx5WJZl+6RyuRzGx8eRz+cd6yy6r4Mkj31lYVZJfOipkkSBpFKqR/SWccKXfileq8/nQzKZRDqdRigUshUYmREqJ3f39cfjcYRCIXv5JMC5koBUjeg3C4fD6O7uRldXl2PS5zizj/IetkqkkP4t6f+SP27Tv2yTr/N6qJJJ0iEJDYmJ3++3iassXSFrmHH8qIwxSUNrbYedJRHn9fDesU0We5XksNFooFQq2aHGWq2GXC6H8+fP28+hJJocX+n9Y1/k+PMYWc/NfQ9kuJP39g1veIOnii0A86lhN3e8hB+KvrTmJKymG/jU8C2YqEexJzCEiBHAv5d68OWhQ3hobHfLcKShtINcEZlqGCfL7TBcC6i0BwuO13zKQjpYQHcot6i+poMF/MLA1/Gu3keRDhYWTcgOJs7h4kAOXxk/tKD9Q2YNqUAJP9H3MD7c/uyGqZ5/ITCVgZdqBZysN4WEY7U8jtfLeCSza1naL9YDeDXfgf966i34bHb3srS5UASVf9VUsQ1PxDiZ7Nq1C+l02mHM54SXTCbR1dXlUBCkeiDJDScdOZlwQpP/SxIhiVC1WkU4HMbWrVthWRaGhoYQCASQSCTw0ksvYWRkxCY+1WoVk5OTtqrAfkljPPsYDocdXiOSCE66tVoNoVDINnTzWGZftre32yoYlS4ADgWExutwOGwXgWWh0C1btqC7uxvxeNxRk0oSFxrz2V+/34/R0VHk83lH31t58VjlP51O2zXN2D9g2jMmvVazhUs5PlKxkueWYTmSGHnv3c8FlSnpkZJEj14z6Z1yZx8C0z5FhmRbKZGlUgnj4+P28yD7yut3J5hIBZbEjUSQ3j6GNCuViiMc6VYx5RcPmaAiIb2GrZRBjh8AdHd3e6rYAjCXGtYbzuI9iafttRXXCkWrir+Z3IpcPYj9oXN4qHgRvlb0Y7t/FL3h7AxCRfhUA8lZDPGnCm0zFK+zxZTjte5wFj/b8w2EzRp8yprXXG8Tt2AOlwULuDs2ib/Z+k384pb7cFvnkQVdq6E0ImYVfzx6PUbK8497wl/GRwbuwcf6v4K7ovlNrYS5scsXtklnxgrgi9nD2BkZXbb2La1QtXx4prAFE43isrW7EKyWKrYpzPqmaWJgYMBBwvh3KBRCd3e3ndVF8iBVGXfITZqY3UZvSSjk+TlhhUIh9PT0oFwuY3JyEslkEm1tbXjqqaeQyWQcZSl43kgkgv7+fpw7d85eOkgqDlQ53GSREzv9XOVy2aFesMyBZVmIRCLw+XzIZDJIJBJ21XeuKNBoNOzwKDMbWXCU/eASO5zYZViPBEMWGCWxYJuc/N1jHo1G0dbWhkgk4jCvS5IgCYGbmJAsSaLMcaCRnccy9OgmEW6PnDShc5z5LEgyTPIjiRnDurJMCJU1SaDcfkKfz4dUKoVEIuFQO1spVHLcJUmVKpUkaADsenRtbW22SuVWfmU/SbhkCQ6OF++jVGJlmFKG6ffs2YPvfOc7Ld87HgDl82H8gEJHCzWsN5zFR3vvW1MSVrSq+ExuO14udeNotgcA8A/nr4OlFf5d7cPBxDn8bt/X8KFTP9TSb1W1fBgqLz2DNmZWcHXQj1z6e/icvho3JV/CZ89fja3RCfxg21N4ILsfHf48vjuxHVXLh0SghNvSz+Nt0fOIGGHUdAMTVhmHAgYu9h/B49lt83rOLK3w6PiOBfUvYNTxn/vuwxXBAFajPMV6g1RpDwYUOpNP4tFyP57L9l1QWNmNM8UUfu70nfhI3724NLA6ZUmCyg//teNQ/gB0be66fheCDU/EtNZoa2vDjh07ZoRSgsEgBgYG7Cw3TjScXGVoisdJLxaVA+mH4eucqLk/Q6Dt7e3IZrMoFovw+/3o7OzE9773PQwNDdm+HTmZcbKOxWIIBoO2YsG+NhoNh1/N7d0h6ZReKV4T63C1tbXZtbh8Ph+GhoaglEJ7e7tdSNayLDuDk+cgsWMZDdM0EYvFkEgkEIlE7Ppm0p8kx0cSSk7YJMO8dwx/JhIJmzgBsOtr8d5RaQOcZEae0+0PkyRGqjVsg+MkSQb/5xjwHrD/sqaXfAZakXUZJiVZ5PVJ1cqtvrE/kUgEuVzOoTbJvsp2eD56A2UCAq+Hz9/Y2BhMc3qBefaD40HFU6qL7nsqiRifRbfSyffOoUOH0Nvb661BOQvUxbvRd+XMNSUT/jL+a+99a16F/Z5iB7485AzPcYK1tEKmHkHGai5qzYzJ5cDh1Bn4VQMfaHsMQAxvDDdwee838Mdj16AzlMcHOx7E4WAQt4efwIRVwt7QeXxh9HIAQKYRwd9ld+GDyRP45OR2fH3kYrQFi7it7TlclzyGiFHB/RMXX3ASgKE0rmk7gUs3yDqf5+t5RAxzSQVTF4Kg8mOrz48R/whivsqy1nGztEKmGsYfnL0Dvzvwr9ixxEzQxeKrl30a73vdyq5BueFDk4Zh2KEPmSmnlLLLVMhQn9yn1bd36ZFxT/iylhUnLKpGjUYD8XgcltWsdB+Px9Hb24sjR47g9OnTdjkCaaznpFYoFHDq1Cm7QKf0MDG8KifiVoRDKkcA7Or57DeJWiAQQG9vL7Zs2WKXngCAwcFB5PN5WxEpl8sYGxvDyMgIstksCoWCXTCU6plMcmD2qDtEpZSyQ56ttsViMcRiMVtRc4d7eZ8kAZHZem5ViGPEseD4yX2lKiPLe0iCLfeX+9K4z/svw5IsPSGJCskct8vnD4BNMNkGa6TF43GbQLuTHWQWpyRcMqwtVTc+ayyLkc/nMTw8bHvTpJIoM0wZdiUBliFp3vN6vW6vRCDvrwxX+v1+vOENb3CEsT00oXw+vPrONsQCzjpPPmXh9vZn17xMxfPVEv738FVz7nOq0IaPnHj7gjMmFwqSurQxvWxZmxnBxzqfxsf778X+QPMZz1pl/Mq5N+Hvz12PfdEhJHwVnK204b6RA/jYyGE8MtH0ro2UY/jnwWvQgIGhenJG7bHFwlAaveFJ/FTbMxtiAW+guZ7iYknYbHXE5qovdjjgw0f67p0zK3apyNZC+Fz2MlT04pIolopeXwznfqEK5Q/Mv/MSseGJWDQaxc6dzSrOchLo7OxEMpls6UuSkKEpORlJJYMTk1TKpIeGxvtwOIx8Po9oNIp0Oo1XXnkF586dc5RpYJkLwLmoOOD0QcnQHCc7mdkmJ2XAmbEITJOvXC6HycnJGfvIa1ZKIRqNIpFIIBaLQSll16niZC2VD/aHShUz/9xkS4a1ZDiYE3w4HEYymbSLm8oQorx+t/fIrQ5JU75UBKVqJU37PFYqcPJZkH9Lk7w7TMl2ZMiS4Vl32JEkjWtLyor0kiBKIhiJRBCLxRAIBOx2mUDgLisiyTsN9W1tbbZSy2eW6mqxWLRXWZBqF0m2HDPZJ6qn9J4ppeyloWRGK0klx/GKK65AMrm4tPbXAszeHnRfPeh4zacsvL37Cbw7PnsG5WqgaFXx2czVKNbnn4AuNLuxFSyt8PjENnyv6jx/SVcx2DBRtJrv3ZgRxPs7H8Lbu5/AtuAogkYNz0z222URpCpjaYXRWhxPTm6ds2zFQhAw6vjd3vtXTF1aCxytzvRgjbYgXMdqeZxpzE6ETGXgQMCHSy5gDdCEv9wyyQNo1pj7H5nZa5UtN+676q9h7N62Yu1veCK2detWRyYb0FxDsrOz0zaxE27VSPp6qEQA05O9DPu5F3yWKophTC9GnUqlEIlE8Oqrr9oLbZOEyMwykg5OhK1IlTSfcwLlZNpqX6o/9G9J0gI0PUKFQsFeOofq3dmzZ1GtVtHW1mYX/2TBUyYqyD4yZEnCSFLqVlEYOg2FQg7F0bIsJJNJdHR02GoYJ273+LhDjCQLkkzKsZPhS0kw3J4nqWxRSeI9ltmJUolzV6QnEWe4mdcuQ45SWWWYk0qqvB4SGBne5G/ec7Yribr0usmxAmAv+s5ngPcVgE3SuaKBJFvusC+TFKRCLMkjz8dr43aOBZ+liy++eAHv6NcWxm4eQMS1puTW6DjeHR9e8wzJ840qMrXIkss/uGEojc5QflZT/2zINKZrVE00ini6GkCnUUebGcFLtQI+NnIY3y/twPsSo3h3fAyHoqfmbO/ZbB/KDacaFppKBFgo9saHcFXqJJLG2i2htBLYH5i5PmUrVXaXPzZnVuhwo9D05tWWvt7lXZ3fx0Wx1l9GLK3waGYnjtdWp1hupxnEybtmLuS+XNjQRCwUCuGSSy6xMyQbjQbC4TB6e3tnhO/kRAM4TfmcxKQqIAt4AnBMlAy1cTu9N8ViEYVCAWfOnEE2m4XWGul0Gul02jEpSzVDqmsy1CiXRuJ5EokEurq6Ziz2LCdXWX6C18bMzEKhgImJCSg1XTphZGTELgZKQsSyCFRgOHaytpVUwrTWdqZlOBy2J1+ZMCFDsslkEvF43FbfOBYMb8oaXpJskDBJoiwVGBJQN4mRxEISSKkuUvGSxEIa/UnqJOnmvSQpk/XFqFrJZ4fXL0mkVEV5vdVqFefOncPg4KCjwK/MSuUx7lA1x6ZWq2F8fBzZbNY+L/180tvGdoGmupxMJmEYhsPLyLZlPTWGZN1jKq+VZWC4zy233OKVshAw29MzSlb0RzL4SNc3Z5Cwmm6sWiiGSBoKf9D7IG5dYKbhfLg0eRY/2/0N+NTiinP+6/hlKFpVjDYK+Mi5W+FXDaSnKrr/48Tr8FRmAMfK05PkZGN2gpAOFnBD+hXsiY/YrxlK43DyDHzGzH6FzBpi/opN0gyl0R3K4fLYSbw7+eSGCUkuBXlraUs/fbkQwc+efAs+PnYZThXSSz7/Z85fO2e4u9owUdQrP/7Ha3k0tMb7330ffL09K3KODW3W3717N1KplD3x+P1+9Pf322UcZlMZOFnJDDg5IQHO0JH0Ks02CZZKJXv5Hq4PSWIYCARsokifFv93e4YkIZBEo9Fo2F4tOcExXMbJT4Ynqf6Ew2FUq1WbVLDUBdUuw2gWbeUahzKzkJmMAOx1JbkuJsedqhivJxgM2iqYz+dDJBKx/XEdHR1IpVIzFEY5xvL8vH6SAHkfCan+SYWQqpwkV/J4t6IkQ8HsuyweK/smSQwXziZZZKYpz0lSxvY49pJE8v5RoXSPqbyf/M0xo1+P52SoV3q+gOmsSumbq1QqCIfDDjV3fHzcUTBWqoPuOmGSoEpCJu8F+9PX14fLL78c3/rWt+Z+Y79GMH7HRdjTN72ckU9ZeHfHd1qa85tErI6gufJZeefreZQ18NXCftwSeQlxY3kKaT4z2W+HDFvBpyz4jIZjOSGfsmAoC5NWFX6lsCM8igcL+xBVz+FAwG+3lfSVMNwo4PFKO14uddnH740PoSuQwyvFLtza9hxuiwwipoL4o/G99j6WVngm24+QWbfP3R3KNUlXMIt3JL+HT4/ehOFKDFelTuBnUkcRMQIANveXioxVR2yRUs35eh6fGXojivUAnpjYekHnny/U7TMsPF7ehgOBlQ3hMyngQ20v4O/ffxsGfn9wniMWjw1LxAzDQE9Pj63+AEBPTw+i0aijaKtbEZMqBCFDWLIgKTCtqgDOEA3B40iIxsbGkM/n7Uk7n8/bxERrbYcEpbIjy0BwomfbcnLja1QnOA4kG8FgEJFIBKOjow7PlFIKuVwO1WoVqVQKIyMjsKzmepckYD6fD6Ojo/bC4zKEFwqF7KxLEjUSXRnOI6lhRh6XNqKCR5LS6vrcJnrpl5LkEoBNHuVakfV63RG+k4oNx4xjIbMg3T5Ad9haki3uy+xH/pbPjJvYAdMlMUgY3YkOct+JiQlHligL/BKyVAbvP69J1odzZwZL4hYIBOySJ2NjY/aKD7VaDaOjo0gkEnZVfjluvF4qj0xScYfW5T2UffT7/di5cycefvjhGfu+1qB8Pkzsny5ZQV/Y9UELrQIVESOACFbOLAywTtgePDSxG+VGk+Tcpw7AgMbu+AheyV1YaGa+ibUtWMSeyDC+Pb7Tfs1nNJDwlfGF/H6M1uL4T+nH8VuDb8Bfl2/Cf+t73N4vqOr4veGb8Wq+w3GekhXAZeETuDvxJAZ8YVjw4d+KMbxS7HKcO2A0kA4UkKmG0RvO4rd670OX2QyrmSqIX+v+BnJaTYXjVvY+rBcsNlu3omv4+MgtC/IUzoZUoISqZS6ojWI9gHvHDuLm8JdXJYMyqPwwr5lYkVIWGzY0GQ6HsXPnTltlYAiQCo2cHNwGbukZck8W0m8jJzy5HI80ykuVK5PJYGxsDPV63VHEtFKpwDCa1fFlKQoAjgrobiO67LubjJG0+f1+mwhwbUp6yDhhUsEqFosoFos2QZqYmLDPn8lk7Ar4JAb1et1epzCTydjeMqqFUmkkcePYM7xI4hUKhRCJRBzHUJGSYVjeA16zZVl2SQ/eB3cYl/dVeswYxpQkjIRa+gLZX94TGRbmdrdPTFbY5/hLQsoQrvT1+f1+R60zCaUU8vk8Jicnkc83PQ8kPPI5cxdylc8mv3Sk02nbpG+apsOfR7AtWT+O99Dv96NYLKKjowORSMRBmEhCJemWY8cxkx47Xjfvz+HDh5FIJBb4Lt+8MHu60X3l9Dfr2zufW3Nf2NdKadw3cjGK9YCjPEVdGzBhIeavzNPChSFXC+KFQrfjtXLDj6PZHtwzfBCPT2zDt8vd2BYeRaYWxu+M7sOJYnNJu2+P78Qruc4ZZM+nGugy8/hqYT/uKcbxSq2Ok9VOFFwTfdisod1fwN74EHaERxE3fDCVYd+PXt/cnqjXOs7U8/hKoR0n8u0X1M77uh7BG9IvLHj/fC2IB0s7599xmfCVyz8FY/vAsre7YYnYjh077JAHfWEESYv0uEjPFDA9OXJ/TioyxEVIVcAdfuGkzTX9OEHxGGaXMauSExN9YpL80XsmQ3WS9EhViKE+EjhmPYbDYYf6AcAmTyRUDCvSC8bwoyx1wMmak3QikbCr7UuCGIlE7GKx1WrVzoYMh8N2FX8SEhlSk4tbu8Op7DvvhTur0u2xI0hYOCaSMEhiK++nVK14Tv5NguUmdCQWJDIkZ3LZIKmAyRCjfC74vHEJovHxcce5SEBliFwmC3AcCD6PrMvW3t5uhx0loZMJAH6/31bHKpUKotEoKpUKyuUyOjs7HWuWsg33+4HEi+8p6aXks8o+BINBHDx4cNHv982G0ddvtU36MX8Fb469uKYk7Gi1iH8euqblNkNp3Jp8HpfGz87ZRsxfWbQRX2JHdAw3pF7B1ujsC2X/7bkbcLqcRjpQxLlKat46Va/mOxBUDfxM6jTeEi0iZwXwXGHad/SGjhexNz6EhK+EU6U0KpYfPxB/DrFNZsJfSXyrDHzoxNvwD+eva7nE1ULhUxYSRhnvSxzHm7uewQf7H0TEN7vyxBUW+nwrv7B63iqjoS10m0GcfOfy+8Q2ZGjSNJuV9DlR9/b22uEjwFl3Soa3uM0dGpMhQqkAcGKTxAiYDo0R9Xodk5OTNgFgKEpOYAz/+f1+O9zkLj/Aauzlctlxfkn8pILHayBpkqqJ3J/lD3guhk39fj9KpRJKpdIMrxInXBl+LBQKdn/i8TgMo7lmJceMBnxepyRAnKjdxneSAip4vD5Zn0vW65JEyl2fTKozsq6YJI/SuyQVr1ZZrO4sWpkUQeVRqWapD44V++BeaoljTv8i1Tl6/7TW9n2XWa/AdFV+7s/+87qk+shj2traHD40jiuV2mi0+e2eSSbZbNb+kqCUQrFYRDAYRGdnJ0ZHR+1rYX/YNp9vEja3wizfO6bZLNK7c+dOfOc733Hco9cSlM+HzD6g02guSP1DHU+vadHWolXFP2WumTUcZGmFI+V+7AwOYywexYu57pb77Y8N4vlc75JDU8cLTTXlTDE16z6WVng134HecBavSxzDqULbwtqu5TFiBdFpVrAlNIGueBYJo4SHsxchUwsj5S/h/+n+Jq4O+vFarI6/VIw2Cvj8+C0XXJMNaK4xelVQwVQB/FTqLGq6gaPJU5ish3Gi2I6wWXOs0BA2a8jWQvjboRvR3nfv1MoGK4OybsBAHSfrdZhXT0AFg9CV5VOINyQRS6fT2LVrFxqNBvr6+pBKpRyLZbcyDMvsLUm2ZH0rqZYB0yEstwdGKlSNRgODg4PIZDJ2mwwb0rTNkA8nYxIu9oVGbrlYs1SC6BuTk7DsB9UHerfc1yVfk+1RraG6Ir1KnOTpbSsWi7Z6BsAONcpljJj1CDgJg1SlpGpEsuFW/WRNMhkGlopMR0cH2tra7ExQeQ/ZpiTLbpLJ13itrfbj/ZH+Qhme5muy+r58juT/9EjxWqvVKnK5nKNWG1VF6TmThNFNxmWIWo4z+1UqlexSI/T50S9oGIYjw5WEvFQqIRaLYWJiAhMTE0in04hEIshmsw6VVqrJbuJLksbnS75/TNPEVVddhQceeACnTs1dZmCzQh3Yg96rzsOnLLyz53v40dgI1jI48Sfjl+KpzOzhFkNp9Pkn4FdNv9ZseHziwuosMQy5EJwvJfCl8mEk/OV5VbFnq70YqqXwYrEHNyVfwDPZfvzR1u9hqy+GH41/F4+WGxjwldBtrnw9sIqu4Vy9smpV4VcKo40CHiz14sHsVXg137EsbU7WQni2WsPhqVqLE1YZT2a3oCNQwJvan8ed0eP4i/Gr8cTEVuyND+HO1NP4RvYAhioJ/M3oTTjY99CKrfHZYTa/uO4PBHDf5Z/Ce6/9EMwHvr9s7W8oIsYP9L1798IwDKRSKbS3t9trJMqQCSHDefxfZp+5s+LkhEe46yPJCa9YLCKXy9mTOyckki72m0VVeZ5Wig/3l6UQZBjQvV6hVG5I3AgqcvQl0VwvvVGWZdnEyl1igbWuksmkTYgCgQAikYht3OdYyervUh3hWPAa5WvsI8eRxIn+Nl4jCSK9WAyRlkol29dGb5wk3SQHkmxJ0iBranEbCTPH1K18SgLPe0Hly+0rk2PJ8aUqSO/d5OSkrcJJsskxYxsc10qlYqtW9HJJgsMF3xlqZg2xsbExTExMoLu7Gx0dHQ5lLxwO28WCTdNENpvF1q1b7ezcXC6Hrq6msblQKDjeI0w8kEka7mxKjgevnQrrVVddhVOnTjmI5WsFZ25rw7ZABluj47g7NgxzDUsgHK0W8dTk3J4XSyt85vzrZt0e81dQrvsvKCy1FFhaYWd0FC/kuh2ZlkTIrOFw8gz6fRPY6hvHB1OvoKzrOLzly47aWK8LmZhoGLBgAVjZexFUfuzwb3zF7cFSL/7u3PVLOjZk1tAVys9QM8sNPz6buQY7Or+DpBFGlxnF7w58GZ/JXI0vDF2OdF8e70t9F09mtqCmTRSsIK6Pv4Qj/n4UG0HUdGNVFlvv9cVw7N0mLnpg+drcUESMfrAtW7YgHA6jr6/PMfnJ/YCZhSmlv4uhOtaEkp4jTkqcTOT6fVJR4yLKbgLlVuA4WUriRxN7IpGAaZool8u2dwuAI9TKiUyWaaCKxfbla7JkgyxoK8kkiYTP50M8HreJKcmZVEzoRaP6lkgk7AQDGRYkGeEkLf1v7BdDltKfRVVJElypbDJsZ1nNYrLRaBSWZdnJBVI5oxIpCZD0B0oFi/syg1UqPnKcWGlelo6Q95jjz+MkqXaTTZJSbpMLrQMzi6byt8wOLpfLjpAwnw2gGXoMBAJ2iZB4vCnlT05O2teYTCbt5y0UCtkZroFAwF4kPh6PY3x8HJVKBdVqFf39/Th27NiMZ9JdP02qjrIWnyRvtVoN+/fvRywWs5MTXisw29MoHS6iP5LBr3R9E361dsrImXoenx67qSWJWQh8ysLtnc9he2AU38rtXdZ1JheKG2IvoTeQwVO5rZiohtEWKOGW1AsoWEHcGH4F23w+fK8awHeLO3GqPoa7Y5NItuCLbebSC496WBzKDf+sIeXnJ3vxvURzXVGgWTj2g22P4a+gsMs/hl4zgF/f+q+4P3cQnxm6FjuiY/jVKeIGrJ6v7+ev+zq+3rsP9fPLU8piQxExAHZYqr+/3zYay0kdcC6ELCc1GXqUfhf3RCG/4ctv9jLMAgDZbNb29UgSAExP5lRp3CULqA7xePfk7r4W9hsAgsGgQwUkgWJYKRAI2BO1NHPLMVRKIRwO2yUv2tvbUSgUZoTRWG6jXC7b/japPMlabdLzRchrkj4v9oPqk/Q7MTwn1Uc5iefzeUdWIseTGX1SiZP+KtkXy7JsMiw9TI1Gw1YRqc7J65UeQI6Vm3yStErFUz5fJPV8JnhurZtFexliliqr+z7KUKgMA8rwI8ecSyVJbx1VxXw+j1wuh0qlgkQigVAohNOnT2PLli12Pbx8Pm8b/3O5nOP9w7EiIZNfCuRYy4QBn8+Hjo4Ox3PyWoEKBDDQkcGPtX8XvWu8juSr9RhOFpdecLOuDXxl+NJl7BFwRdspjFTjC/J+7U8MYptvArdHKsgnXsbpuoVxK4RDgSpq2sLjlSQeLHYhZNTwaGYHdkdjuDv2zLL218M0DKWxNTKBTC2MTHVpYd6YvwK/auCpSgXHap24LTKMXl8MH+t8HkCzzauDwNXBF/FM4ml8JXsInxi9Gh3+HD6YfGmqvtvK4+3x5/D18OFla2/DZU3u2bMH/f39iMVijppbnOikkiIN0YAzpNdKQZLhPnflcEJOjlyrj2EXd70pEiE5cUuFiETG3QdOWkDrxZvlmofuEKo0iXM/thUMBh210Kh8BINB26dEQsminlRKIpEIUqkU4vG4wxMkTerukClJFseG94Skk6qk9ETJ/Qnp2ZJtS0VIerbkMyH7JceJChz7KJ8P+QzJe84+SOIuswjlcyjrxMnwIV+XSRDMXoxEIujo6LBVUipYvG6eh/dehv3YN3rDxsbGUCgUkM1mHWov9wmFQmg0GhgZGcHw8DCGh4cxOjqKarWKyclJnDt3Dj09PbZiSCVSEmNer98VauEzxP7JsLT8MnTZZZfNfINvcoy8aQfeu+VR3Bha/sWQF4vPjV2zZDVspfBivhuNBa5Z2eYr2kvyZKw6ooYFv2rge5UIfunsm9BuFnBr9EXsCQxif3wQH0h/2z72VD2/6isVbCaMNWZ+iegO5fCHvQ/hB9JLX4nBpyx8aeJy/M6ZH0SmEcEfj10+6745K4Bvj+/EU5kB3D+yH58YO4xT9dVR2LvNII7/2PItcr+hFDHTNHHgwAF0dXXZihDgnKhl2It/ywkImPaJSbWJkxsnR0nyOHmSvJimiUKhYPfBTQh4DF/juajYyEXAZQafVFHk35wM3R4id6jUNE17GRv+L38zIcAd/ioWixgbG7MJBBWdYrGIdDptT6xcLYAmc9M00dHRMUPVkqFat+olyZkMzZGQSSLjDlFKokUSK4mg3K/VcyHLUgDNjEESQ4LjLO+jLEEhz+XOHpTPqSTTvM8yq1ZCkiPLsmzPm3yO5PVIXxqvn+NEJZSlRwKBANra2mYotOyP+4tFPp9Hf3+/reQlk0kUi0WUSiV7bOQzJYkg2+H7ze2r5HNOErp9+/aW47FZofwBjL6xgvcnzq35OpJHq0UMigy09YJ8LTjrYtx740OOjM3BarMe3Zl6Hr90+i3oCBQwWo3ax3/i3O34yZ4HEVI1GND4av4ALg6dwfdL2/HdiR24pu04PtT2wqr4ijYTGtrC+WoKhtJI+MvIVMNIBUr4ofSTKOoaxutLV3qLdT/O6yTKDT++OHQZOkN5TFqllgurP+6qH/b4xDY8n+vFx7d8aUWSISatEmIqCFMZzeKuV2aWLXtyQxGxaDSK173udY7QE+DM0COkCiEnZE5I0gzN/aWyIZUoYFpB4nGszeVWKJgBSUIgU/wJVkAnIXOH84BpvxngJHUyFAjAcRwJgizDIYkgzd08J0NgExMT0Frbk60khsVi0SZM5XLZJnO8JtYNk/WjeE6OG/fjRM6/qf7RlC9N5Hxd3luOoVx+imMgw5e8JzIpgTXBSPIYdpRkgWMoCS9B8iBVRqqOUhFiWRDZnvSHaa3t1Qvk0kdcj3N8fHxGaJNtcSxIAEnq+SywLpy875Zl2aUoGI5le8lkEhMTEw6/GdD0oMViMQwODiKZTNqlMLg6A8PvklRLtZLPgftZdWfHHjp0CF/4whfs9TA3O8z+HvyvG/8a5hpP/HmrjKcr/etODZsP7rIZpUYAx2t5/NX4DS0JXL4WxF+fvwUA7JIa3w9txUi5OUk/NLYHSbOE14VfxaUBr27YQvGvxQSezGwBABhTa3Duiw3iscIufHHsCkxUlu63q1o+RymMkXIM9xe7cXP4vJ25SLw9/hy+PbHLUS6lWA/godJ27PCPLrkPs8HSGpbSdjrH/738k/hQ37tRP37ygtveUETs6quvdpQAAOD44JeTPycGaZp3Z1XK8JNcTFmGnliYlBlkpmmiWCxiZKS5aKw0mXNdxVqt5jBhu0Nk0sgtiRL3kaSGCgKvwW2GJumQy9tQvSLRYT9ln8LhsH3dfr/fUQKC56KHjebzcDjsSFpg/yqVil2rTPquSBaksZ+eIkmc3RmbwWDQDm3JpAWpbFJJkSE3ee8kAZb3lfeApJKLWzOJQBIwSdTYPn2J0kcox42lSdhvt3eKRIyLqpumaRdQlf5EknyOlfv5JnnlPZfPgnx/GIZh1wHz+/32guv5fB7xeBwDAwPIZDIoFot2eDQSidiZlMVi0R4r3g+pbsqQvLwv8n7IJZvk+9Pn8+GKK67AN7/5zdZv+E2G4+8ZwKF1sDrOkZo5axbk3vgQRqoxjFdWt4p8xFdFW6CIkXIMAbMxg1SlgwVHn/bGh5Cth9Fp+tDtz+J59LqbBIAZNc1IwoCp+mjFPvT4Mrg0UFzGq9m8qOganixus9cE5T15dHzHip3zs0NX4yv+CjoCefxg8mlcG6rglVod23w+fHzLl/D53CEcL3WioRViZgU3hk9gJdYBdSd0DPiCOP6ufmz53dcYEeMC3/KbuPTxcEIleeEERlAhkMZwYHpZGul7AZoKXHd3tz1hcrkfKhqAs3hoKBRCLBZDvV53GN8BZ00p/pYhQrYjr4ETL8mNDJcC00oZVYpwOOzwTknFhmoIfzPJgaFKmbEo12zkpMox4NhTFeGxkvTJ8BThzqKUJnaZ2cnjG42GrRK51SWpwnCcSICkqsnJXo6b20PGfSU5lqRZPkdugifLiUiSzeNCoZAjSYPPjswUlO1xH5JxWVOM18zz8fo4tjLUKI3y8vhisYh6vY5sNmvvm0qlEAwG7S8ZLAfDPlJ1kyFaEkw+L1LpYgaw/MIhvxDJMfb7/UilUnitoDRQXxdhsKfKret9GUrj5sQLyFlhfPb81avcK6AvOImq5UOlMfe0lA4W8GKuG73hLEYadQzVlr5kVqEeRMrcuCSsomtoaL1qJvXvVUw8nRmABYVUoLRkU/5iUG74UW74MVKO4XihHZ8P5XCikMYH+x/EW6JFfDh9DN8onUBN+3B7pAIghtFGYYaCttwIKj9KW5bH67lhzPqRSASXXHIJgGl1i3+38qRIBUya5nkMv7m7K6AD0x6f3t5eVCoVu35SLBazFSCttaN4Kb1VrFIPTE84oVBoRqiTfeX55YQvSRivJxgMIh6P23W8ZEiSJEqGDAn3uoy8Nr/fj2AwiHw+j2q16ghZsmQBJ9pGo4FYLOYI80pvFGuRyXNL4iLblv2RFeRlwgPJoFT7SNpIAkgkOKGTWLJfUl3i+aVvUBJ0qokk+fJYrhIgr0UqVFJ9dRvi2Ueei30jYU8kEva1cCxJGnnN8h7LchBu9dKtiMovHHw2qUzmcjkUCgWMj49jcHDQvg8TExN2eLpUKtnPdTgctq9Zkl23WsvxkEqevKfySwhV40suucTx/GxW+Hq68cs3/dtadwMAMDxFXGL+CkLm9JcgSys8V9qCHl9mRc7bGcpjd3yk5TJIxXoAp0ppXJN4Ffn6TI9YK4WuO5htqiGFha9vmA4WHP8nfCVcE9y4pv2G1lP1z1YHI40E6trA1sgEwubixi0VKF3QElhAk5SdKDQzff9x8Dp8fGxPM9Re2oa/HbwBx2t5FK0qfn/4xlUx7v/yTf8GX0/rlSYWgw1DxHw+H2KxmD0BuY3ZfM2tYEhlwP06/TZyEmMbbW1tdro+iUowGHSEstra2hxL+tRqNXuC4zll4VYqHYDT4C9DYG4zulLNMhPSf0ZwkpPEgd6jRCJhZzvGYjGkUim7hAHXMGTBVk7ypmnaC5NLX49Un0hASVK4TqGb5Ei1RqqNsh6ZvHeyfZldx8lehpB576RCI58JkmwSDxI99lmqUDLBgP1yh9ekYievT/bRfU8lGWefWKdLJnnIBAJ5nSRnMtswlUrZJJzPgTtBgn3k+Xgejg3vF5/XXC6HUqmESCSCRCKBbDaLkZERu4/sh1SP3XXleI0yEUASbnd2J+8fEwlaZchuOoSCuDX64lr3AnmrjIjRvLe3po8g6XdWyn8m14//NTp78dYLhXtRbomhchzfntwFoBl6NJRGwKhjf2IQ16VfxW2dR7A/MYiq5UPIrKHbn8WPJJ5GV3DpE+7L+S6cq6/sYuYriYgRQMwI4Znq7CseLBdquoEHsvsAAD3BSVwaO7Oo429IvYyAsXAFyU2a3Sg3/HhobDderBn4qdQLeFf3d/H9Sh9+b/QKnC4tbOmrC8Wt0ReBUOvkksVg3tCkUurjAN4MYAuAPIB/A/DLWutxsc/7AHwUQC+AZwH8tNb6CbH9SgB/CeAggPMAPqq1/sxiOnrFFVfYKon0IEmvEjAzQ0uGxCQ4acgJkG0Hg0Gk02nk83k7+4xEp1Ao2KrB6OjoDL+TXCeSfipOOjIMZxgGotGoo1o5J1AqHEAz7EiFSq7fSKIhQ46ctGU2X7VaRTwet/0/NOz7fD67MKpsh6UsuDROo9GwF7QGYGf0UaGKRqP2sk3S5O9WRloZ+N2GdEmCAOeantJ8z/Fl+7xeqUjJvsiwq1uxY9jVrTa5ibwkElSGeC0cC5lZK7cxvFoul5HNZmFZFmKxmB0qZHuSjEsFk31nuRQAjuNkUVX5fLs9b5J4AtOFZ/mcG4Zhh91Z3kJrjZGREaTT6RnhdamCyYxXWRxYvk9l3zg+Pp8Pl112GR566CFHXzcbjr93AAO+C//AvlD82fhh28/zxaGZ5UPmylq8UIyUYxiZx7szXokiYNRxvpxskjYFXB9/GRcHhnCRP4pvlU/CTFnoMYvY5Y8BiOGP+x7GJ8YuwblKCjvCIzhe6py1Dtlqe99WC6uRbDDaKGG4HEfAqOPa6Mv4l/GrFnX8w5k9y7ImpRv/krkSF4UHsS9wHn859HoAwP74IF6otmG8kceJejvuiq6MOjbgC+L4ewaw5XcubLm2hYxKA8B7ADwHIAXgHwH8HYC3AoBS6gYA/wPA2wA8CODnAXxVKbVHa51VSiUB3APgjwDcCOAmAF9USh3TWn9noR1NpVIOdWnq3A6/GF+Tk6cMnUj/EF+TkwmVk1QqhWq1ikwmY0/0sVgMY2NjKJfLtlpApYwZeXKCkeEqEikZtrIsy25HenokqaSyQJ8Xl/khmeJEypAdFRS5r1LNJW58Pp9dByybzaJaraJYLDoIq1wIGoBt6CdhIHGVk7kku8DMLM7ZyAAnbenT4rVz3OQ2SUpMc3ppHUnCpIFf+rf4HMjnhm3I50ma0SUxlAolCTX7Ie+n+7qYocgw3MjICOr1uu2vY/+oUAHTRW/ZHp8B6WuT5Jv9liSTr0mfG6+ZXwTklwSSa6WUbdKv1WoYGxuzvxSUSiWEw2E7rM026M3j/ZP3TFoFJGHmfryu9vZ2x33ejCj1rQ9/2HB1/ZWsaAULzee9avnw6bM3ImDU8b7e7+Ca4CCO1JL47OSVCBo1pM0CTGVhohbBBzsexGAjgccz2wE0EwCAmYZ9N4YaYexY+1uzrvFSrYA/HroV2VoI6WABL1d6MFxenCF+sX6yhZLmZyb78cxkP/bGh+xjxitRPDGxFZ2hPAJGHZcHv+5Y1mq5EFR+lPou3Cc2LxHTWv+q+HdEKfX/Afhn8dpPAviC1vprAKCU+gSAn0WTmP0DgLcDKAH4Q938lP26UuqLAD4IYEFELBKJ4NJLpys4yw97qSLxW737dYITAFUETgSc4KlscXkXTtRcAohp9tJfRNJEUiUVGVmJ3n0MJ1KSJ3e4Tma+AXAs0My2SBy5oLgkI+xnqVSyJ71sNmsX+ARg96FYLCIcDtuqGtUZSRTpdSsUCrYC4/f7kUgkHFmeHANZukD6imR2olQTqSBywpb7khiQZJbLZbuCvDS3y2KpJB28dtk36e0i0ZVqGo8hmZFhRhlK5HMoa57Jc3D8Go2GvXYj1UlgWhGSCqEMCXMfadLnuJAkkjhJoin/5nMifZTst/s+sP98f5CQSzWQ4yNrorkVMD6Hsi+8vzJMzfE8fPgw7rvvPhSLG9c0PRd8Pd34lVu+stbdQN4qo9RYm7TN7lAONW0saHJ1lzDga58+eyM+LwziIbMGn2EhXwsiHSzgi9nLcTTX4yBec4VCDaXxs/3fwICvhJXIstssaGgLT1X6MFGNIB0soDc0e7mZdLCAbDW86uuOAsBItXkPO0N57IsO4qGx3XaWbHmBRYKXgl++5d/w5e4DaAwNL7mNpYzWGwHIdSIOAbDDkFNk68mp17n9+9r5Vff7YrsDSqkPKqW+p5T6Hl/z+XxIJpMzQiOcIGRYhhOMVAtkOFP6WKTKwOPi8bhNHth+Mpm0jfjc162aSI8MvUss5yBJCH1jbu8Mw5dywiPJSiaTDg9XOBxGLBazl52RSoM7w5IhQ2Z9MjtOhtFIVLj0Dc3asuK/JH2WZSEUCqGtrc1eWFqGBmWITCqGLHEhSa/0L0mVRKpi0vAOwA6bycmfZIK/Z1v6SoZC5fPB10m0+LpUN0ki5PMlnylucxMhEkWpVDIZQha0lSFV9oN9kYST5J1hcOmRA+Ag47INFuR1h3drtRoqlYpjYXi2K39kmFSGv6myyTGT71GSdjm+kujzi85mgPz8qmHKexQM4JbIy2vbMQDGGliCfcrC/sQgUv4iwmYNV7Q1Qzi94Szu7nkcB5LnbT/YQuBWVSTRamgD7+r+rv1/sR5w1ErbGx9y/P3xbV/AzeEiBtZ4qan1DlMZeFt0HCGzBmuKYD2c2dOyDl3dMm01c7VBkh81qzhZdiZwLHS1hqXgDdGXoC7QJ7aod6ZS6ofRVMB+XrwcBzDp2jUDILHA7Q5orT+ptb5Sa30lX6M/RfrA5KQvQ37SPCyJFsODUmmSEwa/wdOwzMmQXq7Tp0+3nDRluIvgsdL0LVUj90QuQ2zlctlWkGQIiL4t9j+ZTCKVSqGjo8NWG0jUpOmcXjNJQKg8UWWS40OFJRQKORboJoliqQxmb7I+FImamwBwUue5ZGiT5FIqeNLLJT1GJGk0ivM6CB4jSZY7xCl9X/IZ4rPAa+BzJUPNMmnAbUZnWzJxQp6byQ2sSSdJqzS6M/vTHZ6ToXNgOmFBlm/h9fJ1eV/4rPH6JGGX48bnNJlMApheEovKLsednrrOzk7EYjGHwiXfF/KLilR9JfFnH9Pppa95uJ4gP7/8aH44l/Z2I36B2WLLgZP1OiZWodyAhAWFUiOAoUoCQ6UEXsx3I2TW8M72x/C+xCg+2vkYatq0CZXMqgyZNST8s5vQyw2/rX4V6wG8kOvGA9l9LU3e3aGcXRD2qraTaPcX0GNiXYSLlwPPV0sr2v5oo4TLE6dwd+djSJqzl63I1kJzqpCrgXekH0fYqDpeuyd/cEXONdoowA+N0p6uC2pnwURMKfVOAJ8C8Bat9ffFphyApGv3FIDsArfPi8suu8wORbk/zGU4Rnp33BMQJ32pkHAi4KTBNf+oVjQaDfvb+sjICCYnJx1LvUhVxa0KST9aKBSyw2syzANMh2c4AUtzOUkJiRiVi0ajucwQ6zUB0wuBF4tFW6FgCQJZ+V0uSk6lhUoPM0JZ1NM0m4tIJ5NJu6itbId+KUl0ZOhJhijl5MxtvGZ5vVL1lCFo9plkQfq33CRMKksyPO1WIEnm+BrHW6qc7AufNUmOeT/5XMklgGS/K5UKstmsnZgh7xvDrQwv8keuBCAJK5ct6uvrsz1b/PH5fDOWw+J1sl2pYsm2eQ3BYBCJRAKxWMxRQZ9tULFMp9Po6urCjh07HPvxPspxoSLL512SVqWayTGHDh1yfJnZTDjxVnPNF/gGgM9NXrnq1fQtrXCikEZmKlzFRIBv5A7gTIvyAq/kOu2J3NJqRohrNnLGWlNJXwm9oSy2R5u5ZDF/Bf9p4Jt4e4cdYMHzuV68IXZkRoHOjYwDgZUj2A1t4eMjt+D72a24KjiMI/lepIMF+NTSymYk/GX8+tavoDO0/Ab616WP49pQBXsjg7ZHcCXOQ/iVga2+CE689cIU/QUdrZT6DwD+GMAPaa0fcW1+GsDlYl8F4DCAL4jtb3Mdc9nU6ws5N4DpOluS9MiQIIAZBEZOyDLM1ErNAJykiCG0jo4ODA8PI5vNOkzyUp2jGsV22C7PF4vFbL+N9OFQuZCKAyEnLElQDGO6aGi5XLYJUbFYtPvAEgdSWSJBiUaj8Pv9yOVyDvLDhaY5MYbDYRQKBXsf+nekcZz3RJIgt2dIkgk5ZpycJXmSihUnboZ4ZeIC77lU0qSyJMOVkkzJczDcJu9hKBSy75FUO9knef+kAiiN8XJfhojr9bq9/BBVSnryJGFzZz7yPCTj8tmbnJx0ECvpI5PPtltNkwSX5yLpC4fDSCQSM9qNx+P2sbVaDaFQCMFgEOPj4+jp6UF7ezsGBwftayZZ5fMslUeqafK9J7+0eFgZHK0W8fRk/5KO7Y9kMFGNzGt6XyjKDT+GK3F8Jb8XPxJ/GYUWdcMAesWcrx1OnsFFofP4x3PXOfp3aewMXi5146LQIExYuCF8GkWtEFEaQ40A/vT8mwA0fWFxXwVn621YhBawrnG+nl9Roj/cKGK4HEe+HsRfjF+LjmAeP9n+ED41diNeyXUuur1iPYDPjF2H0jJ/Kbij6zn8x+SreLVWQ5cvaxP6H+l4DM+WB1C0qste+NZeA/MCv0MupHzFh9AsTXGb1vrxFrt8CsC9Sql/APAQgA8BCAH44tT2LwL4Q6XUhwH8OZqZk28HcOtCOhiJRHD48OEZdZPkeoNus7F7IuVx8tu5DKNwQg+Hw7a3yjAMtLe3IxqN4sUXX0S5XHYoAwytUEEjgSNIojhpSn8RADtc5V5UWhrU5QTM7XItQy7wTeLF0KLMkpPL4Mi+h0IhaK1t4zuzUjlOw8PDGBkZQUdHhx3e5LqSoVDI4WeT6qMkjMB0MgMhS3Dw+izLsr1sU8/cDJLMv6W/jucGnGs8Sh8giSuz++QzIskcx0pWopcqWSvCKO+XDEPTy8XzUcWSJIvPGZfEIlGXWZPM0pTqlQx7y6QT+Z6QRFCSZKnccZxkoWPWmRsaGppRhkW21d3dbWfSZjIZpFIpjIyMODxnbq8fAHvpKqlYc4yvvPJK3H///ZvOsO/r6cZvvPGL8++4wvjc5JUzDPAJfxkdwTxezXfMeezZYmrZ+1Np+PDv4/uQ9uXx+/334d+LAxipJ/D10f1zhrYGK0mcLLUjFSghaNQxUonh6vhxfCA5iEryVQDNcOM3Skl8cfxKvCP9OFJGCdlaCAl/GR/qvR97/RWUtYXNYtAPrfAC8iFloDc0iZfzXcg3gggadbxc68RoJbYkc35dG3ZR1uXEvuA5BJUfnx67xrEu6cP5i1Bq+DG5AkSM+LU3fgn/0n3pkg37Cxm9P0fTz/VNpVSeP9yotX4YwE+jScgmAdwN4E6tdXZqewbAnQDeObX9UwB+Si+wdIVhGHYhVzcJAjDj2747vOUOFbmN5PInEAg4jO8dHR04d+4cxsbGkMvlHBlzNKy3t7c7TOIM6cnwIwmGfJ39YFhH7sNJSoY2aYoHnOUKuPg4lT4SA7k+IxVAmvw5uQcCAbS3t9sJCgxvSWM3CV08HkcymbSJglSzaPLmvu5MUip1VIik14jjIKvLs9/ucZRt8j5wPNwET5YL4XmlH0zuK58r7itJpiQUVM9I8nh+Hs/XeF/ksxqJRKB1c/H1yclJVKtVRKNRO8TIa6bPTyll+wKpBpJokUxZluVYZUASV/keYr/dJE1eI8m9XIyeXyRI2JgpWywWUSqVkM1mbbWS55VlRtxEXI4jx84wmiVj+D7eVPD7cU3oxJp24WtFf0s1bE9sGD+S/q4j1Ncdyi37+XvDWVyaPOsw5GdrIVQbPuQaU2veqgaCRg0pseZjdyjnOKY7lMNHur+BX+i+H5ZW2BUZwY/3fhv9/gkATQJGz9ez5S04VWzDs+UtuMiv8KfbP4/3dX8bGasZjlwPoeLlQpsZWdGCrmVtId8I4uq2E9geGsXJYhqfH7kS+VoQb21/Cle3nbDDlBdaOf9CULCC+Fw+iZNFJ8l7KjPQJO0rUMOMuC78KpR/6QrfQspXzCu6aa3/Ec36YrNtfxzAkhYv6+zsdIT95KQOTBuE5Td/6fWRpIUTqlTPZDirUqkgkUgglUrB5/NhYmICp0+fticiqSJwQuUCztL3Iid5nkNO+EpNL0nDcBiXRuIkxQW2/X6/rUhJFYGTK2uBUV3h0kXsD+tWSaJTqVQQDAZtghYMBm3SQzVn69ataG9vdxjIlVJ2xiJDhvJ6OdmzP1TdpLdIKjac2KkGkbhIT5QsPcExcBMjPgccW3cYm/fNNE1HwoMMi8l2OX7soxybVgVU5fMpw6UyFMvQH9XTWq3m8GLJEHEmk3GorxwbWRuN55VwP2/ShwbA9v7xeeb18t5wfUkZtqWSWCgUbCIfj8cdCm2j0UAkEsHExIRj5QOpSsowMcdLhsz9fj/a29uRyy0/EVhLFA72Im6s3hI0bkxaJfyfsetbFtJ8PtuLZyf7HNsWGy7qDuWQ8hfxcr5pVm6lZlUsc8YEbSiNujbwxaHL8O3J3UgHCrgkchqXJ07h30f3wdIKKX8RpYYfHcE8xqtRpPxFnK5H8Nmxa1HXBi4On0VI1abWF3TiP6Vexltjz6HPF8R4o4rT9QS2+DJTXqrN4w0jTKwcAXq62o6Er4wfTnwf3y1vR74WhKE0fqTncdwVzeCFwBAsKBjQeHPiaXwucxXOllOOBdaXAztjowgadRzN9rTc/vfnr0cyUG7pg3wp34VvB3dhi/nyingD44aF4sE+BM6cXdLx6z5n/ODBg7afxk2eAKdPCYDDv+XOqiNRAuDwqXDyHh8ftyfibDaLiYkJDA0N2dXQCbfiw/NrrVEoFOzzSQLhViI4+TGk1tbWZoc/WTRWKhlyiSZ6yzipk0TIcJIMlWndrIBfqVTskBkzSKmGSUIiSZdUreTYkSRxIpbKnruulBwHGWaTShUnZrZJNYbtuYkO/2df5Jqdbn8Z/2fCA6+TJIOJDrJdSfBIqqXqRJLMfkqyLX9LJVeGLql6MbQYjUYdId5KpWIXVOW5pBon1SYZhpZfOCQpZFFivs4+09wv7xufJ14bFT1J8KQKXCgUEI/HMTk5aT/rrb4YkbwyyYP95RePw4cP48SJE60+BjYsTt1hrGl5hD8buwLnS60XxW41YWVri6vQnqsHETTr+On+b2KwnsTzxf4ZE2XMV0W2Pp1NFzJruCH9Ch4Y3Yu6NjBWiSJXD6KmTeRqIaQCRWSqEZwvJ5GvB+EzGrip7SU8V+hHyqjgYPQMjqg+DNaSeGvsRbQKMQaVH2mzju9W/OgxqzgYyK34ItDDjQJiyo8zjRou8q9uBf8VNetDYbwaxaQ1vUC6AY3t/hGYysCBQBgHOl6Y2juEdPo7eK7ajr86e8uy1hPbGxlEpy87KxGrWr5ZyV+54cfOwPCKJWgM+GI4eYeJPfcu7fh1T8TkBzknVHcIRiob/CYOwLE/JxVJmqRCw9+Dg4M2cSiXy5iYmHBMcFKNk4TQ7UcDpgt28m8eQxLCopnSc0SCwLZJeKQviHW+JNmToT5m4dGrQ6LCiZ7ZoW5yIRUWy7KQz+cxNjaGRqNh++Wkr0sqKlLtkEZ9tymb94f3QqpLVFg4hlJ1YdiV53ITPO7L31QBAThIFo+XXi7TNBEOh20izPZkIVrp1WP/aMRnXw3DsMmuTCwAgGQyCaWUQ10NhUJ2xXqiWq2iUCjYzwP3JWGV4WkJSbx5/9h3Pm8TExP2veBzKe8FMJ3haxiGndDBPuTzeTtsywXjGRpl6JyEWN4Pafx3hyvlPZXvIQ8XjpdqhSUb9OeDoTQ6g3kMlePImzWcqHbg3pGDGIhkZuzbGcjheHG6rlO54cf9I/vt/+vaQL0ewCu5TviUhb7IJG5LP49/G70Ue+NDyNQiOFLsw2A5gbI20enL4crYcbT75japT1oN/NX516M3NIkfSj2FW8Irq0xGlImg8uEi/9oUzV0pbPFl8Ou998JUwP35AwCAgUgGI40EztcHHfegoS2cqYdxpNy/7PXEvju5A+YCQp8xf1MhdS/V9b9Hr8FV/V9bl9my656IuVUlGUZy+3g4OfMbvNu3w0mHSwNJQucOd/l8Prv8g1vdkn4ktmUYzYKs5XLZsWQR/1ZK2eFGYNpLIxUavi774SZJVDJIMqSCwb7xdZItKmwkFKz9RC+YLDrLCdzn86G9vR2JRMJW7WRYkefkWMjxpteM1yBDUcC0sZ795GRP1Yf3hNdGIiHDvVJNk6VBZEiWzw/7JFU2kj8qYrzHHHNJgAKBgGPlBLmfJMwcf94jbmNIkiFYqo3y2mSbtVrNUeJCEn6ODf/m88X7IMeE90R+kZDg9XGMpHFfZpBK4sRrIGFjSD8SiTiUMrbPeyjvv0wK4XjwXsn35KbA6tdQtXGk2r1sa/sZSuNg4hwy9QhOFdpgQKM3NImhchyZagQPTOyFBdXShF1sBJAOFBdUVb+uDZwrJnFP7RJcnTqOq8Kv4uOn70R3CKhbBv7n+HV4b/rbeKHaiyeL2wGcwA9GWvujtvpi+LOtzRUNulZYDQOAmLHy6z2uBbiO5ROVKsqWHz5l4er4Mez0jyJuOJ8vCxpfnLwCz0/2Lns/FrrkUbVhoj1YhE9ZjnpnvaHJlSVhxtI/t9bwY2J+GIaByy+3K2M4/F3SlyS3y1IScjuVJhIaKiGyHhknZ04G5XLZEVqSKpw7RZ/tAdPqFycbFsaUGXvuDEgZ6pJkh9l2lUrFoXK4Qz5S1QCcawmSRHHSr1aryOVytvJClU2GT5kFylAtYZrNNSmZ2MAwKcmbDNXJ0KIMV9E7RiLkDhFTOeH9kiExeV+lJ4/bpd9NEhhZ/kEWrOX+HF9J5ngP3asUSNIkPVFS9eT9lePCpIdUKmUvWcXyI7Ichiyu61b++IVB+tZkX5kBm0qlbAWTx8k2ANirHcjnheFuZkVKUsXXK5UKwuGw473I/eQYUHnl6+57xuslab722msRiay/b6tLhfL78Nu3fn7Nzv9Q9qJlbW+okrAntro28FRmAIbSsLRCTyiLOzufRcCYtoP0RzK4ou0UXs51LbjMQcisIREoIV8L4nQ5jZwVRm94EglfCT7DQt0ycaLWgX+f2I9zlRQa84S+uszoqpCwzY5Hyw3s9NXxn9u/ix/teQz7gufhhzWDfFZ0DccL7bO0MjsMpe2f3fGRGckdi0HV8uF8KTGj6GymFkHeWrmkht9+0+dhdi+tsOu6V8Toa5EKkZz0pOeK6f5uIzfVFJlJ6DbTyyVWeCyJiFvV4aQkv9GT4ADThUdZUoKQigDQDENJ/5s7+5AqDycrnoe+J4YiSSg5mVKNkt4l6QvicZZlIZPJQCllV1OXKg99aDKkyHYBp1opzezSPwTAVgk5trIfvFbeE+n3YxjLPf7uWmbcLhUvSY4kwZXhS2B6zUgqWVTAANghYt47/i1DgHxWZOi41X1mf0ZHR21C1sr7yOuUZUdCoZDdBvssVS7DMBCPxxGLxezzs84YiaTb2E9vmFQPZYhe3ldeB695bGwMiUTC9tZJX54kWBwvGW6W1yvD21o3fYzymdr4UDgcPANgdavZrwQsrTBUbtaT6wzlMVkNoWr5MBDJYLgcwyu5zhlka7IWXtCSN5xwLa1Qt0wU6wHUtYEXc91owEDMrOBsOYVqw4fBchz/s3gtfEYD5bIff1+6Hru2fnlFPVIegEsDDZxvWPjT4TfCZzRwqP0stvhav1cXS6Aivip+uveb2O1v1nULKIW/GL962Sr0G0rDgEbYrK7oSgqXBM9C+a5Z0rHrnojJkIYMr0gSJH1DcmLkcVSbpDogyRonPmluZ5kFd/jJTeIikYij3IPb2Nxq8mYYU5IRqhFUDKrVKsrlsk1SZOIB+0sCxmVzSPqoRLjrP7nXDeTYkJTI8GirCVyG29whJJ4jGAw6PF8caxnekmqZJIvuBaHdqhP7yHGToTk5gcuxJ8Hi/8Fg0F5BgOeTZSEkyWPfmSxBQiFN9VL95DFUweQXhmq1ipGREVSrVYRCIVtVBGCPM/sQjUZtYk5lluel+sjzRCIRh8JWLBYxPj7uCF3LMSA4Bu7QuFRR2QYJUj6fRzabxdjYGLq7uxEOh+26X/Qyaq3tZbIA2D5Ijj+fexJb/ia59LA8mGgUkamtjLpYqAfQGcrjbDGFM8XUrBNmvhac4dNpBRnyrGsD9cb0e9lN7riNv6uWD2W9CcuerCOcqefxXLUd/2f0KgyV4zCUxkOR3fhg8tyMfWNGCO/qehR/f751pm7EV0XSX8ZIOYaAWceNba/gHfHnp3xmMTxStvDp4ZuXNePy+vQxdPhyOFbuwvPVOg4H19/zsu6JGMkGlR9JyjiByIlThhYlYZAkiJM/VTQ56UtztpxcOWEwtCX9Tpzs3GEzqbJI5YfH0YBO07cM1fG8Ugkj5MQJwA6h8vqksVxm01HZCoVCNiFjcVYZ1gWcxJFEFnCqJjKU6B5nucC3JNO8Lp5D+pOk5899r+V5ee94r2SmrFtZk34t6SWTRNTtz5PKKkkYj5HE0U0cZJiQz1KtVsO5c+fskhQ+nw/xeByJRMLxTEpvFcN+sp6X1s2lp7jklsykZf/y+TzGx8dtQi5JoFQkSbDkGPI8fL/J55K1wiyrmcAxOjqKs2fPore3F4ZhzChkLD19MkmE4833Zatn2+1j29BYw2vJaWvZK5cT5YYfE9UmyaMidiFLJz1zgQkFNY+IrRhO1fP42LnbbTXUpyy8q/dR3BkZQrNuuxM13cC+wAh+qu8BPF3eCgA4W2lDb2ASMbOMt8aOIm6YKFoNmEpNhY2bpGu4UcCfn3vLsq3gQDw0ttv+21Aah7ueXdb2CRMa8C3tWVzXRCwajdohFJk9xw9vGR4Cps2+wHSITU6y3E9OuG7vCo8vlUrw+XyIRCKwLMs2T3Mi4VIvfF2eWyYLyAkcmF5Ohv3hYt7uPsp+8nWptklfFSd9GcKkoiLX05TjIs+RzWZtv5TbiE6SCUwTDXexWEl8JBmRv6XiKENsJF/hcNgmizyXm0BL1YaqIcm0HAO3j0uGa/ma9CnxNZJHSdBJGPi3OwTKe0s1lN4tpRQqlQoymQwmJibQaDSQTCbR0dFh1+GSYXY+K2yDhEveLzdpkfeQYxqPx1EsFu33C8eIShSr/BMyXCuTLKhqkbBzPEqlErTWOHPmDLTWSKVS9msMO0pCzeMkkeb7SL43a7UawuEwrrnmGnz9619v8Wmw8VDp8OOiCyjyeCF4ttqBcsOHhL8MC2pBytRCYWllT5anCm3L1u5S8XejN2Bbz9c3VZFWIm+VkbHqa1YC5dlqh03CesNZ/FD6SdwRycGvWicm+JWJi/xRXOSv4U2RYwDgWlqoeR3JFlHNoDJwOHEGz+T6sT82iCcyW221leFOY6pe2nKWxVguXOQP4NhPbAF+Y/HHrmsixg90Eh1+k5eeFLmgtZww5QTGibiV8Vv+dvuAANhL0HDyoieGkz6VL6lIyZIVnHg4GXKiI/liWEqGzyRhbJXJJwmA26wt1cB6vblYuLxeEgmeg9t5PlkbjeeRapXM+pQeH7dS2ao/rNslyxrwGPexhNsITwO89KLJmmru/kglRpIYqZQBcIwLSUKrjFmOuWyf5Ivkis9LpVLB+Hhz8eFAIIBQKIRCoYBSqYRoNGob0+VC3SRAksSyb25fI+8pa8IZRjNDk89YqVRCqVSCZVl2UgIr+Y+Pj9vbZDhWqnNUt5hBzC8mfC+ePXsW0WgUyWQS2WwWpVLJLhvizqZ1fzHie4TjTAK8mcz62mxOTGuBwVrK9nCdKqSRCpQci25L+JQFCwqWVg6/Vqv9gPU3CZYafphU2bUFcwWX/GloC8fqpVWrExYzQoit8HCPNgqIKP+M5X9O1fP4wugN9v8JXwknq534s0ov3hA9iiuCzv1ruoEz9RK6zYD93BtQdrsNbcGChgFl3yO+BgDHawZ+LPkELg43i6KeKbfZNfAS/jKCRh2H46dxKHwSf3jqjlmvZ2t0Yk2+IPiViVpiaSVS1jURIzhJcMJwl6sgmZH1ttwhNIapOGG6PTP85k9iV6/X7dBQpVKZ4aliSIYLJQOw137kJKi1tgt1UnGpVCp2dXcZOpNEThrW5RhIosbr5+tyCR+Oicy44/W6y3bQc9RoNFAoFDA5OQmlmouD87oYdpXhP46jrJXFcwPO0gX8LbMIpbrENrmPu1yF+57KkDSJiPRNuT1pVHboY+JzQshwnbw+uZ1hNnmt0tcmyRJJRj6ftz1U1WoV4+PjCAQCaGtrc2RFUlHj8yWXhqJSCUwvA0UPF8tqZLNZx9jzb74nWNuMhn+3csXng89LMBi0a6pJzxv7yWus1+sYGxuzCx5Lj58Mx/M4GU4n2eW4hUKhGWqth6XjSLEPADBYTqCuDRTrflizEKgf7XkMZe1HphHB2UobTpfa7OrpBjQ6Q3mk/EW8u+1RfCl7GR6f2LaalzIvTKXR0BqPlhv4PxNX4eLIORwInsVVQbXspMxUxqoXa11pxI0AfJh+b9Z0A35lOtQwAHgx141j+U5cm34VT5W3YrCRsbeVrQDunbgEuXoQAaNu1/u6OHYOF4eaxOrJ4nacLrehJ5hF0ixhb+gcHivswqlSs+RJrhaEz7BmlJ0AgF3REZwptSHXCOFLE5djLozOUeZivBZF3iqvu1Ij656Ikdjwg1yqVwyLyRAOf/ODXvq8SGLcCoxUmag8ca1AkjCam6XfSFa7p+eHoT6tmwU7Q6GQQ52SSyLJsKjMKOPkJ1UcGaaToSrpXXOHXiXBkyFMTsI8vlwuY3JyEoVCwb7eQqGARqOBjo4OmxwB0x47kj32SZIkObaSvMkFsuU1+Hw+R6kMd6kQ7s/rJGniPjI8yYQH9/Mgibt8XSqFbjVPkjP38+gOC7ONiYkJ5HI5W9kh0aACFgqFbDIuVSeOg2k2F3EvFou2asp7KzNYG42GvQA7nwG5MD2TODj+mUzGviYZduUPSVGjMb1IvUyMaOUn4z1132+OLT158guCHGv53PCZdGd3ergwMIQ4Vz0xQ/3/7L15nBzXeR16qqr3vXt6VgyAwUqQ4CaKIilSIimSEilSsiRaVmLL8RLZji3HsZ4dx36OHVuO7Bc7jmNn8ctTFsuKZDmyFmsxJUoUxUXcF4EEsRPbYPaZ3qvX2t4fjXPn65oBMACG4IDE9/vhB6C7uurWrTtzT5/vfOdzcUf0CHa1B5DUWzjR7LIJo7Eyrk2MYyw4j1da6/GF8o3nZE3wWsd8K4E/L7wDh2r96LgBHKgN4hvaNfiJ4afxkUTl9R7emg7Hc3sqCT9THcCj5cvw0/1P4EBrRL0eMSxclz6BmU4Kz5U3Qte8JVouXfOwIVbC+kgRTxU3w/Z0PNrajkfRa6PCJvIP47JlBrT8OF8odfVmEhj6gz1TT9cdou0EYHmvX8uxU8WaB2J+MTA3cgmyGBJ8yLQNNwxuvBKEAF2LDLJUAFQVpPy/PD+waD0RCARQrVZRq9WUOSq9v+hVRaBAAAb0AgwJFrgpAr1VjLx3bnCSwZDv8fjlRNASaEiWEehW0cl2RvSz8qdsJeMjU5MSJEtdkH+8ZOU4BrJgEmwQEPgBGxk4bvBS+8b3pL+bBA7+tCTPKccpQYR8RvK+CZ7k5wi62+02ZmZm0Gg0EI/HMTw8jMHBQbiui76+PpRKJZRKpZ5CAmrdyHL5U4NS28cvHgToXKe0kZApXIJSmUaNxWIqhSkBqa7rqmiDbaD4bMnGUT8nrSw4/xwLWV+mWGWhA88pqyl5Lzz3pVidOGjVcdhcmW+Xrnn44uzb8BX9rTCtMPojpkpLDoaquCFyFGHNwStY/5qYdK5GBDQXh818D9i0PR37muuAS0DstHHQauHyUPdLo+O5eKKyDfOtBP7bzO34xaFHEOzv/q68N7EH+608dlVvOWVhxli8gITRRs2JQNdcYAUpbF3zENCcVTEeviI5jcONfkD8KmGqvZuiz2IwXEVqjbFhwBo3dOUveFkZJgXZEghI8EHNCTcgpmhonCkZl2w2i3w+j1wu15MSJNgDerVeEiiRJXNdV7nwc6xSsF+v15URptwo5b9lSobVasuxOZwHCQIkMyOZFd6HZD4k8OPGn0gkllR/MqQGDVhkxGRFnxSbMwUogYRk+PzVjRKQSqZLgiiZvpVCcCn6l5otmZaTOjXJzPA6ciyy4pHPUr7vZ3cA9OjJeP9A1/srnU4jHo+j0+kogEZbEskycYytVguNRgONRmPJlwV/wQVBYTAYVHYXcm4JpPl8mGr3n1eywUxF8zPyPY6Bx8gvPXLt8RnLPpwch389k1WWjOsbihE7R0PK8w3L01fcXqYvXEdAd5V2LKTb2BqfBwAUrDhebq/Dn8zcjUcKq2sOu1oR0Fzcmd+/LDgwndUrUHijBkGYP65MTuGdERv3Jvag5QXwV6W34ylz22krGo+YebxcWYdd5dEVA6tUsIU/3PA1DEer5zR+Ri5cx3uTLysxPyMTaiAVbMFyDdyRP4Cfzz25bLraWSWWzAud28/8mgZiyWSyZ8MGFsXwElRJ9sfPbHAzICPlFzxns1k0Gg2Ew2F1PV6Lm+pymiU/aOEmyM1OttzhZ/g5MgccA0GA1E75mRqe3y/QJ0CQwEeyV7IyVLIYBGvhcBiu6/awdfIcsiiA9+EHWBKw8BnJAgkCVl6XIY1n+fnlmEs/mKOwnXPAggM/2JR6KJ5fmt5K1kiyULxvno/v8xjOued5Pd0aNE1DLpdDKpVCJpOBZVmYn59HuVxGtVpVa0OCI64jrgVZzCDvQ64xCaRd10W9XodhGEuqISX4JViVwIk/J7FYDMFgEKZpIhQKqXt1XVelSOmrJ93++bxZrSvHKb37gsFgT0Wp1I3JdafrOu68886V/XK4CGJ7evZ1ue6OYBhj8cIZj9M1D4V2vEfAX2jHsSUyBwCwPQM1N4obU0fgehoCmqsE+2slNsSLeLS4bdn3eB9vpFgtwLBcGJqOy+PT2BAv4R3xg5h0GvjU9Hvx6MJ27CqPYn9tcNnPnc+aqFoR/G3lbSh1zs+Qd0d8Fn+18M4lqctiO46qFUGhHcOL1Q3Ya+WX/fxhu3le12d8733/4Zw+t6ZTk1LHA6AnNUQmhb/8gaXf5HkOmYqR6RumDrlZsfSfTYwJqOTGT4E0/aAkWAMWgZLsYUi9Ffv3UfsjU6uS0VmOBZGvS4Ci67ragHVdV55istWTFMzzvPw3GQumlHg/wWBQVfixJRHTjJIJ4dj8+ioJPiWokKkxma70a8wkCyl9wiTTwnuT5qkSMEoW1c9AMvhZsjhMp/EZyzUl75uARaYxA4EA1q1bB03TlN8WTXklGyjZNKnlarfbPalPzofjOCqtKHto8nhZQco1QbAjga8Mz+ua25KJlO73ct64Viiml63BOH7HcdS5ODfLpeH5b2lcLJk0P1C/2CP8OlVMGpqOoLa82Cak27A9AwHNwQcHfognqtuUZgfoaskOtwYQ0Fz8+sBDAIC/Kr0dADASqyButLGvOrTqYw5o7jlVYx47jWbtkdJluCN+8A0jrq+4TTRc55xtOlZSUfor2UOwMvux4HbwSGMMdcGALcc6BjQXo7Hysj1G/ccBSytuXU9T+q/ziSeLm0/5XibUQCbYxGWxma7X1zKxWmtkU/Dcns1F8VtPsmLy2zgZBm74EnTJzZ1AROpiqOHiZmdZFsLhMAYGBjA+Pr5k8+AmMTg4qIBLKBRCtVpVmxJ1OvF4XLEBnU5HbXSS2aJ2TZ6f45MVan7tk0wbSiBDjZLc0CSokffi10JJVkwyHRwn58mfWpJB9oXgkQBGase4SUtA4ffo4vOW1+K4JAiRhRUAenRm1B1J4OjXivEZcj5k6lEyorIIgMHWRPK+JEAFgGq1ikqlop4TzyvBI8chAS3nQDYZ5xyyiwPXEIEz/08wBHTZZBaHSCaUQIvXkNWsBG9cJ5LttSwLmUymp2E8AS//5pgA9JxLMsgEuzxWgrXl1tWlOPtwPBfOKZIdv7X+AexvD+OtkRMIai5erI/hjvwBHGn2Y67d3UT+SfZpPBMdQ1rX8GI7o5iQ19ISYDRWxngje9ZtbRKBNgK6s2xD6IYdgrNKbXLWQqT16LL+WysNqQc7VQQ1A0HNwDeqW/CtuSvPeE7b088IwgBgS2IebTe4omNDuo1N8QIOmQNL1sPp7FVOFcV2HNVOFL/a/31sOUeg9FrHmgZiUhckWSCZLpPpR4IVbmbcvKVdgWTZ5Dd/z/PQaDTQ19enNjiaX8ZiMXQ6HbXR2baNer2uGBPZIzIUCqn3ZMrUDwgYUuck047Lid0lkyXvhZVuZEA4Fs6BvKbU88hrSLE0gR8ZPcnWST0Ww3G6TvTSD0sykpxPXk8CNjlWuTHL+yOQJuCVx/P+ZF9IaVdBBkcCdc5xs9lUa4vH+FOU8jrybwnCGHw+tm0rbZi0gZBgm+AS6IKxSCSiPiuBH8/P83BtSNAn1wSbfkciEZRKpZ7xa5qGRCKBYDCIZnORivc8T7VIkoUAvB5ZYY6Xc8YiAa5B+fPmZ6Ylg+iv2uT7XHuX4vzioNXCMbPLFEkxdH/ExFiggy+XR/HtwlWwPR0dJ4C5VhId14DtGnh77gi+WLkeADARPoEn6tvPyzV/pbGSDXq5OF2FXF+4jn7jkh0K40wgTMZN0cP4vnHZqj37A6dIa/ojFWzhX418G6MBG5+L7MQPilu7aXHdRTzQwftyLyGid/Clhbf1tEGSTC/QTasDi4DN9nQ4K9RNvh6xpoGYZLa4ccvNDljUzchf/pIZ8aekpNA/FAqp1A433mg02pNmYWVkuVxGPB6HaZqo1Wo9G7ZkCMhwBAIBlZbiRikd6aWOSgI0CQi4cUmWSbJCkrlZTh/GOSGIk3MhN33Or0ztUUjNVj88nxRiM2RzawIFXpMhQaO/2lGyJ2Sz5Pt+1kWm4STTJIGcZOP8+jkCCjKBEvCRFZPXknMjU9OSYZWsLAs02OycVYFyrcrnLu+foMkvWpfMkXy+XG98ZqzSNQwDuVwO2Wy250uLPy3N9U/QnUgk1BhoFEt2l/MeDoeRTqfR19eHZrOJ2dlZtZbkupbrqdVqKSsXgi4+I34JIIi7FOcfFOtflpzFPemX8V8n78Bd2b14oL4J+6pDPYyCBDOPF7bi2swEcoE6Pl+6Cduis9hjDF8QMLbakQvWkdUvNQM/l3ihNbYqlYxnG5vjC0jrFvJGAr+SOYL7k6+g5hqIaQ4anoGtwQDCWhBO3wv40sL1igl9V99B9AeqWB8swICHOSeJJ8ztOFrvw6Z4AUfrfadMS66FWNO/9eTmKRkdf19Cvk7wxc3Ar1OSjJpM+fB1piuj0WiP/qzVaiGRSMAwDKUhk5uwn6kii0Vxc71e7wGDUuslQzqcA+hhGVjhKCv3JPCSGzTPLRtjc4Pja9z8qA1j5Zpks9LptNqEpb7OD2z8AE2CCslg8t+nqkakFoznkqCZz0PeuwRk/qINf5WhnB+pT5NFD3wG/uvwdcmSStZIplb9aUOZCueYCA75jDleP/Mo2SECVBZYsBKR88T+lKyOpP7RMAzUajVUq9WepvAEWXx+jUZDgTmyV/l8Xo2HrKOu60in06pfaSKRwMzMjDqO64VVuARX/nXN/8s2VQSRl+L8Ynswgs2JBbxa68eWyBy+WLgB12fGsSU4hz86cd8Z0zoHzQH885Hv4a/Md+JEM/u6bMjnG7lwHXend7+mLvtv5FiwkmedJl5JRAwLo7Eypppp2K6+ZG0dNAfwXGwdNgUrMDQdGwIJjNsmvlB5C463+uB4Gm5NH8Qztc2oCoH/9xZ2IBKw8Nb0cfQHahgJlPC7/U/D6fcQ0QJoeTYS2trt2nFR/IRJsbk/JST1X3LjlhujZEskIyIFzwQQmqYhlUohFouhXC6j0WiozaTZbKpUjN9yIRgMKgAXjUZVj8pyudzD4EnWgCEZHWl7ITdnuWHLFB+ZDGnXIYGJBBqapql0Es/Fika58QcCAdUTUaaHOUdyYyX45VglMJSAVOqCyDhKMC3ZE/mcOQ98jpLloy6M7KEcB+eB55SpWjkvnFcAPcyovE+ZDpRMpNT0ST0Zx+bXX8ln6f9SIIEanxNd+TlvjuMgkUggGo0ikUgo1pXVjrwHgq5MJqMKOJgylibFEvhxXGTxeM+0NuE9ZLNZJBIJmKbZw8BJJpFAkv9nGlbqDWXaXabjpRbvUpxbGJqOa+PjeLXWj+8sXIGOG+iK8Bv9p91c+yMm2k4Ab0mP47pQC5tHvoX/XHgHDpv5i4oR0zUPd+f24D2xS9505xKO52Kife56QF3zEDGsZa0uNsULeFviCG7un8QRO4FnGlvweGGbWpcNO4RvFq5By92L22PHsCGQwN5OH54oblHHfKFxw5Lzsn3Xowtdm5WA5qJ80tC34XYQ0QJrGpSv3ZFhKXsk2StuzAQgEmTJTZ0btf8budyE+IebfjqdViCA/l/S6VyKreVGzQo4wzBQrVZRr9d7UlIENf70H+8PWBSvE1jI9Cw3U8neyKpOjkf6UzE4RzynZBJZeEDzznw+j0Qiod6XwFNWusnKN38KkK9LAMb75GtSQ+RPf3IupN7Pfz9+MCVTipwnqaVaLoXJ9SRBkXyP2jNpcuoHdn5tGZ8BQbq8Pu9Rpp55HslIGYahepPKuWP/SM/zlIkw0NWZNZtN1Ot1VKtVZR5LQEkvO869ZMcIgOSXFqDLnpqmCdM0AXTT9qOjo6oylwDUb9ArDX8J4uVa533KrgB+neKlOL+4LjIOYNFRf76VOK0rOdBtMXN9+jjel9iNh5p5fLW2E8cbuYuOEfvAwC7848T8qpzL8rq/TyZsE23vzbE+DU3H1ui5W38ENAfXpiaWtbU40cziydo2TDlh/EPlWjxXHlvy5aDYjuOLM2/Dl6pXw/IcbAsWlPZrpZEIthHRLIzbJj41fz2eb69tf8I1DcT8wMqv8+FmL7/dExyQRZGgSx7Pb+wEEDwmGAwimUyq9jHc/CUb5E+1hUIhBINBJBIJpNNplboyDAPJZFI1fOYGLNOYBBTSsVw23pYMkwQjMkUoAYIEK9x0OUY/qJXHcQ4ymQz6+vqUfkqmRyWbR+Akr8dNXaaTmQoFevV8vKY0xeVxZBAlmJPpYwJmCVIks0WQINcR//bPI4/n3HMs0h9MAk2OX/693LwyfcfnzjUZjUaXeOBJQMo5YSsspuxkMUKn00Gj0UCtVoNpmmg2m6ptkgR9lUoFMzMzCAaDyOVyS3SUTF/LLwf+tGGtVlPsXi6XU+l2WfW5nAaRa5OMmT+dS6aM8y6B9aU4/zDgrcjfKaR3f0dsiJfwSyPfxy9nD8DQPFSdCG6LH8Anhr+LiHHxAJDb8gfx/sThVWM/Zp0mGm4Hw0aspxXQGz2ujJw4WejhqkrFlUbHDeDJky2O/GFaYbxa68ffFN+OfdWh0xrEPlLYjv9W3ozRQBgfHXpm2WM4Rn9UrQj+oXQNPjl1D/ZWhzFkNJb59NqJNf1Vx18ZJv2i/L/0gUUjUX5Wprxk6pLMEM0p6RsViUQQDoeVQWY8Hlc9IuV1gC7oSCQSSCaTaqNKJpNwXVe1CzIMA7FYDJVKpcc1Xgq8gd5UItkCmQ7kvbAZs9w4OTcSbPBa0ttMzhGAnvNSpxWLxTA4OKhAgtRZMWTFm9SryTQcU3M8B4/jtfl/3qt8Ljw/xy+ftWTxpPYPWGQSeY+y6k8CeQneJFsjmTyuD1nJKqv8JKskmUECdc/zenqMyvHLMfNvCez4/Lh+qPPieJmCbDabPRpA3jOD91ypVFRKEYBKd8pUM1OyPJfneQpgAd2ihng8jqGhIRw7dky1VSLz6y+A4Tpc7hn4tZS6rqv+oRzPpTj/2BEM457+V/DNuauXfT+gudgQL+Kn+57A/s4wrgpPYnMACGsRAB28WB9DXO/grtgs4oHOaTfMtRK5cB0/nX4ZA8bq+YaNnqNn18Uet0Ub+HK0Ats1ULEiq56afrV25hZcrqfhuwuXQ9dc/ETyAOpDz+H75ctRaMcRC3TQsoOIBTrQNW9Jk3DX05Q/3mCkhpy+pjmntQ3EuHnzb78wn/+XjAqBgT9V509zGoaBVqulmnXruq7aHNEbTDIgEiREIhEkEgnEYjHFdsjKQYKiarW6xLzVdRf9y6jdkeyNBED+QgLZImk5dkzOi9ThyKIEgk6g19iVujDpzu5nqiTQ8BdASGZSgjOOVQJPzq1MU0rGjvciG3hTPyc1SBJ4c/75eW76kgWTOjapLeS9yjXHzxBI0RNM13WlBZTPhufiuZninpub62HOpHO+BLoEw5xzrhFWRcZiMSXItywLzWazh0XjffhZNl3XUa/XEQwGlcDedV0kEomedkv095I/R1xj8Xgc/f3dX5ymafY8R1YGyzQl541rW8oK5DrkeZrNJlzXVfd3Kc4/DE3H0XY/ApqLkGEvAVJvyZzAb+VfQlgL4a3hAoBu5aTpttDyDIxFFvB389fj+6F6j6nnWo2A5uLu3J5VBWFvpDhsmXiksRXrgiW8PVJGQgufljUMa0Hcl30Jn5m+5awZsdNFxLCQDTUx3Uyt6HjX0/B4aRveHd+P+xMTeLE+hpBu4/eHvotPl27AntowGtbp1+fdud3IGmcv1D9o1S+YGfCaBmJAby+85crbpVh8OSG11OXIjdPzPLRaLSSTSQWkkskkpqamMD4+rkBSMBhEKpVCu92GaZqKmUqlUspENRgMqjQSdToELUztcEzAInvDe5GWFBy3ZHDkffo1SjI1CUBp1LiBS3Dguq4SY8t0ZjAYRH9/PzKZTE/aT5rD8n6kvo2bPn3VWFFIryoCC3+qEehlgcigScAmxy7HL+eJ9y+F/8vNG5+5PzUmAYJk3nhtHlMulzE3N6eYzkAggA0bNiCbzfbMI58FAWg6nVZsU7Va7dG8yeINzgvvgSbA/pAFGZI1pciez1Jq1VjpWa1Wkc/nEY/HUavVoGka+vv7Ua/X4XmLvmacIynEj8fjyOfzWFhYUCCRY2Bq2Q9+ZYGN1Gjy+Uj2lMUbMv17Kc4vFpw66nYYg9Eq+kMm9tcG0XKCCGguxhIF/FLuOYS13k2m4jbxV5XL8Vhhm9KFyfZHazUCmov7B184qQs7eyBvui0ctz080dyCseA83hGpI6avffC50vh6PYavFt6J+VYCuubhfxkW7u9/ET+WKJwWjO0MzeGq9BQcT8eu8uiqjGVTvID2WWoOTSuMT029F58ceQD/OPsM/mTiHjzeWoffyr+EA+kX8amJ+5ZlbGOBDt6aHsft0SkAZw+oNgUuXHPwNQ3E/CJq+oNxA5KbBzcdmabjOfh5P9Mh2/kkk0mYpokTJ06g1WohFAohnU6jUqmoNj80vWTFGjfAcDiMYDCoGjYDXQDAFKdMdwG9miK/zkoydzL9JzVtHL9hGD1tk7ixyeo/vzifFhOZTEaxGclkUlVIksGQFh0yxURQxevQR6paraqxJZNJbN26VYExbuy0TZAMnUyH+fV/EpDJIgWmO+V55DOV7JtfD8f7kEBMahGBXk8627ZhmqbSYHFuJicnEYvFlN7Lz8byHjKZDJrNphoz0E0PEixLgMq+lwTBTPURQJOt5LoCoL4IyLUdiUR6UpD82SgUCj36uWazCdu2kc1mUalUFKgKh8MIhUJIJpOo1+vIZDKK3ZNp0k6n02OKK9PYEpTKvyVzJ0G6BMWX4vwjq0fxfw18D39Vejt2lUexNTmPY2YfUqEm/mX/Ixgwuim3cdtEUtORNWL4Um1TDwi7EHG2DAnjbdnjmGhlUbdD+OjgU7gn2jhrXZjlOdhnWfiPM+9GpRNBxw0goLl4MDGPfzv49KqCsYrbREILw4WH4MnWV5bnqH+/lvFw9Qplfup6Ghp2CH87cwNuHPvyaVvybAkm8Nv5XXi0GcOm8DymrQw2hefxtflroWseGnZI9SAdiVVW1HnhUG3gjMdIE2JGsR3HXyzcjolGBv0RE++OTmPWcTFl9+EvNnwNvzN1jypGSQTbGAjX8K8Gvo8H6tsRPke94IV4Now1DcTk5iyrq/jLmhs4gZYUGnPj9ttAyI2ZQCIWi8E0TRSLRZVKBNDT1Jti40qlAs/zlEknr0fwI6v2CIw4TrJgUrMkNTLSN4r3zT6EwKK5qUw3ynlZjjHjPUgBNtkO6sLoxC7vQaZ95fX8OqRisYhardYz3/V6HcViEel0uidtSeG51GbxfJwnP2vked2OB/LZynllOkumWSUrSsDF5+73CZMMIFklOV8Uz3NdEFRYloVqtYpMJtMzTxLU6bqOWCzWozuUQEtWVUozXH96kPcWDAbRbrfVc+Rrfs2g63YtQvy6Kz4/3rNt24hGowgGg0in04rRZTcJXndgYEAxbQR+uVxOMcRyvcp594Ms/5qVWjn55eNSnFuwIbSh6TA0HR1Px6v1fgxGarg/+zxOJPrw1bm3wBKZpiAAXdNgeQ76A9ULXiHZcQM9DukrDeNkb8ork1O4MVyAoZ0941FyW/gfC7ej0I73OLCXrRiebUdwe/T8Gmy3PQtFp40H6lsxa6Xxs5kX8GBjM3aEprGnvQ59ARMfjJvqeMdze4DaasSCU0exszQtZ3s6dncGsCl4ehF7WAvizmgbk6FXkdO7Zqqz1lGEdQvfW9iBjheA7emYaqRXNJ6V9BONGBbigc6SdUFd2XQzjf9QuBGG5sLxdDiJQ/iJ/qdwqD2EH5S34a7cXnwocRyup+OnU8cR1ta+qe+aBmISVMgUB3/hy7+52UhwJBk0sglSIA8A8/PziMfjqvJMslPccCzLUhtWLBZDLBaD53mK6dA0Dc1mU/k3SZNUBjcaqQNiCT8Bh2QbGPR8kmkzeU6/roepU2mbQUaEQIT6K26WUqvFkAwLQZAEtbredUiPRqM9n+F9z8zMKFNRCWwk0CKjyfPJykxec35+Ho1GoweYyPVBoCOBNoXy/CM3ebnp+zVrkr3kMeFwGLFYTIFNBlkjjkeCdjlf7MLAMeq6joGBAZTLZdRqNQXK5Npmmo8aMQJn6gplClCypWQp/alunpcaQwI1rlv2WSWoZVWmZVno6+tT6XvP81QFZzQaxeTk5JI1KedVrlsCZ5matixLdbdwHEf9LFyKcwvTa8P1PKWHuTwUw5+u/zqO2zHcEtHhhOdxbfgbigWZtk3EdANpPYrvNIL4X1PvPKvrrbTh8+nC9TTVBeBsomTFMN9K4K7sXuTPURc2YMRxfeIoZlqpntTWbCuJLxRuxBXDD52X5uy43cHnyzfih+X1iBgW/rCdwUQjg9HYJgBAsRNDuW8PboseQcvTkdRdfM28HL+cOXHO1/RHVo/i7twefGPhmp40c0i3sTM0B+D0IPjlTgsZ3UZaN5DQu9mXX82+in9odNOcuuYhpNtnFPOHdBtvzx3BE4WtZwRjDTt02uIQ19OQDjTQcMJ4qTICQ3Px0cyzuDXSwU+mDuOb9WHs64Tw1cpb8Rv5JxA21n6165oGYqfSSS2X0uPmzs2Imys3VfktXLJsnU5HCZBl1R0/k0wm0Ww2lZaFDvvcXLn5Ms0jwZRMCfrTLgRhdDjnMQzJhkgGj/eo6zpSqS6dX6/Xe7RlZHa4CcpxcFPkMTQETaVSPWJ7yXxJ5kqCjdnZWUxPTy/RwLmuC9M0MTExgZGREeUhJcGUbLrNe5RGo9z0c7kcPM+DaZoKXDItqWkaTNNU6VkK9gOBADKZTE+rKpnKlGuG7zFkgQDvZ926dchms6jX64oxooGvH3yRFWu1Wmg0GqhUKqrQoL+/H/F4XDXQDoVCKJfLPWCa61euAz5TNv3WtMXm6TJ9LNcZ70Ga9ErbkGaziVQqpZ6VLJAg6CT4q1arGBoaUppIPkumP6UZsNRgyvUkixP8KWA+O9d1e0xsL/ZoexdW75Zepp3PaCCB0ZO/5Q1Nx87Q4jEDRkyl875eum5FbIUM29MxcbIy7WxD1zzclD2KmNHGwws7ztrF/bDZZUcOtobwZc3Ce2MLZ5VKtDwHXzQH8EDh6mU3/clGBn8wcwf+zdDD5wzGNgUi+GjmWTiejiP1vGpqLoHrV2avw9e1azAaKyNhtGE6YfxnT8fNsUO4OmScNztmaDo+mizgtujX8Xx7CK80R3FldAJDRuWMDbBfaHfw76fuRccxsCFewqcGf4CEHoGh6bgvZmLb+q/ji5XrMdVOqwrFiGGh4waWPM+OG8BMe2Ws2Uri8cI23N53EPcO7MY3565Gyw3ivvQu7G1twLfnr4SuueiPmAheYBPXw5Z55oOWiTUNxGq1Wo/418/MSKE1AQfF1H7hvgRfQG+VnGzDwmMkYDBNE5lMpqeFjwSE3MikKF3qfHg9AjF5HbIBZDYku8XPyfQSARVNWGu1mpovzhEZE5lilGlaaVHA8RHQyBZPcjPlOZjarFarSry9nIaLmz3Tn/5nIR3VJXgGoPRprFDs6+tDf3+/atVDgTnHJE19meptNBqq4o/v+VNiEjhJbZq8D/6bc0Nwz2pZv78ar9NsNlEoFHo0frRI4Wfj8bjSEvJeCFZY2SoBaigUQiqV6imikGtLpnz9wJ9tkeQalvoyjpk6NU3TkM1mEQqFMD09jVQqhUwmo4AYWyKRfZXpcPklgP+Ox+OKPTVNU1UXcx0QDD/00ENn8ytiTcfBysoaHb+WseDU8Xw7h3ti7SXvGZoOy3Owp2NjoXNuYONswRsjoDlwoammzud63RdKG3DIHMDjkRpuShzGXbEJBDV9WVAq44cdF/9n5m2nvfaxeg5/b27DL6Snznp8QFdjtD0Yx8eyTyHTp+O7zWF8q3g1nJM6LQBoOUF0vACOmHlEDAvpYAs1J4KH65djxHgJw6tkn9EF5CbeH9t7EnyfHuB9tprHA4WrFYt2zOzDi9kIbj2pXzc0HZeHYvjJzLP4XmM7bk0fhAEXBSeBuN7GrJVGwmhhsp3FRCuDsO7gstgMJlsZpS07XSSCbXQc45SpctfTsNtch4FwDTo8HKgOYrp1K0wr3F0bno73ZPaccR2sdrz7G78O4DfO+nNrGogBvWk6ye7ICkQJbKjlYnoLWARbfsE+N04eQ5AnBc28Dk02ea1YLIZgMIhms6kqI6WA3184IFkmblDc9PzVlBIgyNQPj+P9lEqlHgDEDZ4sDzdkCVAk+OM12QuzUqlA07qNzpPJpErxcW7IUnHs1CvJsRFY8d/xeFzdM9N3BAlyviVLJu+BKVC6zPf19anqRVlFSLsHesER2Mk5lmtHPnsCICniB3ptIQzD6DHalWBc6sr4Xq1W67GqIIBrNBo94JGghF8ElkvN8T0CW65PrnWOKxwOw3EcxZxJPRjZQqYeub6j0ahaq8lkEp1OR7GCBLEAMD4+jpGREUSjUbiuq+5PPk/OJ6uIeY1wOIxcLqfOTWBuWVaP/YX8ovSGiNegV9/ZRlIPIaM3UHE7OG5rGDIcJLSgYo+mnSb+dPp9F7w6suMG8HRx06qcq2pFULUiOGLm8UXteqRDLVyXHMcd8f3oN7rrKatHetgl19PPCAZigQ7eHz+IM6XvgC7DNm43l2WZmAr+SKKCD8UfAQDssywY8HDMzsI5CSq3BAtI6g7WnUwtG9riuRpuRz0z+e+zjZUUNDiei0fLO3rWRCRgoU9vwnQ17LUMlJ0YDrRHYHkGnq2MYSBcw1ikgCdLm6FrHq5OTeLR4nYMRaq4KjkJAHjZXI90sHnKCsd0sIXpZgqbEwsI6zYWOoklOrGtyXlMNdNo2CFEDQu/3PcD/Jl7OwDgN/sfwQP1rXi2tglvTx3GHdEZABe2v6RmndvP/JoGYkxFcvPnpifFyf5NEFgEOvJ1mUKSuiFex/85CrILhQJarZZKNdEegoChWq0qdoCflywDQ1oKkGlhukyCRo5Fplq58Uqtk0zT8lger2maMpqVzJ0EhQx5DK/Ldk7yc6lUCgMDAz2vSSaGIVNN9CWj/kuyhhIkkg0haGOqjeCBuicCJvbxlClT1+36UHGeJXvF5x8MBlWRAkEh14MEzQRuHBuBlGSaeAw/L1PhBOKy+MFxHMzPz6s17LeoYMUiry+fKYNj13W9pyckX+PPRblcXpJalmuNqVUWq/jTieFwWP2RRQWzs7Po7+9XrY9kSpJrRwJ//snlcnBdV2kwqQUjCPMzqpdidcLyHHy6vBXj7Rwsz8Axsw/39L+CmN7GT6UWAABfqV2JqnXhyvRXGrFzMJF1PQ0dryv+f7B1Bb63sAP6Sdf1Hxl4CT+TWnnbHl3z8PHh76+IkXI8F0ftFrYEzrzpEwxeHer+vTPUEu+emr2ZdTrYdBJ8yX+/FmF6S9nTqGHh307eh3SwiVInhpYT7AGyphXGETOv/k+QfcTM97x+qmjYIaUzO1bvOyVIPmLmMRorIxSt4IiZx6eLb8dwqAJdc+EAWBcs4SN987C8wDl5h71esaaBGAC1ycmKMKC3ebY/1SXTUMBiXz0CKCk696cs5QZLTzCyaXQbTyaTanNjWonnlI7yPC+F0f6KOB4jmRV53/J1uTFzrPI9WhbwfpieJYCRurpIJIJWq7XEs4nAh1ogMl6e56FcLiOdTvf4sfH6EqRQxM5+lVKnJ6tced98XTrIA4sGr9JnynEcxajwuhIAsxCC7BqBkNQoMY1GoESdmmQhJXtGgCDTlGSlyNwRqLH9D33k5JxL3yyZDpUp6OVek5WFfK6cNwn26PIvdZBALwhrt9sq7cxCCdlDledPpVJKPybTjKZpIp/PK6DHLx18vnKuuJ7y+Tx0XYdpmgqAs+iFxsmS0ZUavktxfrHPsvDdhcvV/11PwwPzV+Hy1Ayc5BxsONhjrjun1OBqxnKC72yosWSzP5tQQO4k2/RQ8QrcGz96Rr1XJtTEWKyAdyQO4oZwC8CZAY+h6dgSiL6mTaWlzcTpLCdWGm3PQsuzl03d/aCVRc3uZUjJTL2WzCmf9emeeSbUwPbYDB5e2IFEoI291SGVvqzYMTSdID6ef+yM+re1FhcFEAOw5Be0P13HY6SgXW6q/s9ww5KWD34wxJQJN14CFcuy0Ol01P+5gbESEYCq0mRqjJ/jmDhGP2PHkMBQjsn/uud56OvrU1ojXp8aKQkmWMXYbDbV/UkWhgwFtT/cqAkepbcY2RgyV5FIBPl8XhUQsAo1Ho/3MCXy+gSakUgEsVgM8XhcPQvOlaZ1LUMIMiVA47OUc8Hn7gffsh0QwRFTeJwjAjOen/cqU6m8h+npaZimqew/2DBdPi+/aF6OWX6x4HOSzCQ/z8/KFCzTixyjBNS8ngSC0pxXsoyxWEytS6bU+fPC9zhGnm9iYkIVesj3CKJ4/mQyiVwup77M8F4CgcCShvLSz+9SrF4E4S7xY3I9DfuqQ9idsTAasNF2X9/+nrrm4d7+3Zi10niutFG9PrlMEUAq2ELUsM7YvBzoAjnJqJU7UZRdYODk7UY0G4GTFhhAtz3SvbndeG98CjEthCdaQVg4fbHFUcvESCCMsBZ8TUHYaxH/tXQZ9pgjuDu3G3fHZhQgm3PqONZZj46zNqFBxw3gpdp6uJ6GddEypltpdDrdse4qj0LXPPxP/Wb80eDLr/NIzy7W5myfDLmpcUNcjhniZiXfk6k9AGqTlWwVgZA/xcm/ZfpMnpuO4pFIRG3y3Cx5LqmRkSwILQK4eVGfJUX1vB8JzmTKUqZyqLdhCx55Hr9+jEyRPxXkB3vU8lCDxLlgitg0Tbhut6KU1aOZTAae161urNVqalOnrkiCEQloIpEIhoeHVfVqq9Va4t+WyWQQi8VUhaEcE//NakbOt2yjRADmZ714Lq4demXx3FIjJlmxTqeDcrmsWLd4PI5kMol2u41yuYxYLIZUKtXT4koWcBB4SRBIXZasGpXPnOuYIFaypLKhNscvdWmSHWNKnECV9y71bTwf71v+PNA7TK5zybxGo1Hk83lEo1EUi0VlXssvAYlEAq7b9Z/jufm82brpjRKac+FMO5eLy0MxbIiXlvT1cz0Nc04C14YtJAIdFNtnL9QfixcRNTrYVx06rzEORyuI6BZ+WF5/xmOrVgSmvTJGxg/kQrqNILo/Ty93Wph0MogELFydnETbC+AXs92m0vs6UTze2I7nymPIhhr49cGHTsl2nY6ZOh8dlwzTbSnbiNWKadvEi9UNKHei+Nz02zEw+h3cHnXheC7+eO6deHd6D9APfGvuylW97vlGQHMR0m3Fzi239lxPww2JIxd6aAC6P+uhyjkWr6zyWFY1aBeQTCbVL35gsVmwDH6bluCMKRUKm/06MQIysiXyGJnyZGUYdWF8rVQqKdsKoJdpI8PCzZDvy7SYvCdZWCA3P8nqSaYFgAJHs7OzCmxwfjgP/vFI1ohzKOeSDJdfdJ9MJlU6ieAxm80iFouh1WrhxIkTiv0jWPQ8DxMTE+jv71d9OSXAyOfzyOVyKJVKKJfLqpE0gCVjzeVySCaTGB8fV8+bc0V9FcE2QYm/OIAFDJIBlfPkT0/z3xKEScDK9ylOZyqOz5f3QHsNAi8577ymZLJ4fV6L4M0/XoIYsrYSMEn9luu6ShcmtXEEifF4XBUfsDrU//PG1Cuv4Qe4QJcFW7duHVqtFqamptR88ZlEo1FEo1HMzc0pbzipu2s0GnjqqafwRonwgoWDltdjGXGhw8Ci7q4/YkKHh+FIBTdHavhMdQMWzgGEAcB448wu6mcKXfMQ1m38/exbVlx9ea6pyusz4xgJhDFhm5iy+xDRLPzTwcdxc6SGvZaBP1t4Jw7VBuBCU9do2CH81vEP4pfXPYw7ow7mnDr69JWlIItuB2EtsGKm7FSAq+jaSKwy2TYcSCAVbKlG2VU3AqDbmeCf5x/DhkAMOmbwLawtIBYybIxGyqf94hDSbVwRmsW5tDQ63zhodbD5r07g4Dl8dk0DMQA938zlxiA3KzIB/s0KQM+3dcmiSA2ZtI0AetsChcNhpb8xDAOJREIJ9svlskrr8NwSfEkgwDHzG7/ndQ1h/SCN/2eF43KgkxsisNjaSFYaSgZPNsrmxkwRNt9n6ojz7TeDDQaDyGazmJ+fVxWLQ0NDqspudnZ2SRNqCSKazSaCwSBqtRoymQw0TUM+n0c+n1fdDAgiZXGGTKsWCgWEQiEMDg6qVj0SdPOa0gCXz5YgTbJN0mqE64vH+vVdfu1VIpFAPp/H1NRUzznpgUXzXz5f3gvH5l9nvAc/+yrXtH9e+YVAjlNqB3lP1O1pmoZ6vb7E2oJfMijiT6VSiMfjPQbATEMTkFLoz/kFun01s9ms6stJbWc0GlWMpmEYmJiYQLlcVl985M8z1+kbJtaA3u3m5Ks4UBtESLcR0m3cl30Jd8cqCGsR7GuOnLUgnnE2gCgW6Cyr9wpoDmp25JwtMFYaId3GB1K78OnyDrxY2wAA+J3hb2FLMIGGq+O/z91+yhZLtmdg0sqiHZnGA/VN+PHkJIwV9LMcPYPI3/FctD1bsWblUwCuDatkX+GPm5KvYrz+tu660Logs+N5yOjdrgxXhUoYjlbPuvXUaxkNO4SXK+t6Xgvp3d9DHTeAkG7jYyOPX7BG3f5woAH2uXkHrnkgthwT5N+w+O3c/0ucx0gWBsASoCbTeNzECAhSqZRiCyjO9xtRAlCMgdy8JVPGoGCcIVNgvD9aM3DTGxoaUk7s/jmQFhKcI26CBBu8N6YCWWDAcUswwjkjAAgEAhgeHlYglB0EbNvGpk2bVDEC01r0piKwSCQSiMfjCIVCimmJRqPo7+9HuVxGq9Xq6YbA+ZDzS6arXq8jEokgm82iVCopTysyPgQKsirSXxHKe5Qsl9RQSRDGPxIUErzl83nU63V1nYWFBWXOu379ejVOro9Op6MADp8F75O9Tj3PQ7FYVEBJMpP8W+r3mGZkKpYmr7JCleCRrBTBFUFhMplUc8008HKAzp+ylT9TyWQSW7ZswZEjR5SlSiKRQDgcVinJRqOB+fl51eqJhRd8LtTy+RnHS3F+cVdsFs+mp7EpPI9HSpfhG8W3YEvwIWwP6sgF6mc+wXmGrnn4QP8uPFjcuYTJOJf2Rolg+6wE4+tiZfxS/yMYMTzcFj+AlhfAowvb8cmpe/Gno9/ClN3dAoejVcy3EktA4WisjHXBEgCcrLpcHR2jCw+mZyF2shjgTMBttePe+HHsTq1HNtDAkFHFr524D1Urgv6wid8Z/jY2BRP4g+EH8UB9K4pOvMcRX9c8xAId9Rxozru/PrjiNPfV6UlU7agyt82Emui4xrJfDAKai4DuwHYN9EdMlDpRVdhxfWYchxoDuCoxidvi+/HW8MXZrH3NA7Fqtaqq5IBF80q/SBvoBTwEZwRQ3PAIkKQeiOwTgCWCcDb/rlarCjCQIaMhKjd2sgeSsZJjkt5kMmUoWRICKAkWyKJFo1F1Td6/7DUILG5qBI88lkCPbJjcXIFFE9VgMKg2evo/kbmwbVsVAZAZSyQSGB0dRafTwczMjBLKU4/H68gek7lcTvVvJDNC4CDBkGygzufSaDRUmylqtGQKl6DML7AnCyp1Uzxesn989n4AJjVcBD0bNmxQDcEbjYYC3jMzM8hkMgo48rOu6yo2lQCNLZSonYrH46jVairdynHK586KVzJi0WgUqVQKmqahXC6j0WioOWWXARrr8nV6eBG0sosBKyo5D5KRJrDnM6E1SV9fH6anp1GtVtWXFwJLTdNQq9UUm8qfO641+WWF2sM3TnjY1R7FzlDhdRtBWo/ijwd34c+Km2FaYcSNDvZ3BrExMIcTrXNvTbTS0OHhYGsIQW11nusN6WN4pLD9tIxcLlxHWHfwo33PYyRQwdWhbsovplv4r41u0+lyJ4aa6+HacBj/bfRxjNsN/NHM3UsYIMs1MGNnEMD8qoyfEdSM82qfdL6RN+L4d4MvYNJp4Jid6Laa8jTMtpL41PQ9+Pjgw3i4fg3uT76EB8yd0DUXMcNGxwngyvQUPpp5Bv928j7cmj2IHeFp3BKxMJ15AXs7fXimvgUvVdadtm/pK9WRnv9/pP9ZuNDxN7M3LgFjV6anYGgu3pPcjRGjgQNW9xqznRQm2lm8K7MPA4Ha6w7CdrVG4Z1ji7YVATFN0/4QwE8A6APQAvAYgF/zPG/85Ps/BeD3AAwD2A3g457nvSA+fz2AvwRwJYBpAL/ned7nznRd13Xx/PPP4/3vf3/PZgos9tHjcQQ53MilxkjqxWSqT24ywCLLRHsKgi/21iNTRY8laoOkiazU0fi1SDLdI72xpB5H6nqALkBimxyOUQr2pYWDFIEvZzYKAMVisccOgvMQCAQQj8cVs0W9ULPZVMwYhentdhuZTEaZe9JpXVbeMd0YDAbRarXQbDYRj8eVvYVpmj2skNRncZ4Ieqjjk6A7Go3CNE1173IDJ9DmOpEFGlLfJEEyiy78Oi4CVOrXCGIAKJaQonzOBbsxNJtNFItFVRUqnxfbUrFX5vz8fI+AnuwawSDXmlxbEoQ2Gg1lrwIspjVZBMGG4ax4pLaMlhLpdFqxiZxjzpVM6/LanItNmzah3W5jYWEBqVQKoVAInU4Hc3Nz6ouQTGP6tZBynp966qketvZiD8+y8bvf/TA+ev//93oPBXfE92HBSmC8mUPGqCOhRzAUrqDYiaHlBF6zZt+2p+OF0oZVO9/pQFguXMfOxDTmOklMtjLY21qH69JFtD0Ls04bdVdHX7AOxID3Zndj2Ohu3Iamo98IYDDcm4rTNQ8bowXsqm/AvbETF5Uv1UrC0HRsCCTwZDOLjqienW8n8FxzE3bX1mGvOYK6HcJV6SnMd5KYayUw3Urji5XrETZsbAvPYNAw8eelq9B2u79zJ1rZM64n/zP8RvEtqFgRhHQH/iZnL1fWYSxewNcr12FfdQixQAeXJWaxMVKA4+nYHprFTZHXt/oXAH7/uz+KbbPPnNNnV/rT978B/InneRVN02IAPgXgbwHcrGnaOwD8vwA+BOBRAL8K4AFN07Z5nlfVNC0N4FsA/hTAOwHcCuCrmqYd9jxvRcpcbgCy4k5Wh3FDJ/iQbBJBBtM4fid+ghWp0Umn02pjJwiiT5dhGEoDlM1mEY1GUalU4DjdpsWWZSESiSwRxwNQeh1u5HKMcuw8VgIraUUAoAdgLldJKhlDBjdEaR7K65MtrFQqSCaTCnBxTmZnZ5HNZjEyMqJa9XDTLZfLiolhkB1k6o46pVQqpcxMZcUexyc3f6n58xc42LaNZDKJUqm0pMKTIcEw2SE5dwRGBCC8nvQfo6ZQfkZ6Z9F+o1Kp9FhJNBoNxS56nqfa+7CXo6Z12/6YpomFhYUeiwfOHxkjf8EAxye/UNRqtR6GkyCI4IfVjWQE2YGAa4o/Q3xWvH+yedRhkjELBALYuHEjNE1DqVRCf38/AoEApqamlDaO1yP7Rd0kz8U5pAGyXwv5hog1QvBdGw7jM24ImWATN4brACL4RG4XHohM4+/nr0PHDSAVbK1Jc1cZp2PCiu04nuhswYcHn8dYpIBZK4W/qe7E7bED+DfjH8Y7+w75bA1CaLgdzDodfKZ8I3aVR3vOFwt0MBCs4uro+BsOhMmYt1M9Hm6up+Gbc1cjFuggpDvoOAFcHpnCRHOnYs1mW0kMRmp4zNyB3ZWR8wbyBMDLdZp1Pa3HFNa0wthXG8LVqUk8WxrDvcmXcaaWTYw9neZrVzzjnrusYkW/+TzP2+95XuXkfzV0f71cdvL/Pw/gK57nfcfzvDaAfw+gjS4wA4D7ATTRBXJtz/O+C+CrAH5hJdeWTBCwaPDK17hJkVkAFhke/uGmxPfkuaQWin/LDSqbzSqwQwaBWjGyIHyfTApTPlKoT4DBBuK8vmQnJFCQY5UVjAQDrG5jNZwUdPNYgiu+LjdvAiCOPxKJwPM8xONxJBIJ5HI51caJpram2W1oKpmzcrmM48ePq56XMiVM8EGbC94LQRjnUgJrOScEV9JVnxs5ACUAlzo9CVrJpBEwEZD4dXMcN8G6XBeyiIP/5ng5plQqpSojCfoJYvv6+pQ/GjV9XA/tdltp3aS2T1Z2Lhd8jmRX/Sl5HsN7azQaPbpDqTEj2yurPPlHgj/JuFKAHw6HceLECaUzGx8fVwwq05Zc2zId6v/Z43OTfmiXYvXjncmDCOsWZh0bB606/t/yThTtBDKhk9IHwzrDGdZuXJacxWXJWWRCDYQ0B7+SPY4PpV/A/clX8HD9criehoodQ8np3eofambwq8c+vCxrd3VyEhUnig2B0oW6jdclfjy1F7nwUiY6Hujgl4Yexu35A+gPVBE92dCbMdtK4oXShteMTT1dNOwQjjf7ENAchLWV/954PSuYTxcr/gqqadpPaJpWAWCiy3r9/sm3rgGg0pBed9f64cnX+f6LnlTLAy+K908bL730Uo9JKzcUmXZjo2o6glPkLHVf1PWcHKPaVCVAkSwH02yZTAYjIyMIhULKwoEbNgBlaeF5Xk/ah5sMNyJgkQGTTAEAxSAQFPkBGUEKN01WHrKVjrQ84P0SDDGlRjH0qQoa6LhOACDb9FSr1Z4Nk2GaJubm5tS9yTHz+HA4rFKY1CJRZA8sCuip65IMiWQSJaCkVs22bQWUeS45jwB6QLucBz4bqWPjs5NgRDKmMhUuxx6NRpFOpxXw4XWYFkwkEkilUko/yPXMkOlsjoXjkmBMVlHKFCXH5P9CwPc5rlAopHRi9Ipjip3rhmuEP65SZyivk8/n0Wg0FNjmOpA2MhyrZD/l2paFJp1OB7t27cIbLTY+4GLCNl/vYQDoCvfvzz6PsAY80tiGoObgA4kD6v3ljFJTwdaS1841ApqLrcl5fGToOQRWSTMGdCvnbk6+iqYbQsMOoT9Qxb5OA/s7w9jfyeLpcrfdTlBzENMXmZ8nWi4+N/v2U7JshxoDuDuxB9eGL2wfzgsdeSOO+/MvqgpExnwrge/UrsL9yVdwe8TCZbGZVX1uZxupYAv9ERPXZiYAdFm0jw49g8tDrz9bOWGb2PjAuenDgLMQ63ue9zcA/kbTtCEAH0NXCwYASQAV3+FlAKkVvt8Tmqb9AgRbtrCwoETzsjpPbkTc9MgU8TiCCel4L1mZ5fyy+O9oNIpOp4N6va4MR7lZMwXHnnvU9kSjUbRaLWWaSmF6pVLpqfDjNcgUVSqVHtGyTKkxgsEgBgcH4TgOisWiSjURxEitlNRDcbOT1ZqSQZFzmMvllBarVqspjRhfI2tGK4a5ubklfQ5p3kltXSqVUlWPQHcDjsViPTYeBCh8X/qN8TwcK+eaG3o0GkU8Hu+xipDAleeTOjJ/OpJzIsGfnCOCElm9KMEb9XTUcXH+pdaNqWxq0UKhEFqtVo/xrx/gkZVlOlIydBKwy1Qz51Fen+uHoJxWI7quKyBLoCT1YQRhvA4Bcn9/Pzyva7+STqcxPz+vriVZRgJH3gPXqBwT13in00GhUOhhrC/GkL+/IoghtmcaNXdtpFzTehS3RICGG8L74wfxQH0rfmPifWidwkU9oLn4YP+L+NLc9ctWs21OLCBqWNhTGT7jtWOBDv75yPdwwurDQ6UrTmtZcbYp0oDuoj9QxcfyjwEAWl4Afzb7brw/90O80lqvxj7ezOG43cH2YBANt4PPzL9ryX3pmofNiQW8WuvHQLiGy4Kvv/botY6S08B1YRPfiphLjHAP1/uRzHUtLT6eOYrBYBlFO4Ft4Rm82BzDowvbL9g4hyMVbIvO4lBzEAAwGKnhrtgsTtej80JFzdUR2zONc4ViZ80pep43o2nafwdwRNO0DQBqANK+wzIADnOMAMaWeb96ivN/GsCnAUDTNM+2bZRKpR6wIXVUkoFiOxVd15FMJpFIJNS3cNd1Ua/XUavVeqoG/ayDrusol8vI5XKoVqtoNpuYn5/Hli1b1GZPCwgCBW7qrOLja67rKqZAgj2gyzTUajXFmElGyM+Q0JG81Wqp8QOLOiw2Ue50OhgYGEA4HEalUlEu6JJh4WbOMWiapoTluVwOgUAAc3NzyiGd2iUCDVokTE9Po9ls9gAaCQa5CcvUquu6KnXF1JlMLzOlxXvj/HI+mP6T92HbtqpQPLlm1DmpHVtOeybT01ITxrUgxeQ8HwA1/+FwWKWnCTyk/xnTcfw3wVc8HldrrtFooFwuK1AtWV6ub+q8pF6QY2PhCOdCfp7Hs1iCa5DNug3DQF9fn1r31PBJhljTNFWkwnWbzWaRTCYxNTWlfMMI/jiuZrO5JNVOQCy/7HBO2WHijZCalL+/UlrOg2XhyeZmXB6aeZ1HthgWHBiahqPtfmXquVzYno7PTt18yvdX0syZsT5awrcrV+OV6kgPA5UKthAPdBDUHSy04/iJwWeQ1Jv4cvFtGK93TWNDuo2A7p7S86xhh/An4+/FHfkDuC56DH964m5EDAs7Q3N4uHqFOi5qWBg1uiDsjwtvWdYjy/U01YkgH6whrL2x2m413A4qbgfDgQSeaLn4Qf0yXBk9gb2tdQhqLoajVTSdIK5JnUDbDWKuk0RYO5m90HR8JFEBeZVtwZfwXHnsnL3ozhQh3UZfuKGe04HaIA7UBtV7/yj/zLK9Ml+PeLK5GZ517qn9c03uBtC1rh0B8BKA6/iG1t3JrgXwlZMvvYRFvRjjLSdfP2M0Gg28+OKLuPfee9UmIzdLx3HQaDQwPDysjgegNEsAFDO1bt062LaN+fl5FAqFnrQL03KWZaFUKmFwcFCl0crlMjKZDMbGxrBnzx5Eo1HVboeAAUBPOxuOj27uMm0oN1MyPAQK3JxkOom2DfwMgRg3cOkfVSgUlMYtFAop9oPpKJlmkmkogh5qllKplErjsbMB59fzPFVRynmT6dZWq6XSqDJFJTVf/Jv3TBAj02NMbUoGClgEafw/AQ7HJsGYYRjKEkKmQAk2ZFGALICQTB/ZJ8/zVGujfD6PWq2mwBI/T+aW1aHUf0nwz3kIBoNqjnhdaTIr06F8PgR68ueA73NtETxKDy8J5oCuzo9Gq3zWhUJBscisIG232yqVm0gkMDg4iLm5OfT19cE0TVSrVXUvrFaVrLVkr4Fe41yZbn7++ed7ij3eKGHPzOIPH/4APvah179ykpHWo/ijhctQtSPoj5hn7eV1LsEN1B+5UAM/kn0RXy9dh4YdwjcK12K+negBa7rmrSgl9nR5E56tjAEA3pY5ji3BBDaEi6hZEcy2kkgFmmh7Ng5Y4TNWcuqah9vi+7FavmFrJf68eBXaXgCf7N+DzxduRtxo4/PVt6NqRbqebwO7ENRsvDVyAg40JDUbMX359TFohJEP1zH+GgGxG7PHENatZQHzVekpvCe2djSNf/i9D5xzxSSwAiCmaZoO4OMAvuh53pymaaMA/jOAYwD2A/jvAL6tadpfA3gcwL8AEEFXkI+Tf/+Jpmm/AeAv0K2cvB/Au1c6SCnkllYEQHdT7nQ6aDabyOfzKJVKqgUP9UQUmheLRSQSCaxfvx6xWAwTExM9QnB5brINZMEWFhawbds25HI5FAoFxONxxRY5jtPTa5Gsj0wxkV3g5g9gCWiQVXjpdFoBJwr8uXFJIEVQRBE6LQ78FaayaIAhmStZ2DAyMqL8w4aGhtBut1Gr1VCtVjE1NaVAE73BJFNJAECmjvfmOA6i0SgikQhKpVIPuybZquUMWf26NrI3BJlMfdJrS4IA6pikmatkuBgSFBLsnFz/6lmZpgnTNFV6kUUitOcAurq5SCSiPLl4HQLcZDKJTCajQL7UYgGLRRQMrktZaEEA7HmeAuPy54PAluwwGWEymKlUCqOjo9i6dSt0XVc6sXq9jmq12gNU+XnH6XrBVatV9XPC9DXXEtebrLSULZAkmCaolGDzUly4+EBqF75bvxzTnQziRgfXJ48CAL5duHJZw1Rd8zAcrWC2mTqjE37EsPCzwz/AX02/o6cab7k4Vs/hP9XvUv9fTqfWcoJLzpMJNZeweeujJRyoDeInh5/G++LTACL4tdwRmJm9+B+VHXi6vBn/cvI9GI2eWXx/eWoG11yc3qCnjCdaLnZVR7E9MYd/aETgeBreGj+Ghc6VgNVlA782dy0uS85iR3ga14SAVy0PjufiM9URHG4NYEd0Ch9NzsHQdOjQl+jKVjMeL2xd9vWPDD2HDyROYC2kJFWcp5pipYzYvQD+jaZpcXT1XY8AuMvzPBvADzRN+zi6gIw+Yvd6nlcFAM/zypqm3QvgvwL4A3R9xH7RW6F1BQC8/PLLuOeee5QZJjcKYDG1RJ1Kf3+/aqcjS+KpaWHaZGRkBOVyWTmZS+2NbduYmZnBxo0blUaq3W6jWq1idHQUhUKhZxzUYnFz5sZFYKHrXb+oTCaDubm5Hu0P/3AzZFuYcDjcY2gqzS85VjJwUpcjK+5kCo+vSX2O3MQBKOuNvr6+HrDVarUU2CNTJNNIMjXG8ZBlkbohslucH8mW0OldWjQQEEkz2GAwqNga/p/MDwG4LJKwLAvlcrlnHXDMEuTIZ+kv9AC6fU8XFhYAQBWEEPzVajXFgjmOo/zDWFTBNcQqW+rCGo2GMjHleMhmcU4JaiRg57OSOjE5Tyw0kSCHPwvhcBgjIyPYvHkzDMNQwIuVj/LLAdeTXL/lchnRaFT9vMlnzOM5bzIlzbnn3JIhZaPv559/fqW/Di66GPuqjYn3mxfcPf10ocODexJQzbSS+FL9rac9PhNq4BMD38O/nbzvtPqtkG7jff0vw/ICsF0DqWALph0+5x6Rp4qgvjSNfaA2iIhh4W2RE0gIFmfWsfFkaQsadgimFYaL049F1zy8K7nvDZWWPGjV8dmFu9CwQ7gruQdbg1Ucik/jQGtYMaKJYBsdx8C+6hA+VXs/7u7fgy2hOfQbRUxbGbxcWYdXqiN4qT6HK2JTGO/04ZjZd4YrrzxCuo2Q4Zy2c8LlqRl8IHFizaQkga5Qf+xr5wdIzwjEPM9z0QVipzvmswA+e5r3nwNww1mP7mTwlz43CpnCk4xMsVgEAIyOjiISiaBQ6Dpa+0FIsVhEKBRCPp/vEcoDi02vmXai7xc39M2bNyORSKDT6ai0kud5KBQKS9zQJQPDNKH0EJMWBLx2s9mEaZrIZDJIp9NKwyVtHsgC8jq0sCBD5LfHAHp7LgLoSVNK4NLX16cYLeqQ6HvF+SM4YAGCn8EJhULKKR6AKooguCITJsEPGTD/M/VrtRiWZSn9Ep9TPB5Xbv0SjMiqQN4H50JWIvr92GT6kloomtISBBPYy6pA6dcWDofV/LmuqxhTghI+J47DD3AlsyoZWz57Ai0pqGdKV1ZX8tgNGzZg48aNKBaLirnN5/Not9uKQZN6Rv6xbbunNyrnVgI2ychKs1hgEQBLtpH3YhgGSqU3rkVA9NAcGqsMRM43RgIafjz1Mh5vrcPl0Sl8p7DztAArFWjj8+Ubzyii77gB/P3sW5ANN3DvwG68M/oqPjn5PujwVtWjbLl06nC0in/S/wS2BHvfe6I51mMUeqZUbCLQxkiggm5i540Rh6w+dNwANicWcEO4heO2jpdq61EToEf30TpHmv1YHyzgD2buQNXuHud6Wo9Wa7XDPwYZ/RETvzPw5JoCYQDQ8DRED82ds1AfuAhaHAGLACWV6uaKpbDab3FQLpfhOA76+vowOjqKZrOpGDMea9s2ZmdnFWBj5aPf8JOtaiqVCjRNUwL4gYEBZeAZCARUz0QAPZufFG9z85bj9m/Gsm8gGS/JlJA9ow6JDBx7+vHeeG7OC7CYzpIsEK8tU5TUAy1X3UYAxfHGYjH1f1pT9Pf3K0sPqQFy3a63Vjqd7vGVkkUKsnpQsjnUbHHMZIL4GU3T1PNjitGfipTpWs6v1KZxjBLg8/rlchn1el35hdXrdZUuluwdx8D549oji8jxyS8TrDCV15TXZpqc9+4v+pDpZ55DPleZNh4cHMSOHTtQr9dRLpcRiUSQSCSQSCSUESvnQJ7T8zxkMhkA3ebe5XK5Z54ko8xKVY5N/ptzw9eo6WP17Rs22h08XN+O7ZnJ13skKtJ6FEXHxPbgHD5fuum0IEnXPLwjdRAHWmeujgS6Iv90sInpTgYHAgPYGCsipnfwQnkDXE9DxLAwEDGVGD+gubil71Ucbfar184lRiJlrDdMAL1Aqy9gnrYogXF5agYfzT6NnGG9Zs22X494ouXir2duwV19+3Bn7CD+Z2Un9jWGlwBSuQb8gEvXvGXTwecbmVATVSsC19PQcU/d4SGk2/jx/NNrDoQBwMP17fBa7TMfeJq4KMQZjUYDzzzzjAIq0pCTGxwBhON0TUaPHj2K8fFxAF1h8rp165DL5ZQrvuM4qNVqyOVyS5gFbq7ValUZpxJA1Wo1DA4OwjAMlMtlVKvd4k8pWpdMATUz7P9HwEQwBUCBFF5f13VV4Vmr1RQDlc1mkc/nlelsOBxWHlUUgPPzEgT5xdIyBcYxep6nNEIcCz9HLzBpHeE4jmLVyEjRnkHaEkjLDF6PAEW2WpLpXNko28/w8R6kHkqCDzJr2WxWVZB2Oh3V/of3ytQisFg9yufI+bMsC/Pz85idnVUidqYLmYrmHHPsXKO0OyGI4jOTRQGyklW+R8AmdY7+1CnXPJ+3bdvquUlWjcUeg4ODuPbaaxEMBlEul9VxbG00Pz+vQB+w6CnGn69kMqnGQeaMz0T+kXpOWRUrq2b5DDnnzz//vHr9jRj2zCz++NH7Xu9hLIn/MHcnHjSvxFWxE6c9zvU0vNIcxdvjhxALdFZ07ldr/XiutBFfK7wFrqeh7Qbw8XXfx7/a8C2EdAeXx6a7zZw1Fz8z8gQGAxVM+KwTzjZeKG3AF6tvWfL6bZEyrk6fHgSvi5Xx830/wLXh8BsGhDXcDr7TCOI/Tr4HDTuE8XYftgQTONAYOifAqy9TMJEKts7LW2y5c8oYjlaRCLbxj4eeXVPifBl//Mh9cGbnzuscFwUj5nkeSqXSkgpH+c1dWj7wM5VKBc1mE7FYTAGqSCQCXe82GC6VSshms0gkEqjVauocZH5arRbK5TKy2axi1EzTxMjICNLpNMbHx1ULJE3TVFsgyUQAiykYVu4RqLCBtgxp00HhOjf/SCSiigLols7KO7JQruuiWq0qfZlkIKTGjMASWKzO431z02RKiqCAqUCeTzZOJzihVonsDRkvjo1FEBIYERBJLRGLFrj5s/qUWjkCGxYHAFApQDI9nU4HmUwG8/Pz6hkQ2MiUJUGgZM4oRl9YWFCMFtO0bLrNOeCYOcd+nRnXnEyNSnAp9YScd9mySYr1+befGSMQSiQS6vklk0l1nm3btmFkZAQHDhxQ6dRwOIxMJoNCoaA0gGQLeV7Zh5JpVt6vTB9LFlWCSK4rf5GNTGdTp/ZGjuhkAG3PWlO6o/5QrUcQTY3QcqzEkXoee6u3n7WL+nwroZiXsh3Dbw8+hCuS03hwvmsrkQq2cHNkFlk9gmsjf4+yG8GnZ25fVeZl1rGha6dfXzUrgl3tEcS0yTWl5TufeKyVxH+ZuEP9/9V6P35j5i2YWaYg4kzhehoSgQ4adkgVTuiah22JOeypDsN2lnI6Ac1FItjueZYBzUUs0FHsW7Hd2/h8a3IeR8w8ApqDnxp+Cu+KzuOAFcBlQRtnI85/udNSzd7PJRacOvIraMre9ixEJ88fRl0UQAwAnnvuOdx///09bAuwyOb4q7MY9OsiCDIMA8lkEiMjI0oLlkqllL6LlXYEIZOTk9ixY4cCEWSMstks+vr6FOAhc6TruioUkFoYaZUhq8ekcJmsE1keKUons8aqN1m1x40/m82q+ZBpJgbHxCpDbvhkAOlXJi0IJLPGc1CHBUBVgsoqOMlUSWBJQMwNn+laAhBu6LwHzg/ZmeUYP13XEY1GUa1W1UafTCbRaDQUGKGhLp+T1H5xnnktCdhoVSEF/rL/Jlkzzg0NU6UOjV8SCGSy2SwqlQoMw0AsFkMsFlOMqZxzVs56nqfS7Rw/x0oAKdOEXLtkpAzDwIYNG7Bp0yYcPXpUVXWGQiEMDw8jFAph//79cF0XiUSiB6wT3MXjcQWIq9Wqup5kfyWQlCCR4EwCU8nwmaaJF15QjTnesLHpcxOY+Pk2tgTXDhD7WPZZHDAH1aaYDjYRDLk4Vs+dTEU11Ea5Gvqu8XoWXzMvx0fSL6BkxXC03ocP9r+IIDQENQNXh7q/L/tGvoX/Z+q9KwJj62JllDoxRAwLiUAH74gfwHKJnqTRQsSwllRfXpacxYHaIJLBFiLa2mRcziUabgdfLb695zXTCmOfNXTW5yLg+rHsczhm5fG3MzfAhYa7+/fgnbFD2BkdxIPFq9B2Ayh3ouiPmMiHTLw1fgwR3cL/mnrHios16OEWCjjQ4SKtR7E5UEdaPzMoknE+IOxsYsJuY9PnJ85LHwZcRECMgmkCD25AUpMitVESQEjmx3VdlEolWJaFdevWKeCUy+VURSPTMUB3Q2q1WhgZGcHs7Cw0TVNmrmwZUy6XYRiG0rxwA4zFYmg0GkilUj0pLQIRKYqnJoysHJkzyf4BUMxgNptVlhCu62J6eloxL9xQWZTA+ePGSXDA/7NNDVOdAFQ1KdO5tGmo1WrK04xViYFAALFYt80EGTAyhJlMRtmHAFCMFtk+glW/oS3nhc+NKWVWHhK0eF63fyNfB9ADaNvtdk9DazIzEshJ5oZjL5VKME1Tzb30OeO6MIxuFwGmLQn2+Ny4/mSLLrY64vzJvp3AYhEFGTvJILJIg+DPMAwFzqUujOyl53kYGBjA1q1bsbCwoNhbz/OQSqWQTCYxPj6OQqGAZrOp5kmCuHw+r44/fvx4j1ZRzqX8ssF7pW4QwJIOCVyHxWLxja0PY7Ta+G79MmxZQzqxjB7AffmX8YXpbh1VxYoiGVjUuuyIz+LZzhhu6XsVSb2FZ6qbUWrHzmhfcbr47vwVmLNS+LeDT2PCsbA9GEfJAT61sAPvS76EsOZgZyiG9/W9hK8vXAsXGpKB9rJeUox787uxPlhARLNwS6Q7ti+bKawLlHBTxMCWYAK/2XcIh1M/xHOt9fjc9E3qs9RAJYw2jnf6cUe0eM73tpbiVdtd4pI/Fi9ippXsAaO5cH0JK7VcWJ6Br1beit/IP4HgsIO6G8LV4UnsDIZwdaiCd0e/g5bnYt4NIAgXbc9AUHNRc0PdCt2Tlaq2p58R1CeCbdzT9wquDc8BSKyImVrNWCkbBgDfrl8OnKc+DLiIgFi9XscLL7yAwcHBnjQN9Tmy+g1YTG8B6DmWG6lpmjh+/DiGh4dVi5yBgQHMzc0pjQ9TYseOHcOmTZsUk8T0XTAYRF9fnzK91DRNbbrcwPl6s9lUTBJTpGSemPIiMJHsAt+XFXT0g8pkMtB1XTm0ky2Kx+PKxRxY7BcovaoIAsjoDQ8PK/AJdNNprBzV9W7XglAohHQ6rYBYLBZTc2tZlupkwPuPx+MIBoNIp9PKAoRaOZmKYvqTzAnZIAAK3DQajR6WjxWJvB7bMQHd1lHFYrFHbybBAq9NPZa0IpFAPh6PK4BE49NqtarOKwsaZJCt9FcUct0EAgGVxnXdrtUH9YLUHhKwsSckU+UEP34gRDDDtZVIJDA0NIQrrrgC7XZbVRRTwxePx1GtVjExMaEYOI6XjFoikVB/N5tN1TmCTCrnkhWVBJB8nxoxWVwB9FYM79+//w2tD2PYM7P448fuwy/+yKdf76GoSOgRvC8+gYciV6DpBNFxDExbi4BnppNCf8TESLCMp6pb4QhWI6C5uKf/FcT0NvY0R1fU5gjobsQvlUfxKdfAJ/JdByMLHp4vbcTTxU0I6Tb+8dCzGAp03dtNK7ysnUHEsHBX3z58c+5q7DI24GeG5yCZsHdGp/HdxgbcFOlWzs85dWwJJjBoTON70Sr6QzUEdQd3JvfgB+ZlAIB7E3t6bC8u1phz6gC6vxdp2Htz7gh+ve8V/PvCVXi6uEkdmwq0e9KNy4XraThi5qFrHj7l3oarYhP4xtw1eDExhn+SexLXhgLIGt0v4nnPwWer6/CTqRMIa2G80O4gG26s2DR4OFrFzsQkrghPXjCtXsVtIqIFzkk28KePvRfbZ5497zFcNEAM6PadJBgCFrVXkoEgoyI1K/zFL5klpplOnDiBkZERpY0ZGhrCwsKCckSnDUK5XEY+n4dpmir153keotEostmsMndlg2MyP+zlxyo7+oTRR4rslDR55X2QoZBWErzvRqOBVqul+k9KBq9Wq6nrkL0jKGTqkZs7gZJM98n0HdmmZrOJvr4+RKNRrF+/vgfMMFULQJ2TjbAbjYbyEGNvRfrByX6TTEuSkatWq0tYLm7ubPjNjd/zPMTjcXQ6HaXhikajME0TrVZLARgCN5mylfNLhqlYLPawcTI1SdsOoAt6mCKUlZBSH0XmVj5XNqkvlUqYn59HLpfDyMgIwuEwAoFATyNz6dDP8ci+nWRVuVaDwSCSySRyuRx27typmFF5D7z+kSNHVBssycLFYjFVicsvF1NTU0oCYFmWKqRgUNhPMCttNgjUZdqT/2YLsDdDRE+sPZ1YWo/ifbmX8Hfz12NHchYvV9YB6G6+rqfjnuxu9Aeq+HLzOnTcAAKai/cOvIKIZuFbC1ee0bB1ubA9HS9X1uH37Tvx72/IQwAAgcJJREFU+0Pfw+5OSjEmHTeAz07djESwja3xeewqj6rPRQwLWxJdL7+5dhKHmoPYmZ7Gj6RfhD8deciK4qrwJHa1u+d9orkDP5E8gKwRw28PPYikrqHieqh7AWyNzODe2CzC2tqryDvbOGqZ+L2pexE1ThYSnQTPEb277hwfm7nQia84bUhAlg+a+O0N38SfTd2NT47/CC5LzuL3Bp5CQo8gqBn4WHoG7EhwZUjDFYkpPN7edsrrxAIdZEMNTDYyCOoOroseO6kJuzA/JwY06GL9rJQNa3sWYuOrA6EuKiD20ksv4cMf/nAPG+HXXXFD5Qay3OYALG7+lmXhxIkTGBwcVIamiURCVcVxcysWi4q5kOkzgi1aZJC5IuNRKpXU5sfUJUEcx+r3k5KMH0NWx/E+Op0OFhYWEIvFVBNpAD16M4IgXdfV+Ov1utpsZZUjx8SKPNqGlEolDA0NKYaGoI6ghAa0tNtgRSQ7HpimqdK0BGpsg8Q5d92uDUe1Wu0RbxMg0PNqcHAQuVxOgQDZuocAYXJyEuvWreuZY6aYpcCcBQVksACoRu+S1aJViOM4SCQSqsckLTwCgYACjhTry2pPjo1rh4wTvzDU63XMzs4imUwiHo+r8ZZKJWiahkwmA8dxUK/XezRsXONMDRNoJhIJjI6OQtd1zMzMqB6s1MzF43FMTEygUqkotovrlpW9TLXG43FMTk72fFGQxSZStE8mTFa3yqpJ6dBPQPfyyy+/1r821kxs+ptJTP1CG5vWkE4MAO6OzeHZWFGBMMaxeg5/3bgZo7GyMn+1PR3fmrtyVa47Xs/iNyfvwW2ZA9gQK+FYPafeuywxC8td9PXbEC/hI7lncUO4hS/UNuCj2aeR1GxsCiawnCbssmATMS2Ip9pRfK+6Ex/vexJZI4F9nQZCWnezzZ88/YgxhYTQII3bJnJ6AAn94vQRSwXaai6Zdny6vAlPxw7hA6kf4lB9AOVOFKlgC2OxAnbGJvFYZfuSVOZykQk1ENM72BawENBcZXPxN9HN+FhqAobWfRaO5+K5todxO4+fTb+MZ0qblgXtId3GpngBtyQOIt7XxligctIH7sKB4nN9zhN2G2NfmDxvfRhwkQEx0zSxe/du3HjjjerbudRQMeXGkOk9MhTAor6Hm5nndVsYrVu3DqZpIplMKnE/P9PpdDAzM6P6VVLvRRDY19enxMzcbACoZtTxeFzpuvjZQCCgxOoAeqo2mRoFFlkZFgRIloXVh2RTKJqnCW08Hkc8Hleaobm5OZimiUQioV6r1+tKPC8rJWOxmCoO4Pjm5+cBAOvWrevR6FHfxvOk02kFOBuNBjZs2KBSZJJ94X319fWhUCigXC73sCgEu7zvqakpDA8PY/369ZienlbPUaakmaolIygrJf0eVwS9MsVJ3Z3s4RkOh2HbNlKpFIaGhmDbtmLpyPYQCEu2kNch4xgOh5FMJhU4brfbqFQqPSAuFouhUChgenoamqZhaGhIFTm0Wi1lJ0FQxlQ0mcZAIICBgQFUq1WV8ub9pNNp1e5L13W1zmiFkcvlFDBLJBKYnZ1Va0reF58hQ7bI8ms2qbmk/QlZw2eeeUZpB98M4UzN4AM//Hm8fMMXXu+h9ERCj+B3+5/G12LrlF6M4XoaxutZ6JqHm3JHUXMiOFTrP+vqSQBL/MOAblXll2beinWxsvKpSgTbyAbqeHhhBzbES/iR7A/xjkgFCT2C/1zahgfnr8D+1DD+ae4JAF1NjwtgQDAZZDXujDq4M/oygAQqbhN/OvMexANt/LuhJxDTQz3HAt001aARXlOs5dlEUtewMbrQA2qBbmP0F1pj+NnUYfzrkQdOHuuqCtE9jTomkVnRNT6W2YO0HsO/HnkAX65eh6ONPJ6qbEHJjuO9yd24OhTBPzQS+B9TtyKgOdgw+m28N/8KvjF3DWxPx3C0Cl1zcWV8Ck+Ut+CWxEEAwDWhKvLGxZEadjwX7/7+r2L71Curcr6LCog5joNDhw7h+uuv70k9UoNCzQqBmdRV+f29KEhmus+2bSwsLCCXy6HT6SCbzSo3dZ6r1WrBNE3leM+Nh70P8/m8Yi5otcDP08ohGAyiVCop5oAbPRkaAihZISjF61IQTgDAFBX7QjJtFIvFkM/n1dxJTzG23CHzRi0b50amu5h+pOCaxxG88Hq0kaDxKVsokaniJi2F8Y7jKEaxUCgo5oTMC8dGZgUAJiYmEAgEMDQ0pMAoU5r0XVtYWEAymVTPP+hjIZgKZUjNFVODZIH4DMmKEaByfgjCpA6KLBpDOsxTb5fNZlW1IlPX0WhUpR/JcpFBkga6EnTzWLK+ZAOLxaJioQKBADKZTA+YJuiWwnxWEkciEUxPT/d0neA6ks9CsqmcV64v/psAjKCMP7tHjx5dcv43cnjtNuznsmi/bW2lJ4EuGPtAfBIvp6expzIMXfOwObGgqtgAYHtkGh+KF/Fb7tvOyVm95QQVCOuPmCi0F9NiQc3Fvxr5Np5rjmHBTmIkWMIfb/wK1gf0k4xF93fLgt39OT/eyKGYiWDaNlF0DewMnZpB2ddpoOYFMRZw8RP9T2F/ewSGtnyazJ+muphiT6eJnaE4fjmzD0HNwZOlLUgG2qp/Z9sNIqaHcHmot4nmuG3iWKO3VVEm1ETDDi4B3Ibm4ZVOGDeEHVweiuF38vux4NTxg9YgXmmO4rKggWnbhOWlENAc9EdMRDQbt8dexTvHDmN3exi3RafhAnigvglvTR/HzZH5k2D4woryVxqHLRMFN4wbwos/szYcRA+G4bXPX6gPXGRAzPM8/PCHP8T999+vHMm5wUrHd3k8Nw0yaAQCsj2PrFqk7xjTmrLknowMBe48hikv2hNQuGwYBtLpdM9x3HgpXOc1CAwpOpd2DgRs0ouKOjNpwUB9D4Eb50DXu4ahFGwTJMr7lPMlAWyj0cDc3JyqnKOOqt1u94AtgiqmTEulUk/14vz8PBqNRg9rwnFFo1EcP35cjU2CUIJU/zzMzs6i0Whg06ZNSCaTynpjfn4ehUIBmtZtDUWdHeeHYIusDtlEzi2rXdnrs9lsolqtKmDGsRBAswk4vwTQ24zHcl2y8Tjvm2yW9H6jUN+yLJimqdLQjUYD/f39CnDTz02yUjJVm81mFTPLqkoWP0xOTqqiEAJ5wzCU1rFUKiEejystpEyFEqBLJtmvLZQ/i3Jd833+vFmWhZdeemkVfztcHDH2f6Yx+8/a2BBYW0AM6IKxj2afxh+Y70PHDcCAq8TemVADP6huh+UdwRWxKUQNC7PtVE81Y3/ExEC4hgPVwTNWVo5FCyi1Y0obFtYtbAx4uDo9A2Dm5FGxns98uxHGvlrXfmEgbOKWiI6So58WhB206viTmXuwLlLGL+aewrydwnQng4ZrIWwEMW2bGBai8Is1HQlAzUNMD+ET2WO4OXYITza2oWZvQcsJIqa30XA7igkEgL+tZXFNuLHkXLanq3Q00LWwuCw5i4VOAsesftwU7n6ZczwXr1oR/M3sjQjpDv4DPJhOGFU7io4bQN0O44vlt+H3Bl5Axe3gg/EyDK0LuH4mNQdgDmsVgDG2BBPY4ntt1mlj7G+nViUtCVxkQAzoshOzs7PYsGEDAPRsbAwCA8k0+UGG9MrihgN029nE492FEY1GFRskv8kvLCwotkYagTIVmMvllCCZLAeBo+wZyXGTSSEg5OvSI4r3ys2O7uhkTOjR5XkeYrFYD1sIdN3s2aIJWOwgYBgG6vU6stmsui4LImTFoPwcbQlk+lTq9WiTIIGOaZoqJcq2UQCQz+dRLBaVZxcBpOynKbV+nA/LshSw3LFjh6o63LZtmzInlbYQZGmkkF6yg8CiHo0gMJFIIBaLKbYNgOrpSYaT+ryhoSHVxJtFGEwbhkIhxONxlfLudDrKbsQwDMzMzChwxJZbLP7gXMg0rRTu8w/XYC7XTUkUCoWe6l4AOHHihLoHyeaSFWP/SdlsXlaassCD68Rvm8E1yvFKfRiBH9Bl4miU+2YLrd7EV2pX4hPZY6/3UJaNq0MR3JY7hJtjh/Bg7SpMt9Loj5j4v4e/jW/WrsKUlUF/oAbTCaPp0/y0nQBqduSMTbUB4LnSxp7/D4UrSGinbvYMAIfaQ2jYXRDRdIKouE1kjdhJJmh5MDZqBPGO9CEcbA3hxfYA3hY5gavCU6rKL6JdnOzXSuKGcBA3hI/hw8lX0D4pNza0MKZtExFNR9aI4eboCQwaYfy79d/A/k4Wn56+DS0nqCpVc+E6NkRLuDw6hQ8nZvDnxStQtBN4pFWG4+nIGA386eR70XKCaADIB7trg6nRcieKLXEH+kmeseA2e1LIZxOne84XOr5SuxJorF6190UHxOr1Ovbv36+AGIAe8bJkuAicJOtDNoMbFJkyuZkVCgWsX78enU5HWRiQVQGgwIEs95cbOpsoz83Nod1uKx0XmRPXdZVvE1NYEvxIQTc3SQIHFipw4yMzlUwmldkowYzUxDGlRjaCrwFQQIP3CSy2JiKIpLaJYMXvzybBrLRXoEiejuw00uUYDaPbXoeaMQmoudFLMMW5l2yLBGnRaBRbtmzBkSNHFCBiSlhWWUowLNNqtGjg2pEpVx7D50RWrFqtoq+vr6eLAJkzri2K8mu1mroudWbSbysUCqG/v1+lQeWYqemTNiSysXk0GkUqlVItmXRdVzq2+fl5pamUoJ/3xE4TMmTlKL/Q8F7kfcrj+dz5R/qpyZQ0Hf7fbGFPz+AvnroLn7j3f7zeQ1kSJaeBmB7Er2SPw/EC+MtGP6pWBAm08c3aVcgFTDxf24Sj6MdUI72E9apakXMyfg3pNu6I74OhhU573GXhKSxkEzDtMGbbKUzZHhA4/eYc00P4WHoG3w6W8K6oibDWq0EiIJuwTSR1Y032Mjzf8HcKGBZs7K72APa11uETub3YELPwRGoaRxt9SAXacKHhhuQRTHWyKDsxfK66Hk8VN8P2dHxXuxyZUAP35nbjqtSUAt/bQzMYC85jb3UYtqcjoLkIa93fV1k9iqbX2yJrX6eB7cGIEvmfLlYCwiZs84J0RviLJ96N7TPPrdr5LjogBgDPPvssbr311h7vIwlA5AYjQYFMp5ARooaJm4qmdQ1b5+fnVYNjphubzWaPNYbUUUkhPVkB6m1k+T7HKSsvpaUG/5Ygh4wegZbUctGugD0EbdvGwMBAT7VorVZDu91WKbdaraZYiXq9jsHBQeTzeXUtCu+DwSDq9TpCoZDSznGz5f1LIMPNWVbIcT49z1MVj7ZtI5FIqOdFjyqek5+TgJPPBljUW4XDYdVknM+SPl/5fB6FQkEBGgI1ySKRpeF1CPz4b+qfyPDIZySBlkwv01qCOjIyWLwGhf/UFfKZ0BuO88LPsTKTRQFkZnk/rMQEuto8GgyzaCKVSmF6erpn/XP8cu0B6AH/MtUvK2olOObPFcGhHzRLHZ1koC3LwtNPP91TFfxmii2fczH9nt6U2FqIsBbo0UeNRkuYbSVhWmE8vHDZa3bd6zPjuDYUwGerebS8EH4hPdXzfsPt4KDl4T0x4MbI83imlUJIc/Dl6nU43OjHj+efXrYPYcVt4pVOGNeEOrgnBpzKDqHkNJDTQz0puzdLXBeew87QHIAuA3Zncg+KsQTeEZlFxfXQ8gzs0hyUnRhaXhAuNAQ0F3fm9+NAYwgR3cJdyVfwZGMbLgtP4/aoC8ez0Rh5At8oXIurkhO4NjIOHRoMTUdC6wXql4diy4zq3COpG2c+6Dxj2jax9fOrq229KHnZqakpvPDCC2pjk/0Y5Td1+W2dqRWZQpEVbRL8AF0H+3q9rqr/mAJkhSAdzrlhyUIBvtbf36+0QTw3mRi50UvmihshmTQAKu3IMXDDJBBj5aPjOIjH4+q+JIPBijtunkxHZjIZpFIpNT6mA2lNMTs7qxhECbgILqkXk1o8ApxGo4FKpaK8w0ZGRlCv19VzSqVSSCQS6Ovr63Hn51zIVjhMdTESiQQ2b96MwcFBNfZCoYD5+Xk1b/l8Xj0Dso9sgi2Bk2EYPe2JCCgk2OCaka9LEFMul1GpVBQ4Y3D+g8Egcrkc+vr61PMJh8Mol8vodDpqHNSlsQcqLUeYSuQ1/Ua0AJBOp1GpVFSxSCgUwvj4uNJ7yfQxAMXU8h47nQ5M01TiegDKiJdgkkyg1BFKhpHnl0Uz9CSjke1jjz2Gycm14zB/oSPw1B7c/eLPA+j+Ur/QsaezPBMZ00MIaidZbU3Hr/U9j1y4ft7Xuy1/EOti5WXfC+k2JtpZHLabqLlR3BA5uuSYhmfhq9XrsKvdxpTtoeGF8Z3qlbg1sR/Xp47hqlBpmTMDFdfBf56+CyfspY2lS04DDbe7zsNaQN33my1GAwmENeD/1Ibxt7VuIUXdDSOtR6ADcKBhZ2gK/yi5Hz+RPIB/tu4RDEarONzqx28Nfg97m+uwu7Ue28KzAIBn211A/MG4iZ8feBQ/mdqDmN6Gi3P70nWqtXqqeC0ZTcdz8Wzbwi2P/AsYT+5Z1XNflIyYbds4fvw4brrpph5xPkEM/+3XF0mdijSF5TkIzriZLiwsYGxsDMPDwygUCko7RpsCWYVI1kCmR3VdR19fn0pRyhQpNzsplGfrI15HemzJKkN5X2RdACCXy/VUiJLZiEQiCkBMTEwoYJVMJjE4ONjDsBQKhZ6m3cPDw4jFYmqTJStDbRsZHgmSCI4BKGPZjRs3qu4C0iw0mUxi8+bNaLfbKBQKS4T8smCCc5VKpbB161akUinFUjqOg+npacVcMs2YTCaRSqUU+ONzIpMkU7FkRiWjJ9O10iOMa4fzS8BNo1pWr1IfRoaUz4apRArzOS/9/f0KeCWTSXVdubYYZJdonwJA2VLQMJapWd4DC1UIOCVoIoCU98d54LOUzxhYTF9KEMt5kqnaarWKYrGIarWKffv2qXO+GcNrt+E8262ejF2Ab/D+WKnOJq1H8U8HfoD/MnXHio1bQ7qNDfESKlYUlU4E12fGsd8cxs7EFFxPx3QzBV3zVLWk6+loOwEUnQh+MnVwyUY6bpvI6yHcmtiPPZ0RfG3+WrScIFxPw7Xx4/jlzAkAi8zil80UrgpPo+UZAAL4j+u/jpzRqz2bsE30G2HF/r0ZmTAZo4EEfiq1gIrb7M5/pICjVhO7OwO4OTIPAxpSehSGpmNbsIChcBVBzUFGD+Ca2HH8z6l3ouMGcFlyFh/Ivgjj5K+omyIGgEW/tnOJtaIJszwHvzP3Vuwuj2DgwRA8q3PmD51FXJRADOiau95///0KBHAD56YjUyTAIjDj5iVTfFLfxCDgmJiYwOjoKPr7+1GpVDA0NISZmRlVSSdBEb/9S/F9LBZDJpPB7Oys2vxlRSSDYyOgkekrgjZWLLI9kmQupNcW/3Q6HUxNTfX0QwwEAhgbG8PExAQKhQKy2axiiGjd4Hkejhw5gk6ng+HhYQUcOI9kQaQ3l9Qyua6rQEcsFlMgoVAo9DApzWZTpSl37tyJEydOYGZmRjWuJqCVz3JkZAQbN25ErVbDkSNHFOijRk7qAzVNUxWoTO9JkEj2h+BWggkJTPypYllNKNeABCdS80aPLdd11bOTLa5YmKDruhLwSxaSXzCkxkv23Ewmk8hms6jVagoQslUXn43UqrEIhT8LkjXlOSXA4jOTxSMSlHIeCKAB9DB47NvJlPfhw4fP50f/DREbvzSL2V9sX7A2Lucat0ddYORh/KfJO1fkHdZxAzhi5hELdKBrHipOFAHdwXg7h1vSh/Bt+0qsi5TRdEMn/clcbIgW0fKCSPtA6bRt4rcn3odbswfxXHUTZltJDEcr+K3B7+K/LNyKJ2vb8JHE8z2feV+8AMcL4ndnb8LReh9+avgpbAvOY2doEUgmdWPN2YeshZAg2NCAmyLzSOsRvGq1kTW6P9dbAlHcl9qFt4YMGFoE98VauGLjV/FNcyfuTuzFoKHjQpixmm4LDrwLoul7ouXi70o34pjZh2o7gr5HxletWpJx0QKxarWKV155Bddff70CEf7KQ9l6hpsGNyCK4KVQnxsSz8F058TEBEZGRjAyMqI0XidOnFBmrVJATzZG6r1isZhqzQMsAj9uerwmGRV+RtM0ZWvAjToQCKhrEDxmMhklpKdWjClAXe/2okyn06oB98LCAgzDQH9/f4/LPQAl7Oa5aC8BYMkm7WdTJJsUCATQ39+PQCCAer2uGq0TkNTrdZVqrdVqCAaDGBgYQC6Xw+zsLBYWFhSIYmumsbExZDIZHD9+XKXVpHic98AKVc6xaZoKpLPrAJ87qxj9qVfeHwCV5vWblnJsfF9WvPLLAZk5mQolsCTwYbEEARyLEfg8eDzTtVxznuchnU6rIgw+S/bZBBZTo/zyIcco70VWFEvmje9L3R7Py58bPle+xqICy7JQKpXUeHRdx+HDh9XPzZs53KMn8L4X156563JxS8TC/w41lR/VmcL1NNySOYyRYAlfmL0BI9EKjph5BDWna28hPMgSwTZ+O7+7JzW4r9PAV6tvgaG5MK0wvjl3Nd6aGcfvDj+Ilqfhs+Ub4EDHb/Y/AsmGAUBYC+LPSptxvJFDLGDh+vCMEm/LasFLcepYcOo9prZSx2VoOm4I9yqaNgUT+JXscdCGwvFczDmNVdVA+kX4YS0IF0tTzqsZc04du9oZfGb2HahaEeiah/nnB5GYXT2RPuOiBWKOs9Tcld/apeDY375HCvbpIA5AaXTIlnATpXj92LFjSKfTSCQSSmvEqi8CHgA9AIlBe4P5+XnV9xDoTfXwHuj75DgOMpmM8jYjACTgYDqOKS9ZJco5oE6ITAs3eJmWqlaraDabyGQyCsjQkJXmomRNgN5KOpny5Xxls1nFyriuqzZhpigdx1Febc1mU2nfqtWqAm+Dg4Oo1Wqq3RGd4iORiAJwZLnIAmYyGQBQII5pXskqcr7Z+imVSiEYDCqDU785KeeU1yO44LGyMtDv8ya/FPircv2aQT5XKZ6XrCOfmSyS0LRu6yNZUML54rPhNQmS+XPDnwWybgw5Pq5JhgS2ZBa5DrjOJDtYr9dRqVRUwQFTxM8880yPtu7NGp7VgfPM2jR39UdQM/DJkW/jLws345XqyBl7E+qah4Ybwt2xOTweK2OqmYbradhXHcJYvIjhaFX5j+VCDYzbzZNtbbpxxM7hyugJ7Gutw6+tfxANN4zrwkUAGopOAEHNwZZI92f2qGWi5gVwdWhRBH53Yg9ui+/HxoDV49S+1ooj1mrEtCACWNzD5pw60npoxevUhYe9VhoDhgUXHhac5nnPfUbvhSpd4G6ct6XFqaplp20TX6hejYcXLsNYvIj1sRJ+JP0ifqn4z+G9BibUFy0QA4DnnnsOd911F4aGhnrSKvyGzs2IbBM3Cm54bOtChoysiUwHSfFxsVhEpVJZ4uIvr8PjZVWmpmmqpdDs7KxKiUm9DwXd0hMsGAz22Gd4XtcjLB6PKx8uw1js72fbtmppo+u68rCKRCIoFouYmZnB6OioMj9tNpuo1WpIJBI9LAgBiSx+kFYP/FuySIZhqKo927ZVX0kAqmUTGT8Cq06ng3w+rxhAngeAqgSVfSVpyZDL5dScyLlmmlOydgQasgeibE0VDAYVqPbrDeUzlSJ5oBeo+18nQJaVkpKplUyoTH9KsbtMYcsxGcai4WwoFFLAdG5uTlVeypQx2VTJHnIswCIL5wdvvA+G/DzZNTKEvBc2WK9Wq8qQlm2VotEojh07hueeW/1vkxdrjH32GP7TR3fgN3JrP1U7Gkjgd/qfx5eiI/jizNtOeVxIt/FTw08hqTcR1oK4N/0S/tK8A0C3xdF7MruxMzSH3xz/IFpOENuisz0g7ItmGusCJRjwMJTYe9LNvI2jloffm7oXvzb0XbS9AO6IHsFeK43/PnMb3p9/CVeHCuocixvzm1v7da7h18wlfMDsTBHUDFwVqnaNWz0X824AznnaSpzKaHelIGxXu42tQW/JefxjmrZNfKO+HY8UL4NphzEcreJd6X24LTqNnzn8YYx+9gBeC3XrRQ3ETNPEQw89hJ/+6Z/ucTcnkJC2BNLeghsUv+EDixtrq9VS4EOCN8kA0buJ52VqkjoqAhhuxtIyYGBgAIZhKENWqbXiBkjtFEXVTDlx/ARnbAoNAI1GA7OzswgGg2i320rrxVSmZVlIp9OqepJNyenvxXQdN18JGiTL49cF8XOykTNBDeelXq+rTT4SiSCVSiGTyfQwdRKQsBiCc8drsrKRz4Gu/6VSSTWgJjik/xkrJqXVhq7rWFhYUGyjTLvJFDbHQ2sGyaoSfHCcMr0sixrIqEkmTJ5LMrB+LRoLGiT4ZRUlK1U9z1OVl36QJ1OJXM/8wsI1STZ1OaaTnydglACXc0PGlB0Ims0mOp0OotEo8vk8QqEQGo0GJiYm8L3vfe9N6R12qrAnp/CZz9+NX/7lP78oBOMxPYT7ExOo9MfxaHHbEgF/QHMxEq3ib2ZvRDLQxpcNG7ekDmEwWsVkI4OWE8QPG2N4b6yGnxp6Ev9r6p0o2XE4nouDVgtfrFyPqh3BbDuFu3J7EdPbuCFcwZ5OEwU3gdFIGU80t6LQSeDrlbcAAEwrjG8VrsK14W8tuymP2+aa1+Gt9TiXtUnTVkPTsTHgwXidocZowEZYO7XH3bRt4mvmZXistB2mHcYN2WP40dSL6DM8fMPcgk+cuA8L/2Mj0gtPvybju6iBGADs2rULH/zgB5HJZJYYifL/3MwIeJgKAhZTK9wAZbpQMhJSkEwWhOckU8GNTlbn+XU4nuchm82qSjKCAI6FIISgiDYXZHqof3KcbrsbVlXWajWUSiVV5UkhOA1Hq9UqhoaGVD9H9h1Mp9OIRCKoVCqIxWKK7eNmzKIAKdjn3ESj0Z5eiNzk2feQn2N7HVYQ8ll5ntfj2E/jVMnOUAvG8zP1VqvVMD8/r3RkMi3rOI4CKn7NFv9PAETAJY+R7B2BHwEIQYy//yXPzefJNK+fiXJdVwFs/pGpbK4pgi1gafuuZDKpLEh4ftnqi+OSbK5k2AiQ/eOVaVBpUSHNiwH0gO5arYZGo6H88sLhMAYGBhAKhVAulzE9Pa36lB49utSa4M0eY1+YwFd/ZhgfTRbOfPAaiIQewa9kj+Oa6HF8pXR9Ty9K29OVozod8Iuda+B6GoajVcQDbbwjcQBBzUBcb2NDvIh8oPtF8MH6FXiutBH/fPRhXB8uIm/EYbotABE40PDXc+/Avxz6Dj5TuhmWp+PO1B6csBb7Iz7e2IoR49AS/VdOD6wpR/Y3W7Q9C0XHQc0LIKLVsT14YdoZzTl16Fhs6J5fxs3f8Vw83QZ2t9YrAPbWzDiuiY3jvbESPlfdjB9UtqHQjqPYjKHv0YlVF+kzNPkLdq2FpmlnHJyu67j//vtx22239ZhoSgDGFBY3PQmuJMNB4CBBml8jJFM2UhfGc3JzY7oTQA/QY9i2rRznyebIBuSShSN4oAg6nU4rFoppw3a7jWq1qsAU+1kCUCxfMplEsVhUzbuTyWRPynXjxo0K+HFueC/SwZ73Tdd2gjdu6rFYTAnUCSIJsoLBoGq1xMpOzqFhGColy3nj+67rKuBKUCtZGilwpyaKAEcWXxDoSNZTHsdxyNSzfF225ZHpTXmM/BzXmazM5L/96Wz5RwIhGbKCdDnmzq/lkylRCbAlA8v1KQEXv8jInwOuN8uyUK/XVQoS6IJsagsbjQaKxaJad57nYc+ePXj44YdXqg97wfO861dy4FqOlJbzbtTuPO0xWiCAV//d9fj/PvTfcXvEWpHD+FqJitvEZys78P3C9jNWVGZCTayLllGzI/j1gYfgQMOIYSCqhdD2bLzcMfA3xZvwk31PouUFcVWwgd1WDFcFG6h5LiKahrQewhdq69Byg8gFTHwo3m1x9mfFHdhjDuOP1j1wQVzVX++ouE00XOeS5u0cw/K6vzM/OX8tXqmMAOj2Sb0nuxvXhaew18rjW6VrMNHIqO4Rrz42hrE/eG5F+rCHvC+d9e+vi54Rc10Xjz32GMbGxjAwMKCsErjJyU1PgiymW8iakf0h28QNUG6sEoBIs1HJeJFBoXZL6qj8mx8tFVzXVZYNHBtTPpLha7fbSkc2NDQEz/MwNzentDie5ykXdTrhj4yMIJ1OK5G8TD3SH6yvr095lxEQSjaIQmzOBVs/0Z9L6t14j2wrRL1btVpFuVxGtVpVcwx0jVmlpor3LOeMoJZjYcjP6LquqjsBKJAnwSP/TfaHf6TOiZ8JBoPqGUuQLoX1DJlW9Ou8ZHpPrkN+TqYCeR1/qlayaQR+fu0YgZNkXjl/vAbnS4JPjkMCMv//GayCpMaRKUgWPdTrdczNzalm9vw5aLfb2LVr1yWR/jLh2Ta2faaMT13zPhwefQ4/mzpx0ZiLpvUofjFzBNOdNF6urDvtseVOFOVO9+fzK7Vr8InsQbhw8RelrViwEgjrNlxPx59O3oOOE8A1mQkcbfThU+seUKnFo5aJg80h3Jo8gLITU/P04+kfwkr98E0BwoDuvKcvHry+ZsLxXOzq2Ph69S0Yb+a6PnfZ4/jR1IuwoOPxxjb83/PXqz6bjGo7gk1fLMF9DUT6jIseiAHAwsICDh06pCrZcrmc0tfIzVhu6JIRAXrZLW5Akq2Q7BrZF3mcBAXcvHhuXlPaaUixN728KHAGFnvz+TfYTqeDcrmstELNZhPJZBKhUEilgMhO8HqmaSKZTMI0Tbiuq9zoZYFDPB7vSedyM5a2DLxPgqFWq6UaebNCNRqNIhaLKV8v0zQxMTGhdHVk8oBF1oWgQerBONeuu+i95W+YzrHLVDFfI6u33B+CZDKd8nlyzngtrhFWXxKcyuck2TmuJa4DCVBlqluCfb7GtDa9xPwMrSxKkPNFBo/nkmBKar8kgJSssVzrHL8/VWuaJmq1mioIiEajyGazypZFmhbzvATchw8fVg3aL8XScPcewuRzN+Cboauxy9yA3xh4CJuCFweoCGoGfrP/GXwuvB2PFrerlOTp4oXKRrya2I31AR3HWn0I6zZ+JPlDfLl8PVpOEBHDwkfSz2Mk5yGoBZR1wdfMK9FwQ7gn1gbQVucbNi6lHc82jlrma7LGHM/FtNNYESi+UPq9advEc+0BPFy9AnOtJGxPRzrYwkeHnsF7Ywv4krkBDxSuXgLAGLPPD2Fs77Ov6RjfEEDM8zxMTk7iqquuUoLhVCqlWufINJFfcCyF8v6+gbLqjSlNgijJHvjZC/lZAjBp0ClTQxRlM4XHptBMVxJQSEYmk8kgHo/D8zz09/cjmUxienoaQLepdqfTUQJxyQqOjIz0tGTy36sUpvs3c56DqUECE7KDTMlyLiYnJ1Gr1dSmTOZPis+l/5r04uIxkUgEfX19SKfTsCwLU1NTqo2Q9Lby9+yULCLHyWfgTxFLPZrUuTE4/zyO88O/CaZkxwGybgxpbsrryFQiz08gCGBJ83HJsHHcfD5SD8d7J2smv1j4U+tcswR6fiNbAulqtarWXzKZVBrAWq2mjFo5Rv+cOo6DycnJnmd/KXzhOsjuB4bvqqDpBPGXhXdiR3QaP5WavCjYsbQexS9nTuD+xD58o74dexsjGK9nYXsGxuIFuCe1Y+tiZZQ6MXx8+GFcHorB8Vz8ZN+TuCLo4HPVLXhr/BhuT+1DwU5gRzAMQ9NRchp4sT2A0UADP5feDyvlYlfbwGjAVrqfi2GO1loMGr2AecI2kdEDp6xOXGkYmo5+Y3lA44/8MkUApttC2bVXhd2kAP+R0mVo2CH0h028PXME/YEqIrqFSSuLXzxxLaqd6JIG9gzb1ZHb4wHua9sJ5KLXiDESiQR+7ud+DplMpqcSkBs5gB4HeG78Ml0kNWTc5Dk/fvd1ubH6N3fJREg/KHlNqU2TrBvHyOpG6dbO42gAyubkQ0NDaDQa6HQ6GBoaUlWWtm0jHo8rt3+yeVJb5GdE5HilM7y8JwCqbY8Ur7NCs16vq89L9s//DCRwkPouskVjY2OKybMsC/F4HLOzsyiXyz3PAIAyn11O5yTZHsn48Vn5wTV1YLKqlnPF4+S1CUAIRHkOiv5lFaMU7/urMWUqlOeSLN8yPx9LUqB+Fo7/lkytXHO8ntRBNptNlMvlnib3tE1hwQSfMedQMmh8zfM8zM/P4+tf/7oqQllhvGk0YozAuhFon/ewObGAmVYKHSeAkVgFH8y+gNuijTXhNTZtm8gZYRSdNnLC8NMfDbeDotvBA/XtCGk2jrfzaLjdTTemd/CTmWexIRDF52vDeGDhKvyz4UfwYnMMB+tD+MTgQ0jrDo7bMQQ156R9RW+UnAYSevgSALsUS4JmsgRgphVGSLdxT/8efDBxCHs7SXyp+LYe/dfpYu/4MHb8X8fgFFbO6L8pNWIM0zTxyCOP4Md+7McwODgI0zTRbDYxMzMD0zR73OclyPJvylKYLBkIvt9qtRTA4OYoN3lZRSmF0tRjySpJqS2TomvDMBCPx1UKjwJ6toghu0MBPP9NLVYkElFCfKZo/dV00pBUpk4BKI8qjsVf+cdjCUzJPDUaDdVwWgJYAOpeZJWiTKfxNZluNAwDlUoFpVIJrVYLg4OD6OvrUwDBr31i+yIJblzXVWa9p0q3+tkiAih/mlSCaKk14z1wrnhdTdPUWpH3zn/zXNLrTD6P5YoE5Bj8IFOyWwRzTNuSoZPnkTouAmh6y9FTL5FIKABWKBSUtYrUxXEtyzQon83evXvPFoS9KcOenELpr96Om3/9CO5K78G3y1djopHBf2ncib+PlfFbgw+97jYMBF85A6pP43IR00OI6SH8QnoKDbeDdvwYYnoQjufB0DQAYRy1WxgKdL0Qy04c/YEa7hjYh4frO3BV5ASuD58afM44wOUn1/Vhy+zxITvfWI2U3bhtYtiIvimBouU5eKpt4O1h54Lev+U52GdZ+Hr1WrxSG0HHMZANNXFL5jDeGTuIXe31+LUT98G0wisCYECXDRv8VuisQNi5xhuGEQO6rW0+9KEPYfPmzUilUvA8D6VSSaX4yI4RREgjV6ZypIiZIfVFkrmRqSluwNy0JdMkz8F/M5imYuudZDKpvLVqtRpqtZoCGNzcqAPjPUhdE7C4IXuep+wlqHmyLEtZQgCLjZ25oUr9Fl+TqTGOPxwOqzZM9C5rNBpqDqQWieCBjvYELCefcU9aUjYLHxkZgaZpmJ2dRafTQV9fH6LRKI4fP64AFY+V/UOlpsrPDkn2SIIxftYvrOdn5TPzA3g+AwnAgUUDWj9rJeeU9y7T1n4hvV8Dx3uTa0qybvIaEjDJ6leOqd1uo16vo1arqfEGg0H1c1Kr1VCpVJaws36GjvMlQWSxWMTXvva1cwFibzpGDACMfB8O/McN+MW3PIaNoQVYXgBfnXsLWk4Qg5Eafmf42xgJnJqJYlieAx3aa1aB6XgujtmN8wZAjuei5DaRFK7tDbeDoGacdhNvexaO2x1sD8bR9la3M0HD7Zy3p9tqj+liC9U8fJXjVKD7sRbwldL1mGml0LKDyIYb+FdDD6LP8PDdxgZ8q3DVWQEwxrmwYcCbnBEDuhvf7t270d/fj0ajgWw2i4GBAbRaLZTLZczOzqJarSKdTiOZTPaYg0q7Cfk6/y/TeRTlS8G+1DfJTZKAxC/U5qba6XSQyWRU30fHcZQ9QCgUwtatW1XlWa1WQ7vdVoascjOnZQUA1U4olUohGo1C13WYpolyuYyZmRlVZUkAKIGFvC8JAsiiSSaG89Rut5c0z5bpRsns8P45dsnQcBOnKWi5XFapVt5fsVhU1+XzkMJ6mX6TKUCmO/1WJgAUUCW4kACH4/cXTzBkEQbHIscmGVW5viTL5meSJJji5/z35Wf0eJ/+5yOfI8Ei/b+azSYajQZarRYMo+vYT4uURqOBarWq9GdSOybvXbK5fhD5yiuvXGLDziKchQIGvrUN31u3AyHDwS25w/ilke/jxeYYniltwm+e+ADy4To+mH0B74lZy56j5HRtH/r1Rk+PwNUMQ9NXhYWy4aDhecgL0HImEFRxm3ioMYjrwlMAsOqAp+h24MI9L63U6wnCHM993S1QXqtG3KOBrvaMrNuMnUbRTuDb81fChYYbssdwQ+wwQpqDhxuX4YnSVjTs0FkDMODCsmHAGwyIAcDhw4dxxRVXoL+/H/Pz86hUKshkMhgYGFCpF4qQc7mcMiWVqSJgESxJ7ZgUPUt903IpIW5K/lSk1ABx44/H4xgZGUG5XIZpmgpkuW7X1oIghG75bCMkwQWPJ1PHsTMlxfRTLpdTHmYElBI8ETxK4T03c4ItggE266aVgSxSkMBIaqFkT0bLspYI6Mmw2baNSqWCdDrdwzyZptmTSgTQAwoJmCWwIlDhPPA1PmvJ9LDSj4wjnynHJCsjJcMm2Spp6itBFtOtEnBJk2Gp22LIteZPB3Mcch6kxk5ei8+u0WioPyy6oI7QcZyeLgUcjwSo/FuuX/k+WbdCoYDDh9d+6561FtnvHML+ezbiig3TeLywFS9UNuCt6XH80sj38VJzIx4rbMNnrVtQ7HsJN0dPLElXZo0YbjUAoBeEWd6FTRWtJMJaEBsCZwda0noUP5qowt/se7XiYrfAOGi1XjMA/nqHDv0k+3Ujjpl90DUX2VAT9w7sRkpvwoGOz8y+A7anr6h693RxcGIQO75z8DVpZ7RcvOGAWLPZxJ49e/Cud70LmtZ1Zp+bm1NAJhqNol6vKy8kvh4OhxWoIUvDjZSmorJ/pWRfeKzUfPn1R8Ai60NgAnQ3sUqlohphs8k1WSsaZnLMur5oNRGNRhWDQbaKTvtsM8Rra5qmmnHT2d00zR4GQ7Ixsh0UxykBD0EV70Xej7x/sm5+g1TJGMoUr79ROwEzxe9y0+c1WNnoL0Dwp1P5GT+gkCleoLcvpQQyUu9F9okgWKamJfMp15GmaUpjKNPdtKrwpx4l2JLeYbItEj/PeQsEFhudU9PItSNT0rQ4MQwDjUYDpVJJNZfnuXmfUsMn51ACbwJrMm4vv/zyJTbsHMJZKGDw29tg/5yOgO6iYYfweGEr9teH8KG+F7BxeAHfKe/E56ZvwncjO/Fj+edwa6SGsBY4LRNy1G5dMFfz1zNWWzN2scUbDYTNOXU83BgFADxtblEArC9cx68Mfg/H7D603CB+UN2+YgH+meJCs2HAG0wjxohGo/jABz6AoaGhHkYC6LaHyWazcN1uWyBusOl0WqXy5CYpU1Jyk1quL6PUzUidGDdFCTL8Wp5EIoEtW7bA87q9AwkI+TkeH4/H0Wg00Gw2FWBwHAeJRAKdTqdH2yMtHLLZLHRdR61WQ7FYVOauMqVFoCU1SX42j6BDVtmRTZNpTMkkyv93Oh2l6fKDDgIyCWwCgQDGxsagaRoWFhZQr9dVCtWfOuZ5OFeSJZT3IkGaXwtHYMf/8/54TVnJKD3Q/Bow+Xkpruda4FxwHuUalRo1PzsmQ16P5+F5JfMlCwposOt5nqp+lHPlP7+cN6k9lIyY1NV53mKlJNOa5xBvSo0Yw8j3Yf+fdVkxGbrmYTBSw0fzT2FPex0abghPFLYiErDwieHv4uqQc0ZABgALTh1BTX/NUkivZ7zZ9VnnGo7nou3ZiOkhpdOzPEeliv0A1/FcjNuN18SLrO1ZeKYdxN7WOlX5qGseIoaFa1MTuDl+CPvbwydtUnKrAr5k7D0+jB2/dvbaMMabXiPGaDabePnll5HJZBTLwQ2hXC6jVqspJqzT6aDZbGJubg6VSgWpVEoZpHLDlRuZ3IgIqvybuqxA9G9wTDX6U1PlchnHjh3Dtm3bsH79etU+hmCRm16lUlGGmmRWQqGQOo4bMtNsNFBlhSSZETb9JqCRDJBMwfnTlpqmqWpNpr+k1YXfT0tqoWTVoEybylSt3+OKermRkRFMTEyoe5IpRo6L4E1WrPqrHwleeD+8jrxXHsMqRh4jgTavJ8dMkClBGVPaHA8ZRKm5I8BZTtAvrycZMjn/BF802OXfPJ4GuyyqIBCXaXgJLDkmf+WvHA+fp3zWnIdL2rDzC2ehgKF/2Ib6z4UQD3bU666nYbqZwn+ZugPZUBMf638MOaOOF8wx/Pn0uwEA9/a9jH+UnD4tGMkKAOZPWTqeCxvOsp8ft03s7uRxV7S2ZsHOWh3XWo85p4Hn2gO4I1rE8+0YBg0Th6w87oqWEdND2BDoBe2GpmM0cGogb3kOjtotRDRvRdW+3b6iwIudCL5WuhGHzX7Yng5d85AJNfHevt24NjyB51ob8cXiDRivZ8/vhk8RdSuEoQcuLBsGvEEZsZOfxV133YXt27er/8tNlhthNptFIpGAZVnK2Z5l+9lstqfCUgIiAD0gg5upTL3xutzE+b5k3GR60/M8RKNRbN++Hfl8XumkWNVGEKRpmhJay5Y7oVBIWVzouq5sLGKxGIrFIubm5nqqC+V1ASxJmUktF8El2+8wvcn58QvvJYMmwZFMcUqTVbmZcw6Z+hwYGMDY2Bj27dunUnt+4MC5BhY1X34dk2T6pI5OviZTmUBvz0XJnvH8DJn2W+5583X/mpDr1T/3fo0W50m+R/arXC6j0+kofSE7B0SjUZWGZrGHZAD9/l/yPiXAlfPoZ+kk6/nKK6/g0UcfXcKunWW8qRkxAIBu4Ngnb8C2dx475SERw8KN2aO4O7EHJ+wMvl58C6abaQxHK/hQ7kW8I1JBVAudliE7aPU2Yp62Tcw6QVwbXmrKaXkO2p7VI2Rn3761pj+7FGcXjzR1XB9unLehq4yVrA3TbaHhOfhKbTseK23H5vgCqnYEl8VmENfb0OFiQ7CIJ+vbsKs6et7arzPFq4+NYePvP3teBq7nwoi9YYEYAOTzefzYj/1YDysmN6GT11Cu9qlUCrZtq4bUBGTpdBqxWDf3TnAgN10/u7IcI8SNE4Aaj2SJuPkSCA4NDWFkZASxWEzp1ChuZ2Uhmyoz1cdrky1jteTc3JwCcpwDfzrOD1JlI2iO2c/qSGG4PLcEoTI1KM1kKYb3N6rmPfA8HE9fXx/K5bICGbxfyW6RHTydkFxq9yQw5DxKEMQx+MEHn50E3PIZU2/GlK/87HJWFAS38nocu1+fRWBsWRYqlYqyN+G1WdgRiUTgOI6yQOH4/MCKIRkvmXKU68CvOfTbtLiui7/7u7/DwsLCmX40zxSXgBgA/codqP+HNlLh07OLBGRvix7Fc81NeK48ploFvS//Eu5PTECHft62DMvFUctEy9PfcNqkN1ushm3H2cScU8ffm9vwcHEHXO/kF2hXR1+4gTszexHRLVwWnMMnJ98H19PQcQKrnoL0R7UdQfzXw3Bf2X9e57kExHyh6zruuOMObNu2DUDvZiZTMNxMKGD2M2QUQGcyGSQSiSXpLakFkkJtCSjk9ZcDMRwvgJ52RtFoFOl0WoFBskHc7JlCBaDSTWTSCoUCWq2WSqPS7JTMFUOmnzhOCTA5RhqdynuRlh7UVp18dj0buzQBJSCQGivOn9Qh8XXpfyUtH2g54mckgUWHfjlOP2D0gxLJcPoBhkxvcr44Bv+1eS5ZwECwy7mXxQESbMlzcD54Pgrv6fklm6fH43FlydJsNlWKUqaUeU65HrneJPhiSLsR+TMl70mOd//+/fj+97/fc/w5xiUgBqyIFZMRMSy8LXMc18eO4FB7CC/X12OmmURAd5EP1/Fbgw8hf9JsVcacU0dMM1bMhpypAvOoZWI08OY0NL0Up44Fp44H6htRc6N4vLRN9XaMGBbSwRb+6cBjsLwA9rTX4fHSNtiujpZz4VLNq8GGAZeA2HKfRzwex/vf/37k8/me9A83VrnhAotCfJmyrNfrCsSw1UsymVQbJVkKyX5R9O4Xg0vgwuo2OQa/Nsev26EWy8/SyA1XCtllqpR6Lj/7xfEQTEl2RKaveE3LsnpE5v5UFVNmMqVGgMi5CJ9MffDeWDRBMCe1VDyn/P+pmBn+3w+EZApN3g+BFJ+vH0zx3JL54nOXVhxyDH5wyXHKtKO0NiHolnoxfoZWI/V6HfV6HZ1OR4HacDiMSCSiKn5rtRrq9bpqsO5fA/J5Ar2AezngKYE2j5fnlHM1Pz+Pb37zm6qY4jzjEhA7GYHRddj3R4NLhPuni4hhYXtiDp/IP4XHm8P4XuUKTDXSCOgOdqam8Wt9zyMIQwGys/WemrBN9J+mxdFatMq4FKsT47aJwdM8e3+0PQvPtw3sam3sAV+65iEW6ODK5BTem3wZM04KR9qDePyk99eFjr3jw7j8t2dhT0ye97kuAbGln4fnedi5cyduvfXWJYwYsMgASMsE/m0Y3VZDmUwGABTLEAwGVdoymUz2aIK4kVEcLzdnyWAxVcdjpDWGBHiSjeF4/d5lDAIKv+ZKsipyXvhvyX6FhTZENvPm+Xm8H1hJxk2OB4DSJfGPbAMl2S3Oi9RkyWdJkCnBqdR4SVaNLBo/K1lLCeakdk16vvm1bZIZ9IMlP/CSY5Jrief1P2sCZH6Oaeh6va4abtN0lV8u2CievR/ZekgCPwnsOAY/6JIhK1/l85MpdmmrIdnfxx57DHv27MEqxSUgJqL6Ezch+/Pj0M/i1yGrzLKhBv7FwMPY3xnE9ypXoNiJwfU05MN1/Ej2h7g1UrugKakzhV+zdinWVqwUtJP92t1Yj0O1ASW8jwU6iBoW3pXZh7dFxvF4cyv2NkZwzOx7zVOPpwrX01D69AakvvD0qpzvEhA7RUQiEdx3330YHh5ekmLixkgtFDdIqRcKBAKIRCJIpVIAoCoPPa/by5H9+MhMAOjZ7CUA6XQ6qlqQTAqvy81SgjBuvlLLJNNCMr3Ge/FX3y0HEPie1H5J3yt+RurruFb8Gi6pN/JXWMrr837kBk8QJgEJx8YUrtSDyXsiuAUW/a74GgGpBFf8nEzB+tOTfp2UvA7XiAx/elvOkQRgfiAqX+d5aTXB9dXpdNSzjEQiiMfjCIVC6HQ6qNVqPZWRDI7BP37Okb/aVD4f//OVqV15fv7Na09NTeEf/uEfzseuwh+XgJgII9+HfX+0GTu3T5zT50O6jf6IiTsze7EjNIv/Nn87FtpxtJwgRmNlXJsYxz3xg1hnxM7Zlf1UthFnaydxiU27eKPiNrGvE8ILrbEl7FdfuI735l7GteEpfLe+A4eag5hoZC5o6vFUsefAKC7/10fgLBRW5XyvORDTNE0H8AMAbwew3vO8iZOv/xSA3wMwDGA3gI97nveC+Nz1AP4SwJUApgH8nud5n1vB9VaFEQO6wv37779fpb+kiFqmmJZjCmTKMJVKKa8u0zTRaDQAQImkM5mMsncguCG4INjgOQH0MEIypD6H6UIJoPzMGTdcuQnLzV++TzZLMiSSLZT3L4GWZA2BpWBFargIquRm7gdkkp1iqk+mThkENEx3sqCBY6OlBUHNcmyQLKDg2Pwsmp81849Bglf/NSSAl5/leKUeTGrMZOsq9gHl9ci6knFl6pEGw3L8/nHLtSxB8XKFCPJ5S9Du/zmQhQby3v7u7/4Oc3NzS37mziMuATFf6FfvQP3fn1m4f9pzaB6GoxXcmdmLLcF5PFy/HM+Vx9CwQ4gYFm7OHsGHUy8vC8hOx1Q5notJp7GsTcG4ba4I4C1no2F67Tek19kbKaTuS7YUihgWrkpN4bLINFpeEDnDxJHOAJ4sbXldUo+nitUS6Mu4EEDs1wG8F8CdOAnENE17B4AHAXwIwKMAfhXArwPY5nleVdO0NIBXAfwpgD8HcCuArwJ4t+d5T53heuf9G11uOFdffTVuu+02AFCbGTd9me6SG6nccCXDwmrKaDSqxNEECGQvUqlUT+Npbrw8v0xx+a0T5PWpn5IgAlgUpPsZL/7dbreXBQZMMUm2SG7K/upCXdcRDoeXVPxJMOhvOC6LEfypMf94yeSxDY9Mn/nHJs1f+TrTvDL8wFWuBXmMXwMm74nhZ73k+eTrkpWT1+O68TxPpRkdx1E9NWXFJZu/E8ybpol6va7sMaT3m3y2EghLYMnxy9TxqVi05VKq/r/97z/66KPYu3dvzzhWIS4BMX9oGso/eRP6/unxs0pRLhe65iGk23hf/8u4LjKOh+s78HxlDKYVRkB3cGP2KK6KTODd0aYCUOfSw3ClbFjbs1B02hg+CeQcz0XVbWGvFcEtkbO7ZslpwIGHvHEpvbnaUXGbaHsuvl3fiIYbhuUF8ER5S4/oPhls467sXqwLlLA5WMU3zMvxeGkbWnbwdUs9nipcT0Pxf25A+vPPAKuYGXxNgZimadsBfAvAjwL4IRaB2F8D0D3P+ycnj9MAHAfwu57n/bWmaT8L4JMANnonL6Zp2v8GYHue97NnuOaqzA43iGg0invvvRfr1q3rYQvkxkL2QabeyGjItA43vFAohGQyiXg8rtJKBAXBYBDxeFxtrDLNw41L9mH065WA3jSRn9nha5Kh4SZLc1fJfMl7YxA8+NkjWZ0otVxSQyQ3bo6VsRyYlSyLvI6cC8/zeloJyc/yOnJscsyapvXo1PzpQF5Xivj9r0kGUY6Xr0kmT84F514yj2wZxL6erVZLsYTS+JbMF4EVmS+m+iRYXw5cynmSr8t1Kp+N/JmXrJ4E4AB6gB5flxWgU1NT+OY3v4lms7maIAy4BMSWDSPfh31/uBk7Lzu3FKU/yJBdGZ/CHfH9eKK5BY+VtqNqRaDDwy19ryKpt3Bv4sApWa2jlomRwPLi7ZWyYf5ouB2YnoWBS2DqdQnLc1A5abDqAvh2fSMqThxPlTej5QRgewZcT4OueUgE2rgsMYsroxPoM0x0PAN72+vwdHkzOo6Bjrt2PeP37F+Py3/n8KqlJBmvmbP+yZTk/wLwGwDKvrevAfAZ/sfzPE/TtB+efJ3vv+j1/pZ+EcA/OZuBnk/w0q1WC4899hh+9Ed/dAlTBSymbaSWiWwQWRepJyJbNT8/j1KphGQyqewtGo2Gshio1+uquXImk1GbJh3p5dRwTARPciwEFDJd6D8Xj4lGo2qz1zRNuevLNJ6sfpSgRVorcH7o/eUHdBJYEUjx/wRLfrG7/Az/Lc8LLKaL5XvLASs+N39aTqZ2ORY5jxJ8+1kyzqufZZRFBbquK00Xx0LgxDSj7K8pjWsJ3sPhsNKzVatVNBoNxZDJ60rA6xfKyyCg4n1x/fCz8tn6GUD/vfLfPNaf3iQb1mw2e37GLsVrF85CATv+az+q/z5yXilKhutpmGxkMNnI4PuF7bg+M44fyf8QKb2Fr5fegscL2+B6Gh4qXK5YMr+4f0Pg1EBrJY7qdPI/bndU6jOmhxDD2klfvVHD8hxYnoODloekbuGJ5hhqbhST7Sz21wbVcQReEcNCItiGoXm4K7sXQc3GW8OTOGGnsKu1AX83f/2aZL6Wi7YTwI6/rK46CDvXWClc/VUAM57nfUXTtDHfe0kAFd9rZQCpFb7fE5qm/QKAX1jhuM4qPM/DwsICfvCDH+DOO+/sAWDcqCUTws1Fbqh+jy2yZa7rolQqqfZJ7F1JHRm1QLVaDX19fcoTDIDSkXHj9F9L9jjktSSTIVkvMkoS2PA+2O6In2dxgdy0/QCVY+Qxp0qFcs4kY0KQQssNqY1iwYLUi0k2Sur45LUkE8lx8RnKv/2iezkPMk26HKBh6o/3DKCH9bFtW5mqsmcmiwMks8hxBwIBpFIpBINBxVI2m00Ui0UF5uT8+Rkqjl8WU8hx+9OrEpCx4MHPfMqQa90PaqV2kesvl8vhwQcfXA3j1jdcyN9fEay+yam7+wA6//tGuB87uyrKM0XHDeDJ4mY8q43hhuwx3J7eByPt4Xgnj0cK2/HownY8rm3D3r6D+Kn0bkRO+o6dq7ifYcNB0WljS+DCGcLOOXWET/banLZNxHTjlFq0cdtc1nvtYogFpw7L8xDUNLzSSeLKUA0A8GBjA4p2ArNWCqYTVo20CbhkRAwLfaE67sruxZbgHEYDTRyw0tjbGsWxVh/+duYGuJ5+UYAvoFu4siWxgAc/93YM7z6tMuqCxhmBmKZpW9HVfJ2KaqsBSPteywA4LN4fW+b96nIn8zzv0wA+ffLaq/412/M8HD58GDt27MDo6GgPKyLTZP5Uj9xg/YJ5qSuzbRvlchmmaaqUUz6fR7vdVm2JGo0GYrEY8vk8wuEwQqEQgsFgD6Pk95iSzA3TpP50JnVvktWTY/Zvwn5DVD9YkSlRmbqVrJQEr/9/e28eJNd1nXn+7su1MmtFFfaV2EEQXMWhRFGmKMmW3G7LYy3RdstSt7ttxdijULfHS8+0PbYUEzMx021PtELRbstyd0sjtz1jmVKwpRYBkuJmgyIlkSIIYkdhJ4BC7ZmVWbm/+SPzPJy89QqoAqoqqwr3i6jIzLfcd+99D+9++M53z5V9Qh6knkLgtLpnZ3rX98dWHUWJ06RQyrVztQnshb51u0RBlP2aTOmF1qvVapC3S9dZq0nyqRXERCIR/IlKOTk5GaheQuR0GVo51Hm+9POl1TwdctR9rusn5Uu/6/7S19Z9L+3UZE4IXTKZZN26dQwODnLkyJEp3jGH5vdXp1kx9x3j+6zYf4pjj21j7+6Lc158xfd4ZWQrr5q7WNs2zs/2HGbz2iEullfwRmYTLw/v4O9HtvHYin5+pevwrBLBhiFhYqyNLuzMOR3yXHsT1W4mql4roZcREg/XYNXj2dweAIbKHRzNrKHiR4ia+rFhhAvfI+5VaI9fV7w6vEmSpszu+Cj7czt5cuxd9E/0LSniJRAC9vHuH/OnA0+w8W/OU1lE762besSMMf8U+Ap1QgXgAT3AKPAHwCONcj7TON4A54A/9K97xL7g+/5mVeb/A1T9BfKIqfKCQSOdTvPRj36U7u7upkFM1DGdYV2HA22vjfbUiBKlw0GSHb+zszMIAxYKhcA3lEqlaGtrC1ITyGxAuE6UZKDViogQk1Kp1KR+SDs09ACutwFBCE0v2q1Dd0IydI4qaZsmQXpw13W1r6c9VFJn6Ufdv7pfNeGRc0VxC1PANJkVwiL3UD5l9QIJJ5bL5SBdhJ4EIc9AGEGU+gvpkmcH6gqa/AlB1klj7bCoJox2Pi+bRGmSLdBerrB+1pMv5Hr6Px12XaTtnufR0dHBypUrSafTnDlzhi9/+ctkMpn5JGDOI3YTRNes5vi/XceejVfnpXyB+Mh+tucw98Wvcqi0hjPFVRyeWE+2nGBNMss/7HmTBxMjt03KHMIxXpskaaJEiXCyXOBytYN3yj0kvTLHJtdT9iP0xbIcym5kvJScEVGKexW64vXw9trEOO/tOEm3l2djNM+5Sjs/zm8F4IfjWxa91+tG6I5PsjY5zid7fshD8Qi/dvFxrv3yCipnz8/bNefFrG+MSQEr1KYNwA+Ah4HjwP3AfuAXgL8DPk/dSyazJruBU8C/Ab4EvA94igWaNXkj7Nq1iyeeeKJp5qRWtxp1mKIIhaU6gOtqixxjD5ae5wX5yBKJRJCuQHxBYurv6OgIFveWQVggao2kDrAHW7meJoXabybKjT2rTpMsneU9LCwo52qfljZ6y/WEwOlwl4TKpG/l+lJ3bQrXpEsrPbreUgfxbwnJEhIrddO/NZnRpntNtHS9JFwbjUaDpLza21epVMjn80xOTgbEVsif/dwIwZN7KffCJkHSbnmm9ISL6fpOCLpNpOW7EG6byGliL89OKpUilUoFy2tVq1Xy+Txf+9rXOHjw4A3/Xc0BHBGbASY++QixXx+gPV6ct2sIPOPj4bMuNc5Hut/i3clBDpc6OTS5mR+PbyZfibMpPcKD7ef5QOrMkg3nLRSqfo1Jv0Ter1JVY0TWN3xvYi81RaSOTKyjLzFByivxk7GN1Lj+rp6ibCnEvQrJSAXP+MS8+hiyKpHlpzqOE8Hn7vgwFyspxmopThTWMVDu5ESm7g1baoqXhpCvD3Ye5V2JEXq8NiLG40plgo/8ye+x5kuvzOv1FySha8MjdpapecS+wPU8Yr/hN+cRexj498A+6nnE/tBfgDxiMyifffv2BSktNMHSYUCdCkGIkJ0+QQ94muTo0B9cD/nJYCfky/d98vk81WqVYrFIPB4PlrBJp9NBiE4P7DqVhQzwQrb0rDxo9mLJbxmohdRJe4XU2DMptaqmCacOnWkzu7Rfq1xSju4LfX0JEYpKJWVInbS6JJ9SRzlOq07lcjkID2piosmnkC2pm4ThRNGUekm4slAoBOkktNIW5uOzvVs26RWCqolT2H8E9PkC/Vza6U80KdbKok3+pN3RaJRUKkV3dzcdHR20tbU1Pfue5/Fnf/ZnPPfcc1MU13mAI2IzgTGMf+oR+n5t/v53HwbP+GxIjbG97RrbE1fpjuS5WunicrmHc4U+LuR62JAaY0fbNX6h4wgxoOsOIWZD1RzJRj40IVmHSr1UMZwqrgkIVr4W52qxi8uTnU2kC2ZOglLREqVqlN5Ermn7493HWRXNUsWwPjKOZ3y6vQr7czsZraTxTI2fjG8K8nnVMDckdIsdca9CT3ySFfHcFPKlsffLv8mG//MHc5qqIgwus/7sy6etrY0Pf/jDrF+/fooHCq4PwDaZsENVGvZgKdt0uZqQyKLiooQBwfqWMtjH4/EgzCm+MlFpbKKnZxlqkqjDXqKm2cRTlwME6xxKPYGmugjs1QJs75ZWxuS6tVotWKi8WCwGs0yFlEmo0Ca4+l7o7dqvJp9Sb61oCdnSqpbUW+f1KpVKQcLesBxhcl81YZO2yTFCrHS4Uz9/+ruuu574oPtUyhPyKgqXXNsm/LoftPdMwuAdHR2kUik6OjqC/tHeQrnmoUOH+JM/+RMymVBr51zDEbEZItLXy7H/bRt798y9X2wmEKVsU3qE3+h7iYFqO2O1FKeKqzk6sS4IlW1Kj7AxOULKK7Etfo2748MkjbmlFBWSXiFpIpT9GgV/+v8YXK7Geb7hlwJImgrrYqM8mrxM0nj0RG59ksC1ai5Qsw6XevhxfitvZdfTFavPJB4upqnUIoGCNVuy0xkr0BYpB7+7Y3kebj9LrpZgY2yYTq/AO5UeHk5eBuDZ3HYGyl1ETA3P1DiU2Rjk+IKlT7gEqWiJuFcl4VV4X/dJ7k68w0Pxxrttmskjnzn/Uwx/smNO1pK8GRwRu7VrkEql+NjHPsaKFSuawo2aPGhioQc33X9hfh87PGSHnOzB3fPq6TI6Oztpa2sLyJMQFJ1dXpZekpBSW1tbQC70eVot08qRqEm6PCD4Ln4x3Rapv4TKUqlUQARFSRKSI23SfTk5OUmxWCSXyzXVT5NaIS6+709JZCvf4fpsV02ygCmhTylTq4fi0ZMybQ+c7jMdZtb3zL73mgTZ4Ws75KjDjZpMhh0PNJEjuYZ+DqW9+vmSfbKaRHt7e7Akl85tJ/0v9zEej1Mul8nn8+RyOfr7+/nKV76yUCQMHBGbFaJrVnP8j9exZ8P8+sVuWg9TJ0TrUuNsTg6zPTFAwY+xMpLhUGETxyfW4hmfbCVBoRIjHqlwf+clIo3z3pM+xdboBHFjiGHI+TVeK6zjcrmHhFcm7RW5VFpBtpokZqoMljrIVBJkStNn37fJR3d8korvUajE6Enk2Z2u99nm+BDdkTz3xOvpDNLGI9YY1D08in6FMj4F3+ep7F6y1SRvjG+kUouEXudG8IzPysRE07aHO8+yNX6tUZbHO+Ue9iUvsiZSDzuPVGN8L3tv0FcARybWNrV9uRAtG93xSRJehUe7TrMxNsy22CgdnqE3RPXSKPplBqtFPn/uFyl+po3KuQsLUl9HxG4Du3fv5kMf+lAwIIpnxk5HIEpOrVYLFvCG5oFYK2hawdADrPZ9aQ+UNofD9UE0kUg0pbwQ5UYW1BbioEOHUi8gSIGhvVZyLZ3qQoiBreqIoiMzDOPxeFM7xeiv83WJH0yM8XqRc2hOs6D7Qoiv/PY8r4nYSchMyhUlS4iVEE1NtHRf6O86vCz9pu+lJklhGf8FWiGTttnbbdKtVVL9W/vW7PsofaNDxrq+AslbJx4v/ezo50UTPt/3g5m9IyMjQeqVAwcOcPz43C0BMgM4IjZL5D7xCN6vX5uT/GJzBcngf3/XJTx87kud5+7YEKfKPeT9BB41/tvofUFoThO0dLTEaDFFPFIh7lUZK7XhGT8gGvr7TBD3Gir7NKZzSQXiUf/sSeRpi5Tx8Il6VbLlZL1+1di015VFrdORUlNqkXvbL3F38noS3lwtwd74NY6X+9gdG+JHhY2cKa4K9hf9KIfGNjSVvVxJVhiipsbK5ATv7uxnS3yQffHMTUkX1JXSgWpdjTyQ287JwhpeG9xC5c9Xk/7b1xai6oAjYreNBx98kE984hNBnqdCof5S07PvtD9LE7YwcmV7keD6TEo94E83OGvvlRAfUXtSqRTxeJxUKtXks5K6lstlCoVCE4nUCWlrtVpTBnutxsjC0hL2shUhOw2CVnnkt/SBDqH5fn39RLmmeLc0idCE0FbMdK41+a6vpxUsTTBsb5ZWnfRC2Nr4LiRzunQPunzt59J+N2mP1FOuY5Mo/WzoOmqiqq+tIf0loWJZ71Sn0JD+1X0nbZIJI2NjY2Sz2aZQcaVSCZYwWmA4InYLGPv0e/iN33+SpCnz/bG7GS6mFtVsN01ONqVG2Z4a4Ofb30b+9Z8o91LyI7w9uZGzk31A3S81WLj9FBKdsQIV35v1Ooc6DCb1j3lVdqausiNxlbQpMVZLMVxpJ2YqbIqNsC6aJYbPodIa3p6sEyoheABnJ/sYKHQ0XedOIVlhEOLVGZ3kH3QfosMr8FA8MqMcdUPVHHnf59kG8TqWWQPU+zNTTFL76qoFJWHgiNic4Ld/+7d59NFHgyznmUyGTCYTrA+o1R0ZeGWg1QZ2Ta5s5UFvV22dcozt19Ln2bP74vF4kEpBfD7i5ZIyJdWFhDh1OE6IpMzmBIJZj5poSpu1cVyb3bUPS3KjhREBTa6EGEg7ZZv0iVYltXdqOiJjE2BbebOT3Wq1SitMOmSnr2GH/sLuqSaE9ixQWwXT9zbMqC+f0seynmkqlSKZTNLW1hbM5JRZnfp5krxl0s+5XI5cLhckGhbSpfuyWq1y+vRpnn766Zv+m5kHOCJ2ixj6zk5ef+hvqPo1DpfKHC+t4YXx3cH+wUL7oiVnAFvSw6yKZ2mPFPj59rcp+BHeLG5gfXQUgOFqO8+M7QXq6tZ4KUlXvHDLZG1lciJQyzYmRxmvtPG+jhN0egUytSRxU6Xby9PlFUmaGifKvbyW29YUIrxc7OZSvju0/DuZYIVBSJdnajzUcZ6d8aukvOKMiVfZr3KlOsnz+a1cKq3g+MQaMuVkaD+ffGULd/3rhU/a6ojYHKCrq4vf+Z3f4b777mtSQsRMnsvlyGazwSBmL/GiQ5h2KEoPxGGeIl2OkD3t+dKmbYEOY9kkQMoUFUoGaa2SyPJNpVKpyQyuw4i2kiRKkZALnUVfJ0EVwif9qD8llDldCE+Ha7WiZXur7HCvTb7s/tdGfx2GtRUnOVfqqdfztK9vK2aarGmyKvfPbqsmfzZRi8VixONx0uk07e3tpNNpkskkiUSiieTpBL+afMkzms1myWQylEqlIHeaVl91P/u+z4ULFzhw4EDwfC8wHBG7RUQ3b6Trryb4q7teCN3/ZrHIkdI6Xh7fCcBkNcZIcXGu6SgkLRkps7fjSkB+uiKT/IP2I2RrMfrLK9kWG+TN4kbWRMdJeVNTeRya3Mx9bee5XO4hZqqsjNa9jvlagnXRcdLmuoL9nYl7mKjWJ0xdK3VwLtc7pTxHrmYGz/isTmbxTI0H2i9wd/Id4lR5OGFmvCLDUDVHtubz0uTWwB94LLPmpvfg6JFN7P7CGaqDg3PRlFnBEbE5Qnd3N5/73OfYt29fMODpAVT7kvL5PBMTExQKhWB9SUmxoFUde9abJlACHUKUgV+2CWmRAV2UJh0W1ERBK0MaWsWT0KBsl/rId23g1ikhRMkqlUqBeqaTzQqB1H2mVSYgIG+imgFTiKlWwMKUr7DwY5ip3T7fJiBSb91H0k4bmnzZEzh0OWEqmSadepuoXcaYwNvV3t7elEZClE1NXsWPJ+2VtBoTExOBiqtTbdhKm9RTq3sAFy5c4JlnnglmjLYAjojdBqIbN9D1/+amJWMaQ9UcR8tpzpX6eDW7nYlKfNESM42w5Z12tF+jMzpzj9xoJcWZib6mbY5k3Tok+e+97ZfYl7xInCoPJepZ/2eCsl/lUmWS8VqM72bvo+p79Of7GCulZnVfWknCwBGxubheMCi1t7fzqU99ivXr1weZ8dPpdKAqQfM6hqIyyMCnlzMqFotNsxTtsJUmE1IPTaygefFlPYjr8KImWTrzvCZlWgkSr5p9rvyWpKyiNunEp1op02XKd52PTAiLrpsdPgwLy0rdtE9LQ/u7whQtnbRUp/TQ/apVIB3ytNNH2F6tMLXT3mYrXkJwpc6ShkSSp8pzJt49mRihnwE9IUSIcCaTYWJigomJiaZM/mGhUN0XWjWU52VkZIRvf/vbAQnTbVpAOCJ2m4hu3kjuqxGeWH2S1bFxPpw+AcC6aIKEmX5JoaFqjhPl+ky8/tIqXs1uB+ByvmtJJ/l0mDu0x4pETY3OWIGoqfILPW+QNGVipsoDcW/GxGu8NknZr3G5GuG/Zu4P1C64dUJ8/J017PyXl1pGwuDWiNjiMQssAujBNJvN8uKLL/L444+TTCaDgUvyeHV3d9PV1RX4ceQYezFqrZyVSqVgoCwUCsF329ukVS4ZLG1jupAwHZYMIxRCfjQxkQFdSFFYiE6Ok+vZEwy0YiX+Ip3QVCd21WqYDstpFcsONUobdZttoibt0KR1Ov+VJmVSF+lDey1P+3kIC5VKG7SqKaRLrgfXyZbn1VdVkJQj4vOSfTr0rJ8HPZEgn88HhvpsNhsoXjKhQd9zXW9bGdX3Tt+LSqXC66+/3moS5jAHqJy/SOUrj/D9zxo6EwW+Z/YBddWoPVrk5zrfpNcr0uE15/Lqi6TpazzS700O8ZnOocBvVvCjlIhwtLCe/sIqrhS6glQQjqQtP6xty5Bo+Oc8U+Mfdr9Jp1dgZWSSlLHX6fQaf9NjtJpnpFYj50f5r5n7uVjoYbIam7XiNR3GCm2sfTLeUhJ2q3CKWPP1gGZz/O7du3niiScCA7we7IUISCgplUrR3t4eqGaahOgBVciZDKCSvDWbzQaqWT6fbxo87bQTepajzsGlSYLAHtC1qqMJkX2c7VmyVTpNFjSp08vx2GFCrXzZJnh9jA4z2p4qW7Wyz9ckVs9itA3zdhvlfK1MCkGUEK1W9nRyWMlML0tUCQGTXF2iimqSqYmhbBefnSxAXiwWGR8fbwp7C+nS7dft0GWHKXl2OFVCni+++CInTpyYou61AE4RmyPkPv4I/Pog3cmpXj/P+HTGCmxL1wcuIWcAm6JtN1U2rlQmKPgwUouT8+M8NfogxVqMTCVBqRZtSibqsHixti1DW6TE3anLbIkP0e3l8UyN++LcUD2dDlW/RqZWYKxWI9sgXWU/woXJFQw3wt5zHQIeK7TBV1eSfnJhZ0iGwYUm5wm7d+/m/e9/f5A3rFarBQqRXupIkEqlAuWjp6enKdGqZKPXqpH4pCR8KSpTsVgM0lDIzDYxwhcKhSBHlx1Cs0OfNuHRoTS9DWhSrewBXdqpPW9aydIkR6th080E1KE7PQs1jGxpYqfrZitUYdt1XYRA6bbqeyd1E5LleV6wILrMSm1ra6OtrS1ot1a2tAopddJhSVvxkntaLBYDv6Fes1KvgCD9JyRMlDy732zyrBEWwq3Vanz/+99f6FxhN4IjYnOIG5GxMHjGZ1fHAHtT7/Bo21ki+DMiZoJr1RwF3+dq9ToR+9HkVo7l1gW/R0opMmW3QPh8Q6taAOsSY3yo4+2mY+6J+be1/NTZ8gRlDGXf49uZB8hWkwwV2+srCyyAUjpWaMP8+UpS32o9CQNHxOYVWhmD5gFNEwvtqZLBUA/kHR0dpNPpYDZcKlVfYkNSDwDBgC3ftSFejPJC0PQySJOTk01JV7X/TL4LAZSy5f7LgK0VJa1saa+STTZsEibQhFAghMtejsiuWximU7H0fbDvje01g+uZ93W/m4ZRXvKzxWIx0ul08LtYLAb9EYvFgsz89rVsRVAUUEm+Wy6XmZycDO6VhKhFlRJvmO5fTbSlXJk8oa+r+0GTS33f9P32vHpS3BdffHExkTBwRGzOMVsypiHELOFViJgaH+38CR1e/Z0UwWdLNDXjWXCCC5WJgKhla0leyN7NimiOc4X6LMViLcpgoZ2oV5t17q87BauTWdLR67NEV8Wz/EzH4aZj7o5Vafdun/BO1AoU/CojNQLCVajFKPsRTmRWtyw0vdhIGDgiNl91CAavnTt38oEPfIB4PD5FfdGqEFwf6OS79hlphUeWBers7AxyQmkvWq1WC9S0MMKjE8vKYCzqml6YWlQXIW6RSIT29vYmMqaz00u9RcERP5qEzvTC1jKgA01rH2qzv+5P7W0T4iHfpR/1zFGtnOlJA+IT074w6TOZaSjZ5HW4uL29PShfFK5CodAUAoXrxE76w/bP6Xssx4hyqWfRirop+6Rfw5REKX86hdEmo9OFePX5drhV2lepVHj++ec5ceJE6PPeQjgiNg+4HTI2HYSk3Z++wIOJ+nqXEeOzLXrzTOg3QtEvc7pcIWmqjNXiDFfTfG/8vqaQ1ge6jrExOgLA1WonB8b23bDMyWqcK5Odt1ynuULU1NiUHrnhMZ3RAnclBtmXvEiE8H+P22NVurzpl3e6FUzUClysNLyjGJ7K3M9ENcFwOU2pQY4XCxYjCQNHxOarDk2D265du3j88ccDkz4wZeCyFQxNdmTAFgKhz9eEQlSZRCIRqDaSxFN+6yVrtH9MiJOQIO1rExIg58kMPe11sj1u2Ww2IGg631gul2sysCcSCXK5XJPq1dbWFhCyUqlELpcL2l0ul0mlUvi+H2Ty14b/crkcKIeVSiXwYMViMYrF+v8EhVQJKYzH4+Tz+SaTuvxppVGTGX2v9f3TREeIk6iNQqxKpVLQLiFcOlGtVsyETNpET9chLLQrz4u9dJb23+kw7HQKpW53uVzmhRdeCDxhYc97C+GI2DxhPsiYjaipsaPjWlOKiYfSZ9kXvwLAmgi3tdj2rWKiVuBEee6Um1Ol1ayLjZI2pVmdFzM17o23LiyryRbA+UoPL2TrC6OPldt4Z5rktIsJi5WEgSNiCwbxjOk8XNCcUFWb3jUB0CTNVsy0z0vPMrR9aEJYZCZeIpEIPiORSNN+Ud1sf5WtzGn1SvuOtNqi85PJYK7TR+jQopSXSCSC/QCZTCYI1UoIzva26ZCfVtekL+S3Vunk2tqDpklFWPoK/exr9U+M8joTvRAsMcwLMbWvqZ8DHUK1DfJa0bJJl845Z3vrbO+cJvGa9GsyZk+6KJVKvPDCC4stHKnhiNg8YiHI2I2wOpmlTy16/Z720+yIXZ/pljRVujxDX2Tx5zNbjLhQmSBbu/7efqfSyfeze4Pf2UqSC7meVlRtTrCYSRi49BULhuPHj+P7/hTPmFYvhJBoU79OMSDniBlbExKd1gGaU2FAnTRIxvPx8fEmUqdDdLLskTEmmDCg1S/JsC8K2OTkZKCSyXW0mqRDdHJNUaZ0eFJUJFmNQKe+EP+cKGsSlhTYZvYwkmJ7noSEyLW1J06uJyFZIPDXAYHPTlREUbWEkIkKputnz6rUa3NqhKlttidP96e0RZMwTeR0GNJObyL7bEVL1xXq4Wc7HOlwZyH95GvkeITMZ1uzSPhAoaNprcUj42ub9se9Cl3xAn3xiUBV+6mO42yJjjJcayNfS7AxOhYcf1c0cltm86UACdXaeDa3hyul7qZtZ3O9y9ZXt9hJ2K3CEbFZQA9yMpB94AMfaMpnpVULPYBqlUmHBoEmNUenprDN59qsrdUSbcyXOlarVbLZbKBq6TCYJm5AE0GTXFdSvszoFLIm6pocrz1YAr1flgfSREo8dlJP2wMnhE/qLet7Sh/pjP5SphA43/cDX5aQHT0bVY6XvrDTfNwIQlp13jUhmZqE2WZ9fS91uzQp1/2kZ9TaCt90KTzsZ0wrcPIpKSpOnjx5w3Y6LH+0mozdCOJF0n4km6xpbEqPko5MXdpobXycD7Uf5ensPmKmyofawxev7/YqrPCixEyEgl8hZeLBDNHx2iRFv0aPl5zxrFGNa9UcV6szP++V/Db6C6umbC/WolNWAbjTICkqlhsJA0fEZg09uJ04cQJjDA899BC9vb1NioWQDJsw2epXWLhK58DS58kgq8vTA68O0+ky7DUdtX8NCPb7fj1/mZAjCdfZ/iN7aSabnEndhMTptuqlevT+WCwWkCs73KZTV2hVbrqcZTaBlTLlGJ3KQuqsQ4z6Xtj3SKf3sJdTssOFYalApP9lm02KbQXL9nsJSZtuVqRNwOR6Y2Nj/OhHP+LkyZNT+mcx2xMc5g9Cxo5/rMTu9VdbXZ1bxnRhtmOs4fmhXcFv/V2jPVakKzZJzNQo1qK0RUpByoexcopiLUJ3bLIpDcRMMVDsWBJLRi12HH9nDWufjC9LEgbOIzYnaGtr4yMf+QibNm2aktJAh87sGYRapdKkS5MDaB5g7XDVdKEoDTvhq31dnaPKhj4WmsmHrpMuR7dboEmBEEbbxwXN+dVs4qRDlXqZHjvHlh3i1YTDrqddV61ySZn6uvp4W4Gy66rvnb63Yb4tWyHThM2ug65rWBv1klC+7wdrR7ZoAe9bgfOILSAiK1dy7It3sffui62uioPDFLR67cjZ4lY8Ym5dijlAoVDgwIEDnD9/PlRFAZqUMq2gyEBuD8C2KqYHYBnEtTKlw5W2ghNmGrdN8LYqYys3us62T0tgEwv5rr1Ldr/IedJ2XR8hJzpMJ8fb15XzdT/YHi1NIPV2myTabZH7F6aWSR9qaAIqHkB9nl13rXbZ5diETxNSW/WSa+hrXrp0iWeffXYpkTCHBUZ1cJA9f3SWI0c3troqDg5NOHJ045IiYbcKR8RuEzLo5vN5nnnmGU6fPt00SGrYyouecahN+5p82dfRg7oQIj3bUUicJhaaxGkyprdpMhGWqFWrT1IvIQ46DCvX0nnGpL2ahGiiJPWwCY1cW0iQvValrre0S/u/tNKk+1uHhvWf7ketUNqkziavuh065Cn+PJvkanVR942eySn9Zi85pdsmbdZ9JPsqlQqnTp3iwIEDwSSMMMXTwQEaZOyL5zj5gy1kii7jvUNrkSkmOfmDLez5o7PLnoSBI2Jzinw+z4EDB3juueeCGXfQnONJ+730nyY6tnoFTCFYmvDoECY0qzxyXT0JQI7RhMP2JmkVRu+XY+wZnVrB0kpfGFnSapK+lhAhMdrLNcMmKGhIv2lyZvdTmJokqx3YYcwwVS9MXQubvalDgppYag+dLtMOc9rhVZ3KQsrVYWFbXZWJCS+88AL79+8nn883hZcdGXOYDtWBa9z1v/yA6l+scmTMoWXIFJNU/2JV/Vm8A0gYOCJ22wgjFcePH+ell14KlsXRypCtxoR5iOyBXmBno9dkQ0hL2KLd2nRvD+j2oG57obQyBASJVjWptJU88YDZ3jN9LU3mNAGV44VQaQIT5kOTuul7EFae9mDJn04nYof4NEGylTjdj3qbnS3fTm2i66QJrG6PfX+gObxskzn7nlar1WDJIvu51J8ODtOh/ZuvOTLm0BIICWv/5vI05U8HN2tynnDs2DGGhoZ473vfy4YNG5pUG+2Zsmc02n6nMFN6GMGRQVqTATsEaYdMbaXMJiNwPbmo9q1JqgabtAl50oO+DpnpY/X19JJK0lY5XhMhW0nUZMWewWirZLYqJudIe3UWfN0fdj/rDPdhipQO38r1dcoLTcpsVdQm3rrNNnG362eM4eLFixw8eJBr167dyiPr4BCg/Zuv4Z3cw5H/YSV79zgTv8P848ixjez+syy1Q3cWCQOniM0bfN/n2rVrgW9MUjNIziybnNjnCqmC6x4urcbYGdQFdijQVuzC/Eqa4Oh8XDq0aIfoNImTuupypHxNGuzQmN0HYRMawmCHPjXpscmY9mTp9muFSvvXwjLayzV1CDKM0Em5OgSrybQdFtTH2rM99b250WxU36/nWTt+/DgHDhxwJMxhzlA7dIy7v3ieUwe3MFFKtLo6DssUmWKSUwe3sOcL56gdOtbq6rQEjojNM3K5HPv37+fll18OyJQmJToUpkmRDmWGLXUk27Q/TBKfCtmT7ZpAaGIh9dChRNmvZ/DZxMhWdWzvmpyjyYw+3w6b2iqdfNoExSZH2gum26oJoLRPyrQnBMh5mjzZJNBW9sLCoGHttBVO3We6nrp+uix7BqitckrI+eWXX+a5555zMyMd5hyVqwNs+YNXKf3HNS5U6TDnyBSTVP/jarb8watUB+7c/0S60OQCwPd9jh49yrVr13jsscdYv359aPoFTZ5kHUUb03nCJGwmoTB9rH2uDo/qcKkma5pwaJIloUR9vMBW0KCevkHWm9QhR036wvpLq0O2EqeVKF1OGFnT59hkT/pEk1xNEnU5YWtK6j4I85rp6+hQq90Wu72+70/p47B2DgwM8NJLLzF4hxhaHVoE36fjb17DO7aLI7+5kj27LjUt6O3gMFvUfMOxExvY/acZaodfgxtEQO4EOCK2QPB9n6GhIZ5++ml27tzJo48+2mTmtomDvWi4rRwJWbNn+wFN2eenK0Ofr1U2m4Boj5PsE8JnK152WFCOFdiTErSSZfu5pM468avdVzr8Z/u1NOHTHjebuEraEHsGpJQlhEh75eQ4e7aqvn82oZX+huacZGHkMIysSp9Eo1EKhQJ///d/T39/v1PBHBYGvk/trePs+YNeRj6yg/inBxbd0kgOSwOZYpLSN1azZ/8pqkPDra7OooAjYgsI36+vg3j48GEuX77M+973PjZt2tSkxGjYJm4d3tIqiiZG9mLjAilfiIWtSNkhQPE1CRnS4Ts5XtJN2GqNfEr9ZUKCLlcfI20TwqO9Ufq6tr9LkzJNwmBqSglbkbLDlPY+KdOeOGB7xvS90ufptCKaUOpnoVarEY/HA4Jmh4+lXH0fL168yMsvv8zw8PAUc7+Dw3yjOjRM138ZwXtrF0f+xz727HzHqWMOM4JWwdoOv0b1DlfBNBwRaxGGhobYv38/O3bs4NFHHw2diagJkOzTSoscp5cE0ucK4dIERxMI7TXT28NUMNu/ppO5atiqVti1tOdKE5iw8J+tumlCpFVD3T9hoUitjun+EhJkK2GyzVbfRE0U6Drp83Rb9PVsT5utXtp9KseWy2VeeeUVTp06FSRodXBoCUQd+/1ehn92J4lfuerUMYcbwqlgN4YjYi2ADLRaHXviiSdYvXp1U8jOXjNQ/9aDvDHNi0FrdUyIhxAAIXxaJRJor5hNbmwjOjQTQFlLE5rDpjbZkrrr8nXIUCtzun5SBz2DU9onfaNJjZ4MoEmLDidqRSws1CrH6xUQNFHUypomimFlaTXTvq+24d8OI1++fJmXXnqJ4eHrLzD7Xjg4LDSqQ8N0/+WreD/ZxZHP97Fnh1PHHJpR8w3HTq5n95eztB1xKth0cESshZCBdnh4mO9+97uBOhaPx0ON4/o8rc5oUqHDVWFEyCYzuiw7vGarLppUaFVHoAmfEArxYIV5z3zfb1ICw1QlrTiFeabkXL2ouiZI9oxIO+xnX1uXK8sT6ckHOgSqJ0zYZMxur+1t0/vsukg7K5UKBw8e5NSpUxQKBUe+HBYffJ/a28fZ86+dOubQjEwxSfEv17Dn6ZNOBbsJHBFbBPB9n8nJyUAdu//++9mxY0dAyKB5hp4N2zMGzQO7zmWlyZ3t19LHi6ple5ZsMiSftl9KiIT+be+X9AtyXe2rsomR9pBp35atPOl+sAlRWBhVK26yDcLTUtghSXtB9RsZ73Xf6Xug/2Qma7lc5tSpU7z55puMjIxMmx7DwWGxQKtjp/7RGtY+coX2eLHV1XJoATLFJNdeW8NdfzNK25FXnQo2A5jF/GI3Znnr3HbYSm/v6+vj/e9/P2vXrg2Ilu2rsg3zenAPU9I0EQsjHLpOdkoLrRrZXi1NYjRpEZXKLl+g1TXbB2dD59+yj9Mqn67vjXxUWlHU5wJNocGw2aZ6BqW+lq3ASf/a91j3m+4b3/cZGBjgxRdfZHh4eMozEfasLFO87vv+u1pdidtFp1nhP2I+2OpqLDy8CN7dOzj+L9vZtfUKUc9NKrkTUKl5nOhfx+4vZakdPQW1qTkb7wQ85//trN9fThFrIfTAbG8fHBzkO9/5Dtu2bePee++lr69vyjnTDfgwNYxoh/KESJRKpaa8YzpprMBWzuyFsmV7mOHdJllhxE7qZufNEohCZxNOTRq16hTWx7puYR4yrRrKOdqDZvvDbBIWdg27zQJbOatWq4yOjnL48GHOnDkTmpJiumfFwWHRoVathyv/515Gf3oHAz9bYueGAUfIlikqNY+TF1ezen+cPc+cpDo80uoqLTk4IraIUSgUOHLkCGfPnmXr1q3s3buXvr6+prxZWlkRhUy+28Z/HfaTlBKiqFWr1cCvZRMFO+yoiZltUhfYqpneHqZc2eRKEyJdD1Gn9LXtkGxYiFC3y1bKNCGT9kF9OSpbObSVLFsJ0+XLPdBpQ2ySOjIywqFDhzhz5gyFgvPWOCwfVIeG6fzrYXqeWcHoz+x0hGyZQROw3Q0CdmdqYLcPR8SWAPL5PG+//TanT59m+/bt7Nu3jxUrVoTmuLJzb2lzuSY0WuESf5b8lk+t9OhkpAI7HKpzjmnVTdcpLLQWpuyFHWMTsLBJBxp2aNFW+uzzNNkKy7umCWeYCV+3JYzM6r4dGhoK7mmxWHRKl8OyRXV4hM6/ftURsmWCSs3j5KXVrH7aEbC5gvOILUEkk8kgZNnb2xsM+nYKB/2p7/N0SpEdarRN6uVyOVjHUocT7ZBemGIViURumNjVVs/CVDf93SaBWqmyvVxh4UEdipQ62Kqa7UuTyQthyyFpgmbXScqvVCpBCLK/v98RsOnhPGLLGJHeFYx+eCcDH3GEbClBE7AeF4KcFrfiEXNEbAkjmUyyfft29u7dy8qVKwMyoGcfCuz8VbbapfcBU0zqGpps2ERGkyp7RqY+TodX7bKlvvq3nKtDrPZ322BvZ7+362+Xq0OUtrIYFvIMC43qVCLatzY8PMzhw4c5ffq0C0HeHI6I3QFwhGxpwBGw2cERsTsUQsjuueceenp6iEajoSoSNKds0CG0sCSjYefbio/tDwtbiNsuQ35rchh2DU3KwmY12mFAfT07VYdAZ9a3lcDpZkBKHeRYHfa1vW26npVKhbGxMUfAZg9HxO4gaEK2ee0w6Vip1VVyAHLlOOev9DoCNkvMCxEzxnwN+BSgk8L8nu/7f6qO+QzwR8Ba4DDwm77vv672vwv4U+Ae4ArwR77v/+VNK+eI2KyQTCZpb2/n/vvvZ9u2bUSj0SZP13RKjr24tp1fyw7DzcQHZatmdgJYfQ1dpq2W6WvodB2aBNmEy1alhFjpcK1NCqU823cm+/XkB9szZv8bKpfLnD59mjfffJNcLueSsc4ejojdgYj0rsBfu4qzn1xB3yNXScdKxCLOfbSQKFcj5Mpxhl5bw13fHMFcueYI2Cwxn+krvu77/q+F7TDGPAb8B+AXgZeAfwF8zxizw/f9jDGmC3ga+GPgfcBPAd82xvT7vv+D2VTW4cYoFAoUCgWef/55Xn31VbZs2cK+ffvo7u4OCIydIiJM1bIJi21Gh2bSNd3yRPZsSJ1bTJdnG+3tMKm+ju1DC1OwdJ012dTnyXetetkeMZusab+YbjfUyVc2m+XNN9/k/Pnz5HK5Kak0HBwcpkd1eASGR9hyPEpkzWqGH9/I4EeKbFw96pLDzjMmSgkuDvSw6ukEK16+SPvVH1Jr+I0d5h8zVcQqNyBiXwc83/c/3fhtgPPA/+r7/teNMb8KfBHY7DcuZoz5RqPMX73JtZ2McJtIJBJ0dnayZ88e1q9fT3d3N4lEoslbBVMXGNewze6aPNnL+4SpTrYCp5U37SXT6zrahEnSctjEUKtfmlRqchfmjbPJop10NiycayuFpVKJ8fFxLl68yNGjR8lmsy78ODdwipgDAJGeHvyNq7n04RXk75tk4ypHyuYKE6UEF6/1kDrUxoanRzDvDFAdHW11tZY85lMR+7gx5mPAEPAU8EXf9yca++4DviYH+r7vG2N+0tgu+9/wmxnfG8CnZ1NRh9lDyMLQ0BAvv/wyyWSSzs5OHnjgAbZu3dqUR0yv+RimhMnvaDQazH4EgmV5wrL+22qTJlP6mvpYHSqF66FFe5ajhAij0WhwrF1n2RePx6d4vLT3y87vBQTLS2nFzffr+ddqtRqHDx/m1VdfJZPJUCgUpg17Ojg43Dqqo6MwOsq6t66TstOfWEvvfzdAzKvRHi8GC43XfBN89/Cp+FMn6kRNrWm7XqTcw8czNWqN/VGvSqV2XfWOegsbJt2cGmGw1E5bpMy6xDiXi12sS4yT9MqU/Qh90Sz9hVVsS15jpNJODUNfNHvDMq+Uu8lX4zx14N1s++tRdl08R3V0FKfdtxYzIWJfBv4VMAjsAf4z8FXglxv7O4Bx65wxoHOG+5tgjPks8NkZ1MvhJrCJiYQun332Wdra2kin0+zbt497772XVatWkUwmmwjFdGZ328ulE5fahEerYkL8yuXyFO+alKuXbBLCpImYHGfnKrNnLso1p4Ok4QibWWmrZMVikcHBQV5//XUOHjzI2NgYuVxuysxUaYvDnQv9/kqSanFtlheElG05GiXS10tt9QoufGgd637uPD+/5i1ipsqqaAaAlZEMR4obppSxN3Gpafv62Ai5WoK0V6TXy5HyyozVkhRqMR5OjHO0nAQggs+u2MIqcSkvRtmv4uERMxHKfpWYieBhqOETMxGK/jkSJkbVb0yWMlPJ56XKBH+bvYcv/d3PsP2vy8QvjLD10uvUym5SxGLBrGdNGmPeC7wItPu+XzTGvAl8zff9f6eOeQro933/fzLG/Dtgi+/7/73a/1vAp33ff/Am13Kj2m1iJgpNOp1m5cqVvOc976G3t5eHH34Yz/OIx+MBIYnFYk3JWoUU2WTLDi9qsqMz49uZ6vWxWqGKRCKUSqWgTH2sDo1KeWG5vXS5Uj89c1KuJcSqWq1SqVQ4dOgQmUyGgwcPMjQ0xMTEhN11s+5rhxnBhSYdZozomtUUd6+n/x9FSa/O8a2H/pyU8dkQbW911aag6tcCslQnWXVSVfbnTm0bqpUo+IaPvf5ZcgNptv1/FRLH36FydWDOruEwPRZqrUlRMUVuOAQEhKrhEbsf+Jba/4tWGQ80tjvMM2ZCDHK5HLlcjnPnzhGJRPjGN75Bb28vjzzyCJ2dnezatSsgZkJqtJIkMy41QQKayBFMzcQvRKhSqQRhxLB1I8MM+vLpeR7lcjl0lqZeEcAOuQqZlGOq1Sr9/f1MTExw4sQJMpkMk5OToarX7fS1g4PD3KJydYDI1QF2vggmkeC31vwShW2rOPvxKNEVBf75Pa+Q8Mq8P3WC46U1LatnrpZgoNzF1sQ1crUEF0q9pLwSQ+V23pnsvuVyR4opyrUIF15fT2LEsP6lCaJXRtlw9TR+sa7iOdv94sZMzPq/BOz3fX/MGLMD+Dpwxff9jzf2PwbsB34B+Dvg88DvAjJrshs4Bfwb4EvUZ04+Bfz0zWZNOkWs9YhEIrS1tdHR0cG2bdvwfZ9t27bR1tYWpMeww5n2LESdaFWIkvZ7yTH6tzbh2wqaDn8KkbIVNoFN3oTs5fN5+vv7AThz5gwTExMUi8VZES+HeYNTxBzmBCYWx+vuorZhFZef6MJUYfLdOVZ05YhHqnQmltbkmkwxSakaYWQ8TduraQDWvjyOd+katbFxfBdubDnmK4/Yi8C9QAK4Bnwb+ILv+xl1zGeAL3A9j9hv+M15xB4G/j2wj3oesT/0XR6xJYGwcFsikcDzPDo7O9m8eTPGGLq7u9m4cSNQJz3JZDI4Xs9I1Hm95Le9XytZYX4vm8RpSAhycnIyOOfChQuMjY1hjOHcuXNkMhlqtRqlUimorwsrLio4IuYwb4h0d0E0Sm3LWq6+p25Vzq/16b5vKDhmRVu+ZZn+KzWPkcnr/sKxQ32krtTfZWteGcc7fxUqFapjtvXaYTHAZdZ3mHPY6tZ0iEQiwSxIYww7d+4MfnueR29vL9u3bw+WU9KzEe3UEFKG3ifXCKvLmTNnGBwcDH6Xy2VOnjwZHCczHW9EuKZbbNyhJXBEzGFBYWJxvM6Gp8yLMPRz2ymnr//nL7Otxp4Hz8/LtY+9sZnO/uvvvtiET9/3TkOt/p/VWmbCKV1LCMuRiGWBE62uxxygj3rqj6WM5dAGWB7tWA5tgOnbsdn3/ZULXZm5hjFmEMix9O/Vcn/elhKWQxtgebRjzt5fi52I/Xg5/M94ObRjObQBlkc7lkMbYPm040ZYDm1cDm2A5dGO5dAGWB7tmMs2hBttHBwcHBwcHBwc5h2OiDk4ODg4ODg4tAiLnYj9easrMEdYDu1YDm2A5dGO5dAGWD7tuBGWQxuXQxtgebRjObQBlkc75qwNi9oj5uDg4ODg4OCwnLHYFTEHBwcHBwcHh2ULR8QcHBwcHBwcHFqERUnEjDERY8y/NcYMGmOyxpgnjTF9ra6XhjHml4wxf2eMyRhjpizlZYz5jDGm3xiTN8a8Zox5yNr/LmPMDxv7+40xv7JwtQ/q8H8ZY4402nDZGPNVY8wK65il0I7/3RhzttGOa8aYvzXGbFpKbbDq4xljXjHG+MaYDWr7om+HMeZrxpiyMWZC/f2mdcyib8ftwL2/FgbL5f3VqMeyeYe599cttEMvwLxY/oDfB04CW4Eu4Eng6VbXy6rjh4FfBv4ZULH2PUY9kePPUF8a6veAAaCzsb8LGAT+VWP/TwMTwHsWuA3/B/UF2GPASuBp4Kkl2I7dQFfjewr4v4FXllIbrPb8NvAc4AMbllI7gK8Bf3GD/UuiHbfZB+79tTBtWBbvr0Zdls07zL2/Zt+OBb9JM+yM88A/V7+3NW7qllbXLaSu7w95kX0d+Ib6bYALwD9p/P7Vxm+jjvkG8J9b3JafA8aXcjuANPDHwPBSbAOwE+gH7rdeZEuiHTN4kS2JdtxmH7j3V2vasuTfX406LNl3mHt/3Vo7Fl1o0hjTBWwCgkXDfd/vBzLUFx9fCriP5vr7wE8a22X/G43tgjfU/lbhg8Bb6veSaYcx5h8bY8ap/+/jX1BfhB6WVhs84D8BvwuMWbuXTDuAjxtjRowxJxshuna1bym1Y9Zw76+WYsm+v2Dpv8Pc+yvYP+t2LDoiBnQ2Pu2l5cfUvsWODm5c/5vtX3AYYz4O/Dr1F4BgybTD9/2/8n2/C1hL/QV2uLFrybSBet9f9X3/WyH7lko7vkw9zNIH/CLwOPBVtX+ptONW4d5fLcBSf3/BsniHuffXLbZjMRKxbOOzy9reTf1/lUsBWW5c/5vtX1AYYz5J/WH7qO/7b6hdS6odAL7vX6Xelu82jLtLog3GmO3UvRWfm+aQJdEO3/df931/wPf9mu/7R4DfAj5hjEk0DlkS7bgNuPfXAmM5vb9gab7D3Pvr9tqx6IiY7/tj1GOsD8o2Y8xW6ozyrWlOW2w4RHP9DfWY+SG1/wHrnAfU/gWDMeZXga8AP+/7/gvW7iXTDgtR6j6LdSydNjxG3XD8tjFmiLqcDfBWY9bOUmmHjVrj0zQ+l2o7ZgT3/lpYLNP3Fyy9d5h7f13fP/t2LKQRbhaGud8HTgB3UX+BfRPY3+p6WXWMAEnqsycqje/Jxg17jHqc/4NAHPgdmmdWdFOfWfG7jf0fpDUzRD4PDAMPT7N/0beD+n8mPgesavzeAHwbOEv9Zbbo29CoR6pRd/l7N3Wz67uA9iXUjl8CuhvfdwCvAE8upWdqDvrAvb8Wpg1L/v3VqMeSf4e599fttWPBGjjLzohQnzUyRF3q+xbQ1+p6WXX8p40Hzf7b0tj/GeAMMAn8EHjIOv/hxvbJxnG/0oI2+EC58aAEf9Yxi7odjZfY94Br1KcVvwP8F2DbUmnDNO3agpp1tFTaAbwIjDTuxVnq0/A7l9IzNQd94N5fC9OGJf/+atRh2b3D3Ptrdu1wa006ODg4ODg4OLQIi84j5uDg4ODg4OBwp8ARMQcHBwcHBweHFsERMQcHBwcHBweHFsERMQcHBwcHBweHFsERMQcHBwcHBweHFsERMQcHBwcHBweHFsERMQcHBwcHBweHFsERMQcHBwcHBweHFsERMQcHBwcHBweHFuH/B8EVXQRSCJo7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def preprocessImage(img, showOutput=0):\n",
    "    '''\n",
    "    Preprocess the image by applying truncated thresholding using KMeans\n",
    "    Input: Image\n",
    "    Output: Preprocessed image\n",
    "    '''\n",
    "    centroids, segmented_img = imgKMeans(img, 3, showOutput=1)\n",
    "    \n",
    "    sorted_center_values = sorted([i[0] for i in centroids.values()])\n",
    "    threshold = (sorted_center_values[-1] + sorted_center_values[-2]) / 2\n",
    "    \n",
    "    retval, procImg = cv2.threshold(img, threshold, 255, cv2.THRESH_TOZERO) \n",
    "    \n",
    "    if showOutput:\n",
    "        \n",
    "        fig, axes = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(10, 5))\n",
    "        axes = axes.ravel()\n",
    "\n",
    "        axes[0].imshow(img, cmap='gray')\n",
    "        axes[0].set_title('Original Image')\n",
    "\n",
    "        axes[1].imshow(procImg, cmap='gray')\n",
    "        axes[1].set_title('Processed Image - After Thresholding')\n",
    "    \n",
    "    return procImg\n",
    "\n",
    "procImg = preprocessImage(im, showOutput=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8352d5d",
   "metadata": {},
   "source": [
    "## 2. Generate a Convex Hull of Foreground Mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3e8fe214",
   "metadata": {},
   "outputs": [],
   "source": [
    "def chullForegroundMask(img, showOutput=0):\n",
    "    '''\n",
    "    Generate a convex hull of foreground mask\n",
    "    Input: Whole chest CT image in grayscale format (512x512)\n",
    "    Output: Convex hull of foreground mask in binary format (512x512)\n",
    "    '''\n",
    "    \n",
    "    centroid_clusters, segmented_img = imgKMeans(img, 2, showOutput=showOutput)\n",
    "    \n",
    "    fg_threshold = sum(centroid_clusters.values())[0] / 2\n",
    "    \n",
    "    retval, fg_mask = cv2.threshold(img, fg_threshold, 255, cv2.THRESH_BINARY) \n",
    "    \n",
    "    fg_mask_opened = opening(fg_mask, square(3))\n",
    "    fg_mask_opened2 = opening(fg_mask_opened, disk(4))\n",
    "    \n",
    "    fg_mask = fg_mask_opened2\n",
    "    \n",
    "    ch_fg_mask = convex_hull_image(fg_mask)\n",
    "    \n",
    "    if showOutput:\n",
    "        fig, axes = plt.subplots(1, 3, sharex=True, sharey=True, figsize=(16, 10))\n",
    "        axes = axes.ravel()\n",
    "\n",
    "        axes[0].set_title('On Opening with Square SE (3)')\n",
    "        axes[0].imshow(fg_mask_opened, cmap='gray')\n",
    "\n",
    "        axes[1].set_title('On Opening with Disk SE (4)')\n",
    "        axes[1].imshow(fg_mask_opened2, cmap='gray')\n",
    "\n",
    "        axes[2].set_title('Convex Hull of Foreground Mask')\n",
    "        axes[2].imshow(ch_fg_mask, cmap='gray')\n",
    "    \n",
    "    return fg_mask, ch_fg_mask, fg_threshold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a6e7369b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "262144 Labels: \n",
      " [1 1 1 ... 1 1 1]\n",
      "2 Centers: \n",
      " [[157.87911491]\n",
      " [  0.        ]]\n",
      "Center labels and their points: {0: array([157.87911491]), 1: array([0.])}\n",
      "Threshold: 78.939557454822\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fg_mask, ch_fg_mask, fg_threshold = chullForegroundMask(procImg, showOutput=1)\n",
    "print('Threshold:', fg_threshold)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e924f39e",
   "metadata": {},
   "source": [
    "## 3. Generate a Lung Mask, a Convex Hull of Lung Mask & an Intermediate Heart Mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d7adfe73",
   "metadata": {},
   "outputs": [],
   "source": [
    "def chullLungMask(img, ch_fg_mask, fg_threshold, showOutput=0):\n",
    "    '''\n",
    "    Generate a convex hull of lung mask\n",
    "    Input: Whole chest CT image in grayscale format (512x512),\n",
    "           Convex hull of foreground mask in binary format (512x512)\n",
    "    Output: Convex hull of lung mask in binary format (512x512),\n",
    "            Intermediate heart mask in binary format (512x512)\n",
    "    '''\n",
    "    \n",
    "    enhanced = img.copy()\n",
    "    \n",
    "    for i in range(img.shape[0]):\n",
    "        for j in range(img.shape[1]):\n",
    "            \n",
    "            if ch_fg_mask[i][j] == 0:\n",
    "                enhanced[i][j] = 255\n",
    "         \n",
    "    retval, initial_lung_mask = cv2.threshold(enhanced, fg_threshold, 255, cv2.THRESH_BINARY_INV) \n",
    "    \n",
    "    lung_mask_op1 = opening(initial_lung_mask, square(2))\n",
    "    lung_mask_op1cl1 = closing(lung_mask_op1, disk(8))    \n",
    "    lung_mask_op2cl1 = opening(lung_mask_op1cl1, square(8))\n",
    "    lung_mask_op3cl1 = opening(lung_mask_op2cl1, disk(8))\n",
    "    lung_mask = closing(lung_mask_op3cl1, disk(16))\n",
    "\n",
    "    ch_lung_mask = convex_hull_image(lung_mask)\n",
    "    \n",
    "    initial_int_heart_mask = ch_lung_mask * np.invert(lung_mask)\n",
    "    int_heart_mask_op1 = opening(initial_int_heart_mask, square(3))\n",
    "    int_heart_mask = opening(int_heart_mask_op1, disk(3))\n",
    "    \n",
    "    if showOutput:\n",
    "        \n",
    "        fig, axes = plt.subplots(4, 3, sharex=True, sharey=True, figsize=(20, 20))\n",
    "        axes = axes.ravel()\n",
    "\n",
    "        axes[0].set_title('Original Image')\n",
    "        axes[0].imshow(img, cmap='gray')\n",
    "\n",
    "        axes[1].set_title('Enhanced Image')\n",
    "        axes[1].imshow(enhanced, cmap='gray')\n",
    "\n",
    "        axes[2].set_title('Initial Lung Mask')\n",
    "        axes[2].imshow(initial_lung_mask, cmap='gray')\n",
    "\n",
    "        axes[3].set_title('On Opening with Square SE (2)')\n",
    "        axes[3].imshow(lung_mask_op1, cmap='gray')\n",
    "\n",
    "        axes[4].set_title('On Closing with Disk SE (8)')\n",
    "        axes[4].imshow(lung_mask_op1cl1, cmap='gray')\n",
    "\n",
    "        axes[5].set_title('On Opening with Square SE (8)')\n",
    "        axes[5].imshow(lung_mask_op2cl1, cmap='gray')\n",
    "\n",
    "        axes[6].set_title('On Opening with Disk SE (8)')\n",
    "        axes[6].imshow(lung_mask_op3cl1, cmap='gray')\n",
    "\n",
    "        axes[7].set_title('On Closing with Disk SE (16)')\n",
    "        axes[7].imshow(lung_mask, cmap='gray')\n",
    "\n",
    "        axes[8].set_title('Convex Hull of Lung Mask')\n",
    "        axes[8].imshow(ch_lung_mask, cmap='gray')\n",
    "\n",
    "        axes[9].set_title('Initial Intermediate heart mask')\n",
    "        axes[9].imshow(initial_int_heart_mask, cmap='gray')\n",
    "\n",
    "        axes[10].set_title('On Opening with Square SE (3)')\n",
    "        axes[10].imshow(int_heart_mask_op1, cmap='gray')\n",
    "\n",
    "        axes[11].set_title('Intermediate heart mask')\n",
    "        axes[11].imshow(int_heart_mask, cmap='gray')\n",
    "    \n",
    "    return lung_mask, ch_lung_mask, int_heart_mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1dd656a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "lung_mask, ch_lung_mask, int_heart_mask = chullLungMask(procImg, ch_fg_mask, fg_threshold, showOutput=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ae146ee",
   "metadata": {},
   "source": [
    "## 4. Generate a Spine Mask, a Convex Hull of Spine Mask & a Heart Mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "29053190",
   "metadata": {},
   "outputs": [],
   "source": [
    "def chullSpineMask(img, int_heart_mask, showOutput=0):\n",
    "    \n",
    "    int_heart_pixel = img.copy()\n",
    "    \n",
    "    for i in range(img.shape[0]):\n",
    "        for j in range(img.shape[1]):\n",
    "            if int_heart_mask[i][j] == 0:\n",
    "                int_heart_pixel[i][j] = 0\n",
    "                \n",
    "    centroids, segmented_heart_img = imgKMeans(int_heart_pixel, 3, showOutput=0)\n",
    "    \n",
    "    spine_threshold = (max(centroids.values()))[0]\n",
    "\n",
    "    retval, initial_spine_mask = cv2.threshold(int_heart_pixel, spine_threshold, 255, cv2.THRESH_BINARY) \n",
    "    \n",
    "    spine_mask_cl1 = closing(initial_spine_mask, disk(20))\n",
    "    spine_mask = opening(spine_mask_cl1, square(4))    \n",
    "    \n",
    "    label_img = label(spine_mask)\n",
    "    spine_regions = regionprops(label_img)\n",
    "\n",
    "    # Center point of the spine\n",
    "    y0, x0 = spine_regions[0].centroid\n",
    "    \n",
    "    orientation = spine_regions[0].orientation\n",
    "\n",
    "    # Top-most point of the spine\n",
    "    x2 = x0 - math.sin(orientation) * 0.6 * spine_regions[0].axis_major_length\n",
    "    y2 = y0 - math.cos(orientation) * 0.6 * spine_regions[0].axis_major_length\n",
    "\n",
    "    chull_spine_mask = spine_mask.copy()\n",
    "\n",
    "    # Vertical axis\n",
    "    for i in range(math.ceil(y2), img.shape[1]):\n",
    "\n",
    "        if i > math.ceil(y0):\n",
    "            # Horizontal axis\n",
    "            for j in range(img.shape[0]):\n",
    "                chull_spine_mask[i][j] = 255\n",
    "        else:\n",
    "            # Horizontal axis\n",
    "            for j in range(math.ceil(x0)):\n",
    "                chull_spine_mask[i][j] = 255\n",
    "\n",
    "    heart_mask = int_heart_mask * np.invert(chull_spine_mask)\n",
    "    \n",
    "    if showOutput:\n",
    "        \n",
    "        fig, axes = plt.subplots(3, 3, sharex=True, sharey=True, figsize=(15, 15))\n",
    "        axes = axes.ravel()\n",
    "\n",
    "        axes[0].set_title('Intermediate Heart Mask')\n",
    "        axes[0].imshow(int_heart_mask, cmap='gray')\n",
    "\n",
    "        axes[1].set_title('Intermediate Heart Segment')\n",
    "        axes[1].imshow(int_heart_pixel, cmap='gray')\n",
    "        \n",
    "        axes[2].set_title('Intermediate Heart Segment on K-Means (K = 3)')\n",
    "        axes[2].imshow(segmented_heart_img)\n",
    "\n",
    "        axes[3].set_title('Spine Mask')\n",
    "        axes[3].imshow(initial_spine_mask, cmap='gray')\n",
    "        \n",
    "        axes[4].set_title('On Closing with Disk SE (20)')\n",
    "        axes[4].imshow(spine_mask_cl1, cmap='gray')\n",
    "        \n",
    "        axes[5].set_title('On Opening with Square SE (4)')\n",
    "        axes[5].imshow(spine_mask, cmap='gray')\n",
    "        \n",
    "        axes[6].set_title('Centroid and uppermost point')\n",
    "        axes[6].imshow(spine_mask, cmap='gray')\n",
    "        axes[6].plot((x0, x2), (y0, y2), '-r', linewidth=1.5)\n",
    "        axes[6].plot(x0, y0, '.g', markersize=5)\n",
    "        axes[6].plot(x2, y2, '.b', markersize=5)\n",
    "        \n",
    "        axes[7].set_title('Convex Hull of Spine Mask')\n",
    "        axes[7].imshow(chull_spine_mask, cmap='gray')\n",
    "        \n",
    "        axes[8].set_title('Heart Mask')\n",
    "        axes[8].imshow(heart_mask, cmap='gray')\n",
    "        \n",
    "    return spine_mask, heart_mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "39f81f8e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "262144 Labels: \n",
      " [0 0 0 ... 0 0 0]\n",
      "3 Centers: \n",
      " [[  0.        ]\n",
      " [156.13871412]\n",
      " [195.95084567]]\n",
      "Center labels and their points: {0: array([0.]), 1: array([156.13871412]), 2: array([195.95084567])}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "spine_mask, heart_mask = chullSpineMask(im, int_heart_mask, showOutput=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d84981b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Heart Mask')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 3, sharex=True, sharey=True, figsize=(18, 6))\n",
    "axes = axes.ravel()\n",
    "axes[0].imshow(im, cmap='gray')\n",
    "axes[0].set_title('Original Image')\n",
    "axes[1].imshow(lung_mask, cmap='gray')\n",
    "axes[1].set_title('Lung Mask')\n",
    "axes[2].imshow(heart_mask, cmap='gray')\n",
    "axes[2].set_title('Heart Mask')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b33b3dd9",
   "metadata": {},
   "source": [
    "## 5. Segment a Heart Image & a Lung Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "403dac91",
   "metadata": {},
   "outputs": [],
   "source": [
    "def segmentHeart(img, heart_mask, showOutput=0):\n",
    "\n",
    "    seg_heart = cv2.bitwise_and(img, img, mask=heart_mask)\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    plt.title('Segmented Heart')\n",
    "    plt.imshow(seg_heart, cmap='gray')\n",
    "    return seg_heart\n",
    "    \n",
    "def segmentLungs(img, lung_mask, showOutput=0): \n",
    "    \n",
    "    seg_lungs = cv2.bitwise_and(img, img, mask=lung_mask)\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    plt.title('Segmented Lungs')\n",
    "    plt.imshow(seg_lungs, cmap='gray')\n",
    "    return seg_lungs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "99e9a7f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "segmented_heart = segmentHeart(im, heart_mask, showOutput=1)\n",
    "segmented_lungs = segmentLungs(im, lung_mask, showOutput=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "a5b92f9a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def applyMaskColor(mask, mask_color):\n",
    "    \n",
    "    masked = np.concatenate(([mask[ ... , np.newaxis] * color for color in mask_color]), axis=2)\n",
    "    \n",
    "    # Matplotlib expects color intensities to range from 0 to 1 if a float\n",
    "    maxValue = np.amax(masked)\n",
    "    minValue = np.amin(masked)\n",
    "\n",
    "    # Therefore, scale the color image accordingly\n",
    "    if maxValue - minValue == 0:\n",
    "        return masked\n",
    "    else:\n",
    "        masked = masked / (maxValue - minValue)\n",
    "    \n",
    "    return masked\n",
    "\n",
    "def getColoredMasks(img, heart_mask, lung_mask, showOutput=0):\n",
    "    heart_mask_color = np.array([256, 0, 0])\n",
    "    lung_mask_color = np.array([0, 256, 0])\n",
    "\n",
    "    heart_colored = applyMaskColor(heart_mask, heart_mask_color)\n",
    "    lung_colored = applyMaskColor(lung_mask, lung_mask_color)\n",
    "    colored_masks = heart_colored + lung_colored\n",
    "\n",
    "    if showOutput:\n",
    "        fig, axes = plt.subplots(2, 2, figsize=(10, 10))\n",
    "        ax = axes.ravel()\n",
    "        \n",
    "        ax[0].set_title(\"Original Image\")\n",
    "        ax[0].imshow(img, cmap='gray')\n",
    "        ax[1].set_title(\"Heart Mask\")\n",
    "        ax[1].imshow(heart_colored)\n",
    "        ax[2].set_title(\"Lung Mask\")\n",
    "        ax[2].imshow(lung_colored)\n",
    "        ax[3].set_title(\"Masks\")\n",
    "        ax[3].imshow(colored_masks)\n",
    "    \n",
    "    return heart_colored, lung_colored, colored_masks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "1da14822",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "heart_colored, lung_colored, colored_masks = getColoredMasks(im, heart_mask, lung_mask, showOutput=1)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}