{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Regression with Gaussian Processes\n",
    "\n",
    "I had heard of Gaussian processes a while ago but admittedly failed to understand them and their usefulness. However, in my MSc we had a great ML course which focused on bayesian inference. The professor and the assignments were great and I was able to understand for the first time what bayesian inference is about. Also, I started reading about MCMC algorithms and their ability to solve intractable problems. Armed with all this knowledge I felt more comfortable than ever on giving a second chance at Gaussian processes.\n",
    "\n",
    "\"Hey, the code below looks familiar\", then you probably watched [this PyData talk](https://www.youtube.com/watch?v=j7Ruu3Yu-70&ab_channel=PyData) from Crhis Fonnesbeck. He is a pymc developper and has given really nice talks that focus on how to interpret abstract statistical problems to code.\n",
    "\n",
    "**The dataset**  \n",
    "Have you ever played DnD? If not, it is a fantasy role-playing game that I greatly suggest to look into. If yes, then you probably have heard of Hit Points (HP) and Challenge Rating (CR). HP measures how much you must hit something in order to defeat it, while CR measures how difficult it would be to defeat it. You might think that these two values are completely correlated. But, if a player attempts to destroy a wall, the wall will have many hit points but a small challenge rating, since the chances of anyone losing from a wall are slim.\n",
    "I got the HP and CR of all the monsters by scraping [aidedd](https://www.aidedd.org/dnd-filters/monsters.php).\n",
    "\n",
    "**An outline**  \n",
    "In our use case, we want to predict the challenge rating of a monster given its hitpoints. We will start with simple linear regression, but instead of the analytical least squares solution, we will sample the parameters from a distribution using MCMC. Then, we will use a gaussian process with a squared exponential kernel and compare these two approaches. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pymc3 as pm\n",
    "from pymc3.gp.util import plot_gp_dist\n",
    "\n",
    "import pickle\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import arviz as az\n",
    "import warnings\n",
    "import random\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reading the data\n",
    "\n",
    "The dataset is stored into a pickle file which has stored a dictionary in the structure of:\n",
    "```\n",
    "{\n",
    "    Monster_Name1 (str): (HP (int), CR (int)),\n",
    "    Monster_Name2 (str): (HP (int), CR (int)),\n",
    "    ...\n",
    "}\n",
    "```\n",
    "We read the file and remove duplicate HPs mainly for visualization reasons to be able to see all the datapoints distinctly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('datasets/monster_hp_cr.pickle', 'rb') as handle:\n",
    "    monster_hp_cr = pickle.load(handle)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "sorted_hp_cr_dup = sorted(monster_hp_cr.values(), key=lambda x : x[0])\n",
    "\n",
    "# We remove duplicate HPs to simplify the following visualizations\n",
    "seen_hp = set()\n",
    "sorted_hp_cr = []\n",
    "for hp_cr in sorted_hp_cr_dup:\n",
    "    if hp_cr[0] not in seen_hp:\n",
    "        sorted_hp_cr.append(hp_cr)\n",
    "        seen_hp.add(hp_cr[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# A numpy array in which have one row per monster and two columns, health points and challenge rating\n",
    "sorted_hp_cr = np.array(sorted_hp_cr)\n",
    "\n",
    "fig = plt.figure(figsize=(10, 5))\n",
    "plt.scatter(sorted_hp_cr[:, 0], sorted_hp_cr[:, 1], alpha=0.7)\n",
    "plt.xlabel(\"HP\", fontsize=13)\n",
    "plt.ylabel(\"Challenge Rating (CR)\", fontsize=16)\n",
    "plt.title(\"HP vs. CR\", fontsize=13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can imagine that while the regession line should be linear at the start, after 200 HP it has a more logarithmic shape."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Linear Regression\n",
    "\n",
    "We want to fit a simple linear regression model of 1st degree polynomial. The line would be given by $y = b_0 + b_1x$. Now we must estimate the two paramters $b_0, b_1$. We probably have heard of an analytical solution to this problem called Least Squares in which we minimize the square error (distance) of the points from the line we fitted. However, while this technique is fast it is not able to provide us info about the certainty of the correctness of the parameters. Instead, we sample both the parameters from normal distributions. Also, we can model the noise and get an estimation of the noise distribution too."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [sigma, beta]\n",
      "Sampling 2 chains, 0 divergences: 100%|██████████| 6000/6000 [00:06<00:00, 979.13draws/s] \n"
     ]
    }
   ],
   "source": [
    "random_monsters = random.sample(range(len(sorted_hp_cr)), 100)\n",
    "\n",
    "x = sorted_hp_cr[[random_monsters], 0].T  # Our known feature (hp)\n",
    "y = sorted_hp_cr[[random_monsters], 1].T  # The challenge rating we to regress\n",
    "x_test = np.delete(sorted_hp_cr, random_monsters, axis=0)[:, 0].T\n",
    "y_test = np.delete(sorted_hp_cr, random_monsters, axis=0)[:, 1].T\n",
    "\n",
    "with pm.Model() as linear_model:\n",
    "    \n",
    "    beta = pm.Normal('beta', mu=0, sigma=50, shape=2)  # Coefficients\n",
    "    sigma = pm.HalfNormal('sigma', sigma=50)  # Noise\n",
    "    \n",
    "    mu = beta[0] + beta[1] * x\n",
    "    \n",
    "    cr = pm.Normal('cr', mu=mu, sigma=sigma, observed=y)\n",
    "    \n",
    "    linear_trace = pm.sample(1000, tune=2000, cores=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with linear_model:\n",
    "    k = az.plot_trace(linear_trace)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above plot showcases the advantage of the MCMC approach. The result parameters **are not specific scalar values but distributions** from which we can sample. This means that we can are able to quantify the goodness of our fit. If the result distributions have a high variance then our model was not able to capture the shape of our data and vice versa. Feel free to change the number of mosnters used as a train set and observe how the result distributions change shape."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YvwYqiqIoe5TvB6T7imx8PU26v4QVNUg22+iR8R2BUlN4+5DzzjuP+fPns2LFCpLJJD09Pdx7771IOT5vMt/3EULs0ZyjtWvXMn/+fLXYQFEUZR/n1wKyQ2XywxWCQBJNWmgaDG4skBuuUKmNb/vUCNQeNDw8zPXXX8/06dNpbW3liiuuoL+/f/T+73//+xx88MEkEglmzJjBTTfdNFr3SkrJV77yFaZOnUoikaCrq4t/+7d/A+DII48E4KCDDiIej3Pbbbdt89wrVqzg+uuvJ5VKIYRg2rRpfOpTn8K27dFzfOtb32LatGk0NTVx4403cvrpp3PLLbcA4c7WhvHmmHrrEZ0vf/nLzJ49m3g8zpw5c/jXf/3X0fu2jJT95Cc/4dBDDyUajTIwMPCO1+WOO+5g1qxZJBIJOjs7+fKXv7zN63vkkUfy2GOPcdtttxGPx/nJT37ypjbfc889/OM//iMLFy4kHo8Tj8dZu3btDr12iqIoysTg1XyGNxfY+PoI2cEykYRJJGEyuD7HmqVDlLJVps5J4STHt50TdgTqn577J14feX2nn+f7Prqu79RzDm46mC8e98WdPtdYUkouvvhiDjroIF599VVM0+Sv/uqvuPLKK3nkkUcAmDZtGvfffz9dXV0sXbqUc845h66uLj75yU/y8MMP8/Of/5xnn32W6dOn09/fT09PDwAvvfQSs2bNYsWKFUybNm2b529ubuY973kPn/3sZ/nMZz7DvHnzOOSQQ940UvOLX/yC733ve9x///0cfvjhfOc73+Hxxx/n5JNP3uF+HnrooSxatIgpU6bw2GOPcf7553PIIYdw9tlnjz7mV7/6FY8++ihNTU3ous78+fPf9rqsXLmSL33pSzz//PO85z3vIZPJ8Prr237dX3rpJebPn88ZZ5zBzTffDIRB3xYf+tCH6O7uZtGiRSxYsGCH+6QoiqKMv5rrkx0oU0hXQEI0ZeLVAnpXZygXPUxLZ/rBjbTPTmEYGmsHx3cMSI1A7SGLFy9m8eLF/PCHPySVShGNRvn2t7/No48+Opq79KEPfYhZs2YhhODoo4/mqquuGg2uLMuiUqmwbNkyKpUK7e3tHHPMMTvVhoULF3LyySfzr//6rxx11FG0t7dz2223jU7h3XXXXXzyk5/k2GOPxbIsbrrpJjo6OnbqHB/96EeZOnUqQghOO+00zj///NE+bPG1r32Njo4OLMvixRdf3O51MQwDKSXLli2jUCjQ0NDA8ccfv1NtUhRFUSavWtVncGOentfTFNIVYkkL3dLoWZlhw2tpgkDSdVgzR58xnc4DG9F1QTEz/qvwJuwI1K6OCI1XJe5169ZRrVZpb29/0+2O47BhwwamTZvGr3/9a/7lX/6FtWvX4nkeruuOBgvz58/nH//xH/nGN77BFVdcwQknnMA3v/lN5s2bt8NtaGlp4Wtf+xrf/e53KZVK/OY3v+ETn/gEnZ2dXHfddWzatImurq7Rx2uaxsyZM3eqn3fccQc//vGP2bRpE1JKyuUyV1555ZseM/Yc73RdTjzxRH75y1/y7//+73z84x/niCOO4Ktf/SpnnXXWTrVLURRFmVzcikd2oEwxUwUB0QaLcr7GhuVpaq5PNGEy5+gmmjtjaJqGDCTZwRJ9a3PkhspUXBVA7RNmzpxJLBZjZGRkm0nTGzdu5KMf/Si/+93vOPfcc7Esi89//vO88MILo4+54YYbuOGGGyiVStxyyy1ceumlbNiwYZeSsKPRKNdeey3/9m//xtKlSwHo7Oyku7t79DFSStavXz/6czwex/d9qtXqaN7U5s2bR+9/8skn+eIXv8gjjzzC+973PnRd57LLLntLkvrY9r7TdQG49NJLufTSS3Fdlx/96EdcdNFFDA8PE41Gd7rfqkimoijKxFYte2T6S5RyLpomiKQsipkqG14dxvMkiUab2Ue10NgRA8LyBSObi/Sty1JIV9B0jebOONn+dzjRXqY+bXaB53lUKpU3fc2bN4+jjjqKv/7rv2Z4eBiAwcFB7r77bgAKhQJBENDa2oppmjzzzDP813/91+gxn3/+eRYtWjQavCQSidHk6NbWVjRNY9WqVW/bpnQ6zU033cRrr71GrVbD8zzuueceXn311dEcp6uuuoo777yTJUuWUKvVuP322+nr6xs9xpYk9f/4j/8gCAIWLVrEb3/729H7c7kcuq7T2tqKEIL77ruP+++/f7vX6p2uy4oVK3jggQcolUqYpjmaAL+rgVBHRwcbNmzYp0o3KIqi7AsqxRp967JsXpWhUqwRTZjUXI/1rwwzsD5PrMHhkBOn8J6TO2nsiOHVfAY25Fi2aDOrXuinUqwxZU6KWUc249X88e6OCqB2xa233kokEnnT18DAAP/v//0/giDg2GOPJZFI8L73vW80yfmQQw7h1ltv5aKLLqKhoYHbb7+dD3/4w6PHzOfzfO5zn6OlpYXm5mYeeuih0SAjEolw22238eEPf5iGhga++c1vvqVNlmUxMDDARz7yEZqammhtbeUb3/gG//Zv/8bll18OwNVXX81f/dVfceGFF9Le3s7AwACnnHLK6DESiQQ//elP+ed//mdSqRTf//73ueaaa0bvP/vss7nqqqs47rjjaGlp4be//S2XXHLJdq+VpmnbvS6u63LrrbcyZcoUGhoauOOOO7jnnntwHGeXXpvLL7+c6dOn09HRQUNDA+vWrdul4yiKoih7Rrng0rc2S++aLG7Jw4kZVIs1ul8dZnhTkcb2KIef0skhJ04h1RLBrXhsXp1h2eM9rFs6ROAFTDukgemHNJJPV1n1/AAD3Xnc/Pj2S7ybNYLmzZsnx05ZbbF8+XIOOeSQPXKO8cqBmih2tv9nnHEGJ5100mgpg8lsZ/q+J99zE8XChQuZP3/+eDdjXKi+zx/vZoyb/bn/E73vpZxLdqBEpeRhGBq6JcgNlMkOVRACmqfFmTq3gUjCAsIRqoH1OYY2FahVfKJJi7auBBIY7M5TyFTxXR8nYZFscegeWM5Z55+6V/sghFgspdxmMrLKgVIURVEUZY+QUo4GTtWyj2FqmLZGZqBMIV1F0wRtXQmmHtCAHTGRUlLMVhnozjHSW8T3JPEGm+mHNOCWfXpXZynlXaQviSQt4tNiBB4U0lVAJZEriqIoijKJSSkpZsLAya2GgZNuQLq/SClXwzA1Ouem6JiTwrQNZCDJDZfpW5MlO1QGCcmWCM2dcUrZKhuWpakUPUASS9nEGm1qVZ/cUIVCocQz5T9zQHTnVpHvaSqA2s+pgpOKoijKrpKBpJCpkh0oUXMDDFMgBAz3FKiUPCxbZ8YhjbR3JdFNncAPSPcX6VuTJT8SrqhrmhIj1RohN1xh3UuDVMsemi5INjvYMR23HG4iPFJI8+fKg/w5uJ+cSHNJ5S/5EOeNW99VAKUoiqIoyk6RgSSfrpAdLOO5AYYhkIFkcEMBtxrgRA26Dm+mbUYCTdfwawGDG/P0r8tSzLiYtk5bV5JEo8PI5gJrXhzArfhYtk5jRxTD0qkUa4z0legp9PCoey/PyEdxRZUDOZxr7M8yzWoe12ugAihFURRFUXZIEEjywxVyg2U8L8AwNTzXZ2RzmZobEEtYzDi0geZpMYQQ1Ko+A+uz9HfnqBRq2FGDzgMbsKMGgxsL9K3JUqv62BGD1mlxQFApuOSHy6woLGeB90deks8g0DiG93Ne4hIOn3IoVtRkbd8r43otVAClKIqiKMp2BX5Arh44+b7EMARuxWNoUxnfkySabGYf0EhDWwQhBNWyx+D6HIMbC7hlj0jCZMZhTQgEgxvz5NP1FXVxk8aOKIEvKWVrlIoVlpSe4xH/D6wVr+PIKKeKC7ig5VJmdUwHISiMVMkMVnBr43tNVAClKIqiKMo2+X5AfqhCdqhM4Es0HapFl8HhKkEgaWiN0HlgI4nmsHZfKVelv76iznMD4g02nQc2UKv69K/LUcy6yCAgmrCITYniuQG5kQr5YpEnS4/yWHAfg2IzDbRwqXYt53acT2tLE54bkB0MR7lsR6epI0Y+Pb7XZt8IoKSEoZUwvBojn4ZEIzTPhZYDQYjxbp2iKIqiTCq+F5AbKpMbqhAEEk2E5QkKI+G+dU1TYkydmyLW4CClJD9SoW9tluxAmUBKks0OzVNjlAo1Ni4foVysIRDEUhaRhIFb9skOVhgqDvFo5U8skg9SFHmmydlcZ/0Np3WeQTIVoVzyGN5cRPoSJ27S0BpBM7SwgIE/vp/vkzuA8j1Y+xgs/RWk14EE06+BboIAGmfBUVfC7FNBnxxdXbRoESeffPLo/nKf+tSnMAyDH/zgB+9aG/al4pqKoijKjvNqPtnBMvnhCuHHkKSYrlDM1hCaoGVGvfhl3CIIJJn+In3rcuSHKghdkGqP0NAaJZ8us+6VIdySj2YIkk0OVkSnUvRI95fYWNjAw+4feZ4/44kah3IM58Yu5bgpx2LHLMrZKgMbCwggmrKIJCyEJpBShsGTlAh9XC/VJA6gahV45FZY/ySYMYi1haNNngeGEY5K5fvgkdtgzaNw+tfA3LXtQcaaP38+Tz/9NKZpous6s2fP5uabb+ZDH/rQHujUW/3oRz/aqbadfPLJ3HbbbXulLYqiKMq+yXPrgdNIBSklvi8ppquUCzV0Q9A+K8nUuQ1YEQPfCxjqydO/NkcxU0W3dFpnJIg2WGQHyqx9aQC37GNYGg3tUTQ9TAwvZCq8VnyVBbXfs0xbjIHJe8UpXNj0IQ7uOAA0QTFdJTdcwDAEiWYHJ2qGgZMvQYJAIITAtA1UIc1d4XtvBE/xjm1P0wkBThLsRPi4R26FM2/bIyNR//AP/8DNN9+M53n8y7/8C3/xF3/Ba6+9xoEHHjj6mFqthmmau30uRVEURdlbalWf7GCJwkg1DJy8gHy6QrXkY1oa0w5soGNWCsPWqblhHlP/+izlXA07YjBlbgo7ajDcU6R3bZaa62M7Bs2dcWQgKRdcSsUKzxef4pHgj2zU1hAVcc4Wl3Fh+8V0tnbg1QJyQxVqtSAsY9AWxXS08HM8kEi//jGvgWnrSAm1iocc5ym8ybmZ8NrHth88jSVE+LjuJ8Pn7UGGYfDpT38a3/d55ZVXMAyD//qv/2L27Nk0NTUBsGHDBi677DKmTJnClClTuOGGG8jn39gBcdWqVcyfP59EIsGRRx7J1nsFXnvttXz84x8f/XlwcJDrr7+eGTNmkEwmOfbYY1mxYgWf/exneeKJJ/j2t79NPB7noIMOGn3Oj3/8Yw477DBSqRRHH300Dz300Oh9Ukq+9a1vMW3aNJqamrjxxht5N/dHVBRFUd59bsVjcEOenhVp8sMV3IrPSF+RoZ4iBDDz0CaOPGM60w5uIggkPSvT4ea+rwwhA5h2SBMdc1JkBsqsWTLI0MYChilonRYnmrIoZqr09g3z+/57uLnwGX7Gv1IWRf7S+AQ/7Pov/tfhn6Il3sJwb5HsQBnD1miZGqOxPYpp6yDDWlNC19AtDTNioOmCatGjMFKlWvJAqBGonSNlmPNkxnY8QVwIsGLh8+aesccSy13X5Yc//CGmaZJOp/F9n/vvv58XX3wR0zSpVCqcdtppXHnllfzXf/0XlUqFj3zkI/z1X/81//mf/4nneVx44YWcfvrp3H///WzatIkLL7zwbc8XBAEXXXQRU6ZM4fnnn6e1tZVXX32VRCLBD37wA1599dW3TOHdeeedfPvb3+aee+7h8MMP54EHHuDSSy9l6dKlzJ07l1/84hd873vf4/777+fwww/nO9/5Do8//jgnn3zyHrlGiqIoysRRLXtkB0qjq+GqZY9i2sXzAiJxk+kHN9EyPYGmCcoFl03r0oxsLlJzfWIpm1lzUni1gMEN4Yq6wAuIpiwa2i3cskd2qMxAaYAFlXt5hgWURYlZ8iD+0rmeUzpPwY5YlHMuQ5uKYX5TwiKSMMPEcF8S1P+A13QNw9QQAvxaQCnn4ns+QgjsmEE0adFTUEnkO2doZZgwHmvbuefZifB5Qyuh9aB3fvx2fPOb3+S73/0ulmUxd+5c7rnnHhKJBAC33347qVQKgN/+9rdIKfn6178OQCQS4bbbbuPEE0/kxz/+Mc8++yzr1q3jO9/5DpFIhAMOOIC/+7u/44YbbtjmeV944QWef/55hoaGRs9xxBFHbLetd9xxB1/96lc58sgjATjvvPM49dRTufvuu7n55pu56667+OQnP8mxxx4LwE033bRTeVeKoijKxFcp1sgOlOsb84aBUyFdxfclsZRF19wGmqfEQEAxU6V/XY50f4nAlySaHDo7o1QKNXpWZijl3dHkbjtqUCl6ZAZLrC2s4WH39ywVTxEQcATv44LUpRw95SiEEBSzVQojRQxdkGhysKMGQhMEfhCONmkgNIFu6gjCvKxq2UMGEt3SicQtEk0OiWYHyzF4ff0kCaCEEDrwAtAjpbxACNEE/DfQBXQDV0gp935VhuHVYd7Yzo4ibXn88JrdDqC+8pWvcPPNN7/ptoULF6JpGtOnTx+9bd26dWzYsIGGhoatmiLo6+tj06ZNtLW1EY1GR++bNWvW2563u7ubtra20eBpR6xbt47PfOYzfO5znxu9zfM8pk2bBsCmTZvo6uoavU/TNGbOHN8NGhVFUZQ9o1KokRkoUS7UCGo+5aJHMVtFSkg220w9oIFUaxQk5IbDUgS5oTIIQUNrhFRrhEKmyoZXh6kUPTQjDH50Q1AteaQHSrycX8IC//es1F7BEjYnijO5uO0yZrV0hflNIxX8msSyNBrbIhi2DiLc+kX6AbquoWkamiEIAkmt4uGWPRACy9GxIgbJ5gjxJhtdnziZRzszAvXXwHIgWf/5S8AjUsrbhRBfqv/8xT3cvreqlUEGu/bcIACvvGfbM4YQ4eqALWbOnMmBBx7IsmXLtvn4zs5OBgYGKJVKo0HUunXr3vb4XV1dDAwMkMvlSCaTb7lf0976xpo5cya33norl19++du2obu7e/RnKSXr169/2zYoiqIoE18575LpL1EpeXiuR6VQo5RzQQhSrVE6D0yRaIrg+wEjvUX612YpZKrohk7T1BiJJpvMQJl1rwyGK+rMcEUdUlIuepTKJZ4uPs5jwb30ahtIiAYu1K/kwqkX05JspFryGOkP86nsqE6qxcYw9TBokoCU6IaGrguEJvBrAZWChzc6TWcSTVgkWyJEEuabPlsnih0K5YQQ04Dzgf8Yc/NFwM/r3/8cuHiPtuztmBEQuxiBahoYkT3bnu244IILqNVq/OM//iP5fB4pJT09PfzP//wPAMcffzwzZ87kS1/6EuVymTVr1vC9733vbY83b948jj32WD7+8Y8zMDBAEAS88sor9Pb2AtDR0cHatWvf9Jwbb7yRW265haVLlyKlpFwus2jRIl5//XUArrrqKu68806WLFlCrVbj9ttvp6+vby9dEUVRFGVvkVJSzFbZvCpD37ocuZEyuYESI5uLlAseTVPjHHZKJwcf30EkYdG/Psdrizaz+oUBqmWf9tkpOg9uxC17rF06RN+6HDKAxo4Y0ZRFKefS0z/I7wZ+zVcK/4tf8b8JRMDV1mf597l3ce3BHyMiY4z0lijlXKJxi+apMZKtUTQRTtUJAboejizphsD3AorZKpViDQlE4hYt0xJMO6iRjtkpoklrQgZPsOMjUP8K/D2QGHNbu5SyF0BK2SuE2MmkpF3UPDcskinlzk3jbVlZ1jxnrzRrW6LRKI888gg33XQTBx98MPl8nqlTp/IXf/EXXHLJJRiGwR/+8Ac++clP0tbWxuzZs7nhhhu48cYbt3k8TdP4wx/+wBe+8AWOOuooCoUCBx54IL/61a+YMmUKN954I9dccw0NDQ10dnaybNkyPvGJT2BZFh/72MdYt24dpmlyzDHH8N3vfheAq6++mo0bN3LhhRdSLpe55pprOOWUU961a6QoiqLsHiklpaxLZqCEW/aolj1KORe37KEbGm0zk0yZ04ATN3ErHr2rMwysz1Mp1nDiBp0HNaIbguFNBXpG0vi1ADtq0NgRxasG5NNl+kq9PFz+I89qj+FqFQ6Qh3Fd/K94f+f7EUJQyrqMjJTQdUG8wcaOmWh6GCAFXoBuaKALdD2cuqu5PrWyjwRMR8d2DBLNYX7TRJqm2x7xTkvWhRAXAOdJKT8thJgPfL6eA5WRUjaMeVxaStm4jeffANwA0N7efuzdd9/9lnOkUinmzp27Yy2WEue+zyAK/WFi+FvultuOVqt5ZLyDyvk/2Ke3d/F9H10f5/Ks42Rn+r569Wqy2exebtG7q1AoEI/Hx7sZ40L1ff/sO+zf/c/nCzh6DDcPfk3iu2GWiu+FJQ+dJoi2gG5qeFVJeURSzUDgge6A3QAEUM2AWwIk6DboFgQ18FzYFGzgucijrIi8hAAOKR/D+8WpTHOmgf9GVo1mhBM8uhkeJ5DhWIemi7DcgAgfF3hvZOHoJhiOwIyB4bDTI03vxmt/6qmnLpZSztvWfTsyAvV+4INCiPMAB0gKIX4B9AshptRHn6YAA9t6spTyTuBOgHnz5sn58+e/5THLly8fXcW2Q+ZdDY/eBnrDW4Ihz/MwjK26JSX4FZh3FeY2cof2Jfl8fueu5T5kZ/ruOA5HH330Xm7Ru2vhwoVs6/drf6D6Pn+8mzFu9sf+y0CST1d4/OFnmHPweyjna5TzbliI0tFp70rRPiuBYeqUslX6u/Ok+4okE5L4DJumKTGq5RrDPUWKWRfRJInOsjFNjUrJo1J2WVJ8jkecP7BOfx1bRjhVO5+Lp17GtNQUKiWPUr6GDCR2xCCatDFtHd8LEAACNEPDqO9ZF3gBbsVHBhLN0LAcnViDTbIlgh3Z9WIA4/3av2PLpZQ3ATcBjBmB+qgQ4jvANcDt9X9/v/eauZXZp4bbs+xIMU0podAPXSeFz1MURVGUSSgIJIWRCtmBMm7Vw81JhjYVCAKwowbTDm6idWYCTYhwc991Q+QGy0gg1eyQbItQyrpsXD5CpVhD0wSJRgehhWUOMpkci4qPspD7GNR6adBauMy8hvOmfZCkk6CcqzHcW0IIQSRuEombaKZG4Eq8WoBuinA1nS5ASryaj1v2AYnhGNj2mGk6Y3JM023P7tSBuh34jRDiemADsO1lXnuDboR72z1ya1hh3IqF03ljAykpoZoHtxgGT6d/ddJsKKwoiqIoWwR+QH6kQnawjFv2KGZdKoUatQo4MYuOOUlaOuNIIDtYpn9tlvxIBd0IV87Fmx1yA2U2vDpCpeRhmBqp1giBF1ApugyVhnms/CeeFA9T1HJ0yll8PPq3nN55OjoG5ZxLOlNG1wSJen6T0DR8zyeoSQwrzG/ShCAIAmoVn5obJoxbUQMnZpJsjhBLhRsC7yt2KqKQUi4EFta/HwZO3/NN2kGmE+5tt/axsMJ4ur78f8tmwgBNs+HID4cjTyp4UhRFUSYR3w/ID1XIDpVxS2EZglKhhhCCeINFaiYc/oFOfD9geHOB/rV5Srkqhq3TNiOBEzdJ95XofmkIt+Jj2WHg5NV8CukqG0vdLKjeywv643h6jUPl0VzYcDnz2o7F8yTlTBXf8zBNjVSLgxUxwmrhgUTIANM20DQBSAJfUqmERS81PRyhiqVski0OdnTf3Bd2ckcVugEHnBluzzK0EobXUMunMRKN4Wq9lgP26YRxRVEUZd/jewG5oTK5oQqVoksp61Ip1dB0jYbWCFPmNpBqjdC/YBV967JvrKirb+5rmDrDmwtsXp3F8wLsiEGqxcatBhRGyrxWeoUFtT+yXF+CpuscJ07hoo7Lmds4h0rBIztUQUpZXxlnYVphfpPvBWiawDR1NF2E6cVegFv2wtV0to7l6KPVwg1z317QNLkDqC2ECKuLtx6El8/DfppErSiKokxeXs0nN1ghN1ymXHApZlxqFQ/d1GmeEmfKAQ0kmhwqxRqbXk+TXiPZUB4hkjSZdlAjMpCMbC6SH6kQBJJI3CRqW7glj+xwkecKT/Mof2SjvoaoHuds41I+2HkprZFWynmXdF8JDYETN3HiJoal41c9PDfAtHU0TSAEBFJSq/p4bgBbpumiBsmWCLGUvU9N023PvhFAKYqiKMok5bk+2cFyGDjlahRzVbyqj27ptM5IMnVuA5GkSSnnsu7lIdK9BbyaRDNh+qGN1Co+/euyYaVxBJGkiSYE1bLPSC7NE6WH+bP4E2l9kGbZzoftGzh32vnYwqaUq5HJl9E1iKUcIjED6kUv/VqA6YQ/CxGu/nMrPkEg0TSBEzOJpsJq4U5s35ym2559IoCSUrJmsMDawSKZfJGGRJHZrTHmtMYnbAVTRVEUZf9Wq/pkB0vkhysUs1VKWRevHrRMmZOiY04DdsSgkK6wenGa7EAZKSWJZodUS4Te9Do2r8pQyocr6qIpCynBLfsMFPt5pHIvz+iPUtaLdMkDuTJxPad0fAC/BuWMSzWoYpiCZJONFTMJvAA/CNB0DdPSEbpASokMJNWKBxIMW8ex9dHVdPv6NN32TOoAyvMDFq0a4rdLNrFhuIQEap6PaYQ7Oc9ojnLZMdM46YAWjElS2VRRFEXZt7kVj+xAmfxImUK6SinnIgOJ5Rh0zEnRPiuJaenkhsp0vzxEfriC0AWpNod4g01hpMrG10coDoAb9Yg32AS1gHKhxrr8GhbU/sBS4ykCPeBwcRwXtVzGEU1HUCl55IZdCCRWxCCasDAjOl7Vx3cDDDMsQSC0cFNf3x0zTecY2Fum6RrsevL4/m3SBlCVms93HljBs+uGiVo6LfFwv5wthTSllAzkKnznoRU8sXqIL5x9EM67GClfe+21GIbBf/zHf7zzgyeob3zjGyxYsICFCxeOd1MURVEmPbfskRkokR+pUBiphIET4MRM2ruStHclEUKQ7ivS352jmK1imDpN0+JEEyaZ/jLrlw3jVgIMS8OIgGHpFDIVXim+yCPBH1hlvIJp2Jyon8ElU66gM9pJOV8jM1hGIIjEDJyEhW5oeK5PreJjOwYIRgOnWsUj8LeapmuO4MT3v2m67ZmUAZTnB6PBU1vC3uY0nRCChGMStw2eXTvMdx5cwU3nHrzHRqKefvppbr31Vp5++ml83+eggw7ic5/7HNdcc80eOb6iKIqyb6gUa+GIU7pMfqhCKV9D6IJo0mbK7CQt0xIEQVgUc2B9nnLexYoatHclMSyddF+JgbXZ0UrjsZRFrepTKXssGHiAheI+evUNxEWKD5pXctG0S4iJBKW8S65URdMEsaSNHTMAQeBLAi8chRLh5rIgw3aCxDAN7KhOotEh0eJgWvvvNN32TMoAatGqoe0GT2MJIWhL2DyzdphFq4aYf/Du73n80EMP8cEPfpCbbrqJX/7yl0QiEe69914++clPsnbtWm699dbdPsfOqNVqmKb6y0BRFGUiqRRqoyNOuaEylUINzdBINtt0zGmgaWoMr+rTuzbL0MY81ZJHJGEy9cAUSMFIb7iiTvoSO2ZgRgxqVY/+kWH+XHqAxxvup2BkaZedXBP7LGd1nIXwTMoZl5ysYJgaiUYbK2YQuGGtJsMUGKYeJoVL8AMfrzpmmi5ikGhxiDc6apruHUy6xCApJb9dsomope9wgrgQgpil89slm3inzZN3xGc+8xk+/OEP87WvfY3m5mai0ShXXHEF3/ve9/jmN79Jd3c3AOVymauuuopkMsmcOXP42c9+NnqM7u5uzj77bBoaGmhsbOTYY49lxYoVo/f/+Mc/5rDDDiOVSnH00Ufz0EMPjd53yy23cNppp/H5z3+e9vZ2PvjBD3LZZZdx4403vqmdP/3pT5kzZ85on5944glOOukkmpqamDNnDv/8z//8putx3333ceihhxKPx7ngggsYGhra7WulKIqyvynnXXpXZ9iwfJiNy0fo785Rq/g0tEc56Lh23nPKNOINNpteG2HZos30rExjWDrTDm4k2eIwuKFA9yvhNix2RMeOGdSqPuuH1nPX0P/hH9xP8Sfzbpr9Nv628Wt8f+6POaPhXErDkmLORbfDelGNHVE0U8OvBhhOuAedZmiApOb61Coefk1ix0wa22NMmZOi86BGks0RFTztgEk3ArVmsMCG4RItcWunnhe3DTYMl1gzWGBu267XiVq5ciWrV6/mRz/60Vvuu/LKK7n++ut5+OGHAfjNb37DT3/6U37605/y2GOP8cEPfpADDzyQE088kS9/+cvMmDGDP/zhDxiGwbJly2hoaADgzjvv5Nvf/jb33HMPhx9+OA888ACXXnopS5cuZe7cuQA8/vjjnH/++WzcuBHP81i4cCHXXHMN//AP/zDanp/97Gdce+21CCFYtmwZ5513Hr/4xS+44IILWLVqFeeeey6tra1cffXVrF27lksvvZSf/OQn/OVf/iWPPvool1xyCe9973t3+VopiqLsT4rZKtmBsBxBbrCMW/EwHYPmzjhT56ZINDkUcy5rXxwkO1jC9yWJBpv2WQmqBY++tRlKuRpCgBM3CTxJpeixqrScR2r38qr5HBhwjHYil7T/Bd7GgJnmbPIjYfkCJ6aH+U26hl/z8WsBtqMzOtwEo3vT6aaOHdGJN9kkmyOYtpqm21mTLoBaO1hEwk6XJxBCIAWsGyrtVgA1ODgIQGdn51vusyyLlpYWBgYGADj++OP56Ec/CsCZZ57Jhz70IX72s59x4oknYlkWfX19rF27lkMOOYQjjjhi9Dh33HEHX/3qVznyyCMBOO+88zj11FO5++67ufnmmwGYMWMGf/d3fzd63rPPPhvLsnjggQe48sorWbNmDU8++SS/+MUvAPj3f/93Lr/8ci666CIADj74YD772c9y1113cfXVV/PrX/+a4447brS9Z511FhdffDE9PT27fK0URVH2dVJKSlmXdH+R/FCZ7FAFr+pjRgzaZiaZMreBaMoiP1xh1QsD5IbLCCFItjjEUzaFTJWe17NUSi66LrDjBn5NUspXWFJ4jsfkfawzl2ObDqeZF3Dx1Mto1lsp5WusLa7D8wJiCQs7ZiADwi8NzIiBJgQyCMsQ1FwfAZiOge3oJFsixBttNLVCfZdNugCq4gUEuzgNFwSSSs3frfO3trYC0NPTw8EHH/ym+1zXZWhoiNbWVlatWkVXV9eb7u/q6mLJkiUAfOc73+G2227jwgsvpFgsctlll/Gtb32LeDzOunXr+MxnPsPnPve50ed6nse0adPedKyxdF3nqquu4he/+AVXXnklP/vZzzj99NOZPn06AOvWrePRRx/ld7/73ZjrEYzev2nTprccc9asWSqAUhRF2QYpJcVMlUxfiexwmexgmcALsKIGU2Y0MGV2CjtmkhkosXH5CIV0Bd3UaeyI4cQN8kMVNrw2glvx0E2NSMyk5gVkMwWeLD3G49p9DBq9NMhmLnOu5fwpF2J5DuV8jYKsohsaVozRPCrfk5iOjibE6BZmNTcg8AOEJkbLFiRbIkQSpqqRuAdMugDKMbTwDbILNE3sdimDAw44gNmzZ/OrX/2K009/817Kd999N0IIzjzzTJ566qnRXKgturu7R4Og1tZW7rjjDu644w7Wrl3LRRddxLe//W2+/vWvM3PmTG699VYuv/zy7fTlrX81fOxjH+Pwww+nt7eXu+66i3/6p38avW/mzJlcd911/PCHP9zm8To7O3nwwQffdNu6deu2ey0URVH2NzKQFDJV0n1FsgMlcsNVZBBgx0xa5zbQPqu+cm5zkTVLByllXayIQduMJIatkx0oMdCdxasFGJaOHTfx3YDN6QEWlh/gafNhimaOTtnFDcm/45SWUwnKkmrax6OGYWtE4xamY7CpH7yqjxXZ8lEuQITbrMhAols6jmOO7k1nOZPuI39Cm3RXc3ZrLFx0KeVORdBSSoSEWS3R3Tq/EIIf/OAHXHzxxcyaNYtPf/rTRCIR7rvvPv7mb/6GL37xi8yaNQuAZ555hl//+tdcccUV/PnPf+aee+4ZzY/67//+b4477ji6urpIpVJYloVhhC/HjTfeyC233MIBBxzAkUceSaVSYfHixbS0tLxl1Gusgw46iKOPPprrr7+efD7PJZdcMnrfpz/9aT7wgQ9wzjnncM455yCEYOXKlQwODvKBD3yAD3/4w3z961/n17/+NZdffjkLFy7k97//PfPmzdut66UoirIvCAJJYaTCSF8xLEkwXAYgkrBomxnWcAIY2pRncEMh3Nw3btIxO4UQhFN8I1UCP8B0dCzdxK95rMlu4FH3DyyxnqBmuxzK0Xyw5XKOiB9FpehRGvYQGthRMxw50gS+FxD4Et0Mb5eBBAG1algt3IwYWI5OsjlCvMlGV9N0e8WkC6DmtMaZ0RxlIFch4ez40v1C1WNmS5Q5rfHdbsO5557LI488wte//nW+/e1v4/s+Bx54IN/97ne57rrrRh93xRVX8Kc//YlPfvKTNDc388Mf/pCTTjoJgBdffJEvfOELDA8Pk0gkuPDCC/n85z8PwCc+8Qksy+JjH/sY69atwzRNjjnmGL773e++Y9s++tGP8rnPfY7PfOYz2LY9evthhx3Gvffey80338zHPvYxgiBg7ty5/P3f/z0Ac+bM4be//S1f/OIX+cQnPsEHPvABPv7xj7N06dLdvl6KoiiTVeAH5EcqjPQWSfeVKGaqCCGINzq0zkzSNiOBV/PpW5tleHMRt+IRTVpMPTCFX5OM9BYopKtIKbEjJr4vcMsey4uv8mjwR143X0SzdN6rn8ylHVfQaXRRLrjk01V0TRBNWkTiBr4XliEwDQ3DMcK8cAF+LcD3A4R4Y5ou0ewQTVpqmm4vE3tiWf+OmjdvnnzhhRfecvvy5cs55JBDdvg4C18f4LsPrdhmHagtlcjHklLSn6/yhbMO2iN1oCayfD5PIrHrSfKT2c70fWffc5PBwoULmT9//ng3Y1yovs8f72aMm73Vf98PyA+FgdNIX5Fy1kXogmSTQ/usJE2dMapFj4H1OdL9JfyaJNZgkWqNUC15pPtLlLIuQgPT1vFrErda5dniUzwu7mOjuYaojPMB+xwuar+EWNAQFrKUoBsaTsLEjhpv1GiK6CAFQgNEOHW3fPly3nP4ezAtnXijQ7Jl/5qmezfe+0KIxVLKbU7FTMorfdIBLTyxg8U0pZQM5KucMLuZkw5oeRdbqSiKokw2vheQGyozvLlIenOBUr6GYWk0dESZMjtFqiNKOeOy7qVhcoNlJJBosok32BRzYf2ncsFDE2DZOr4fkMnmeKK8gCeM+0lbgzTLdj4Su4EzWs5FVAzcnE9Z1DAtnUjCxLB0fDcIazRFdNDCTX2FDrWKDwJMy8BwBK3TEySaHHRDTdO92yZlAGXoGl845yC+8+AKnlk7TMzSidvGmwIpKSWFqkfR9TlhdjOfP/sgtaGwoiiKsk1+LSA7WGZwU450X5lqsYZh67ROT9AxJ0Wi2SY3XGH18/0URqpohkaq1cFJWBTSFTatTOOWfTQdDCvcLmVztpdHq3/iOfNRynaRLg7ko40f533J91MtBNQyAeDhxEycmIEQWrhqDrCib3w8B74k8AMArIhBJGaSbI2wIQMNbbuX16vsukkZQAE4ps5N5x7MolVD/HbJJjYMl5ACPM/HMHyEhJktUT509DROOqBFBU+KoijKW3iuT2agxNDGPCN9JWplP9yHblaSKXNSRBMW6YESK57pp5SthoUxp8UxbY3cUIXBjcN4NYlugG4KvFrAmswaHg3u5SXrKQLL5wjtOC5uu5y51iFUCzWKmRqaEEQSZpjfVAuDJCsiMKxwvzohJJ4rQUo0Q8OOmsQabJItEez6qjuV4zS+Jm0ABeFI1PyD2/jAQa2sGSywbqhEJl+gIRFnVkuMOa0x9QZTFEVR3qLm+mT6SgxuzJPuLeK5PnbcZOqBDbTPSmFHdUY2l1j/6jDlQg0natDWlUTTID1QIjdUCZO6TR1ND0sHvFp8iUf5I6uslzGlxfvN07m4/QpaZDvVoke5XEM3BYmkhRUx8NyAwKvnNxF+VglN4lXDeoWGbWDZOolmJ5ymM9VAwEQyYQKonS1LMJYQgrltCea2Jcjno/ttErWyY97NhROKokwsbiVM8B4cTf4OiCYtpsxJ0T47hW5oDG7IM9xToFr2iCYsOmanCPyATH+J/HAZGYBuaRBAqVzm6eLjPKHfT6+1nrhMcpFzJee2XohdjVPL+1REDaOe36QbGoEnkUEYOIWfewKQ+LUAhMCMGDgxk2RzhFjKQqh96SakCRFAmaZJuVwmGlVzucreVy6XMc0dL4GhKMrk55Y9RvqKDHTnyAyUkL4k2mDTOj1Be1eSIJAMdOdI95XwagHRlEXT1Bi1is/gpjyljIuUAYZp4HsB6UKGP5cf4inrQXJOmjY5lY8lPsspjWcSFMDPBtTwsKMGTsICGdaS0nUNwxAgQNMFfi2oJ4gL7JhJLGWTbHGwo+r/qIluQgRQbW1t9PT00NnZSSQSUdNuyl4hpaRcLtPT00N7e/t4N0dRlHdBtVRjeHOBwe48mcEyUkoSzRHaZyZomZ7ALXtsWpEmW78v3mATa7CpFFz61mWpFDwgQNM0gkCwMbOJhd59vGAtpBqpcADv4RPNn+MIex5uycfNBggEkYSFEwv3tZO+fKNauATNENRcH98XmJaGaeuj1cKN3dwtQ3n3TIgAKpkMK7hu3ryZWq22W8eqVCo4jrMnmjUp7c/935G+m6ZJe3v76HtOUZR9U6VYY2hTgYHuLLmhSriBb6tD+6wUTVOilPM1ul8ZIj9cQdMFyWYHJ25SzFTZvCqDW/ZBhNP9vh+wIvM6C7mPV+3nQIdj9PdzSdvldMpZVMseFbeGbmjEUzamZeB7PkEAVjTMbxIAgrAgppRYjoETNUi2RIilbDVNNwlNiAAKwiBqT3yoLVy4kKOPPnoPtGhy2p/7vz/3XVGUUDnvMrgxz8D6/Ghw1DglSsfsFKnWCIV0lTVLBilmqxiWTmNHBCtikh8uM7SxgFfzEUIgkdRcj6XFF3hcv491znJs6XCadQEXtl1CotpMrehTFR6mpePETTRdIP0wEXx0pZwmCDwIpETTBHbUIJoKN/V1YmqabjKbMAGUoiiKouyqUs5lYH2OgfU5CukqhqXRMj3OlDkpYg022cEyq54foJR3sSMGLdPiaLpGbqhM39o8vh+giXCqv1Qt81R5IYvM+xmMbCYlm7giei1nNJ6HVrLx8z41wnIHkXh9LzrCiuMhgTAEvhtAEKBbOpZlhKvp1DTdPkMFUIqiKMqkJKXELQWseXGAwQ15yjkXw9bpmJ2kY3YKJ2aS7i3RsyITbu6bMGibmUBKyA2WyQ1XCPwA3RAQSAZLaZ7wHuQZ62EKkRyddPHJ1N/yvugpeEWJzIHUJJG4jR0Nk8kh3LxX1FfShYnhEt+VmI6OHalP0zXYaGqabp+iAihFURRlUpFSUkhX6VuTYWQl6EPD2DGDKQeEpQhMy2BoY57uV4bx3IBo0qR9VhKv5pPuLVJIVwmCsHSO7/tszPewUP6JF50nqJkuh4qjuajlMg7kcNyKT60QoBk60bgRrsLbUi08YiAATRMEAcgAJGBHDCJJi1RLBCeupun2VSqAUhRFUSYFGUhyIxX6VmcY3JjHLXsATD+0kY6uMId2YEOB7ECJwJdEGyyapzpUyzUGN+Qp5d36dJvE9wJeL77Gn7X7eN1egobOccYpfLDlQ7R50/AqAS4+hqURTZiAQBJWGzctHYRANwReLTyWbumYlkGi0SHR4oSPUfZpKoBSFEVRJjQZSDJDJXpXZRjeVMSteEQbbGbObcDf3Efr9ASb12QpDFdACOINFpG4STlfo3dNhmrJQ0qJlOB6NZYUn+YJ8342RlcTkTHOdS7lnIaLiFSS+KWAGgF2xMCJGaOjSpZTL3opBJoWbjrs1SSmY2A7BokWh3ijo6bp9iMqgFIURVEmpCCQZPqL9KzMMFLfbiXe6DDzsGaapsSolGvkl8Cq5/sxTJ1UawQrapIfKbNpZYaaG86rBT4Uq0Wech/jSfsB0rEBmmQbH4l/kg9Ez0SWNWQRAk3ixEzsiEHghyvoTEsDTaBpItzFQEqkD1bEJJqwSLY4RBLWeF8qZRyoAEpRFEWZUHw/IL25SM/KNOm+Er4fkGyJMGVOAw1tEYrZKuteHqKcdwlq0DQlhm5q5Ecq9Hfn8GphcnfgSQZLgzwuH+B551HKsSIzOYCPNF7H0fr7qFUgKEl0Q8OOmxi6hpThz4YlEAJ0QwtrN/kS3dQwLZ14k02yOTJm1Z2yP1IBlKIoijIh+H7A0KYCm1emyfSXCAJoaI0w9cAG4o02uaEKa5YMUimFm/u2TE/Qm4VCpkp+qILnBSAlfs1nfXk9f9bu42XnaQJ8jtDfy4VNlzHTOwC/Bq4rsRwdO2pSn5nDdMKASNTzm3xPEnjhajrL1km2RIg32mi62tRXUQGUoiiKMs78WsDghjw9K9Nkh8oANHZE6TywkUjcZKSvxOrFg9SqPk4sLEXg1wIyAyVK/TBCEaTEq/m8Vn6Zx40/sSr2MoY0Ock6g/MaL6ax0k5QlvgC7EhYXiCQ4QiTYQqEpqFpgBAEgSQIwu1XInGTZEuESMJU24wpb6ICKEVRFGVc1FyP/nU5elZmKKSraLqgeVqcqXNTmLbBSE+RTa+P4HmSaNKioT2CW/EY3FignHPridxQLldZ7C5ikf0AvfH1xGWSiyJXckb8PMxyNMxv0sGJm1iOQRAE4XScHg49GaZG4IdBk25q2GP2prMc9TGpbJt6ZyiKoijvKrfi0bc2y+ZVGYrpKrql0dGVpH1OCl2DgY0F8kMVEBBL1VfUFcNgq1LyCGoBQSDJVrI8YzzKUv0JcvER2pjKtYnP8D5rPlR0KIJmCuyoiW6E026GqSE0HUT4ve9JfE9i2jqmo5NsjhBvstHVNJ3yDlQApSiKorwrqqUam9dk6F2VpZRzsRydqQc00D4riR9IBtfnKYxU0EyNeFNY7buUddm8OkO17BN4Ab4f0F/u4wnxIEsif6YaKTNXHMr1qc9wcHA0viehAqalY8fCQpdCD0eZNF1D0wRCFwR+8KZpukSzQzRpqWk6ZYepAEpRFEXZq8oFl80rM2xek6Fa8LDjJtMPaaR1RgKv6rN5dZZSroppG6TaoximRjFTZXBjnlrVR/oSz/VZW17NE+b9LIs9B0iOMU/gyPzxHNd2Er4bIEVYBdyJmATIetAkEJrAsHQCP9yzTiCwIybxxnA1nRVRH4XKzlPvGkVRFGWvKGar9KxM0782S6XoEU3ZdB3ZTPPUOOW8y6bX05QLNeyoQdOUGAhBcaRCbriCW/UJ/ICa6/FqbQmLrPtZl1qOLR1Odc7j7NiFJKrNbOzfhJQQiZuYtoEMJLqtYYiwdpNhafh+WIbAtHRMWw839W1yRqf1FGVXqABKURRF2aPyIxU2rRhhoDvcbiXWZHPAIc0kWx2KGZf1rw7jlj2cuEnL9DiBJ8kNVSik3wicypUyL/iLeDLyIINODynZyOXRqznZPAuzFoWKRDM0dBtiDeHUm2HpaPWil6JeoinwJZZj4EQNkq0RNU2n7DEqgFIURVH2iNxgmY2vj4RTbxWfRLPDrCObiTc4ZAfLb2zumzBJtsSpVX1GeooUs1W8qh8W0CxneFos4LnoIxT0LFOZyfWJv+ZY3g+ejnBBtzTsaLi1im6CaetomoZuinDfFUDTNAxLI9Zgk2yJYKtpOmUPU+8oRVEUZbeke4tsfH2E4Z4CXi0g2RrhgHmN2FGDdF+JwQ1DBAHEkhZ2m0G1VGNgfY5KwaPm+niuT2+5h0XWAyxNLKImXA7VjuLcxKXM9d5D4NULXUbCfecAdEug6TqaQX3rFQmBRLcNLKs+TdespumUvUcFUIqiKMpOk1Iy3FNk4/Jh0n0lAk/S0BFl6oEpDFNnpKfI5tUVNE0jmrSxozqlvEv/mhyVsofn+tQqNdbUVvKE/SdWNCxBQ+O95smcE72Ydm86QTVcQReJGhi2jhBgWBq6riF0gW5oCB2CAAxbx4mZJJsjxFIWQm3qq+xlKoBSFEVRdlgQBAxuKLBx+TC5wQpSShqnxJg6NwVCMLypQDFbxaiPApmWTjHrMrKpQKVSw3cDyhWXl/3neDryIBtjq4nIGOc6l3KqfT7RWhJc0EwNJ66HpQfGlCEwrPqIkgyLYOqmoLE9SrLFwY6a43txlP2KCqAURVGUd+R7AQPdOTa+PkJuuIKmCZqmxeiYlSSoBQxsyFPO17AiBg3tUTRNUMxWGejO4ZZreG5AoVTkee0Jnok9yIgxQBOtfDj6cd6nnYbp2YiaRDf1ML8JgWEZ6EZYhsB0wjIEUoJh6ZiWRqLJIZaB1hmJ8b48yn5IBVCKoijK2/JqPn1rs2xcPkIxU0U3ddq7krTOiONWfPrX5qmWathRMyxFICE3UiY/UsEte9SqHsOVDM+aD/F86jHKWoGZYi5XxK7lsOC9iEADKbFsHcvREboWjjZpoBkahqUjA4kMwmrhTtQg2RIhlrIRmkB7XU3VKePjHQMoIYQDPA7Y9cf/Vkr5NSFEE/DfQBfQDVwhpUzvvaYqiqIo75Za1Wfz6jSbVmQoZaqY9arhTVPjlHMum1dn8aoBTtygqTOGX5Nk+ksUM1Xcike1UmNzdRNPOg/wcuNTBPgcoc/jrOjFdHkHQS0MkMyYjmlqCE2gmxq6oWGaOkITSCnD5HHHIJqySLZEcGJqmk6ZGHZkBKoKnCalLAghTGCREOJ+4FLgESnl7UKILwFfAr64F9uqKIqi7GXVskfPijQ9q9KU8zWcmMGMQ5tItkUopCv0rEwT+JJI3CTVEsEt1xjeWKCYc3ErHpVyjdX+Mp6KPMCq5pcxpMlJ1umcZl1Ii9+BrIFuaFiRML/JMHQ0Myw7YEYMCMI6BJqhhdN09dV0hqmP85XZs55ZO8xdT3ezYaTEjKYoV5/QxfGzm8e7WcpOeMcASkopgUL9R7P+JYGLgPn1238OLEQFUIqiKJNSpRBWBt+8Nks1XyOStOg6oolEyiE7XKHn9QxCAyduYkcNqsVwQ+BKvoZb9SiVqrzEMzwTf5Beaz1xmeRC5y84WTubqJ9E1MKVcqajj1YI1/T6iJOlI6UEKTFsHTtSn6ZrsNH2wdV0z6wd5hv3vkbUMmiN2wzlXb5x72vcfMGhKoiaRHYoB0oIoQOLgbnAD6WUzwoh2qWUvQBSyl4hRNtebKeiKIqyFxSzVTa+PkL/2hzVkkeswWbWMS1E4yaZgTKbVmTQTEE0ZWI6JpWCS++aDJWCR7VUI1/J87zxZ55LPkzWGKGNKXw08inmyVMwAgtRT/q2bB2tPkWnG/Wq4XoYHAkBpm0QSVqkWiI48X17mu6up7uJWgaJek2rLf/e9XS3CqAmEREOMO3gg4VoAP4H+CtgkZSyYcx9aSll4zaecwNwA0B7e/uxd9999242efsKhQLxeHyvnmMi25/7vz/3Hfbv/qu+73zf3WJAoR8qw+DXwIqB0wSaCbU8eJXwe8MGoUGtArUCeFXwXMjKDEuTj/NK41O4epnptTkcXz2NuZVDkVJDaKDpoBuADpoWHkfbEhvJ8H5hCMxoeH7N2PnRpsn42q8eKGDoGmN7KwHPD5jbtuN9mYx935Pejf6feuqpi6WU87Z1306twpNSZoQQC4FzgH4hxJT66NMUYOBtnnMncCfAvHnz5Pz583fmlDtt4cKF7O1zTGT7c//3577D/t1/1ff5O/RYKSXZgXC7laF0gQQ+nQdFaJuZQOiC7ECZSrGG3WIQSZoIBIV0hdxQhYpWo6K5bDS7ebrhQZZFn0MScIxxAmeYFzHdmgOxcH+6LaNNpmWga2FNJ9PRIQBEfUTKMUg2O8SbnN2appuMr/1vfrmYoRF3dOQJIF/xaElYfHz+sTt8nMnY9z1pvPu/I6vwWoFaPXiKAGcA/wT8AbgGuL3+7+/3ZkMVRVGUXSMDyUh/kU2vjTCyuYjvSZJtDq0zkkgvIDtYxq342FGdxikxpB+QG6xQGKlQKbqUSzVeD17imcSDrHOWY0mb+dY5nKqdTypoRQvCxHAzoqPrYJgGuhmuptNMgUCEgZOjE01YJFscIglrvC/LuLn6hC6+ce9rAMRsnWLVp+R6XH3CgePcMmVn7MgI1BTg5/U8KA34jZTyXiHE08BvhBDXAxuAy/diOxVFUZSd5PsBI5uLbFw+QrqvhJSShrYozdNieFWf9OYivhdgxwwaO6J4rs9IT4FiukKlWCNfLPOy+TTPJB9i0OwhRSOXWB/lBHEGThBDo54Ybuvopo6uCwxTx4rogAAh0Q0Nw9SJN4ab+pr2vrWablccP7uZmy84dKtVeAeq/KdJZkdW4b0MHL2N24eB0/dGoxRFUZRd59cChnrybHhthOxAGaFB45QYje1RqiWP4U1FAJyogR21cSseg+tzFHNVyvkamXKG552FvNDyCAU9y1RmcLX9VxwTnIAWGOi6hhEJAyPT0tEMbbQ0AQiEBN0Op/KSLRHijTaarjb1Hev42c0qYJrkVCVyRVGUfUTN9Rlcn2Pj62nyQ2V0U6NlWpxUW4RyzmVoYwFNF0QTJqatUy7V6O/OUcxWKedd+qq9PBtfwEtti6hpVQ4WR3KmeSEHBEcgfN7IazIEpq3XazXpGFY4qiTq+U2RuEmyJUIkYSLEvleGQFFABVCKoiiTnlv26F+XpWdVhvxIBdPWae1KkmiwKeaqDG7IY1jhNJpu6pRyLoMb85SyLqW8S3ewimcSD7KicQkaGvOMkzlNu4ApwUwI3ih8adRHmgxLw4oYaJoGSIQhMIxwb7pEs4PlqI8WZd+n3uWKoiiTVKVYI98T8ML96yhmXKyIQcesJJGkRTFTZXBTAcsJp9GEJiimq2QGc5SzFYqFKsu1F3k2+RAbnVU4MsqZ5kWcIs4lETSi8cY0nGkbCA1My8CKvpHDpFsapq2TbI4Qb7LR1TSdsh9RAZSiKMokU8xW6V2bpW9NluwGSM2RTJnbgB3VKWVrjGwuYUV0GtoiBIEkP1QmO1SmlHXJlQostZ/k+eYFjJj9NNLKZebHeF9wKpbvoBkCMxJOyxlb9qZz6kGUkIAYnaZLNDtEk5aaplP2SyqAUhRFmQSklBTSVXpXZ+hfl6NSqhGJm0RaoXVGnHKuRinvYkcMGtoi+LWAdF+J3HCZYqbKSHmE5+OP8mL7Qkp6gRnM4WLjSg4PjkPz9TBQiurhhr5mOLJkOwZCF2hC1Kfp3lhNp6bplP2d+g1QFEWZwGQgyQ2X2bwqw+CGPNWyRyRhMfWAFEIIegehMFLFjhrEG+wwkXxjnvxQmWLOpbe2iWeTD/NK01P4wuNwMY/TtAuZFRyECAS6oWM5OrqloesapmPgRHWE0JBIDCtcaZdodkg0OeiGmqZTFFABlKIoyoQU+GGBy82r0gxtLFKr+kRTFs3TYgS+pJyrgSbQTEi2OLhln751WfLDFQq5Cut4nWdTD7E6+jKGNDleP5X54nxa/an1+k1avYbTllV1BlZERwiBrG/q60QNkq0RNU2nKNugAihFUZQJxK8FZAZL9KxIM9xTxPcDYkmL5ulxAj+gmHHRTZ1IwsKwdWQ39K7Kkh8pU8iVWWYu5rmmh+i1u4nJBOfql3NScBaxIImmC8yogW4JTMvAMDXsqBGOKgmBpgsMUyPWEE7T2RH1EaEob0f9diiKokwANdcn0x8GTiO9RaSEWINFvMHGr0lKWRfT1og3honexXSFzNoyuc1QsPpYGl3ECx0LyBrDtNLB5drHea/8AFZgoWn1xHAzTAy3bAM79kYZAt3SMc0x03SmmqZTlHeiAihFUZRx5FY8RnoLbF6ZId0fVg2PpWwiKYvADSjlXEw73HgXJLnhKun+IoV0haHyAE8lH+K15qepaCVmczCXa9dxaHAMmhTouo7pbFlRp2NHdKyoMTodZ1g6dtQg2RwhlrIQu7Gpr6Lsb1QApSiKMg4qxVoYOK3KkhkooeuCRJONHTPxawGVfK1ew8kh8CHdVyIzEAZOm/z1PJd6mNdankMScKT2Pk7lAmYEc8PAydIx6jWaDEvHiZmYZjhNJ7ZM06Vski0OdtQc70uhKJOSCqAURVHeRaWcy3BPgd41GXJDFQxTI9HsYEcM/JpPteRhR3RiSSfc025jgUx/iUKmwirtVZ5reojuyHIsaXOSdiaH9L+Xg1vfgxBgRUx0S2BYBpat4SQsdF0gpUA3wwriW6qFG6ba1FdRdocKoBRFUfYyKcMcpqFNefrW5siPVDBsjVSLg27q+F6A5wZYjkEsouNWA3rXZsPAKV/klchzPN/+MINWD0nZwAXiwxzPGcSCKH3+AHbUwLINtHpSuB010YSA+t50diSsRh5L2WqaTlH2EBVAKYqi7CUykOTTFYY25unvzlPMVDEsjWRrWE8pqEkkEInXN/fN1+hZkSE7WCJdTPNiYhGLOx+lYGSYwnSu5H9xFO/HCIx6zSYNIwrRpI0TN+vVwkET4YhTNGWRbIngxNQ0naLsaSqAUhRF2cMCPyA/UmFgfY7B9XnK+RqGrZFscdANge8BQhBNmWi6oJR16VmdIT9Ypt/t5fnUI7w840lqWpUDOZxT+RQH+EeiaQLD1DGtsOCl6ejYeUg0Owgh0I2winiiySHZ7GBYappOUfYWFUApiqLsIX4tIDdcZmB9nsGNearFWph31OIgNA3pBwhdI54wQUB+uMJIT4HccJn1wRqeb3qIFbElCDSOFe/nA/I8pvgzEbrAihijieF21MSJGWi6htZLWASzvmlwrMFGU9N0irLXqQBKURRlN9Vcn9xgmYHuHEM9BdyKh2HqxJscNF1AALopiDTYSClI9xcZ7imST5dYYS7lheYFbIyswpERThUXclJwFsmgGU0DK2aEo02GTjRlYdo6QhMIEa6ms2KCjtlJInFrvC+DouxXVAClKIqyi9yKR3agTP/6LCObi3jVAMPSiaUsNEMHJKYV1l6SfsDAhjwjPUWyuQKvxJ7mhakLGDH7aZQtXBRcxXFyPhEZQzM1DFvDdnQMyyCWsjBMDQRoRlgMM9HokGhx6B4RKnhSlHGgAihFUZSdVCnWyA6W6e/Oku4t4vsyHGGKm+iWFm6ZYhlYEY1axadvdYaRviJDxRGWphby4sw/U9LzTJOzOC/4Kw73j0dHw3LCgpemE9ZucuLm6Oa9uqlhOwaJFiesRq6m6RRlXKkASlEUZQeVci6ZgRKD6/Nk+ov4gUQ3NJyojm5pYeVvW8dydCqFGhuWZ8j2l9nsbuKFxgUsa3sGT9Q4VB7DfO8CZgUHoWkaphM+z7QNokkLO2qEAZIWJoZHExbJFodIQo00KcpEoQIoRVGU7dhSw2mkt8DQpgKZgTJS1gMnx0A3BIatY9W/L2RdNq0YITNYolusZHHTw6yKvYyBwTxO5uTaebTJqWi6wIrqYXK4bRBPWRiWgdBAMzQMQyPeZJNsjmDaajWdokw0KoBSFEXZBhlICplqOPW2MU9usIJEhgGTGQZLpmNgR0x0TZAeKjGwPkc+XeI1ezGL2xfQ63QTlXHOkJfwfu9M4jKFYemYtoZpGzgxk2iynt8EaKaGZYer6eKNNpquNvVVlIlKBVCKoihjbKnhNNJXZHhTkfxwGQlousC2DTRDw7J07JiJEIKhzXkGN+TJZHO8nHySxdMeIWsO0yLbucT/GMd6J2Njh6NUto7pGGHhy1h4LAHopk4kbpJsiRBJmKOb/SqKMnGpAEpRFAXwvYDcUJl0b5GhniLFTAUpQdcEekTHssKNee2ogfQl/d1ZhjYVGCoPsrjhMV6e/QQVrURXcBAX1a7iUP9YdBEmhFuRcKuVWKOF5RhoQiB0Dd0Qo3vTWY7671hRJhP1G6soyn7Nc32yg2VG+oqMbC5QyrpIGW6HYkZ1bMeo7ydn4Lo1Nr4+QrqvyCZvA4ubHmb5lOeRBBwm38sH3POZEcwNV+FFdWzHxI4bxFI2uqUhCLdYMW2dZHOEeJONrqbpFGVSUgGUoij7pS01nEb6i6R7ipTzLjIAoYMdMbBjxmi+UjlfY81LI2QHy6zRl/FC88N0x17DlDYnBKdzkncOTUE7uiGwYgZWJAyaInET3dxShiCcpks0O0ST1qSdpntm7TB3Pd3NhpESM5qiXH1CF8fPbh7vZinKu04FUIqi7Fe21HBK9xUZ6S1SLbj4gUTTNOyYjh23sGwN3dTJD1fofiVLZqTAa87zvDB1AYP2JuIyxTneFRxXO50oMWw73JfOdAwSTQ5WREfXw4rhuiGIN4ar6azI5P4v95m1w3zj3teIWgatcZuhvMs37n2Nmy84VAVRyn5ncv82K4qi7KBy3iUzUCbdVyDTX6ZScAmkRBMakXhYe8mO6GiGYLi3xEB3jpF8mqXxJ1g68zHyRob2oJPL3E9wVO39WLqFbms40XA1XazRxrINEKAbGqalk2h2SDQ5o8UwJ7u7nu4mahkk6vlaW/696+luFUAp+x0VQCmKss/aUsMpM1Ai0x9+VUo1Aj8sRxCJWTgxMxwZEpKB7gJDm/L0V/pY0vAor8xahKtVmeu/h8vcT3Bg7Qh0XcOM6ThRk2jSJpo0MSwDicQwdZyoQbI1Mqmn6d7OhpESrXH7TbfFbJ0NI6VxapGijB8VQCmKss/ZUsMp018iO1AiM1CiWvIJfB/d1Ik2mDgREztq4nkBm1emGd5cZANrWdz0MCumLkEgONJ/HydVz2OqNxPD0rDiBlbMINEUwYma6IaoT9NpxBpski0R7Ek+Tbc9M5qiDOXd0ZEngGLVZ0ZTdBxbpSjjY9/9TVcUZb+zpYZTdqBMeqBEbqiMW/Lwaj6mbRBvcLAjJnbEoFKs0f3KAJmBIq8bL7OkbQEbo6uwZYSTa+dwQu1sGmQzlq1jJXScuBXmNzn1aTpTwzTHTNOZOz5Nt61EbOBNt82b2cgL69MTKln76hO6+Ma9rwHhyFOx6lNyPa4+4cBxbZeijAcVQCmKMukFviTdVwxHmwbL5IcrVIs1fF9i2Bqptgh2xMSwdYrpKuuXDZEezvNq/BkWT1vAiNVPKmjmvOqHmeeeSkREsGwDO24SS1rEGmxMRwcZliGwowbJ5gixlIXYyU19t5WIfdPvXkYGkrZkhNa4zdrBIo++PkBXU5QpDZEJk6x9/Oxmbr7g0K2CvwPHPbBTlPGgAihFUSYtz/XJDpUp9Eq6gyFywxVqZQ/fk5iOTqLVwXZ0dFOQ7i0x0J1nqDjMkuRCXpr1Z0pGnk6/i78of5rD3PdiWiZWTMeOWqRaHJy4iW7ooIFhaMRSNolmBydm7nKbt5WIvXqghgTmtIW3jRRdTE1jpFijszE6oZK1j5/dPO5tUJSJQAVQiqJMOm7FIztYJjdYJjNYotAHg7UCQS3AihokW23siIHQNQY35BjckKfP7eGFpgUsa38WT3M5yDuCk4rnM9s7GMMysFPhNF2yNYod1dGECDf1NbXRauGGufub+m4rEdv1A8aOY5VrPqYuKNf80dtUsraiTCwqgFIUZdKolmpkBsrkh+uB00gVt+zhVcG0NGKtEZyYSRAE9K7NMLSpQLe2isXNC1gdfwkdnaO993Ni8Rw65DQMW8dOGMQbbGJNNrZjjpYhsCPhpr6xlL3T03Tbs61EbEvXkGMeEzF1yq5PZEzAppK1FWViUQGUoigTT/cieO5OSK+HxpmUD/sEWecIcsMVsoMlCiMVqmUPACdmYjdAc2cct+KxYdkQw/1FXrcXs3jKI/RG1hEJYsx3L+T4yhkkRQOmE9ZuSrZEiCVtdFNDaKDrGtGURbIlss1puj1RhXtbidipqIkMJPmKR8zWaYpZdFeKdMYcAilVsraiTEAqgFIUZWLpXgQPfgVpxihZXWR7bfKrf01mhkdRtlMteSAEkYRNvCEsRdA7CGsWDzKcTvNS7ElenPEYWWuIpqCNC8pXcUzlZCJGBCtuEIlbpFojROImQqtP0xlauJpuO9N0e6oK97YSsf/2rDAw2nLb7NYYV8ybttUqPJWsrSgTiQqgFEWZUOSzd1KQHWTLU8lXo2QrKYolk+rra9FmtBBrdIgmTUxbJ9NfYt3SIXpHsixr/xMvz36Cil5ihncA5xeu5CDvaGzTxGowiKdskq0R7KgBMtybznLq03QNNto7TNPtySrcb5eIvfVt1520U4dVFOVdpAIoRVEmhLCGU5XsBp2imEu2mqJQjVH1bHThkxQ9RGcm0AyNoZ4CQ+vzbKxtYHHzwyzveA4pAg6pHcv7i+cwwzsA09aJNJkkW6LEG20MS0MQFr2MJC1SLRGc+I6vplNVuBVFGUsFUIqijCvfC8gNhSvqCpkqWfcIikUdlxi68ElFskRFGuwoA+tzDPXkWaMvZ3HzAtbFl2FKi8NzJzI/uJAW2rGjBpEWi4a2KNGEhaaH03S6oZFodEi0OJjWzq+mU1W4FUUZSwVQiqKMiy01nHJDFQrpCvmhMICq2Ueh516iwekjFvFxqwE9+akMGwfwavUhlkx9hEFnE7EgyWmlSzmuchpu1mfqtFZiDU6Y3xQzQQPd0DFtnWSLQ7zRecdpuu1RVbgVRRlLBVDKdu2JVUf7EnU93mxnrseWx/YMFpkTcTirq4WplkluqEwxU8VzA0xbp3HOdKIzBaWVS1g7kGRYxnixbRlLW+8mb6Zp9adyUeE6Dq8cT9R2sFMWaaOfGYc2YdXLEGi6RjRhkWxxiCSsPdJXVYVbUZSxVAClvK09tepoX6Gux5vtzPV4Zu0wt/9+GU1SZ7bU8fvLPNzdzdGtSRpsEyui09QZw4kZ5IarrFwXo69yAIs7F/Bq01O4WoVZ7iFcmL2WA2qH4zgW0VaLho4osZRNeWU/dtRCNzTiTTbJ5gimvftFL7emqnArirKFCqCUt7UnVx3tC9T1eLMdvR7lgsv/fXA1U6uCeBDgVCRmTeJ7GuvSRc5873RMR2O4t0j3y4Os99fyQtMCVk5ZAsBh1eM4oXwO04Iu7KhJrM2msT1KJGGF1cJNDd0StEyLE2+00fQd39RXURRlV6kASnlbatXRm6nr8Wbbux5SSko5l+xAmWK2SqWvREugY9UCkOCZGlUH8q5HurfAUE+OlcYrLG5ZwMbYSqzA4fjymbyveAbNWhtO3CDVGiXRGsGJmghAMzQi8bAYZvcwJFsi43MhFEXZL6kASnlbatXRm6nr8WbbvB4VjzlRh56VGUrZKvmRCrmhMp1VjZrn40Z1PFNAEODkfBr8Gg8P/4nF0x5hxO4j6TdyRu4K5pU/QNyOE2myaOqIkmiJYOgaQtfQdDG6N51VP7cQe26rFUVRlB3xjgGUEGI6cBfQAQTAnVLK7wshmoD/BrqAbuAKKWV67zVVebepVUdvNtGux5ak7OW9Ocquz3Vzyvzml4t3O7F9RxPD33Q9LA0/7xEpepx1eBu9azLkh8oUsy5oMGtGkqd70tiBT0NGEnhFVrYuYmXHE5TMPB21GVyS/gSHuccRiTjEp9o0TokRS1kIoaGbGoalkWx2iDc56GqaTlGUcbYjI1Ae8HdSyiVCiASwWAjxMHAt8IiU8nYhxJeALwFf3HtNVd5tatXRm02k67ElgdsLJIO5KkIIPF+ydqCwW4ntO5MYfvzsZr587sH8ZuE6Mn0lOm2L905rwh526cu7CCFINNlEUxbxrMtR/RHWlzbwYvtCVrc+i6/VmFM9jBOGzmFucChO3CLZGaGxPVovcFkvehk3STQ7RJOWGmlSFGXCeMcASkrZC/TWv88LIZYDncBFwPz6w34OLEQFUPscterozSbK9diSwN09XMTQNQxNgICRYo2ultguJ7bvaGK4V/PJDpaZWhbccEgnufZwqq6a8ajqAYlmBztmkB+u0PviIGv9FbzQ8jCrEy+jo3N4+XiOL57JFDGTSMKkuSNOosXBihggBLouiDeGq+msiMo0UBRl4hFSyh1/sBBdwOPAYcAGKWXDmPvSUsrGbTznBuAGgPb29mPvvvvu3Wzy9hUKBeLx+F49x0S2P/d/f+r76oEChq5Rcj0E4ahMix0wWBFEbQPPD5jbtvPXYstxx47zSBg9nl+T1ArgFiVeBdwC1ArgeyA0MCKgmeDmoZwNWB17maVtj9Ef78b2oxyRPomj0icT15KYEXBSYNWbKTTQDIEZAzMKmr7jo03702u/tf2577B/939/7ju8O/0/9dRTF0sp523rvh3+004IEQfuAf5GSpnb0aF0KeWdwJ0A8+bNk/Pnz9/RU+6ShQsXsrfPMZHtz/3fn/r+m18uZmjEpXu4iOsFGJrgurllfrY2SldLjJaExcfnH7vLxx2bGJ6veLRFTD4460AK6QpF0yUblMkXyxgiwGjViCXDGkxDm4sMD2V4KbqIJQc9StYaotFr5ez0lRxdPYlEJE7y0AhNU2JEUxZbpumcqEGyNbLL03T702u/tf2577B/939/7juMf/93KIASQpiEwdMvpZS/q9/cL4SYIqXsFUJMAQb2ViMVRXmzLQncTTGLTSMl/ECAhKaYuVuJ7VsnyleLHlahxvldbfStzZEdLJMbLuG5PlbEpKE9QiADhjcV6MsPsDjxGC93PUHFKNLpzuaM4cs5tHYs0bhN4/QYjR0x7IgBWjhNF2uwSbZEwtsURVEmkR1ZhSeAnwDLpZT/MuauPwDXALfX//39Xmmhokxie2vrl7EJ7VUvoOx6GLpgdlt8t85x/OxmvnL+Ifz68XWk+0tMdyxOmNVGLOOxYaSAXwuwIzqx9ii1sk/vuiybyut5oXEBy2c9hy98DqwcyfEjZzNLHky8waa5M0ayNYpe39TXNHUSzQ6JJgfdVKvpFEWZnHbkz773A1cBrwghltZv+zJh4PQbIcT1wAbg8r3SQkWZpPb21i9bJ7QvXLiQG3Zh2m4LGUgKmSrTPZ3PHTGD3FCZ7FCZwmCFtA9O1CCWMqkWa2xelWGV/yqLWxawbuoyjMDkyOJJvK94JlOMaSTbbJo6E8SbbDTCwMmOGiSbI2Fpgt3Y1FdRFGUi2JFVeIuAt/vf7vQ92xxF2XdMlq1fgkCSHw5X0ZXzLvmRCtmBEsWsiwwkVszAsnWKOZe+ngzLzOdZ3LqAgchGon6Ck9Mf5L2V02hyGmmaFaepI4ZT38BXNwSxlE2yxcGOmuPcU0VRlD1HJR4oyl4y0bd+8f2A/FAYOJUKLvnhMtn+8HshBWZEx7B0CsMVNmUHWBL5My9Oe4yCmaHZ7eDcoas5yj2RZDJG86wETR1RDFNH6ALD1EarhRvmnt/UV1EUZbypAEpR9pKJuvXLlhpO+eEK5bxLbrhCdrBEpVADIbAiJkJICiNVevObeSH1KK/MfBJXrzCjfCDnpj/KwcFRNLTEaJ4WJ9UcQegCTdewIzrJlgixlK2m6RRF2aepAEpR9pKJtvVLreqTHSyRH6lQzLkUBstkRypU8i6armE6OsiA3ECJde4aXmh8mJWzFyOBg4vHcnz+bLr0OTRMidHSGSeastGEQNMF0ZRFsiWCE1PTdIqi7B9UAKUoe8lE2fqlWvbCnKZ0lUKmSn6kTHaogluqoekaVtTAdwNG+kusYCkvNC1gY3wFZmBzbOY0jiudyZToFJoPiNM8NYZlG+E0naERb3JINjsYlpqmUxRl/6ICKEXZi8Zz65dywSU7UKaUCxPDc8NlCiMVqiUfTReYjk6t6jPQk+Ml+ykWtz3CiNNHvNbA/OFLmVeZT0tjEy1z4zRNiaFpWhhwOfVpugYbTU3TKYqyn1IBlKLsQ6SUlHIu2cEypXyV/FCV3FCZYqaCW/HQdR3T0SiXPPqGh1kcW8jS6QspmXlaK9O4YOA6jvSOp7k9SeuMOIlmB0GY3xRJWqRaIvWNfhVFUfZvKoBSlH2ADCS1oqRnZYZywSU3VCY/VKaQcfGqPkIH3dColGpsHu7h+dQClnU9jae5dBUP5fjBszlIP5zW6UlapsdxYiZCC7dZSTQ6JFocTDVNpyiKMkoFUIoyiQWBpDBSITtYpjgk6dMy5AbLFLNVPC9AEwI0KBVqrKut4Pmmh1nd/hKa1DgkfxwnFM6mKzab1kMStHTG0Y1wms60dZItDvFGR03TKYqibIMKoJRJbexWKVd0lnhm7fC4F6ncW9u3jPWmGk65sBRBoRc257L4taBe+laSz5V5TXuRF5oW0Btbi+1HeN/IWbyvcibTmqbQdnSCVFs0LEOgaUQTFskWh0i9EOa73S9FUZTJQgVQyqS19VYpnp/bo1ul7Ik27entW7yaT26wEpYiyIT/ZocrVHIubgECOyDwfXLFAkvtJ1nc8ShZe5CU28zpA3/BsbVTmNLZTNuMJLGGsFaTrmvEG8NNfU1729N0e7tfiqIok40KoJRJa+utUnRNELWMcd0qZW9t37KlhlMhXaUwUiE3UqEwEhbC9H2JlAGBD72ZARYnHuGl6U9QMYp0lGfygd4bOMo4jvauRlo749gRA6FrmJZGsiVCvNFG07e/qe9k2ZZGURTl3aICKGXSmohbpezpNm2p4VRIV8iPVCmkKxTSVUr5KtKXBFJScwM21zbwbMtDrGx6AV/4zMkfzvGFszk09h7aD22gaWoMTQ/zmyJxk2RLhEjCRIgdy2+aiNdaURRlPKkASpm0JuJWKXuqTZVCjcxAiVK2Sm64Qn6kTDHnUs66BPXAya3WWM1rvND4CN3JV9EDk/dkTuD40lkc0DaH9kOSJJschK6haWJ0bzrL2flf+4l4rRVFUcaTCqCUSWFbCcxbb5XiB/JNW6XsaNLznkyO3p3tW95UwykX1m/KDZUpZauUiz4yCPA9qFQrLLOeZ3HrAgaiG4l4cU4cvID3pE/gsEMOoKMriR0z0XQNw9JINkeIN9no7zBNt7f6pSiKsi/a9f9RFeVdsiWBeSjvvimBGeDmCw6lJWExWKhi6GI0qfntnvPM2uEdOvbWj9tRW7Zv2dKmloT1jonWMpAU0hU2r8zQsyrN5lVpNrw2Qu+aDEM9RYrZGl7VI1PI8bh+H/9n2le4f9pPqWkuZ/V/hL9L/wtXz7qOGQfEmfmeZiJJm1jKpm1mgmkHNZJqjexW8LSr/VIURdmXqREoZcLbXgLz//7IsaMf4gsXLhz9fkeTnvdGcvSObt8ytoZTKVclN1gmN1KhnK1SKfv4no/vQ7o2yPPJR3hlyiJcvUJnYS5nDV/JMfHj6HhPI01Tomi6xsiyTaRaIySbI1iRPf+rPZ7b0iiKokw0KoBSJrxdSWDe0eeMR3L02BpOxWyV7FC4R10x6+KWPYIgwHcDNrGe51MPs7LxBSSSA7JHc0LpHI5oO5yO96Tqe9FpGKZGotkhNgQt0xJ7rd2KoijKG1QApUx4u5LAvKPPeTeTo7fUcMoNlylmquSGShQyVQoZl1rVw/cltarHavMVXmh5mI2JlZi+xZEj83l/7SwOmj6bjtkNmLaOpms4UYNka4Ro0kIIgaariuGKoijvFhVAKRPeriQw7+hz3o3k6LCGU5n8cJl8ul49POtSSFepVX0CGVCpVnk18iyLpy5gONJLzE1x8sAlvF8/ndmzO2mdnqiXIRDEGsKil/ZemKZTFEVRdoz6H3iS23oF2fmt/ng3aY/bksD85pVyB243H+d4bTk3x/4fd/VM5TVvKhUzRSQS4a6nu0ePuavH3uKdVu+5ZY/MlhpOw2/kOhWzLm7VQ/qQq+V4MbmQpR1/pmTmaClP5dzeazkhMZ+uo5pJtUQRuoZhhNN0iSYH3VRrPxRFUcabCqAmsW1tr9FrlifEfnB72k4lMHcvgge/wvFWDNqrfGNzE21ehlh01ja3INmV5OjtbW1yVFuSzGCJYrpKdqhEfrhKMVuhlK3huh7SkwzKPl5IPcKyxqfxdJcZuYM5Yeg6jus4js73NxKJ2whdYEcNks0RYikLoTb1VRRFmTBUADWJbWsFmSaE2l7juTvBioGd4K6+Q4jqAQnhQ2YDialHA7u/Bclbrr2tY9Ykv31gNc3HdZEZKJEfrlDMVijna3iuj+9LNmqreb5pAWtSSxFS46DsPE5yz+GomYfRMbsBw9TRtHCaLtHs4MTMPXJJFEVRlD1LBVCT2LZWkGmaUNtrpNdDvA2ADW6CVr0EwoBaGdgzq+xGr72UmK7ErgSkqgFuvsqGZcPkMxXcok+t5lGreay0lvJC+wJ642uxvAjzhs7kFP08DjlgFk1TYxiGjm68US3cMLe9qa+iKIoyMagAahLb1gqyIJBqe43GmVAcAjvBDCvPUM0hIcpgRoA9s8puRmOE/HCVZjSMqo9TkVDyiPmSoU0FPNenXKvwcvxJlnQ8StYZJFFt4tT+y5mfOIu5x3QSawrLENgRnURzhHiDrabpFEVRJgkVQE1i21pBFkQlV5/QNb4N2w1jE7NjlgFIiq7/liTtbSVwjzruBnjwKwBc3bScb2w+FtCJNc+gWPF2a5XdlhpOF3U08z9r1mN5gpgn0coBwofmmMFQaYjFycd4pfkJKmaR/9/enUfHdd2HHf/e92YfDPaFIEgCICVRonYRpkiLlknJ2ixZinfZspm1SprmtHHOSesk6pJz5MZJuqWLe46Suo1S1aqTOHGi5sR2TFI7LZE0V3AHsS8DzL6/mXm3f8wABCmQIjZimd/nnDmYufOAd38jEvrxvd+9v+bUBp4ZfZ4H13ycDR9rxOV1YhgKX42L6kav3KYTQogVSBKoFWymFWSttd4VW/80vTDbaSiOD8ZAwS3NVZcVaQMzFnD/41vLKxA7dsJj34D3XmK7dZwXNrh5ufgo/TkfG2pc173KbrpCvkh8Ilva9DKUxR/J80CVn+HRJIWsxm1AvmqcvY17OV3/HkVVpDN+BztzT7CjYxst22pwOE1Mh0Gg3kN1gweHS27TCSHESiUJ1Ap35Qqy/fv3L91k5ml6YfbxoRQuhwFohqNZ7lxXM3UMMGP7lVAycemHdewsPYDt5cdcTO7hFJ8o7eMUHc+QDGdIxS2MbIEWl5N+3xler/8RvbUnMW0nWyLb2WU8yX233U5dsx/DNHC5TaqbvOXdw+U2nRBCrHSSQIllY3pRfCZfxGUaoEvP4fLi75nar1gFe8HmMrmHUzxU2vgyFkyTCGfJJvNYuSL5vMUpz2EOtf2IoH8AT97PjvEnedj3JLd3deKrLtUz+apdVDd68Fa5FmxuQgghlp4kUGLZmF4U73VOJkQab3lF2vTi75nar7hq5r/BZDaZJzqeJl7uVRcbKydOaYt83iZTSHPE/yZH2vaTcIepyTbx6NhzPNLyOB07m3F5naXbdHUeAo0enHKbTgghViVJoMSyMb0ovq3Ww5nRJCjoaPCQuKL4e6b2Kw1XXJW6XlprMok8sWCaeChDNJgmFsySCKexskUKlk3EDnGo+secaHwHy5GhNbmRx+Nf5qGNu1jzkRpMhwOn26S60UNVnUdu0wkhxConCZSYm963ShtWRvpK2wZse36q5miuriyKL9U9lVbhrQ1cXvw9/Ti/y8TvdjASjfGrrxz6QEuVq9Fak4rmpja9jIyludATYXg4QcECtwFZ/zA/bdjL+fpDaKW5KXYvu/ST7Nyyjdpmf+k2XaB8my4gt+mEEKJSSAIlZq/cKgWXv7RhZWqi9PqxbyxIEnU9yc/kcdNX7jlMg4nwB1u1XMm2NclwtpQ4TWQJj6aIjacZDaYYC+dwaE04cJoTa/YxXHsGR9HF3eGP84j/U9x73234qt2YpkFVvZvqBi9Ot9ymE0KISiMJlJi9aa1SgEtf33tp3gnUbE1fuae4tCJvplYtk3s4TV5xCg8niY1nyKQsrGyRcDTFYO1hTrbuJeIfwWdVc+/AU6wrPMjPPXEPTq8Tp8ugutFLVZ0bw5SmvkIIUakkgRKzN61VyhSXvzR+g83UzubKVi3FvE1sIkN0LEV8IkNoOE18IkMuk8fKFkgVkhwOvM6xO98g7YpRl25lR99z1NtdZP1uRg2b6iYf1Y1evAEnSkl9kxBCVDpJoMTsTWuVMsVKlcZvsJna2Uyu1pvcwyk6miI2kSE8UkqgrFyBQrbIhD3Owdp/oLvxXQqmxdrYZroGvoTXczt2lYucUsSw8bd4WbOx5obHJoQQYvmSBGoVmN7W5AttaQ70hBZ3N/JprVJw+UvJk5XiwC2/ycuvHLqsvcpi74o+feWeDkAiW8DK5PncXeu4eHScaDBNeDhFIpKlkCuSt4r0c46D9XvpqT+C0orNsS4ecT9D8/qb+X4iSN5pYngNItik8ja/vLNzUWMQQgix8kgCtcJNL6JuqnJTKMY/tIh63qa1SplchXfglt/kxUMOfC7rsvYqizoPLl+5l8/arNeKhza14hnLcm4kTCqWw8raFPIWpx1HONyyl5HqC7gKHrrCj/BkwzPc+dGbcXqceKuc1G+q4zvHBumPZNhQ7+NrNyAJFEIIsfJIArXCTS+iBjANhc/lmLGIekFNa5UC8PIrh/C5rA+0V1n0eQB3NQZ4YdtGDrwR42fq64n0J+mPWxRyRTKFDEfd73KkdR8xb5CqXB0PT3yBpzqepnNra2k1XV1pNZ3L62ANNXzsrjWLOl8hhBArnyRQK9z1FFGvxnmU9nCyiIyliI6lGR9IEOsDyx2mkC0QyUc5XPM6J5reJOtM0ZzawGcjv8wTtz5G89o6HA6DQKOHQL0H0yGr6YQQQsyOJFAr3LWKqFfjPCb3cAqPpoiNZQj2x0mEs+TSeXJJmCj0cbBuL2ca36do5OmM3cFDjk/x8JadVNX78PgcVDd58VW7ZDWdEEKIOZMEaoWbXkTtd5sUbX1Zy5Olmsdke5Wu9hZ+dZ6F5Qd6Qrz89kUmxtJ0Ol3c3xjAl9YkIxmsbBErm+eiOsPh9T+mt+4kpjbZEr2fJ6o/zUfuvwOPz42/1k11oxe3d2H/yE8v4L9RhfNCCCGWniRQK9yV7U8cNWrRC7evZx4b6n10tbfwvcNDUwXucyksf+fsOH/0/VM05OGmPDiTaU70pFnrd2HaBU64D3GkbR/Bqj48eT87wk/w9NrPcts9HaXedA3e0m0658LfpruygP9GFc4LIYRYepJArQLT25/s379/yf7nfWUbll995dBlBe6zKSzPW0ViwTR/+9o52mM21ZbGkdeYNlj5HD9xvc7J1v0kPGFqsk08HvkKdxp3s/PhrXh8TqobvfhrXKhFbOp7ZQH/jSycF0IIsbQkgRKLZi6F5VamMFUUPj6QwDmYpcYGswgZFeXMmjc43fIOliNDa3IjT8W/wuNbHqW+yc+p88dZe1MtHr9zsUMDlk8BvxBCiBtPEiixaGZTWJ5N5YmMpgj2JpgYTJAIZ8gkLKrzEHUO0922jwuNh9DKpj18N5viu3n+kceoqiutpAs0eOgNqxuWPM02PiGEEKvLhyZQSqlvA08BQa31HeWxeuD/Ah1AL/AFrXVk8aYpVqKrFZZPL3BPxy3Cw0nG+uJMDCRJRkor6jLpHD3Obg7ftI/B2tM4ii5uGX+ANfGPk3E18eTujay/rYGqWvei3qabb3xCCCFWp+u5AvW/gP8KvDxt7OvAj7XW31RKfb38+l8s/PTESjZTYfmeHbdwf2c9yUiOicEEY70xQsNpUrEM0ahFNJbmYt1hTrbvI+wfxmdVsyP4NHW5jzKu/DjX+fjix9rZeXvLUod31fik/kkIIVa/D02gtNZvKKU6rhh+BthVfv6nwH4kgRIzmF5Yrm1NIpLlwuEgY71xwiMp0gkLK5NnPBHheN07dHe+QdoVoza9hq7eL/P4pse4//4NVDd5qW7w4HCZSxzR5a4snBdCCFEZ5loD1aK1HgHQWo8opZoXcE5ilSkWbRKhLCPnowT7E8SCadLxPFY6x2h+lCMNr3O64wB5M0dr7Ba2Dj2L330nUZ/BO7kin7+jAWOJbtMJIYQQM1Fa6w8/qHQF6rVpNVBRrXXttPcjWuu6q3zv88DzAC0tLVtfffXVBZj21SWTSaqqqhb1HMvZcorfLmpyCU06CJkw5NOQz0IxB6POPo627qOn4QhKKzaF7+Xu1IOsrV2L4deYPg0uKBRtbmq+vniWU+xLoZLjl9grM3ao7PgrOXa4MfHv3r37kNa6a6b35noFakwp1Vq++tQKBK92oNb6JeAlgK6uLr1r1645nvL67N+/n8U+x3K2HOLPW0XCI0kGT0cIhZKoZA4jZ1HMZDnvOs6R9XsZqb6Aq+Bha/hhPtX8Wd4zTC5W2wz4nWhTQQ4SsQKNARe/tGvrdZ13OcS+lCo5fol911JPY8lUcvyVHDssffxzTaD+BvhZ4Jvlr99fsBmJpdP7Frz3EkT6oK6dA20/z8u91dfdpuTtU0H+am8P+dEstTmNM68xcmBi0dt4kOOb9hHzBqnK1bF18Gfwp3fga6mn4fZ2ngk4+cbfncKXL+I3ZEWbEEKI5e16tjH4DqWC8Ual1CDwryklTt9VSv0i0A98fjEnKW6A3rfgB78DLj9UNXMg6OTFEz34Gtpoqq6/ZpuSbCrP6+8M8oN9vVTnwbA05IpoR5Iza9+le82bZJ1JGpLr2Nazh1T0dqwmL852H+O2zR++eZ4XntoiK9qEEEKsGNezCu9LV3nr4QWei1hK771USp7cAQBeTtyHzywQSPVDTcOMbUpSsRzDZ6OMXIhy6Mgw9RmNpwAJ5xjdnfs51/weRaNAW2QLbWO7sIo3MehRBGuKOClyp8sggDH1c7/13FZJmIQQQqwIshO5KIn0QdWlxZT9VoAms1z1XeZ3m/SHUsTDWQZOhhjri5MIZ0lFcziiNpFADwc69tFXdwJDG3SOd1E3+iAZZysX3BB22WgFTkORyRcv/7nS/kQIIcQKIgmUKKlrh9TE1BWoDa4EE5aDgNNbel9rilGLuy2T975/gWQ0SzKWJRFJcz5wjJ/esY/xQB/uvI8tQ5+gZuIBxl0BfuoqgscGpfA4Sns4ZawiXuel/Zyk/YkQQoiVRhIoUbLt+VINFIDLz57AYV4MfhRq2miM5/GGCnjSBW6q8TJ8IUI0maC77gDHtrxOwhOiOtvI1r7P0ZjbRrjKy0/8WfKGTWu1h5F4DrSms9FHJm/Tm03R5vdgay3F4kIIIVYkSaBEScdOeOwbU6vwuhr8/NPWTt455SIbyWJkbapsg5HsKKfWvEF359tYjgxrkp08EX6W3e27yG7x8r3ecYLRDLfW1wCalFXkzjY3oEhZBTY2+flC1zoO9kXoHwmyodDLHs9bbD9ogvF8aR5CCCHEMicJlLikYye5NdsZOhNm8HQUazTNeitJOA1JzygH1+7nfONBbGWzIXwXm0K70cZGdn7qFh74yFqUUnziY+3XdapfWPcW/OCbpcJ1lx9SqdIVsMe+IUmUEEKIZU8SKAFAJmHRfzLE8PkoiUiWRDhDKpbjvPM0xzfvY7DuFI6ii03B7bSMf5yEo4lsZxVRrfnzc6Ps3tY2uxNesepv6ut7L0kCJYQQYtmTBKrCJUIZek+ECPbGiUfSJEIWiViKszWHOXrTPkL+IbxWgHuGnyQwtp1xj4/DVYo0Rba5Tfxaz20F3RWr/oBSQhXpW5jAhBBCiEUkCVQF0loTHk7RdyLExFCSVCRDbCJLJB2ju+Edjt/xBil3lPrMGrYPfIn6VBf5Jj9v12XIUdp+wFteUTfnFXRXrPoDwEqVxoUQQohlThKoClIs2oz3Jeg9EeJCT4T+/hiOLFiOMN2tr3Pq5nfJmzlaY7fwaPSrPNL5cTKb3fzno334PAatLg9ng8mpFXWJbGHuK+iuWPWHlSo9dv/2wgYthBBCLAJJoCpAIVdk+EKEge4IsYk0IwNJIqEcaf8AxzftpafhCADtoXu5JfoQymjnvFfzxH0NPLqpker2wFSLlTvbqplcUdda65p7u5UrVv1R115KnqT+SQghxAogCdQqlk3mGTwbYfhshOh4ith4lmQkwwV/N8e27GWk5jzOgpubRx+kKfgxso560h1+LK9JIVfkzw70sWNTI9s3NixOi5WOnZIwCSGEWJEkgVpltNYkwlkGT4cZvRgjOpYmPpEmnkhzpu4gx7bsI+Ibw5er5b6hZ1iXeYBzGZPuKoioItt8pT8S0l5FCCGEuDpJoFYJ29bExtOEzmp+0n+ByFiKxESWSDbKyea3OdH5BhlXkqbMOj468FVq0/dRrPMy0eCgdzxBJl/E65L2KkIIIcT1kARqhSvmbSaGEgycChMaShHpgUh+nHE9ytE1+znb9B4FM09n8g52WZ/kI833k2g3+ePuQZx+A79LUe930hvO0+b3SnsVIYQQ4jpIArUEDvSEpoqyN9T72LOjA+ADY9eqO7IyBYL9cYbORBgfTBAdy5CMZhl0XeDI+n301Z3A0Aa3xu/nCc8z3Lr+VtZ0VtPSWY23ykX95lpefreXUyMJMlaBGo+DaNoiV7C5rTXwgeLwmea8KHVRQgghxAogCdQNdqAnxIuvdeNzOWiqcjORsPj6XxxFGYqmKs/U2IuvdfPCU1suS1K01mQSecZ6YwydixIaShAdzZBKZLhQfYyjN+9jLNCLO+/j9uAjrIt+jJxZy9pdHdz70XW4vZf+c0/+3Bdf66apyo3fbU678tTxgeTpyjnPND8hhBCiUkgCdYO9/G4vPpeDgKf00Qc8Ds4FCyhgY2PV1Njksds3NmDbmmQky8j5GGM9MYIDceITGZLZFKfqf8KxO/YT94QIZBvYOfJp6tMPUPT4SbeYTDg0fz0a4lFvx3XNZfp5Z3ucEEIIUSkkgbrB+sNpmqrcl43li/YHjvO7TQYnUoSHk4xciDJ2Mc74QIL4RIaoHeF485t0b36bnCPN2sxGnso8x3hfJ7c1FznmrybrM7FNhecarVZmmstMq++u9zghhBCiUkgCdYNtqPcxkbCmruIAOE0DNe0Yo6ixYxZ3Fkx+8tpFwkMJkjGLoDHEsbX7ONt4EFvZ3JK+h0d5hrta7ibQ4OHbDGHUTpDOXvrZ11pNN9NcZjr+eo8TQgghKoUkUDdYV3sdf/iDM+QKNkqB1+nAoTQ5G46cD7EGk3bbpCULGxxOLvQFGfCf5XjHPgbqTmEWnXRO7GB9YhcUmviHQoHvOC+wZl0Vt7RWk8sUefPcOABKKUwDGvwu7vo3P6Bga9wOgxqvgy1ra+hqr+N7h4cArqiBunz13Z4dHbz4WveHHieEEEJUCkmgbqADPSFefqcXW4OhoGhDOlugBsXtLjc1GZv6DNTbRXwGnKw/yNGOvYT8Q3isADcPPk5V6KNUeWrotywGyZLzKEynwchQnEODUX7jDijq0r5QoDEUDEazuE1FrqDJWEWy+SIeR5L+UJrP3NfGwb7ItNV1H2zNsn1jAy88teWKVXhzbOEihBBCrAKSQN1AL7/bSyxbwOs0cCkHVQVwJYuszUNbUlOnTYoqw5nWdznR+jopd5SaTAtbh5/FDN2HpRwknZoztkXUaVNAY2qoNgxSdhFQ2BoCbhOHYRDL5CnYpSTKKmpMo3SjMF/UhFN5Ohr9HOyL8K3ntn7o3BetnYsQQgixAkkCdQP1h9OQt2nCoNaCtTmozpoEAMsV5mDrW5xufoe8I0dz/GY2j3yBVuNOlOngpJkm7oGkAeFsEaVAAUWtAbC1RlHa6sBUpUTJRqOZPA5MA9Cl78nki1IILoQQQsyRJFA3wOT+TZsdLqqyWVpzmoYC+GwI+wd5p3U/PY1HANgQvYe22EM0uzZhew1CdhFV62TMNsgVbUDjNA1sW2PrS1eVjHLSpJSiqDUOpTBQU0mUoaCca2EohddpSiG4EEIIMUeSQC0i29akojmiwTSjPTHujEJzysRh5xmpPcUba/czUnMeZ8HNxuCDdFi7MQsNpNHs/EgbngYPf/jGOXzYrK3zcGY0CQrW13kYiGQoFMBtKPK2jWkobG3jMBQFW1O0bUwDNKWrT5M1UAAep0G93ymF4EIIIcQcSQK1CIp5m3goQyyY5v33hrlwOoSZBlPn6Ws6yPHWfUR9Y3hzNWwZeIL7U81E9DomDBe2MURGJ/kvbw2wYW0zn9l681SR953ragDNWDyLz+UAilhFjcbmnvU1PHb7GhzB0zRWucjmbbwuN80BN7GMxXA0i2FcWoVX43MBmhf/X7e0ZhFCCCFmSRKoBWRlC8QnMoRGkgyfjtFzNkR0PIdypDjZ+hbda94k40pQm2pj68CXCUTWoZWXW+ovco/5t/Qko/yB/jQ+t0kTMSaGknwvbvPCZ7ZNJTeTbVWaA97LthT42iOb2b6xgf37+9n/mV3XnKe0ZhFCCCHmRxKoBZCOW8QnMkwMJUrNfQcSpOIW43aQ4537OdN0gKKZpyV6Kxt6P467uJk1hCk4LWJGjh/aAZ50vs+/1V/BR4qA6QYcBFQBMiOXtUxZiLYq0ppFCCGEmB9JoOZI25pkNEcsmCbYH2f4bITQcIpMIs+Qp4ej6/dysf44hjboiHaxLvMQ45FGXEqRUpq0I07ODQWjSE/Riypk6NdNNBEFym1TDAf+fOKylXIL0VZFWrMIIYQQ8yMJ1CxN1jdFRlOM9SUYvRAlMpYik7ToqTnO0c17GQv04i742BL6BPXpjxFwNqEMxbgzw6i2yXkN6h0aihYp28sGVxKcXjaocSaoITB5MrtAygxctlJuIdqqSGsWIYQQYn4kgbqGAz2hqd23O6q9fGbzGtqUg9GLMYIXY8RDWZK5FKfr3+PYxv3EPRNUZeu5te8pnLF7MQ0/4aJN1hzE782RCTQxmFZ0VHuwXRtIjV0kjcGellNQbGRP8h94sbgHigqroOkr1JNRfu5OWhzoCbF9Y8OCtFWR1ixCCCHE/EgCdRWThdY1hkmHbWL0p/nhybPc5HJBqkjUjnC8+U1OtrxFzpmmJd3OxgsP4U7eRIwAeW2T0HlMZ4YLyk2VXWBL/hSf7rqLg0k//WHFhraN7DF/yPbCcWi8ie337uCF7lP8x75NnM634XM7uK2pBq25rMh7vm1VpDWLEEIIMT+SQM1A25rv7OthbRbqrSK+RAFvRuOwYMjbz4nWfZxteh9b2WzO3sNTgc/RfSZKpuAgZPjIaZucaRE2bJSh2eiN0OjM8q01P4bcUX7huZenne2xy869fQc0vHKIu664xQaXirwXoq2KtGYRQggh5k4SqGkm65tCg0lUT4INefCkwSxoxqrPc2zjXgbqujFtJ/flHuTTzZ/jlltvxi5q3jn4Bj5nnuECZEyLInk0YGknfiNOv1UFLj9E+j50HlLkLYQQQixvkkBR2r8pNp4m2JcgNJhkYiDJ+hioYpHe+iMcX7uXiapB3Pkq7hj/JP/o1i+ztqkFbI1SCl+1E38gzYhdIG24sWwTh1YUtcKr8qRsZ6lQ3EpBXfuHzkeKvIUQQojlraITqEzCKq2m640TGk4RHk6RCKVJ5FKcaXqXY637SbmjVGdbuHvoWQK5Lp7s6qStKYBhgNPnJNDgoabJyxcf7uTFH/RQb6QYtGspagcazRozRdp2sCdwuJRA7f7tD52XFHkLIYQQy1vFJVCT+zdNDCQIDiSIDCeJjGVIhjOEdYjjLW9wqvkdLEeWxvgm1vd/lkLyZkKGSVTZ/PFbvdQEXBiuLOHkCOvsAbrMcxx0dpF0bCCbz1NFBpwOvC4XNQCFFC+GdrGh9QvssW9j+4fMcXqR96mRBBmrgMdp8PK7vVPvCyGEEGLpVEwCVczbxCbSU1eboqMpIsE06UiOUecAR9v2caHhMFrBusg9tEZ3E0u1klGagqEposkpSKoCJxJ5HMpii4rTo5rZW7iDjtwYne6LpBq3kFZ+XnhqC8Clliluk4lc8bpbpky+/+Jr3TRVufG7TWm5IoQQQiwTqz6BsrIFImMpRs/HiIyliQUzRMbTpBNZ+nynOXrTXoZqzuIsurnfeoSaiQfI0MBowaLgsCkUIKs0MUOTdGgKGgxVxMZgiCbQ4KRIWFXTZscIpPqh/s6pq0XzaZkiLVeEEEKI5WnVJlCZhMX4QILRi3HiExliE2liwTSpdJaztQc5ets+Ir5RqvK1PJ77Ik+0PE1bazO//6PT1LhNsgkbZSqCukgEG63AoUBrUGhsFBntAsBJvvRca8hnLlsxN5/VdLIaTwghhFieVlUCpW1NLmlz7v0xggMJEuEMifEM8VCWmBXjZNPbnLjpTdKuOM25dTxb+BUeWvMJ6ltqcLlMbFvTWOUmahVJeQ0i2iYN6CKo8jkUoFEYaLzKAiCjnaXnSoHTe9mKufmsppPVeEIIIcTytKoSqMHTYUKnoTA4QmI8RyKcZoJxjrW8zunmAxRMi9bErTxd/BUea3+AmmYfF8IZ/vqdi4ynLBpqPPibvfz96TFyRZtC0Z762RoolF8WMSmiSWonjSpBHA9tOo5tuEj5N1y2Ym4+q+lkNZ4QQgixPK2qBCoeypAcg8RghCHnRY6u38fF+qMobbA+upWNyYcw7fWcN4p03QQToTTffX8A02XiaHBzPJWhtztMc8BNxioSSVsUbDAA+wNnU2TwMKEVX3C8xYSnnX7PbWxobGLPjo6pGqX5tEyRlitCCCHE8rSqEqiTPxnkrOMYRzfsZbT6Iu6ij1tDD7M2vgu3twHLp9Cmwp1T/Lg7iO1QWNVO3FUOUIrweAGnYZDN29y1rpbjgzEy+SJW0ca2NQVboyndxjMNBZi4PdVMbHqObz23dcY5zbdlirRcEUIIIZafVZVAHaj7e37U9JfU5Bt42voqD9U9zp/3h9DVTrKmidKaUCzHQCrLODY5h6KjwUu7cgKQyOYp2JqUVeBQX5h4tgCArcFQpdt4wFQSVdSaQtGWom4hhBCiwqyqBOrzt38Gz7sBPtn+JPUt1fRnsgzbQbKjOQwUCW0TNmwyBoAGW3N+PMXF8QR1Kk1GVzFZLh7NlJInVX7Y+tJ5SoXkYCiFwzSkqFsIIYSoMPNKoJRSjwN/BJjAn2itv7kgs5qjNHW0G7fyL98+Rw4Dl1aYSpFWmoihyZqTR+rLvq+IwYSumvaeYvqRXodBtmBfdgXK1hqnaVDjcbBnR8dihiWEEEKIZcaY6zcqpUzgvwFPAFuALymltizUxGbrQE+I3/vxcfIuGzDxYpA1YNAsMuLQZKci1df4KWBgX3aMAgIeJx6ngaHAZSochsLjNLhnfQ3f/NzdUqMkhBBCVJj5XIHaBpzXWvcAKKVeBZ4BuhdiYrP18ru95BM5dMBZuuJk2lhTF5Iuv6p0LSYwWSquKRWL37muhkS2QGPAddVicSGEEEJUDqX1ta/IXPUblfoc8LjW+pfKr78K3K+1/rUrjnseeB6gpaVl66uvvjq/GV/F+WCSnFWg0aUI5mf3vZM1TZPPmfbaNBQeh4mtNa21Xvwu84M/YBlJJpNUVVV9+IGrUCXHDpUdv8RembFDZcdfybHDjYl/9+7dh7TWXTO9N58rUDNd0vlANqa1fgl4CaCrq0vv2rVrHqe8uu++cogDp3r5+S0O/v1x87KkqGT6dC+948LCRJPBhYldKhjHgQacJrTV+bmtNXDZ3k7L2f79+1msz3i5q+TYobLjl9h3LfU0lkwlx1/JscPSxz+fBGoQWD/t9TpgeH7Tmbs9Ozo41T+GotRe5crkqbR3U+l5owdq7TBjOTcZXNQYWT7vPc4ZvYFT+RYwHNzWWs3XHpFNK4UQQgjxQfNJoN4HblZKdQJDwLPAlxdkVnOwfWMDv/fF++k++DYuCuQp3Wqrchq0NVRNbTewUq4kCSGEEGL5mnMCpbUuKKV+DfgBpdrrb2utTy7YzOZg+8YGsv3VnP3mrqWchhBCCCFWuXntA6W1/jvg7xZoLkIIIYQQK8Kc94ESQgghhKhUkkAJIYQQQsySJFBCCCGEELMkCZQQQgghxCxJAiWEEEIIMUuSQAkhhBBCzJIkUEIIIYQQszTnZsJzOplS40DfIp+mEZhY5HMsZ5UcfyXHDpUdv8ReuSo5/kqOHW5M/O1a66aZ3rihCdSNoJQ6eLXOyZWgkuOv5NihsuOX2Cszdqjs+Cs5dlj6+OUWnhBCCCHELEkCJYQQQggxS6sxgXppqSewxCo5/kqOHSo7fom9clVy/JUcOyxx/KuuBkoIIYQQYrGtxitQQgghhBCLalUlUEqpx5VSZ5RS55VSX1/q+Sw0pdS3lVJBpdSJaWP1SqkfKaXOlb/WTXvvt8qfxRml1GNLM+uFoZRar5Tap5Q6pZQ6qZT6Z+XxSonfo5R6Tyl1tBz/75bHKyJ+AKWUqZT6qVLqtfLrSoq9Vyl1XCl1RCl1sDxWEfErpWqVUn+hlDpd/vu/oxJiV0ptLv/3nnzElVK/XgmxT1JKfa38++6EUuo75d+Dyyd+rfWqeAAmcAHYCLiAo8CWpZ7XAsf4IHAfcGLa2B8AXy8//zrw++XnW8qfgRvoLH825lLHMI/YW4H7ys8DwNlyjJUSvwKqys+dwE+A7ZUSfzmm3wD+D/Ba+XUlxd4LNF4xVhHxA38K/FL5uQuorZTYp30GJjAKtFdK7EAbcBHwll9/F/i55RT/aroCtQ04r7Xu0VpbwKvAM0s8pwWltX4DCF8x/AylXzCUv/7MtPFXtdY5rfVF4Dylz2hF0lqPaK0Pl58ngFOU/oJVSvxaa50sv3SWH5oKiV8ptQ54EviTacMVEfs1rPr4lVLVlP7h+D8AtNaW1jpKBcR+hYeBC1rrPiordgfgVUo5AB8wzDKKfzUlUG3AwLTXg+Wx1a5Faz0CpSQDaC6Pr9rPQynVAdxL6SpMxcRfvoV1BAgCP9JaV1L8/wn454A9baxSYodSsvxDpdQhpdTz5bFKiH8jMA78z/Lt2z9RSvmpjNinexb4Tvl5RcSutR4C/h3QD4wAMa31D1lG8a+mBErNMFbJSwxX5eehlKoC/hL4da11/FqHzjC2ouPXWhe11vcA64BtSqk7rnH4qolfKfUUENRaH7reb5lhbEXGPs0DWuv7gCeAf6KUevAax66m+B2Uyhb+u9b6XiBF6bbN1aym2AFQSrmAp4E//7BDZxhbsbGXa5ueoXQ7bi3gV0p95VrfMsPYosa/mhKoQWD9tNfrKF3uW+3GlFKtAOWvwfL4qvs8lFJOSsnTK1rr75WHKyb+SeVbGPuBx6mM+B8AnlZK9VK6Nf+QUup/UxmxA6C1Hi5/DQJ/RenWRCXEPwgMlq+2AvwFpYSqEmKf9ARwWGs9Vn5dKbF/AriotR7XWueB7wEfZRnFv5oSqPeBm5VSneWM/Vngb5Z4TjfC3wA/W37+s8D3p40/q5RyK6U6gZuB95ZgfgtCKaUo1UGc0lr/h2lvVUr8TUqp2vJzL6VfLqepgPi11r+ltV6nte6g9Pd6r9b6K1RA7ABKKb9SKjD5HHgUOEEFxK+1HgUGlFKby0MPA91UQOzTfIlLt++gcmLvB7YrpXzl3/8PU6p9XT7xL3Wl/UI+gE9SWp11AfidpZ7PIsT3HUr3gvOUsu1fBBqAHwPnyl/rpx3/O+XP4gzwxFLPf56x76R0OfYYcKT8+GQFxX8X8NNy/CeAf1Uer4j4p8W0i0ur8Coidkp1QEfLj5OTv9sqKP57gIPlP/t/DdRVUOw+IATUTBuriNjL8fwupX8ongD+jNIKu2UTv+xELoQQQggxS6vpFp4QQgghxA0hCZQQQgghxCxJAiWEEEIIMUuSQAkhhBBCzJIkUEIIIYQQsyQJlBBCCCHELEkCJYQQQggxS5JACSGEEELM0v8H5txm0o32X1gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Perform a least squares analytical fit (1st degree)\n",
    "X_least = np.array([np.ones(len(x)), x[:, 0]]).T\n",
    "thetas = np.linalg.inv(X_least.T @ X_least) @ X_least.T @ y\n",
    "\n",
    "fig = plt.figure(figsize=(10, 5))\n",
    "\n",
    "X_pred = np.linspace(0, 800, 100)\n",
    "plt.scatter(x_test, y_test, label=\"Predicted\", color=\"tab:orange\", alpha=0.7)\n",
    "plt.scatter(x, y, label=\"Observed\", color=\"tab:blue\", alpha=0.7)\n",
    "for b0,b1 in linear_trace['beta'][:20]:\n",
    "    plt.plot(X_pred, b0 + b1*X_pred, alpha=0.3, color='tab:purple')\n",
    "plt.plot(X_pred, thetas[0] + thetas[1]*X_pred, label=\"Least Squares fit\", color=\"tab:green\")\n",
    "plt.legend(prop={'size': 13}, markerscale=2.5)\n",
    "plt.grid()\n",
    "plt.title(\"Linear Regression - Fitting using MCMC\", fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Selecting a bad prior\n",
    "\n",
    "On the above experiment we had as a prior of the parameters a normal distribution of mean 0 and sigma 50. This is a shallow distribution that avoid making hard prior decisions. Now we examine that the choice of prior can have major impact on the result model. Below, we define as the prior distribution of thetas a uniform distribution in the range of [-1, 0]. This is like saying \"I am certain that my parameters are between [-1, 0] and nowhere else. Of course, we expect a really bad fit since our dataset is positive correlated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [sigma, beta]\n",
      "Sampling 2 chains, 0 divergences: 100%|██████████| 6000/6000 [00:04<00:00, 1308.08draws/s]\n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as linear_model_bad_prior:\n",
    "    \n",
    "    beta = pm.Uniform('beta', lower=-1, upper=0, shape=2)\n",
    "    sigma = pm.HalfNormal('sigma', sigma=50)\n",
    "    \n",
    "    mu = beta[0] + beta[1] * x\n",
    "    \n",
    "    cr = pm.Normal('cr', mu=mu, sigma=sigma, observed=y)\n",
    "    \n",
    "    linear_trace = pm.sample(1000, tune=2000, cores=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with linear_model_bad_prior:\n",
    "    k = az.plot_trace(linear_trace)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot above shows that we must always diagnose our MCMC results. We can clearly see both parameters trying to go above 0 which of course cannot do since we have constrained them with our prior. Diagnosing these results most of the times is not that easy, but oymc offers a set of techniques that can help you."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "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"
    }
   ],
   "source": [
    "# Perform a least squares analytical fit (1st degree)\n",
    "X_least = np.array([np.ones(len(x)), x[:, 0]]).T\n",
    "thetas = np.linalg.inv(X_least.T @ X_least) @ X_least.T @ y\n",
    "\n",
    "fig = plt.figure(figsize=(10, 5))\n",
    "\n",
    "X_pred = np.linspace(0, 800, 100)\n",
    "plt.scatter(x_test, y_test, label=\"Predicted\", color=\"tab:orange\", alpha=0.7)\n",
    "plt.scatter(x, y, label=\"Observed\", color=\"tab:blue\", alpha=0.7)\n",
    "for b0,b1 in linear_trace['beta'][:20]:\n",
    "    plt.plot(X_pred, b0 + b1*X_pred, alpha=0.3, color='tab:purple')\n",
    "plt.plot(X_pred, thetas[0] + thetas[1]*X_pred, label=\"Least Squares fit\", color=\"tab:green\")\n",
    "plt.legend(prop={'size': 13}, markerscale=2.5)\n",
    "plt.grid()\n",
    "plt.title(\"Linear Regression - Fitting using MCMC with wrong prior\", fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As expected the purple lines we create by sampling the result distributions cannot fit our data since they were doomed from our prior selection."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gaussian Process\n",
    "\n",
    "I believe that we now have a small grasp of what pymc is doing and the power of MCMC algorithms. We will now perform the above regression task using a Gausian process. Gaussian processes came from the observation that two things that have similar values on variable x, then they have similar values on variable y with high probability. In other words, it expects that our data is smooth. This model describes many phenomena, for example, the temperature gradually increases from morning to noon.\n",
    "\n",
    "But how do we model this similarity? Through the covariance matrix (also called kernel). In our case, we use the squared exponential kernel:\n",
    "$$\n",
    "k(x, x') = σ^2 exp \\left(-\\dfrac{(x-x')^2}{2l^2}\\right)\n",
    "$$\n",
    "\n",
    "We can easily see that when x and x' are similar k(x, x') gets bigger and vice versa. The l parameter (in the code below it is named ro) controls how important it is for the x, x' to be similar."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [sigma, eta, ro]\n",
      "Sampling 2 chains, 0 divergences: 100%|██████████| 6000/6000 [00:46<00:00, 129.23draws/s]\n"
     ]
    }
   ],
   "source": [
    "random_monsters = random.sample(range(len(sorted_hp_cr)), len(sorted_hp_cr))\n",
    "\n",
    "x = sorted_hp_cr[[random_monsters], 0].T  # Our known feature (hp)\n",
    "y = sorted_hp_cr[[random_monsters], 1].T  # THe challenge rating we to regress\n",
    "x_test = np.delete(sorted_hp_cr, random_monsters, axis=0)[:, 0].T\n",
    "y_test = np.delete(sorted_hp_cr, random_monsters, axis=0)[:, 1].T\n",
    "\n",
    "with pm.Model() as gp_model:\n",
    "    # We sample both the length (ro) and the variance (eta)\n",
    "    ro = pm.HalfCauchy('ro', 5)\n",
    "#     ro = 10\n",
    "    eta = pm.HalfCauchy('eta', 5)\n",
    "    \n",
    "    \n",
    "    M = pm.gp.mean.Linear(coeffs=(y/x).mean())\n",
    "    K = (eta**2) * pm.gp.cov.ExpQuad(1, ro) \n",
    "    \n",
    "    sigma = pm.HalfNormal('sigma', 50)\n",
    "    \n",
    "    cr_gp = pm.gp.Marginal(mean_func=M, cov_func=K)\n",
    "    cr_gp.marginal_likelihood('CR', X=x, y=y[:, 0], noise=sigma)\n",
    "\n",
    "    gp_trace = pm.sample(1000, tune=2000, cores=2, random_seed=421)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LgjA3UErZSqlnlFLfD543KaV+opTaF/xtjG37EaXUfqXUHqXUrbMntXC2YyvxoJ3NFDyfhK1QStolCHMHMdAmoHsoz9/9eA9/ecdmks6oqXrsn+CKuyBdNzvCTTGL6tJ843euYTDn8uYvPE5ftjDxB17+UeNBe/xfZkZAQRCEk/MBYFfs+YeBB7TWG4AHgucopS4A7gQ2A7cB/6yUsmdY1rmFLLadFlqb4hJioJ29FD1N0rZQKMlBE+YMYqBNwCfu28NLzmvhunXN5W/0H4Pn74Wr3z07gk0TtekEX/rtq1jZVMWvfe6XE1d4TFbB6/8NHvoYtO+cOSEFQRAqoJRaDrwS+ELs5TuAu4PHdwOvjb3+Na11Xmt9ENgPbJkhUeceWsPOb5u2McIpoTE5aBLiOLsc6Bw6bSO54PokHUs8aMKcQgy0cXj++AA/2H6CP3nF+WPffOJf4fxXQ/2ymRdsmkk6Fn//65dw8/mLeOO/PMahruHxN156Kdzwh/Ctd8iNXRCE2ebTwIeAuCtokdb6BEDwd2Hw+jLgaGy71uC1c5NQK/XysyvHWYqEOM4+O4710zl4euev5KAJcxEx0Mbh4z/axdtftIZFdenyN/KDsPU/TGn9eYpSio/cvolfv3IFv/6vj7GvfXD8ja/7Pcg0wQN/MXMCCoIgxFBKvQro0Fo/NdmPVHitom6mlHqXUmqrUmprZ2fnacs4twmGLs28ThmtpUjIXCFbOL0erQXXGGgoczwFYS4gBloFHtnbya4Tg7zzhrVj33z6v2DJxbDkkpkXbAZRSvGBl23gnS9ey52f/xU7jvVX3tCy4XX/Atu+AvsfmFkhBUEQDNcDr1FKHQK+BrxUKfXfQLtSaglA8DesVd8KrIh9fjlQsSyt1vrzWusrtdZXtrS0TJf8k+AMFMfWp+DoExPsOjDMJA/ttLAthSdTN+tkCycpcDYORS8IcUQaVQtzBzHQRuH7mo//aDe//7IN1KRGlc/3XPjV5+C6350d4WaBd96wlg++/Dze/MXH2d46jpHWsAJe+fdwz/tgpG9G5RMEQdBaf0RrvVxrvRpT/ONBrfWbgXuBu4LN7gLuCR7fC9yplEoppdYAG4AJLJiznN6D0DdBr8tQK9Wnp+Ceq4TeFlv6oM0J3DPJQbNNDpowjeQHRUc8BcRAG8V3tx0j73q86aoVY9/cda9p1rz+lpkXbBb5ratX8b9v28Rbv/Q4O4+PY6Rd9AZYsQV+/CczK5wgCML4/A1wi1JqH3BL8Byt9U7gG8DzwH3A+7Q+l62TQLH1z+EpOAMcy5IQxznA6YYnFj1NwlEmB00O4/Sx/wHY/9PZluKsQQy0GLmixyd/vIf/fdsmE48cR2tTWv/a94F17k3bb2xZyQdfvpG3fPEJdrcNVN7oFX8Pe++DvffPrHCCIAgBWuuHtdavCh53a61v1lpvCP72xLb7a631Oq31Rq31j2ZP4jlAFOJ4ejk85yqhMq8UYqBNkh/vbGPb0b4p3WdomJ3uEYiKhCgpsz+tTGINbH/HIAcnKk53DnHuWRoTcPcvD7GsMcPLL1g09s0jv4Lew3DxnTMv2BzhLdes4vdeup7f+rfH2VupcEhNC7zik/C93xM3tiAIwtlCaFyIgXZKhKq8bZ2buUsjBY/+bPGUPpMrevQOn6TP6ikSReie5jHIS5n9icmNEzl1ypw8hnTn8QGea+2bou87uxEDLaB3uMBnH9rPR15xPqpSIPIvPwNb3mVCHM9hfvv6NbznxnW8+QuPc7QnO3aDC18fhDr+6cwLJwiCMJ2487UMvYQ4ngmWOjerOP7yQBcP7+04+YajmOpcrzOZedfzcX2fhCVl9isy1An7fjLbUkS4ns8PnjtxTlTbFAMt4J8e2s+LNjRz+crGsW92H4AXHoKr3j7zgs1B3vHitdx51Qre/MXH6Ris0P/sFX8Pe38koY6CIMwv5msZ+ijE8dS8Iec6oZJoqXNPsfd9zVD+9DyuFRfBz4CSsn7qR+EH20/g+RqlCDxo59qRPAlT+Zsw3nE/+sSkvXT9I0Vc3z/tgjCT4thTJmpulhEDDTjak+WrTxzhj2/dVHmDxz4LF78JqptnVrA5zB/cch43bGjhri89Sf/IqAtYQh0FQZiPzFflLRzXvPUQTg/h2aCUOucU+4Pdp58nNNXFEiPzzDv9EF3bUoCavIk30ge5cfLxzyG01qdw7o9z5PuOmBSiSbDrhEmvmVaPdc9B6G89pY/4/qnMw+QQAw34ux/v4Y1XLGdNc/XYN4e74NmvmeIgQoRSir94zWbWL6zhHXc/ycjo/iMS6igIwrzDeJpyRY/2gQrRA2ctgWLhTW1u0Hwn1MescXKX9rUP8rO987O5uX8GHowpdaBpjR7qJFHop/HQDyf9scFckWN9I9FzS6lTy0Hb/1PYJ1FCzxzt474dbVOwp8lNfOi1nWvrId977jh724emdJ/nvIH2XGsfD+3p4Pdu3lB5gyf+DdbdBM3jvH8OY1mKv3/jJVQlHd73lacpju7U+Yq/hz0/hAMPzY6AgiAIU0mgFew41s+vXuieZWGmkDDEUTxop4WlKnteWvtG6MtOvdFbcH3yrmfCwoZn5zw8kzBFNZU+tP6jqIM/w/byp6S0b2/tZ+uhqKgrlgr9O3NM85/jdA3mKZykS7vn65P3CZzkwTOeTuZk38Ex0WRnyDltoGmt+dgPd/Hul6xjQU1q7AaFYXji83D9B2ZeuLOEpGPxuTdfTl+2wB//z7Plq2o1LXDrx0yoY0HKpgqCcJYzw8u2HQO5UkWz6fzucN/FkYm3E8oIS7JbSlX0KFnT1Pn4Z3s7uX9nO/QfM03IT4fBNhOi556eAWmdxtDCOZrSaXELhEX2T6VEvj1qAEqpIFR1CmWbT/iVjbDJTNfO4/18/7njpQM/cGLiD0xwEMLQxrlYlGeqL/dz2kB7aE8HB7uGedv1aypv8MyXoWWjCdUTxqUq6fDvv72FXScG+egPdpXH4V5yJyxYDw/+9ewJKAiCMCVMvYJZ9Hw6KoVLjvSxv2NoZnsC5QdM1TZhUmgdKvbga2jrz5UZavY0GWjZghsoqPqkrRHyrsfjlby9hx41IXqtT5yWDCd1YJx4Fo49DV7JqxAq1ZOdld7hwsnzemJFLE4lB2i0gRbKNffU/jnCOMVCJjPl4bkSGVWHf1FpTwAkCn0sOzZ+qGrUEWSUvZgtuLT1z6ew83PYQHM9n4//cDd/eMtGMkl77AaeC499Rrxnk6S+KsHdb9vCj3e28a+PvFB6Qyl41afhmf+C1q2zJp8gCMKZM/Xq2972QR4brUBrDft/iuVWaGUyDsf6Rii4p1llUvuQqoWqBXM/D01r2P7N0/b8TAdKGf/N4V9+g9b29rLXpxU9joHWdxRanwJgYMSlbSA3vvHinV5Yludr0D6LTjxU2bvStQ96XoDn74leioy6Sc7LI/s6aR+oHHa741g/BzqHzPg1gDZ/JxsqpxhTlXWu90E72pMdm+8/U+z63ml/NFyomPDnKZh42z2ZF7+yB23b0T4ePzgD4b6+N24o+FRf7uesgfatp1uxlOLXrlheeYPnvwtOBjbcOqNync0srk9z99u28PlHXuB/th4tvdG4Cm76U7jn/XPqpioIgjDbVIwcCvqRncoNf+uhHo5U6k05GbQ236Ys0FOvAHYM5Mb0zcwVvdMzKEMDco60PFAEoYwabC+HHu4qvTftBppfbqBpDTu+De07o9DHpG3UvHHzhOzEaX110fNR2qWKXGUjMZEZ81KkVJ+CEeSNYzEd6Bxix7F+6DsShTb6MGkLq7p/H8uO/ajsNYU6pTDJmebpI708f2KGK0eedD5PPl/hcZ84byz0ruoJcxS1NtfbeOfFtNP65LjGqoQ4TgHZgsunfrKXD79iU0U3N1rDL/8Rrv89sM7JKTpt1i+s4Yt3Xclffu95HtxdWklkyzvNCu2jn5o94QRBEM6ESCcY507ctsPkBZ0CFXMpAiPpVHOYQmX81NFGu7DsyPB5ZG/nyQ0o35+UB6Y3W6RrqHzV+cc728Z6DifDHPLw6WDawhBHMB7RncdNT6fpCnGMSVBuHPmeOX5uLraFESw/3rG0nNP6Zs/XLMjYJOxxjPoKBtpp2Gcnpzhi9qt18Hdyhrujx55Hp+1BG+qE4gThdfmJq/t5vi7lmp6EGc+9Osl8Ti7E0Ww0ufWYiXeoMeGps5aDNmFrham93s9J6+NLjx5kXUsNN57XUnmDgz+DoQ646I0zK9g84bKVjfzjb17GB766jacO95oXLRte8xn45WegY9fsCigIgnAGjKt3d+6G9h0V3xqvLHlFRSNQuier34cVdBPOaSoIgaXR2l9gJG8U195s4aTV2Wh9oiyEbdzdU7mK22mFa4UG4RzxoMFoz4uiIwjLCysdVjr2/dkpqPim/cjbap575X8pGY754tQaaK6vSeAH0YUV9p2sDf7WxGQJynnEpqNjMMd9O06M612ZMK9slGE4riyVPhrIZXnlCwenpfcf/Bkcf6b03PdK1TVz/bD3vgkXMnqzhUnnmrre5AU83jdivIxnxJkbQpPyoOlRf8fbTAcG2nRe/hP98GqfbN7lnm2nthB3OpxzBlrXUJ5//dkLfOT288cvE/vIJ+Ga94JTobKjMClu2riQ//uazbzj7ifZ124aC7JwE1z3eybU0Z+lOGpBEITT5vSUlb5sge89d7ziexV1lijEcXJaSOgdKQsN2vMjGKj8nWPQPqB4oSvL0e7hSJE6adGFMBdj1Hb7O4bY3zEYPff9ysrZeLdgrTW54jj3iNCDduLZ02oU3NqbPem4TvSPMJA7uQHV2mvCNi01yggLxhUG6OxpHyz7XNHzeXhvx5mX5R6dgxbeV2PjC8c6pg1OyEkMtMHYPJzoH+GxA8bw8HxNiiC3bbRRpLU5TrVLzOJsKF5ooMWuo6GcS971x5dvHJK2hQoMNI1G4VeWZce3YaQ3NqB28Fy0hkW1aRZVlU7CMJfw9Ih9rnMPvPCQeRwW3ZmgmEt4rk+myImvNXvaBifVvuFA55DJ0zsTTqKrTWa2wkvjRP9E+WWa7me+Tzo/cZEijcZWYz1oU9q64SQSjIzz2yQhjmfIZx7Yx0vPX8hFy+srb3DoF8bDc9XbZ1awecivXbGcd79kHW/90hOlC/NFfwDFrGlfIAiCcBZyqvfhkQkUsIpKWaDMWSdRf3JFj33tg1EoYplyWRievIGGNvlnysKxfFw/3N9JCBcxRyXN7zzez87jJeNpPA/aePO4t32IH++s0Pw2118y0AaOQc+Bk0lYhtaapw73Mpgfqyy39ZcKaTxxsKcU/TEBz58YwPM1iWOP0Xj84UnL0TNsxhApdLkBOL5t0p8vMcpAqxBqOKaC3mgmMNC6h/I8uLsjet4xkKenuwN99Ans/oM0djwe7Lz8e+v6d8PgiSBktvS9oSxxUcb1qmiN8sc3QhzbQkUGH9HjMWet9ssrkx76Oft2bkX7nglPjVUnVFQos9+xC/qOjCtHidjZXBaGGx6A8Q2dXODdnExrL8/X7G4bmFRT5KkxWqbAg+ZrWmpSuBOmoGm6uzrIZE9Ez8fZDNtWpfOm0ry27Sg3yqeSCTy0UiTkDDjQOcQ3n2rlj16+cfyNfvY3cN3vQrJ65gSbx7zrhrW88qIlvPWLT5gVHycJr/knU3a/99BsiycIgnBqnEYMVJhLVqwQnlRRKdOhR2zi7zrcnY2MhNMUrfR9SqGVja39KHxo0lGExYmLk2hdudjDeFEsw4UK3ga3APt+Ut6r7RQHHBkI4bi6D0DeeLceP9hdXjFwkruuHdiPPdSGXSh5ycJR+dp4eqzBY3C0VM4+9BZpbR773Qege/8pjSXaQSUPWnyTsIBGMOZ7th0r974oxVOHeyp6WkYbT77WVGdb0b2HoZgr5UjGThTlF6gdCio5Ww7xidQxgyr6jgphjwB07mbp8Z+Me4gVRB40tHk8bg5abI58rTnWM0Cu4Jq0y7iBVul0bN9ZduzGJf7huAzh4wmK74QLLJPJqwrn61S8NafqnSwjLlPFBaaTfH77N0n27SOTtE9iwGhTp4iJf3w04FgxQ3rnd6DnYPlGnbuhY/dJBJuIckkLrh95yysNuNTfT3LQTpuP/WAXb7l2NSuaqipvcPgxY3lf9Y6ZFWweo5TiT15xPpuX1vGOu7eanIPlV8AVd8H3fn9u17QVBEEYjdanfCMOFd0f7TgR5V15vmYgVxwnBy2eVzT+b2RY5EprjfLdsTbFRKXVt38zVrVB42nQysJWOuZBm0RCCJy0cIfWJmdpNOP1Lqoodqjglhkhp2qgme3D8XH8mXFzoicb6lYz+ILpnxVsrmKKpedrErZFovdAmRcmMoC15ofbT7C7rTwEctJoje/7DG7/QfB8lFL7/D2xwhyl8QzGQyu1prV3pJSKEGfUae5rMz5fazxPB8Uayr83le+Jfd4qO5iVQmfDnKrR14E+SWENCOY6qKCp9AT5cDEDzfU1SnsodwSFYkmtQ13GVLKsWCTEqtCGqbI0MeHLjZrhvDuptI7JqEPh3J3sF2hP22Dkuf/h9hMM5V3o3GvaH2CMjvZK/RfHfGFsPidYABhD72HIDdA9lGeopx3HstC6stQDuSKu55X/rmptFvF3fqf8+7QJcSxb8CkM4eSCnL/w4pr0cTs5h7qHSx71CufXaVWUnISH75wx0H6+r5NnW/t4303rxt/oZ38D170fUjXjbyOcMpal+MQbLqEq5fC7X30a1/Phpj8xPVKe/epsiycIgjB5TuZWyg9CtqfspXhif+gd2t02wEO7O8YqploznDOKk1lNHid0C7OSDEZBWHr8x6gxoVjjKA5hSGKkcGk83xhoxDxoJw25CueiY5f5PQ8oeVZKOUfhKnPe9cq8Nd3DlXsKjf2u0NKIG6+VN827XsUctqhYwTgKVbkTZHJeB0u7qJjCGDfQtNY49thMwsirFYgxmJu42fS4aKNk7zkcFCwYrUB7pQWA+LH0ysYWzMkkhmuMAx15RMPzr8yDpmJqZawqaFyG+OyX8tJGf5f5aw+2msWEUSgVeNCsRBDi6JrjXsn7GvOS+b4mk20jOXAQpWBpjc1NGxeafVYqsz/ZIirxcceLtPgeu9oGyBVOnm84rgfNzUcK/WSLhBztyZKNzYXr+dD2nMndxOSJ/mp0FdXhLjj4SHnvj7hMJ2mKXkbrk/DCQ1Eup22N08JAa/a2D3K8d6Tc6NS+KdYXO6dD43RMFcfBdhragubXfpET/SN4FYzB/R2D5N1TqH/Qc5Bc0TPGbUmKMZtN3D5gHPY/UCokMw7nhIHmej4f/f4uPnjLRmrT4/T8OPgItG2HLe+aWeHOEZKOxed+63I6B/N86JvP4TtV8Op/gB//ibkIBUEQzgp0pEi4ns/xvpGxeWTZHmh/Hvb+GICiH1fazd8o3DFyYpkHrb0j/GKfaVFiBQrxeIQetGKQ3HF491N42b5TGEqpqERRg8ZC+6UctON9IyeptBjIlu2GY0+XyVU9dAh2fAswinnoQTvUlZ1EZblKXkW3/G98u0K2TIn/5YHu8hw234ft30R75rOjldxKXomFR3446XuTiu0D/OgghyGOo5VFf9QxL5yK0lguebmiWiGMTvtjPVSuN9ZD61YwSJ3OXaRyXZFxbRRRo2Z7vo9tWVFhjh9uP8GR7iw6buWOE+IYP7zjFaR5Jig7b2W7GA+l/chTEhrG+9oHuG/HqDymgRPRZ3xfY+mi8QYqNcb7O9ZGGt9XtadtoOQBHifEMRzX3rY+fvCckeOebcfKrquThjYefdwo9LFtT+bEH12BNcpHCwzJii2mRnoDoyjuYS3tp2coO8bAGSO675daDmgdLdY4tsKv5EGLQlyLkQfN/NFjdh4+tSxFonMn7L1/7P58l2N9I/QNx7yDwbm98/gAx/tKr/9if1eUD1qRY0/xi/1d5T0ctR5zSoRynXLp/5M05T4nDLSvbz2KUvCmq1ZU3kBr+On/hRv+2PTqEqaF6pTDf/yvLew8PsD/uWcHeu2NsOmV8MM/nm3RBEEQJof2I+WobSDHk4d6GBgZtbJsWdDfGuU3VVphHa2QhpsUPD/KrVFKo7SuWEjE80vKeb5glIyEO4R77LnxRdfaKBuh0hVV/fPN9ysL7buRvAc6h9g+kTE1jkJiKUgW+nE9n5GCh9YlD9pYj6EJcTrcPbbMePdQnl8eCBT0KMSxQn5PWCo98AyW9W9zC9FnfdfMU8dg3ngUArzROSRR6GZJUd3TNli5cAnlfdCqhltZeMSEHHpa49hjQ7tGe41Ou+nu6M9VCEFL7fkOyi9Qvfc7pnAM4MfmsGcCD6bTtZuqbGtJTr90Proa7CCC0fdcip5P/0gxMgS01qDKPWiub8KD456UyEALnrcP5Mq9FuN4J0oeNMf0xlLme1zPo5jPlnrCgekLF4zZDb2ofrDQEjNqKxo9E1hCg3m3lJtEZQPND45J31CuzAgerFAldFwFP2ZElvJYx5fL9/X4eWd2EoCEHTtOo+Wu9Brw2P4O9owKxx0jcdce2P39QBA3MtDG9aAFr1meG8vd1HQOjDVewk9bSuH0H4Z8UIgoHs4YXLM6Humw89v4A2bRKxw3mKruoYF9tKdyddcxvSAnCHGcTBXO8g9OHBo+7w20gVyRT92/lz975QWVVwzAdAUf7oQr3zazwp2DNFYn+e93XM1jB7r56A92oW/5KBx5DJ6/d7ZFEwRBODmxm3AYRlcc7X1QdpliF1eWxtzEg83iylnoDTBVHMeqNd1DeR7e08G2o30AFPKhMqPQ6frYd5XLNZh3efpILzoyzEohjhpTJMT3vbJ8sYn7UPlgx6JSfA98D0sptFIc789x//NtZR600cbqgc4hnjzYY8ay/ZvQfQAr18fiEw+QPb6r1GA5Stwa5f3x/ci7EBrESSdQbdw87Lo3MlzCOe44upfWbT+NdjPaQLK9wCsaG1tbYDjE56WhdweNVQlQpX0n3FL4pq81CVsxOiptPGN1siilTPXBoVEGo/bwtaZ9IGYMaLC9IlqDDtoS+DFDbsexvgm+qDQOgGLgQfMDg9u2LPM82J+nddRXTMOYKo6er8sLPFA6Hx4KqkX+6oXuoNF3eP2MP0ehB01rTcaB5poUruux5MQDpipmhWIdfuSxCy7ReHhmxW8L5OjYDX1Hx7yrR21mvmRsWJ41KtA17uEaHYbaMZArv05iEzbhOfPCz6BjV8X+hdGvSBCy6VjmGilrYB4ZaGNf83yzcFSVPEluVxjqGVSFVcpMja1ULPYgLpiRy/ay6MB4BDjQOcivXggWZzwXhrvLQhzxYotiyioZd64x0PxRixX5rFloskYZ3KHB9vSR3pI3LbbNmNmu4B0Nj1XNsZ9D61azKBS8PmGBFvccN9D+6cH9XLaygRdtaK68gefCA38JN/2p9D2bIVpqU3z5nVdz//NtfOrRDhPq+P3fLwtDEARBmJuUbtnZWMGPMkYlqMdD6sZ4SyqEx4ReChWEOEY9tkb64OgTPLq/qywvopjP4tpVDNauRWsvUnoe3ddpChSEYgWKhxsqN7G+WcZAU/i+dwo5FRqsmIG29z44+LPge6xSsRFtlPrw72iG4+Fex57GGTqB7eU42Hq8NPbxioTEQ+CCFfWkHag2YThk6EEL5KkZOkwiWzJuSpF3obI4Yh6N9I07cr8wQvXwYVYvqMKqoHjmih51HVup7duNH3vf8zXaK5g5D75XjTMvE4Vf1Q3sA98rL6We62fYtTjam2UoyGvTgA4MyMgxGF8wGC/XbrRR4HtYuX7QJl+xbmCv8aBRMno8z6ex59nSPpRF/Hrx9fgG2tivDj08pePdny1GHg+FMsc1MDgs7ZviEcH5oXP9VGriHV5/ng6K/ZTlz6kKCyjBudS+A44/zWgyXdvDDWPfNXZ+Lcq97PHfhOj80xrcPNu2P8ehuEe5ktem0jU63Am9hyoaaKXNQ49l4H2vaKCNLcRT9DSW70aGXUn20asP4TXnQyJT8qANtY3y1unSdoCXaqA7uSx6e3AkXzJuOnbCCw+hgWWtPySZ70fr0nx2h9eJ1nihBy38bBhGnB0A7UfzFnrQi94EPRcB5bssa/1BxWiBsuOmNfZIjylsEjQtf+JgDz/cXkGvjS7EifNv57WBtqdtkC//6jB/+soLxt/omf8yLt+L3jhzggksqc/wlXdcwzefauWTh9aiL3gtfPfd5eErgiAIcwgNpn9SoIwd7DJK1NhVUkVcYYt7pEaHdEV/y+7/fqBI+ihNae19qB36juAUy8MBi0UXrSy0so13TPuRMpQfHaIDHO4MwpRCBdbNo60kWjnglRtoE5pqWvN8xwhbD/fQMZgzJfCzPSacSSl6h42yFIZluX7lfmhR+XWtefpIL7lhs9qttFfq4+WNzUHzfZ+unlhBlqDyX6l4RfRh89QreQjiimYkU+hk8D3zuO25sjDHMlqfNDJWCIHzfc2Pd7bhDB4nM3ioLErv+88dx979PeoG9pbP8ygFsOj5/Hxf54TKo/n+2JPOPeggfyie26UC46xUxTL+XTEDqsxr40dvaQ30H6Xh+M9IuEPGm4IynlINOjgmOtYCQWttjKdRIY4mF6nygkWlMvz2QMlrtfVwD48f7IbhbjKDh1H4+FhopVBeEcsCtxh48MIQR2UF5RnLPWi+1ihll+kc8VDVihNcwVBK9b8w4XaRB23Ufl/oKve0QnCOd+2lqXfb2IIZcZH8QnnOYHGkLFx5TFgeMY9SOA/hpTH6mBuhgze9Ulis1sH1eJLFm/D6bFoDTgqlIFnoJXX8sfIDG+3H/H0+eREnMutj8sa8zIGnyXxE4xR6o4+7ns+eE330jRQBH88Nz/9AjvD67dpL9fDRUlh4MEf7OgYj722J0uynRtpDidBd5a0wCtk+yA/h+RrLL+CH11hwLozb7H7U79J4zFsDTWvN//nuDt7x4rWsaR6np9lILzz4V3DrX09pSU5hcqxoquIbv3Mt9zx7jI97b0YPnIBffXa2xRIE4SxEKbVCKfWQUmqXUmqnUuoDwetNSqmfKKX2BX8bY5/5iFJqv1Jqj1Lq1pN9R7bglSeMAwuqUxWMjvLnlfKdonu01uV/fR2UMicq8BCu0IbKhuWXr7wWPaOIamUZxdT3onXyssir4Dv2dwywt32wtFLujuA5KTw7BW5uVIhjbAdjQrw0ed+iLu2Uih4oFYQYxnJORvoCz0tlT1FIWBbc9zyUZaOCFe+jPVl+svM4Rc/Hi4U2DeWLbDvSU1JWgxDHMATQHwyUq0BZsw+YogKj+8v5I/04hYGScq49StZJ5UVD7Y/1TBaS5tQK5fG0xla6FOLYuZelx35E3vWx3ewoA838DY39yAPWf2xMI/Dx0HaSx7zz6V5wlTmGmcaoDH7cQNOjvJCNPdtI5nui+Q/HXao2qUHZuL6PZ6dxPY1lBR6nYNtUrhO/MBzZKRrGNqoOwiLjsx8/19zYtREWGwk/PlLwSuFpx5+htuc50/tM2aAVli5gWxa17U+Wxqg9I4Oy6B/Oc7QnG3lbfB+UZY17fEvzUMGAqfT2cHfMpRIPcSz3SoUGW7xypwaqhw6T2HVPlJcUrwYaN75SuS7WdDxY3lNx9w9MIZFAoEphdX5oqIwKywvPiacO93K0e6h8nMe3mVxaCFosuNE14no+92w7NuZ78FxYdCEsuwKcdGTYVSWdMk8yaNjzI/yhLkCNWYhoPv4wECzohHMXnDlOcbB0XsQ+p7QfLeREeZaxPC/LL9AxmOeebceiOVJ+gUz3jmhOnmvtK7sunXxvtO8ndu6F2sWQMK26djz8P+Se/5G5zr0cI0WPp4/0jr+oEx972d/KzFsD7dtPH6N9MMd7bpygrP7Dfwsrr4V1N82cYEIZoZH2030DfKbpw+iH/3ZyTSEFQRDKcYE/1FqfD1wDvE8pdQHwYeABrfUG4IHgOcF7dwKbgduAf1ZKnSzBAoWOlNBNi+vIJC0OdWcrF68AWnuztMX6DY1t/lv+t5Sr5QfKnQ68DNoUO6C8ua5THMIabo9yyLRnFNOooEPsu0KxlPbM6m6o+BVzYGfwrSSdff1BDlDwmahS4rBRAuO5H9onb1eTSTilsCpl4VgKx7ajbeqOPUx6pA3PN+FxiUIfjd3PjAkbyhWD1X2vSH1tLUq7aK3ZfqwfpX2ebe3j8QMdJeUqmJcojNMv8vgL3ZzoH6Fm8CD+saeC10s5aGtO/ChY7Q7HNYR94Kcs6ngUHRp4YU8toFJp8WzB5YmDxnOnov+B61SXHUNfaxylIw+oN9hm9q01KCt2LphtjvZko5CoMIRVHXkMOp4fI4MOQu/ijhtPg2ulcO202feC9fhOBoUZj468SCWl1vKLVGWPkcp38/jB7pKiPKo8/kihyHCimeySa0yuWcyA8jyX5q4nUNlY2fBoaLHFCa1JjA5x9DROcZjGnmcre1eDv/c/34bXtc+EUMYqN2ql0Aosr4BtxRZAfDfmQbN4dF8HTx/uieZVo8s8awDp9m0oL288NmGfwPjxr7S4EL6W64PBUdUjew9Hc64Iz0FwisPY7nD0m6G1xnaz5jwJvUWBZyY+h/X9u2nuepzqlE1+tGd1pJeRossL7T0UR8b2kNNh5c7Q2+m5JAp90fwe7+rjYOcoA60Q8/IF/eNCA7M4KrHynm3H6B8pmgqQYe6mk8LXsLg2SdKxyrJpW3uGoDCMP9hWtoyUWWi8aGWLA4GRqD038NyW9pR3dSRvojiI55poAjesNhn8VhoD06N7yMyv62uc4iALup+iZuggqVwnXd2dHOroJx8zcFXMmCq4LiSry84Dz/PwfbC9PIXwY4MnoP9YNKq863GsbyR6XLEYSwXmpYHWly3wsR/u4i9es5l0Ypz7bcduE95461/PrHDCGJbUZ/j671zLDzua+dqC96K/8VYIVz4FQRAmgdb6hNb66eDxILALWAbcAdwdbHY38Nrg8R3A17TWea31QWA/sGWi71D4pI7+PHpuW4q+bJGh/m5TjKIkTKS0H+nOgtakR0wYTVwpD2QFYuFnXuBB8wlu5Jrnjw+YUvaFYXxtwmlCWjp/RbpvX+RB297aYzxogUISr44YlegOVqSLbpFnn32age4TeHYGz05hBflRcdr6c9y3M/hNjpeG1pDNLMbd/GtEaWTKQhWHacweDL7LrLqn8114bgHP16TyPVSNHEfp8pXmyGjy8ljJKpT2TFXLbBdNvdsi2TsGjaHq+37gZQt2MNyFt//B6FiVvBud0Vw7lmJpdSzMrjiCl6zBs9NReKDCixloY8OQ+keKkZKlVCkLzHWqxmxrWyqSz/fCggsarVRU1TAMkwxzGg92DUdGqB8Yc2MJ8gmrlwQ79wPDy4T0eb4OzgkVKdalyKqSAhoa+5cvr2Ew57KvvaSkm3PINKZ+dF8HWlkkHWNY2sG4NToy2rVbWojQMRlD3KC5ddxz4Po+jT3PUJVtjcZsromxVQZrBw9QlW0l7wfGqfZ56sggoLB1EUdZMS9h0Bw6MNAo6ykYjH2UgZYYOIQ32IEXlok/8qtoUWQ8yvY4Kq+K1iejVg1WWEjF1yxqf5hF7Y/Azm9Dtsd8LMh/CyuN7mttjxYBwm9JFM0CQiZRwUBz8+QKPtlckcT++wBI5bpM/lQ4HxB5oxLdu1jY8Qt8X5MdybLkxE/AL+VyhRQ8H5ZdTrF2ednCRaW2DHnXM96jsHecnQQNlgpPPD/a59NHeih4Pn7YbDxgqPmS6LHt5ctDYN3Qu6ijOfGUjRWMqaXzMbyhdrRKlLzEQ+G1bxaz/MAb7fuaxt7tUWP15q4nqDnyIPX9u9Bac6wvy8GuIVTgDVNaB0VpnLK8SIW5Rm0vSy69iHyqiaO9WQaypd/J1t4Rth7qIVf0uG9HG8P50Js5sfd2Xhpof/fjPVy9tokbg+aDY9Aa7vvfcPW7oXH1jMomVKalNsVX33kN3/Jv5AHvMtyvv3USbmJBEISxKKVWA5cBjwOLtNYnwBhxQHhjWAbEY/Zag9cmRBdLCpttKbIFD8fNosPfq9olZTde21Kkc+0s7NkKBDk3Q51UdT6DUxwyupD2cHZ8C/pbjUKkTQ6ar8NCIZjfw+FOXDtT5kGDWGgYNp7rwvGn8bSpunYkFpJZMtCMfCP5AkMdB+lJr8Crbsa3Uig0ll/EKQ4HyfEwPNSHV8xHRQxis4HrQ1XSphiWklcWVmGYVFBJ0fJdfN+nevhI4FHQ0ferUYZglK/jFbBTVahAqWzo2xltY+lYYYyh9jF5MclCbyBZLJQu5oFSSmGpmMOzOIJvZ0yoXGBoKB0z7ip40Iz97UdyhClvrl3BQFOl/k9PHjTKojleFge7htG+Zyrcxcaw43A72dDTo2F0SpGi5EFz61caMX0v8h5EBVqUxZGeEZT2GcyZ45AeacceKoWmhXNc7cCqBdUknDBGMVTGdWSooSwspcwigirp1V6gOPuuGyu4MmrCCDyKtlVm/7ueT7JoPLZh8ZLx/Ao6UFl7c0ZBtvwiOU/TPpjH8grUpktNpbVbCDxoNtmiMeTVKIV4dIijAvqGsuw4bgyh7rbDo5p6G473jfBC4G2Ky7pjxzazIBKrfKjzw2isaFEkXl3T1xqGO7Fz3YBiT/sgw7k8WtnYXpa+bIF7nz6EVywPcc0kbLTvlocyatO/0Nc6OD6KmsEXorf90IMWLUyY34VdbYM8uPMYllJmcSbYVyjkc619DBbBU5a5lmMhklVJh5duKunZ2i2aPNnQQAsMZkspLEoeXFMREp5r7cP3dZkHLR7yavnF8sAEr2By2gaP4CnzHZ5KRHMLoAfa8S2nZKANd0DTWvItF5LJtVPf9Yz5nNblPfsIvGy+i68Vbf15uocLWF74e18y0EYvYHm+psbtp+jUUEzU0z6QY2/7ULTwEi7KhQswO4/1lXvSxmHeGWjPHOnl3m3H+fNXbR5/o+3/A90vwIs/OHOCCSclLMH//aUfYO+JXoa+/YGTuoAFQRDiKKVqgG8Bv6+1Hpho0wqvjfnBUUq9Sym1VSm1dWQkh0ZjZbtp6tpKYqSL60cexnGHY+W2yz0EXpBTZgVa/JHuLF7vYVIDR0kWeoLV17wJb8oPMpR3UQRKVpALpZXNr44VGCm6uMm6UQZaoEYHHjQTSqXQPlhenobeHdGWoe4TKjTDI3kcd5hcZjEai6aaFEtbmnHcIRw38Lxpn4YjD9DYt52c65mCBAD9rWg3h6chYVslJUtZaO1TnzFhTgu7n4gMDM8tootZagYPlMkxWj5Lu1jJTKndQKzame2NkC145IrGMHPcbOW8NqXKCyAE+1fKGFRlhSrslAmVi3kYfa3ZergnKNywr+xe5Ac5gaF+F4b7eU4mdljM2BxLlVe2Cz6vlUW24LLs2I9I5zpiNRM8lpz4KfTsA4xC//P93eMWCwmjcn3PxfdMTpZWJgTt+bYhwHjQcq5HW3sbC7q3kujaTf9IIZhrj+qkg4NrWgLEwuqMYRb24TMyW0rRt/habKvkOQzzfrTnloWxhT234nlPjhULGtM6qroIUCzk45uX5ro0WDMngWFi+QW0sunLuigFTjJdPjnFEbBsnjs2CGg2Lqope9uyrOg4hV7vxt7nGMmbuXmhc4iuoULJ4ADID3Kwa5iebLxwhSHXe4xDXUOR13Xb0X4OdA6hY8VSosUUyzFj63mB2mOP4gTtGboHhikm6nDcLAXPJ5XvxvOJjsGa5mrqMwmSVqwAUMKcd0VPB3Pqk3IsrFilQ+25pePh+6aSKCbizPKL5roIPdrHtpbmBHC1jadtc10EX1n0TMGXeO/A5N7vmcfVLcHxMo3MVVAzSWEWnczhi4fbln6K4xUolV/E843h2T2Up7OnL1gYKF2rvrLLfkd8t4CvHKzCIOz8Dgy2QXWLKYCEyTmDUk+/OGGBj+N9WXRwvoceNhUseI020HzA6jtIbf4EhVRj9DsY9dmjZKCFodjtAzlae0foHCjPZx7NvDLQckWPP/yfZ/mjWzeyuD5deaNsD9z3YXjVp0wsqTCnSCdsPvWbV/PAJf+Pvp0/4fj3JQRVEITJoZRKYIyzL2utvx283K6UWhK8vwQIS3a1AitiH18OHB+9T63157XWV2qtr8xk0vg+JIZayeTaSeS7aahKGA9aeNNWFhSyMNJH28AInUNG6WyqTlKfSTBS9PjV7sNBQ2ofZ/AoqXyXUdq9IoO5Ig1pm6LnlxRjFFpZ5Ao+frK23ECLlAUFyo5WeYt1y3G8LFXDJSdh2PQ5VEwK3YewvRxFO2MMRUuRqWsiURyIFFevmEdjvFoF1zcetPwQ+Rd+gV8YASwStiqFzVmO8QhaFleuaqKaXCmfxCtS1fVcpDiWKUgxT5jSHolEKgpdSjrlqQp9IwX2tg/iWYnyfLLRx26Uva21UXospcpCp9z0giB/r+RBC/GKOTjxbJmRGEawhgpYqKS6TskACJVGy1JRgYa4Iqm0T3PnYwA4Xs5kiWmNHSjOxaD5+L6OITSKouuO8l4qTvSPBOO08D03CJ00BVpyRY8jvSMmxDEwGHI9x/DsNDnXY1/HkPHQ+kXOW1SD8opUdW4rld0Pi4QEBWssNJuXNmApyKUWYMXG7bumQbUbhqCh0DVLoaopOhJQUuojJ060CAG+cqLwvvhxKztFUDiW4nBnP7mij+UXzXiDapLE+mhpO2WUcztpwm61z9rmcg+nYweNtAfboL818ogmsu3BOIK5iPf6G+4sq5I45swr5iJjTKNNGJ9y8AIPlueFCyq2kblgFnfCa7pQKJBLt5DJHgdtFme8mDezPpMwXmB8ng36IBKECbq+yWX0geqkMQoTQbVS7ful+SkMoYJqh4lCP7aXR8VkKFVuJJLVC7yAcQ+aEzPSbW/ETIaTBif4HmXjQ6niZ+D19Xw/Cvn0vfIQ3viqmaVd9nUMMVB0ONg9zKGDe6Ntwnn3VKIs5NvT2hi/gFsssvVwD1h2lHepwwUN3xj4Xc2lqHZz6isGgsULrZzoXFTaXAsepvBNS8cvgznSJNqewU6kyadbokWEuHcuMtAKocGs6c0W2Huij4mYVwba3963myX1ad5yzarxN7r/z2DtTbDhlpkTTDglLEvxu6+5nude8gUyW/+FX3zzM2NKEAuCIMRRRlv8IrBLa/2p2Fv3AncFj+8C7om9fqdSKqWUWgNsAE5aocjTGjtnwugSuhAoNvmYIqmipPaBbBG0pjrlsLwhw40bF7K8sQrHzZKzqlDaJzV0nOrscbTWFNt34+T7qE0ZAw1tQoFAoXwXVxtlL1Z4PwqvC404pT3wXTwrGUgzNozmhlVpMgmb4mAXufQiCiQCo0PhpKuxvRx2UCkynxuJPD551zdJ923b2X6sn86hPFopErZV7iXyXKNFNawqawzrey52IV7AILZark2D7DBMUDlJLD9PY8+zpbL5MZRS+CqF5eXHdGfJDB9D+e6YCCIdrJBbVnlNl0LtCjO+ohusrJevyIczXNoP5eFJgT7hWwnaFt8YjMdHY+E4DpZrGl9bcQPNL0ar8xrN4IgLlPILC4VSnhtK0XXgKdof/x84aHIgtbLoHymasDFljMC9HYOBB82i4PnUZFKYoxoYi/k+slXLS2PTGku7xtByc6QHj6ALwap+UGZfYTwY+C711SmUUhRd4xG2lGIks5idrd04loo8MJYF7rKrSoq39ukfKdI1lGdRXTpSej3fFFHRWGgrgReF2JXmO1J0g3E6lkUq32082X6xpHBrHXm6ehsvMtdJ32FYtDnIw/OxT2wrOx8STmignYDBE5FxYMXzLKHM8OsadsvLp4/STap6doFXKNNZtGVHIdCur40haNllnsTQOCoWcoxklmD7BZq7nmBB11Z8H3RgJIbXU7Fo5rPgmmODlcD1TO6q1rC8McMFi2tY0mCcFXbv/iiskX33R4sGCzsepWboIK6vsbwCe9pKQQdRBUplUdAKpV3qD9wLuX5c3zdeVAXJfC+OOxyWoilNhmWM0Pjl6624BheHVN6E+x7uHow+sba5hstXNdJUZea7JhFUR1WmR7Ht5kz1TQU6CBsevThTDAxiraHgB9tgxfLXgjDLYM59q3Rsfe0HRmQpKqGERuHzwN4utPZKodRa42tIWuUhpJHnkMCb5hcZHsmzsDbNkrp0IMs5Umb/lwe6+NZTrfzdGy6JQknGcOBB2PNDuO3jMyuccFq84qaX0P2a/+CSHR/jP/7t02UNVwVBEEZxPfAW4KVKqW3Bv1cAfwPcopTaB9wSPEdrvRP4BvA8cB/wPq1Pcsck8MLk+2iqStKUMiE+tl/Ar10M57/aKKVBlTkfcxNeUp8xSrDvc8WqRjK2pmilgmIgLmlvEF9D0fVpHt5P0lGBBw3jyVIKx8tScP1gJbtkHDRWBav7QR80pX1TWUwly+SOl/pPZDvwqloYKbhY6ZpSyJiCTCqF0l6Uj+IWRoKCE4p80Tdlq70C+VQzBbekpEVeD99F+YWguqGKlDOFwneLpVw9yj1VSvt4WuEHja+rq2u4YHEdVdnWMiMvxFbgW7aZ+5iSplBUZ49gaW+MaaohyIdRRhkLvQEaNDYH2vvZ9+yjpHXMUxUWiYj3tgqUtdKEVpNPLTCeHJUIxuOZkEB8Eu5QVG68Eq6vOdqbBe2XDLRiERULUTt+4oTZZqi9vPeZbwxB7RYxXlRFOuHgWIpljdWB0V4qTpLNLCmNQxs5LaWgOGL6gJU1LzfHJV80BdId28a2FAXPN5+pXUIxUY/SJsTQ8k2VPZSNtuxSklq2h4NHDrNqQRU1KSeyaVzfJ6GMUuxbCXQx9KCVvKuaUsVGUEGRkeBIhx40rc05HFx32eqVUQ57u1eDxiIz0oY1WF4W3rGDPmi+F23v2ekoDC4i9KAlaxgeKTfeRi8dJ4fM4kzYIxGMJ8b3fZzicNSnS1lOrAl7KRfQ91x8y8G3kqTyXSh8E4JrJco8zuH5ly0ExVAsG9czXk/PN97whozDwto0yxvSWIPHy87h4VxpjHaQZ2XpIoN5l87BHPheJN/+ziEOduexfNcYbUOduJ4mYVsoN09L5y8DrzvlCxdBKKLJ+1RR+xDPLUR5pcViMTpPLlpeT106wdKGDKuaqljemCGTsCngsKA6iaVNCK35vQkY1ezZ9YwHTWuNTtWa17RFvn41I5kl0TXlej62LprWIgGj6jdFxr954gdVQ8tDHE20syY0t6MA3riH3tcsOf5TksceJ2GrUn7cuZCDNpgr8sf/8xx//urNLG3IVN5opBe++z64/e+gZpziIcKcY/0VL4M7v8KbTnyCT376E6aamSAIwii01o9qrZXW+mKt9aXBvx9qrbu11jdrrTcEf3tin/lrrfU6rfVGrfWPTvYdChXlH6XrmiLlwPbyaCsBToq49lz0NAs7foHKdgVfGHgy8HF1sHrve9ja5Uj3MG0DOWqKXVQNH6Xo+ViFQRZ1/BxQdDddzqHMZvwg1EgFK+4Zx2LT4joSto1np7C9EXw3R9EqhWX5WlOMu4x8F52oIe96VKdTUX8ypRROIsWSGjvyoKV0nrxrjICiH3jHvAJeUMrdtmxspSgkG/CTtWY13ysGqXh+FAZnW2D1HYrmLGGpUQaah6tV5HVRTpKqlPGIhD2l61IODUFum20pPOVg+flIseoYDHIEfZfq4cNjVtc93/TvsizFcMHjqSO90XEK8/esrn2ksyVFPnvkuUC+mIGmiQwYI4xDV8s1JG2L8xbXme19D5QdGZdhH6mQiuvIMQPN990xBmxIyrFZvSATKNDaeK4GWmNhVYpLVzSyprmGC5c1UJss5W75qfry+YiW+QsoFKnevZEs4Qjzrk/SApSFbSnyrs/A6lth5TXGCPVdE7IbGBkKTVnUy6Gfow48zPIG4x3Vse93lDnmvpVAe/EcNDPeoq/pHMyxoHsrjjtMJmFRSDaaYjnaNYsS+CbPMZYrFhqav3qhG5TFpmTnmOlWKigS4ptzWjtJRjKLUV6xfEE49KA5KayOXVQPHcK1q+hsuW7MPsNgxOFCzAurHHzPZVH7w1htz5o8KqtUdt6H6Hpzfd+EFFolj5mrEqX8yHCnwW/J0EieoufzQneOkaJP94IrKSQbjaMiKvFvlhSOsIgT/SPkih75kcFIvipVbpAe7sma+QiOZ2/BwrdsHG8EX0N/v2lXYFsKFbX+cM1oFsbqPwRFQkwOmhXJEW+nUCwWouIvIemETUttGjuoRprXNinHjn7zFLEcNA0tNSUjq+j5uE412do1DKUXAeBho60k2dq10XVULBZwlCrzoIXe80pG1rKGtAnxtJyyZuZHerIM5owXOiyMZASLHX9tFnSs4XaSxYFY2OQ54EH7q+8/zwVL6/i1yycowPWDP4KVV8NFb5g5wYQpoWbTTaTf8nU+XPgsd//L3/KZB/ZVbMQoCIIwnTi2UTg0ZlU8bILq6EIUDtOTLeIFuUJFz8dxh0iPtJkdxBSmorZMJUDt4ViKog+92QIJ2yJhWxQ9TWL4BKsWVJFPNaHrltGdWIKHIjPSxtLj95Mo9KPwqEk5JBI2nlOFVg7P7j9C1nPKZC/rW+S7aMcoNfXVGYp+UKlPAZbNxpYq0pixJbXxoFX5wwzlXA529IKbx7UzJjfJMoUjOhdej7f6BvA9VKwaXOjxcCwrqkwJJkSxsSqQUWvSuU7yVlVkZFjKhkxD9FmAVMJmcX0G21Imt0s5KO3TMZijiB1VrEwUB4LdlhtoBdcnYVtYyihjQzVrKCy+IsjdCvL3VHnU2oGuIQquX1ZaWxNbKY+hlKI+YxQ+S7v4wQq8FeRIxY0sh7HKmdZ+FOqmdClPJ53rKA+79D3TTwyinDHdvS/af2SoKUVdJslly2tZVJuOKm6GFD2/zBtnKUgMtsKu75l8t8Ajkit6JGwNyiZhGwPNTlaZEDZVqlBYKkoRm50wJ4ewqETpuLi+xol50Ha3lvqohd6i3uECh3uypPLdnL+omlTCNuGLyirloJmSDpEHzQgTq+ioLGpT5dcDAA2rSgaa76KsRND42mVXEOqXW3IVhIsdTgqvmKOhbyeOl0UrRdbVtMf6HIbrIHH7W1t2ZHir/tag0IUdhemZ8ZbK8Gvl4AdGYdK2grwnH9DRgkd0PvQcoDdboH0wT9E3c+n5nlkACM4HGx/fTrJ9pDnqxxXHrnAu4hXRXoGOhS8KrkubKm1ahuzbtY2BnfebHDRvJJDHpVC3GprXx3ai8LWpZIqTwtYuBU/TOWhCXasSNl5hxHhbK2BZZkGsiG1ChcPcVUrX6OCCS0knbDYsrKEqlSTv+ig7wWDThWzrCM6zUA4ngeMOo/wCXjGP7STK8t+0hqrsMcIlhPg17ihzTmplly38FDyfgVyRhK247cIlZqwA+Ch8Wtofpar1USOH59Nw/GeRq+7iZXUVxx2Nf8J3zwK+9+xxHtzdwcded1GpmsxodnwLDj0Kr/wUjLeNMKex1t5A6q5v87GqL1P31Gd4/Wd/wd72wZN/UBAEYYoIohSNgm5ZUViUCb0xt9PtxwZo6xk03gqtuXhZA4uDnINwVdVWJgwnLP2tVCm0L+VYJG2LHCmUl8dvWs9A8xWkEzZaa7a1ln73koW+6JYW1gwLmyXv7S6F/vhaR8UJzMY+F69ZyuUrG6mvzphy4AReHTsBfhFdzOOrBAkvj+f5pGyjjBzv7gcvj+cEHjTbitIKQoNE+fmo4EIon2MrWntHotVzpVQUFpQZOU593y4G0ksJVVtlWbDiGnzlkE6Yua1OOdSkHFY3VeP7Oiq13dewme6F15aOEwq3djnDmaVlx6/oBdXtwjyeRC0/OpaMStKHSu/olOfnjvUxlC2fT7Qes52lgsqAmMqT4TG1R1WNBEhZYxcZcwUXK/BaVGWP4bjmWCcLfZHRCeDk+6K5K6YaARPaVUKVPU5aUJcpFTxYEhRRcz2NhTJVABOZUnU8Nw99h43XD58DnUMkAi+IY5nKfKFXM/SgAVE1QBU3cqOiEsbrqXID1PXv5sc7TuC7LhbGY+Rbicg41bFcJh3zRDhWUDVQWTjukKniiE11oKDTfB7D1asAKKx8MWx4ebA/a0zqi7vqBqhpKfOgYZkwYdySR6l7RJdcuHaKkWLpuNmWxYLaao73jZiy6ZHs5aqmVk40Nt8rmrxVfPzwmrVKHqD++vNNTmHg2UnYCu3m0MUcCbdU9S8y9k88x5GebOyIKzzPtG4If28sfFNhMwy9HlXdtFIIse8WonBLrY3RmFQ+xVQDYNpZWEqhiiUPmj+6X1/gAbMtc8yUgo7BAgXPN83sLWVy16zycGyWXwV1y7CCHoJFT2E7dlTsRinFYPOluL5P66CLpaA+k6Qvs5KRoofjOGQLXhSi6Glj6DmO+b1o6fwVXrGA5ZR/rzf6go4ZaAkL0B5aOWXX2mCtMUgXVKfKP+p7WH6RZHGA/myepG1RDPMPg/1WJya2R85qA+1A5xB/8p3t/MOdl9FSm6q8Uc8L8P0/gNf+c6yikHBWsvJq7Lffz1sTD/Kx5Jd442cf5hP37WakMLGbWBAEYUpIVFHwfFPQwXKMIpvIYNrgBtXSlEW+kCfXsAbbSZJ0rNLi4d77oG170MfKxvKLxgugNYO168lmluI0LsexFXmVMgutiWosS5Fy7KASWmm12XGHSz3BwlC6QNnxrSRN1WGZc6N81A7sI5UzoV5WsgpLKexEgqIXeraUGZfvorwR3EQ1ji7gaqLwnVS+G7TGszNGUY88XiXZrOIIunE1LL3MVEy0M+SbLxwznRctq2VdSw22V2Ckagl9mVWExoVl2WA5VDmapuokFy9voDkIZbIs42nwAwNNK4unjvRH+714eT1DdgP7umL5Kak6cp7xSISr3KWqcjEPWsXuC8Zjkcp1kj/6TNB8eKwHzbZUFLuYcIdLZfeVURBtpVizoBrXqSZVwWmQK7gmxCrwbtbG+lhlq5bR23gRzxztpan9FyRz7QzVrMFPVtPZck2sCTSR4m9y0iyjLAZjHsq7LGuoIp2wGWy+2Jw262+BZLVZgNCa7qE8I91HONqbjTxZSRtjGNklj6jBioVuxjpaBdOTLbpGwUdjaR+7Yzu1gwdYcOh7nHjsq9T17zEZfSoRhbDFvY2qrCCOOdvLqmGiSScCz2V1MyMtl5h9JGsgHXgoVLmBtqg2zZa1i8zcuDlTedEroizbKOCF0nnTNuxR0MG17SSjXlYAvlZUpZJkk41sP1Y6/0Z7bn3LKYWuajNHNj7FoIiFm6gNtksyXL0yegyQcKzIgItXb7WDcNC8a8Iaq4MTSlk2vucFOa9m+xo9yGB2JMqPDGc0YQeLCQoG6jaWyVwsZNFuIfqMVib/MFwAArPwoAKjUWk3fvQDTM882w4MNGAwF5wr9SvJLr/e7GdUX0caV0HNQkLfaF4rbDvmQVOQSy+kN2vaLFhKQbKaAWeB2Z9tWliEv0cupveelQjmtDiIVxjBSpTbDQWnlkLSLHhcuLQez0qRDObIseDSZbUkEsmyJt3D1abojh1ZU+bY1/TuwtZFfOUwVLOKqmQpXLuUrztPQxyH8i7v+e+neNeL13L9+ubKGxVz8D+/DVe9E9bfPKPyCdNEy3mod/yUi5JtPL74kxw7tJuXfepn/Hhnm1R6FARhWrESKbIF1+RiWbZZeW9YZRTw2Ha5ok/7oE8iDB2KJ4WP9AUVCB1TACPMPXEy5BZfSWbd9TiWRSaVZijvQjKDZSkSdrlRAeC42ZiyEBpoiehvwjZhj8f7R4Jwy2Gau4JClUGbGcdOmMR6HdgWVgI8l1rHJ1Ndh+Pn8H1NMjDQfJUIqjo6DObd6HttK8gtsWyUO4Jfu8Tk7CiFZ6dxG9dzYsktUVlrS0HaVjRWJ1F+Ed9KUPD8aHy2bYHlcOHSeqoTKlKUzHdZeBpcEtSmnKCQREk5tBTkU834QZhb0TONv4c8h6qUEynrVakUdZlEKQdNeygFffWb8Kxy5U1pn8be7Wx/9kkGDzxRsTqmpRRO4KWwvSyebQw0Wym8VIMxuJVRdjO2+XwmUbLUdLbHtBgI+nnVxqq79zZdSrZ6Ja628HxNChcfEzrpW0kKnh8LrwrmKnJnebHiGsFbyWrybuA9sRxI1mChGMi5HOweZm+bqbaZsMx91VF+4EErHW+gLMQxnAMVhhwCe9sGo0VUu2cv9nAHhWQDAENOA6l8l6k8aSWiKpA69v8QXyWiQxz/PtsbKfMA3bSphZRjBf22gj3FitWsa65hSX0aK5mBVJ25DgpDQRVSk2vle3l8K0lX89UUE/XkikGonJUilnloKpgmnGC+Y7mnvi6L6NLKGBe+lYoWQixc9nUOky0Yz9OGhTWsWr3B9EyjZKANrXsVRzPnM5x3y7xyG6zjKN8l7/o49Uuiiou2ZeH5PjZ+5L1c1vcMw3kvuh58X5NJ2NGxVErh2hmKgaEIoA89Fpxb4SKIMYRcu1TnwfYLZTloB7pyHIoVRyn6JvfVsazAQFMM5V2OL70Fd9lVqJpFwY4qOFhSddF1WnA1ju1QCj00c19YczO+nQ6KfvpsXh44YazSwg3A0b580CS9FOaaPvZLUqlyD1reqiKXDmpUbLydwdp10Rw5xQGStjne4XnV1bwFLzBYw3MwDIv0tcZyR6jKpBmpWoa94grzvmWztrnK5M3Nxxw0z9f8/teeYdWCat530/rxN7z/TyFZCzd+ZOaEE6af2sVw1/dIb3gJn+7/ff7fZSf483t28NYvPcGO2CqWIAjCVBJXBMMGwTgps6ofNusNGhAf7s2Zxs4Q5aqZD5oQOx0vaBAo2S/fvJj6KqOsrFloVv/ziSasoJS9H+RAhCxMFWgIcp78UavXvpVkpGEjbqKejsE8x/pGorLuACRMwQbbCgoTBEVCsGzwCpy/qJpL1yzC8Qt4vh95TjoXXo+7+sZI+QnDmqLmz5aD5eVRgaFYaLmYvoYLjBFrJ02voBDtYXkjphKjCq2R0INWqoYZlfAPsC3TS8lVFvVVCWozSWLpPFgXvg43UU0xUYvWmmdb+zjWmyXbfDHJWEhmKpnA84Kqd06CmsGD9I8Uo1Xx6JBhjJxCoo6Buo24ucGyfLJoO2U8HgDVw0cjQ0RZFsVMCxpNVdImVV1vFGhgw6KSUlzTsdUYaEHftyW1Zl/hMQaCohgKR2l8HRpoCU70jzC87vaSICG+Cz0HUQoKiaBAiJ3Aq11OvhgUc7EsSFRFkXxAVFQmrHvgBEVCQq9L3EAD8K0UVQmb5U2Z4FwwnqShZEvUnDn0AI0ElSRdp9pcU0EOmuUXsYIS9fGKhQlL4TnpUkXQWLGVkczSsusy5dikEqa8e7h4ka1ahh2EszVWJ3EueSMk0sEBK/VG01UL0EFeo+tUkU83g1LksibU1EvUlDzWmPFVpdPBNakjWYeWXl9eWj4wQHzLMTlqCnzPNGj2g4IzllJUB8VcUo6NbyXRWCSTSTqHXQ50DpGrXmrC/1a/mNULqtm8qIqCBwnHMf3EwFwzwXUVGiqObUzmMN/KD6phhlNsWwptJehYdAPD1aY15ECuaPLwgs+saqmjLuPgx4ypqq5nsYslD5qPYmdQyO1oT5YH9xhvvd2wHNPeQjFU8NBW0vQPsy3aFr+U/oWXM4Z0fWDsKwo+2InSNaCC86vXM8fONScbKxbURMcpzpHeAtmCh5NI0r7wxQCMFD1qnPJFAM9yot9XO5khV7Uk8rIl+w6YuXQS0fkc/y0LDfJiYLBprbFz/VhOELq+cD1dzVdDspaW6iSrmmvnpwftE/ftprV3hE+/6dLxS+pv+yo8fy+84YtgV0gOFc5ubAdu+UvUHf/Mlmf+hEcvvp9rlmf4jc//ivd/5emyEreCIAhTxYaFgRIQeSlMCKPvFYPcDnNP8uwkaxZUj92BDhL4USSC+1dv85VRaE1Iw4KF5JddS3V1NZYiMpAiD5OlWF1jeqwBLG+sZnljhoQuRHLlms6LioFA0Ew2JNDGE4GyW/SCACUnBW4OpRTKyYCbi3InEraFm6hmxGkoGYq6tAp/oHMYPyyLHnyv17SOYrJhjAfHthT0vEDVgfuoHj6MDooihAUuVFimPSijHsepbqY/s5z+gvFOWbZFXJ1RlsOWNU2MVC0zXkig4HpYdcYwCLesSZlwpaLnU6xbFfOKqTKlP+mYgi6WLlJ0qslWVS5IFhrSAIVkAyNVJgfOti3yfjDfK7dw+YaVWFEIHxxfeisAvm+KxqSCY20HxWaSTnlOmWMpU1EOYxT7dprOhku4cGWsQnXtYkjWmKbpQCbhcNmNv8arLl4KF9xBsWUzPUMjZMKiIQ0rKawyyms6MBCHq1eC1mxq8FmRMeXQSyGO4fkY5DVZCS5YWh/l4mhtmjQP1q411fFQpabUloNvpcilFwWhsQrXqSIz0saSEz/B7jtEOtceDaW+KolnpaNj4gW98i5YXIebqB4TWGcFuXShczmXWYxac4N5su6l5QZsrECFrl5kiv9ERyb4vBvk+6kUTpnWbDwqqxZUM1i7zsxz0mZ4VIGeUF6LUohjsVhEK4XvawqJBpOTaZoeUpt28KwkWpnqhaEsI4kmE/6XSIOXJ0GRvLZJ2BYNVQkyCRvLslBaY/sF0zQaIkOnJE8qkiUcqRdcf32NF5OrW0vXUHllxwuWL8BWilxyQfSak+9DZbu4clUTS2pstLJxfZ9tR/uCnLzgPF59HSgrKFCjgjEmSDqWCQOu5EELDOqg2QO2kyjltaLIFz0OdA4F48NEJzgZPCuFl6wPxhnk/irFUN4U8nCTpcIcVVb5wo9npaPfn/A6ztaZ45pyFCy8wBhoXvnvUZzhmtWBpxQS/YdIBd7w6qQx/qzQsxlvfj4OZ52B9oWfv8A9247zhbuujG5MYzj6JPzwj+FN/2V+pIT5y6ZXwLt/TqJnL+/b/VYevTPJwto0r/zHn/Mn39leVl1JEAThTAmr9JHrM3+TxoDSnovrm1A5O0jyr0lXuEd5haAghYsTKAG5VNPYAlZac/1lF7GgJoVlmRC/xiqzql6VsLlsRaMJO2xaC8CShiquWNXENZdcGHlKtCYq151LLzJGXdxoXHoZVuNKLBXrbRXLmwKicJ6i57N5iVFuHt7bERmKoecq7/oc7h5muOAZxS+RLhvOxpinCAIFaKQvWqFfUFtNS22KTCKYszCUM+ZpZPFFcNEbcM67mb7GixnIm0pvysmglZmXlGMMuyX1Zhx7gmJSrudHYZrhwm4m5eD6mmzBI11dSz7VHIzJLlP6E7YKqioWTUPlQPGLh7tdu24BV65ujEIxPTvDmmYz11UJm7584EUKwr3CynlKEXlTi0GZ73TzKrKZpRVrmqUTJg/M0h5+zG04UrWM2nSo9GlY/aLAm1Ly9GVSTmQoJ22LoutRF34mVYOuMh6BmiCfaahmDb7vs3HwcZLuUJkHrbQ4bv5euKR0XikjAQXXx7dSuNo36wFDxqNyzeomTix9Gbl0i7HBtaaYKCnOmc5twXGwWLFsGYubFzBQfx5q6aUMrb6V7gWXGRkCWUbPU+jBKyv6EBpioysGxjzS2rbxg/d1bKfd9Zth06twVTIqAhOOVCkbx7EZqN9EX8NmMgmHfrd0/mg7FeVtJXQeL/BUr25KoZXN8Hl3MFh/XlQ4BEwxHN9OcvHKBTiWimQJ81yxU+DmcXDxLWPorG7KsHlpvZFP+1he3iy2ANQupmvNqyOpvUQtvatujdY9NKZgzu0XmgWMfPNm9je/lPZFN5aGmqwmv+ZmslbJO2X7OVNpNVWLpb1Izu6hPFqb36RokUpZLKpLc8HSeu64dBlN1ckob86udKIDJIK+ecrCcZKRh1cp4wEDkxtryuyb35y2pS+LvFmblrfQdPVv0liVjCq4hmSrlpNY+6LouW8lGaxbHwshN/vINW5gw5rVNCU8SKRJ2AovdINWQin8oNKjLg5ThdFBq1Km4qkpeqPLf9fG4awy0L6x9SiffWg///X2LSxvrKq80cBx+PpvmWbUK6+ZWQGF2aFhJbzlO/CiP6D+u3fx59aX+Ml7LyFf9Lnpkw/zl997Xgw1QRCmhvUvo33RDRQSDaanZrgIqN2ol5gVGGgVFQ/PRdl2VF4fiLxOZcQMHEspHNviReubuWXzEs4PDCWqFkDzeeZx6HlqXk/nIqN41GUS+ISKgKY+nYgKbQCwYB04SRK2KpVctyxT1c9KQDEbrbKbHmLxvJrAcxIYCWEOcC43AhpUEBoUGjGZpF2Wb5WwLVPuP8hDaWms47p1zTiB9yYy0OxRFd4ohRNpyzHGsJ0BFJuW1HHRtbdF28WN0a6Gi2NFEczna9IJ07y54NKQScaKHCh6F26he8FVgDFmlDZV2XwrUWqp0HQZrDTVIxfWpqlKlvLb1i+u5+LlDcHYEwwVQgPNeBEcy49kqYktNp9f79LY2ETvgsuifXmxVf/adML0hFJEOWhxtqxp4uo1JS/HeHkuSceMKX5MXE/T1byFTLKUd6TijYAzDdH2Uf6S9klYFjVWeaEHrY1X1k3U0L/6FaZaZMF4PKoywTkYhPuifXw7FRXICFl1/ZtYdNkrSV/4Kl6xZTOqeQM6kYmMKithjPB0ovz6CbPgyiqXhufTmEqDcc9rIhZCHFPmXQWJNEXlYI++pG0nym2qTUBDVYKjfUWUUixeUM/w2ttxE+Y8rEtZDDdtZrDhApqrkzRUJXF9c+0oIIHPoro0mYSN69Sg6pYEx1dxwZI6tqwLQuqCa6Ia03+xuSZJVBkwZR7bnilgZIbilOVwFuwqrGSGzoXXMVC3kaJVBcom6VjctGkhNekk2kpEckek68kVY/mGKEhUmwUnvxjN3VA+yI1L17Ig9ntTk3JY1VTaZ7g4YI1niWx6BetaaqivSmE5STYtruXi5Q1lzhnHCoowxS6E8DdrTXM1a1tqTNEltxSmfWz5K+ltugSnplS/wrUzoCyuXN3MRcvqo99TraE+PF+dtGmB4mtUsipagBlNV8sW2hfdgLITWEET8IRtKoRq3w2q4FRuLRDnrDHQvvrEEf76B7v49/+1pSxmu4zcAHzlTbD5dXD5W2ZWQGF2UQquuAve+0sYOM6y/3wRf7/2Ke597zX0Zgvc+HcP82ff3U5rb/bk+xIEQRiPTANuopbhBRdBEDZVqF5CsX4VbtC4GcyK7OiwPvNGESsorJBOmFXVzcsa2LAwdl+74I7IMwbGI+AEvb+SdqwqZPN54yqeSdtiTXM1Xlj6XvukEpVv+Y5lUXRjOVWJKrPC27IJ16lmoO48ljVkysL+dEyBidOz4Aq6F14dmTrx/tjhplZVMw2NgRFRv8IUJ6hdFO1PhdUHARpWVJQ5HJNlKVO8QQWGV0zGC5fV01SdpKGhkT5VV9ZI9sKl9TTFSmM3VMV6IinF+lUryGVMyGDCsUw7BN+UHU8mjGI5klkM9ZXDHeNGt2Nb9OSC0SvjQXOURS7VgrX2Jdx8/iIaq4IKc36OTCrFrZsXU5dO4Do1DK14KcsbM4GcSdYvrEFhqvHFvXgAS+ozNFbHjNpR+Xshi+vSuHZVKcQxeO3yzZtorkmyakEVvmXj+UCmETa/HjKNkYEWKsH5VGOk+IaoQK6wX2mRkuHK2huxG1dF21pKRXlN/fWbotezVctpqS/PJYrTvugl+GtvAigzcM0+A+9xmQct9MyOVoxL2yjbiUIc4xUJ+7JFRgoenoaetXewsilwEGgPy7Jpqklz7doFbFlZS3XKoeD5uL4mk3C4Zu0Cbty4kEtueiOFpVsYrFmDnzLjsm3bFLDxNcoyHrRr1i4wffqcDCy7nIV1KZY0VFGVdEqGgmUK6NRbWa7buJxVC6phyaWw8AIW1mfMuRr3oCk7mv8TS25hsPECLKVI1rUwWLeermUvjcZal05Evy+ZUYavYxlPO5jm25ZSxlhUKvCgla6v3mwBO1NX6j083BXIUprX6pTD5SsbYxVBx5KwLa5cvQBsh0zCGJqWUtywwRirDVWBB1iP/aEJIxTChZmUUxpPfSaBZZVCmcNzsLE6HXnhIegbmOs3H8o0BXlzN5Le+LJxo/g8pxo3UUv3kpcwvLI0tyak1Vy1Ufj2BMz55CytNV/4+UH++eH9/Pfbr+ai5fWVN3QL8PU3m/jcWz82s0IKc4f65fAbX4EXHob7PsL6J77A/7v1o3zgpS/in392gFs+9QivuWQp77lxHavHWf0QBEE4GfFSywMLr8KvrS3zMvlWsmRIrbzGlOQvDEH3fpRSZKuWsbi5mobFW6ivGpWPMCo/YV1LTalkfrrOVCXOBDlrxTA6oKT4bF5aHxkjYYGCq89bit1/tCRP/OvsWIgjmMp2XhGSVbQtuhHX93HsrrLPhIrs6OIkQ4km8qmqaOyj+38BXP7S18Oxp6DnINQspGPRDawKlJULl9ahqutLyksiM+bzABctq2fnkRxWpoWi1lRab7YtxdrmGl7Imp5tUYiTUsbrEiiGVUmHpuokB4LP3XGpMbqea+0DTN+wgaLHSL+LbyV50YaFbO3eyXhhTutaaqitj1W7s2JFYRIZKGZJOJZRCmuMEdi/6haO97ts8h8D7UdeobAgxhWrmmjtPVby8SkAKwpBHZdxqhvXVyW45bqrUH6pQINlKRbWpiFdR0tdFbovETSAdqK5Cs/vMB/opZuXk+i4HIZPQFAwYrjpfJq1CXEE45nrXHk7XFDely4cR1jtspT/ZQqJVO5ta8Zz+XkrSVdluOPSGjiwsDx0UZnzbudxo1i//ILFoAJDdbRSHJ8fZUdeoFSiJEt9JkFvtoDnm2bbdfULoCeL56RRloNtWSysS4NaiOo7jFO0KAbXUzphB8eyEdVgk+/PkQgLUVg2vVmT65Ve/xJI1UZzAkFOoxMYKM+Pkj1ZDdluSDeY58FCxsJslk40tp+HVKDjVDezJJlmYKSISqQoeMbYunbdAnyt+eWBUoNwKF2zC2qStPaO8JLzWgJ5jWBpx2bAqsGyXFMPIOhxpmPXYM9wgaUNsWt37Y1GLxvFiqaqk9cMUFbJsE7VQn6Qxuokr744CAPeAeF58eINLVSnbHqHSx7d0Ntbk3K47cLFZfl4L920kOe7WxjOBIsGsfPo9guXmM/uDPLxEmkSdtFUbkyko/2uvuRGqKmQR5eoorq+AbrN/CYTCWp16O1TY8NtRzGnDbSi5/Pn9+zkkb2dfO1d17Jx8TieM9+H777H3FBe/4WTDlo4B1h7I/zOz+Hpu+E772F1/XI+ccMf8XsvvYF/eeQFbv+Hn3PjxhbedcNaLlvZONvSCoJwlhEPq4pyXnxNoXYlA7pU7h4wC0cAw93Qtc9U9Us2YK06n3p74lVUoFzRgZJxBmVen5D1C0ueh1xmMceWvYIrF6RgoHXs54GEZdE9nDfKORgPWj6oXBcqsAvWQ3EEekvfe2z5K0kH99uXnNfCYM7lUPcwRV+X2gKMZz9kGoGD2MkMMBgpOwlbmTKNE4Q4AqxsqmL7sTT+2pcwvLezLGeojPNuJdeRh+58mQeNhpWQrqep2mNhbZp0wmZ5UzXdx0ubpByb5poUjmWxOdVF94JqjlkJUEGY1zjf2ViVhKB6Gy2bUH4SjgQFWpI1kO2hJuVw6cpSKKJKVKGtrPG7xXQYNbrSW0x510pFyvToML8xbHzFmJeUUpWLqG14OShFamebKRgyapy3XLAo6utUk3JgxWXAZbD9m9B8HiODS0wOWuBtybkeapycm9yya+nvD71bcQ9t5etiZVM1tmVFOYYArLupbBtbKfqyRVxPs66lxngJw/WUMfph3IOWiHLQwnzF2y5czI5jA2QLprhPwlboDS/nWLEtqHoaO1drF8P5ryaxsw3X02NOj7Rjkyt4JII3LNviRH+OlpoUqq50Liypz3C0ZyS6JqKDHt9hqhb6W6F2Sdl3ZJIOFy+vx/Fy4DRFHqzzMAWOfryznVzRozrlRAsWo4tehI2sL13RyAVL6iMva+iRyq+7ha5BD9zHoDAMyjKecicMf7Vw/VFLN6lx9HcqdRQchbJKHtA1L4m8ZZFXdsWW6HciXMhaXD8qnBqoTtllXjTzmsPQsuvJjRRL3xWQdMaeg+G+VKyQUPOK8yqK7diKRXXpaMHn5ZuXwS7HyK84aZjjnDXQDncP83tffQbHtrjn/deXx83H8X2493ehczf89vfHJCYL5zC2A1e9HS79Ldj23/DDD7E8XcdHr3kPH7jhFfzX1k7+1388yYaFNbzrhnXcvGnh+FVBBUEQAm67cHFZTocVKMqu52Mn0/RUrS5tHFc0A+XPccytd9zk+FMh3P9EfSCVgpoWYyj2t45RDEIxBnOBkpKsirx4UX/JpZeav73HsJTi1Zcs5aE9HSwIFKKGqiRaQ2+2iKVK4UQrm6qiku0NmQQdYShl4xqoaqY2neDm8xdRnRylrERuhLg3sTRfjm2RSZi8tsaqJJ7nQHnhOUOqNigIlw+qyGGq260w/dhevKFUKnv0FN524WLYXh1UQxyiNszhU5W+aBThcVl8IU7Bw2/dHXx3MhpbXVVJr4n6KG1+HaSC15dcSu9gH01Js690wqZKZcAbjurZeb7xmK5rOUlESHKcvP1KBN6ym89fhPJqGe0pDI2zimiTy2hy0MyxPt43Qn2mctU6q24JerB/7G7GUV6TjjVu7k9IKmFHFf42Lw3y9yzbhA5PUD1PWaUQx8aMwyHMeZxJ2Ow83s/GxbVBzlOwPVRUshOOZRpzj7q+0wmbguejwjYPCZMD2Vxbrt9Wpxxu2hSryFkpjLlqgbmWE6OOq7LMb9Ngm1lUib+lTAXQ4YJblht25arGqOgGmMUmMB6zeAhsuOiSrq5HDw+RaziP+qYV0LUHz/ejnmnrF9awu22gXK4w3NLNM5oF1UkGRopjXi8bf+1io+c7qbELIw0rK38uIBzb6JDNkKqEXfr+8cIOg7GFYeJKGWMwOWqBzVYKD801axeUfm+ifQTPW58wBuvZ5kEruD7/+dgh/uGBfdx17Wo+8LINZZVXyvA9Y5ydeBbeeu+YVUFBAIzRftU74PK7zArf1i/R8qMP88GL3sB73/qbfON4C3/1/ef5+I92cde1q3nd5ctKla0EQRBGMXoVVmHCgp4/MUjKsbluXbNZfS1cW+4BCm7yyeDzU7IgFHpAKig+YwmNnnL5Q8MkGzQUpn4lVBvDZU1zdaRoh4Rem5s2Lix7vSbtoLUuq3RXX5Xg8iBK4arVTaWQR6VMuCajcohGW0kTVDt7+WZToOW6dYH3YUfl7ULPWTppw3m3jrvPqlSCnkpv1C+D4S6S2W6uX98MvZNo46LKFdtisoHF194ZvBcLJQ0IPZXJWL8nmtfzknovkv/WzYvhQAqyw8Z7owJPhWKccECgZeOkChJUImFbgYdokudpVRPULcPOKna1DdAQM8ouCAvbxDhvUS1rmqvZfqwfpRSXrWigvRXWLl/GMU5fn4svfDhx/bGScRY735Rl5vTi5Q04tSmalpu8yGWNGfZ1DNIzVKAuk4imw9e6onGQiMJBy3XXdJgDGhyPZOMy6IPm6nEcEJFgozxpAM0bTHhsatS8htf2qusgbAQdw7YVAyPFkiyY3nDx2W6pTUXtKeKEuWIpx4RtVq28BNIJaHsO14dCUN5eKXOupkZ7oKpbTNXHUVy4rJ4Ll42TvgQmLLi62XiBT2NRa8PCGpY3Zsa9Ri5d2cB9O9qC76qwkGEnoc54wUIjTyljSN9+UbkHc8OiGnYeH2BRXQVnUWj8eUWI59mOw5wx0PKuxz3bjvO5hw9Ql0lw99u2RD/qFXHz8N33Gov6rfdC9YLxtxUEMD/Ol/6G+dexC57+L9JffxNvTdXy5otfxeOp6/mnHcf52/t2c8elS3nzNavYvHSCHw1BEASMcnyiP0f/SJGFtTYt4Yp4ZlQBiaAvUSZhwcQ9Sk+doELepBhloIRGUxQaaTtgm5CksBJhyJrmaobzlYVP2Ba1aacsx6Psay1lKr9NRHFUIadJpCyMa5wEhMpSJmFH46rE4ro0i1c1lb/YsAoaV8PCzaWCGydRrGhYVVbcJDQSmutCgyyQN6Zc5wLjeLTRPiZ0MeZR9J0Mvj9eJlzA4osmlnUynGy8IetMQYTm2kF2nRgo84qMXtRY01zNyqZSrqKipHs3NS3gjpWVi69Mhnje4+gCJmMJ3UXJWJ8tU7AjXDiozyRY2pDheN8IC2pS5ed31ajzhdI4RntsSjmQFmioXrAM+kaoy5xEFY9cdqOOQ7qCfqJUqTBHBYYDw2uikNiNi2srphSFHrSUY5nFgpBcv8nJVbapAhmrZlrG2peM+53jEvd6nooXOEZDVZKGCd4vOzdTNWPn7/xXR8cgyg0d56pbv7CWdS3jFLdRCpZcYpxK2e7K28SYVQOteyjPc639/HRXOz/e2cbi+jQfvOU8XnnRkolXFkf6TEEQ34O7vlfxAhGECVl4Ptz2MbjlL+HwL7B2fY9rn/4jrvVdBi64kfuGLuEdn1/G4oUL+c0tK7ntwsWxHjOCIAgllDJhXMDERRsCb1eV5fLKC5aMv93pCJAcv+JdRGRglN9fQ4lXNJ1cARptsI3mxvMWViwMMml0ubeurEiIcxJPwzikEzavvGhJuTelEpUMkRVXlR5bgXcr8HzVjRO2V/aZgDAPpVywkoIdDzGbkOoWGGqHi96Au/1E1FdrWgkLUUyS8xbVcqhrmJGiZ8qSe2MriMbPI0spY9hP0TgW1aU51G28nKND0MYQnqsXvAayxqBUAPnyBY+webdjK07m+F5Qk2QIxlRxLeUvBXmDmRruuPQU9NcpmJ/FdWmO9Y2MqXw5ua9X2JaqaNzVph1Sjj310UeTaOg87cTmPeVYQW5q5dxYs/kEx6l5gzHQJsGMG2j3bDvGJ+7bw2CuSLbgsWFRLTdsaOYLd13FJcvrT36Bdu0zxtnCC+C1n5OcM+HMsB2zqrP2JXD7J+DEM9TtvZ9f3/dN3mjvpMO7jB88fDFvvOd81m26jNdcupQbN7aMWQ0UBOHcJW6QxKs7jv8B7+TGwqlwwesmp7y5IxVf1mdiUI1iUl6yiVj9YsrKBjgps6JdHBm3ouNkmNR8n0IoX9OVb2TDBGXgJ6QQhEjG9JfNS+sZLlQuiV/Gwk1R7zsFDIwUx82tmRI2v27yHrQY161vxvV8DnYNc6QnO6GhdOvmxVgKOgYnE6Z7chbXp7luXTO/PNAVK7QxDs0bxuqRTavHuCUTTlDExrJOqqduWlyHu6KB0TsJPVCur8xbzvhKfkWSJ8kznARXrm7iyjP4fHXKGZtb5aRYtmIJy1YvrvyheYRSyuSmnglOGtxcFDY57mZn9i2nzrVrF/C5N19ObTrBkvr0ySsPxdn+Tfj+B+Ha98ENfzxBdztBOA0sC5ZdYf7d9BHUYBuL9v2Et+29j9/Of4WB1iYePHwZ7ylcxqLNN3LLRcu4dm1zWRKtIAjnHuctqqUzUC5nJSz6JPfCqKjDyusqNi6eOvNsChhv0XXSxtmZeBkm/9m1i88g572Cor24/hQWm4PjHVZJnGg1/4w5zarYoYcm75pqoBNFRYXV8mrToUp65p6i2rTpmXVSw7xmYdTqIEQtv4rRbrLQ+2XHPGhXrh7f+1Wpt1do2OWdGtj0+pMNoZwJwhZnktF5p0CQG3Z26+PNNakpOOsmSSIw0FZdO+FmM26gLaxLm34Rp8JwF9z/Z7D/AXjTf5oS6oIw3dQuNg3PL38Llpun4fAvef3e+3j1zi9S3PNpHtl7Fb+fu4ziqpdw/abl3LixhbXN1dMfbiIIwpyiuSbFhcvqyea9Uv7ZeCxYB90HJt5miqkLFd9xcjjOX1xHz/AkKhPOdSyncl7OZJmpn+6mNebfGRJWCZxSb+wUc8nyhkmHvNamE1x53iqoG9sv7VRJJ+zyPKlJEDb9rnQahIU/EpaK7vEn9c6Ng+v588vBMA9aW12/vnnmvmz5VTDSe9LN5kyRkIp4Rdj2Zfjp/zV9Od7zizErHYIwIzgp02tl3U0kbvsbEiee5bbd3+fmHffAic+yrXcL/3z/JTxXdTUXrF7K5SsbuWxlA+cvqRu/CqkgCPOGcRPDR7P0Mlh04fQKE+P69c0xz0RlFtenT82DM1fZ/Noz+3z1QtM8+yzhlgsW4Z6sUfUsc8oRJufdOmXffbpVUiutsYbFRqpiuVujc8wmtSNKnk/hHCVdP6mFpLlpoBVH4NmvwaP/zyQ+v+HfxzQiFIRZQynTE2jppSRe+mfQtY+rdn2PK3Z9H9o+x9HOLfys+xr+z4Pr2J1r5OLlpoTspsW1bFpcx3mLaiUsUhDOZWYw8X3cHqLCWBpWlFVfnOucUoqIcFJKHSDGGlZh8Z94v76TFtrwx+YUrmiqirxxgjARc8dAy/ZA65Ow87uw63umd8dtH4fzbp9frmBh/tG8AV78QawXfxD6j7Fq9w94654f8Jbez+I1NnEicQU7ei7giWPL+VxPM0cGfVY2VbFxcS1rW2pYs6CaNS3VrF5QTXNNUkIkBUEQBGEO0VyTYmlDqZdWxaqccRKZigbahO2jBCHG7Bloj/0zHHoUcn0wcAz6jprKjBtvg3c+YAw0QTjbqF8GV78Lrn4Xyi3gHH+GFYd/wYqjj3N713/y/7kdeCs20VO3icPOGvZ2L2Vr60L+tbeKw705Mgk7MtZWNlWxrDHDsoZM9FdWTAVBEARh6qlJO7SM43HOJG2umqAoyBg2vLyigSYIk2X2DLSmtaaSUabBdDtffNGUlBAVhDmDk4SVV5t/IUOd2G3P0nLiWVrad3Jl3338Ztd+UAq9cj3DtWvpTK3kBZazp28Jj5xo5nC/x7G+EfpHiiyoTpaMtsBwW9qQYWl9hpbaFAtqkpLzJgiTRCl1G/APgA18QWv9N7MskiAIs0TCtrhuqopF2Im50cNLOGuZPQNt422z9tWCMGvUtMD6l5l/Ib4PA62ozr3UdJl/a7ru4eauvabbfMNKWLeeYs0y+hKL6LSaafUXcChfy94XEvxwwOb4oEfnYJ6i79NUlaSlNlX+r8b8rcskaMgkqA/+1WUSYtAJ5yRKKRv4LHAL0Ao8qZS6V2v9/OxKJgiCIJzrzJ0cNEE4V7EsY4Q1rIQNLyt/L9sD3fuh+wCJgVZa+ltp6X2aC/qPwVAb5PpB+5CsQS9owE/VU3BqyJNgpJhgpMthuN1hyLMZdG16PYcjrk3WhZGij68Vjm2TStgkHAcn6BuTsjUpy/xLRv98HKWxlY/N6H8euzd/ELd6MY6tSNgKx7JwLBXsU2ErhVKl0tCWUlgWKExfGaVMcralFCp4XwWve77G9TWeryl6fvTc9TSu70evF1zzvOj5FF1NwQseez5FT1Nw/eB987jo+bieNnJZRkbbMt8bPk7YFpmkTcqxSCds0gmbTMImnQifl14P30s5FgnbImGrWc8p1NrMVd71yRc98q5PwfXNczf+3CNf9MufR9uV3i94Pn/+qgvmQ7jtFmC/1voFAKXU14A7ADHQBEEQhFlFDDRBmMtUNUHVFlixpfL7vg+FQRjpQ430Yuf6yOQGyHgFGtycaYbo5mP/gtd8D601Rc+lUHQpuB6uN4Ln+Xi+T1FbFH1FUVu4vqKgLQquYhiFp5O4WuFqCxezjactHt7eRR/5yAAKjSZjSPn4Gnyt0doYDb42fWf84LkO3g+3I/bcGHoK2zJGT2g42ZbCsUrPk7ZFwlGBcWS2LT22SNrGYEzYFnVpx+wjKJ/s+xrPB09r81hrfK0ZLrh0DxfIFz1yrsdIwSNX9KPHedcnV/TIFT1Giua9OEnHyBX+TTgqeG6TtEOD0BilShmDNfgveh638cL5NPMbzHNgpJYbrDoyskrVySDlWKQcY0QmHav0PGHkSwUGZun90vO6tEPq7DfMQpYBR2PPW4Grx9lWEARBEGaMUzLQnnrqqSGl1J7pEmYO0gx0zbYQM4yM+dxgGsb8d1O7u6nnXDvO0zbe90/drlZN3a5OmUquzTFNpZRS7wLeFTzNK6V2TKtU859z7TqcDmQOzxyZwzNH5vDMGfceeKoetD1a6yvPUJizBqXU1nNpvCBjPleQMc9/zrXxngatQLzp1XLg+OiNtNafBz4PMqdTgczhmSNzeObIHJ45MofTi1QHEARBEM5FngQ2KKXWKKWSwJ3AvbMskyAIgiBIDpogCIJw7qG1dpVS7wd+jCmz/yWt9c5ZFksQBEEQTtlA+/y0SDF3OdfGCzLmcwUZ8/znXBvvKaO1/iHww1P4iMzpmSNzeObIHJ45ModnjszhNKK0HpMTLQiCIAiCIAiCIMwCkoMmCIIgCIIgCIIwR5iUgaaUuk0ptUcptV8p9eHpFmqmUEp9SSnVES+brJRqUkr9RCm1L/jbGHvvI8Ec7FFK3To7Up8+SqkVSqmHlFK7lFI7lVIfCF6fz2NOK6WeUEo9G4z5L4LX5+2YQ5RStlLqGaXU94Pn83rMSqlDSqntSqltSqmtwWvzdsxKqQal1DeVUruDa/ra+Tze2WS+3gOnmnPxHjNdnGu/39OB/EaeOUqpPwiu5R1Kqa8GOpXM4UxgGsSO/w+TPH0AWAskgWeBC072ubPhH3ADcDmwI/baJ4APB48/DPxt8PiCYOwpYE0wJ/Zsj+EUx7sEuDx4XAvsDcY1n8esgJrgcQJ4HLhmPo85NvYPAl8Bvh88n9djBg4BzaNem7djBu4G3hE8TgIN83m8szjP8/YeOA1zdc7dY6ZxLs+p3+9pmkP5jTyz+VsGHAQywfNvAL8tczgz/ybjQdsC7Ndav6C1LgBfA+6YxOfmPFrrR4CeUS/fgbmoCf6+Nvb617TWea31QWA/Zm7OGrTWJ7TWTwePB4FdmAtwPo9Za62HgqeJ4J9mHo8ZQCm1HHgl8IXYy/N6zOMwL8eslKrDLDB9EUBrXdBa9zFPxzvLzNt74FRzLt5jpgP5/T5z5DdyynCAjFLKAaowvSJlDmeAyRhoy4CjseetwWvzlUVa6xNgbjbAwuD1eTUPSqnVwGUYj9K8HnMQKrIN6AB+orWe92MGPg18CPBjr833MWvgfqXUU0qpdwWvzdcxrwU6gX8PwqC+oJSqZv6OdzaRuTsNzqV7zDTwac693++pRn4jzxCt9THgk8AR4ATQr7W+H5nDGWEyBpqq8Nq5WPpx3syDUqoG+Bbw+1rrgYk2rfDaWTdmrbWntb4UWA5sUUpdOMHmZ/2YlVKvAjq01k9N9iMVXjurxhxwvdb6cuB24H1KqRsm2PZsH7ODCc/+nNb6MmAYE2oyHmf7eGcTmbtT5Fy7x0wl5/Dv91Qjv5FnSJBbdgcmXHEpUK2UevNEH6nw2jk9h2fCZAy0VmBF7PlyjItzvtKulFoCEPztCF6fF/OglEpgbpxf1lp/O3h5Xo85JAhveBi4jfk95uuB1yilDmHCsV6qlPpv5veY0VofD/52AN/BhFbM1zG3Aq2BNxjgmxhlZL6OdzaRuTsFzuV7zBRxTv5+TwPyG3nmvAw4qLXu1FoXgW8D1yFzOCNMxkB7EtiglFqjlEoCdwL3Tq9Ys8q9wF3B47uAe2Kv36mUSiml1gAbgCdmQb7TRimlMPHYu7TWn4q9NZ/H3KKUaggeZzA/OLuZx2PWWn9Ea71ca70ac70+qLV+M/N4zEqpaqVUbfgYeDmwg3k6Zq11G3BUKbUxeOlm4Hnm6XhnmXPtHnjanIv3mKnmXPz9ng7kN3JKOAJco5SqCq7tmzF5pTKHM8FkKokAr8BUYzoA/OlMVC+ZiX/AVzFxtUWM5f92YAHwALAv+NsU2/5PgznYA9w+2/KfxnhfhHE3PwdsC/69Yp6P+WLgmWDMO4A/D16ft2MeNf4bKVUBm7djxuQbPBv82xn+Ts3zMV8KbA3O7e8CjfN5vLM81/PyHjgN83TO3WOmeT7Pid/vaZw/+Y088zn8C8yi9g7gvzAVGmUOZ+CfCiZUEARBEARBEARBmGUm1ahaEARBEARBEARBmH7EQBMEQRAEQRAEQZgjiIEmCIIgCIIgCIIwRxADTRAEQRAEQRAEYY4gBpogCIIgCIIgCMIcQQw0QRAEQRAEQRCEOYIYaIIgCIIgCIIgCHMEMdAEQRAEQRAEQRDmCGKgCYIgCIIgCIIgzBHEQBMEQRAEQRAEQZgjiIEmCIIgCIIgCIIwRxADTRCmEKXUIaXUlbMthyAIgiDMNHIPFISpQQw0QRAEQRAEQRCEOYIYaIJwGiilViulfqSU6lFK7VBK3ayU+hdgJfCIUmpIKfVapdQGpdTPlVJ9SqljSqm/mG3ZBUEQBOFMkHugIEwvSms92zIIwlmFUsoGngX+CfgCcC3wLWAT8DTwBq311mDbDcAS4JfAeuBB4Le11vfPguiCIAiCcEbIPVAQph/xoAnCqbMF8LXW/6K1drXWPweeAG4evaHWep/W+pFgu93A14HrZ1heQRAEQZgq5B4oCNOMM9sCCMJZyArgfKVUX+y1BPDj0RsqpZYBnwWuATJACvi3GZBREARBEKYDuQcKwjQjHjRBOHWOAc9orRti/6q11p8BRscMfxQ4AWzQWtcDnwPUDMsrCIIgCFOF3AMFYZoRA00QTp3HgYxS6u1KqYRSKqWUulEptRjoAFbHtq0FhoAhpdSlwG/MuLSCIAiCMHXIPVAQphkpEiIIp4FSahXwj5hYeo2Jv39n8PzTQDXwVuAQ8N/AWuBXwF5M7P77Z1xoQRAEQZgC5B4oCNOLGGiCIAiCIAiCIAhzBAlxFARBEARBEARBmCOIgSYIgiAIgiAIgjBHEANNEARBEARBEARhjiAGmiAIgiAIgiAIwhxBDDRBEARBEARBEIQ5gnMqGzc3N+vVq1dPkyiCIAjCucRTTz3VpbVumW05JovcAwVBEISpYqJ74CkZaKtXr2br1q1TI5UgCIJwTqOUOjzbMpwKcg8UBEEQpoqJ7oES4igIgiAIgiAIgjBHEANNEARBmNcopRqUUt9USu1WSu1SSl2rlGpSSv1EKbUv+Ns423IKZx9a69kWQRCEecjcN9By/fCNt8J/3gE9L8y2NIIgCMLZxz8A92mtNwGXALuADwMPaK03AA8EzwXhlLj32ePsaRucbTEEQZhnzH0D7Qd/CJ4LzRvh628xjwVBEARhEiil6oAbgC8CaK0LWus+4A7g7mCzu4HXzoZ8wtlPz3BhtkUQBGGeMbcNtM49sOdH8Op/gNs+Dr4LO74121IJgiAIZw9rgU7g35VSzyilvqCUqgYWaa1PAAR/F86mkIIgCIIQMrcNtG1fgc2vg5oWsGy47vfgyX+bbakEQRCEswcHuBz4nNb6MmCYUwhnVEq9Sym1VSm1tbOzc7pkFARBEISIuWugaQ07vwMXvaH02gV3QPvz0H1g9uQSBEEQziZagVat9ePB829iDLZ2pdQSgOBvR6UPa60/r7W+Umt9ZUvLWdOyTZhBNFIoRBCEqWXuGmjd+yHbA6uuL72WqoH1N8Pe+2ZPLkEQBOGsQWvdBhxVSm0MXroZeB64F7greO0u4J5ZEE8QBEEQxnBKjapnlAMPwpobwE6Uv77+ZfD8d+Ha982KWIIgCMJZx+8CX1ZKJYEXgP+FWaD8hlLq7cAR4I2zKJ8gCIIgRMxdA+3o47DqurGvr78ZfvQhKI5AIjPzcgmCIAhnFVrrbcCVFd66eYZFEeYjEuEoCMIUM3dDHI89DcuuGPt6/XJoXA2HfjHjIgmCIAiCIAiCIEwnc9NAy/ZA3xFYcnHl99e9FF54aGZlEgRBEARBEARBmGbmpoF2/Glo2QTJ6srvr9gCrU/OrEyCIAiCIAiCIAjTzNw00I49A8suH//95Vvg+DZwCzMmkiAIgiAIwmgkBU0QhKlmbhpox5+e2ECrXwbVzdC2feZkEgRBEARBEARBmGbmpoHWvgMWj5N/FrL8Kmh9YmbkEQRBEARBqIAWF5ogCFPM3DPQCsPQdxRaNk683YotcFQMNEEQBEEQBEEQ5g9zz0Dr3AN1yyBVO/F2y64woZCCIAiCIAiCIAjzhLlpoJ3Mewaw6EJTij/XP/0yCYIgCIIgCIIgzABz0EDbbUrsn4xUDTStlUIhgiAIgiDMGlrqOAqCMMXMQQNtkh40gCWXwInnplceQRAEQRAEQRCEGWIOGmiT9KCBqfTYJgaaIAiCIAiCIAjzg7lloBWy0Hf4FDxoF4sHTRAEQRCEWUPK7AuCMNXMLQOtex/ULIJMw+S2X3yJ8bgVR6ZVLEEQBEEQBEEQhJlgbhlop5J/BlC9AGoXQ8fz0yeTIAiCIAjCOIgDTRCEqWaOGWinkH8WsljCHAVBEARBEARBmB84M/2FD+3p4DtPH6OxKsHq5mquXNXE5qV1WJYyHrR1Lz21HS6RQiGCIAiCIAiCIMwPZtxAW96Q4fKVDfQMF3j8hR4++9ABUo7FG65Yzu917Ma+5j2ntsPFF8MvPj0tsgqCIAiCIEyEliohgiBMMTNuoG1YVMuGRbXRc9/X/PJAN195bB+65wX+Y2+K31rhk7AnGX25+EJofx58Dyx7mqQWBEEQBEEQBEGYfmY9B82yFC/a0Mw/394EqTq+syfHG/7lMQ51DU9uBw2rjGHWc3B6BRUEQRAEQRAEQZhmZt1Ai+jcg7NwI9987/W8eH0zr/mnR/nF/q6Tf04pWHQhtG+ffhkFQRAEQRAEQRCmkbljoHXthebzSNgWf3TrRj7xhot59389xb3PHj/5ZxdfBG1ioAmCIAiCMLNIBpogCFPNjOegjUvXXmNoBdx24RKaqlO8/e4nSViK2y9aMv5nF18Iu74/A0IKgiAIZyNKKRvYChzTWr9KKdUEfB1YDRwCfl1r3Tt7EgqCIAiCYe540Dr3QPN5ZS9tWdPEv77lCj70zed4ZG/n+J8VD5ogCIIwMR8AdsWefxh4QGu9AXggeC4IgiAIs87cMNC0hq59Yww0gOvWNfPJX7+E93/laQ50DlX+fMv5MNQOw93TLKggCIJwtqGUWg68EvhC7OU7gLuDx3cDr51hsYT5gsQ4CoIwxcwNA23gGPguNKys+Patmxfzzhev5Z3/uZWBXHHsBom0Me6kUIggCIIwlk8DHwL82GuLtNYnAIK/C2dBLkEQBEEYw9ww0Lr2QvOGCfuYvf+l6zlvYS0f+db2yk0hF18IbTumUUhBEAThbEMp9SqgQ2v91Gl+/l1Kqa1Kqa2dnROE2guCIAjCFDE3DLTOvRXDG+MopfjbN1zMtqN9/M9TrWM3kDw0QRAEYSzXA69RSh0Cvga8VCn130C7UmoJQPC3o9KHtdaf11pfqbW+sqWlZaZkFs4itMQ4CoIwxcwRA20XtGw86Wb1mQT/702X8lffe35sI+tFF0K7eNAEQRCEElrrj2itl2utVwN3Ag9qrd8M3AvcFWx2F3DPLIkoCIIgCGXMDQPtxHOw+OJJbbplTRO/dc0qPvzt58pDHRdfBJ27wc1Pk5CCIAjCPOJvgFuUUvuAW4LngiAIgjDrzL6B5rnQ8TwsmZyBBvD7L9tA+0Cerz15tPRizUKoWmDK9f//7P13fGZHefePv+fcRbf6Slptr+69g8GmmA4GUwIBDIQSCCEQCCm/lCffJ/WXJ3zT84QEYnoLJQZiYxvjhvuuvb137WrV+93bKfP9Y84597mL2q52pZXmva99STp1Zk67PnNdc41Go9FoNBVIKZ+UUr7N/X1MSvk6KeWl7s/x+S6f5sKk1rB4jUajORvmX6CNHoVIA7SsnfEusUiIv/2Va/nbhw4xnMqXVqy8Ro9D02g0Go1Go9FoNBcs8y/QBvbA6utBiFnt9rKLOnjj1av4+4cDHrNV1+pxaBqNRqPRaDQajeaCZf4F2uDeWYU3BvnDN13Ow/sH2debUAt0JkeNRqPRaDQajUZzATP/Am0WCUIqWdES41N3XMxfPXBAJQxZfYPyyDnOtPtqNBqNRqPRnC16DJpGo5lr5legWQXo2wHrXnLGh/j4KzYzkMjz4L4BaL9IhUqOHZvDQmo0Go1Go9FoNBrN+WF+BVrfDmjqhLaNZ3yIWCTE/7rzSv72ocPkbQlrb4be7XNYSI1Go9FoNJraaAeaRqOZa+ZXoJ14Aja/6qwP85ZrVrG2rZ6vPN2lBFrfjjkonEaj0Wg0Go1Go9GcX+ZPoEkJ+38CV73zrA8lhODP3nYV//l0F4mO66FPe9A0Go1Go9FoNBrNhcf8CbTjj0ExAxfdMSeHu2ZtK6+9YgVfOdEGQwfAzM3JcTUajUaj0WgmQ+osIRqNZo6ZH4HW9RT85Dfg9X8OocicHfZ333AZX9+dxmparbJDajQajUaj0Wg0Gs0FxPwItM4r4L3fhhs+MKeH3by8kXfcsIYDXKrDHDUajUaj0Wg0Gs0Fx/wItOaVc5IcpBafe92lPBxfS+rE1nNyfI1Go9FoNBoPHeCo0WjmmvmfqHqOWd1aT+dVr8Y69byePVKj0Wg0Gs05RZsaGo1mrll0Ag3gHW95C3VmimOH9Tg0jUaj0Wg05xKt0DQazdyyKAVaR2sTw2038uxj9813UTQajUaj0SxiHK3PNBrNHLMoBRrAqutfz/Kxbezonpjvomg0Go1Go1mk6BBHjUYz1yxagRa75NXcUXeEf3rk8HwXRaPRaDQazSJF6hBHn1zR5pEDg/NdDI3mgmfRCjTW3EgTWfKDR3j+xOh8l0aj0Wg0Gs0iRIc4lpjIFsmZ9nwX44wYSubpj+fmuxgaDbCYBVoogrjoDv7wotP84yNHkToGQaPRaDQazRyj7YsSF3JLbO0aY9up8fkuhkYDLGaBBnDJG7jF2kF/PMeTR0fmuzQajUaj0Wg0Go1GMyWLXKC9ntDpLXz+VWv5x0eO6F4ujUaj0Wg0Go1Gs6BZ3AKtdS0sv4x3LztGMmfxCz1wVaPRaDQajeacoDvCNZq5YXELNIAr7yJ85Gf8zusu5Z8ePYqtR/NqNBrNkkEIsV4I8UshxCEhxAEhxO+4y9uFEI8KIY65P9vmu6zzjnNhJndYsjgODOyZ71JoNJpzwOIXaFe9HY48zDuvXY7tSH62p3++S6TRaDSa84cF/L6U8krgZcBnhBBXAX8MPC6lvBR43P176ZKbgAM/hYzOenzBYGZg9JieiE2jWYQsfoHWeQU0ryR06ml+7w2X88+PHcW0nfkulUaj0WjOA1LKASnlTvf3FHAIWAu8A/iWu9m3gHfOSwEXCpkx9dMuzm85LiCC4XzzGtqnPZ8azaJj8Qs0IeDqd8G+/+Yt16yiORbmBy+enu9SaTQajeY8I4TYBNwIvACslFIOgBJxwIp5LNr8U0ion9obc0bMz+gJoX7IhSPQ9O2j0cwNi1+gAVz/fjj8AEYxyf96y5X8y2PHSObN+S6VRqPRaM4TQogm4MfA56WUyVns90khxHYhxPaRkUU8XYvjRZZoC/tMcOZDmUin/OcC4kJKFjKWLsx3ETSaKpaGQGu/CNbeDPt/zG2XLOeG9cv48pMn5rtUGo1GozkPCCEiKHH2PSnlT9zFQ0KI1e761cBwrX2llPdIKW+RUt7S2dl5fgo8HyxgY3+hEtQg86JHvGu1AEMcLyB9xrPHRxnVIk2zwFgaAg3gxg/Bru8C8Cd3XsG3nj9FXzw3z4XSaDQazblECCGArwGHpJT/FFh1P/AR9/ePAPed77LNKYUUDB86c8vYF2gXkGW9gJhfD9oCFGjzXYBZUrR0x4RmYbF0BNqVb1fZjoYOcsmKZt5101r+4RdH5rtUGo1Gozm33A78GvBaIcRu9/+dwBeANwghjgFvcP++cEkNwtCBs0jy4ZrU2oM2Y4IiZH48aAv3ml0oIY6OO3jQsi+M8mqWDktHoEUb4Npfhe1fA+Dzr7+Mxw4Osa83Mc8F02g0Gs25Qkr5rJRSSCmvk1Le4P5/SEo5JqV8nZTyUvfn+HyX9aw4W2PdD5PThupsEULMrwfNWYACbb4LMENs97pZC7ANNUubpSPQAF72W7D7+5AdZ3lTHZ+642L++sGDF0xPj0aj0Wg0NTnrMWSewNPfw9kipWTX6fh8nNn9sXBCHOUFdhvZrgetqKdf0iwwlpZAW34pbH4VbFNetI+/YjMDiRz368mrNRqNRrNQyYyBNU3o4tkmjJCOmpbmQrGsFwDBzt1Ebh4yQy/AxC7SFY3yAvGheZ5PHeKoWWgsLYEGcNtvw4v3gJknFgnxF3ddzd88eIiUTruv0Wg0mgWGZTvQ9UsY3DvNlmcZ4igdECEunOC0hcPFnU2sWRY7/ydegFkcd/fEgQtH53seNGt+JrLTaCZl6Qm0jbdD6zrY/T0AXnflSq5b18o/PXp0ngum0Wg0Gk05D+4bIG/a0wuvs/WmSAeM0IVjWZ9DDg8mGU7mp93Oa6lYxJifiaoXcBbHCwVv6Jmtx6BpFhhLT6AJAa/5U3j678FUafb//K6ruXd7L7tOT8xz4TQajUajKceeifV/1gJNghFeUOFy88WRwRQHBmY8lzmGEPMzln2BedCCbXA+m2MwkWf7qTPL8WPrEMfzh+NA3w7Ixee7JBcES0+gAVzyOmjbDC9+BYD17Q383hsv449+vJeCtTBedBqNRqNZ2jizccucbRZHHeI4a7wmN4So6UFzHIl5LpNPLLAxaME2OJ9j0E6OZuiL5yhaDmOznHDa6/yYUSeIZmb0vAj9u6qXW3kYPwmZkfNfpnnCceQZT4K+NAWaEPC6/w3P/jPkVZr9D798E82xCF984vg8F06j0Wg0mlLv/oyYiyQhhrFgjP35RsxiW2OSNPu7euI8tG9g7gpVyYITaPPjQRPuxdrXF+fZ46Oz2tdPErJIBdq85FeIn4axE9XLHbcs9tLJ+dA9nuW5Wd6THktToAFsvA02vBye+BsAQobgH371er753KkzdpVrNBqNZgkz3gWZM/sY16Lc6J9GMsyFB80I6zFoZ4BhVF4rRaZgndsTe+dcICGOZQLtPJ7XcBWaOcswRSlL3o1z6kHLzc/wmYFEjicOD5/dQfJJKKTmpkC2+zzY1RlpBxN5xuLJuXn/7LtXlXsBMJuOnkqWrkADeMsXYPd/Qd9OADYvb+R/vfVKPv/D3Tqro0aj0WhmR99ONcbiLNjdE+fESBqOPYZ0DZqZmSxnOSfWBRDiOJzKc9/uvrM6xnimSHKOvu9eGJ8ag1a9PmycjXk2kwIsrCQhwTY4n2PyPA/arEKCgWTO4vhwmlgkdO4EmmPD8cfBnD7pzFxjWnNQp2OPwNFfnP1xAByr/GeAF06O0f3cD2F0jhL2FdNzc5yzJBxSN+eZ3F9LW6At2wCv/kN44Hd9Zf/+l6zn6jUt/NGP9+oJrDUajUZTjZSTh+mc5XejeyzD4f445OPYhSzgeibEdB60uUgSElow4XK1SOXP3iP1zLERnj46/RiY2VzFyUIcQ+dNoAWu2eix2uN/zhHBMXbz5UHzWnm2NnDBMkFKXrKpHcvN4iime848rCL0bp9+O+89sYCfq/PGTEIcZyCsbEdObp+fbSTBHON5d4vW7MuztAUawMt+C5Dw9N8B6uH8u/dcz8H+JF979uT8lk2j0Wg0C4+hA3DwvklWzt40rexddSxlwHgG74w6C+cizb64gNPs2+aMyz5X3pJSkpDa4sDrPT9niUJqjTscO157/M8UnBrNMJyavYfHsh0e2jfg168sSchsmvgsQ+g8TTWWmV0yhtDxR7k4u5fW+gghQ5nDM9bUmWGYODX9dp4omQcvpz2b94fH6a0wfKj0dyg6+xMboUkK5Am06hBHnxkU9aF9A+w8HVd/OHa5d9J/D57f95jtyJqRd947XAu0MyEUgfd8A7Z+GU4+DUBrfYQvfehm/vWxY2c8uE+j0Wg0ixQ3uVRNZimQTo9leWBvf9kyId3QxnyKWG54Slvj0ECSgUSO571v1ZnO5+SNQXMtpJ7xLPv7pqhnLfbdC8UsjiNnHW42E6a0nQ/eByNHypfZpirTGbTJTOz0dMFCCIGYxIPmNcFceP5q4gmzoPEfdifMtmd+zj29cXZ7Bu8MSeZNP7GGJ3jL2mCml19KFUJXOJuQtFl4Kq2SOLDzKWJWkpAhuOPyTm7a0EZDdBJxUclMn3NPlJyvcYKuWDFth729cXXq2TyKiV41ltbDu5/mYp44x1aCz6ntQVO3z/SFdaQshSn37YTDDwRWuvf92Qjik8/Ascdmtcu+vkTN8X5esxXPoJNGCzSAjovhrf8AP/4NSKoP5ZWrW/i791zHp7+3k6NDczRAUqPRaDQXPlN9/GfZc1trPJRwjx/qe4GOsW3uIWsboUeHUuzpSeB4BuDA7mnPKa0iw89/t2LQUHkWx9PjWTUWbqZ4x7LyPHN8lGcCnZtHBlNsm2HyLSnlpJNEe+FnVR4wr+6VY1vsc+u9eO74KFJKDFHyUgR7yr25tRK5uR/TriYvt5X7qOyec383s0qkzVAY2I6csWcxb9ps2bWfQkpdU9/TeyY2/GTXbhZMGZVoWyUPS6IXDt3Pk0eGeeTAIKfHs4i6RgAiIYPGujBtA8+WC5TJcEVC0bQgNQjFbO3t/HFXU1+H/X0JTo1mpj/vVGTGlFjJJxjPBITobDtLjEjp96hqnxm1iYcfZlj5nJoQqZ+6LRyL5MD05/LHd1q5iv3t8p9+kSTpmSbtSQ9BPj6zbV3GJ/Hees9GrQ6c6dACzeO698LV74L/ep/fk/OWa1fz26+5hI99YxsDidw0B9BoNBrNosbLxjalJTrbTHLlfzdlTmO4Rp1jKyPDmeaYhnDL1NBeWjjFOI9MLsvp8Sy25fXuOxRthwODGb/4dWFlHsx4btCAgR3PFolnSwZiz3iW/njpGyql5PFDQ1g1epVH00W2dI1VH7+QxsgpQWA5jjJGu55Uhli8W21TGVo13dQDiT4wa3/b2/ufnnHonSEEjqOEy8/3D+A4kq6RNMOpPI3RsBJTQc5yot5MweKxQ0OqzUNRv35SSnaeHFHGYDENRx6Crl+qnabxgBRthxdqtXsNpISOsW3YRx8FXAGQHCib+0xaOSjOQHD44rnGPW6WjvH8iVG6anUYODZhK6cKVcsIPvG4Ei1S+tczkTMp5tSxInUN/qYCCBfiEO+ZQbkdjg6lONA3DqeehcG9tber0Ukwli4wkSkP8zsxkmaP6/E6Y2xXJKSHSQY6BcrEgZmH5CRTP3j3SChcWiZtNW/wyCHGU7O0gyufO9tUHrkp3k2jfSc4ukN5rxLZ8u2CYbje+M7RnMOpscB95rVz8ByOw2i6yOOHhmYu0mZJulD7HeOFmeokIWfLm/4GWtbCjz/h31ifeOVm3nLNKj74lRfOKEZbo9FoNIuLiUyBvb1xbEdyajTDsWCURcAYcpzJvUH+NkHjySrQnthPyMqWH2qSb7sXRiiEQOBAyzoQhhIvk46RA9sVXabpGnRmhowlGMw4OK6R5qUszxdn6Bbxw+2qt68MG7Mc1ZtdK/TPE4RV47aSfYTGVIY325FqstvMqPIUpYdVvSvHtshpvDOnt8CASggWFKIhK0e4mJhSoAVDOL0kIV7IX9F22OeGhzZEQ+V1SfTC8YrwKaug5o6aIemChe1IJeBDUb+epi0xi3msWIdqH7tYSjd+4Ce+MBxJlXr7d3SPlx03iJSypt1jOQ6OCPtjbhzboXvnI4yMl45lDO6FIz9XIngqvGtTKyTz6MN+BsGRVIHu8Sw7usd9z24+OYrc/xNaTz9Kc/IYlxu9NOT6y4Wal3TCsfx7UzgW0eIEK5pjrFtW52/qe+JqueQmTqn7zC+323ni3TdGuHofKIXzBe5Bb2LtmljFMw8n9M6RixMPCDR/jreebUqsdj9Xe/8JN++CEXHT66dVmzWvIm3CCwdPlI1nS2RNdvfEyzsgHIfKjLJFy+Hh/QPE01nlQavl0ZYOEumLrfF0gSePDCqBbhXJjp5my4kxP2wzElLypS9hqqkSAlNOdI2mS++28ZNw4Ce+QAp2HE3KTBPFjHdB/DRSqqQlwinCwfvLq6UF2hxhhODdX4VkHzz4+yAlQgj+9K1XctslHUqkTfOx1Wg0Gs0ixipSTI5QtB0e2NvPnt44BweCc+6UPsTd41m2dI2xu0eJuYFEjsGE+obs6YkzlMz7W8tEHxz6GQYQcorukdzwGGTNCEdvXEO2aAGStC0wLatkqE2S2rtYVMst0zXiCmlEXRNgkC2qZV5Wu6w5RY+zmSuNxwuEcoXNDLHcMOPdB5BSEnW9cU7FmKVaYY+5ojLeesaznAyGfDkWmBk6Rl7EHjsBprvONlUZGjurjfxaY7Rcgobm8eE0D+8f9P+OmEnV8lOEJflGr5QIJ0/OtHlx30HW9j5IoVgyjle0xEoCTUp/GEXZsUeOQM+LZcc/OZrh2WO1x8B7QsqyTCXQkv0wsBfLcRDSxqpfXvLSGWFyRVsJLTNLMm/y/IlR/xr0TpSEQmUGw5FEiq3Hqr0t4tSzGNJiJF1Q12NgDyPpAn3jGVpiEZpjYSVuI/VVoWJ7euIV19W9NiefqhKplmVWTSDdO5HjxLASXc/tOcxwqoAEwnaOtlw3bWO7cBL96riOHTDcLX+OQsMpUp8boL65HSNwbwiEe18E2sGxITuuwhjTQ4Hl6hoL91mdVKDZFiPpPDIg0FJ5y392T49ly4Xx4Qeg+1lAedoqvYa9E1l6J6YOp0xmMmUea9uRFEwLOV1SE6vgCn5HeQWPPqyOaYSQkSbCVqZsrrnDg0m6xzJlgp/0IESblD3tWBRzaXpOHiGUOMWJ4QSE62p60Lyw7qY61Y75QoGWxBGcww/B0D7E6ecB/HvH86CFw+FS2QGkw3imSCLltpvbyeK/z4ql633f7r6ydqKYdQXmJAKtkFL3gkffTuh50T9mnZNTnSLBcY7uo981mmEomYdjj854fKgWaJXUNcGHfqxuzof/xBdpf/X2a7jt4g7e/eXn6R47yzhhjUaj0VyYJPuQrjEmanlmbNMPm1PCSaXOT+RMXjw5zgsnVRjZqbEMx4fTvgfNyrveGiEwnAKOlAQ0AI7t0DNebpiZtoNh5wmbKYSUPHcyqcZMW3kcKUknXEO8e4v671IsFt2iukZNMYMVakAKwf5jXfTHc4xnisQMm3zAoFFjmgK9+73blMEBZXMcrRh+mo6xbXTte67MeCvaDgf6E75gyZl2mSfKtB3fO7KvL+F7Kf12LeaIFUYQfbuUl9Bfnlbhna4HzWv3svEomVFkILlLydCUFNxxY55oM5xCqU5SwqGfVYVredetPjdA9OhDNCePE0mcUkVKDtDeGOWmDW3UhQ3ExCk4+TRDpw5w9Mh+dZ6gkSqqTbGBRK48K6EnRClNgO3YVinL3uhRTNPBkBbPns6TmHCnEpAOQ/EMp8ezJLNFLFsSyw1x+NGvU9j1I0JWjrW9D4K0qzIYRo8/worhLTiOJG/a9PeeBNvCSZXEbKwwgjOqskbmCkWEgOV9TyDycWjbVOaFLFoqHM0TWH4be1iB+krJgb4kB0bLnzHhmMQyPew8PYHhFLEcx/VemLTFVAVk93NK8FoF1bahCHYuyfaDR7AcScRME8sPY3ReUpawwoh3VTmrCz27sI49pto+2OHhXr9oxvUQBsXt6DFIDzOWLmCaBbrHsuQL6t50HIkYPkho9Cjm/vvYe7KfPlckR4pxJY7Sw5iWzZ7euO+JBTVedUf3BDu6J8oLOXoM0iPEM3n29SVLHS9eHSybR/Z2c3q8WtgdGkhy/85TjCeS7hixBvUzXFeqpzCwIo2ErYzyNNsmpAbJFm3aG6PEg6GIxQzUtynB6lj0HHqRiSPPsCJxAGHmIVyPIyW2Xf48Cde7ubypDoHALBYI2Xn1/I+fpGA6hM0U7WM72dThjosbPkQYdX8c7+nnwb0D6pkApBde64Y9246kY3Q7Tn95KGpZ2Y88BIN7QAh6xrMUu1WnyUiqoOZfHNgDJ56A1FDZMfKmTV04hLSKavLzk3voGVWddo6UIB3imRy7Tw6p+8iamaNHC7RaNK2Aj9yveg8e/TOQEsMQ/MXbr+ZdN67j3V96viwsQKPRaDRLhL4d5FsvAgRC2jSmu2lKnSj11EcaGB0bgXgPxULpQ9wzmqRNKMM0mPVOZIZBOjiOJFuwQELIzmM5smysfTpfZHDLf1EYPOwf07QlK4afZ+XQ00SLE0gRImtJMHOcHs+y7cARnj0+qqJCkqVQM9MVaKPJjBJIxRRWuBHDMQnbWXYdU56MzUOP4QweKNX94P+UJyFxRUs6PsJT+93wKMdClHmnUr4RlOs/RNfAKImcSX0kRDRkkCmWDPD+eM4XSx5j6YJKeGDmkK4BbzsOFFyvpZlRDVTXDHYRx5E8enCI+3b3MRBPq20dG7qexOp6BoCoUGPuJrJFCpbtz1Xk9YSH7ILqQ3cssE2kmSeeKg93tJMDtI3vIVJMIAS0JI9Ql3dFY/cWGoZ20JTqIho2iMRPQnqY/okMybzFnr4ED+w+RV88pxJDeAIt0G6xSMhdJDk9lmXkwJO+GE67oaG2K9B6xrMUbQezmEFiYIcbSKazUNdCIpOlZ1QZ+fligYJlE7ay5EybRK5IY/qUX+eqMCy7SNjKULQdunr66N/9KMkd/13yPgqDhmi45OVyTEKGIGRlsVs3KEPdNZTv293HydEMDdEwWdP2z2VaZik9eVCsFZKYjoMtAgkrgLr8KK1je+gfHsFwTNfrBZe0qfsJ3KyFuQk1JitchylDnOo+RTHSyvFCK20TeyhG24k0tJYJ79DgLuUA98SWVWDP/n3Ki1VIlSekcI3s+omj1WVPDWDGB3j2+Cj5vNrHKhbZ15sglbdoSh6lbuwAZjFHxFT3D1KyYvg5Ejn1bO59+OukckWEU+T00d0A/PLwMNGCsj2zgeeGgT3Qv4uxRIasDGNaRVa1xFjVojIwbjkxRsguMJwx1TsG4NRzUEjTH8/RMbYD+8D9qgMmUq+8r95422IGRAjLqCNk5zFHu2BoP5x6lkzRYnlTHam8yaGBpBJvVkFlRxchcGwMdzxbc30YCkmKIsLJ0QyP7estlb9vJ9HiBI4IY1z9Tmwjwomj+xE42I4ka1ocH0lTnxuiPjdAQ8RAmnnk4H7qs8ojnTn8OJZtUzTd6INcQj1PVp6DA0nSmSyx/BDh8WOQm/A7ieK5ohJf/n2XwpGCoVSe9MBx8vm8H8Jpeu+mirnanFPPsSa+XT1DUnLqyC4OHzno3ouStom9rO17GKuQdcMxZzauVwu0yWhZAx/5GRy6X4U7OjZCCH7vDZfxx2+5ko98fRs/ePG0nsxao9FolghSqt7STOtlrFjWxA1rGlkW309r4rBvPCftMDu7hjBPbSE0UppPKDl4gs2JF2ggx4Q3DsLMEut5jpbkURKpFAcHlVEatrKk8xY5N7wwU7Q4PpxCSIfUaD/p48/z7I7dDCbyhOxAiJqUSBEh17sby3aIFifIxF1Piuv1OzGS9g32roFRnt93hFxyDCvUQNgd++YdMxYNY+ZTHDjZz3AijZSSXCqQSMI1bnMHf0Hj0Da3kWwcozR3kjz5FJlCEaSD1bebZRP7OXD4MKsGn2R5Y5jusSwDo2Ps7B4jU7C5uKOelrQSe3Vhgy1dY+zZ/ix2vIchdzyUlx2Rxk6y/W4bRxrAzNEzNArSJmymOL33afrjecyk6vE2bYe6sMH6gUew+/cxEM8xmi7648+6x7JIKQlbWbKmzdjRrWAXSOUtnjs6WG4UD+6nIdtLfX7YDw00pEm2YR3d4xmi6T6iE0eJhIzSJMi2SbppEwUZIWY4bD81rhJDeILANknmTYaTeT9LXbpnP3tP9nKqp9u/CdMF5dmzLYuEaTCUyjOSyuMcehCBg2NESeZN9sUjHBvOkE7F1eGHDlLMZRCu18h2JBFTCU/ljSplokzkTAYSeRyhBFgoP0G+rpN9iajf/pvXrycs1PaGEBiO7Ytzc8V1yrtn5pTXQTocHkyyujVGxBBkixam7bD9yGmODKWYyBaxA9kWC717AGiy4n5YaLZgE3KKmLbDqsEnCVlZ+hM5xrNFQq5gEgjlBTOzKmQtVMdo1mKiew+FWCenrTYMp0iufiWRcDQwBs5EAKbjMOYm8Nix9ZcY0iRttKhtAh40z0Mjpar/icG4Mvqz45AexsqpZyyZVZ0KE13b6O854XvQ0wWL8XSRjrEdHOqfoDGjru+x4TREG5Go+7Ax08f48W3IYpZYdoDOkS1EigmODqXZ0T3uD7tJxsc4PZrANuqwTJN6meXWDrUuUkxQnxvEDDdzaFBd766Tx+g5eZh0wSJiplVUn2NC08pSsp26ZvXTMCiKGPXZfmTvdsiMUbQdHAkt9RFG0gWODiZJH3laCddQHUVpcKB3nJwlaK2PsHZZPY6Z44ljEyTzNo0jO0mkXI/eeBft47tAhIjF6jCcIi2pY0TMFLYj/WQh0u3IiFlxBsfi7OmN+x5405FEzASZo0+pv808cv+POXV0H9miRTo5QdgQFC0be/go2WyWlsRhRpJ5IsW4CotFRSrEs6rdHCl5YctTxI+oKbi6hsZV+KaZ5dRoxg9TdRL9NJmjNKVOsLsn7t8juaJNImsSLap7oTl9Uo2xsy01xm/fvUzFJEGzGgCWrYdffwS+927474/AO78MdU285+Z1XNTZyGf/axfPnRjjb951DS2xyPTH02g0Gs0FS8602DeQpt/IcFO0kXYS5OsjJHImTj6BsWwDA4MJQnYB03EITZxghexHihBmdBlN9WHqR/ezJzVIm5kk0rKcouXQXDxB2imJmrCV5Ug8QlNIMNJ5G4w8T66+SD0wmikSGT6NYTVyLNTJWnefFc11XHzJSo69aHOgP0l7Q5S6wjgrhp+DjW3gWGT2/owj4hausHrIhEO0Jo5A3GGkvQV7/VUkWq+grjBK2Mpy5dpmmgthRk0wDj2ItWIVY2aR3vEMN1yhzmkVcxjRFhypDJpjwykujZ0gLIs0dawh0r6esWMv0DmyhZCdJ98AYTtLc+oEEbKsbhEcGCtg7rmPieYraK6Psql4jPVRg/GOjfRmDQoWNGT7yDaUzJVM4zqa6hyyVoSuU/1cuaaZJ48kuCU/Su70z3hJLEK/m3l5KAXhrl20NUQ51D9E3WaLuohBuu8ApiPJphPUjz3M6lyRwcQGNhnraMiq3v2TYxk6Ro9iOg6GMBlJFdjYESZbtNh/eoQQgjX1JhE3LXmhroOmi27B3t+LwMFAUh82KFo2UoYQThHHiBKLxVjfEaLnwGNMtF9PJlOkERgdHWTv0S6aUycYW/UKDMJke/bQnokipGR7T5ob154mMnqc1blTyPZ6Uq1XMLjqDhh80m8fOxQhZ9pMmPW0Iekc2UJTXZhcOkGy9whhV4BbtiRqpbh0RRObGofZkSxQ6B1h3+4XyK+7nVjRwgk3YloOuUyaS9evYlu6g925YRqvupKO+j56ek+TKORpiBgIaeIUUshQBGlEKGARNXNIM0fnyBgjK25jfXsD6YGjmL19JDquIjK0C1AdB+sak6TCKVb2PI9pmljhJiyZp9j1LGHzeqxIE01myZMZK4xgRlqImEk3LLWOkAHDyTzLWlppOr0FWteTs5THY9XGy+kaVp5XM9JMNBZTHp/0MBTTCHfs0bGeQTquhmzBxKhrJxRpAZJlHjQ7X/KiDCXzTKRO0OmMEom5IXW5JGEzQ9rM4hhRUnmLBquP8VgnK5tjDKXyDLriam3fw+RiK/3jPZq7jDZ6WDn0FBIDYQjMAw/QmG903w8qNLp3IodAEskUOTGaJhaW2OFGCvksy0Z2QtbktovvYuT5h8maNsnmS6m3VP3HM0WKp7sItbcAku6xLO0rCkgRxmpcSyx1WjkqRo6QNiX9GYnAIZ41qatLYRYtmmN56goTNKW6KNS1Q74fO9SBtWwzyYlRcuOnycdWcnlDpJQWH4Ht2MQKI+za8RyvfvnLKJg2mcaNWOFGYuFSQqGQnePQoENDNOzWW4niht5nqC+uJRtqoUWWrklj5jQnMxnysZX0r30FTW2C0W5XBGWGCUXrGYqsJnT0AO0bJc2pE4TsAg3ZXgp1y6k34FD/OLmkaqNk3qQx000hA+3tTaQmhtnhrOMyEefoyAGEmSMaNuiL5+hsbyeSGccxohhOkcZMD1u25km1XMoKt3zee+XhfT3csjrKcqZGe9Cmo3klfPQhNejvq6/zJ8K8aUMbD33ulVi2wxv/6WkePTg0zYE0Go1Gc6FjRlRvuhGpo3F0L5duWE9ICHINa4gvv5HBjE1r4iDZgo1pO0SsNFEzwTJziGUNEW5qz7Mqe4T6XD+No/swHYeWWIRDjbcSWamUj+EUyDRt4vTK17Ni1Rom2q4jZOdpiISYiE8wkS0ihaAhU0oHvuHS62nrXIPhTnLt9e5OtF1DX9tL2d49zqHTA0SS3axtsGhpaSUsixjrbmFw1WswI80QjlG3/CJe2zbMxsw+GuvCOONdWI7EzkwwKJYjsyPI01s5fPQIu08OsCffiRVRPe2JnEkxM4EjJRff+Go2X349q1tjRItxQnae8WyRDiNHtDiBENBkmKRTapxZa+IQrRMHaIlFaK2Psjn+AssTKrwyjMOpsSztjVFWNsfY5VzCw9nLGC8YSCQH+5OYoo7T4yrhwrL68g7T4WSe8UwRiaSz5xFWNNcxEM9i2g7F1Bhp0chYx800pU9ycPsv3eus6jTRewTTlhiOyf6uPkZ6jnJsKI3hFAg1tLGhvREhBGuvfTXXvfLt3LixE0MI4g2bCAlJ7PgDhIspTFtSl+7BMSKEwnXE8oOEnALLR1/k0IHdTGSK5I8+qUImpc3ygadoTRyhZyJLtBgn0Xolo+030L3nKSVwQwJHQs4Wyiiv63Cv97UY4TquWtPC+g2bAbhu3TI6mqIMWC2I4YOstAcZb7+RwfqLCdkFWuujtNujdIxtp/vwDkAS630WO1SPRLCnN04ylaChsRU73Ei6ebOa723VtQwvux6BQ860aU4ep6X3Kcz6lWzpGuORwxOMpAtYhAibaerCBq31ETqyJ+g6vJPD/aXkOmMdt2BnJzh1/AAHxhyGUgWWty0jW7TY3Z+lJXmU+kwfjZluki2XkWy+lNb6CBNt12KFG/20DpuXNzKYzPNU8TJ13JzFYLLA5o5Grly/AivSBIAVbiIUbQAknHxaJXxwCVtpju9Vnqp000XknLAaD+hOfL7zwa8wGk9ghZtIFVQWwfpIiES2wPHhNAXLppBJsHLoScbHRihE28iZNg25QVYOPkVnc50ffuhxbXMpt0FWBjJL4oCAvX1xms0Rbrn6Cq6Rx0l2bQPp0HHyAbrHM2Qb1hGx0tihKLlcljpbCdnO/Ck/Sc9FF11MNGwwkSniiDDRYpz1w09huIlO4ok4Tx6fYNuJIYqWw95MK70TWZ48OspwzqCpLkwyb3JicIz+eI61w0/S0Ps0rYlDNGZ6MR1J7+AQT3UlSHZch4w0EssPEYvVE1p9LWakGSusRGZ7Q5Sm9EmOPP3f7E42kVh2FZmmjRiGoH3VJjqaYv64tIypfvreXgQtyaOE7DwDsYtZ39bANWtaaXTfh4nWK+lP5Hm6O5CWf+IUoVgzVriBVMHCGTlOoV6J4lTzxRzoGWV79zi5pEoks3z1ZoYLUVpiShx2ZlQo61hoOYnBk7RP7FaJceI5zHAT9sVvYPNt7yYf6wQgWpygJemGv1Yk3xGOxaHjJ0qRFJOgBdpMiLXA3T+Aa38VvvI6eP7fwLZobYjwHx+8iT+76yr+5Cf7+Pg3t3F8WE9qrdFoNIuR+oYmJpZdA4AjXI/Oxa8lHDLY2T3OU0dHCLmJKo6kY4QMg81X3cx165Zx3eY1iFXX0BAJ0xwLk2ncSMGyKbZsYtkt78aKtrBu4yUAXL6yGTtUh+U4rG6tR2JwUWORtsYoETNFxDBYFUrTNrGXlS0xmuvCfjhSrn4VAKNCGexOpJkT4ypEqKkuTNvEXqIhg41X3cpNG9q46OJLGUjk6BrJsHl5IzdcdYWahy01QHTFZX7dh1MFToUvxnYkO/buJX30KRwR5rTTyb6GW11BIxhuvJyxDW8mFFPlCdU1YUZaKEZaVYhhLEa2YS35aAf18aNcmXyeizubWLusnotvvIPY1W9VJwxFuTw2wR2tw0i7SH0kxKaORiLhktlypNBBc2sHwytuByFItF5BpnE9kbBBqvkSPyTKdKTvUYuGDRqjYQp1HcSXXU1f87UMNV5GpLmTvGuwqeNsINuwjhMjaXonsmwqHuey5HN073kSc8+PENIhZ9T7ZVndvozmWAQhBC2xMHYoRmjzKxAdF2N3XKbGuxVNhJTYoRixTB+5+lWsXL2BlS0xToymGUzmqSvGadx8KwBtxQH3XouQbt5MIdbJoKnOaQDHxoocGlfhmYW6DuojIbKNGzCEoOGm93PF+pXcsrGdaMigLhRitPNWOjtXUBeNkGtYw4QV8TOFGkLQEAmVTZxeqGsnYqUJn36OhmwvDcs6uWyluq7Zopok2wiVxERHuEB040tIt1+tym1EGEjkidNCnbB4w1oLup6iHvWMtJ56gJUtMcxIM2akhYHhYdom9hIxk2SLFp0tDdihehqvfCMhK0v7xG5EpJHW9VeTbr2MsdWvxowuQ0g1BIXL3kzr9W9ncNUdWNEWnrSv58XsOi7qiNHRVAehCMub62l5yd04obrqdOr1y/xf46f3Uaxrpxhtww7Vuanxs25on6R3Ikt87WtY19nBxWs7Wda5hqFUnniuyJHBFCfHMggEEStNtnEdA6tfR2jjrYTtLJFIlBUtMYZW3kE+toKJtmtpjoUpRlrpW3unXy6JQcNN7/fHSxWpgw0vZ9mGq1lj9XL56KOMZ4ukV70Uu3G1ur9bViqx7GZDZHAfbQ3KO7+8bRldy+/gxGgaK9LMDS+9g6su3sTyxij5uk5O9g9RMBrJdFzD0/bVnEyFOF53NXaogdbWNla1xLAdiWkrQV4fDRM21DPWkO2ldyLLUFaJ3x5WEbvqTsSGl9N07VthxZUMr3wVK5e3c9ElV3JRZxOXrmgib9qMNqn3zK2b1TvrolveyObLruOi5U1EQga5+jWsWr6cZscVaAYMrH4do50vY7ThIqIhg2jYINV0EQC2mzjHkZL0ujtouOhlYGWhbbMv+kZSBZrWXc1E+/UkWy5X7S0M8rEVLG+qY8U1d5CPddLZFMMOKTF91ZoWnIZO9ZwGPH25hrU0xOroaO/w3zkAK1ti3Jx5mo5Qycu3vKmOS1psYrkhToxMnXBQhzjOFMOAV/0BXPI6uO+zsOeH8Po/R1zyeu68djWvuHQ5X3ryBG//4nO86epV/NYdF/svMo1Go9EsPIQQbwb+FQgBX5VSfmHK7SP1WFF3PMq6l0J7IxgGBctGRgR14RBtzY2EZJj8xldxVfQYoQ03wPExaN8MHRfD0AHWLKvHWXkTewavorU+woplLbzlmiaiYYPc5S+jyRhHppcTMQyWN9VhRZoI1XUy3n4dI5FRXn/TFUQS3SrxR2YENr1SJbcCoptezkA8jWNEuLSpiFHXhrRtLr/8ahpy/RjhOli2QYXwN6+iPRRheVMdo+kC4ZCAxuXQfpGa42fNDVwpGpiIT3B0JM91m1YzPKiE3qprX8tTgxEuW9lMR2OULdarAOjLoNKsu6Q2vJ7haIpbN7XTOzJO58aV7D44RId9AjLDXHzzG1T68vEuWK4MLDa9EuqaMaw8zccfp7O9ndUNNsa6m1lmNHKd1UQiZ9I9Bhfd9i7soTTHhlOkmy8GKYlc3kTnuKC7fy2tiUPE8sPEl13DS5alaLn8VQirwLr1EU6NZdnc0YgjJWvb6tlS2MyazkauueJ2hpJ5murCFPf9FKtYpL3RobGumf5ijCY7xbHhNOayS2BNGJpXQ7Q04fElL7uLdZFWQtEItKxiY0Oeri39tIYMjGXriJi9xMIpUs0XY27YyMr+x1QKbmBzW4j2Dat5MfZursw+T0PHOuSqG/jZXjVGJtdyMbc1dpEuWBwKvxKAa9a2Eu64iI2JcY5bFUnCo01QTBNz56Jru/bNFEyL2OkU+dhKRpffCtdeD1JyxdXw8PaDrBh+jpZYmFtuvgGGlIhLtt1JqLmTK5vhos5GP8nHq67ZhDh2BKdpDXWNLbD6Wh7Y2w9IEAam7XBgHDpCEUK9L0DzatobonRZy3GMCGtXh+jY+CoyBZuDqfW05nqxHTXFREPHGgYLl3LXxtUMtb+d1MHHueyyK5Hty7lBwkS2SEM8x3D6YsyVrSoLN/DGGy7h5/sHSNDAHZevoLX3MBSU8Lz9EhVYtqHdvV6rrlNJWurbEJFmksPPcm2kj1gkxJPRG3CkpFCn9hlI5OlNQ7zjZkINbdy0sY3OxrsAaMQg19HHsnwfWzMraUifJpYfYX0sR6a+iVdfvYmRVIE9hRihDY2ETm/Bkg2MLX8JTXVhQlYft12+iq7GZezrSzDWfhOXr1vB6hWNjL/iQ5zY/gjRDS+BUISGdddxWfwY8WyR4yNpVqy9iFTeJF7XzLUbV1JI76fem3tw1bV0RJvoOL0FGppwQimy9WsoxJYTXnEZtG9i46phOutWMhDPcH1nC6bt0DWS4dKVTRhiNadGM1y6shmGb2TdpmXECuPkhrtYueEyZNMKEukDdKYPM9B6E/kGJRQTOZNNHY1sWn+tfyveurmDFc11GMYrYewErf27uOHN7+MGI8Te3jgrmktinxVX0t62kf5dW0hGL2HN9RtZJ6BYyJFMp3EGBMtaooxnioTb1mA0NWOlVPTArZesoj4aUjl3pMqY27e2ncvaW8jlR4mYaUbrV3HHRZtxBpJct24ZoSveC0JgF7KETj8HdRFedfurMHJjJPb30prZT0Pzct58ySaG666ioXkZVusmnjvUgxVp9ts707iRxkwPV21cTdTJEY7E6LIlyegarFADNy4bQtinWX/1VQyePjb5xwYQs0lyccstt8jt27fPePtFi23Cru/AU3+nPmSv/D24+HUgBIOJPF99povvv3iaq9a08J6b1/HW69b4cztoNBqNRiGE2CGlvGWezh0CjgJvAHqBbcDdUsqDk+0z2Tewq2+QWKyBNR0tKg29tFUms1rsuxc6LoE1N3B0KEVzLMzq1vqqzRxHYktJJKSM3EjIIF2wGIjnlLE0DUeHUqxZVl/+7XEc1Ttf4TnIFCweOzTEjevb2NDR4Ob1t8rqULQcFR51+GlampoJrb2BvOX42QYP9idpqguTyJls6Gig1Q0zHE0X2NeX4DWXr/CPlS5YNERCGDgqIYFtqYx70cbqipg5VR5pK7Hhlt1xJKbjlPVke+3k0eOGPK5tqydv2qxojlUdfloyozDRrQRY5xX++TOZNJG6Bj98bDoO9cdpiIbY0NEEuThi/ATm6psIG0J5fxxbCVUrD22b1XkSvRCOQeNyHEdStN32LqQBieOG6xmB/Pij6QLRsFEaF+9lKRRG2XUvWg4/3z+gBEwgJDRXtIlFDIRdLKVanw7bglDpPvvFgUGW1UcIhwwuDQ0yZKwkYmfZ1FYHTZ1gFelOmIymi9y8sc3fT0qJ3HcvmWVX4HReUVauqfDLHKjfUDJPZ1OdapvMqBpr1rp2iqO4ZbCKiGQv1LcxbNbTF89x7dpWrPQoDgZp6mmqr/PHRdWiaKksoabl0FYfVh38uBPXpwqsagrDyCEG6y9Vz7ghWDGxS5Vv2QYKlk0qrzIkBtsGAnPV2SZSGKTSSVpa2krrQU0x0HGJ8ggaIZWB8ugv4Nr3+B5SATTPVe4EKRkb6KbfamHTimbqwiH29cW5dGXz5PkZHAcKCZXpcwqGknmSObPsnZctWmw7NcEtG9sIGcJ/B+E4kOiBto1lxxhM5Dk2nOKG9csYSxeRQGM0xIqWSd4HxUzZuyiRNakjT6yh+r2bypvEIiH/vdM1kqY5FqGzuU5Nkh1tZMhpoS+eo60hyuahR9Qzee17YGAvYs31k34DtUA7G8wcbPsavPBllUHqpb8BV/8KNHaQyps8tG+Ae3f0sr8vyeuvWsmrL+vklZcuZ+VkN4VGo9EsIeZZoL0c+Asp5Zvcv/8EQEr5t5PtMyffQDMHoTrfaFsISCnZ35fkytXNhEMLp1yaCxPpzh97Rjh2lZjUaBYN+aQSza4AnOobqN06Z0OkHm77bbj1U3D4Z7D9G/CLP4WLXk3zpW/kfZtewftueTknx7L8fP8AP97Ry//6yT4u6mzkJZvauWZtC1evaeWylc0z7oXTaDQazZywFugJ/N0L3Fq5kRDik8AnATZs2HD2Z41Ue8vmGyEE165rne9iaBYJZyzOoJTiXaNZjMRaZrypFmhzQSgMV79L/U8Nqck8TzwBT/w1AJs7r+DTyy/j01dspHDTSg6l8+yK53hy7yh//wuLRK7IhvYGNnU0srGjkfXt9axojtHZXOf/b4yGzu6lp9FoNJogtV6oVSElUsp7gHtAedDOdaE0Go1Go9ECba5pXgm3/qb67zgwdkyl5h89Aole6npe5IbkADck+/hYbhyizdjL28iFW0inW5hINTJyvIEJu44DxTCjxTDjZgQrVI+INkG0AVHXhBFtJFLfTDjWRLS+iWiskbpomFgkRF3YUP8jIWLuz7qw4a+Lhg0ihkE4JAiHBBEhCAmbiLQIYxEWDsIIqZngy34a1aEHjgOFJOQT7v+4ivfOjqn//u+jkBmD2z4LN9w9b5dHo9FoXHqB9YG/1wH981QWjUaj0Wh8tEA7lxgGdF6u/tfCzEFqkFBunKbsBE25CVblxrkyNwHFNBSzUMxgF8Yx82k1MWIxizAzGLksxmiWsJ3DwEEiKBoxLBFR46ndU3hDDCUy8DsY0iGMRQSLqLBnVS0bA8f9H8HEQJIlRlo0kRGNJEQrSaPZ/dlK0ugkaVxKymih55kmEs89V3XMSudgra7tSg9i7W0qj1Njqxmda/rjVG1T81Ri2m0mYzKP6WSHqH3+mR97JkWr5T6oNY61ckmtoa7V20zvnKh9nBrnl1P/XWu/mZSx1sIZnb/WYeao3WptVPt8ldvULnfwPREso3qvqL9/8unbF0Pio23ApUKIzUAf8H7gA/NbJI1Go9FoZpkkRAgxAnTP8hzLgdFZ7nOho+u8+Flq9QVd56XA+a7vRill53k8XxlCiDuBf0Gl2f+6lPJvptk+BRw5D0VbzCy1Z+pcoNvw7NFtePboNjx7Jv0GzkqgnQlCiO3zlaVrvtB1XvwstfqCrvNSYKnVd7bo9jl7dBuePboNzx7dhmePbsNzi04dqNFoNBqNRqPRaDQLBC3QNBqNRqPRaDQajWaBcD4E2j3n4RwLDV3nxc9Sqy/oOi8Fllp9Z4tun7NHt+HZo9vw7NFtePboNjyHnPMxaBqNRqPRaDQajUajmRk6xFGj0Wg0Go1Go9FoFgjnVKAJId4shDgihDguhPjjc3mu+UII8XUhxLAQYn9gWbsQ4lEhxDH3Z9t8lnEuEUKsF0L8UghxSAhxQAjxO+7yxVznmBDiRSHEHrfOf+kuX7R1BhBChIQQu4QQD7h/L/b6nhJC7BNC7BZCbHeXLfY6LxNC3CuEOOw+0y9f7HU+E5bCt2wuOJPvgxDiT9x2PSKEeNP8lX5hMZv3r27D2sz2/abbsRohxO+6z/J+IcT3XXtIt+F54JwJNCFECPh34C3AVcDdQoirztX55pFvAm+uWPbHwONSykuBx92/FwsW8PtSyiuBlwGfca/rYq5zAXitlPJ64AbgzUKIl7G46wzwO8ChwN+Lvb4Ar5FS3hBIHbzY6/yvwMNSyiuA61HXe7HXeVYsoW/ZXDCr74O77v3A1ajv6H+47a2Z4ftXt+GUzPj9ptuxGiHEWuBzwC1SymtQ80W+H92G54Vz6UF7KXBcStklpSwCPwDecQ7PNy9IKZ8GxisWvwP4lvv7t4B3ns8ynUuklANSyp3u7ynUC28ti7vOUkqZdv+MuP8li7jOQoh1wFuBrwYWL9r6TsGirbMQogV4FfA1ACllUUoZZxHX+QxZEt+yueAMvg/vAH4gpSxIKU8Cx1HtvaSZ5ftXt2ENzuD9ptuxNmGgXggRBhqAfnQbnhfOpUBbC/QE/u51ly0FVkopB0B9sIAV81yec4IQYhNwI/ACi7zObrjJbmAYeFRKudjr/C/AHwJOYNliri8o0f2IEGKHEOKT7rLFXOeLgBHgG24o1VeFEI0s7jqfCUv5W3bGzPD7oNu2Nv/CzN+/ug1rM9v3m27HCqSUfcA/AKeBASAhpXwE3YbnhXMp0ESNZTpl5CJBCNEE/Bj4vJQyOd/lOddIKW0p5Q3AOuClQohr5rlI5wwhxNuAYSnljvkuy3nmdinlTahQts8IIV413wU6x4SBm4AvSSlvBDIs8XDGSdDfslkyi++DbtsKzuD9q9uwNrN9v+l2rMAdW/YOYDOwBmgUQnxoql1qLFvSbXg2nEuB1gusD/y9DuUaXQoMCSFWA7g/h+e5PHOKECKC+vh+T0r5E3fxoq6zhxsi8SQqvnqx1vl24O1CiFOocK7XCiG+y+KtLwBSyn735zDwU1RoxmKucy/Q63qDAe5FGTSLuc5nwlL+ls2aWX4fdNtWM9v3r27D2sz2/abbsZrXAyellCNSShP4CXAbug3PC+dSoG0DLhVCbBZCRFEDB+8/h+dbSNwPfMT9/SPAffNYljlFCCFQMd2HpJT/FFi1mOvcKYRY5v5ej3ppHWaR1llK+SdSynVSyk2o5/YJKeWHWKT1BRBCNAohmr3fgTcC+1nEdZZSDgI9QojL3UWvAw6yiOt8hizlb9msOIPvw/3A+4UQdUKIzcClwIvnq7wLkTN4/+o2rMEZvN90O1ZzGniZEKLBfbZfhxpXqtvwPBA+VweWUlpCiN8GfoHK/PJ1KeWBc3W++UII8X3gDmC5EKIX+HPgC8CPhBAfR93gvzp/JZxzbgd+DdjnjskC+F8s7jqvBr7lZiMygB9JKR8QQmxh8da5Fov5Gq8Efqq+QYSB/5JSPiyE2MbirTPAZ4HvucKjC/gY7j2+iOs8K5bKt2yOmNX3QUp5QAjxI5ThbAGfkVLa573UFwa6DWfPjN9vuh2rkVK+IIS4F9iJapNdwD1AE7oNzzlCSh0eqtFoNBqNRqPRaDQLgXM6UbVGo9FoNBqNRqPRaGaOFmgajUaj0Wg0Go1Gs0DQAk2j0Wg0Go1Go9FoFghaoGk0Go1Go9FoNBrNAkELNI1Go9FoNBqNRqNZIGiBptFoNBqNRqPRaDQLBC3QNBqNRqPRaDQajWaBoAWaRqPRaDQajUaj0SwQtEDTaDQajUaj0Wg0mgWCFmgajUaj0Wg0Go1Gs0DQAk2jmSFCiLQQomO+y6HRaDQazflGfwM1mvOHkFLOdxk0Go1Go9FoNBqNRoP2oGk0Go1Go9FoNBrNgkELNI2mAiGEIYT4dyHEqBAiIYTYKoSICCGkEGK5u80VQogXhRApIcS3hBA/F0J81F33TSHEPwohnnFDQr4hhFgnhHjWPd6XA+d6hxBiv3ucI0KId85PrTUajUaj0d9AjWYhoAWaRlPNG4GXApuBduDzgFOxzfeAn7rrHwdeX7H+vcDH3WO8Cfhv4KPAJcDbhRC3u9slgHcDrcAfAt8WQrTPaW00Go1Go5k5+huo0cwzWqBpNNWYQAtwOeBIKbdKKW1vpRBiE+oj8/dSSlNK+W3geMUxvi+lPCqlHAGeAZ6WUh4P/H0dgJTySSnlESmlI6W8DzgBXH+uK6jRaDQazSTob6BGM89ogabRVCClfBy4B/gmMCCE+MuKTVYBQ1JKK7Cst2Kb4cDvOWCk4u9GACHEK4QQzwshxoUQceBaVI+kRqPRaDTnHf0N1GjmHy3QNJoaSCn/UUp5DXAb8GEhxBsCqweBlUKIcGDZujM81XeA/wRWSimXAfsAcYbH0mg0Go3mrNHfQI1mftECTaOpQAhxixDiZiFECEgBtvsfACnlKVQ4x++7A6c/hAr3OBOagTHAFkLcDVxzVoXXaDQajeYs0N9AjWb+0QJNo6mmFfgWavDyPuBHUsonKrb5IPAeYBx4A/AUUDiDc30WFUoyBrwS2HKGZdZoNBqNZi7Q30CNZp7RE1VrNHOAEOIo8Akp5dPzXRaNRqPRaM4n+huo0cwt2oOm0ZwBQoiXCyE2CiHCQojfQoVpvDjf5dJoNBqN5lyjv4EazbklPP0mGo2mBuuBHwFtwBHg3VLK/PwWSaPRaDSa84L+Bmo05xAd4qjRaDQajUaj0Wg0CwQd4qjRaDQajUaj0Wg0CwQt0DQajUaj0Wg0Go1mgTCrMWjLly+XmzZtOkdF0Wg0Gs1SYseOHaNSys75LsdM0d9AjUaj0cwVU30DZyXQNm3axPbt2+emVBqNRqNZ0gghuue7DLNBfwM1Go1GM1dM9Q3UIY4ajUaj0Wg0Go1Gs0DQAk2j0Wg0Go1Go9FoKrCd+cl2r+dB08wfVgFGjsDIYRg+BKNHITUI2TG1Tgioa4bmVdB+Eay5CTbeBh0Xz3fJNRqNRqPRaDSLGNuRPLC3n9dcsYKWWOS8nlsLNM35wzah5wU49az637sNYq3QeQWsuBIufi1m02pOZmOcSjiMpfIkExOQ7KN9qJtL9nydK6w/YCy0gp2tb+DIuvewevVarlzdzDVrW6kLh+a7hhqNRqPRLBwKadXZGW2c75JoNBccjjtX9EiqoAWaZpFhFaDrSTh4Pxx5UHnENr8abvwQvPNLmM1reaFrnCcOD7Nr2wQH+pJ0NEmuXN3K6taVrF53OStbYrTUR4iHDLaYeZr6nuGGE//Nm/f9Ck+dvJM/K9zF8UyMl25u5/VXruQt16xiRUtsvmuu0Wg0Gs38cvRhEAZc8yvzXRKN5oJDzk90I6AFmuZcMXQAdn4H9v4AGjvhqnfAh++HVddStCW/PDLMzx8e4InDB2lrjPL6K1fym6+6iBvWt7GqdRpxde0HgQ/C6DHe8Mv/wxuOf474a3+fnze8g0cODfM3Dx3itos7+PDLN3LHZSswDHFeqqzRaDQazYJDOvNdAo1GM0u0QNPMHY4NB34KW7+kxpNd+6vwa/8Da24A4MRImh/9/DA/3tlLW0OUt1+/ht+64xIuW9mEEGcgopZfCr/6DejdzrL7P8vd0Qe4+1fuYTR6Pf+zq48/u+8Aschhfud1l/LWa1droabRLCKEEOuBbwOrAAe4R0r5rxXb/P+AD7p/hoErgU4p5bgQ4hSQAmzAklLecr7KvqRI9EJdC8Ra5rskZ83B/iRXrGrW3xKNZokgUS60+fCkaYGmOXusAuz5ATz3L2CE4bbPwTXvhmgDUkpe6Brj3395nB3dE7ztutX856/dwk0blp2ZKKvFulvgk0/BU1+A/7yD5Xf9M5945bv56G2beHDfAP/4yBH+8+kT/OXbr+bmje1zc06NRjPfWMDvSyl3CiGagR1CiEellAe9DaSUfw/8PYAQ4i7gd6WU44FjvEZKOXpeS73UOL0V6pfBJa+f75KcNceGU6xrrz/vY1E0Gs3SQws0zZkjJez/MTz2F9DQAa//S7jibWAYSCl58sgw//7EcU6NZfjEKy/iPz54E83n6sMWjsLr/gw2vwru/XUYPU741X/IO25Yy53Xrua7W7v52De28ZZrVvOnb7tSf2A1mgscKeUAMOD+nhJCHALWAgcn2eVu4PvnqXiaILY53yWYM+ZzTIpGozm/lJ738//ga4GmOTN6t8PDfwKZYXjT/4Er71KZooB9vQn++sGD9Ixn+c1XXcT7X7qBWOQ8ZVi86A74+KPwvfdAvBve9i9EwlE+dvtm3nrdav7sfw7w5n9+mn947/XcdvHy81MmjUZzThFCbAJuBF6YZH0D8GbgtwOLJfCIEEIC/ymlvOdcl3PJYhXmuwRnjfQsNS3QNBrNeUBPVK2ZHfkE3P9Z+M6vKFH2mRfhqreDEAwm8vzej3bzga9s5dWXdfLLP7iDj96++fyJM4+Oi+Hjj8HYCfjeu1WZgRXNMb70oZv4gzddzm9+Zwf/8eTx0kdXo9FckAghmoAfA5+XUiYn2ewu4LmK8MbbpZQ3AW8BPiOEeNUkx/+kEGK7EGL7yMjInJZ9yeBY812COUNqhXZuGT8Jhx+a71JoNGXMh6moBZpm5hx9BP79ZZAdh99+EW7/HITrcBzJt54/xRv+6SmiIYPH/+DVfOY1l5x/YRaksQM+fB/Ut8G33q7KDAgh+JWb1vHTT9/GvTt6+dR3d5DKL57wG41mKSGEiKDE2feklD+ZYtP3UxHeKKXsd38OAz8FXlprRynlPVLKW6SUt3R2ds5NwTUXHJ6B5mh9dm5JDYCZne9SaDTzjhZomukppOF/Pg3/8yl441/D+74LzasA6BpJ8757tvCdrd186+Mv5Qvvvo4VzQtkDrJIDN7zDTUJ9jffBulS7/clK5q57zO3IxC844vPcXw4NY8F1Wg0s0WoLENfAw5JKf9piu1agVcD9wWWNbqJRRBCNAJvBPaf2xJrFgNzEnUxdgLykzl7NQsZ3aG7dEgXLA70qwis+eiX0QJNMzXDh+Err4XMCHz6Bbj2PSAEUkq+/uxJ3v7F57h1cwcPfu4V3LShbb5LW40Rgnf8h8r0+M07ITngr2qORfjSh27i3Tev491f2sLWrrF5LKhGo5kltwO/BrxWCLHb/X+nEOJTQohPBbZ7F/CIlDITWLYSeFYIsQd4EXhQSvnw+Su65kJDVvw8K/p3qblCNTVY2FMYPHF4mHRh8YTsaiYnW7AYSc3f+FmdJEQzOXt/BA/+Przid+H2z4Oh9HwiZ/KH9+7h6FCaH3zyZVyztnV+yzkdhgF3/Sv8/I+USPvog9CyBlAhj595zSWsb2/gE9/azt+86xreccPaeS6wRqOZDinls8zAmpNSfhP4ZsWyLuD6c1IwzaJGD1teunje04Jp01SnzeelgBfSrOdB0ywMHBt+8adw4Cfw/v+Cza/0V+3vS/Dp7+3k2rWt3P/bt5+7tPlzjRDwlv8XfhFS4Y4ffRBaVvur3379GlY21/Gb391BfzzPp1590dzN06bRaDSaCxrPONdJQhYRPS/C2ptVpM0M8Ix009b3wFLBmcceGR3iqCmnmIEffgi6n4VPPlkmzu7d0cv779nKr9++iS9+4MYLR5x5CKGmBLj0DfCtt0FqsGz1rRd1cO+nXs53t3bzhZ8f1hkeNRqNRgMEQhsX0GdhNF2gP56b72JcuMRPg12c9W6m7ZyDwmgWGpKSKJ+Pjhkt0DQlUkPwjTtVSuSP/dwPA3QcyT/84gh/+9AhvvXrL+Gjt2++cL1LQsCbvwAXvQa+dZeqc4BLVjTzo0+9nF8cGOQvf3YQR6fs0mg0mjkjV7QvaAN3IX0SXjw5zrZT49NveCFxvm2Lio7YTMHi+HC69qbuzwv5/j0TDvYniWdnL2QvdKTUHjTNQmDsBHz19crd//7vQ10zAHnT5nM/2MXDBwb56adv5+aN7fNc0DlACLjz72HTK+Dbby/L7giwdlk9P/zNl/PMsRH+9H/2aZGm0Wg0c8QjBwd5oevCExVz3pM+B0LEuFA7ShcCkxjex4fTfua+Sjxj3VpiNsGx4dSkonWpoOdB08wPw4fgG2+Bm34N3vqPEFJDE+PZIh/4ylYmskV+/Fu3saGjYZ4LOocIAXf+I6y/VXnSMqNlq1e2xPjhb76cXafj/MG9e7CWWI+ZRqPRnCuyxXOQBS+fAPvcp0BfSJHvYUMLtDPGv5DlF3Qmmnc+vSqapYMWaEudgT3wzbfC7b8Dr/5D/+00nMrzvv/cyqaORr75sZfSWn+BjTebCYYBb/sXlYL/W2+HTHma/eVNdfzgky/j2FCa3/nh7iUX1qDRaDTngnNi3h57FIYPnosjAyXP2UIyzUNaoFXxQtcYBcuefkPpfs9nIbaWoi5L5Cbv9Ihni+SKM2jrC5Sgt1x70DTnl97tSpi85k/h5Z/xF/fFc7zvP7fyks1t/MOvXk8ktIhvE8OAu/4vrLmhZrjjsoYo3/uNWxmI5/jM93ZStLRI02g0mrNhzo0d74Ch6BwfuJqFFPJuLEqB5tbJsZVXdJYMJvMksjPxpE5+HeszfTB6rMYeEqRdEndLgCePDAO1hdqWE2M8cnCwarlmhiR6p1y9iC1vzZQM7IXvvltlNXzJx/3Fp0YzvPfLW3jjVSv563dcs0g/ABUYBrz932DtTfCNN1c9NC2xCN/++K3Esyaf/t6OmfXOaTQajWYS5k7k5E0baWbVH5H6szxYEgb311zlj0GbYdHHM0Uy53hC4ylDHAf3q7HltXAcVdeFzOA+5RU9V0wS4gjQPrFbRRfV2GXl4NM09D577sq1QEkXrKoJuhe7fRh81s9JFkdr6kmwtUBbioweg+/+Crz2/4EbP+gvPjma4X33bOG9t6znj99yxYWbqfFMMELKk3b5W+Drb4bR42Wrm+rCfPPXX0K6YPGp7+wgb2qRptFozoBCWnkHljBz6UH7xYFBjg3G5+ZgY8dh5PCUm8zUUHvm2AjPHBudcptfHh7m1GhmxsWrZMokISOHYWD3JOsOwbFHzvi80+I4YObP8hhn/ozM7Aqd2U0YtrOE8hdekpu5oHLsXWgp2YjnAmvqZ0QLtKVG/DR8+x3wsk/DS3/DX9w9luHue7bywVs38juvv3RpiTMPIeANfw03f1QlTRnYW7a6IRrmGx99KUXb4Te+vV2LNI1GM3uOPuwbzo4j2XV6Yn7LMw/MdV+0n3TkPAwUmU2E43TRFsm8eVbzmJ3xGLRpeu7PmsE9cPiBszvGGVatOXGU8MiB6TecZAyamOLEUoJjRM/ZbXagP8GWE2PTbzhPVNZ7sY+BDFb3nFxzLdA0PplRJc6uey+88vf8xT3jWT7wlRd470vW87nXXTqPBVwACAGv+gO444/gm2+DIw+Xra6PhvjaR14CwMe/tW1RD5DVaDQzxMxD/+6ZZxG01JxCmaLF6fEscrqvf3oY9t177g3r88ScZ8FzJg9Xmx3T739hZfCbJwO6mPV/LVg2D+ztn/m+fufwmZW9JXWM8NiR6Tec7jqGqhOjSSR2qO6cJYo5PZZlOHWWnsdzSUXF/RDH0WOQHJj98QoplUV8Lp4pKZXn9kJChzhqAHUj/OCDsPE2eN2f+4v74jnu/spW3nnjGn739UtcnAV5ySfg3V+Fn3wStvxH2QskFgnxlQ/fQtgw+Ng3Xzw3KaM1Gs2FQz6uwuMKqVnt5kUqTGufeMddJAJt7jXOLAeInckZZnmKyvDD0XRhhskrZs+0Ar96j3NSjlpkCza2J6AP/UyNLZsJ4szNUzkjcTeNqA/VVe8hQS5hs7kyvNcLcXT6d0P/ztkfMDUIQwcgOwdew6H9cOAnZ3+c84k99eTfS/dOW0pICfd/TvUIvfWf/R6qsXSBX/vqC9x57Wr+4I2XL82wxqm47I3w6z+Hrf8BD/6e3+sNSqTd8+GbaYiG+ejXt1UNntVoNEuIM8zq5r1x7ekMbO9Dvkiyx81KHsxkLNN5bJeZiqFouNy8eu74KM8cH5lk67MrywLWZ+VYBUgNzWzbs7FHaoirKqZrNCNcvUvVL3NLVZWHDpzbRCmzpDK813Og2Wea2dS7Btk5GNOXm/tQ8eme9edPjLKj+9yNR9QCbSnwzD9C74vw3m9DWKUhTuVNPvqNbbxkUzt/stQSgsyGlVfDJx5XGbG++dayDI914RBf+tBNtDZE+OjXXySVP/eTpGo0mgWM90GfZYa8acPmFptAm6K+iZxZ7mk6/AAkpw6RE8xRu0xxGTzvwdlk2Q8b58bkmn2Rzp9CO+MznYEHzResNcITqzeeZAzaFBGWs/dUniUT3Wc01cC5orL+3l9nHPbrX4OF/16rVcWRVIHeiVxpg9kmtpmm3bRAW+wc+B/Y8kX4wI+goR1QaYk/+e0drF1Wz9+86xotzqajeSV89EFY9xL48ivLerTqwiH+/QM3sbypjg9//UWSWqRpNOcFIcR6IcQvhRCHhBAHhBC/U2ObO4QQCSHEbvf/nwXWvVkIcUQIcVwI8cdnVZhgym6rqDLkzWA8mr/XdPaNd6wLwJA5W548MsyTR4fLF04zmP5MJh2eLX6I4wwlR62vajQ8t9/a0v0zSZkm+7bPwzg6GXxGJsG0HSxfAc++rfxTiNDUGxazU5bjTM/vMZIq8ODeMxiTVYmzsOyJyhbz2nvaCIDpjrhA32szqZZvP48egwM/ne0ZplyrBdpipm8n3P9Z+NVvwnI1vsyyHT73/V0IAf/y/hsIL+ZJqOeScBTe/H/g7f8XfvxxePTP/fEg0bDBv33gRta01vNrX32h5oSOGo1mzrGA35dSXgm8DPiMEOKqGts9I6W8wf3/VwBCiBDw78BbgKuAuyfZd4YEBig5tcOdBxP5qsyvntF6wXnQCqkpw5IKls1jB2cYyjYjpjGWz3XsWfBUC8iDVhKNs95zTstRRQ1hOBPP42MHh9h1Ol77GI4zrTfJP8VUnc5SwpGHwPSyZ85c3M40Fc1ouoB1RgkrKs4506RD54nK95TvVT7T19IMRPtCYbKOGf+KFdNzfk5tnS9WEn3w/bvhjX8NF90BKGPgf/10H4PJPPd8+BZikWl6mTTVXHkXfPJJOL0V7nmNP5llJGTwr++/gQ0djXzoqy8Qz049+FOj0ZwdUsoBKeVO9/cUcAhYO8PdXwocl1J2SSmLwA+Ad5xFYbxfJhVoL5wc49BAsrQdBEKEpjm+J9AWyvxpfTvhxBOTrk7nLTIzSJ40nMxzsP/sJ0z2QxzPpQfN+znDU9SKTAmHlma0imHnZxQeWLQdcl4nRmWI49jxacdjzSgE0Xf7FMv/rqKGQJthR8BCD0o6NZrh+PDsEhoBVdX22uPMM5ue++Q+c8XJ0UzNznf/WtcKqz31HJx8ZvKD6hDHJYhVhB99GK5+l5rTy+ULPz/M9u4Jvvmxl9JUVz0AVjND2i+Cjz0EN9wN33grPPkFsIqEQwb//N7ruWRFEx/4ygtMZLRI02jOB0KITcCNwAs1Vr9cCLFHCPFzIcTV7rK1QE9gm15mLu5qEDA0pF36vYLKzH6ykCVsZqY3cDzRdx48aFJKBhPThBR6CRQqslb+8sgwpu34niLLnrq8hwdTHJvEUHzm2Ai5oo0jJfv6pzYmpd+Fv7DT7EfciJVkzuTwQLUw3X5qfFYTV3u9+pMX6TyEOGbG1BQQk1FMs3rg8TO4MpXepOm/p9J/PqZSSDMMq6s1Bi5YiblIbFF5ynPsSdrRPcH2U+Ps6Y1z4Aw6RqpCHL2fk9xPUkp6J7I117kbuD8XSGTANAwnq9+L/rx5NZLKkBqYxuurBdrS45E/VWr+jX/tL/qPJ4/zsz39fOfjt9LeGJ3Hwi0SjBDc9ln4jcfVeJMvvwJOPkM4ZPAPv3o9V65u4e6vbGUsvTjSYms0CxUhRBPwY+DzUspKq2MnsFFKeT3wb8D/eLvVOFTNr6UQ4pNCiO1CiO0jI5Nk4SvzoE3u5arsWQ+ffJyVQ09Ob584528w/WAyzwsnp0l77ZXDLJ9kOZkzOT1eMsisaVyDU3kaxjNFRpJ5LEcymMhRtKaq++x74tMFi/t29814+ym9M1ahSqQEq+bt603sO5YpMFLj29AXz3FyFgLNr/YMDfui5TCaLjBTITuj7MT5+NTr3TA96cz+GpVtPwO3lLTVszdlmn0pcaSkfzLhMMX5ygTxFB5kYZ9ZVudVPQ9Sl5/bTJ8US/dT70SWvnjujPMOVIU4lmURrT7mSLrAju6psivObYhj3rTJzFFG7aLlsPN0edlrNZu/zHA9aJX3t3HmkWpaoC029t2rBiq+5xu+y/U7W7v5+rMn+e4nbmXtsvp5LuAio/Ny+Pij8LJPwQ8/BD/5JKHMMH//nuu4ft0y3nfPVgYSuemPo9FoZo0QIoISZ9+TUlZNgiOlTEop0+7vDwERIcRylMdsfWDTdUDNVIFSynuklLdIKW/p7OycukBlY9CqjQ5RYcRId+qOab0ynleup5aDcG7xyjhl55In0GqMkdnfl/DrU5zGg1bZHpWYrqErERSsKYTvbMay5JNw8L5ZZ92dMsTRnMJLQCmE1fOgekJtpgwkcjUF4mzDLscyhUCY7fQ8fVR5MadkkmyLp8czrgfVm+vvDMNzZ9Ep4Z9jqn2kw3imyMH+CW+nyg2mOP50WwBmnuauB9XGPdtg7MR0xfYRQNiquJfOJl4yOQBHfh44lPDPcyZUNtW0998UDTWSKpApzDL5kWNP4bkU7O9P8Pjh4UnWl/PLI8NTTg+Qn+J9U35WF2986WzGDU7z3GqBtpgYPgwP/B685+vQshqA+3b38Q+/OMI3P/ZSLupsmucCLlKMENzy6/DZHcrN/cWXYLzwH/ztO67gjss6ec+XtnBiZO4HkGo0SxmhrI2vAYeklP80yTar3O0QQrwU9c0bA7YBlwohNgshosD7gfvPtCy5oslQMg9IMvmCMqZrWC2T2VrThzhObiwk8+acpv/2tMOzx0cn38gzhCcZb2e6wsyypwnhmcZStDwjSUDB86ClR2D0eHlxZjOLdHYMbLO2OJzB/lN6qybZ3zMEvfpWhrqWEVyVT0Ixy7ZTE6X6T3+6MvKmzXbXiyGlW5YZ3i+2I6fP0FfTQyAYThWYyJo4nkCbbSYJr41mI9D852Rqb6sAxGTH9ZbXEJ7BltjdM1G708Ax3aJLiHer7H4V7O2Ns79vpunzAzdEdlzZeTOlIvtp2L0Bp7z/pqDqTpCqs+FMwn6fPzHKoX63DWa6//jJKT2X6lAVxzr5tJquIIDjSJI5k5xpT+qZn/lYU/839SM9WHGgGXj+J0ELtMVCIa3Gnb3i87D5VYDKiPT//HQ/X/vILVyztnV+y7cUaFwO7/wP+NC9sPdHGPe8kj+9cpgP3LqB9355C/t6F858JhrNIuB24NeA1wbS6N8phPiUEOJT7jbvAfYLIfYA/xd4v1RYwG8Dv0AlF/mRlPLAmRbk+EiGnoksSMnzRwcZm2T8aVViOj+L4zQnkDbjmSJjmQqvVqKXXUdOEc/OXba3GYU/SUd1Rk0i0LKu18Ubg7avL1E7XG5ageaKTxkQaAO71f+yw8zG+FeNPVU1h5P5qvDHUkKEqQ5dWhk8fqUBO5UHrWzNsUfgxONIKWsajNMaxkKUkm6gaq52mZn1KWd0DteMnGwckh+HOTOPhPSFWeX4pBncl65A88RgtmhVJ8OQEiEEwi9PebnFFOcLdgRYjpzGuzh5qOTJ0cyZddoOH4Sh/TVX3be7j/HJxr27nmjvvpvs3j8+nOLZY5N3zDgVN79EEhICZ5L7KTR6iOZktUD18ATjjNWQl4hjNmI/PQy929RYSRev00FKyc/3D/hhkam8OU3ylFoN5y1z65BV50nmTb+j6kzRAm0xICX87HMqecXtnwdgy4kxfveHu/niB2/ilk3t81u+pcb6l8JvPAEv+zTix7/OZ4b/gj97RRMf+OpWnj8xRa+0RqOZMVLKZ6WUQkp5XSCN/kNSyi9LKb/sbvNFKeXVUsrrpZQvk1I+H9j/ISnlZVLKi6WUf3M2ZSkUS2GNQlrKqE1Xp5lvPX5fRSXUj0MDSV7ommLcl2PTNZquHp90eitNo7vmNLXAVMLlkQODHBlMKQMpXFcm0II9155AM12DrmDZNTPbThfiaDkOUioB5vV0b+kaJZErP5Y/vmkWLVH7zGr/8Smy8E7traxelylYPOJOOeDtOpUHo1IgO/64qrMPcZTu+KuZ7iClLA03tJ3aAsCbc2wyL697bbzxYTO/RpUCbQZ7OOX7JHNWaSLhwHGVB612eYWYIsRRbUBJwk1xHaWDIyXJ/MxDO4UQJYFaWhgowNRtV/WMedfETbBS8qDV3r9nIlfdCTQF0vWgSYmas61YHp4prALGFHO5hUPCFfgzFWhu/gRzhuM0g0KuEOgg33cvsdyQ39niefpPDY7SdXwWHkoCl6fCi//Lw8NqPO5U10xncVwCvPgV6N0O7/oSGAZ7euJ88jvb+cK7r+PVl00zZkJzbjBCcPNHVNhj8xreseU9/OTKp/jct7fw8P7B6ffXaDQXDP78ZlJiOJb6aPduq9qu0vaSSKQwmMgWGayRIay04eRGqrK3506ilRXRzEGi1/8zZ9pqTK10lLFUJtAo2w6CYW2iptdoOmedbVlIJEI6gToKkvlKb9ws0uz7SSC8P6v3CdUq2EzGH9XwoGWKVimZgrvOMDyZUE3l0vJEDOU4/nGnrrdE+F44FW458/vFO8fhgRTPHKuRwML3eNUWIo577zpTJM4YTuX9rMf+eMJZTD6eLlj0jGf9MWjSsZFS+gK/DCkRQgm0mqHIU5zP96K6ln3N4XfuRkJKRlIF9g+cQTr7Ms5iDJrtii1XoBn+M1j7mDXv+wBe/R/Y28+B/kS5QLNNNb9cEMei5r2WGaU+20/YQNlKmdEZTiHiKaoZiki79nYSiBQT/nX0np+2xGHax3chu56c2fGp6Wf1f1OCuKL+w4dm3EGiBdqFTs82ePyv4H3fgfo2jg6l+Og3XuR/v/Uq3nrd6vkunaa+De78O/j4I1ya28uzTX/EL+79T/5ra/f0+2o0mgsCxwl4B6SDMYkBlMhWjxeTIkzYTBMtTExy8KkNFzcCcM4oO9bAXjXnY26ifL20lQctMCA+uF/BE2hSljIY1jD+pjM9pfSCp2RZaKGUKiPd9lMqYcCskoT451ZnrxWyaEwRgjhbD1qtyamn9LwIFQFzZFAZ9v4YrilON2Wa/YrQzJlMGK2O6YXfulegkKI5eXzyHdz7NFe0KQRCu7zU93IKT8qWE2M8Uznm0Rdq3jjEydvsQF+CnacnSmPQpMOWE2Ps6J6oFq/S8QWaI2WVNzbgl/R6P6qr6hn2EpVGPRcv298bgyaRkyZRmY6CZWNPFcp35OGqLKpVeFMTzNCDNl3yGu9esB3JcLKAZOoxaELaiMA7wMPqeob28V2EhetBK6Zh5IhaWUhNPm1DVdjrNAS2G88W/bBlrzyVWWYj7jyFZnJ4xq8SURGSmytavre/LlJx7QtpGDrAodODJPMm051EC7QLmcwo/PdH4E1/A6uv5/RYlg999QU+85pLeO9L1k+/v+b8sfJq+MjPiN35N/y/jT/g4l98kK//9KE57fnWaDTnl1JIkWewORjSqj2OS0qypk2qUO51ksKgc2QLnSPPKyEU8FgB1QKt4p0xkwH6O09P8NTRmaXvrnm4448H1suAB622eAxmQHOkRCJqip7pxrsJ6YD0BJgn1QTDqTzHh9P0xXOlMk1a+EmOLUrlq6SWmJx+zjHKDMKSACztUPKkTX4Q4dbv1FjG3bZ83/FM0U9O4ZdpiiJ5OK4HLeg1enj/IAe8RA1mrixDXnDMnUwNkeo9SEvySI06exuq+/qpo8NsO6UEvRABL6rn9ZjEuPbq588F5nvQpjHGixk6+tz7U9pIYYB0GHU9ctXXyz2PYxPPmmwJDjuwigEPnoSeF+HwA4E9XdEaPNSxR+H4Y4HDB+fkO3Pv18P7Bzk2nJ5cmBbTcPThsvdFVVW9tncqx6DVPuZ0yUMk+B0HlqOEV9gwJn8mHBuoHj8pg3NF+iGyroCfybxhtd47k7xz/aK4TZHKm/5iy13oPRdeCK81izFujcnjrqCUFG2HF0+NM+F/F0RFaIF6LrqG4pwYTk/7vtIC7ULFseHHn4CL7oCbPkzPeJa7v7KVu1+6gU+88qL5Lp2mFkLA1e8i+jvbueIlr+f9ez7GY1/8DMW8TsOv0VxoxLPFkujxepZtNQatdke0Z3CiBq5LZe5JEciC1/Mixa7n6X7+XmX4gfIgCMFI58trlsNhiu+8Y8PIUTIFq2p8SiJnlkIzA0wbLifd44Yik45BK5ie10TiJXL0pwsKGFLT5iNxBRo4Jc+Pu1NZhsgyo7ia+3b3MZyqHUIqTz4DE6e8SgAlQ7YsYUAxQ11+pHan2hQCsUygVf1SjdcmeVONO/QP7a5/5tiIn3CqdNrJD+it8TJJ2gGxW7BshpOucDr1XFmGPF8YmjkyR36JKExmOJd7uoQQZeXxRanlfucCxvXUkxhPEuIY+Pu+3X0MDg0QdVyh7thIEUY6kvpMH43pU9UeQz8E0a6ep+/Q/STHArNtpIfKw+nczb22LBP3XginVMLMSzYiZ+FBq3wcMoVpwv4cu2Yaf8fxvFbl96VwHJqTx2blQQubGUKWO+arkOJIvxLxtqO824ZRu5NjIlPkYP+4Ck+uWCd9YeTMzsMY8KDlA156a7JkHEFx71atYDk4KujXf4dI1Jxto97UIpO8VGu9r6LFeKlsbmfSWDrYcRe8R9xQU2+c8jRogXah8tTfQWYE7vwHeiZyvP+erfzKTWv5/Osvne+SaaYj2kjrnX+B+YmnWJfcxeA/vpx09875LpVGo5kN4100pk+VLbKlg3Ds6myNjixP6+1YyviTlI9FMkIMJfOMjI+XepIdC0QIM9Ki/q4wfpVdMMnHPj0Eg3tpiFanQn/yyDAvnlTGVs94lueOjyqjJ3ioGgkKlN3nuBOz1hAfBOc/k4FxHm4VgwKtdqkD53RwwB2DNvleomIMmmk7PLx/oGybYMa9U2MZEjm3xz49BMkBnjk2QsFNZGEYgpb4IYZ3P+zvE+rdyvLRF2kaVHPR7etN1EiaUUOgBS57TW1XVZcS45lizStbEgg1VlYeP3DdpBcqWrMgds39yI4jpURMFqLoe9DU/vWRUMVqd30x57nU/Drs6J6g0LePVQMlD23Qg1a0nepMiRUetXje8e8p6Thuh4dDxEoTMVM1xKv623BDHINXIF2wyKRTge1kjT2D3sXA+oHdJHIm+3td76G/rnRF79vdV9UpcmwoRWKSLKxyll4475SHTp5m+MV7OdifoGc865c8XJigJXm06v3UNZJm1+kJQjUUQWOmmxVDz7K290EaTj3GsrjKImlaDi2jewgLUfN2Shcs950nq8WI3352aZqGGXm/1TaJbJ5fHBhkIlNkb2+CB/cNTLK5U7mr28Gkfrf9UNVyL59Tua9LKDNYNQ+bMMIA9Ixn2NsXB0rTjMjKZ8393XBM99nVHrTFx7HH4IUvwXu/TW8G7v7KVt554xp+7w2XnfEM8ZrzT+u6K9j8B0+xvfWNGN+4k9QjfzvDgbIajWa+CQ/uZln8QNnH3XEcDGmTylvkzJJ3qdIQBKBGzzJGhFzRqtoOYQSyu7l79avsjYasEFX77oX46YoD1/4ueAbK8ZE0o+kCzx0fndzo95I9eCGORqhCLNbYRare6uDpg0Zg1eeqypALjGWqaK1aoYMe2aJNwVKJRbw6RsOldPCj6QLdbgihd9jxTJG0m3FPAI3ZPqLFiaqyhLMjMHqMrpEEXV6qdM/zFCxHRQhlLDtAODvsn7Ih1z9lCvJSvUX1oT1B4i5M5a0qsSilJF2w/RTodiDEMdheybxZc/JqX4w4lhpr5CVcmETweHNuTeYtEWYeIo2+EPSvX2qAkF3ybgaThBwbSvHLI4PYjmTn6bi/vOz4IkTIEAjHQjoOjggpQSlVeF0tD5qUXpKQ8lW249Q0qP0/rSJhM+OnabccWRJcVp6Toxl6x9OBUYPS96B5bV45n93BgSTHR6ZJJGLmITtOKm8pb1FZuaofPJkexjHzjKbzDKcKVfWoHAN5bDjN6fFszRBH4YZtqzNJjMC4tmjqNGFZqNlBJCUIx/LbO4g/rtGRwTSIUzRA4KCA7XakWI4knptqipHqayml9ENUgx7U8ssuK8SdBCmp79sKp54tP4Vb/jHP+4YsF2hlxXGfBceqmrKgFlqgXWjEe+Cnn4S3f5G+0Bru/spW7rp+DX/wxsu1OLsAidVFeeen/1++ffVXGXz+v0h+7Z1l83VoNJqFife2dTJjxPLK8LYdByEtBpN5jg6V5jlyZMnwLBkzwk0iEPSghf3U9AAP7RtgMJFzw4Aq5gwaO4EjJWErjZGsGLfm9fJ6oU1TZCwMUrQcv3yGnS8Xel7Ilme4GOEpBZR3PqfcuUVQrYUKSTpGt6uQz9wE7P9x2f6qp1nSmOmhrn+7GmTv0ja0xU+sUkp8Lst+2I6kMHaaSDFeNa6sfIyYW+epxnTJwLqBPcTyIxQth6eOBKdTKN8zlh1QkS5Ax/hOmga2lrVFS/IozSM7y5M9VGX6rHlot+zq57ZT41UZFuNZk4MDydIwJFm6QpW24dGhaoEQ7HQAMKRrCFfOfedtmE+6f04iss0sROr9TkhHTtHWAI7tPzd5U03TUHsCeJUhVEgb0zKVB01KDGTZ2MVgeSSlJCGVVSn3xpavj/Y8gyFNf79j/WPs98bw4Qq8gAdQeS0rBHaNCtdHwiBl2asg4vVkCAF92+HEE+zpjXNkKDWDxEGVD537HphmHjQvxNEePQF+JsMKERPYWSKJ2LmanTpe9lU1S5qsWqeOJ0tj0GbhQfOSwQQ7G2pN5F7WgeTfd+XJTipq6O8mAx7lNf0Psyy+r2wbH1eAW940ElJStBxiuSG3nkHl53by2DlEITVtnbVAu5CwivDfH4Xr76Z/zRu4+56t3Hntav7wTVqcXcgYhuBTv/o2dr3pXp7shewXb4e+HfNdLI1GMwW+QEsOEM2rRAPSlqrXmHI725EVIY4eld9nN1zGw7QdRlMF1yiq7mn2vu8iVx52QyC0sKysUoVbZiomjfaTbwfGtEfMygl+VfmjOTepghGCgKFVO0xLVqWyDg5ziRQniOWHlIgpVo9HMswMSAjZOcKpXkiWJo+O5seozw14p3F/lp/LkeB0b6FjbEd1MKYnWgNrgsZ2VU08geqFi1kZRjNFUqlAO1WEVHWM7yQ8vJ/GaJjOprqax42le0tj4CgJR+8+klL9XbQdN/ObYiiZ95OFlDF0EOKnq1LwS6cknpwZJEEo7edApKG0wsvcmejD2fvfPHJwQJ2rkPKqXX4cr93MbOk4gfT31Z4EyamxDKZlEg0JCIhv6VbksYNDvsdQCOWhMRyLUyMppBEq84DUsoG7RjKuQKMsy6D6u9xzcmQw6QtYkUt4xQdgVd8jAP4UAZYt/Y4YP1TT86AFaiGcIm1ju8ibNpFinI6T9ysBG6DMogtUImfaSGmzvXu8xhhS95rZtis2S2Ix+MxPZi16HjR7rEsloYPa763AueoKEzXHUznS8+7XSBLibeOUxqCNpgsBL9RkpyzVJ3gcgF2nJ2psH7yWpcQ6UkrCZoqGo//jH1aWvSHKPWhCOtQVJpBQ9e7ECDGWKfjPpkBi51N0jG0vL3OgxC3JI7T2PkH101Jx6CnXahYWj/wphCIMvOSPuPsrW3nzNav44zdfocXZIuG9L7+clR/+Bv+cv4vC19+Gs+Pb810kjUYzGQGvlPeZtRzHnwC37LMsIZD7zd1fVH+epUO2uTLJk1Qn897zyf6yNYAKgQqQyJn8bG+/v4X3jXCk5PhImscO9rO67xeu8ST98Vh12UHqjj1AYyREZYZoX6AVxqB5dcmDlhpkfNt/s+XEcGVtQEo/HMwrrBEIzxOB7WoRMtPVve+BkKiSd6Lcg+aFLjlSKq+mUxqUX8oWiG88VgqW0jbBMXiBJC9A2MohpSRaHA/u6P9qmMrb54TqiIYNdxxgdT0l+OIGSpe5bWKPu14t2NcX55eHVRu3d93P9iOnqo4FwPBB6N/l/+lVzQ7cp3JSo7u6Ko7jICP1pRVeiFt21G9Ty5G+AUzAazQQz3PQE72FFNQ1u9uUwgsr54MTQoWgjqVyREJGYCyXVzCHTKHAaFx57Mbd5C9Cmkxk8kiUR0ZQO8TRcRzXu2OXjc9TP0seD+/3VMGieyxL3rSxKkS691ylChamLd25DAOCMtAWQRETsvLE8sMUbYewlVXH85/hCk85ojROyyWTnCgdsyJkVe3qea3U8vFMgad3H8bwvZ9KoGBVhsV6a4PXpHTsYB084dYYPzhJeLO6J2q85fwmCh5vLFNkJF0djgkwNtTLkef+h52eCPM9aKVtajnQyuMWlVj0OgQiVqas3YKbTjY+bCxd4GB/hRAUBidHM+o6oCbdLlrB8gWubeC5y5s2L3RVTC1RgRZoFwr77oUDP2X4TV/m7q/t4A1XruRP3qLF2WLj1ouX8+HP/iV/WP9XpB/83xQe+atp3eAajWYe8DtznTJjtrIHHjwPWi3j3BVfHo6FrPCiNfU+Vd67HpgA2zcwrByZQmlC5HwxmFGuFF7pSEnBdDAcG0NaGLJI95g6dtjM4BQyjCVShGW+2rPhGkXCykNjJ34K6UIayywGjL8SmYLFiZF0ma3jTQumetiDqdSr20fYJQNS+vUpjfDx1IyQjuv+c4/tZSx0VIilIS3/GpllGd/UtasV6gbQUh+4Fr5HxmtTm0gxQfv47uCepbJ7Y7Icx3eASgk4dnVNAyGO3t0QtrJeCYFSZkyPsCsAJ5vSwSuNCqMtpdn3l8/wu6Iy7QUEgnfNbIuABgics3TcvngOgcQRYbU02qhWOLYv3KvuM3d5rlD0VLR6SqTjj39sG99LU9fPATWGrmg77pxbjvKgAYYnXipa25tbTEjHz2jph7wFPN3BcErbkfziwKD/rHg4Zc+V7R9XCOXR8+ZBcxw1abVXPYF6T1i2dEUDVE/07ZZbiPL2B8yjT5RtIit/VsQV27akc+R5WoZe8Mu4cujpsndJqaWVJ9CbZaJyLAAAaGJJREFUyyv4PlOHU/dbyFZtYQhB3rQrnivca1DuQbtvdx/xbFElScSoEFBOeWbWAPsP7ic1Mcx42n2mAuNhp7yL3e0O9CfI5k1W9z9CuO9FHAccI6Ley45Z3QkkA20YQHVEVCx0PYDCfc6QEjOQHRIp1VQN8dNlAs3UY9AWCYP74YHfY/wtX+J93z/Fa69YyZ++9UotzhYp69sb+D+f/RhfWPtvDG/9AZkffKKqp0uj0cwv3ufVCXx0bVnyoKmNAh6GWqZE5SLHwgn2lgeMxPL9ynv+kTaPHRryDUghqnvUy7Z3Mey8a3RIVg49ScjOkS3ahGRJRBRth+3d475xYdh5CNfRlyio0C9p+731okKkZQqlkDzPHvG+W7Yj/XJKu1jmRSoV3AkYn+XGdtBYFNIBI6w8B1Ji55JEignsgAcvNHrIPW/JuBOugWf7xlK5N6I8Oqk6lb9nvOZNWyWFkZJjQymeOjqCcBMrONJBuP9AwoGfUnXhAxN++wlAfO9gQJAG8DwTwZDRh/cPki5YZVv7Y9ACBmH3aGry5AruJMGldneQIiBUvfFPjul2L/iqoGw/vFJLSTHapopU1+Qml3FK3quKmnnldNwxPctHX1ReQeWaY2vXKCGn9D0U7rHWtUSIGBIZSBIiXA/a44eG/EQoTmAya9eC9jNbSlm6pmWXfhIxKwOeWl+g+AJedQpIIeidyLHNnVRdiU1VNstxENhVIXVevQDSecv3oHlt7QvDUiuXl8tLRuEdC++e9wuuftrldoW3/uhwys9ISNUzp+gcUeMpQ4YgZ9pqzraytlEyrHIMWirvhu4KA9tx/LoYZqZGqLZ/NIBSUh2nPEphxdDTKlR6kv1ypk1h4KDqlCokVYmEmmA7ZBe8WytQz9J7wLADyW+krPIIGm6Pk5A2EgNB6X0ylMz7QhfHrr7Gk9TWP/Y06zXzTWYUvn83qZf/Ae95OMKrL+vkf79Ni7PFTmNdmP//x+7i/pu/yZEj+0l85a7aBoxGoznvSCkDk5wGjeEKD1r/TnAcRlL5qrEc2aKFIyFkBD7Djo0UEf9PIa3aPcReD7K71hv/VfB7vSvLW2k8u8aH5YWHlXr/JRAWtm+keONCvEHwhp2HSD298RyjqRxIB9tRiTzW9P+ilOUNsKzSuAy/Tl5VpfTLKcdPwtCBGtV0KHRe65dYGcRK7LiS0K2XmopgX1+CJ4+OEDn5BCuGn+XwQMo3lsKuQPN66U3LUS1YESImg+3k/nJiJO2new+2oRdueaA/yYH+JLmizcGBpJpzzm0v6SaOKQsaq7yogTbzP+2iXJhVj/NRf68aeMI3XAuWTbZolZ0gZ5aSI3j1HE0X6ZuYev5Nfxyf4+AE56ryOiBs0wsGrAgNLK+ncL1I+SvfBfVtyhvkjv/yyuURNlN+MhIDu9RmqSH/3hxL57GNaFlJbUdlFzRw/HkFlfdGXd90wWIwkXfr4wmokjgw3cyIfobSiooUJ5lny1vqOKVtBI7KiBiYliAoUJ45NuKnn7csxy0HNRJ/qH0ODCRxk4uWQpWDQi07hpPsZ9nEftXRAQGvviw7Vuk+n0RwuuuDCTdE2bPhq3Z/mZd8p8qD5nc6yKp7wpESQ9pk8gW2ulN9SMemvn9r+YYVZQg5nheylCQEWWO8rH8MB+rbcIy60sT0wgDpjT0EwymUno2A59m7Hp0jL7iF8GSu2sZ7rwj3fhPSpjSnW6kt/Emrw7EaD37t6+ChBdpCxirCD3+N3Prbecf2a3nlpcv587uu0uJsiWAYgs+89aUMvP0HbBt0GP6PO5HuTPQajWZ+SOVN7t/T7/cYO47tGy5Goi+QURCV/MHMkC2q8TD+4myRp4+p8QdG0AVSTGOFSuN9/ElehSh/74+fVD/dU6mxLyXj3itD1g91dPzzdo2m/bJ4vcMl8agMu7BrQEpUmBpA0XKPZVsQihCLqnnQHFsJzaZUl3ssi/psv/KcmDalkMSA8YMr0NxyDiQmEwsOjpdYQkocqaaYNbzoKLfC2bxJxoJ4tkAyZ+K4nrxk32HfCD85msF2pC9WjfwEwrXJJkuaIVGG2P6+BBPp8jTyqs3K6xb0pnoeNCM7Smf3Q+76SapplcYQRrPDruDyjPHqNPvBgkTsHNFinJUDv6Q1fpCwYZT11OeKNhHDKI0FhJoZDKvq7tnijlM+mXrAg+YVRAZUbfCoqr6O56hyT26ojgg/PLC0/cqhp/2Jf6VTmoZib2/cP7aQNiHHG9Mj3ftCZZkM4XnQPC+VV0Qb4Qq/knfJUWJNSh47NARuqGNVRtApKIlMh6Jls7ypzt/PcCy3HLIqrb3nae4aTpXm+HNFR9vEXnrHM2WTLwvX8PdeFU5lEeM9NGa6CRXdRC3SJlsoCXXv/vYjCB2nbPfq9EPukvGTZfeS46g7fW3fQ/4yY7JZr/1On3IfqZekAyR1hTGkdMgWLQ7HrgO7UOVlqolb/tKE0BXkk2oeSXc6kPH26yk9q8L3HjtSYrjv73IRGXhPBIV2YBuvg67cgyZAOrRN7CvtU9YmDoQiVffDZGiBtlCREh76A0zL4l2n3s3tl3TyF2+/WouzJchbb9rM6t/4PvvSLfT8yxvJJkam30mj0ZwTMoWKCX2DFmZ+ojzEEXwDMuhBS+ZMhJT0TGTLx12EopjhZv9Pz8ivYmA3UJV2JHhSAJ49NkLOLI1NO+HO2+VnmvOMVc+YclTyBkN4Y0dKZTO9ed3cibOlFAjpcHw4WbadkJL28V3UFUaxLNOdB0q1QSIQVmcH2m00NUn2NsdxvWTKbPY8Mp7hIqQD0sG0LPb2p0oGrHtowy74AhNUL7+3rm3wWVxzsUxY7Tw9gTduyxNo+CWo9EJUGPFB49KxcETEP9aUSMc3OusTR2lJHi2tqil8AqFWQmCH6gjbWWL5YXonsqUyCoHlSMJhg2Aym+CYvEr64zke2jdQ8r049iQeNMsNJXSPa2Yh2c/K7p/5Rq1KxiGV98E/edhPoR+sX6Vh7tjBEEy3rSU0pbupK4y747xMBA6242A4JiHXg1YKGVTHXj66nc6eX6hiB8R42RmlGgtWNgZtCgQCKSUhQ9XNciTRsBF4piZ5dimdYzyTKyUrCXjQdnSPU5b4xgizvy9B5RxypXT1bpn98E1JsmCpiTyEQWhob1mdgllOy5vAu9cVxdPbyrzftd43ldNX+MeyS51Dk4YNu5wazSCNKKYDhXy2xoblO3n1PTWW8T3EZRx7BI496vXiUIh1Ulh2CQDDaVN5taSDdKTybsdPl52uYKn3SsfoNgyn9G4KbhMMiwYlyBEGkZAomz+xsOK60nZSXctanshaaIG2UHnhy9jHHuODqc9w88Wr+Kt3aHG2lLl63XJu+d176QlvYOBf30B3T+VEtBrN0kIIsV4I8UshxCEhxAEhxO/U2OaDQoi97v/nhRDXB9adEkLsE0LsFkJsn9FJ7SI7j3QRLpYm9rX80CZR+3vrGiglw88Lp3GNreC2oUggxk0JJv/3GoeuTrPtbuvZ59jYDggzR8jKVSWasCyLXNEuE2oSSVhWhvOVPGgCOzBfm6R/IoPlBKcR8MSfxLRs3/symirw5JFhfwyKZUtG3Qx89dGKcXc+DpLSJN3KsHGwIw1IJM2p46wYekZ5IUSIsO9hcI2mCiNZBjxoXlnVpSgPa5OyZBx5mfIqL24sN0x9rnLcS7Ab3nYTEahW8xJeVFbRCbnp9xOnaUyfwo62AvhG3lHXU1s5uTQ4IG0MIbCNmHt2QdF2qhIQGJRXQTgWDrWNw3TBxLQDY8S88vsFDhre6qwSA4oZiieeRQIRMxnYV633PSeGF+Koju/1TwSTzEjfy1Y6rXAzEwY9GtHiBK2Jw6oDxC6qs3jeJjdBBUDYSiuhaBXKOlRsJzimyLtv1Vii6QRayPXiGkIoz5IDYUP4nR+Gn3xC4uQThKwchl1k2cQ+N8Ok21HidYRIx29lERCXSIktIW/ZvujxOnUqRa70pmbw3xsOUhjl2TYpCUSkCg/1RI5fZfd5OzWawQiM96vlaPbmTjNtxx3/SFkZBBKZT6p5Dr11spTNtRDtwAmpsO54McSWI96cjmUurfKTWqVOlyk9wdLxA2W9rdJ5VZ8VzVEcIJYbIjKwPTDmTkUkSOn481tSqkmpCH7je562IlIYRCo8ioWWzdDQQf9ElkODiTJvdDg0tU2vBdpC5OB9yF/+LZ/lj9m4YTN//Y5rtDjT0NpUz8t/94fkOq8j/7W38cSuI/NdJI1mPrGA35dSXgm8DPiMEOKqim1OAq+WUl4H/DVwT8X610gpb5BS3jKjMzoWK4afZeXwM6VFriFiGKUB8GUMH4JihqDBofp1PWsn+G4XOIG/w3Z20kirgmVzaixTtqw0fKkkkg4PJrGPPcqqwScCY2nU+qJpuSGPrpHhCjNDWhiiXDwWA1nqbAzSRTVuR0iHVM4MTPBbOoeQtm8wewZN0JuXNy1CQhAOBU2RoHpxXH+ZwLIlBctxjfBS0oqIlVaJFkSIiK0MN89oq/RiOHYRKSEa8sKSvCyO5ZZnKHEK4Xp9HClZOfR01WUQODSnjpcvLOtit3CMiF8d4bnkKnENNtmzjWXxAwwn85Ub1NhJXduQXcQQlAzJSjtBKg+hYQg3411JuE42FVrIDZHM+mPu7LJ7Mrij78ERgolskWdTK8iEWv2xQo6ULIsfIGznePHkOL88MuyHOFZNeyCDAi0CgTT4bgygO2ao6C+K5UcI2Xk1Bs0pYggV4jiQKPiJOKKFMbWNEeHnO46WJhSmwoMU8CpLMblp3BILu02t2jTsetCMzCBRWcR/lhzTD6GMnXqMFcPPUZcfoTFzGsN9Z6weeJTmOvfJKbsHy8eyeuF03jamU+rsCVbEyzzo/RRSCdbgZOXB40hKXnXvbwiEPErpi+2y/QMEh9AeHixtW/IISsInHoXjj/vnkBI8bWJGWxhZ/2YA7FBdSRCOlZ6tssQcjcsxMqNlnSmTIh0cN8mOZ0N70QJhQ5QS50hPrJewaubtL2HbFfevYyIRNRI0AUJwYjjFSDKn3gn+Ou1Bu7Do3oK87zP879gfEV5zLV9493WTx/hqlhxGOMw1v/lNWjdeR8d9H+JfHtpVFiqk0SwVpJQDUsqd7u8p4BCwtmKb56WUXtftVmDd2Z20+qNt2SpLn+1I4rnyMRHHh1McP36EuviJsuxwkvLB9z4iGLYkSxMsS1llewdDIw1pEwt4c2RF+I2HWSHQYvlhOoef970XpWQhNtGAYQawv3fC9/o9cGAYy1GGk5AOzbFAYpMyoSb9HuPgOC/DLvrZBo1QyDeURtOF8jJLBymUZyiZN9l+cgwDGRiM755TqvPErATRwngpY2RF4gXbsZHSCQhCqTK6VaiVuqFdqr3d8NSwlaZMK0xK+TWRhgpxNFwHWumqBMS6J9D8ulR4/SaNj5T+tlEz4e1dc0sD4SZCCO5duyIhoa7/1q4xtZ1jc3Q4kF5e2kxkikhZ8sE5GCp81IhQjC6rOqY3rizlZSQMzIPmX6tAaLBjhJEV0xEIKRnLFBBl4ZPeZN5gOLYb4mggETi2ur8asv3kYytI22FAYgYFWjC7qptBUCV7CCEnCSDubFLeStuRKr2/K9QcCU0Th8pCHNUoRTeJiVPwhUawrquaoqotHNsX2Gv6H2XV4JNqW8CySt6oUrkD7wov/Nb2MocGW67kQbMDgsTbLvgeKR1XlcOqtC3ccNUgZUmOPGyT6Oh+t64SJGWCXFIau1XZQeUL08F9geWBcoTrEY7lt+HUYymlH57ruIllvIQioUB/SS1v8u6e8YojBcq5716sYmAcJO5YNSGqEzQhGUgWyZmm7+n3mG4cqBZoC4mRo8gffIB/i/0WI8tv5R/fe73vPtZofAyDVR/+Bpdt2sirdv4un/j6s4xndBp+zdJFCLEJuBF4YYrNPg78PPC3BB4RQuwQQnxyRieyq1OTO47DZK/pnOkQzxV9MwqC48BsBIJLVzQFa0JpMPs0RQl83MNWmo6x7b7t5CdCmGTAvWdERIsTRIsTfq+1Z/AKx6IldaJijirH7/kHg1g0DFISMSQb2hv8rTyx15DrJ2KmfG+EZxzWZ/pYPfAo9vBRhHQIhUL+OjU2L+ChkQ5OhZniOI4ax1RWH+VBE3ieC88jaNHeEKWpTm2/9/QEe3oTAa+NN1F1xbhCqXrcpVtuK9ykwlSrkmyXc3IkMOG0tMpDHCdBuoaq7/VzLJyAh7DqjIHrLqRdNgbHNyJ9r53CCInSPGhV822VEzJK46iQEiM76s/rpApq8/SxERWe6qg2TOZtBuJuEpWKObvKCgTKYxjwoPnjBctCHEMkcqY/ZtHL2TmQyBPyBJosJXCwpUruYbiSSKlhJdAiZopM43oQql52IPmGV4ZoYQxOPet2nLgirywSVpbaTZTvG3bnmHOkJJbp9b2ZXpKQ+txAwOlY7sECCAkvxHGSedCCotJrM98brRZPuJlWvROJQBiqgygbh6n28xK92DSefoy6/GjZGa1J3Ku1lgbffZ5nmvQwYT9lfinbqXeOcnslsE6UJ7jBsWH4MPW5wcDmwr9OrfGDVT0mApjIFBlJ55FOacxptnkz4203+NuFjUCSF4eq9p/s3ekXzfTGppUEmsQAIVnRXOdvN5YucmIk4/bMOeXzXE5zDi3QFgrxHuR3f4UfRt7FrmVv4N/uvolISF8ezSSEItR/8Dtcv6aR3038He/8v0/5ma40mqWEEKIJ+DHweSllcpJtXoMSaH8UWHy7lPIm4C2o8MhXTbLvJ4UQ24UQ25PJ6nTOtjcRcQWm7VDnDooqmHb5B1+5xZBIwvmSQJrIWeUJGSjZH0bFSWqFx/henho99QDCKWLYFV4qSgadcGwcESFsZxCivGdZuHO8SWHgzbzsTbgb1B9ePetzg7QmDuGtdBwHwy6osE2gNXFQJXYIhUs99UIZ/PXZfrciKklIcJxQyC6Uxm25eO2nok2UN6M+EiJk58s6ORMZJSIq5z2z/XGEgXq4P7edHMcMN5JrWqfmwp6i17tvPOBpcmxwJ8P1DlhrT0/Q5M2SqHQq0sgDrO19kLW9D/oTWAspWTH8XNmxSvNdlZ9JjUFzBYVVGUKpGAkkavHum7rCGKKQKPea+OMTvbtD0hMvYDqusClLKFKjxkZYJVBxV9mOQywcKvMcOhUCHCSx/CgSoyzE0RNoqr5e+GuIaCjk3q+SsJXFCjWUvEJlAg1wj5MteklPLKQIsfN0yYPSmOlmbd/DrGtrqJLahmGoUFhHJQzxvIXCMf0U65XXI/hchoWb7n+iu7aMlzIwzlX9tNzDFSyb7rEMXW7HgD8GzRsXFQgxDuJ3vDg2RiHte5UcKekMiIuqueorFrTWRwgbBjdtaOOSziaiYXWu7t4eht37yctEG/TixXNFCq5XsFy8GQgkSS+ZUKIXhvZXtYdEYDgmTemTZUk8vLqfGE3TPZblxHDaD891UOGUHiF37KCaK0/WSO5UIZ4C5bQdh0TOS/nvvmtx/E6ADe2NrG9TnVZF26EpFmFTRz0CsAkhECyrj9DRWP4eq0QrgIVAsh/5rbt4WL6MnzX/Kl/60M3+ja7RTEqkntAHf8C1zSm+vvw7fPArW/jhNp08RLN0EEJEUOLse1LKn0yyzXXAV4F3SCnHvOVSyn735zDwU+CltfaXUt4jpbxFSnmLUd9Std527EnHCCfdMWnpQMprcLPweV6uwK4q/bNrUCzb5JWAeM70wxO9LHRl2R+9skhJXzzLEXdS3koDuW18L6sHHqvaz597StpII0zYzCpZFLBRlMHrIPFC8lSWBCGdMvHoe+HcenhjWBwJqwceozFzumxbIxQmZ9qMuGnso4Ux2sd3AZAtmIxmLL99Q3Ye4Zh+Ig2//E5RlUhAx9gOHClpa4gSMZMV18YdN1dyNeJIKJjVnlFDqDnEMkU3Gx4hJdCqtgwSjCF0PX1uVFiwFGWXxTWgvQQLwrFwQiWBFhyzAhC2vE6C6pKErDyOEaWUOdLt3cchnjWRVoFocZxiRLVfyBC0xg+qbJcTSvgF703wBE2g9JlR6vIjgRLIQMipUeFBqxCKQvgTVQ+6UytYthI2lyyPlU7RsKFsv4ipJkTPNawuO6bvQXPjNxtDSpA01Xvtp8amOaG6kgfNCXocpRumq+avk6hOCuXJUedpiIRKXuFItXfQm/LBlpR1BhgBg7/k7ZZl6wRCzd0mATNbs6MHpDtnXyks2p/PLlVgJBgWLG2Y6CaSV6+5sJWuCgdW+3vhgeVZXJG4okGUnadUEgjeCy1uaLMhhOrQcQVc9+AoiZbLGOu42e1kMfwijqdrZGz1TiMMhLQ5Ouze4/l41aZjaZWKv819R3iUknOUyly0TMazpTDYoFgNGW4HlDsfnnfPL6uPuLWs9G6V6r2rJ07PWJq6sFH2MEshquZks2xJ2DC4bEUjSAdLGggBl6xo5qLlDUyFVgHzTWoI+a27eIqb+GrsY3zlIy8hVuMloNHUpK4Z8cEfc0nxCI9f/TD//MhR/vjHeyfN7qbRLBaEsrK/BhySUv7TJNtsAH4C/JqU8mhgeaMQotn7HXgjsL/WMabDtmWVd6sSKaUvgoCyHtvgrtmiRLqD2mUoyliHyl0S9G544WZV40MAx7LI5JWgWNv7EA3ZvvJyuMZ+ZW+xnxlP2jhGmJCVAVHe8x/LDUKwR164Y9AChozE8I9dOTTFM1JDdsmDIxyb+roodeEQI8kCBuWGLdJhMFXww6jCVgY73FB1cJVuvyS8bNebAbheL287m6aAQKzPD5HIFumbKE+2IqFM2Ak31DKgeSbBC1M0kdJGhMJu+F15OYKHkCKMIyXJXBGBIGKlsN258HKxlUhCrO190N++1H7/X3tvHm7ZVdb5f9619z7zned7q+6teU5VpVJJqjInhJCJhCAgyiSoqChq09oCbbfa2v1od4v++KGgIoLNLCIi0IiIzAJJICEJIRCSkMpYVam56g7nnL36j7Xns88dUlX3VqXW53nuc8/ZZw9rr7P3Putd7/t+33RDZgrdKF2n4ZSZHL0k9ZkSeGr/ftT3/4meg99lsjIKgOdPUzv2MIXpA4kSBWbQ6taPUZ58MpgICLwfTgntFALPqBGFMDL6KjgXYbArHnSGg96OAWNwOUqiEMfHgkLZjaDeWfWp2+M+cWNjLWSyMsZMoSfR02lFR6dxgvFKnSt2nEfRDYpV+3VAJ4xcTSNjjHv1I3QeCQQpdChs40RtA2LRHYnv14kgrFeJMd99rSPJ+aYqmrzFMP/JD/sjMPqO74m+F0d0rK7YctaGQyficDoVlE4AElFWwfYn9sFjt6dzDUUx2FGMDA8gVqEN8sHCe1aTNjJbwosz137y2aUk9nM7/jQNt0LDrQa5l/FTYnImOxkigSqpuX5SkQb7f9jSF9978hCaOO8ybHu5EIi3JE6+6fs8tP940HadmjxwxI/KKvg+Qfi26V9B6AjqOibRif6Yqc8w1l3JhCDHIZpRuGjTRwIr3hWoixP3m81BO4M5tg/9t7dwu2zlD/3X8J6fuYhKIevat1jmoNoHr/oEg098gX+96Fs88sxxXvYX/85jB0/Mva3FcvZyKfAq4JpAKv8uEblRRH5RRH4xWOe/An3An2fk9IeAr4rI3cC3gE9rrT875xHzQhkbjVkyjEJ0KsfGhFaFg7J468lGHC6oganyEIcm6ylDKSxKnZdgrpv1IMzPCHSE4YQhbsMMVgb3fjW1PBzoKt1Ai4v4dSMfHs7Yo3CaU5GHjaDloQctGm9IwkDLtC0eZMYITRylWNZTDgbvEoe6aT8Y1qkot0X5DXxxICfPSRJp/A3fqOuBGQSHPaX8RiokqvPID0y9qIyHA7LSHD6+KCMGozV3J8LJp4oD8WpaUzn+GKNPfA7taxzHM16FdGpYyrbyUew7Os2RqQYFV9Fwq8wEHkKTV5f+nrsP3WfON1s3TMwAvOmW+eaPDxlBjsQ1Vpg5TN2tsnfwUpOTBRQbwUBdVCJ/EVb0lug+dA/V44+mSijUvS6a/RvMtZzoMwkMZo3CdRKCMaGHZnwXEOQrKUUy36feNN6v5CSHclrHQVpUZLiG7ZSEgaaa0yi3QKlUohAaaM0Zk88XhF4WdIPC3u+m9ls79rDxNEGQwWZCNQW4a48xBlRoACXaGI7VwnY3mjoSdAsN4NDbHAvkJMLhzAsKSud6w0MEzeHw3tEm39XP5EOG169zfF8gwpFy0Zp2J76XjgP3BK0J2qObFKf2obVRNwyv/my4dUuoZuK1EqHR9I0gSnM6CNM1BotOuJ5n6hkRnGyIY3BtTNWb3PHjtFCHWSldVDo890IkWZ+YVJo+QPgkMmHN8fmo4PyVbgSTEu1yAA2FmYOpySivfpTi5NOBlzHMG04+zc32M00fJ3h+OaLZN+W2VVDNYg20peLw4/DeG7nX2ch/PPYK3vezF9NV8ebezmLJo3MEXvUJqne9hw9sv4/dq/q45R1f40s/sEWtLc9NtNZf1VqL1nprIJW/XWv9Ga31u7TW7wrW+TmtdU/i853B8oe01tuCv81a6/8+v6O2mmJT9UYQwpZvpoWhNyrx424knVtDHKfqfuQhSw5Cknkz+4/FEuZZdHMGlajFlCVZQDVJstbRVLE/kiqJdiMShYLpyFtihjiiEyGe4sSGwzxKw4jfBOUEg04zgE/WZAtlwse6S0E762jlRDlaoafErO8HIaLGQIs8aMSuqzh/KdM/2kclPHtZsTrR2njQgsFxPfF9JA0owY+MYHQTcd20ym5uTpbD1PLLAeO9OFpbTTg008qhncsu6T0CorBI4y1SQVmE4FoSwasfoVHopF7oJryOw3p3YQ5iKHbRVXQoB11rDLRYMr0RDKKTBZ8lNJhFgjZHrQoWK84b66K7UgDl8tDTh6M16k3jQVOKSBxFWnLQzGcNN2GgkQ5DEyESj4kMNF1P5PMJXcd/xLTXydGONdF2TZWXBySR0QbghueRXCN2JJvz8P1oUiA0JCMPWmK7NQNJUSDwlGaGdCHxkGO1lcGZaiqeMdZFjGKs56hEXbMgZNFv1SPU4uCIMNm7OV4WrHTk8GGeOT6Nak7Tv/9blA79IFWbyyc9EdJy3yTvEQV1X/PNh5/B8es0nWJg6DaDQNLQYMkI8iQnWyQWqAnFb57OlJ1oeaoE68dqkjrK/5Lpw0yWh6JzToY4qsT2+45Nt4Q0ZkMVs3Qfuo+Op7+J1tpMGoWdEO420VUqjINF8/Bhn8fGrp913y1ttCwiz/wI3nM936vt4rX7fpr/83O7GepsdelbLAuibzW88u9xvvDfeMvE9/kft23hjR/8Nm/7lx9YKX6L5RSQdxdNzzRol4MGBJLuGichgtBMeCWSngNHqVzDK9x/OPBoJ8/8zOFjoAmEQNI0nXa/MYJqJorROoUoJC9W5TYz4aIbbF7WH2+nmziJorEpD1qmT/KMRqWNgSaE3jqhPPlksL7xAl68uj/yTIhfZ6K/k+naKFOlQYquMON1sb//otT5Jb0ZyWb0ZvJW4sYpRp7818i40powoJHyicdNHpM4bb7ntPiLE4l4+DiOS8KBxol6kyNZwV1x0AUzaC+6Cq2chBHstlWTqx17GIAjnetMK4IwPi0uWhQzkVdG0OJSnD5Aw+tI7SPM41G6wfGZJnfvOUTD1yhpRqGm2Zy0L//oEOI3osLlprPiHDRU0mgODEAlFFwV1IRy2POMGfyu6KsSlptSSGRMOU5OmocomglxmNw7IDh28muK+0VR9Cc5WhlnxotzSXUyxy8RChvSdMuREZ4K6YumMQyeUlF6SjM4j9D4CH9/uw/d16Iv4GGk15PFxcN753h1OWhz75Q8J+VpLBViAZrw+2no1meDFmW+noRXMlxlz8ETJhw4mLioHHwANymGkRPi2K7sQ3i/HDlRN/eLKuIrLxJriZrla3qrBbaOdZu2JI5hPG1poZs9QSRQrHarU+OZ0LCKJmQ0lDxFb7XAlNvJdGmAWtGEEWvlUg+++2hOKVFaJKqtNs+6w0qE6XojiirQkq/yaoxHTb3RQIti9WBrLnPu/ue1luXU8dQ98J7reWDsxbz8kZt47+suZkV/dalbZXmuMLINfvID8I9v5Pry9/nHX7mMz933FK95z7dMcq3FYjkJWn+4G80mjWZ7qf3Qg5Yy0HJEQnoqBcrF1kFU8k1H0cVTwnSj2ZIPAjA1NcVUw28JbYR2ngIzgHX8hPcoMA6ExGBPFF7jGH3P3EmhWAzWM9kloKHUHSxzIm+MEpgp9EQDItAtinKiGyAqVeszVMELQ0KdwIAzbfLprholvYZbpeg6HO1cw3RpgBOVMaaL/ZyojKGJQxyhdTCfff/k6LU03CpOotB1+L30HrgLt3EcH5X6jsOBpUrszfFnqEzGCpTienEOWnAOe6fSgzgtxhPSXytSK7poiQ00U+h69nioqM5cEOLoRwaaH/gtxIT3zRxkptgXbJM1ns0gtalNMXBHNIqkpyOW3Z9qGvXOmZnk9SyMdpXNfhPfsei40LiIoLWmrgXRTarHHmFlt0qplIYD3WSI47JwUkK5poB12KI8Of/AQEt+T90dtaDMgmnDjHZTltZALXHPhe0OvJMnKstQ9Ulqxx4xkw8JT7lSkrqevYTnKR6wm8+TpRCyjxDx6ziOR6PhJ/oiOEflRcah6xiFwzBcslT0IkMlrgenW5y0GgnEWZLnmV7JTEC4NHAoPHNfatskJrSyjUc3aLRHPWq76QdB+43EMU37I0M19T3GEzwP70/nhVYLLiv7qjiSzr8VnTbQkoGGde0w2FGiq+xFz8vpYi8AbphXmFOSJFsqYrI83OacjZJm6PnVbUwqFQjjjHW69HdW2TLWlbtey3bzWstyanj4y/C+F/KjjW/gJfddwl+86sJ5f1EWy7xZeTnc9k746GtYOf0An/jlSxntLnHT27/KnXkx3RaLZUGEKnghDV8zMmaEELI/7mFRZJXxoJEJcewsu6mir8lwovBVMxDCCJxLKTYMd9J96F4mZ2KFuCThoPFI5/rUcl8VcBpTlNxQndEhdKH5eTPKgRdDIxRdh8LyHXGOlahUqNC+gd3sHbyUdoj2Aw9aMDuvkwOvwEBzHEpufHxxXdMHoih6inAYM13qZ//AxZEXZlbhlpwxpiYWKMiGOJrP4++m6ZR4YtkNgPGAhNSO/ih67fgzJgct3Fk46JZ0KoNWDjO+RAITvvKiYxkP2uyCT5ExFyo/Bn2TlPcPjbxpL3+8IYn8yHrTp+JPpjyjy7sTnqtgMNpoxsWTm9qo+BmZ/XTYKRKfvrnqzavuQ/fh7b03aqdS8b0jCQ9a2UuE1Ca+FJ9MLTwkGuwnB7ablg8w0VdFi6AEprWbWmN1X5mGY4zA8PoL71UtQtM3KqVNp5K6pxSmvdGlJAL9aW8mouitFNgy2kXZC9uWubCaM3iO4ntPHeH4TFoBNcyUAh0YbZrQMaoSZZhC4Zimn1N+XBSOCJKT1xediz+DFoenahspHXowdf6ttDHQwrb4M+YeTFzP+KYweclzKE3tS4VsJ43cFpGQ5GkI9NWKJidvMg7vDdePck79BkqZXp7xhYIrUTHxasEYjL3VAk5koAUe/6gAOuRNxOWeczBJFeXlJtQ/k4ayo0yY9USXx85VQ/G6c+1/Xq2wnDzfeT98+BU8svu/86I7NvG/X7aN3av7lrpVlucqG18I1/0+fOCllA4/xP98yTbe9Px1vOY9t/Purzw0ay0fi8XSDvPDfaxjZbwokGke7jaREC2y6I7Jq0gaaJCYuY28Q5IyKpKhSo2mZrS7TK1ojJMc+4xa0cVpTkYz1SVPpQaUTjBAa7hpaWdfeShdTw00BaK8MCBdONmNJeDPG+ti8/hg1C9anJQYSlgvLT5nzZMjz0u8b4A4iDIS3VrrSLo7NNCU46TCwhzHjXqsu1ygmBHWCgd8eSGO7bh241Aqp8vPiFZ0l71AJCRqefSq2ZjmQM92pov9KaVO5c+gHCMIEPaCEayA5Cy/RtHQgqNCI8dJDG7dFo9FUskwfd5pT0SwNGikCWFrooLzMvufCeILO5Jl14AOmUzlkvX1DgTt8QIDMC4uHopAmP2qlKcmLMtgriczSG5owRPYuqwb5+hjuFMH4sLgwXfnJAQttCYQxEhPfExl7NZkDpoKBt9rB2vgFCIhBwVMaSdtePgNNm/YaF4GpxR6fbU4NHyz72O1CfTYjlhYQzI5TYnjx2GVDiv7qyll7vDQUW5cs57y9gK4jkQqkWE/ZiccvIzB5QdqoGg4WlsVLdfimG0T9/BUaSi1rfJn0MqlNriSSrEQe+TyvJRtxg7h/eb40zSTZSLENSamhuLMIdY3HmCwIw5HTh9DEPInJMLw4q6yF9VQg4SBFngwh57+osllBeo4uEpF9Qs7SqYPJnorkYFWUH5QMzGOMMqKoyRzdP1EJIIjJt+3oxzmHGYfNkGfOEEuaXMGwr5x5tacsAba6cb34fO/B5//Xfbc/AFe/KVBfvumjbxgc77L1GI5ZVzwGtj9y/B/boPDj/OyC5fz0V/Yzfu/8WN+6f3fjqRtLRbLPIk8RfFgJ5ao95kpdHO8mq7h5CoT0qUySeh5OWihGp6jYj+Uq8zAdllPGQm8AL7WbSdZ0jpi8Trjy1ewdrDWMuhKF0UOwhRDj0dwjHqhm+EwT9qJvQPmfYHQEDD1o3xmvC4OD12caVkQDpkYdoTy9SoIxvMxAzDlFgJDL/YsbVvWbfpLNwK7z+T8XLZ2MHOUOESTzKt0W2KqxbQhlAxxDD/3iXPQkqFf4jeYrI5xuGt9avZfdBPXdU2QoZgB5tPDV6G1mLStxLVUb8aiJubaMm3xZ/GgHelYG6wfe5jcaB9O4jTN7H3DrRopeBUbaGHpA8lMHlA/QTPIV5sqDqCGNvD00FUc6tkSrRJJ0KOja0ZLOuxPdNMY/MF1O9PwefrIDEo0hVIN6VpOqDmoRKJ7SRKe5HDgnxYfgeONnO81DHGM/CACbtF4ZwMPXF08UteE36RSCrzCQX8c6VzLRG+FQvT9mfOSSn+0mQSGavpaCu+DOMQxm7cYvt/ffyFNMccNwwKTDHSU0NGmOhUGDFDwsp5Yl6YP9aGtHOneGC8XQSkiD9pUaShS8YzapP3AI+0Yj7bf5FhtBQ03LWgCpudCj2OS8Dk2OXk89UzRymW60UQDfU9/jfHeqhGLSbQvfq3ae9CC/wO1zGwCOc/RIAKgrh0z8YExvkuew0Ur+3BUPNniN5vm2kuKBGWekckc3QO92zlRHo2Pg6ZWDcVr4jYcXXEdT45cC0C54ESTJJGBpqyBtrTUJ+Fjr4UHPsPTL/s0P/mpOj9/+Sp+8sLxube1WE4Fl/0H2HgLvP/FcOIAm0Y7+eQbLwPglv//q3zviSNL3ECL5ewj+QMe5Xtpn32Dl3K00wycwxlwz5EgUT4eaHtKUQxzVhL/Qq+EQqLBognPiQcgoeHUdErRQCGPZI7aZHkYr9JBV7nQMvjIiofoQE6ehGDJ8eryOAk/8KBFRkqiZpVGGXEJUdQrYShPsF27BHxRgXeFyHBxXA/xG2iRKDwo3Ew1zEAq7A+VDRUKlscqjrBv5Or0ObZ2V+r7Cb02yV02E1L0SetNZbwNvnjUg4FtbGgIzZ5V+E4xOv/YQFPUfeKBpHLivlJupGQZej3C7Y92rg0GgLEnblV/LbWO4KMRDo1dxd7BS2n66TpX0fk1piOBFEHg2N7UDL/nKBpeNRLUmCn0JPKANHFvSSZ0S8e+QjHFuH+0/zhuMLBVtcAz5/tJk8mo3gGdRTfyqLZMLCSGr5EhEXiwwrplCOAU6K8VKKjAi6e8lmtQBSGVTU3w3Qmeo3CdOKdN4yQj2IK6X5lpAO2zc6I3JfIScnRgR7weBN+r2b9HxkBO7xXRmuzXVvAynmNljMlkKQKzrW+Mwug+bc0FDdta8pS5H3UzU3MuyKUrDWHKX+RPDq0ZqOE2TtDbY7Ytew6+8njs4KSpBZk5h4rnpL7XKK8zaWyFfbDa3MPJMsEaRX+gfi4iUZh27LE2zxYVKF+K0FLKSgelCxx/OjqvbO7ddCkupeEr19RijHcQGb9a4oxU3y1HYcdlz4XGjLk3wmdCjlJpFmugnS6O7YX3vRCmDnPwpz7NT3/sSV64bZRfumr1UrfMci4hAtf9AYxshw++DGaO01nyeOcrd/DKXRO87C/+nY/esWepW2mxnCXEoWctdIyk3vZWg1woZWp7JcUkprtWRB615FCgHk4ei5Hch3AgGBsoUTFmp5geKGQIDbzJ8jCHuzaBZ0IwswPdQ92beWL0utQ5OkqY6lmP78NkeYSmU05I6QcDd+XAyiugELdBKwevfqTlvIDEzHirgSYSS7wrEVy3YGqy4USDNVcpti7rxnWMaEg4iFcZxb+kyEly2Uyhh5lCDwd7trbrsOhl0oO2ZbQL4ydSSd+fWU8VaTolysmBpqjIkAkH+LHPCuNBg0R/KhotHrTYi6D86Xyvgogx+MJWicJRkhIZCdvaLHailREscYN6cyEzhR4KJ54GYKSrxHifGeCHYi2CaVvoQR3oKDK2ckO898D7EnqpWj1o4fcRG5KOGGvcqRrBhv2922msfj79K813E/aFm/ASZY2KMOz2UPdm9vdfFHlVITOwdTz6akV2rewxBoI42TUiWX+tNXuHrqCrUqC7UsBxA4Mv6G9J3cVBDlrCFkyqAFY8hwtXxR43r1jm8WU3pZUggzwyXemj7tZS4XOsvzHcq/HAiymgHB4vNNB6A2+UGxgJ9cyEi2rOGC906IFs53nXDROKqVxEN1JGSvLa7ijNUvpBCeXJp5ByNwDjfRW2Le/Dc1TuFptGu7j1/IQ3L+icWkIsqVp0zLM0UDoNRZeaTonpUj9bRoPJEGBlILinEuHCKkhdDGvH5cU8u046xDE839BInSoN8EzfhWEjcaPrQqhMPkGpWIw+y7JhuJNSwYXmdOw9AxviuGQ8/m34y6tgaAvHXvIhXvPB73PBRA9vvmHDnJtaLKccpeDWd0C5Fz7yKqhPISL83OWreN/rLuRtn/sBv/l3d0fiAhaLJZ/IZxD8gNeDMLB9A5fAQFp8w1GKDcOdFPtXm8T1ZPibikN5kuOFWqmAEqHe9LnvicNA7GmJ1OMEHtx7nGeOZ8Ki3GJqf+E47ER5lKZbRheDgUw2nE0kJTUeDmq0OBw4Ph0sU0QOv3BQqYHaYKpjTEHrSZpOMUekw4/2lSKYwT7Qs50T000IPWi6AaEHLaCw6WZYfrEJGQxnojPHiYQmRCJjrLNcYN/gJewbvIQT1eWpweLWIHQyKW6SlPEOwwZ9VDT+Cj99avgKll90KxdM9CTC2iQyHhzHjQbd4S6fOT7DwRMzOEqYLI8wUx6g3vRxRJgeOA9SYV6tA77ssqGuMkMdJbQomhNXcKw2QWpoJ/GgXmud6s/J8ghHOtdFxvxYd4WBmhngHxm4yGzumxypi1eZnPla0U3lIYYGWiyukPB+BHXzRBLKiiImR0z7oNzAuwGUOunqHzW5fOG6Kcn+tJGqlVE0jQ3S2AiJvJNax54KrSPBnjwvrin1YNpXDowfR4XCOQRlE1TaNkleyxKuaa5BR0mqTt/W5T08b+NQMOGimCl0R2qVenwXe4evJLXzQiXRTt1yP3mBkeAF5ySOhyDUJWOg+TOBkZLwVAXt9pSwY9wYIW7juDHQwlIZydDDsB8kmKRoY+S5YurtSdU8F2YaPoWCa2rd6XYC/TEXrjSequlG/F07SoxnOGiDq5LiSYLMmJINKQ8s5nnZVMXIsIXwlFpbMTHYxbZlnXSUXGPwBv1zojLK42PXM10aiL4LjdDfWWHTaCyVX612sfP8nUwnvI7hc2P9cAciCpr1tNfMGmhLwN0fhvfdAlf8BtM3/DGv/8DdDHeW+B+3nTdrrRyL5bTiePDS94Jfh4++Chpm4HXBRC+f/tXLeOrIFLe846vc/6QNebRY2iPBDG4sg15wVBu1s2Aw27eyJQfN5EC0etDWDnVw03kj5BEZamICx+qSycUopMu1RPlnoQdDudC/jplCd7C/jGGTmP1XIkzW/URtpoSASZ5wQEiwzvHqeMZuShbPNgOu1UE4Hr4pdD1ZHaNY9OgoeSzrq9FbUoFEePIcK+CGddqiEX+2EfE5iUPZczh/vIebt7aGg84UuilseREAewcvZd/ALrO8qfF0PfDUmeFdKp8oHKypAqN9XdRKLn40mFdo5bKir0rBdXly5BpzmtH3EYRbYWqYNd2yMdBUHB64bsKkQWwfjwd8kK9MuW15D/0dBUDQtQHz/YhwrLYyyAVKG7luUilUFLVajdUDie8joF423h/Hn06NXRwlKDd57Wlzzjp9vUFgvGEGyFH+nqjgWjDqlk8vv4HJyqjpUrfE/oGLo/MMh/T7hy5huthPEl95jPdWuXhVP9H0RTDREG2v42Von+U9ZZ63cSjyOo51x+GASoxQjTlu0FdJcQ/dSKmsmnNJqDgixCURWj1GnuNEnqHJyoiZfAgMtIHO9p5wc2wziRHe+2ahaUs9LBjuFjjUf0GQYxfTdCsmzC+YYQn8t8E+4vtatE/JVRAIm3SWW5U7tSiK0/tbBI9CXFdR9zpR5S52ruhl3VAHBddDiXBkqtHG7xajHEWl4FItxv0eedOC505Yp02cAsPdVdS+B4LP4+9NKeH46G6mKiNRv82G6xWpuWaypqdaoLMSlhJR0XGjiSUREIeK58aPGteBsR003OAZvOoqVg/UuGrdYLyN30zdGzYHbTFpNuCzb4XP/Rd4xd/R3PFafu1Dd+Frzdt/6vxo5sZiWTIKFfipj5jcyI+8MjLS+mpF3vfai3jpzmW89F3/zvu+/ohVebRYctDRj3U42PTYMNLJ1evbiz65Xih4kQhbk6QHLRyMmtdZMYDY8SDR/xmvi4O926gmQoHCEMZ4zj1sc2CgCTCyNV2YN6CvWmQoCGHT4uAqoRErFCRU+uIaVXm5TInWRjP78U58OkumBlWl4NAThIA2qsOoiUsA6K8WKDiKWqnI1tEqXZVy/sSmJI4visvWxIP3pIfu+ZtH6Cx7KKXSnrigba7jQmBs1AvdUZ2w6UYTpeCCiZ54sC9ONuMoQgWDtrA95VKZ/loR5QYeCYGm25HaVqlYDbHhG89W+J15nf1BOFx8nMNdGznavz117M2jXZH3R0u6Ttt0sTfydGwZ64oGumkbQ7hs/SjVoht9H/E5mf9re9PXi+coJDn7rzUEsv79HSXGemNDLxYJSXjQUBAWBRYVhRcmnRvJPgfz3WRH2b4qoJRRbIwmSDKhx1oTF2gOcrFqRRetPBwljHQFBtrMcTOGzpgQYdhgJDKSyb4K8xY9peiueNA9AZ1jcVsLtcizHX3vEnsZw3FhR7nEjeeNROU7Qkn+520cDo7TCIRmkq2T6NgARUdRr42kaoQBHO5aD5tfhKSu2WRb4GjHGiZLQ4FIiKKvWgy8fwnxH2CyPGo8Um2Eazxlcvx8bYzf0CPnKOGZY9MtRbpbEMWmkc4olxKIvyOlYHATauQ89g5eRmHNFUalU+Bwl4lOiwp3Azq4ryW4/uJj5DxPlAdTh2DaeOM2j4UTI619RiJMMl4SG7xaA14FpYSuSkJQSWcNNCuzvzgcfwbefxs8+nV4/RfR47v4z/9wD48dOsFfvXpnSmLVYllSChX46dBIiz1pSgmvv2I1H/z5i/mbrz3Mz//tHRw4PjPHziyWcwstDoeGL6PpVjjUvZnJ8jAFRxmVrjZ4rofoeirEUSmF02gtJp0b0pYRlaiXB9k3dBlaeYwuW4lXDGbfq2kPQzzHkt5nsrzL00NXcvWGQXav7osMmKZTIiwqHOzJDP6jCWSHq9YNsmtVskxMWgDkqo0j9FQSYZPGhKAY5BQ11r4AVl0VfNiErjEgMVuuHBzdZMNIHEbUgooNotSQNFmHK3od98GmkU7WD3WwZbSLbct72+8/uUsJzy02ClNNSRgUGqK6SGGI3JFVN9HsMdLn0Sy/mPXrTR150PySaY8jicFgQMOrMl1Lq+9N9FWidXxxWxUDA5PDc1SknOck1tEiUV271pOGE5UxepdlQ3cF5RljvuI5LOsuUi54dJY8Ll7ZS281DrFzmtMJVc2wj8QUW9Y+IFEoWLLtWQMtb1CtReEohaMbsVGucu5DFRtoIYM9XfTXEufdPW5CHMN63EFbnSCH8GjPZk5UlpsBeOJqCz0m25Z3G+n4Si9M7I7365ZgxeW559BV9hgLinATKHA+07+TidERVgS5VLWiuV+8+tGU8mC4zfbl3Sy78IVsGe1iw0gHSiRVYyxqhltIGMiahmuMnnDZka71HOjfGXnQAMRNFLYWhwO925ku9dOopCX6U00KwnuTIcIoFYWxDnbkX2uRdztZEy0Vphu8HtoEHcPUC11G3Kh3FYxewLGO1TT71kU3lyTCGp3ZQhwjJdrgXOuTweLW6yie+JGW+0wlPvODiYc0gQdN5ZzTLFgD7WR56h74q6ugcxm89rP4HaP89ifu5fZHDvDe115ER2luN6bFsqgUqoGRdsIIhwSzRmBc/J/61cvpKhe44f/7Ml9/cP8SNtRiOfOQmjGEjtdWMFUaNAI8xfaGhHILdBQUrpiB00hXiYllozhBzaz0oKt1IJrNQUvOkOtKH/uCEDp6VhjpdYGeSoGBWiJMJ3GcsAZRZ8mFYiedJS/lXdLKwxVB12PZaaMrGYYWOXRVvDYTj+ZYpYLXciqRmhwghVpkUEpQEPnW7WNxQWpxTM5Gm0FMMmQumWMFpKNVkmFJwE3njbB2qAPXMRL9xbaTp4nGK4fJFc/HV4VYqCVj9EZeS3GNwRgWTE7kBw11Ftky1hUJuxhFQYfJuvFGOFtfSrPYFTQ3MMoznopc5cDmNCLQ8DpyWqVbDPy051PazuRvHO5kZPMVMLYjtdxVgvLKPDF6HQMdJVb1Vdi1eoCO7n7wKqn9dRx9kEL9cJAzGPaRYrSrGLRNpceskXcxXJA27oBUqKNSBN7pQGEzMbBeO1gzXq3IYxxfJBetHmB5TyKssNydDh8MLqhIeKPQGfRjrBQIMFke4ujIJbn9F59Ua66kFuGilb10lb3oMwk7ySslwokTRiutzwpXKaTYQclzcMWEsn4vk6YgmqjGXojvlHh82U2p9c4b6zL3TtCHotyE6ImKDCbtZcIxyz2pt1p5dJYTnszAs6tz8uiiVcIXbsKAS667Id1WwOQt1gaRvmDiY/i8lPEc3jsq4UHL3rexyzYzTk8YXDmtTDQxbchD0GV5yrJ+I73cGminmXv/Hv7mRtj1BnjRn+M7Rf7zJ+7hWw8f4MOv352eobFYziQKVXjFx0wIxntvhmP7oo9qRZc/ftk23nrjRn7x/Xfye/90H1N1KyBisQAUXRUZOb5TgP41s4erKJcNw52RyMZYd4Wu4VVMVUyuWRzimMgNySH8PZ924lwzpQSUYwZbKi5wvHqgxvJA5j8OcUzvu6PkcdPWbL5bOGCBRrIwcCL0UmYZWGhRxgsmmeGkAPgtg5JnendQ71qRf7LZAU2yALKAEw18M96sZAHfaGQWhjTmDJxy8MVNhC0pdKEWiV3E50MUFhr2jR8IVkxVRmFoc1Rw2YSnCYMdRSbLJmwtLOystcZzVCq0NWq2X4/CMfOaKyLQtRx/5TUk84kiwjpo0fGy10H4fbeqkvZUC6wd6kgtW9ZTYaizZMIxlRcYoIERuPb5uR4sUyMtHhpP9NZMLStTnTrK65LE+YVtbRS7YOJSdq0ynsVV/TX2D8T19RwRpFBNbBifR1e5YM7ViXPQZiPZL6En2A2MsTh9UqgWXXZOxJ7XdskAyW2IzhAY382Vl11t5N5z2qR1/jVZKjiMJnLm8gy/bHg0QDO6BoPvX6dDrUOi3MQwjDtRJP1Q95ZIal55aRn/7LVzxYZRliWN30TupuMI9K2BNUGx+s23pdqtO0YTmwUKrqPnpw238Lz8OJwxpKPkxYZ34t6Lr33SN1HoPW4R7Mjx2EYe4JxPo31q47PO86BlQxytgXaa8Jvw+d+Fz/wm/OT7Ydcv4Wt4y8fv4c4fH+RDr9/FQBtXrsVyxuCV4GV/C6Pb4T3XwcFHUh/fun2M//vrV/CDp49y49u/wl17Di1FKy2WM4quipcKE2yLU4BNL2prvB3t387Bnm3phTkGQ2p4t/EWDndubPksuXa7PbQ3/QzJ2WfZcAvHaiuj90riULTcMLJwH+KwfqiDPCER0bqlL6YqI2lp8eiAyggapQZT8SBKgHp1GJZfBF6Z/lohmhCt9o5GOSnx4LHN2c+0hpmu7KumiyIHRZhTfRsMrpJhnkokylNqFjpgcGM06A239BzFTLGXIx1rqRZd1g13RsuTRMM9r8TWZd2RkZbNLxIA5SCBXH02Rymsgxa2D9IetCh3a9OtLf2QxwUTPZQ8J+2Ny4ofBFSDelNPjL4gaFvQDkeZbYI2hufWUmjYtBA6R+irFbl1+xgbRozB+EzfTo7VVsDm21C9K8yamlxDcy55+Wi1nEsklNn303dhgrnuqsQ64Ul1jZnfXoCUl9pQKLRGXQmCcosMdJRSS9P/NY1m+hyP1Vaig6LR0doJr2wlCM2+av0gy3vDXK+EBy2g4dWisN1KKcxVDCYExneb+zDEyYgXiblenunbiSvK3MflHlh1depZcuma/pS8/tZlPWwZ62o/iRLViYyXKREzabL5NnTgjVYJ72E2xNGPikZnrpu8Y0bXuIo+r49fHqwerK91Gw+aar1PrIF2Gpg8aMLCfvh5+Pl/g1VXUm/6/MbH7ubuxw7xoZ/fZT1nlrMH5cDNfwrnvRTe/Xz48ddTH491l/k/r7uYn7lkBa989zf54889wExj9plIi2UxEJHlIvJvInK/iNwnIr+Ws46IyNtF5EER+a6I7Eh8dr2IPBB89ub5HLOr7BkDZF4NVHFuQ/+6cGH8uXJTxWCjbYBtq5ejgtnkcAslAm6BRjK9Q9KiBV2VEn3V9O9PSiQkeajMe08Z1cSbt45SrlToTfyOPX/TECXPMdLSeSqOwYA79JaQ9DZFZ6HTM9mzIU56QKMcqMVCLCKCeCXoHo/eD3eZweuqoS6uuuC84KTKsO769h7OHLED1zFCB7HjIwzvjMMq80K1RIzXQYsw3heEMWacHG7CClACG4McO9cJvajhZ+Z9R+8IFDuYCfKKfF+nOi/vO71y3QCXrumPja9Mn4c5aOE55e5oDkLD0xFl8nZyPBxRmFsmxFI5Ku53EYpewkMY/c9vj+cobt0+xtj4arTyKHhxeK4G832HOB6c95L4fdZAyxilTbdCU6UFPdywPhqZLzLR4nZ2X5wCmhcuF1BPTxDcun2M7mq5dT3Hi0pabBrtDO7DzHendUuki0aMkUN8TZ03UuWCiR6u3zIcedm7yl4iZDgMy3XJ8w9WA3XHdZfcSu/2m43Ijptoc4uxY3LnojzW8PNqepIrO24ueK4x3tsYMrGBlujXvjUwsMFMWkTe2Mz9mrx/lGO+25wQ9eQ1ONZdjmvWJT2tUa5pOBFjajm2PG+ivk1O/FgD7dSy9374q2ug1AU/+znomeDoVJ3Xvfd2Ht5/nA/+/C76rHFmOdsQgavfCtf9PnzwJ+Gbf5H6MVNKePXuFXzyVy7lqw/u50V/9jW+98SRWXZosSwKDeA/aq03AruAXxaRTZl1bgDWBn+vB94JIEY94s+CzzcBP5WzbQthqFo7Ll87QDFPqSyn5o2I0BrNFHhaNt5As2K8IoeWXc3TQ1dGv/F+8t7MbH/Bit5o0BXTmscTHymmu1Jg2/KuaMB72Zp+eqslpot9Ub5ZxXPzPWhBHllUwFvFiodhNEle0eK2hHWDwkHMphelcqEkO+gifq+EhBy6QDEtHx9R7YeVV7YsdpSKZMXDg4WhUSox6MuiREC5jHRVWT1QC/aV9l6GIZamL+JtOzO56j3VAi/YPByo4Dk4YlQxjQctaaBlv1Ohu1Kgo9TqSYqKP4dy6xKHbS2U2G5WxsjI5CVtW9bNaFc8aBcSHrzQ+A52FN4vyXsrOq02c4H1ZqyAGm5zdOWNZmwWks0ryoYTZu7JQ6NX8PTwFWbVcJWgbbHjMt1f7cprAGinYIyQjOGTYvnFMHZBelnm/lozUGPdYA2OPgmYe7DiuXFbEm1IPhuaqsh0aYCRYOIiDpttsKynQtF1cq/j8PhOmzpdPdUSawZqdHZ0ImF/B/d/XvtRgXCOuMawz/NyJlkd5NRGF1n++s2MN7ngKBMNNLzFbB4sdxLef0FSHj7RPk8su8GEqWeoFZ3Y+6yE7krsvfQDxVzfLdNwKqjgGdP+fsq5BmYrVxJgDbT5cv+n4K9fADteAz/x11Co8PSRKV72F9+gUnD44M/tMtXOLZazlW0vh5/5FPz7O+AffqEl/GfVQI2P/eIlvHDbKC9919f5X//8fZubZlkytNZPaq2/Hbw+CtwPjGVWuxX4W234BtAtIiPARcCDWuuHtNYzwIeDdU+K3mohXzwjR6igZXAUFMmNPzev/WInDa8W5+UkByYtE/rBT/rqa8xsMolBZGbdPMnrQiLZXURYfsUr2bnjwswx2nvQ8gYiO8Z7jJiBbs1Bg3RoZYRyghDHhOciOfMNZNPJ0mIq8/AMFTqMqm320AqUP5PyoMXHNQt7Cj5XrR9sOf5oT41Vg7GHNTSKsteE4Ef7umHLCOcv725pR3KbzWNdXLNhMDUAzyObw5VcGA5SQwEZSW6wQEIvnKOUMXzcdHFkz1FtJzLEcRKey3Qx52id6FX++eZFceisQZENtWtnqIfHdAtROGDkQQs84FE9tMw59VUKgeBJK/uWXRcIaMxyLXYvh96VmYak+6N7zcV0rNmduMfake6rp0avZbrUHwuvhMavn1/DLCJ4VpUKbovXcbizhCjHKIImz6dzDJYFz4kcD1rT1wmlzTkMtGBiKrrv3ByPImlj9NbtY633WCLnMpooEaBnBawzYbfJ2pTRcQOS+ZdCMjdQaJb7YfNt+E6Bp0euRio9ADQKnewbyBGNyTPSrQftFNBsmHyzT/4KvOQ9cNmvgwj3P3mE2/7sa1y8spc/f8UFs8osWyxnDSPb4PVfguP74S+vhMfuTH3sKOGXrlrNJ994Gbc/fJAb3/4Vbn/kwBI11mIxiMgK4Hzgm5mPxoA9ifePBcvaLZ83Q52lSCkxSe4YOsfrlDIkEktDeioFU2A2M7DbtbI3EilRIumahT0rTD5IpReqA/RWC4wOmFCi5G52jPfQVc6ZUMwcKynPHg1g2uSgucVqwhh0UuGAGkDrSJRgfiGOjVkHMXneo+BFYuHChziuKOpeR2pH4aGOrDU2vPgzsQJfoj2inNQxQ0Omkhgf7BjvSeUBFdxYICT32hHjHUgOQDcMz1J+gLSBtnrADDRD713RVVyypp8NIx3sGO9t3XhkuxFmmIVwwOsQDPazwhEB6xKD3DDPLrwWABBhsLPI6oEaRTeWkU/loOVQb7YubzFey93p9+O7YeMtOSeTLm6dbIAKJix2TvRyzYZBsvfrhSv74rywlVfktnXWEMc8svdX32qTt7bqqtmv58T5J6+VlnutTQ2ziKA/8iIBLl7Vl38+yoHOVqn88L2vA++SzMODltgOiPP1Eqwf7ojCg9tunvB2R17j8INiR/A+YaD1rU1tr0TwEyUoYm9p4FFXTu7lOVPsaV2YKAnS0sBZmGdPnaMc2wsfex1MH4HXfxF6VqC15iO37+EPPn0/b3r+Ol532co5d2OxnFVUeo3C4+3vhr+9FS7+Bbjyt6KCrmBU4j78+l188FuP8rr33s6Lto/xn65fb8tKWBYdEakBfw/8utY6G3ub9yvYTi4xdzQoIq/HhEcyPj4eLU/XAYvxE4PPiErrQDi/znO8cNvybrYu6+L2Rw4G65vPBjtLTDd89h6daj0J5UR5WXSNserqnwHgsUNPZI6dc3BRLZLZKVZeCY/+e/7AYv2NDI3OUHz6UWgCSkX9oCSsg+bnbtvWoM2tJxQ0VdL1vMJl4fESS9ufT5uPlIKp0gBH11zN8N5/Tn8mwqHuLZR7Wr0xYYhjcsehIVNLhByKmNCqefuuEn2wfriDkl+h5tW5YWOswFl0FRtHOiMjyBxWGOooRQZE6EFzgsFq2XMpVxJG+uYXw30fN6GfWeMm26Sg8dF30MZo7yi6UZiio4RrNw5R1NMQzumJ0Fnyojyp+CudvXcGOopMNzL5VsnraMPNrR405bS2c/2N0UF7KgXqTZ/Dk/VoX54beJM8D1XyWi/W5DVYS3tUdd4686FnZb63rNoPW14M93ys7abXbhzCcxSPHTzBPY8fTn1mcisLbY3piNoQeA+mDOYUOeqRwQLzL9vHokzdO1mggRb2QY4Hba4JikRrUAkPWhZHJ7yJWe/WpluZvmcvjhJGu8v88EQcUVQphLmJ8ySvz6wH7SR49JvwF1eYQniv+xz0rOD4dIM3ffRu3v6vP+R9r7vIGmeW5y5KwcWvh1/4Ejz8Zfirq+GRr2VWEV65a4J//vUreOLQJNf9yZf5wvefXqIGW85FRMTDGGcf0Fp/PGeVx4Bkdd9lwBOzLG9Ba/2XWuudWuudAwMDc7Ypru+c+PkudbF/ZWb2XqD1Jz5rdLR6cSAe+LerK5RFyTzm7ze+MC6qm7sTB1Zclv9ZocJIXzcbR7ujReHpKxGW9VRY0VtGZitHkKSNhH5ihZZzD40TV2UGWgvEbC+RMAdap7yBx2sT1DvHW7ZTghGFSYZEinDr9rFUGJ8S4Xh1gnp33vihjQstYMNwJyv6TP5LMkRVRFLeKhGho+RRLcYGY+hFSAqV5PbPLCqdIUXX4YYtI+Y7WIABUi26uE5+uGCS6KM2IZ3rhzt43sZ0weSUB80rtReGSVKoRAbLptHOOGw12Fep4LJltCvypC3kXCNFwoVeg8WayaWajdHzoTmTWaipFl0KrkppIYRN9hzFU8NX0lh9LS0fJil3w4ab6Cx7qYmFeJs2HsHIWM9so32aGnzlLcxAK1Sh0je/7zGH5D0bqalmmtz0EhMtKeVWFXkSu8sFhjpLUX7Z8zcNsiIQAcp6bVf0VRnrzjGAw7DV5DHmcZ9ZAy2L1vCNd8H7fwKu+W245e3glbjzxwe55R1f5fBknU//6uVcMDHLTKPF8lyhbzW87rOw49XwkVfAR14JBx5KrTLaXebdr9nJW27cyG/83Xd544e+w9NHWuWDLZZTiZhf4L8G7tdav63Nap8EXh2oOe4CDmutnwRuB9aKyEoRKQAvD9Y9aSb6KuiVV8GqVgGKVPsRpMU+a/+TnDRIImPEkXnN4naVvRYp9xYcb16DhtmJ2xiGXiplpK/X9hWQrFeDzBh84hKjwjaHgZZnFwx3lbh+y3CQbpDjxZwvlT6mi32pPKd4Nr79ZsZYcecckCsRZoo9NIa3z689AxvMRHFLa2bn0jUDqbz4KCwxW6g6apgyoV/ZQsRtiAxEtzUELdp7O09t9tjREmnzydzMkZ630L2Zf+IE4YKJFnUtg+FAJbRNS6/fMsyO8dM4Rix2GPXMNnSVvciQ9wLjxHMUWuXfg3mUPIfzRnM8VW09aOHnmWdIoYr2KvhOyRhcOXmfuTgFWH31/NbNa0bwX6l4ciL1fW26lUNDuxIbzK6w6ItL3eugVCxH13VvtcBwZ3z9b1vezc4VOWHDec+zeRjuNsQxyfH98Mk3wt7vwWs/DSPbOHRihj/67Pf51Hef5D8+fx2v3r0itxigxfKcRTkmzPG8l8KX/ie88zJjsF3yRhMbj/khvmXbKJet6eeP/u/3ufaPv8Qbn7eG1166cu6BocXy7LgUeBVwj4jcFSx7KzAOoLV+F/AZ4EbgQeAE8Nrgs4aI/Arwz4ADvEdrfd+paNTaoQ6YhxR/9mdkrvFlcvWBjmKs8jcPLl87t+fvlFAbioyJlvOpTxpvRWMWu6lz1PwdetS8b2egkTU0DC2CE7MZaO0MkdVX07zr8USek04oms8eMimOM/sxmd3IyzUyOkfM37MlbHskHT9LHkwgnrAgciT2ASjUYNlO+OF0enlUlyxHorGln+dvdZ0eAy1sUKLPxoNB/VP3BPlMXea6T5C6DkUZEY1ZDNmFI1A/nmlyxpvTX6Wr7EXj1bDe3KzXcMtRcjq1rYEdetAy92zHMJuuejkbtIbiAtJ8n6WATXZzz1G5NdNwPJMzGsbgJr/jHC+fBvYOXZE6v6LrmLy8ucjLQStU59zMGmghD/4rfOKXYPXz4Be+QsOr8fHb9/BHn/0+u1f38fk3XWkK4Fks5yqVXrjhD+HCn4Ov/G94x05TZ+bSXzeeNsyM0h+9ZCs/dfE4//Uf7+WjdzzG792ymUvX9C9t2y3PObTWX2WOyXZt3Di/3Oazz2AMuEVj7+BlsCaobyY5MvuzDEqyE4PzNc4WFbcQyeGnwn9EoDFlapfNISJn1p99ll5yxFNSFDthaHP7zzfcNOeAeabhG+9VIh9rLg9avWMF9M0xTpiPsTfr9vPcLiFqkKStB+3ZkueRKXfD4CaTN8Xj6c/m4aWNIxznb3XNpXC5EBIl24N/s/STW4CVs4QGi8DE7lPUsgSjO0wpioj0+XeVvZSQjRd4kbLy9LORe9rSpk8SAkFZFiyiVx2Ic2mfJeHl4Kg4UiF7iaSfIcnnlUos1dlPF06eB63ck67Tl4M10KaPwRd+H+7+MNz8Nuobb+MT33mcP/u3Oym4ij/5ye1csW6RZh8tlrOB/jVw27vgqrfA198O77rMKGTteJVJunaLbF/ezT+84VI+cvsefuWD3+aS1f285cYNLOuZZ3iDxfIcpF7oigb8SqDpVmHt8+HHH6FZGYSu5bPv4CwiNRjSGo48gdTWQSYyK1dmvzZkDL1q/m/vaHcp8gjkIgKDG9t/PodQwtrBDvpqBegMaiodNiHbsxmFSjC5T3PIuYf7cBcrEic4Xl5ttGeTo9dCnoG25trU24XalPPNrUySe37PEt+rwvJkeF279ixBNNX4bmP4LrCPQhXPRjPHc9mG3CO0mzwRMffVPENkZ2WO8PD50AweQK4SJGjz4cl6ap2BjiJHp4IZo6RHd755cvMl6rOFGarntoH2w3+BT70J+tdy/HVf4uMPCX/1x1+iUnD4T9dv4PrNwzac0WJpR88E3PTHcPV/hu9+BL70v+BT/wG2/ARsuAln4jJ++uJxbtgyzNv+5Qdc9ydf5tW7V/CGq1e3FGa1WJ7rrOyvRrPYkBjflLoY6y7Tt3J7rqT0QrwIZxIpj0YoaNC5DA5Pzl2o2vEyeVdpwjIDp4tNmdybrOGQ13olc55Vah95od+n9ptOe9BKnsOt2zMhZicZRgbkFmE/WSJnzDyv/RduHT31Y7Vqn5lYGD7PiL/kcRrOfU662oQJzqOvdq7oXVi93rwwvNkmNzbcNP99n2ZCT2HoqV7WU4mKdodsHOmM5fqT55o3cXEyN2e4v3bXURvOTQPt6FPwud+GH32BJ3b/Lu/cfz7/8GcPsGm0k7feuJHrNg1Zw8ximS+VXtj1S3DxL8IT34Z7P24mPk4cgLXX0rP6Gn7/ikt5ze5L+MPPPsBV/+uL/Oo1a/ipi8dzi5RaLM9FhjpLqTD5ZIjbyGWvetb7Hesuc+B4VtFtDkROddJOC3m7l0KVrAutr9omh2mRUSJtw+QiU0dgoq/KRF+rl8AIl8w9bgiHFkljfWEscLtTYYTNxjxFJ+ZDtqXzvUJP23hNBAbW53+24ebcCZWlY+7eylUYnI2R83nyqYzohVeeMzTvTCAbyjmnsF+has7rno/lKkfmevrnSxjWu8B75dwy0KYOw9fejv+Nd/KDvufx34pv57uf93jxDuHjb7gkJVNrsVgWiAiMXWD+rvsD2PcAPPAZuPfv4TO/yZpyL+8e38WPt63mb751P7d9cZSXXbmDl188cWbm01gsp5H5DimLc9wbYQ2phR998Q20cBwd2gwtHp0l5OoNg+3zmCL9A2H78u42q8zPgxauVcgpBDwvm7l/bXthjtSB5tGa4ikY81SeRX6xqFyRkHJwrYeD60bh2Vzbp4D5fA9nknFW6XuW4dFzPAeUwj+FBvhispBcuxZyQhFPaj4r9KCphXlczw0DbeowR7/+Hrx//1PulbX83uTvMFbdyU9fMsK7NwxGRecsFsspQgQGN5i/y99kkpmf+A7s+SYTT93L75TuQR95gKl/9djz+QG8vhWMjK+m2DFgkmfL3eZ/qRtKXcFfp1EGO90zwhbLItBTKfDogRNzrresp8yPnzk+53pnGnnGzrPJLVosorpVOYRG1WyOmq6yR6U490RTmBvj5czST/RV2hbVjaj05hY+b0+b/W35iZN/lj5bT4pyc+p4xXlSx2caPD52I8NdC/T4nKuchBz9XGxd1s13Hzt02vZ/ujgpAy1HyKbsORybno/CUQ6hwbfAkNjnrGWiteaH99/Nia/8Oeue+iT3NFfz5dH/wvqLr+eDG4fosDkwFsvi4Xiw/CLzhxkySGOG8uE9TH3vXr7ynbs4ceejbO8/wpZen245DpOHYPIgTB+BqSPQmDQzUcUOY7AVA6Ot1G3i8rvHoXvCKEr2r1ua/ACLZZ6s6K+yon9uqeX+WpFbto2e2oOLnG4HWu7uw1C0M9dMmx1nFoMmm7fWDpXwxmUpeQ5rBmcXGVkwbetVLeG3UO6GY3tzP+quFOivFXlw77HTfYm2JbdA8zlKZaEKjGcI64Y66K48izFA35qWsgkAF67sffZGX+RBO4dz0KbqTe689/s8c8ffsfyJf2a9/hF3d1/HHdd+lPMv2M0l1iizWM4c3ALSt5rzLl/NeZffyiP7j/P+b/yYN9yxh7GeCjdvHeGFW0cZD/M9GjOBsXbY/IWG2+RBOPwYPHUvfP8zsP8BmD5qVNyGzzOqVxOXQs8K632znJU8a0n29ns8xftrJU/cJA5xPLvuw7C5c3q35kF3pcC1G1sHgKePpe3r85f3MJQVdZm4NL8OGnDlEqtm37BlZPEUNi2njXLBYaJv7gmwFka35y72HMWzzsQIPXLzKDGR5Kw20LTW/GjP4/zo2//GzENfZ/TwnVwoD7Gnayfqkp+heMnL2F2dIzHQYrGcEazor/LbN2/iN16wni8+sJd/uvtJ3vGFB1k7VOPKdQNcsrqf88d7KFXnyHnQ2ggBPXUPPHmXSfr9zG+akMmVV5hirKuvMV44i8VyWhjuKnHoRFrW+kwOcZyNsNVz5QPOl+os4ZSnjGdR7Pl0MJ4jqGIGqnP3ZU9l8fOf8nIDLZkC5+cQp0RLSTkwtGXBJQjOTAPN96E5DY1pE6c8dQRO7Ecf38eBpx/jwKP3U9/7AzqOPcwE+ygVJjg+fCF9u3+NwrYbWL2g+GyLxXImUfIcrt8ywvVbRjg+3eDfHtjL1x58hjd//Ls8dXiK88e72TLaxeaxTjaPdgXy5YkfDxHoHDF/664zyxozxlj70Rfga2+Hj78exnfB+ptg483QtWxJztViWRJWXG5+Y08jI11lRsIcotXXgN+IPFDGu3b2GGvhGK14Ng3ew5HlsxHxOAO4ZdvoWedpfS5z09aRpW7C2c3ghgVvcuYZaIcfhz/ZFL3Voph2qhySLp6s19ivO5nsmKAyci3L121DNu1kmfWSWSzPSapFl5u3jnLzVpOD89jBE9zxyEHue+Iwf3fHY/zuE9/j2HSD4c4Sy3rKLO+tsKynzLKeCkOdRQY6igzUivRUCqgwB+6qN8PRp+GHn4Pvfxo+/zsmHHLjC2HDC2Fg3RKftcVymqn2Le7xgknTErBjvCcSgzhbmGmYcLy82mVnLKH63tCm2dc7Q7HGmeVcZ9ENtKl6k8OTdabqTabqPlP1JgdOzLD3yBR7j0zz1OHjPDn0d/xg/zRPndAs7+vk/PFudoz3sGO8h2uGO05JHLjFYjn7WNZTYVlPhRedb+S5tdYcPFFnz4ETPHZwkj0HT7DnwAm+8+gh9h2dZt+xaZ45No2I0F8rRAbbQEeRgY4LGZi4jOH1DdYc/QbDj/4L1a+8DekcM161jS+Eke02b81iOYUs711YmM+ZwFllmIUUa2dFvSrLErLmWqOwbDkjWXQD7aN37OEPPnU/RU9RdB1KnqK3WmCwo8RgZ5Hhriq7Vm9hzWCNlf1VWx/JYrG0RUTorRborRbY1qY+UdPXHDg+Exls+47Gf3c+eoh9R6fYd3Q5+46+gqmpF3PN1P3cfOhOLv/qX9FwSvyg50qeHH4ejbGL6OuqBcZdkcGOkp0ssljOAQY6ipEX32J5zlCaW3m0q+zRvQS5gJYlMNBetWuCV+9esdiHtVgs5yiOksiomoupepP9x65j79FpvnHkBPLoN+jf8zmueuD3qN57kPvczXxFb+aLU2u51x+nt7OTsZ4yY93BX0+Z0e74ffkslSi2WCxp7GSM5Vyk5DlLrqy5VGxb1k1XeenU3xfdQLNxxRaL5Uyl5DlRGCX0mGKu/IT58OAj7Hj4y+x46Eu8Yc9fwtEnmayuZ39xE483Jnho7zD3PDbIh4518ujhOodO1OmtFhjrLjPaXWKsu8Jot8mVC4243mrBPhMtFovFYjnDmE+dytPJmScSYrFYLGciPSvM345XG/25Y/uoPPFtxp+4i/FnfsjuZ/4VnvmRqc9W6cPvG2KyNMBxKhydKnLo8QIHHvHYN+3y4BQcnmoiSlErFSgVPKpFl3LBo1L0qBQLVIsulaJD0XMpuoqi51BwXUquwnMVgiTy4zKvIXhvXvtAw9c0mpp606fum/czDZ96sHzG19Sbweum5onaFg65fUzVfaYbTabrPlPB/99/0RYbfm6xWCwWy2nCGmgWi8XybKgNmJpq614QL9Mapg7B0adRx56iemwv1ekjDM4ch/Bv+ig06/jaZ2qmweTMYeqNJjP1BjONJvWpBvVGg5mGz+GmT8P3aTY1vu/T8DWh6LcSY345Akq08cRpbT7VZj0d/E+WQnJEo0RQKtxWUGJeFwXKwbI7Bn6Wxzu3p/KFO8seJe8sFEywWCwWi+UswhpoFovFcqoQMQWxyz1z1j1RQCX4my9a60j9tu77NAKPV/jaUeAohasER0niv8JzhaLrzDuXZv0C2mWxWCwWi+XUIXoBZbJFZB/w4wUeox/Yv8BtzjVsH82O7Z+5sX00N7aPZmcp+mdCa33WZKCLyFHggaVux1mOvQ9PHtuHJ4/tw5PH9uHJ0/Y3cEEG2rNBRO7QWu88rQc5y7F9NDu2f+bG9tHc2D6aHds/c2P76OSxfXjy2D48eWwfnjy2D08vNpnAYrFYLBaLxWKxWM4QrIFmsVgsFovFYrFYLGcIi2Gg/eUiHONsx/bR7Nj+mRvbR3Nj+2h2bP/Mje2jk8f24clj+/DksX148tg+PI2c9hw0i8VisVgsFovFYrHMDxviaLFYLBaLxWKxWCxnCKfEQBOR94jIXhG5t83nXSLyTyJyt4jcJyKvPRXHPZsQkeUi8m8icn/QB7+Ws46IyNtF5EER+a6I7FiKti4F8+yfVwT98l0R+bqIbFuKti4V8+mjxLoXikhTRF6ymG1cSubbPyJylYjcFazzpcVu51Iyz/vsnH9eZxGR60XkgeDZ/Oalbs+ZSrvrS0R6ReRfROSHwf+exDZvCfr1ARF5Qfu9n1uIiCMi3xGRTwXvbR8uEBHpFpGPicj3g2tyt+3HhSEi/yG4l+8VkQ+JSMn24SKhtT7pP+AKYAdwb5vP3wr8UfB6ADgAFE7Fsc+WP2AE2BG87gB+AGzKrHMj8H8BAXYB31zqdp9h/XMJ0BO8vuFc6p/59lHwmQN8AfgM8JKlbveZ1D9AN/A9YDx4P7jU7T4D++icf15n+sMBfgSsAgrA3Xn3nf1rf30B/xN4c7D8zYnra1PQn0VgZdDPzlKfx5nwB7wJ+CDwqeC97cOF9+H7gJ8LXheC57/tx/n33xjwMFAO3n8U+Bnbh4vzd0o8aFrrL2N+xNuuAnSIiAC1YN3GqTj22YLW+kmt9beD10eB+zEXf5Jbgb/Vhm8A3SIysshNXRLm0z9a669rrQ8Gb78BLFvcVi4t87yGAN4I/D2wdxGbt+TMs39+Gvi41vrRYD3bR619dM4/rzNcBDyotX5Iaz0DfBjzrLZkmOX6uhUzWCb4/6Lg9a3Ah7XW01rrh4EHMf19TiMiy4CbgHcnFts+XAAi0olxHvw1gNZ6Rmt9CNuPC8UFyiLiAhXgCWwfLgqLlYP2DmAj5ou9B/g1rbW/SMc+4xCRFcD5wDczH40BexLvHyN/AP6cZpb+SfKzGG/jOUm7PhKRMeA24F1L0KwzhlmuoXVAj4h8UUTuFJFXL3rjzhBm6SP7vE5jn8vPgsz1NaS1fhKMEQcMBqvZvs3nT4H/BCTvO9uHC2MVsA/4myBU9N0iUsX247zRWj8O/G/gUeBJ4LDW+nPYPlwUFstAewFwFzAKbAfeEcxunHOISA3j3fh1rfWR7Mc5m5xTMptz9E+4ztUYA+23FrNtZwpz9NGfAr+ltW4uesPOEOboHxe4ADM7/QLgv4jIukVu4pIzRx/Z53Wac/65vFDm8xwPV81Zdk73rYjcDOzVWt85301ylp3TfRjgYlJv3qm1Ph84jgnHa4ftxwxBbtmtmHDFUaAqIq+cbZOcZed0H54Mi2WgvRYTVqS11g9iYlo3LNKxzxhExMP8aH1Aa/3xnFUeA5Yn3i/DzGKfE8yjfxCRrZiwj1u11s8sZvvOBObRRzuBD4vII8BLgD8XkRctXguXlnneY5/VWh/XWu8Hvgyca2Izc/WRfV6nOaefywulzfX1dBiuH/wPQ4tt37ZyKXBL8Az/MHCNiLwf24cL5THgMa11GCHwMYzBZvtx/lwLPKy13qe1rgMfx2gB2D5cBBbLQHsUeB6AiAwB64GHFunYZwRBPsdfA/drrd/WZrVPAq8Wwy6MO/nJRWvkEjKf/hGRccwD4lVa6x8sZvvOBObTR1rrlVrrFVrrFZgfpDdorT+xeK1cOuZ5j/0jcLmIuCJSAS7G5MmcE8yzj87553WG24G1IrJSRArAyzHPakuGWa6vTwKvCV6/BnMfhstfLiJFEVkJrAW+tVjtPRPRWr9Fa70seIa/HPiC1vqV2D5cEFrrp4A9IrI+WPQ8jECU7cf58yiwS0Qqwb39PMzvpe3DRcA9FTsRkQ8BVwH9IvIY8DuAB6C1fhfw+8B7ReQejAv0t4LZ63OJS4FXAfeIyF3BsrcC4xD102cwSo4PAicwM9nnCvPpn/8K9GG8QgANrfXOxW/qkjGfPjqXmbN/tNb3i8hnge9i8jverbXOLQ/yHGU+15B9XifQWjdE5FeAf8YoOr5Ha33fEjfrTKXd9fWHwEdF5Gcxg76XAmit7xORj2IGzg3gl8/l8Ow5sH24cN4IfCCYWHkIM6ZS2H6cF1rrb4rIx4BvY/rkO8BfYsSjbB+eZkRrGx5qsVgsFovFYrFYLGcCixXiaLFYLBaLxWKxWCyWObAGmsVisVgsFovFYrGcIVgDzWKxWCwWi8VisVjOEKyBZrFYLBaLxWKxWCxnCNZAs1gsFovFYrFYLJYzBGugWSwWi8VisVgsFssZgjXQLBaLxWKxWCwWi+UMwRpoFovFYrFYLBaLxXKG8P8ABVhNeTitweAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with gp_model:\n",
    "    az.plot_trace(gp_trace, var_names=['ro', 'eta', 'sigma']);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Note**: In the above example you can see that our both our priors and likelihood follow normal distributions and as a result our posterior distribution is normal too. This allows us to be able to calculate the posterior in closed form calling `marginal_likelihood`. This would not be possible if for example we had a Poisson likelihood distribution. However, pymc offers us a solution using [latent variable](https://docs.pymc.io/notebooks/GP-Latent.html). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 3/3 [00:00<00:00,  6.69it/s]\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": [
    "with gp_model:\n",
    "    cr_pred = cr_gp.conditional(\"cr_pred\", X_pred.reshape(-1, 1))\n",
    "    gp_cr_samples = pm.sample_posterior_predictive(gp_trace, vars=[cr_pred], samples=3, random_seed=42)\n",
    "\n",
    "fig = plt.figure(figsize=(10, 5))\n",
    "\n",
    "X_pred = np.linspace(0, 800, 100)\n",
    "plt.scatter(x_test, y_test, label=\"Predicted\", color=\"tab:orange\", alpha=0.7)\n",
    "plt.scatter(x, y, label=\"Observed\", color=\"tab:blue\", alpha=0.7)\n",
    "for x_samp in gp_cr_samples['cr_pred']:\n",
    "    plt.plot(X_pred, x_samp);\n",
    "# plt.plot(X_pred, thetas[0] + thetas[1]*X_pred, label=\"Least Squares fit\", color=\"tab:green\")\n",
    "plt.legend(prop={'size': 13}, markerscale=2.5)\n",
    "plt.grid()\n",
    "plt.title(\"Linear Regression - Fitting using MCMC with wrong prior\", fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see a really nice fit that does not need any huper-prameters like the polynomial degree taht we should have tuned in the least squares case. In the following plot we sample many Gaussian fits in order to get a feeling of where there are regions of high certainty or uncertainty."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [00:00<00:00, 116.65it/s]\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": [
    "with gp_model:\n",
    "    gp_samples = pm.sample_posterior_predictive(gp_trace, vars=[cr_pred], samples=100, random_seed=42)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10,5))\n",
    "a = plot_gp_dist(ax, gp_samples['cr_pred'], X_pred)\n",
    "plt.scatter(x, y, label=\"Observed\", color=\"tab:blue\", alpha=0.7)\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As expected, there is little variance at the start of the plot since we have many datapoints. However, this is not the case at the second half (x > 300). Since we have less data there is a lot of variance on our predictions. You can again tune the number of observed(training) points used and notice how the variance changes.\n",
    "\n",
    "When I started reading into GPs I expected just a new tool or framework like SVM, neural networks, PCA etc. However, I found that a new way of thinking was required. I normally had data that I fed them into a model and then cross validated my results. Gaussian processes while they require some getting used to, offer great solutions and crucially new ways of validating these solutions like uncertainty measurements. I believe that if you like the bayesian way of solving problems, you will have a lot of fun with GPs.\n",
    "\n",
    "In case you want to lear more about GPs, MCMC I suggest:\n",
    "* Nando's de Freitas UCB graduate lectures: [GP1](https://www.youtube.com/watch?v=4vGiHC35j9s&list=PLE6Wd9FR--EdyJ5lbFl8UuGjecvVw66F6&index=8&ab_channel=NandodeFreitas), [GP2](https://www.youtube.com/watch?v=MfHKW5z-OOA&list=PLE6Wd9FR--EdyJ5lbFl8UuGjecvVw66F6&index=9&ab_channel=NandodeFreitas), [Bayesian Optimization](https://www.youtube.com/watch?v=vz3D36VXefI&list=PLE6Wd9FR--EdyJ5lbFl8UuGjecvVw66F6&index=10&t=1s&ab_channel=NandodeFreitas), [MCMC1](https://www.youtube.com/watch?v=TNZk8lo4e-Q&list=PLE6Wd9FR--EdyJ5lbFl8UuGjecvVw66F6&index=20&ab_channel=NandodeFreitas), [MCMC2](https://www.youtube.com/watch?v=sK3cg15g8FI&list=PLE6Wd9FR--EdyJ5lbFl8UuGjecvVw66F6&index=21&ab_channel=NandodeFreitas)\n",
    "* [A visual exploration of GPs](https://distill.pub/2019/visual-exploration-gaussian-processes/)\n",
    "* Chris' talks: [GPs](https://www.youtube.com/watch?v=j7Ruu3Yu-70&ab_channel=PyData), [MCMC](https://www.youtube.com/watch?v=SS_pqgFziAg&t=4713s&ab_channel=PyData)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\n",
    "The \\hspace{1mm} End!\n",
    "$$"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:Weekend_EDAs]",
   "language": "python",
   "name": "conda-env-Weekend_EDAs-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}